Add files using upload-large-folder tool

training/marl/Airfoil3D-hard-v0/PPO/0/eval_sequence_10000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.22887342,1.1569408,-0.008443341,0.014700245,0.022344077,-0.0059749875,0.015752284,0.0248903,-0.0010581305,0.016192181,0.028218806,-0.00427875,0.015096843,0.025722058,0.090078056,0.09006786
+0.22767991,1.1386489,-0.0111622745,0.017505653,0.027121598,-0.006744435,0.015444355,0.02672621,-0.0034511723,0.018098624,0.03203816,-0.0018871259,0.014290178,0.024811186,0.036419928,0.036225796
+0.25832272,1.2565744,-0.01042525,0.018466216,0.027183525,-0.00724166,0.015595388,0.026116291,-0.0028652847,0.013920855,0.024938596,-0.00037986413,0.0141507,0.024374079,-0.100367844,-0.1005106
+0.33591452,1.6516693,-0.0062478334,0.017765086,0.030117609,-0.0075873435,0.015072828,0.022815598,-0.0026031863,0.013878754,0.024198178,-0.005804997,0.014647713,0.025814071,-0.04783666,-0.04793644
+0.30172026,1.5060217,-0.0064717103,0.017460007,0.02818345,-0.0067173196,0.014831962,0.020855235,-0.003998653,0.014546856,0.02387146,-0.011083758,0.015873332,0.02393182,0.0265733,0.02658081
+0.32375386,1.6148698,-0.0063566947,0.016928738,0.028976876,-0.008946307,0.015129143,0.023506045,-0.004666606,0.010951035,0.01863501,-0.004259413,0.017604182,0.0254473,0.02329576,0.023086071
+0.33255753,1.6649778,-0.0016618446,0.015758678,0.029112298,-0.0065668337,0.015987253,0.023857385,-0.006713384,0.014992131,0.025126588,-0.002758909,0.015582332,0.025429755,0.041929305,0.0417161
+0.40786743,1.9333527,-0.0025436142,0.01629009,0.030833237,-0.004764663,0.014649076,0.023858085,-0.0072571654,0.01718548,0.027623855,-0.0012641503,0.016424019,0.026956793,-0.22482902,-0.22471952
+0.21158095,1.1137278,-0.006347304,0.015005063,0.02814065,-0.0069446135,0.016131127,0.02518118,-0.012642905,0.020749345,0.03079985,-0.00029032677,0.015003603,0.028335143,0.2985202,0.29896832
+0.23472272,1.1065041,-0.0043917345,0.01807988,0.030021027,-0.003844358,0.014606733,0.023012288,-0.010420808,0.020709617,0.03189951,0.0006729178,0.015267242,0.031671878,-0.25323159,-0.25077915
+0.22569928,1.0737449,-0.0041137077,0.016383048,0.02644735,-1.5793368e-05,0.016154705,0.025713991,-0.009018406,0.017170256,0.028249579,0.00072595105,0.014844259,0.029296473,-0.20902312,-0.20745564
+0.3901145,1.7119988,-0.0041532684,0.016168555,0.030144539,0.0017458517,0.015332483,0.028339893,-0.00629271,0.01765217,0.030909527,0.0008715093,0.01343958,0.027016938,-0.57715476,-0.57641697
+0.34746704,1.5528516,-0.003453969,0.013602438,0.028771447,0.002247041,0.012556446,0.028778262,-0.0063098716,0.014793182,0.028620426,-0.0016173525,0.013789056,0.024025101,-0.4964862,-0.49580812
+0.12646872,0.8488789,-0.0047315927,0.014279578,0.026196437,0.00038779154,0.014018115,0.03194777,-0.003465809,0.014997531,0.029986208,-0.009067318,0.016174007,0.024868762,1.7597015,1.7472959
+0.3691803,1.6492088,-0.007265107,0.016506376,0.024525903,-0.0009442242,0.013505917,0.028430067,-0.0035294518,0.014052168,0.029314017,-0.0053039994,0.019673677,0.02723426,-0.49765885,-0.49765158
+0.37765607,1.6952184,-0.009043848,0.01762629,0.023572542,-0.005090859,0.01709932,0.02953914,-0.0056218784,0.014855925,0.029076673,-0.0067171976,0.019254446,0.029661383,-0.47643352,-0.47608042
+0.24707013,1.1715252,-0.009329891,0.01817492,0.026726289,-0.005640582,0.016356383,0.027110942,-0.0034151739,0.015466755,0.030038413,-0.0015295492,0.016005108,0.028028876,-0.2237503,-0.22319889
+0.24194688,1.16779,-0.003034302,0.015757078,0.022513736,-0.0071181525,0.015695583,0.021478245,-0.00129053,0.0150273405,0.028586987,0.0004644189,0.014215888,0.02890264,-0.13834906,-0.13823128
+0.2498346,1.2021711,-0.0031823283,0.01548706,0.025317563,-0.008216195,0.016395766,0.020326385,-0.0063960934,0.017418755,0.029342778,1.7762184e-05,0.014996033,0.027288586,-0.15283847,-0.15300179
+0.3092897,1.4530629,0.0006244667,0.01391222,0.026490271,-0.0056176167,0.012593299,0.01573392,-0.0048170034,0.01868759,0.028715719,-0.002041297,0.014856201,0.027673157,-0.26656264,-0.26680517
+0.041844197,0.32928115,-0.0029582288,0.016124113,0.033126052,-0.0032419302,0.013047558,0.020847987,-0.005118642,0.016956626,0.028635114,-0.00704344,0.01802968,0.0315035,2.9122875,2.9043498
+0.15380837,0.88999504,-0.002694415,0.016854245,0.030478746,-0.0037105381,0.014115082,0.025852775,-0.0044816006,0.014485203,0.02596813,-0.009206414,0.017845236,0.028050665,0.8222566,0.8215194
+0.2932853,1.4058572,-0.0041594813,0.01733578,0.030358035,-0.005448132,0.013576441,0.026150355,-0.0053744996,0.01665212,0.028004216,-0.010301687,0.019012976,0.028792059,-0.17130709,-0.17138958
+0.282904,1.3983094,-0.00690726,0.018024916,0.025918717,-0.005809717,0.015357321,0.027757589,-0.011589834,0.017392602,0.02207146,-0.007272127,0.018593118,0.02576879,-0.022020996,-0.022170544
+0.23178536,1.2357312,-0.006975132,0.018906714,0.02570097,-0.009364685,0.013393017,0.025787469,-0.011419898,0.017182227,0.019888565,-0.0045965016,0.016651275,0.028175615,0.36752343,0.36649084
+0.27287796,1.4404196,-0.0047124326,0.016579224,0.020887826,-0.007072772,0.014431382,0.025474912,-0.007954559,0.01768705,0.02507601,-0.0009832243,0.014157364,0.024824105,0.31453347,0.31375217
+0.28189173,1.5182394,-0.0035598502,0.016200893,0.025234617,-0.007103719,0.017708007,0.029032784,-0.00713519,0.01676848,0.028389435,-0.0010671429,0.0158108,0.028574675,0.42137748,0.42102575
+0.12141328,0.8288069,-0.0023597376,0.0139262155,0.022554317,-0.00718819,0.018243238,0.028659727,-0.0063688597,0.015707219,0.02590656,0.0014134347,0.01580648,0.029544862,1.8638883,1.8614583
+0.09053434,0.65855205,-0.003653381,0.013861242,0.02258582,-0.008030955,0.018518869,0.029320046,-0.006148061,0.014685316,0.028262587,-0.0061863884,0.01830468,0.031257525,2.3192139,2.3091888
+0.16534634,0.8622262,-0.00033949874,0.014672145,0.027627252,-0.0064029023,0.016936908,0.026095556,-0.006270039,0.016700631,0.029825842,-0.005029843,0.018971115,0.03012349,0.2507341,0.24979782
+0.18983811,0.9210751,-0.00025624782,0.012452361,0.028545719,-0.0037531843,0.016641207,0.02876229,-0.003098404,0.014464071,0.029180996,-0.0024835812,0.01537119,0.026524216,-0.11363858,-0.11297178
+0.1451086,0.8068451,-0.0040178243,0.013415543,0.029661296,-0.0017685788,0.015371699,0.029704398,-0.0018504672,0.012505633,0.027017536,0.0030906778,0.01226022,0.02628788,0.59494096,0.5954156
+0.31786403,1.5893962,-0.0075302124,0.0136990035,0.02990789,0.0009996854,0.012733295,0.030686237,-0.0059536817,0.014429554,0.029521449,-0.0032193195,0.013452918,0.024701046,0.035307884,0.035369873
+0.26110616,1.3602905,-0.008380696,0.015332451,0.03081007,-0.008876495,0.016271975,0.026822552,-0.008376942,0.018321112,0.030872917,-0.0047542676,0.017348057,0.02767717,0.24504167,0.24485254
+0.28882504,1.4889501,-0.010858282,0.01837937,0.030788332,-0.0040912125,0.017260531,0.027328363,-0.008402776,0.02011472,0.032012634,-0.004787731,0.020044358,0.03103247,0.19044739,0.19032812
+0.17895307,1.0833218,-0.009745639,0.019994447,0.030140124,-0.005067285,0.014399685,0.024634292,-0.008580878,0.018946413,0.031093918,-0.004104292,0.017542047,0.0286332,1.0908343,1.0887947
+0.27080017,1.4406664,-0.009860693,0.019454233,0.029647741,0.0011627264,0.0139178615,0.024769496,-0.008057491,0.015644068,0.026223779,-0.0034714537,0.016010461,0.028318655,0.35508204,0.35516548
+0.31788057,1.6230781,-0.012377518,0.019655483,0.02945106,0.0008118674,0.015272278,0.027335823,-0.0051863873,0.017617974,0.027528098,-0.0018045045,0.015803937,0.028143933,0.14094383,0.1410675
+0.47899434,2.3432,-0.010396251,0.017942622,0.025272347,-0.0018725144,0.014246389,0.024282724,-0.005722125,0.01520657,0.023979178,-0.0031645745,0.014487036,0.027612034,-0.072986126,-0.0729537
+0.19313894,1.2229317,-0.009094831,0.016785467,0.024540747,-0.0066623334,0.014546776,0.020266287,-0.0066255713,0.016122412,0.027590033,-0.0063116327,0.013670882,0.023648262,1.3673971,1.3670058
+0.4442607,2.2332685,-0.0075909197,0.016371021,0.02893439,-0.006564784,0.0147245545,0.021955082,-0.006660803,0.016495382,0.028437898,-0.00872374,0.016212586,0.02622966,0.062106073,0.062063217
+0.27817616,1.601355,-0.006151002,0.017291151,0.0340085,-0.008983237,0.016859472,0.02250223,-0.007295124,0.01605461,0.028666757,-0.009129675,0.017029041,0.027828276,0.7917688,0.79175234
+0.28080574,1.5937816,-0.009061977,0.016484836,0.033550393,-0.008888713,0.019077918,0.029934311,-0.0058656875,0.017841097,0.03027026,-0.012549195,0.019900832,0.02906425,0.710847,0.71087503
+0.11627432,0.8973272,-0.004982872,0.016200306,0.032655567,-0.008982819,0.016751423,0.028229034,-0.0054128105,0.015785368,0.0284415,-0.00862219,0.018348938,0.026867345,2.752451,2.7524595
+0.27514672,1.4119923,-0.0027739517,0.017830221,0.034720644,-0.006626008,0.018891156,0.03268477,-0.0036706813,0.0155712385,0.027695272,-0.0026887935,0.01657297,0.025156219,0.16578531,0.16691017
+0.31248716,1.375371,-0.005247187,0.017182376,0.03297437,-0.0051599257,0.015606847,0.030064303,0.0021885112,0.012837248,0.027531378,-0.0011423901,0.01632109,0.027684858,-0.56476754,-0.56350136
+0.22813274,1.0538336,-0.0014326237,0.016544867,0.028752562,-0.0041337376,0.015327491,0.030775629,0.0026652366,0.011937076,0.028419448,-0.0017395988,0.015161622,0.0298445,-0.34686553,-0.34548187
+0.2371393,1.121691,-4.7944486e-05,0.016823824,0.029777031,-0.0017238418,0.013964888,0.028167274,0.0030664,0.012421845,0.02975674,-0.006707196,0.015222756,0.030529084,-0.23515517,-0.2347765
+0.1923871,1.0777617,0.0005110465,0.01575236,0.031204214,-0.003214131,0.0152364485,0.031392336,0.00028997287,0.012850667,0.029096432,-0.007992103,0.014695374,0.028607585,0.6374866,0.63717794
+0.18558584,0.9608339,-0.0037621995,0.015786838,0.029857334,-0.0082119005,0.016590612,0.030060098,-0.0047882143,0.01637019,0.030516144,-0.008174707,0.017368617,0.0313443,0.21255279,0.21243238
+0.30142128,1.3963779,-0.002819879,0.01816113,0.033882108,-0.011896262,0.019172579,0.03183376,-0.008790795,0.018522542,0.030345213,-0.0102932155,0.020418234,0.03249497,-0.33218956,-0.3322239
+0.25435248,1.2997122,-0.003126774,0.016203051,0.028553102,-0.00862205,0.018108277,0.027173636,-0.00941856,0.020625906,0.028939331,-0.009306978,0.019550573,0.030717356,0.14510757,0.14501667
+0.2378855,1.2457696,-0.0051163426,0.017635308,0.027863575,-0.007856342,0.017392699,0.023074564,-0.00963659,0.021101395,0.028758604,-0.006044063,0.016198877,0.026630897,0.2720889,0.271976
+0.07592195,0.7450276,-0.0064687207,0.018721296,0.02865293,-0.008171113,0.01736573,0.023792066,-0.006798248,0.01805679,0.028359994,-0.003452736,0.016918989,0.025579054,4.916871,4.8482027
+0.35503623,1.843252,-0.008542377,0.018542977,0.028964877,-0.010346371,0.017987275,0.024055444,-0.0076979175,0.017511535,0.026804296,-0.0025952868,0.016299753,0.025463317,0.22694945,0.22685957
+0.10801899,0.8644707,-0.010143008,0.017872432,0.02689153,-0.007367814,0.017612284,0.026316358,-0.00874809,0.016702421,0.023826258,-0.0042550853,0.016167184,0.025690665,3.0494332,3.0380821
+0.10378126,0.84315866,-0.010830693,0.01801847,0.024230495,-0.0057944376,0.015812552,0.028352024,-0.00884498,0.014821639,0.024101594,-0.0066563226,0.016925314,0.026458021,3.1648655,3.1595135
+0.084838755,0.7351104,-0.007068149,0.016680464,0.023446126,-0.0058520436,0.017819429,0.03042193,-0.009599259,0.014286097,0.022833697,-0.0020868694,0.018807657,0.030737516,3.7025442,3.6999254
+0.064209804,0.59156793,-0.0032273624,0.018787246,0.031521432,-0.0044205207,0.017349754,0.032982584,-0.002116343,0.01475472,0.027270263,-0.00208746,0.018538442,0.032804735,4.25692,4.2481775
+0.12614045,0.72545564,-0.0042517707,0.015352959,0.030575141,-0.005595942,0.016926147,0.03276656,-0.0041830447,0.015883366,0.030291103,-0.0032335334,0.017658526,0.033573966,0.786894,0.7863045
+0.23800132,1.0675975,-0.0030603698,0.015347233,0.031745043,-0.0041241124,0.016111422,0.03049893,-0.003582866,0.01571598,0.031816043,-0.0053023584,0.018624365,0.031291783,-0.4793074,-0.47919035
+0.1519505,0.76452714,-0.0008247327,0.015079958,0.03284385,0.0014193952,0.013489776,0.028514933,-0.002046978,0.013647027,0.028314518,-0.0006571533,0.016059872,0.029820427,0.06793839,0.066553116
+0.21995583,1.0855466,-0.0045710374,0.015050929,0.030505598,0.0009118933,0.013623329,0.027651051,0.0010345876,0.011038923,0.026149543,0.0004786458,0.013266057,0.030405242,-0.028702259,-0.029575825
+0.2041749,1.1164256,-0.008723984,0.01905243,0.032370184,-0.0041730916,0.015499586,0.026216002,-0.009095977,0.01531026,0.03150563,-0.0055862516,0.016458953,0.028670002,0.50433177,0.5031171
+0.2288469,1.3225155,-0.013278998,0.020150002,0.03116143,-0.0052187014,0.018089836,0.027774094,-0.015418184,0.020878948,0.031726006,-0.0052227173,0.01811589,0.029845148,0.81580305,0.8141713
+0.20571747,1.2244005,-0.011287483,0.02183854,0.032652937,-0.002735178,0.019119754,0.031040441,-0.013059711,0.021638587,0.031160045,-0.006019339,0.018141478,0.028037043,0.9911867,0.9869852
+0.22625443,1.2961661,-0.009508282,0.021671679,0.030966029,-0.0024791965,0.01660164,0.027731288,-0.009991925,0.021166638,0.029971782,-0.0041218568,0.016468847,0.024338415,0.76597095,0.7639289
+0.14140706,0.9295039,-0.012455003,0.02067853,0.029577984,-0.0031941924,0.016452424,0.027215714,-0.008321339,0.018666537,0.027054068,-0.0027079247,0.016338646,0.0260613,1.6141044,1.6083803
+0.14143895,1.014188,-0.011650767,0.017348966,0.024840549,-0.004348712,0.016267722,0.027522165,-0.0074957516,0.017082088,0.026187532,-0.004067966,0.01594704,0.026570918,2.2148783,2.2056313
+0.12774754,0.9803811,-0.0082870545,0.01510226,0.024936313,-0.0072382344,0.015009781,0.025820132,-0.0082378145,0.017990464,0.030666975,-0.006551152,0.015867757,0.024726972,2.7214072,2.7094946
+0.47387648,2.3753529,-0.003311975,0.013350239,0.024930576,-0.010705413,0.01550753,0.02673246,-0.005444262,0.017177636,0.03157089,-0.005837328,0.015549328,0.027153457,0.04783076,0.047729492
+0.26037306,1.5155306,0.0008886792,0.014574785,0.030592386,-0.012968348,0.017707305,0.030453308,-0.0038494095,0.016116045,0.030133381,-0.0071695577,0.017914586,0.027455758,0.8561143,0.85574293
+0.33795655,1.7970498,-0.0035277167,0.01588323,0.03495564,-0.012307405,0.018812157,0.029697403,0.00017074496,0.014817566,0.030324971,-0.008968395,0.018847682,0.02827183,0.3525433,0.35252953
+0.29824486,1.5476134,-0.008451017,0.017608257,0.036159325,-0.0122577,0.021369588,0.03146045,0.0027936772,0.013591162,0.030183768,-0.0075079054,0.019354152,0.02997691,0.22408026,0.22420025
+0.32494736,1.5762738,-0.002113685,0.018215047,0.03330343,-0.005346001,0.017821934,0.028055858,0.005907709,0.011458084,0.028142288,-0.001937896,0.01623198,0.0244189,-0.11394888,-0.114010334
+0.42448646,1.914648,0.0011009276,0.017207611,0.03242838,-0.003995778,0.017815486,0.029747866,0.0065907277,0.011054236,0.02619854,0.0007626172,0.0133469375,0.026158266,-0.45429468,-0.45436525
+0.42259762,1.9905511,-0.00033898465,0.01685381,0.030923314,-0.0038306592,0.016186861,0.03088403,0.0049231835,0.011240036,0.024676481,0.0020752177,0.012055846,0.02819302,-0.2545672,-0.25459433
+0.13213626,0.9635234,-0.0063763317,0.020479377,0.0310181,-0.0056705736,0.014889011,0.028832544,-0.0010595955,0.014621504,0.028715763,-0.003150588,0.014275294,0.031172652,2.3299308,2.327023
+0.43240225,2.212215,-0.0067586657,0.021332739,0.035352875,-0.0028375974,0.012990463,0.028698381,-0.006624844,0.015812274,0.025674637,-0.0043651834,0.016642906,0.037293013,0.15124184,0.15123463
+0.17008136,1.1200653,-0.0074297898,0.021160636,0.032316487,-0.0026716525,0.013908281,0.030420499,-0.007298045,0.016335946,0.024901379,-0.0050469926,0.01788054,0.036668748,1.6210467,1.6205983
+0.3219757,1.703349,-0.0096912095,0.019718379,0.029139247,-0.0070106983,0.017788861,0.030622078,-0.006460311,0.016957019,0.026281076,-0.007021621,0.01769603,0.032822125,0.3255186,0.32543325
+0.26487014,1.5074351,-0.010092512,0.019480394,0.026209787,-0.008602068,0.019201156,0.03296328,-0.007917425,0.018384978,0.024906686,-0.009251793,0.019708345,0.032214794,0.7265515,0.72635365
+0.45019215,2.285791,-0.010659341,0.019577213,0.030788846,-0.007476315,0.01924467,0.028243577,-0.007366279,0.019875737,0.02999698,-0.0069110915,0.018567208,0.030597389,0.11251801,0.11249781
+0.32832927,1.7599767,-0.009003198,0.018431766,0.030599998,-0.0033703744,0.018467832,0.02856873,-0.01026767,0.019219918,0.029345088,-0.007137973,0.018793076,0.02514751,0.39532822,0.39553213
+0.3915988,1.9459906,-0.007555146,0.016659971,0.032598432,-0.007070858,0.017489357,0.02461467,-0.011055957,0.017324839,0.026551405,-0.006700922,0.017058793,0.019326193,0.003399074,0.0044784546
+0.46012515,2.1978998,-0.0073944237,0.016053693,0.033088297,-0.00364466,0.015900386,0.025066575,-0.0043931333,0.014782466,0.027502717,-0.00443214,0.016416617,0.023881996,-0.18893552,-0.18812609
+0.46291485,2.2088826,-0.003969281,0.015791908,0.03416981,0.0024054144,0.014442274,0.028081298,-0.0017703883,0.014283352,0.032028705,-0.0023289043,0.016043097,0.02756459,-0.19321543,-0.19318724
+0.4674673,2.2189996,-0.0055209417,0.01955985,0.037842143,0.003293762,0.011541266,0.02540021,-0.0065164696,0.014520455,0.029635351,-0.0022544665,0.016388569,0.03180442,-0.21778923,-0.21801424
+0.414441,2.004698,-0.0091270115,0.020076822,0.035949957,-0.0022801254,0.014163103,0.02772088,-0.009742942,0.015213378,0.028824281,-0.005144896,0.017185824,0.03491783,-0.1273331,-0.12775612
+0.25906006,1.5418237,-0.0066657336,0.020093456,0.032139346,-0.0028515216,0.014880318,0.031080002,-0.011810804,0.016988939,0.0316938,-0.001273388,0.016105391,0.03291613,0.98982525,0.9867377
+0.24242623,1.3254186,-0.0037723035,0.019539388,0.034062605,0.0006432291,0.012444007,0.023946315,-0.013082686,0.018068146,0.030440168,-0.00076329056,0.016966179,0.035825346,0.50323355,0.5024371
+0.25783023,1.3273004,-0.0061051697,0.018812027,0.033544257,0.0009845383,0.013096541,0.026230108,-0.008455783,0.019072175,0.030399328,-0.0009006802,0.018070543,0.036963046,0.18321413,0.18309307
+0.18864799,1.0561996,-0.005526267,0.018622426,0.032490585,-0.006886823,0.014381928,0.025824888,-0.009459409,0.019877981,0.03202692,-0.004190132,0.019840056,0.036732715,0.6342465,0.6339159
+0.12627336,0.8714292,-0.004657467,0.01861697,0.031232055,-0.009986233,0.018131958,0.028237132,-0.01020024,0.017791718,0.028067233,-0.0057497323,0.019666823,0.03523686,1.9392643,1.9362631
+0.09238027,0.81373316,-0.0046746004,0.017849639,0.031245118,-0.010733498,0.017303778,0.028017366,-0.010976432,0.019178588,0.031503506,-0.008145262,0.020463798,0.031901542,3.854192,3.843647
+0.31254283,1.6572577,-0.0043949094,0.017705757,0.028760266,-0.011510066,0.018906789,0.03197819,-0.005658633,0.017928498,0.031782974,-0.00292755,0.019357253,0.031673573,0.3376186,0.33762836
+0.07387621,0.76820374,-0.0046235695,0.017456535,0.02673613,-0.011054588,0.019685717,0.030332264,-0.0070631094,0.016326614,0.029022504,-0.0061650826,0.017016988,0.028720409,5.5105915,5.4336576
+0.08212375,0.8456856,-0.005709786,0.018903092,0.026648035,-0.010839082,0.019971032,0.028832784,-0.0056056315,0.017235255,0.03030362,-0.011381143,0.017709812,0.025104498,5.396103,5.3328285
+0.2572879,1.6063904,-0.003806659,0.016827406,0.025816988,-0.009207559,0.019730363,0.03049989,-0.004043542,0.017140966,0.031296372,-0.008542962,0.018259734,0.027180606,1.2808692,1.2786827
+0.27901375,1.6370515,0.0005908292,0.015203387,0.027361708,-0.007456742,0.01784034,0.02842027,-0.008288542,0.01770963,0.03005884,-0.005633723,0.01789595,0.028417194,0.90322256,0.9024091
+0.3366202,1.8131931,0.0025686882,0.013126182,0.026842983,-0.0058718994,0.01758058,0.028976196,-0.0055350643,0.017575575,0.03130897,-0.0051809447,0.01708168,0.028811624,0.4214549,0.42159557
+0.26022786,1.4177635,0.0015066359,0.0116648115,0.024384897,-0.0046955673,0.01644472,0.027585708,-0.004889936,0.016360857,0.029337952,-0.00586248,0.01763582,0.031773046,0.48230016,0.4832921
+0.18986975,1.0334475,0.0045742635,0.01189643,0.025759533,-0.0026286077,0.01562676,0.029102013,-0.0016244436,0.015588393,0.027871128,-0.0029415302,0.01714039,0.032775246,0.47702593,0.4780593
+0.23306948,1.1996616,0.0032838788,0.011492386,0.02752208,-0.0029509356,0.017133273,0.032147896,-0.0031613447,0.016706537,0.032321174,0.001428619,0.01571402,0.033058316,0.18184751,0.18235779
+0.2291567,1.2069279,-0.0016767569,0.013000656,0.029461838,-0.0025355332,0.016608905,0.032920577,-0.0040668836,0.01668963,0.033778634,0.003948014,0.013952084,0.03431539,0.30190808,0.3019538
+0.1945571,1.1176481,-0.008378739,0.016239025,0.029790085,-0.0015072785,0.015690424,0.034352936,-0.00088169426,0.015457235,0.03505775,-0.0011364724,0.01392366,0.029519293,0.7797094,0.77970695
+0.2854617,1.4632082,-0.0071700653,0.017795298,0.028495245,0.0015575476,0.015204556,0.03414693,-0.002058519,0.015731713,0.03188003,-0.009012714,0.017382478,0.031863812,0.16087437,0.16089058
+0.4264622,2.1654518,-0.006629007,0.019105697,0.029354788,-0.004537916,0.016059102,0.02848705,-0.005708481,0.016840931,0.028796982,-0.009932267,0.01976439,0.031133715,0.11288303,0.112841606
+0.2428636,1.4244257,-0.0035826825,0.015952403,0.027661499,-0.004468918,0.016669156,0.028199773,-0.0029675104,0.016824126,0.029631872,-0.01278543,0.017981555,0.025824761,0.9003507,0.9002571
+0.2517894,1.4586122,-0.0048961006,0.018176107,0.031465963,-0.0056886226,0.017515225,0.027430851,-0.0067227306,0.016093982,0.028691798,-0.007330573,0.018598732,0.027160158,0.8282102,0.82811546
+0.30547947,1.661717,-0.011004081,0.01984019,0.029054893,-0.0090154195,0.018323509,0.027499694,-0.007873152,0.01783179,0.029652253,-0.0060506808,0.017752813,0.028788961,0.47492826,0.47483158
+0.13604748,0.9988949,-0.008224888,0.01811323,0.026821349,-0.010151587,0.02009498,0.031151138,-0.010983612,0.01828784,0.027054433,-0.005177778,0.016964626,0.027388152,2.3807995,2.3773823
+0.09121347,0.8336583,-0.005952675,0.017788956,0.029321864,-0.007887751,0.016799785,0.025770241,-0.009386068,0.015002508,0.020573787,-0.0054992363,0.013484133,0.023797309,4.195645,4.1747704
+0.21327688,1.2378597,-0.0068171285,0.017156474,0.030093947,-0.004222542,0.01563938,0.026261615,-0.009330997,0.016030416,0.025855497,-0.0059194993,0.017794931,0.034009717,0.83975565,0.83913374
+0.25412208,1.3680239,-0.0023719016,0.01696361,0.032075766,-0.0021992652,0.014453424,0.028058086,-0.006013721,0.016742902,0.02936994,-0.0035429932,0.016763845,0.033739593,0.4186135,0.4184637
+0.3056711,1.5527678,-0.0008473657,0.01622455,0.03481009,-0.00078818575,0.013776507,0.029655423,-0.004367967,0.015072256,0.028907258,-0.0034855688,0.017104547,0.033616062,0.114759564,0.114995
+0.2565819,1.3719912,0.00065728277,0.016312756,0.034694806,-0.004788449,0.014755065,0.03166173,-0.001201841,0.015378552,0.03200996,-0.0045390846,0.017465528,0.032479577,0.3828705,0.3823166
+0.16076937,0.96150076,-0.005159186,0.016289497,0.02953592,-0.009256896,0.015508281,0.028596707,-0.00089691766,0.0148672275,0.031342547,-0.007920602,0.020013118,0.034493826,1.0187418,1.0157518
+0.25521305,1.2775081,-0.0039258525,0.015739787,0.02769157,-0.011168959,0.01838099,0.029875554,0.00092591345,0.012952769,0.027448818,-0.0056408113,0.017363476,0.029871035,0.04091662,0.04078436
+0.19375627,1.0362898,-0.002126569,0.015103791,0.024691362,-0.0060164155,0.016727008,0.027244292,0.002518205,0.013,0.02541725,-0.0027233884,0.015607029,0.026770517,0.38442475,0.38355017
+0.27088836,1.3965065,-0.0034807501,0.014466515,0.02570552,-0.005393279,0.01802737,0.032077562,0.000106833875,0.013521459,0.029766923,-6.8772584e-05,0.015850972,0.032443948,0.19094282,0.1904149
+0.18859293,1.0287893,-0.006485235,0.015973365,0.027514135,-0.0062247626,0.015982497,0.028510807,-0.004907715,0.015682278,0.029519413,-0.00852063,0.01845024,0.036647115,0.4910342,0.49020958
+0.24039146,1.2581396,-0.00825621,0.01823306,0.029087419,-0.004468525,0.01756741,0.03359852,-0.0056622354,0.017193865,0.029122062,-0.013142719,0.019475725,0.032777846,0.26958036,0.26884222
+0.22760977,1.201155,-0.008788126,0.018701017,0.030146591,-0.005005667,0.016821755,0.029882345,-0.0049461816,0.017287478,0.02983437,-0.007910662,0.019826476,0.029350258,0.3130349,0.31238604
+0.3337577,1.6421007,-0.008244734,0.018211905,0.028501736,-0.0054202303,0.016968716,0.03136987,-0.006259816,0.014211435,0.025012106,-0.004092234,0.017035158,0.028914753,-0.04441285,-0.044831276
+0.22612908,1.265019,-0.008390728,0.017655032,0.026401894,-0.013915997,0.018099615,0.026683213,-0.0059154527,0.01661815,0.027380716,-0.00778367,0.018697888,0.029690672,0.6313226,0.6293645
+0.48515773,2.3777049,-0.006801254,0.017360045,0.026794828,-0.0100124115,0.017862223,0.025652185,-0.009204707,0.017756078,0.02528638,-0.0051510492,0.019891113,0.032218713,-0.06331003,-0.06397915
+0.49753803,2.4706173,-0.0067166453,0.0177495,0.027229331,-0.0064069694,0.017515393,0.026338995,-0.008396024,0.016976539,0.02365848,-0.0055892393,0.016870951,0.028243331,0.0012763739,0.0008158684
+0.5010047,2.4691164,-0.0074989805,0.017714575,0.029205728,-0.007952028,0.018113699,0.028318156,-0.0074319066,0.017570976,0.02694911,-0.0017821519,0.0150750205,0.02712278,-0.03645271,-0.036539555
+0.4653875,2.2330894,-0.00726399,0.01778917,0.031835914,-0.00604422,0.01953357,0.03293333,-0.0070444867,0.018423434,0.03110472,-0.0053030383,0.019786034,0.034348853,-0.16765612,-0.16652536
+0.41560933,1.8853898,-0.0070047956,0.01907765,0.034129556,-0.0062301187,0.01836249,0.030577607,-0.011079734,0.01871934,0.031642485,-0.008643548,0.020129621,0.035690207,-0.43063623,-0.42842245
+0.40686762,1.8354212,-0.004868483,0.016783478,0.029038478,-0.0024808329,0.014863698,0.028864043,-0.0054664416,0.015763853,0.0295269,-0.00675969,0.018179579,0.033313263,-0.45297927,-0.45376778
+0.3803341,1.7667075,0.0010451991,0.0142018385,0.02981731,-0.0011639781,0.01490787,0.029968143,-0.0006141383,0.013684171,0.028915577,-0.0067049647,0.018006146,0.03183144,-0.3188097,-0.31972313
+0.18303692,1.0978825,-0.0035430826,0.013701673,0.028585125,-0.0064557856,0.014923006,0.030036882,0.00042417087,0.013572462,0.029516447,-0.0011254624,0.017753068,0.035781223,1.0338936,1.0332785
+0.08388223,0.7182647,-0.0073276907,0.015407858,0.028585982,-0.012010304,0.019546777,0.027948763,-0.005064235,0.016841013,0.033629175,-0.0015024794,0.016553588,0.03567565,3.598302,3.597906
+0.25364724,1.4057883,-0.00842146,0.018520726,0.03212886,-0.009803794,0.02056548,0.033926863,-0.009516654,0.02045589,0.033184793,-0.0053209104,0.019286267,0.03843526,0.57734865,0.5774274
+0.08201808,0.7283407,-0.007913486,0.019475378,0.03347415,-0.00775758,0.018942416,0.032458052,-0.008059123,0.021538477,0.033680975,-0.005450666,0.019156676,0.036917944,3.9350083,3.9153767
+0.3195799,1.606678,-0.0066623576,0.019696968,0.033721887,-0.0048614144,0.017871499,0.030516658,-0.0068497937,0.020664226,0.030943017,-0.009709068,0.019802274,0.0315635,0.062281847,0.06259918
+0.14198193,0.9579207,-0.0048149396,0.017654391,0.029031493,-0.0053642727,0.017855141,0.031549398,-0.0051162327,0.01820512,0.029605199,-0.0022659618,0.016833154,0.02303607,1.7843779,1.7819095
+0.41129884,2.004508,-0.003709199,0.017998908,0.032644156,-0.0064635044,0.014953561,0.03140594,-0.0075309575,0.018041924,0.031655733,-0.002057787,0.017371679,0.02516934,-0.09131491,-0.091264725
+0.25736594,1.4416916,-0.003216465,0.017051177,0.03312569,-0.0107195135,0.013861988,0.027421484,-0.013002726,0.019092813,0.031915184,-0.0013626609,0.013708116,0.025087876,0.6371096,0.6368494
+0.36777455,1.910793,-0.008123882,0.018625345,0.034527536,-0.010107098,0.016489094,0.02929978,-0.014245801,0.018976508,0.02711535,-0.0057459204,0.017429616,0.02978488,0.23071438,0.23068571
+0.40499842,2.0270765,-0.010145617,0.018713376,0.031758342,-0.012433876,0.017161429,0.029973246,-0.008210959,0.018377574,0.029604604,-0.0040695816,0.017377388,0.031711776,0.040232837,0.040277004
+0.06677293,0.73560625,-0.011217315,0.018755948,0.029350111,-0.00878893,0.018722458,0.030472307,-0.0065521263,0.017739128,0.028999254,-0.005503174,0.01723291,0.032908075,6.063515,6.0516644
+0.22461146,1.3428607,-0.008414138,0.017567948,0.028364029,-0.007256531,0.018115181,0.029578254,-0.0037271064,0.015745912,0.02796783,-0.0027442705,0.015551915,0.030206824,1.014482,1.0137243
+0.23273765,1.3858937,-0.0034252973,0.017434813,0.030518437,-0.0068432475,0.01875311,0.029827792,-0.0057215933,0.016630372,0.031982854,-0.0003187079,0.016453806,0.03250649,0.99008167,0.9898772
+0.29824755,1.6381731,-0.003489078,0.016846357,0.028997969,-0.00643776,0.018051388,0.027578833,-0.0024694754,0.015273575,0.029971438,-0.0068215467,0.018997755,0.03141415,0.5275016,0.52779293
+0.29851446,1.6137675,-0.0012516901,0.016311599,0.030547071,-0.006129125,0.018661195,0.032674916,-0.00207014,0.014693556,0.028112993,-0.010309774,0.020429805,0.029799933,0.44076306,0.44112492
+0.1670059,1.0657166,-0.004602259,0.017857842,0.029869419,-0.008513794,0.018834256,0.03294226,-0.00081775896,0.012422558,0.026097631,-0.011331522,0.020336706,0.028314866,1.4160664,1.4164419
+0.21115912,1.224887,-0.0019029193,0.01617634,0.02991341,-0.006924751,0.017346155,0.030324418,0.002742976,0.010868322,0.027536385,-0.009202685,0.019038526,0.028472252,0.8356709,0.83590746
+0.1444201,0.9796279,-0.00119178,0.015751975,0.031851918,-0.005561238,0.017061269,0.03102624,-0.0043843295,0.014341578,0.030313883,-0.0076397993,0.01849821,0.02672595,1.8183162,1.8183131
+0.35462967,1.8070624,-0.007350011,0.017755086,0.03055416,-0.0012899553,0.016067596,0.031690285,-0.010315109,0.019420678,0.034466315,-0.007818889,0.018192235,0.029013667,0.13075101,0.13076305
+0.20426534,1.1883695,-0.006598442,0.021466734,0.03531796,-0.0021802252,0.018504784,0.034658253,-0.006519139,0.01926653,0.033136483,-0.0054029357,0.017575732,0.029049529,0.8537851,0.8529043
+0.24021909,1.2938201,-0.0069975806,0.021000898,0.033617653,5.6836754e-05,0.016724395,0.031774633,-0.006988582,0.020439465,0.0327574,-0.0042614304,0.01595946,0.030263508,0.42150348,0.42113113
+0.2621609,1.3889697,-0.0054726433,0.021005176,0.033867978,-0.004652709,0.015363276,0.030176267,-0.0068181492,0.018241132,0.029517394,-0.002524835,0.01592787,0.03031495,0.33363438,0.33328772
+0.46792424,2.274378,-0.0042417627,0.020155486,0.03442063,-0.0071684197,0.015982796,0.025708271,-0.0074844994,0.018313345,0.029226387,-0.0028941752,0.015418272,0.032013938,-0.10425365,-0.1043005
+0.3249033,1.7679858,-0.008249135,0.019231431,0.034052875,-0.008816089,0.017492238,0.024072442,-0.0070796637,0.0170545,0.02865036,-0.00435891,0.017617498,0.035389394,0.47685063,0.47670603
+0.41582593,2.1733432,-0.0111596715,0.018194115,0.02938807,-0.009966109,0.01866701,0.025228208,-0.0058044903,0.016554933,0.028297294,-0.006085161,0.019098734,0.035700392,0.26176482,0.26170015
+0.27456895,1.6228992,-0.008447291,0.01864772,0.029234719,-0.012676869,0.018935382,0.027506258,-0.007973247,0.016605075,0.031701002,-0.004704007,0.01866262,0.030273316,0.9459758,0.94584703
+0.30072683,1.7674004,-0.0072187986,0.017229255,0.029245496,-0.010437569,0.019078283,0.028279824,-0.00640531,0.017327068,0.032329995,-0.0020919945,0.017983768,0.03003611,0.9123519,0.9122262
+0.29209536,1.6828036,-0.007948445,0.01899761,0.031627275,-0.010467224,0.017961703,0.028801428,-0.006405634,0.017792182,0.030498661,-0.003115476,0.01917854,0.030802645,0.7962979,0.79627514
+0.37247548,1.9814136,-0.009960361,0.019102678,0.032101907,-0.0082748635,0.017131036,0.027724799,-0.0037081046,0.016827725,0.028257933,-0.0071449243,0.018328615,0.030152204,0.35464072,0.354712
+0.29465,1.5635318,-0.0074322363,0.01794995,0.03218514,-0.008006077,0.016949605,0.03202747,-0.0057409555,0.015313849,0.029163351,-0.0075133685,0.018412588,0.033503283,0.34128714,0.34153414
+0.26877224,1.368008,-0.0038400162,0.015883408,0.02939141,-0.006542273,0.016160954,0.033813074,-0.006458316,0.01656056,0.030778626,-0.008890279,0.017139688,0.031244963,0.12462652,0.12497139
+0.1969386,0.94688773,-0.0018270398,0.016109817,0.031409644,-0.0040988587,0.016885016,0.036515806,-0.004562199,0.016696846,0.03130444,-0.0038842065,0.0155674685,0.031453393,-0.15717554,-0.15683413
+0.2097225,1.0871867,-0.0044065583,0.01703591,0.035450008,-0.0066079265,0.017132867,0.036409404,-0.0028139632,0.016750233,0.03308667,-0.003631696,0.016203005,0.03633083,0.21901983,0.21905994
+0.21808757,1.0849931,-0.0014633676,0.017116345,0.03671379,-0.0075920764,0.01703784,0.03656782,-0.0015863068,0.01655899,0.034630124,-0.0019676955,0.017164981,0.0377225,0.010552168,0.010164738
+0.20262897,1.1253972,-0.0021647187,0.01841794,0.037499063,-0.0070847897,0.017538998,0.03166017,-0.0050687063,0.017173978,0.031318232,-0.008182613,0.017653752,0.03304717,0.5902243,0.5891104
+0.2769049,1.3984067,-0.006233967,0.019120345,0.03190248,-0.0033550654,0.01808321,0.031058121,-0.0066984333,0.017957939,0.03082,-0.010874994,0.020001885,0.03171377,0.08551997,0.08526373
+0.38330334,1.7926651,-0.0044947164,0.019410498,0.030274205,-0.0025795586,0.016743638,0.027464513,-0.0042916937,0.017426234,0.027895812,-0.010917023,0.020938246,0.030598797,-0.28792393,-0.2879858
+0.29133958,1.4956061,-0.0041694697,0.017610772,0.027124416,-0.0053317193,0.018242236,0.027382234,-0.0042860694,0.017762678,0.028535206,-0.009111689,0.019659603,0.028208213,0.16870546,0.16867971
+0.36038676,1.8053007,-0.0032072207,0.017903866,0.027833916,-0.009196018,0.01857763,0.028405795,-0.010742969,0.017824441,0.02802529,-0.007456055,0.017697165,0.027720358,0.04448086,0.04447317
+0.22245544,1.3027784,-0.005227603,0.018221691,0.028759845,-0.0079071205,0.018254874,0.028996263,-0.013941584,0.018890586,0.027214807,-0.0090573495,0.01886615,0.02642165,0.89196867,0.8914871
+0.09684616,0.8243571,-0.00483773,0.018345475,0.031024028,-0.0050341664,0.018048253,0.029625207,-0.011648871,0.018116742,0.025983058,-0.004999089,0.017138235,0.026128365,3.5489488,3.5471573
+0.52697015,2.489779,-0.0034200903,0.017212732,0.030883325,-0.0043302104,0.016930772,0.029515533,-0.008343328,0.017711572,0.02634721,-0.0027908683,0.016560044,0.027583752,-0.24031007,-0.24016333
+0.2839658,1.433252,-0.0036698775,0.017221497,0.029336177,-0.00017401576,0.013709906,0.024349151,-0.005562473,0.017879866,0.028805403,-0.0052509736,0.018003754,0.030713305,0.08233124,0.08240032
+0.20163243,1.0836711,-0.0035764184,0.01934646,0.032036446,-0.00045366958,0.016812202,0.028483924,-0.010776576,0.019323675,0.032503005,-0.0049925903,0.0195849,0.03315357,0.4103762,0.40961885
+0.2773889,1.3746675,-0.0010783197,0.018238371,0.03191896,0.0017960798,0.016439442,0.029925372,-0.006476746,0.016745027,0.028862562,0.00023396313,0.015528258,0.029563881,-0.008970618,-0.009128571
+0.29757893,1.4477655,0.0027397089,0.016748512,0.031897746,0.003719259,0.013232608,0.03225128,-0.0042821635,0.015747802,0.030366108,-7.1406364e-05,0.014959397,0.030774372,-0.09965253,-0.09972191
+0.112823986,0.64293915,-0.0017121118,0.016010216,0.030136969,-0.0019357698,0.014551649,0.032215986,-0.0011793058,0.012876695,0.028090794,0.00095969066,0.014836207,0.03409947,0.734156,0.73373413
+0.22447963,1.1188235,-0.0030361023,0.015765464,0.027433833,-0.0051430454,0.015966956,0.029808154,-0.0019184854,0.015364412,0.033638075,-0.0063490067,0.018219978,0.03382522,0.019267023,0.019206524
+0.3094968,1.4564668,-0.0068948045,0.01581598,0.02396426,-0.009378672,0.018666578,0.032436717,-0.0037313215,0.016019791,0.03380209,-0.009309394,0.019409418,0.030260824,-0.2589625,-0.2589507
+0.18686205,0.98683465,-0.004647211,0.018077394,0.02903802,-0.010079924,0.018991176,0.029324653,-0.006622386,0.017502833,0.03243923,-0.007275557,0.018782731,0.029211275,0.3164283,0.31621695
+0.3144591,1.5622729,-0.0075463336,0.0147694815,0.025461493,-0.012492677,0.019970011,0.0252232,-0.009496508,0.01668335,0.022909869,-0.003315581,0.017398983,0.025981622,0.0033099651,0.0032582283
+0.21652858,1.2100955,-0.011970038,0.016504593,0.021825703,-0.012001776,0.019923441,0.027133495,-0.0075387564,0.019409567,0.030205762,-0.0073835384,0.015748728,0.02239563,0.62396187,0.6237483
+0.25243613,1.384987,-0.01051258,0.018466715,0.027262308,-0.010067511,0.020327121,0.030343935,-0.0077007404,0.019671092,0.029899938,-0.0058280136,0.01759551,0.030134637,0.52179646,0.5216155
+0.21035846,1.3063899,-0.009963835,0.018870138,0.028829535,-0.009736215,0.019221336,0.029426053,-0.008629258,0.019273318,0.029833708,-0.01052243,0.01840623,0.03204919,1.2455206,1.2454343
+0.23111731,1.3888155,-0.008763013,0.019772056,0.029012721,-0.009578388,0.018958038,0.031158965,-0.0058681853,0.020252816,0.03091363,-0.008893125,0.019261107,0.031052833,1.044317,1.0442672
+0.33287308,1.7342135,-0.0050318446,0.01881708,0.030142717,-0.009268865,0.01855153,0.030712612,-0.0040495424,0.018760147,0.030881777,-0.0071015693,0.01847809,0.028991412,0.2448734,0.2449646
+0.2821807,1.5250945,-0.0028172405,0.018532025,0.032087684,-0.009823727,0.018366992,0.029478071,-0.005280343,0.01748018,0.030367598,-0.003733687,0.01714029,0.026928741,0.43965876,0.43980408
+0.266787,1.3939614,-0.005146793,0.01695922,0.030975396,-0.005242197,0.016958991,0.02867331,-0.009368142,0.01729175,0.028333895,-0.005733108,0.018107481,0.029452994,0.26020443,0.26012802
+0.25232506,1.2727673,-0.0021183323,0.014319114,0.027403876,-0.0030498328,0.015603229,0.026826937,-0.0063031176,0.017430924,0.02970251,-0.0067683626,0.01643236,0.027716108,0.07937747,0.079288006
+0.2683498,1.2832308,-1.1730939e-05,0.0145702325,0.03051636,-0.0021671802,0.015481371,0.03002377,-0.007471339,0.01774423,0.031577177,-0.0019553388,0.016761137,0.033365943,-0.18289238,-0.18293619
+0.21221496,1.1376566,-0.003391441,0.015857272,0.031427294,-0.0021366496,0.017012944,0.0322068,-0.004870747,0.015934061,0.030528344,-0.0026198998,0.015482739,0.030142913,0.39620268,0.39599943
+0.16534536,0.9575373,-0.0056314236,0.018505279,0.034438547,-0.0015146751,0.017050246,0.03329113,0.000807818,0.016190505,0.03099867,0.0011682473,0.015156105,0.032512836,0.8266187,0.8262658
+0.19190006,0.9240011,-0.005970191,0.01787884,0.032520875,-0.003273584,0.016756251,0.030621212,-0.0013362644,0.017382745,0.032763205,0.0010672733,0.015638191,0.032433737,-0.14982384,-0.14985752
+0.15725437,0.898109,-0.004418142,0.01692729,0.028374042,-0.005910686,0.017145718,0.030242343,-0.0018854076,0.01695665,0.03234697,-0.0018493617,0.017061602,0.03391489,0.7464677,0.7463169
+0.28035805,1.4132403,-0.0034398306,0.015331419,0.026315771,-0.0050173355,0.01736224,0.028902506,-0.006586224,0.017306758,0.02864632,-0.002163183,0.016454596,0.03055282,0.075983524,0.0759716
+0.16159673,1.004811,-0.0044629127,0.013158909,0.025725497,-0.007467945,0.017245721,0.026020996,-0.008303363,0.01699423,0.026927937,-0.0032438878,0.015762573,0.025757402,1.2534015,1.2531466
+0.39928883,1.9718468,-0.010658301,0.017489202,0.027209919,-0.008417329,0.01767055,0.024906473,-0.011775587,0.017131824,0.023546033,-0.0060281213,0.015993603,0.022234505,-0.026366353,-0.026472569

training/marl/Airfoil3D-hard-v0/PPO/0/eval_sequence_12000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.23104918,1.1649128,-0.01645902,0.034767203,0.0639186,-0.015713673,0.03200886,0.065608956,-0.012274271,0.030403133,0.06527994,-0.017350774,0.028752325,0.06663955,0.076977015,0.07696962
+0.21082737,1.0907624,-0.017247539,0.03872865,0.07178938,-0.018411588,0.032826226,0.06666202,-0.016695647,0.034229293,0.06448563,-0.017555293,0.030042822,0.06361837,0.20914686,0.20885324
+0.34820205,1.6029831,-0.018561281,0.036402985,0.06622379,-0.021306042,0.03230286,0.064609446,-0.017693508,0.029192694,0.05423619,-0.016375687,0.030129157,0.058796093,-0.36114162,-0.361269
+0.3284018,1.630926,-0.022707328,0.032625858,0.059212558,-0.02351296,0.030179013,0.0612111,-0.021122778,0.027314173,0.053403877,-0.018449752,0.03340607,0.06244339,0.0014831424,0.0013823509
+0.25009623,1.2997675,-0.020730752,0.031340342,0.06045793,-0.01756612,0.029948885,0.06264889,-0.02015588,0.028323615,0.05737961,-0.018735664,0.034010354,0.06199847,0.23221958,0.23220015
+0.26229432,1.4152147,-0.017054837,0.031151004,0.06528485,-0.017533733,0.031526197,0.06214232,-0.02114665,0.023623604,0.0515854,-0.014358975,0.031377066,0.060496233,0.4306646,0.43065214
+0.26426807,1.3964874,-0.013196798,0.025819322,0.062309414,-0.015763273,0.03276621,0.062201835,-0.017074239,0.034622565,0.06364803,-0.015621582,0.028869437,0.056842014,0.3198352,0.31948948
+0.2837297,1.4551905,-0.012193326,0.025222877,0.06520364,-0.014696331,0.030697584,0.060062036,-0.019365955,0.038739912,0.068418026,-0.017506046,0.029550927,0.05522494,0.16400468,0.16392231
+0.29858854,1.4164006,-0.01569907,0.025587533,0.06364759,-0.013867447,0.031319257,0.061234675,-0.020375386,0.04186585,0.0736984,-0.018755306,0.025058527,0.056958854,-0.22207284,-0.2212162
+0.28321224,1.2916183,-0.01761149,0.02947675,0.060586743,-0.014495985,0.022899365,0.0550311,-0.020944769,0.038146336,0.070616566,-0.019178273,0.021665033,0.058558308,-0.40652877,-0.4042673
+0.17257617,0.7956184,-0.016937118,0.027263142,0.058768824,-0.0147167165,0.021493563,0.053319156,-0.01984588,0.031123513,0.06503647,-0.018612761,0.018048998,0.05572322,-0.35698444,-0.35462475
+0.23541507,1.0553768,-0.016444627,0.02445796,0.062227204,-0.015607688,0.015545103,0.05572176,-0.017237468,0.029946163,0.06833255,-0.014808601,0.017479043,0.05612216,-0.48212874,-0.48182297
+0.3134863,1.3840773,-0.01651651,0.021385083,0.06364725,-0.018500362,0.020138329,0.05786141,-0.016457114,0.022985607,0.06108959,-0.015152833,0.025478879,0.062177964,-0.54932624,-0.549757
+0.27720273,1.3678389,-0.017176747,0.023182701,0.06360331,-0.016551763,0.027679445,0.06028179,-0.016838646,0.024141189,0.059846483,-0.016508901,0.03542193,0.06704365,-0.029048145,-0.030434608
+0.31541494,1.5427365,-0.016498353,0.033397302,0.06550656,-0.015639639,0.03364323,0.063434236,-0.014630454,0.024623562,0.057372026,-0.015987508,0.036559954,0.061194167,-0.0734359,-0.07373619
+0.40549836,1.9180057,-0.0181726,0.04028895,0.06479972,-0.01747209,0.03616903,0.06264756,-0.015683288,0.026730193,0.061098695,-0.018336691,0.032533433,0.0595819,-0.23482525,-0.2348733
+0.32588503,1.6290377,-0.017202338,0.037382483,0.063615575,-0.01834556,0.03700085,0.06097798,-0.014844018,0.027452875,0.06305325,-0.019487021,0.027059332,0.06105747,0.034096837,0.033941746
+0.30364117,1.4754514,-0.017292842,0.02846125,0.058503844,-0.018605066,0.03430256,0.06058366,-0.017665908,0.028348545,0.059988298,-0.01669111,0.028666494,0.066052705,-0.10545397,-0.1056757
+0.22563808,1.0903481,-0.020075768,0.028173363,0.058007732,-0.019488286,0.03148719,0.06336774,-0.01960085,0.023914037,0.058119968,-0.01798947,0.030396715,0.061010495,-0.13267428,-0.13258171
+0.21686777,1.0537012,-0.018870778,0.023198148,0.05689533,-0.019418586,0.02894021,0.060655586,-0.019761378,0.02464387,0.059998162,-0.01667083,0.028849063,0.059045896,-0.10599315,-0.106143
+0.20502369,1.0383489,-0.01498149,0.021765113,0.05496727,-0.01893395,0.027534261,0.06339263,-0.018291738,0.031461217,0.06288518,-0.014673347,0.02220696,0.05806829,0.09951466,0.09966183
+0.22987783,1.1554157,-0.010636911,0.021090092,0.05723191,-0.018057667,0.022652728,0.055797108,-0.016847102,0.0342025,0.061719127,-0.016423559,0.02301673,0.057544753,0.06111926,0.06134653
+0.23200539,1.173439,-0.014239589,0.026752768,0.064377554,-0.016138097,0.023942165,0.05762936,-0.016575385,0.035041846,0.06257341,-0.020059733,0.023702275,0.057997264,0.092909515,0.09293985
+0.22842872,1.1655307,-0.017277282,0.035115786,0.06433025,-0.016997121,0.023570266,0.0626663,-0.018023541,0.035459872,0.062689304,-0.017104287,0.029860208,0.06086056,0.13759828,0.13751268
+0.21682844,1.1074601,-0.016400643,0.039395206,0.06657937,-0.019204572,0.025435818,0.06073799,-0.016953694,0.03548725,0.06837065,-0.017093029,0.030135676,0.061295927,0.14286417,0.14267159
+0.17503077,0.98891115,-0.019002138,0.0357575,0.06983273,-0.019421563,0.025222411,0.061550967,-0.02096676,0.031836253,0.06437159,-0.01793158,0.02930056,0.061590284,0.6851329,0.6850581
+0.2555593,1.2637573,-0.01884112,0.034322865,0.06809423,-0.018629806,0.026141012,0.059376605,-0.021340327,0.025672812,0.06201659,-0.019750334,0.029210074,0.055261463,-0.01984024,-0.019804478
+0.2558524,1.4219507,-0.019823186,0.02754602,0.056479804,-0.017732328,0.032333896,0.059539407,-0.017268308,0.025549093,0.06298603,-0.020182537,0.032248035,0.057115093,0.59277135,0.5928297
+0.3727701,1.9531639,-0.01701855,0.026798645,0.05961535,-0.017028628,0.03239676,0.05941344,-0.014555808,0.025044667,0.060824774,-0.017385585,0.03698591,0.06615262,0.2747107,0.274724
+0.120713055,0.89996845,-0.017301321,0.026909787,0.0580824,-0.015055336,0.027330728,0.050111853,-0.014159422,0.029886203,0.064048685,-0.019238602,0.034901597,0.06315055,2.4930246,2.4905663
+0.17478848,1.1172612,-0.016020797,0.029658059,0.059655145,-0.01590383,0.027367922,0.05617419,-0.014429564,0.03357786,0.06418378,-0.016194584,0.03457986,0.06595055,1.4275208,1.427206
+0.12244326,0.85017294,-0.016192771,0.027724281,0.06195937,-0.017809946,0.028818933,0.0646739,-0.019344863,0.033501998,0.06262764,-0.021717727,0.035167016,0.06569769,1.9801211,1.9785337
+0.20580302,1.0616753,-0.020273015,0.026789678,0.063667685,-0.018541958,0.027250823,0.0661346,-0.018723998,0.030279147,0.064300045,-0.022090353,0.03366825,0.06663339,0.19383776,0.19382668
+0.1423169,0.79349977,-0.020221926,0.02600269,0.063187726,-0.017653983,0.026847726,0.06375106,-0.020637874,0.025716659,0.06023158,-0.020145206,0.02906534,0.06397182,0.60987395,0.61071444
+0.20610814,1.1362886,-0.016825585,0.024309264,0.060576968,-0.015165642,0.025823282,0.059866562,-0.017784487,0.019095255,0.0541991,-0.019945182,0.021516865,0.053162813,0.54792076,0.5482006
+0.35007414,1.8930632,-0.016427882,0.024272373,0.057898156,-0.01497537,0.02326742,0.055276223,-0.015023177,0.022807458,0.05719673,-0.015112541,0.015955403,0.04848402,0.44283754,0.4427371
+0.19354306,1.0998322,-0.016923055,0.029911192,0.060874037,-0.017868007,0.032971058,0.060432114,-0.016122105,0.033442132,0.06873152,-0.014052771,0.025933001,0.05715674,0.71770936,0.71775293
+0.31347156,1.676506,-0.016764047,0.037995555,0.06567507,-0.016663423,0.03870425,0.065673515,-0.019945048,0.041540444,0.07210169,-0.017402751,0.03386256,0.061097994,0.38327628,0.38332224
+0.20527743,1.1328444,-0.017044937,0.040742435,0.07201979,-0.015352989,0.038776934,0.0706061,-0.021086883,0.041309208,0.07020365,-0.018516164,0.033305623,0.06302103,0.5536336,0.5537324
+0.18276893,1.0924525,-0.019985119,0.037026294,0.070038624,-0.019398468,0.036417957,0.066947736,-0.024308331,0.034941263,0.06550826,-0.022606159,0.02857873,0.06391299,1.0126128,1.0123639
+0.2829334,1.5426952,-0.02171626,0.032253355,0.062661365,-0.025317919,0.034213006,0.06297882,-0.020606317,0.026338495,0.058866993,-0.024315776,0.029865138,0.06414835,0.48770118,0.48763323
+0.40073285,2.0684514,-0.018769309,0.03228615,0.05980424,-0.019715132,0.032168355,0.06565706,-0.020080322,0.032070182,0.062632985,-0.022887614,0.031582657,0.06350411,0.1968947,0.19680214
+0.25870565,1.5793133,-0.017967211,0.031773195,0.06217037,-0.019378953,0.03813292,0.07082463,-0.017815312,0.037513856,0.06869277,-0.018117702,0.033325393,0.06654288,1.1399646,1.1398029
+0.47649243,2.5013056,-0.01665382,0.032847878,0.06405727,-0.018270249,0.038450927,0.06884866,-0.016453959,0.035852138,0.06786156,-0.019171963,0.03686952,0.06914708,0.284666,0.2845435
+0.20465988,1.3867251,-0.014581818,0.029209282,0.06360372,-0.018926073,0.035461813,0.06746745,-0.017789716,0.03291892,0.06248691,-0.01877775,0.035485137,0.06600016,1.810916,1.810885
+0.27882472,1.6614074,-0.018248722,0.03028588,0.062468164,-0.021205593,0.037497617,0.06639203,-0.019834073,0.03425819,0.06604073,-0.020022595,0.036748838,0.066449076,0.9937789,0.9937391
+0.23148477,1.378508,-0.019359682,0.028809803,0.061435446,-0.019183151,0.03237057,0.064960875,-0.020725612,0.032380052,0.060572654,-0.020837713,0.03285726,0.063638575,0.9902535,0.9902005
+0.22604503,1.3417598,-0.0210912,0.024670763,0.05765374,-0.018869272,0.02442013,0.061322354,-0.019344881,0.027168402,0.05981841,-0.02124232,0.028854644,0.06227856,0.9709377,0.9709382
+0.39338785,2.0812142,-0.018411927,0.0203295,0.05836273,-0.01751558,0.024782121,0.06067112,-0.01684257,0.019333525,0.05411669,-0.01865651,0.025229933,0.059641145,0.32554126,0.3256197
+0.14507572,0.8670806,-0.016512306,0.017977182,0.060583323,-0.014501136,0.02429758,0.061766855,-0.015106856,0.021518772,0.058903903,-0.016725663,0.025639568,0.060165964,1.0114754,1.0118756
+0.18129481,1.1860943,-0.016749004,0.024839163,0.06341031,-0.016982071,0.025121324,0.063241854,-0.016617388,0.02763438,0.066051416,-0.015884627,0.026353115,0.06402905,1.5777318,1.5774813
+0.23349407,1.3713757,-0.016817983,0.034709916,0.06422988,-0.016622525,0.027157145,0.06265296,-0.017309908,0.027014108,0.06204713,-0.015659612,0.03144788,0.06562768,0.9085613,0.90840864
+0.24068718,1.3975245,-0.01639223,0.04044831,0.066828966,-0.015319748,0.030790262,0.064929344,-0.0187281,0.02641859,0.060191378,-0.01796199,0.032511286,0.06569738,0.8415301,0.8415241
+0.26220796,1.5132016,-0.015773168,0.03735919,0.065896824,-0.01721964,0.033923816,0.06952263,-0.016264556,0.028038284,0.059219003,-0.01706301,0.03118901,0.06420875,0.8060606,0.8061285
+0.29029822,1.569488,-0.017889947,0.03420078,0.06309925,-0.018420024,0.038863014,0.07105452,-0.017810766,0.022885272,0.056102782,-0.015510165,0.028761515,0.062425412,0.4414937,0.44159842
+0.16509429,1.0767007,-0.019597817,0.034508966,0.06343634,-0.019499894,0.039324716,0.06852586,-0.018703239,0.02356292,0.05734486,-0.0144878505,0.030307436,0.061129518,1.5569203,1.5568624
+0.23940429,1.4274266,-0.017655395,0.029053096,0.067203246,-0.019853085,0.031666167,0.060390487,-0.013816658,0.025878143,0.06128844,-0.015653085,0.030333186,0.060505815,0.99757135,0.9975405
+0.27595386,1.5936732,-0.01918841,0.030170714,0.06542184,-0.020060843,0.0316929,0.06211689,-0.015302685,0.02942902,0.06406842,-0.01793154,0.029870259,0.061000817,0.81037617,0.8102741
+0.27131894,1.6067221,-0.017299876,0.032191783,0.06845279,-0.015057545,0.032116324,0.06840638,-0.018687505,0.03768361,0.06630438,-0.019368224,0.03261707,0.06421963,0.9570519,0.95702505
+0.21443628,1.3755354,-0.016070005,0.03305411,0.0674515,-0.017082486,0.034853626,0.06998575,-0.018478911,0.037350833,0.06730578,-0.016666653,0.03168947,0.06706357,1.4497377,1.4497886
+0.3330843,1.7718091,-0.015076846,0.029788265,0.066192865,-0.016480887,0.029054321,0.063941814,-0.019295849,0.036341384,0.066581644,-0.017012,0.029090548,0.06626606,0.35456955,0.35453224
+0.18504818,1.1583301,-0.018160528,0.028023662,0.06195508,-0.021014148,0.02494021,0.06133537,-0.01889941,0.029609805,0.061754696,-0.018795844,0.028288608,0.06288058,1.2947626,1.294744
+0.24923006,1.3489308,-0.017792158,0.027359528,0.063504815,-0.019464338,0.026291894,0.06257026,-0.015633151,0.02829033,0.064945355,-0.019028328,0.027325671,0.06197519,0.4475698,0.44752264
+0.18641196,1.0538098,-0.019591236,0.027457977,0.064636245,-0.017463647,0.0263522,0.062386215,-0.016262097,0.027433036,0.06454464,-0.02145673,0.03047705,0.06465207,0.68848383,0.6882534
+0.21612133,1.1665407,-0.018204087,0.026676243,0.06618056,-0.01621918,0.02934031,0.06844311,-0.017155979,0.02874277,0.06492102,-0.019815683,0.030247495,0.06274504,0.43286985,0.43275023
+0.16798477,1.036261,-0.01577156,0.025739273,0.06634267,-0.018332716,0.03289273,0.071582004,-0.014526091,0.029305335,0.06796582,-0.018757857,0.026039826,0.060384504,1.2042971,1.2039099
+0.13996333,0.97962946,-0.018069413,0.03177423,0.06778973,-0.01872634,0.029048836,0.06609248,-0.01733582,0.032965653,0.06700326,-0.015771398,0.024003094,0.060201146,2.0349832,2.034317
+0.3054278,1.6675129,-0.01750232,0.033528347,0.0661099,-0.016511945,0.03042751,0.06547617,-0.016465988,0.032944594,0.06965145,-0.017119031,0.03041503,0.06227988,0.4947936,0.4947281
+0.32352364,1.7757183,-0.016230468,0.03718339,0.0649555,-0.01550898,0.03278187,0.06459013,-0.016329212,0.03350854,0.068045706,-0.016759295,0.034900233,0.0631023,0.5238604,0.5238123
+0.28704885,1.6360263,-0.016356725,0.037368145,0.06530344,-0.014436852,0.031163733,0.06263591,-0.015690118,0.033888802,0.06891158,-0.017642774,0.035975926,0.06636024,0.7345784,0.73460054
+0.2073862,1.2562746,-0.017806223,0.0343205,0.06483965,-0.013605802,0.02986,0.06627692,-0.017504437,0.032257598,0.06803571,-0.019075438,0.03495868,0.06615261,1.0929468,1.0927882
+0.22251487,1.2260957,-0.018680206,0.032240335,0.063766114,-0.01603434,0.02949657,0.065494105,-0.0179072,0.0314085,0.06635749,-0.019178279,0.03066769,0.064033344,0.5455401,0.5453048
+0.2852427,1.4475074,-0.017247815,0.02467425,0.059801415,-0.017852513,0.026807914,0.064605825,-0.017913347,0.028780216,0.063031055,-0.019565338,0.028798778,0.061863817,0.10997647,0.10978222
+0.2741137,1.445724,-0.016170274,0.021119256,0.056292124,-0.019572062,0.024321709,0.06312535,-0.017582327,0.026540877,0.06181196,-0.0170701,0.027541941,0.059069254,0.30964148,0.30930662
+0.17324485,1.0470327,-0.017267048,0.021080615,0.060286976,-0.015582544,0.032198567,0.07036612,-0.016296856,0.029351017,0.065862365,-0.018062815,0.03157041,0.065110646,1.080671,1.0787892
+0.21752818,1.1861485,-0.017395245,0.027308824,0.065601304,-0.017419133,0.04188622,0.07899681,-0.016788375,0.031863436,0.07078363,-0.017858477,0.03414981,0.06869682,0.48906744,0.48798037
+0.18129383,1.0781026,-0.02074663,0.034951817,0.06893267,-0.018302236,0.04023593,0.07437991,-0.017727805,0.032803055,0.06925837,-0.018480068,0.035614356,0.07048749,0.9855818,0.9818449
+0.23280084,1.3057774,-0.020695725,0.032030083,0.069446504,-0.016106503,0.033629373,0.06577435,-0.017509695,0.028144779,0.061987236,-0.019559065,0.033804197,0.061799355,0.645868,0.64411974
+0.22823943,1.3107644,-0.020067813,0.030545263,0.06985378,-0.016879512,0.02540009,0.059098214,-0.016153347,0.030628422,0.057576276,-0.01920558,0.031581786,0.05670645,0.77965254,0.77806664
+0.27616745,1.5103674,-0.019490954,0.034006253,0.066048734,-0.019288061,0.027739478,0.061125174,-0.0152868,0.03318688,0.06076526,-0.017434206,0.027337749,0.05330112,0.50543606,0.504158
+0.2108341,1.2965343,-0.01737352,0.038755536,0.0691159,-0.018074064,0.031337947,0.06859786,-0.017075488,0.039459065,0.06910353,-0.015325116,0.033001054,0.068509445,1.1877325,1.1846781
+0.23751937,1.3303372,-0.016891414,0.04312103,0.07108452,-0.0193244,0.033412166,0.071683064,-0.017142918,0.036593534,0.0711953,-0.013932741,0.03361289,0.071881086,0.63786936,0.6360936
+0.25833938,1.3523469,-0.016016759,0.03694038,0.068059236,-0.01829621,0.03174103,0.07379422,-0.018745076,0.030312495,0.06484346,-0.019900909,0.031964462,0.06924047,0.27078223,0.26989937
+0.24871303,1.3155868,-0.01802195,0.033022914,0.06422738,-0.02270317,0.03139824,0.066762194,-0.01901099,0.027746638,0.06268924,-0.019996345,0.02648132,0.062676325,0.32531345,0.32470798
+0.22784401,1.2718157,-0.018865477,0.031457197,0.06464605,-0.022800693,0.031080363,0.06429157,-0.018434417,0.022737743,0.059135824,-0.019746933,0.027164744,0.058002524,0.61729276,0.6170883
+0.26451916,1.493887,-0.016500153,0.027855957,0.06229788,-0.017666612,0.031357773,0.06321761,-0.015627507,0.023089036,0.056159563,-0.018153254,0.031840485,0.06059853,0.6828585,0.6826873
+0.21082376,1.2964765,-0.01361576,0.026027892,0.06338605,-0.012825397,0.035981666,0.07238446,-0.015533464,0.03601599,0.06978593,-0.014960034,0.032871485,0.061856613,1.1849203,1.1847053
+0.30787987,1.6789603,-0.012574006,0.021800907,0.05680787,-0.015606663,0.03376791,0.06444905,-0.017005268,0.03642516,0.071169004,-0.013831288,0.031264998,0.059726402,0.48817706,0.48842764
+0.295921,1.6201881,-0.015167137,0.01943689,0.054109804,-0.016226,0.031088443,0.06411718,-0.01464082,0.0326313,0.067692816,-0.015595397,0.026525632,0.05557611,0.50987417,0.5102005
+0.109152816,0.84484917,-0.016814923,0.019813448,0.056609184,-0.018558262,0.026490357,0.0654611,-0.01773789,0.02654891,0.06262783,-0.0183489,0.02257003,0.053274833,2.7767487,2.775189
+0.29721043,1.5049961,-0.018112348,0.02659932,0.06297446,-0.021851737,0.03128976,0.07012119,-0.022152536,0.027356045,0.064546004,-0.020929167,0.019774573,0.05054616,0.098725736,0.0988698
+0.18907292,1.1294681,-0.01839665,0.0371041,0.070455365,-0.01903585,0.033225596,0.06969207,-0.021259336,0.028149111,0.06278328,-0.017456992,0.016014513,0.054438718,1.0088398,1.0088472
+0.17863095,1.1517495,-0.017790318,0.039533205,0.06959363,-0.01766431,0.033154592,0.06448419,-0.01720917,0.027740872,0.061064094,-0.016408615,0.020327123,0.058922328,1.4829974,1.4827785
+0.20170897,1.2566211,-0.018017989,0.036145933,0.06514847,-0.016646061,0.02810969,0.06357711,-0.018844899,0.032330055,0.066190444,-0.017765399,0.027972566,0.064244345,1.2651122,1.2650027
+0.28805277,1.6228918,-0.017831556,0.036268264,0.06471693,-0.016493063,0.02715623,0.062496103,-0.019436067,0.03849789,0.07150719,-0.018031597,0.03463423,0.06961855,0.6692033,0.6691394
+0.25782543,1.5313684,-0.017995836,0.035794146,0.06390291,-0.01935963,0.03327827,0.07049898,-0.019564988,0.04341708,0.070913464,-0.02011453,0.04086033,0.07303051,0.9747707,0.97468567
+0.20354901,1.2730744,-0.02089708,0.03436568,0.06312871,-0.020717349,0.0364372,0.06893221,-0.02049473,0.03779672,0.06750208,-0.020309689,0.04309075,0.07228902,1.2896907,1.2895179
+0.26870665,1.5126351,-0.020746041,0.028501386,0.06260695,-0.018457137,0.03118107,0.06520887,-0.019487917,0.033348165,0.06488084,-0.022099428,0.039641056,0.069412194,0.6645541,0.66444826
+0.275788,1.5609306,-0.018382031,0.024354586,0.063101284,-0.01639793,0.030820759,0.06497599,-0.019862294,0.031784937,0.062809266,-0.018787827,0.034629606,0.06322919,0.69499266,0.69502354
+0.24782453,1.4808568,-0.018021699,0.024300244,0.063762754,-0.015365316,0.029063022,0.06008465,-0.018715933,0.028516637,0.06391533,-0.017212,0.030406436,0.060108826,1.0104306,1.0105548
+0.21793698,1.3670982,-0.018677335,0.02934896,0.0676123,-0.017426679,0.025487853,0.056129068,-0.016843993,0.026907029,0.065285556,-0.018294953,0.027599258,0.058706157,1.3079708,1.3080368
+0.47964293,2.4583678,-0.018857777,0.037285227,0.07031589,-0.018371401,0.028145462,0.058926076,-0.013838429,0.027373131,0.066492006,-0.01843107,0.029171294,0.061386928,0.16057056,0.16054296
+0.19563733,1.3177896,-0.01793709,0.03736926,0.07112797,-0.016104665,0.0302385,0.06275105,-0.014683914,0.028699495,0.06443287,-0.016718546,0.02822771,0.060253218,1.771184,1.7710104
+0.2862863,1.6022816,-0.018220436,0.02903218,0.062363617,-0.015998693,0.025757486,0.060687013,-0.015920904,0.028186053,0.06466972,-0.013000403,0.024517974,0.06178076,0.632088,0.6319113
+0.2666772,1.4470338,-0.016959459,0.028220648,0.06339505,-0.01754189,0.02531743,0.06441481,-0.018886685,0.02482237,0.06090027,-0.012450352,0.02296171,0.061424285,0.46158874,0.46129274
+0.21752231,1.1396265,-0.018935356,0.027613482,0.06425135,-0.019953365,0.023515036,0.060359053,-0.02038208,0.022279857,0.059375986,-0.01660832,0.021182243,0.05724384,0.274377,0.27425528
+0.20442618,1.1128573,-0.01804003,0.028117605,0.06255093,-0.020662783,0.02502427,0.061049983,-0.017462952,0.021223811,0.061091505,-0.016891075,0.018097118,0.05029437,0.478396,0.4789405
+0.32275233,1.6246933,-0.019435106,0.028071051,0.061840266,-0.021511167,0.02601786,0.0635718,-0.01734647,0.024413351,0.058611646,-0.015438624,0.019979006,0.050757162,0.06889069,0.06900072
+0.16440311,1.0435164,-0.015706846,0.02456213,0.06319018,-0.021724813,0.02945363,0.06786631,-0.018789044,0.032518547,0.062461145,-0.01628292,0.028773295,0.061922863,1.3840158,1.3824339
+0.31322342,1.7298523,-0.015920721,0.030697925,0.06632281,-0.01988799,0.037234746,0.072048895,-0.017964423,0.038662348,0.06570621,-0.016763583,0.03646866,0.06994998,0.5579206,0.55787325
+0.28200975,1.64197,-0.019604696,0.036385365,0.065261126,-0.01899299,0.036950573,0.06351363,-0.016021488,0.036952794,0.06371449,-0.015357576,0.03781309,0.06764006,0.8577936,0.8575182
+0.3336482,1.8465064,-0.018506793,0.038991455,0.06784793,-0.020213433,0.039930273,0.06574638,-0.017848058,0.033404876,0.06463553,-0.01728873,0.03586918,0.06546179,0.5694812,0.56942177
+0.3287522,1.7771132,-0.017819714,0.034937214,0.0661866,-0.019508265,0.03469334,0.06472484,-0.016523888,0.03280705,0.06567936,-0.017593525,0.031536862,0.06357597,0.44025075,0.44076204
+0.20574506,1.2292333,-0.01953699,0.03426309,0.06771072,-0.020732505,0.031037739,0.059506238,-0.020238291,0.033671804,0.06774345,-0.018761735,0.031182745,0.06511343,1.008073,1.0096765
+0.27503073,1.416895,-0.019217659,0.031323586,0.06807314,-0.019744365,0.027769329,0.06261942,-0.018140988,0.030286586,0.067955665,-0.019632608,0.027726552,0.06509217,0.185327,0.18690014
+0.061053358,0.6558485,-0.015187096,0.026888112,0.06639305,-0.016912688,0.022072636,0.059293523,-0.016338918,0.027445676,0.06564127,-0.01744948,0.022750122,0.06517822,5.898689,5.7773485
+0.26071084,1.4178845,-0.01624172,0.021701084,0.06116581,-0.019205134,0.022864396,0.060613774,-0.018964931,0.027299177,0.06732116,-0.016478153,0.02537277,0.06443593,0.47437382,0.47366333
+0.2628715,1.4693342,-0.019434081,0.025906576,0.063645035,-0.01924355,0.027901148,0.06612017,-0.020336293,0.029958056,0.0700816,-0.01660549,0.031236498,0.062435918,0.62504035,0.62468386
+0.2775307,1.5379313,-0.018317334,0.031484015,0.06963023,-0.019918852,0.030483691,0.068279415,-0.018828264,0.033476703,0.07291899,-0.019819606,0.037195437,0.06911674,0.57642215,0.5766125
+0.2692567,1.450071,-0.016904186,0.0316329,0.064118564,-0.020984098,0.031772915,0.07055643,-0.018729737,0.0276651,0.06182055,-0.017395759,0.029222408,0.05932545,0.4200213,0.42058945
+0.34764844,1.7210038,-0.016350843,0.029872993,0.062289923,-0.018789535,0.027906029,0.06476573,-0.017653,0.027579276,0.06215217,-0.0143,0.023938613,0.059910312,-0.014634669,-0.014455318
+0.2700839,1.317695,-0.018204989,0.031116009,0.06458685,-0.019976338,0.026972074,0.06572235,-0.016386203,0.02824835,0.06394422,-0.015638955,0.024102429,0.059116982,-0.08611888,-0.08603382
+0.14163156,0.8228774,-0.020501623,0.029562345,0.06680948,-0.02130449,0.032543343,0.066918716,-0.019323574,0.028804267,0.06655628,-0.01920323,0.023200383,0.058398217,0.8432639,0.8451166
+0.24926317,1.3308648,-0.02076975,0.031493694,0.068857886,-0.018964872,0.03461189,0.06872525,-0.017636077,0.029403223,0.06523155,-0.018565312,0.026100742,0.06234005,0.37375617,0.37432623
+0.36938357,1.8553874,-0.017399639,0.029866686,0.066347755,-0.01712484,0.039432283,0.06796076,-0.01748244,0.033678032,0.06629699,-0.01773756,0.032049816,0.06786397,0.057972193,0.058059692
+0.21034239,1.295891,-0.014930972,0.038068973,0.0741169,-0.018387053,0.042297103,0.06901885,-0.017694283,0.03632789,0.07030931,-0.017730104,0.037819937,0.073260985,1.1972123,1.1959953
+0.27379102,1.6081175,-0.018317023,0.042600445,0.07103323,-0.021540737,0.04091068,0.07009937,-0.018684171,0.038683303,0.07218227,-0.018364001,0.044630833,0.07723649,0.91030705,0.9086523
+0.23764087,1.487058,-0.018256791,0.03365303,0.057451397,-0.021143172,0.03722518,0.07158117,-0.01947678,0.03533186,0.06758924,-0.021921221,0.04266835,0.07058101,1.2965413,1.292716
+0.24188069,1.5280015,-0.017043766,0.025582647,0.052728772,-0.020953966,0.031681944,0.0660257,-0.02057068,0.03482828,0.069100335,-0.02188737,0.03183648,0.05992976,1.355742,1.3523011
+0.30692196,1.7554648,-0.022527818,0.02050673,0.05370789,-0.019346373,0.029575532,0.06616256,-0.022152785,0.033478893,0.0680927,-0.02241899,0.032218758,0.061962254,0.75683033,0.7547107
+0.185728,1.1673188,-0.021841716,0.023028625,0.05997529,-0.017542232,0.029713135,0.070434906,-0.016957643,0.031657465,0.06815811,-0.019326959,0.030537078,0.06683512,1.3301972,1.3202295
+0.19465257,1.1579084,-0.017849576,0.020799829,0.064730436,-0.01847207,0.029103907,0.070730895,-0.015281673,0.02759452,0.06662372,-0.019689407,0.029842217,0.06804084,0.9887171,0.9837208
+0.16195881,1.0617155,-0.02017385,0.023772761,0.06528783,-0.019329973,0.029228916,0.06903043,-0.018794384,0.02312887,0.058602795,-0.018206274,0.027133754,0.06384572,1.5920901,1.5905962
+0.23561959,1.4237751,-0.021238275,0.033870265,0.07015424,-0.018730512,0.031576738,0.065955125,-0.01780296,0.028380258,0.057282336,-0.017365027,0.0270603,0.059986107,1.0779628,1.077816
+0.1606638,1.1552151,-0.021165866,0.042503055,0.0741034,-0.018733608,0.03426561,0.06796097,-0.018853515,0.032863017,0.06414017,-0.017693117,0.033103712,0.06650056,2.2255387,2.2253947
+0.2243991,1.3540834,-0.021804534,0.04647832,0.07620036,-0.021555869,0.034801185,0.06777122,-0.016254246,0.028958455,0.062838264,-0.020078849,0.029217461,0.06437479,1.0693791,1.0693946
+0.23213726,1.3963616,-0.019075945,0.042846657,0.072655246,-0.016663678,0.03668085,0.071953975,-0.01438647,0.026292669,0.06204976,-0.018258197,0.027085908,0.06511869,1.0502369,1.0503716
+0.24217501,1.499153,-0.019965747,0.039166473,0.06757172,-0.020915495,0.038433325,0.075091094,-0.017588124,0.029785577,0.0649998,-0.01765886,0.025493234,0.061826803,1.2253673,1.2255011
+0.30310634,1.7110268,-0.021076178,0.032756723,0.06311858,-0.022268355,0.03534867,0.07030764,-0.019767443,0.033736575,0.067059524,-0.018897736,0.02967847,0.060802884,0.68000644,0.68010235
+0.27420437,1.6211509,-0.02369447,0.031213105,0.064146824,-0.019190527,0.034888078,0.068282634,-0.018485976,0.032902736,0.0683241,-0.016657256,0.029567076,0.058735482,0.94731736,0.9473295
+0.21868297,1.4005995,-0.02102491,0.029615166,0.06688066,-0.019322217,0.034427583,0.06714945,-0.017732035,0.034724697,0.0693609,-0.015210375,0.029117586,0.059876733,1.4398458,1.4398332
+0.1418793,1.1093775,-0.015110242,0.025641697,0.06926356,-0.017806882,0.03411636,0.07074024,-0.016846128,0.03553298,0.07179697,-0.015495138,0.031379726,0.06399377,2.854654,2.8542943
+0.2558139,1.5148079,-0.015534341,0.029347876,0.07086934,-0.017283434,0.030895261,0.07250594,-0.015774274,0.033967413,0.070476495,-0.015850924,0.031897593,0.06559687,0.9564191,0.9566536
+0.32070026,1.7129107,-0.01854514,0.02771097,0.0643404,-0.018582944,0.030485889,0.06917491,-0.01847542,0.034555137,0.07093899,-0.01918649,0.031243548,0.06478863,0.37616104,0.3762884
+0.18931891,1.2116021,-0.019342069,0.026422804,0.060653903,-0.01995981,0.028983543,0.06337653,-0.020397458,0.031619135,0.06367784,-0.02108328,0.026901001,0.058840603,1.4351294,1.4349251
+0.28218532,1.5832578,-0.01493921,0.025418641,0.06047838,-0.017163306,0.026790367,0.06563476,-0.015126821,0.023031676,0.06012225,-0.019326003,0.027713437,0.061732404,0.6460326,0.64583254
+0.27846387,1.5413499,-0.014769748,0.027977502,0.06210199,-0.017002152,0.027783854,0.065424755,-0.017897695,0.030645192,0.06694917,-0.016003642,0.029345231,0.06937003,0.5706338,0.5703187
+0.19497214,1.1392798,-0.01768047,0.031083599,0.0683456,-0.016907586,0.034897745,0.06965723,-0.01625166,0.037959233,0.07634972,-0.016391195,0.031093506,0.071167104,0.8789973,0.8784261
+0.13411154,0.90278137,-0.018794764,0.028558657,0.06628897,-0.017807465,0.034302197,0.067063436,-0.018105125,0.03878496,0.07701464,-0.015334589,0.036116388,0.07144808,1.7702911,1.7667017
+0.043108333,0.63039005,-0.018214587,0.032052934,0.06809865,-0.017772889,0.030840777,0.062325113,-0.019970635,0.039546736,0.07650505,-0.020103276,0.0372944,0.07035798,9.932353,9.658523
+0.19396812,1.222469,-0.01905629,0.034500398,0.07199678,-0.018680504,0.030828584,0.061142415,-0.019668456,0.039812315,0.072720855,-0.018630777,0.032985136,0.065855734,1.3388572,1.3375525
+0.197971,1.2665917,-0.022570081,0.040301345,0.06856383,-0.019766854,0.034259617,0.065418914,-0.022696596,0.035554036,0.0638918,-0.018904619,0.030299889,0.06457796,1.4332125,1.4329953
+0.25521082,1.502796,-0.016640253,0.04109651,0.07076667,-0.017501919,0.035174727,0.07102403,-0.02112041,0.034624517,0.06916236,-0.018019866,0.032037266,0.070940964,0.92383796,0.92358017
+0.39612865,2.0833516,-0.020593911,0.03904984,0.07053096,-0.013814984,0.030893719,0.070145555,-0.020003129,0.03214057,0.07368255,-0.017697826,0.03828063,0.07357715,0.29445332,0.2944107
+0.24752003,1.4396825,-0.022989783,0.036950655,0.070082396,-0.018049944,0.03170416,0.06980722,-0.020344429,0.030869177,0.07135821,-0.017098742,0.03761385,0.0719969,0.85156566,0.8515587
+0.2640867,1.4716005,-0.023328332,0.033880405,0.06765134,-0.01974471,0.030997563,0.06821955,-0.022673171,0.032314997,0.0704528,-0.0195654,0.038072407,0.07024924,0.60731775,0.6075449
+0.18903413,1.1849998,-0.021328326,0.02729276,0.062905915,-0.01938825,0.025143644,0.061627477,-0.022340614,0.034454014,0.07114226,-0.018619733,0.028537739,0.06114369,1.3043346,1.3038387
+0.3991257,2.0676208,-0.015646372,0.020173823,0.0574051,-0.019356221,0.023588877,0.058522448,-0.02095956,0.028804442,0.060659274,-0.018798677,0.024542384,0.05848679,0.21552157,0.2155056
+0.2772052,1.5488735,-0.014843293,0.025542269,0.062421516,-0.016222317,0.029584663,0.06396568,-0.017024126,0.027297825,0.05862633,-0.018088846,0.030376792,0.06579709,0.6225995,0.62259245
+0.21117751,1.2702593,-0.019150762,0.027786424,0.06637822,-0.017150886,0.035735913,0.067687064,-0.015117337,0.030095147,0.06504281,-0.021628194,0.03360512,0.06792503,1.0508868,1.0502563
+0.24089494,1.3762143,-0.019773686,0.032796327,0.070737846,-0.015834788,0.038231656,0.069980636,-0.01614373,0.025618354,0.060492247,-0.019714488,0.033221774,0.06699393,0.7486014,0.74805355
+0.2557306,1.435782,-0.017745163,0.032399815,0.06645734,-0.01797959,0.03907553,0.068563536,-0.018251495,0.022396298,0.056880623,-0.019505732,0.030675305,0.06421685,0.6498461,0.6495619
+0.27919486,1.5689039,-0.015232093,0.030149046,0.061711475,-0.017980918,0.030759783,0.06109853,-0.016175918,0.026150387,0.05996076,-0.017743878,0.029548038,0.063300736,0.654809,0.6545172
+0.24790324,1.4124099,-0.013917362,0.027110776,0.062396064,-0.020639993,0.026252652,0.056536496,-0.01431485,0.030361436,0.06499414,-0.01808085,0.03213613,0.061308227,0.7335129,0.73255444
+0.29047883,1.56484,-0.015350276,0.030680535,0.06974529,-0.018453555,0.03061742,0.06649457,-0.016814074,0.030996298,0.065179735,-0.018478632,0.033836976,0.065194696,0.42292178,0.4222355
+0.31854376,1.576611,-0.017601185,0.032150153,0.06971958,-0.017727137,0.030015511,0.06729242,-0.01962224,0.03032053,0.06746471,-0.01831,0.034566022,0.07163095,-0.015117705,-0.0154361725
+0.22251739,1.3288121,-0.020146066,0.030790227,0.065564595,-0.019001242,0.034128785,0.06911577,-0.021340875,0.028450126,0.06743398,-0.016391424,0.030275237,0.066614054,1.0076114,1.0068531
+0.22512828,1.3473436,-0.019706378,0.028086836,0.060208403,-0.023478666,0.03367362,0.06525443,-0.021174956,0.029364089,0.06687514,-0.0197908,0.02926624,0.06333005,1.0206776,1.0199122
+0.19732851,1.2765738,-0.01825418,0.031981822,0.06400979,-0.020497957,0.03499105,0.06681891,-0.019608293,0.033456396,0.067342006,-0.017629366,0.026493141,0.05505888,1.5052725,1.5044127
+0.2716847,1.6157951,-0.017727807,0.036137305,0.06655398,-0.019010413,0.036460437,0.06670714,-0.02015239,0.037224427,0.068726115,-0.015945274,0.03351103,0.06555739,0.9829869,0.9824476
+0.2404004,1.480827,-0.017179487,0.037021976,0.06539126,-0.017984696,0.036856107,0.06986465,-0.021567907,0.041953705,0.073114075,-0.014689719,0.033224948,0.06991579,1.1957846,1.1949663
+0.24269441,1.4342777,-0.018398702,0.03642749,0.068650104,-0.014415661,0.034656078,0.072981305,-0.022183968,0.040534254,0.07094949,-0.017444922,0.03381906,0.07052436,0.94644755,0.9449396
+0.14945947,0.9692946,-0.02180269,0.033545483,0.0670065,-0.019244099,0.032570027,0.067344725,-0.022335079,0.035145458,0.06658942,-0.01720783,0.028629828,0.065691896,1.526772,1.5204649
+0.21483754,1.2186893,-0.023955315,0.03120441,0.06413454,-0.019699428,0.026140513,0.060702264,-0.020991612,0.031429034,0.0680272,-0.020734215,0.02923644,0.06315136,0.7084721,0.70773935
+0.19885208,1.2113973,-0.023651924,0.026564226,0.061506137,-0.017711846,0.023449007,0.059721537,-0.022795316,0.028720882,0.06448286,-0.01996022,0.026902145,0.058490537,1.1267273,1.1270823
+0.357072,1.8928666,-0.018190015,0.026072828,0.06398399,-0.014216146,0.026609737,0.06395895,-0.016410198,0.024504937,0.063918285,-0.016842214,0.027175885,0.06191796,0.33600444,0.33620882
+0.21886273,1.3880196,-0.016845131,0.03116733,0.07025101,-0.016150828,0.032262288,0.06940917,-0.01632063,0.02632648,0.0658391,-0.012953865,0.02779637,0.0656699,1.3776407,1.3770947
+0.3189775,1.7882056,-0.01764824,0.040837623,0.07614255,-0.019400723,0.033160374,0.06878562,-0.017446408,0.030663395,0.06538489,-0.016443865,0.033193707,0.06765065,0.64130926,0.64118624
+0.27365535,1.6134256,-0.020045279,0.035460476,0.06419469,-0.02366802,0.029086297,0.06650932,-0.017942755,0.028564492,0.062080413,-0.019352138,0.034801364,0.068125725,0.93122035,0.93096113
+0.25125918,1.4965692,-0.01881507,0.03024034,0.059576437,-0.022944203,0.02531722,0.06268144,-0.019228399,0.027675444,0.06028483,-0.019262,0.035429727,0.070620425,0.9919787,0.9914069
+0.23381688,1.4020494,-0.018895552,0.029611578,0.06176374,-0.02156219,0.028251344,0.0641223,-0.019568797,0.029028589,0.0649705,-0.022975866,0.03239473,0.06120787,1.032434,1.0314875
+0.36679327,1.9218493,-0.017474653,0.026737629,0.061180487,-0.018666597,0.034239404,0.068293236,-0.018896956,0.031719036,0.06923326,-0.02056237,0.03569864,0.065611646,0.27481788,0.2747283
+0.21522452,1.2518926,-0.0177978,0.024526438,0.06157823,-0.017641464,0.036607344,0.07294032,-0.016256806,0.031222923,0.06905192,-0.018249644,0.03641095,0.06987931,0.85270596,0.85181236
+0.33549875,1.7447523,-0.017679572,0.023691893,0.06059245,-0.019072471,0.036617998,0.07283077,-0.018836558,0.033084217,0.066943645,-0.019696398,0.031274393,0.068155915,0.2356661,0.23560381
+0.3309335,1.7885334,-0.018644536,0.03184696,0.06674276,-0.01874178,0.035066195,0.07126942,-0.019967955,0.031735398,0.063621916,-0.020142639,0.032382555,0.06672549,0.43967813,0.43964052
+0.25683662,1.5291181,-0.02123398,0.039375592,0.06761437,-0.021216089,0.03442837,0.067048706,-0.019870527,0.03432674,0.068376265,-0.021164456,0.029726299,0.06562469,0.98889124,0.988791
+0.35801864,2.0038822,-0.021182049,0.040744986,0.0658887,-0.019677347,0.03057509,0.06191138,-0.019812185,0.035583146,0.070163496,-0.017244224,0.030377744,0.064579055,0.63237745,0.6322756
+0.26439032,1.6397556,-0.019558877,0.038510744,0.067520715,-0.017822744,0.033439286,0.06508224,-0.01843177,0.037422437,0.07192397,-0.01566904,0.030369177,0.064212434,1.2373774,1.2371564
+0.34021443,1.9014941,-0.0198524,0.035016198,0.064557314,-0.015441624,0.03178943,0.06845853,-0.018233016,0.033468496,0.07067716,-0.014442444,0.031116484,0.06506496,0.6244523,0.62423563
+0.17825052,1.1423422,-0.020371297,0.032889377,0.0652524,-0.016552344,0.032523137,0.06779864,-0.019362178,0.030556647,0.06874766,-0.017346485,0.029622147,0.06490224,1.4460456,1.4437637
+0.2406678,1.2886658,-0.01883714,0.027286015,0.06568075,-0.017640721,0.029882515,0.06558768,-0.022843925,0.029639727,0.06335234,-0.01898952,0.026404863,0.06038867,0.3903488,0.38967228
+0.22070873,1.2663827,-0.019215921,0.024126472,0.0626508,-0.01624393,0.025457261,0.060258582,-0.020149963,0.02769461,0.06285398,-0.018479113,0.020623196,0.05791802,0.7735469,0.7729311
+0.23778908,1.3616043,-0.018056815,0.024981461,0.06288704,-0.01752868,0.02913151,0.063827105,-0.018185427,0.027152047,0.063075654,-0.017950766,0.022756482,0.063481815,0.76135933,0.7612319
+0.2740725,1.5282642,-0.016643928,0.025977891,0.065006375,-0.019763434,0.03466171,0.071231134,-0.019097462,0.0246146,0.06301864,-0.017907122,0.028856946,0.067313544,0.61118215,0.61126137
+0.23328601,1.3660744,-0.016689265,0.034476854,0.071260594,-0.016506102,0.03713078,0.073170476,-0.017046046,0.03388845,0.06704535,-0.020209568,0.03989058,0.07287708,0.8907994,0.890923
+0.19191012,1.2225939,-0.018126069,0.038826525,0.07234939,-0.015620653,0.032977134,0.07127643,-0.01767378,0.03650344,0.06842209,-0.018300809,0.042186387,0.07341395,1.4063162,1.4057894
+0.31741995,1.7270222,-0.018781833,0.033814937,0.06678709,-0.020311978,0.030454319,0.062561035,-0.017387379,0.034569804,0.0685508,-0.020098662,0.03946864,0.066252194,0.4760521,0.47594213
+0.28890863,1.619672,-0.017685378,0.029058209,0.0575495,-0.018824654,0.03151109,0.05995825,-0.018785868,0.030374939,0.063774,-0.01979533,0.0332549,0.064147525,0.6414069,0.641304
+0.29044053,1.6556185,-0.018861022,0.028652593,0.058380686,-0.017979385,0.031589165,0.06350528,-0.018672654,0.03008764,0.060563892,-0.01938741,0.031348564,0.064717196,0.73559636,0.7355008
+0.24757467,1.5100193,-0.014912315,0.027598303,0.057803616,-0.019123992,0.03516908,0.06847725,-0.01666444,0.034105178,0.06507921,-0.017849868,0.0296968,0.06886758,1.1343557,1.1343784

training/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_10000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.2146632,1.1105998,0.041928917,-0.031333547,0.082409725,0.041320622,-0.03134803,0.08255398,0.043895915,-0.03419818,0.084080264,0.03926269,-0.027028134,0.07893427,0.20884222,0.20881557
+0.30199325,1.4410169,0.04329751,-0.033894595,0.08123113,0.041778505,-0.028854424,0.08329492,0.04403056,-0.033586748,0.08666683,0.037505724,-0.027542612,0.07538573,-0.19291657,-0.1931839
+0.26376322,1.2754742,0.042049773,-0.028856488,0.08591788,0.039205767,-0.025056824,0.08043246,0.042031333,-0.029504227,0.083572336,0.0362107,-0.023387508,0.07776092,-0.12905103,-0.12919092
+0.33065876,1.6388178,0.043500025,-0.030886983,0.08698655,0.037297282,-0.024313362,0.07505213,0.04199109,-0.029522115,0.07991454,0.036360282,-0.021919638,0.0743678,-0.008564293,-0.008648872
+0.28941324,1.4591248,0.042069525,-0.031043023,0.07922947,0.038617186,-0.025909217,0.07694392,0.040609412,-0.029445035,0.07831165,0.039691165,-0.025105005,0.082892746,0.07676333,0.076796055
+0.30291668,1.5281196,0.042442,-0.030085798,0.07980239,0.03880708,-0.02665319,0.07893665,0.038795456,-0.024202168,0.08237639,0.04232781,-0.029595476,0.08630169,0.07994002,0.07981682
+0.33381486,1.6560221,0.04275535,-0.030241147,0.083963744,0.041243576,-0.028931053,0.080560066,0.03924482,-0.025092483,0.085100725,0.042550266,-0.031456824,0.08775018,-0.0038288236,-0.0039696693
+0.31050995,1.4997398,0.04367716,-0.033286747,0.08267554,0.041585073,-0.031803615,0.08363921,0.040230107,-0.027544836,0.08446467,0.0439889,-0.031138092,0.08982129,-0.13502043,-0.13494444
+0.10286512,0.72022736,0.041489847,-0.032395773,0.07902406,0.03991992,-0.030615473,0.07872669,0.039385542,-0.025794974,0.082983375,0.04146863,-0.030396955,0.08118493,2.0531237,2.036798
+0.28728834,1.2659235,0.04215894,-0.03353418,0.07784332,0.04097028,-0.032083116,0.08025439,0.041462716,-0.026896039,0.08459641,0.039188422,-0.030389048,0.075979054,-0.5597956,-0.558413
+0.23037009,1.0949084,0.042254344,-0.031350773,0.079408616,0.04242183,-0.03300345,0.07844491,0.042844795,-0.029589945,0.08283417,0.039798062,-0.028236438,0.07837336,-0.21180534,-0.21204615
+0.25922242,1.259767,0.042618915,-0.030012207,0.08212303,0.04132841,-0.031466693,0.07631621,0.04266403,-0.030731266,0.0805918,0.03944618,-0.027625427,0.078929596,-0.10455614,-0.10507727
+0.28641498,1.3979312,0.04302824,-0.033621706,0.08109612,0.037899673,-0.026529143,0.0754376,0.04418716,-0.033357013,0.08074992,0.0402747,-0.02701728,0.08205542,-0.083405375,-0.08408022
+0.29249534,1.4333129,0.043956596,-0.033193476,0.08403159,0.039914604,-0.026061127,0.07484023,0.0456947,-0.036543112,0.0819354,0.040195365,-0.02920575,0.0824329,-0.06414276,-0.064576626
+0.17304073,0.8485736,0.04309986,-0.031989153,0.08747553,0.042042222,-0.027607236,0.08432795,0.046815358,-0.036811005,0.08315031,0.04140839,-0.026781658,0.08707252,-0.060409248,-0.06097412
+0.25417447,1.1924223,0.043103408,-0.03380727,0.08234635,0.044867586,-0.03258192,0.08915271,0.046665292,-0.037633944,0.08419824,0.041801106,-0.028853776,0.08566512,-0.2739277,-0.27351618
+0.22850297,1.0543989,0.04123585,-0.032161284,0.079069175,0.041308664,-0.028776241,0.0873012,0.043782473,-0.030912587,0.08309872,0.041742366,-0.029939057,0.083686724,-0.35169464,-0.35049248
+0.28336585,1.271983,0.039717063,-0.026725959,0.079806075,0.039217785,-0.02726728,0.08154574,0.043563347,-0.026997399,0.08652678,0.042250685,-0.029557796,0.083861314,-0.47669566,-0.47603273
+0.21342598,1.0941015,0.038572308,-0.025992827,0.076292895,0.03886082,-0.026242001,0.077557474,0.043826487,-0.028708918,0.084796324,0.04169769,-0.03160258,0.07759925,0.16157138,0.16150522
+0.3696835,1.7165382,0.040715814,-0.027841795,0.077211,0.040591374,-0.027802752,0.077115536,0.04278594,-0.030606447,0.086144485,0.043187823,-0.031904764,0.07925722,-0.32166898,-0.3216052
+0.22569987,1.2896185,0.04049333,-0.029714016,0.076562785,0.04183407,-0.029574621,0.07997855,0.04068213,-0.02908986,0.08595697,0.043664318,-0.034685675,0.07858946,0.75035447,0.7489948
+0.28328827,1.3595631,0.043858316,-0.029473787,0.08618504,0.042212512,-0.029933022,0.08244844,0.040927574,-0.029284256,0.08156753,0.045607496,-0.035448674,0.08379733,-0.16569239,-0.16564798
+0.3763649,1.6773275,0.041473545,-0.026589038,0.08706686,0.045504224,-0.031784493,0.08938947,0.03724987,-0.024110736,0.07410217,0.043802425,-0.034323916,0.08229353,-0.5082881,-0.50821686
+0.2717498,1.2984971,0.042482365,-0.02999277,0.08971072,0.043586057,-0.031122489,0.08477223,0.038715415,-0.026198203,0.075379685,0.042134278,-0.03171473,0.08118967,-0.1868254,-0.18658781
+0.349575,1.6426547,0.04471602,-0.03337766,0.088787146,0.042703755,-0.03125526,0.082631364,0.04279422,-0.032416962,0.07923198,0.042014346,-0.033148184,0.08029283,-0.26616323,-0.26586485
+0.21245885,1.0231284,0.040361986,-0.028978547,0.081748486,0.041370854,-0.02918247,0.08317007,0.043678556,-0.031751823,0.08542007,0.03858073,-0.026749808,0.0791996,-0.1496818,-0.14921522
+0.31012574,1.4878372,0.041583538,-0.029439291,0.07967642,0.041285805,-0.028316567,0.0816972,0.044609733,-0.033689763,0.085803114,0.038360182,-0.026444925,0.079490565,-0.16752344,-0.16734076
+0.27518442,1.2861034,0.04287161,-0.032136124,0.079946205,0.040669963,-0.029433059,0.08014153,0.04316825,-0.031135047,0.08591556,0.036920913,-0.02375027,0.07728377,-0.29113984,-0.29126406
+0.2349252,1.1308304,0.041144405,-0.03180562,0.08139928,0.039735653,-0.028782524,0.07715455,0.04339156,-0.030772867,0.08429986,0.03724391,-0.024968067,0.07866906,-0.15090287,-0.1512928
+0.310516,1.4168825,0.03733608,-0.028366143,0.075778335,0.04043436,-0.029204233,0.07770675,0.041230775,-0.030935952,0.072497636,0.03680639,-0.023970928,0.07987654,-0.40174448,-0.40187597
+0.19300708,0.9396486,0.038403496,-0.023446012,0.08159896,0.040272113,-0.02629415,0.08465242,0.04171212,-0.027947718,0.07731894,0.036929347,-0.025814952,0.07723591,-0.09657943,-0.09640217
+0.18674481,1.0230243,0.038959466,-0.021724973,0.08527801,0.04056575,-0.02766052,0.08000252,0.041037165,-0.0266353,0.081011765,0.03722738,-0.024686346,0.08023995,0.5135665,0.51332474
+0.25429,1.2813051,0.037715208,-0.020216517,0.08447185,0.04048486,-0.02696159,0.080794655,0.040201817,-0.026558707,0.080987655,0.03656856,-0.02251764,0.079211235,0.07430619,0.07388544
+0.21462888,1.0813195,0.0403811,-0.023608329,0.09119184,0.04344147,-0.029827883,0.09019056,0.041463915,-0.026462663,0.086371444,0.035494328,-0.023154357,0.0762792,0.07423961,0.073219776
+0.31660256,1.4705077,0.04165425,-0.029474622,0.089015804,0.04400811,-0.03318424,0.08559327,0.043157283,-0.030140182,0.08753954,0.03882268,-0.02749281,0.07960972,-0.32008886,-0.32022047
+0.2440257,1.1588966,0.041409906,-0.029920405,0.08547095,0.041713864,-0.029416256,0.08188318,0.043538354,-0.03146314,0.08667088,0.04079319,-0.030833868,0.08198446,-0.216182,-0.21579361
+0.08480163,0.6404231,0.039742805,-0.026320849,0.08148127,0.038852893,-0.026001045,0.07537031,0.041601628,-0.029914623,0.08425554,0.04054611,-0.030432308,0.080230415,2.600254,2.5871449
+0.25342724,1.2930436,0.039365925,-0.030600999,0.07471889,0.039012447,-0.025414675,0.07547308,0.04173476,-0.028062422,0.08104827,0.038518135,-0.027691314,0.07332846,0.13778317,0.13735867
+0.25397646,1.3576897,0.041608326,-0.03074935,0.07610957,0.03996737,-0.02553936,0.078702115,0.041751437,-0.028445436,0.07911272,0.039823543,-0.027145306,0.0758303,0.38205492,0.3808608
+0.3043459,1.614824,0.038677555,-0.02700182,0.07506089,0.04076563,-0.027101167,0.08302961,0.04261666,-0.02814053,0.08184304,0.03918845,-0.026524825,0.0765566,0.3416744,0.3410144
+0.17673975,1.0937092,0.04206585,-0.030507091,0.08062467,0.043158643,-0.029034318,0.0905581,0.04369417,-0.028713452,0.08598667,0.041457426,-0.027272621,0.085766405,1.2257745,1.2233772
+0.06782367,0.6108688,0.041873183,-0.030690335,0.07819417,0.044216815,-0.029387973,0.09321333,0.043940846,-0.03447484,0.0848077,0.0416982,-0.03032416,0.088305265,4.0593987,4.04185
+0.1621734,0.88643026,0.044646826,-0.03352599,0.0871646,0.042789437,-0.031463288,0.08649402,0.045516852,-0.033777,0.08937565,0.04279594,-0.032006413,0.08785633,0.5014352,0.50107145
+0.11865931,0.6701131,0.042335205,-0.031209046,0.08370409,0.043392535,-0.033377726,0.08378938,0.040883668,-0.030898347,0.08206102,0.04012327,-0.028260102,0.084304154,0.6840791,0.68250084
+0.30763593,1.4559981,0.04096409,-0.028945064,0.08099488,0.0386651,-0.028883515,0.075899296,0.039453283,-0.02729184,0.077471554,0.0388904,-0.027527422,0.07969017,-0.23170018,-0.23200846
+0.45995468,2.1270761,0.039832156,-0.026436387,0.07847056,0.040427517,-0.025691003,0.078379385,0.038462836,-0.023523485,0.07742069,0.03846223,-0.02759192,0.07307053,-0.34004194,-0.34033537
+0.48515618,2.3256462,0.039637048,-0.024765195,0.077280864,0.041362405,-0.027540835,0.07712045,0.03842175,-0.022625718,0.07614828,0.038262405,-0.024618005,0.07611716,-0.17090905,-0.17126656
+0.50130063,2.4334989,0.041256167,-0.026889507,0.08368398,0.042276587,-0.027919488,0.086418904,0.038978353,-0.0252269,0.080373615,0.0406563,-0.02481734,0.080381244,-0.11027932,-0.11049938
+0.42043236,2.1449132,0.042727787,-0.02961641,0.08478962,0.043468934,-0.02907222,0.0893918,0.042655014,-0.029035868,0.086578675,0.04094442,-0.026738586,0.085634194,0.13693672,0.13681507
+0.17823371,1.1800277,0.042223394,-0.027780036,0.084506154,0.044576004,-0.028492274,0.09385275,0.043163057,-0.028637089,0.09021282,0.04176355,-0.028058672,0.08590628,1.6558555,1.655807
+0.40108758,1.9948367,0.041399833,-0.029174143,0.08155262,0.042076323,-0.028361563,0.08660399,0.040626153,-0.026257353,0.08401191,0.04138082,-0.02907263,0.083959386,0.008578718,0.008699417
+0.45432442,2.1167555,0.039944377,-0.030552825,0.077373125,0.042320576,-0.030737681,0.084855914,0.039993342,-0.02871405,0.0809385,0.04113072,-0.030569201,0.084251,-0.3059578,-0.3057418
+0.24315797,1.3114911,0.041941077,-0.031173006,0.07945357,0.04171674,-0.029835412,0.07980293,0.040236287,-0.030236961,0.0794721,0.042692255,-0.031815805,0.08502413,0.42867237,0.42870712
+0.06602744,0.70747435,0.044138245,-0.031607382,0.08119879,0.044897694,-0.03345386,0.08260401,0.040792417,-0.029908491,0.07761803,0.046170894,-0.033141833,0.08881331,5.797651,5.749984
+0.08871058,0.82436305,0.0431594,-0.031096736,0.077493966,0.045916602,-0.033632852,0.07985838,0.040410604,-0.029575711,0.07388337,0.04533096,-0.03201976,0.083191805,4.335458,4.327856
+0.28447524,1.5642697,0.041840725,-0.028882528,0.07696365,0.043761905,-0.033371974,0.07907023,0.04171047,-0.031093197,0.0770165,0.045505982,-0.033260796,0.08408902,0.53386825,0.53392076
+0.20806402,1.2686117,0.042636193,-0.029854612,0.08206243,0.04402815,-0.033489477,0.08122445,0.040044203,-0.027562099,0.08152452,0.04399347,-0.03381685,0.081545286,1.1329868,1.1323485
+0.2515632,1.3794398,0.04497823,-0.032491595,0.086537085,0.04471707,-0.033773754,0.08670683,0.041081317,-0.029402567,0.08502634,0.04282706,-0.032689415,0.0803244,0.5189879,0.51860285
+0.2842434,1.4893694,0.043398786,-0.031555332,0.084231675,0.041572377,-0.030003866,0.08444966,0.042466585,-0.02843768,0.08744406,0.040856034,-0.029333504,0.07939395,0.27464384,0.27489805
+0.23347174,1.2613326,0.04402085,-0.031396043,0.08705505,0.039214652,-0.025358362,0.0804535,0.04354895,-0.028478649,0.08973009,0.03853779,-0.027273612,0.07757254,0.43734586,0.43763733
+0.25825477,1.3812857,0.042431436,-0.02998464,0.0843898,0.04069288,-0.02547985,0.080644935,0.04233949,-0.029818606,0.08243644,0.03800814,-0.026768917,0.07687734,0.38325483,0.38366938
+0.10549778,0.8599484,0.04280205,-0.029698024,0.079106055,0.040830746,-0.02898183,0.0799436,0.042043585,-0.030853225,0.07867739,0.038374223,-0.02462322,0.07996103,3.1932776,3.186472
+0.23189618,1.2771617,0.04577053,-0.03671045,0.07816804,0.041280776,-0.030595576,0.07858845,0.04166299,-0.030678151,0.07701471,0.039288756,-0.028069856,0.078941695,0.54242957,0.54260254
+0.42326996,2.0690894,0.04467027,-0.033036944,0.08001525,0.039881337,-0.026320975,0.07820067,0.041851714,-0.03090774,0.07435214,0.041352503,-0.027263159,0.085397184,-0.076655746,-0.076524734
+0.3176508,1.6714619,0.043349158,-0.02927334,0.082487606,0.03696221,-0.023318155,0.0782402,0.04056515,-0.029538466,0.072826535,0.042022422,-0.028295076,0.08662804,0.29702073,0.2970786
+0.28212246,1.5411714,0.043432746,-0.027032346,0.08418757,0.037071887,-0.023524238,0.077652015,0.041378703,-0.0290288,0.07718663,0.040100366,-0.027429646,0.081101246,0.49791282,0.49790525
+0.42456776,2.059403,0.045622084,-0.02986767,0.09068025,0.038065873,-0.025851617,0.080255456,0.043371607,-0.029641097,0.085220434,0.040243186,-0.029146416,0.078118235,-0.11418027,-0.11428213
+0.2879257,1.5699617,0.04340042,-0.0292113,0.08520919,0.039126612,-0.026754195,0.08038959,0.04423587,-0.030296674,0.09051994,0.040900495,-0.03115922,0.07615503,0.48831332,0.48779297
+0.21669088,1.1984578,0.04186213,-0.02749182,0.08256326,0.04117182,-0.031781513,0.07389696,0.042672668,-0.02852432,0.08718515,0.043643963,-0.033827793,0.08158881,0.5665633,0.565856
+0.3233192,1.6211421,0.040709764,-0.031561755,0.075665765,0.043260906,-0.033044025,0.07687384,0.04121209,-0.026663067,0.08237486,0.04413078,-0.036317006,0.07989284,0.049257874,0.049191475
+0.07881008,0.76975584,0.041751154,-0.031655796,0.07716705,0.04082173,-0.02915165,0.07562799,0.039115537,-0.024772968,0.077300824,0.042273533,-0.032032005,0.076265946,4.813157,4.802356
+0.15294898,0.87669927,0.043078814,-0.032897618,0.07773419,0.040678818,-0.028925778,0.07485047,0.04131879,-0.025268266,0.07999458,0.041701432,-0.029166443,0.07941558,0.76783156,0.7671027
+0.24676818,1.3961512,0.0419551,-0.029404439,0.07943639,0.042977016,-0.03108473,0.076960504,0.041082513,-0.026434163,0.07958416,0.03935439,-0.026375933,0.07613751,0.6929619,0.69287443
+0.25468555,1.3222257,0.041576423,-0.031454153,0.07838724,0.044785876,-0.030218495,0.08818738,0.04237008,-0.030698294,0.079571314,0.040596154,-0.024781302,0.082020536,0.22678399,0.2267313
+0.5165843,2.3058476,0.04199197,-0.03090796,0.083649315,0.04465018,-0.03196506,0.08639834,0.04299219,-0.032072276,0.0838163,0.041625615,-0.03120729,0.08590197,-0.5013299,-0.5012269
+0.25219864,1.176333,0.04318541,-0.034420658,0.081829086,0.044269394,-0.033859286,0.085370466,0.04376024,-0.032475114,0.08613659,0.04282462,-0.034127027,0.084531255,-0.30064875,-0.3005581
+0.27899176,1.2081252,0.042138733,-0.032342862,0.081428334,0.04136405,-0.029879263,0.0811688,0.041807987,-0.03073735,0.08081338,0.040351927,-0.02859022,0.080498055,-0.6350765,-0.6345434
+0.3824662,1.676988,0.039031107,-0.027589986,0.07860853,0.041449133,-0.027031487,0.08080269,0.041629493,-0.030476274,0.08137057,0.039597385,-0.030553108,0.076866165,-0.58064413,-0.5801997
+0.12886195,0.69336367,0.0385932,-0.025391921,0.07595294,0.041409913,-0.027396373,0.08088517,0.044532493,-0.03196364,0.08380768,0.041750036,-0.029514438,0.07792638,0.4157353,0.41580105
+0.3333427,1.4289247,0.039978202,-0.02815996,0.07392304,0.042157613,-0.02882125,0.08448319,0.041193075,-0.030878192,0.0757046,0.040437248,-0.02992935,0.07168919,-0.6782275,-0.678216
+0.39300844,1.8234855,0.042684324,-0.030828854,0.079705805,0.04318894,-0.030138375,0.08404751,0.040893458,-0.029386137,0.07625946,0.040686246,-0.02641656,0.07571979,-0.32510787,-0.32505703
+0.29281336,1.4345561,0.04458202,-0.034757677,0.08563873,0.04374666,-0.029105956,0.08716089,0.042054046,-0.03128561,0.07945644,0.039142914,-0.02831233,0.07587884,-0.0656541,-0.06565285
+0.28200984,1.3886106,0.04212641,-0.030518843,0.08236148,0.043171566,-0.030688092,0.08313067,0.041157283,-0.027848132,0.0848093,0.04078301,-0.027375022,0.08407473,-0.040962934,-0.040890217
+0.31439623,1.6227838,0.042298347,-0.028090809,0.08825396,0.040643994,-0.028251719,0.07893472,0.038853228,-0.024936782,0.08079958,0.038586307,-0.026814232,0.07932846,0.19670045,0.19671822
+0.21996315,1.0730114,0.042481426,-0.030787552,0.08433894,0.040593084,-0.028836155,0.079653285,0.040613692,-0.026654134,0.080105156,0.039970174,-0.02752476,0.08016447,-0.08644587,-0.08672762
+0.20543405,0.9611229,0.04124566,-0.0307529,0.076979734,0.042179935,-0.031178346,0.078288086,0.042022914,-0.030508736,0.08223309,0.04040911,-0.02862339,0.07903282,-0.28567094,-0.28637123
+0.20204115,0.97261226,0.04235992,-0.033717655,0.07799028,0.042926043,-0.033869043,0.07738363,0.04278162,-0.02995552,0.08367993,0.04018293,-0.030495731,0.07824043,-0.1499291,-0.15093803
+0.26401928,1.2192458,0.04236404,-0.030042214,0.07847843,0.041336775,-0.032134783,0.077907756,0.04400405,-0.030944856,0.08466973,0.03975238,-0.030222172,0.07382984,-0.34639883,-0.34685135
+0.24752894,1.2667997,0.038710162,-0.023949683,0.076304,0.04240954,-0.028648423,0.08206554,0.04360768,-0.03028253,0.08100948,0.03747744,-0.022307787,0.076394625,0.1532312,0.15291452
+0.39848596,1.739234,0.0376564,-0.023716504,0.07666319,0.040119324,-0.027138459,0.07839162,0.0428093,-0.031707305,0.07760563,0.03721895,-0.023300866,0.07598715,-0.60018605,-0.6002641
+0.3084746,1.3999289,0.03995389,-0.028549267,0.08308168,0.039679736,-0.025842171,0.07814616,0.04485473,-0.032840796,0.08295715,0.040429093,-0.028277257,0.082512364,-0.4265173,-0.4266386
+0.26726043,1.2726098,0.041097097,-0.027105764,0.08616325,0.0397913,-0.026508076,0.083988555,0.04300512,-0.030073142,0.08000217,0.0394527,-0.028134244,0.08316749,-0.20302916,-0.20318508
+0.3396756,1.5102788,0.040502243,-0.02801116,0.08559391,0.04298405,-0.030655408,0.08855077,0.043068875,-0.030372921,0.082187936,0.04129161,-0.02899116,0.08591941,-0.5184306,-0.518631
+0.31246084,1.3931689,0.04109526,-0.028220104,0.08194568,0.042575296,-0.03138388,0.08448364,0.041275505,-0.030351268,0.08021277,0.040871248,-0.027711695,0.085810766,-0.5056192,-0.5061703
+0.23263527,1.0664203,0.040313855,-0.031022845,0.07785386,0.042836603,-0.031713996,0.083111376,0.04121192,-0.029209314,0.07995667,0.038031206,-0.026535613,0.07372126,-0.37970173,-0.3807826
+0.29859182,1.3437518,0.04198966,-0.028979266,0.07919973,0.041211266,-0.03182949,0.07851996,0.04131964,-0.027487392,0.079594895,0.038364753,-0.027205696,0.076520585,-0.4637242,-0.4645729
+0.23735507,1.2842778,0.040179268,-0.028002847,0.07796922,0.04093842,-0.0293977,0.07669935,0.04043515,-0.026532372,0.07940922,0.038832042,-0.028111465,0.07599038,0.4470399,0.4459176
+0.2385418,1.2507492,0.04180125,-0.030169358,0.0802738,0.039712057,-0.028164668,0.07415105,0.041546628,-0.02555707,0.08476518,0.040290486,-0.028462091,0.07883003,0.2790045,0.27844334
+0.3079887,1.5904822,0.042291507,-0.029512402,0.07980923,0.039306335,-0.026267545,0.07782267,0.04371521,-0.028732454,0.08655369,0.03882048,-0.026054122,0.08007121,0.19957417,0.19922304
+0.2712655,1.3555467,0.04209445,-0.032233916,0.081714004,0.042127885,-0.026939563,0.088185,0.044165876,-0.030199932,0.08806219,0.040311825,-0.029404001,0.08227338,0.03192383,0.032251835
+0.3284908,1.5494063,0.04079216,-0.030197151,0.08447129,0.04066827,-0.027990527,0.08414571,0.042795673,-0.029566696,0.08476739,0.041845318,-0.027292123,0.084930226,-0.24865437,-0.24812746
+0.25295746,1.2456098,0.038342416,-0.024754899,0.07842179,0.04259623,-0.029966472,0.08414845,0.042979863,-0.031602804,0.08325557,0.039949883,-0.029789815,0.08006106,-0.041033745,-0.040682793
+0.21693183,1.1196103,0.03721653,-0.026058039,0.07400415,0.04340807,-0.031858895,0.08545693,0.04285871,-0.033689257,0.077961855,0.0388856,-0.028499927,0.0768537,0.1962955,0.19624615
+0.20007494,1.0520759,0.037814613,-0.02649937,0.073704734,0.04135519,-0.03004295,0.0804005,0.044130556,-0.033885732,0.08141593,0.040750742,-0.029537888,0.08103686,0.29421407,0.29353952
+0.26793733,1.2866333,0.03829906,-0.027009496,0.07478866,0.042864308,-0.03062086,0.08030554,0.04235425,-0.031117463,0.07820506,0.04170554,-0.031941585,0.08066056,-0.16279829,-0.16287613
+0.25394958,1.2355119,0.03918239,-0.02818388,0.078262195,0.04393367,-0.03182387,0.08304538,0.04293876,-0.03146906,0.079602346,0.041888542,-0.030966576,0.081495024,-0.09972298,-0.09968376
+0.58148086,2.4933884,0.039479263,-0.02612017,0.08281632,0.04251957,-0.033060748,0.07791148,0.042494226,-0.029271843,0.08347634,0.041589133,-0.028233768,0.08418218,-0.6769161,-0.67687225
+0.34954175,1.516584,0.038811103,-0.027381517,0.080549434,0.042543773,-0.03180604,0.080553025,0.04233087,-0.028330352,0.08904797,0.040254496,-0.030321123,0.07675959,-0.6260546,-0.6260915
+0.19459754,1.0021917,0.041510772,-0.030223185,0.08157726,0.04079001,-0.027189557,0.08051529,0.04138449,-0.026445795,0.089076445,0.040483598,-0.028764442,0.07690059,0.18546921,0.18520403
+0.18402363,0.984547,0.04035186,-0.031080151,0.079198524,0.040676128,-0.025892349,0.085924,0.041333124,-0.027016703,0.08362199,0.03963423,-0.027451865,0.07884437,0.38541293,0.38524246
+0.31721035,1.5095824,0.04150445,-0.030594261,0.08112267,0.040696673,-0.027720256,0.085042655,0.03822813,-0.022604696,0.08258153,0.03867895,-0.026260005,0.07848895,-0.20594114,-0.20593786
+0.28458032,1.4443761,0.03912174,-0.02765592,0.07693375,0.04318394,-0.030114798,0.087950386,0.035463516,-0.024902252,0.07084267,0.03742143,-0.024418656,0.078800544,0.110601306,0.110590935
+0.12767448,0.90862054,0.039899487,-0.028441122,0.07737992,0.045128334,-0.03125631,0.08847446,0.03821434,-0.027751584,0.07163553,0.0390625,-0.022293875,0.083888434,2.1533701,2.1518273
+0.3445976,1.6647243,0.042572353,-0.030217988,0.08329431,0.04098244,-0.027887324,0.08239713,0.041925013,-0.028831862,0.083752565,0.039149188,-0.024013767,0.08534849,-0.13403612,-0.1339469
+0.36931702,1.7359414,0.043544374,-0.032070693,0.08411162,0.03883332,-0.026752306,0.07654616,0.041688964,-0.02964731,0.08276604,0.04097349,-0.02562418,0.08736519,-0.26458985,-0.2644596
+0.30029497,1.4138234,0.043309852,-0.033449963,0.0816696,0.037392788,-0.025160799,0.07566188,0.04074496,-0.031230805,0.07648677,0.04250172,-0.029103762,0.09074773,-0.2572837,-0.25675392
+0.3649332,1.5752554,0.04147803,-0.03206404,0.07899067,0.03741108,-0.025059821,0.07352531,0.04198503,-0.03325791,0.0773108,0.040707238,-0.030493025,0.08229787,-0.6490433,-0.64831114
+0.2506989,1.1520076,0.041636184,-0.032044157,0.07985911,0.039195664,-0.029459797,0.0734063,0.041086588,-0.031622197,0.07816647,0.038981427,-0.02906153,0.075564854,-0.3703369,-0.36968517
+0.28090695,1.3107163,0.04200644,-0.033279635,0.0781766,0.040339775,-0.030891731,0.07714565,0.040256515,-0.02901722,0.07864951,0.038998976,-0.029247385,0.07510953,-0.29873067,-0.2988534
+0.29021785,1.4558259,0.04257127,-0.03088961,0.08105537,0.04356965,-0.031512346,0.08665425,0.041404642,-0.027308352,0.0815761,0.039867014,-0.029202243,0.07737081,0.051739216,0.051451683
+0.22460811,1.0850091,0.04202743,-0.028475042,0.08147425,0.042228475,-0.029904865,0.08429067,0.04143772,-0.026604543,0.08359236,0.040543087,-0.030145505,0.08037086,-0.13419425,-0.13419294
+0.18563835,1.0343205,0.039843217,-0.028263832,0.078182206,0.040275402,-0.027224405,0.08380829,0.043010972,-0.02802117,0.088116206,0.04238447,-0.03025175,0.082648076,0.60705596,0.6068263
+0.14033529,0.80044764,0.041240267,-0.031902485,0.08214621,0.040289756,-0.028339265,0.07953723,0.042174447,-0.03156802,0.08517371,0.0423311,-0.029032903,0.08421814,0.7388208,0.7389531
+0.3034114,1.4470366,0.041156724,-0.03120198,0.08388178,0.04028885,-0.028674548,0.08112261,0.04106859,-0.02833307,0.08492429,0.044504765,-0.02998948,0.08929362,-0.19548637,-0.19564629
+0.20723277,1.0720767,0.039107762,-0.027328262,0.08157616,0.042143848,-0.028388577,0.083271556,0.04152891,-0.027215919,0.086169265,0.04213296,-0.029656297,0.085429244,0.20861202,0.20842743
+0.29402202,1.4150765,0.03699046,-0.024017679,0.07661946,0.042226348,-0.028339691,0.07928007,0.040881142,-0.026405524,0.08140193,0.041463487,-0.032540403,0.07903488,-0.15219712,-0.15204477
+0.19966505,1.0715587,0.036590893,-0.026158502,0.07441934,0.04404052,-0.03160274,0.08096909,0.043454234,-0.031728677,0.079474464,0.042185128,-0.033212245,0.07722002,0.40179193,0.40191174
+0.5452638,2.5620885,0.035587642,-0.024610886,0.073432066,0.042990465,-0.030199535,0.08417842,0.04210428,-0.031130416,0.07804627,0.041094102,-0.030980749,0.07524476,-0.26609874,-0.26606417
+0.34540567,1.6856819,0.03796903,-0.02908746,0.077565864,0.044870805,-0.03052542,0.088553034,0.043934006,-0.03155589,0.0798489,0.03962411,-0.028977154,0.074955426,-0.08458173,-0.08457327
+0.2150547,1.11131,0.038987592,-0.027686534,0.08009561,0.044637825,-0.031291746,0.08980926,0.043442085,-0.030862244,0.081598505,0.04082616,-0.025673186,0.08019053,0.20288265,0.20269918
+0.27944413,1.3445908,0.04085735,-0.027527181,0.082832314,0.043390382,-0.028534302,0.09090768,0.043475665,-0.030589713,0.084415086,0.04298585,-0.029096914,0.08564671,-0.15322882,-0.1532073
+0.19443843,1.0109352,0.03843533,-0.0266842,0.07715459,0.04072325,-0.028711684,0.08142861,0.04166641,-0.028449,0.0809203,0.04278412,-0.030061463,0.08817523,0.23538631,0.23438644
+0.2496986,1.285196,0.0373409,-0.025325011,0.074697636,0.040431794,-0.027977511,0.080465816,0.042761154,-0.029562416,0.08271359,0.043537747,-0.033069424,0.08425084,0.18240488,0.18211985
+0.4401,2.1375926,0.039624654,-0.02469904,0.08037369,0.03906493,-0.027127596,0.07542558,0.04044843,-0.027034195,0.07976575,0.03940996,-0.025758741,0.08114551,-0.10775,-0.10780859
+0.2658256,1.4197673,0.040444806,-0.027385624,0.081774734,0.03964288,-0.025947599,0.08194937,0.04327336,-0.030791106,0.07968352,0.0385971,-0.02400702,0.08152641,0.37634432,0.3761034
+0.2578348,1.4423946,0.042991236,-0.028554136,0.08620348,0.042225618,-0.02914516,0.08548936,0.04265856,-0.029819714,0.08584644,0.03899774,-0.023735423,0.08193137,0.62959945,0.62938976
+0.19801833,1.1992701,0.04463517,-0.03139411,0.08825965,0.043331023,-0.031548273,0.08276336,0.04458965,-0.03011291,0.08860294,0.04012529,-0.025649676,0.079223536,1.0920372,1.0914898
+0.24682118,1.3097738,0.043061584,-0.03180844,0.08511437,0.045155607,-0.033284303,0.08446902,0.042373434,-0.028914588,0.0834436,0.042852722,-0.027394176,0.08639712,0.34189618,0.34170008
+0.2696942,1.4192241,0.04173803,-0.029894926,0.08286867,0.04242188,-0.03123009,0.08088006,0.04304957,-0.030986128,0.08436394,0.043474924,-0.030425685,0.08522604,0.29755908,0.2974763
+0.30434978,1.505304,0.042557716,-0.03097752,0.08427186,0.042169392,-0.03202095,0.08194283,0.042907294,-0.029853381,0.08445128,0.040864423,-0.029195644,0.07777843,-0.018838584,-0.018902302
+0.31348795,1.5792388,0.042087562,-0.030583957,0.08189142,0.042687282,-0.029152617,0.082792364,0.04770379,-0.031875003,0.089198604,0.040650506,-0.030605864,0.077078074,0.072806835,0.07276821
+0.280716,1.4355606,0.042486303,-0.030479455,0.08176507,0.043290712,-0.031791475,0.081617765,0.047081005,-0.03448826,0.084580615,0.04193406,-0.032640122,0.07599047,0.14884746,0.14905548
+0.2139026,1.2073119,0.042104557,-0.031758763,0.07782537,0.042014673,-0.029010275,0.08050353,0.045486618,-0.032306492,0.084741145,0.043951016,-0.034785125,0.07967811,0.6789933,0.6793437
+0.23257825,1.186145,0.04223479,-0.030403035,0.08145284,0.03922779,-0.02651435,0.076709606,0.044989955,-0.032235947,0.082967,0.04184188,-0.03416462,0.07574223,0.1348089,0.13511276
+0.30273512,1.4804581,0.040278144,-0.02617964,0.08022355,0.040812016,-0.029785726,0.081886865,0.04501798,-0.031915475,0.08526893,0.041172314,-0.029959869,0.07933798,-0.07478911,-0.07459402
+0.26564148,1.3335946,0.040771857,-0.025950324,0.08309624,0.042128764,-0.031053562,0.08556001,0.044943098,-0.031980287,0.08707076,0.043036405,-0.028149497,0.09235383,0.055333793,0.055410385
+0.21028389,1.1035151,0.042222816,-0.029033432,0.08567988,0.04282873,-0.032149903,0.083843805,0.041995246,-0.032242272,0.08036293,0.041818686,-0.029481238,0.087639906,0.28305554,0.2828703
+0.2134654,1.0939448,0.042963207,-0.030856835,0.08844775,0.043165352,-0.03308882,0.08537051,0.041399397,-0.030462204,0.081211075,0.04268067,-0.03127633,0.08763958,0.1603077,0.15982437
+0.063576676,0.628702,0.042052053,-0.030152427,0.08283186,0.041137695,-0.028389538,0.08093772,0.039807234,-0.025517058,0.08008763,0.04147195,-0.028911084,0.08146998,4.981449,4.9240084
+0.13498199,0.8167388,0.040661164,-0.030240359,0.07533762,0.03842181,-0.027376805,0.07529074,0.04125654,-0.02642649,0.0789607,0.039517473,-0.02794809,0.077602625,1.0865991,1.0858545
+0.58612657,2.5920584,0.039138876,-0.027145263,0.07353774,0.038033273,-0.02448956,0.07594876,0.041579008,-0.02728839,0.078372344,0.039563924,-0.02779445,0.074752465,-0.5424707,-0.5425167
+0.21578218,1.1989099,0.04090399,-0.028459007,0.07654517,0.03792364,-0.023002462,0.07876392,0.04364864,-0.02989153,0.08550951,0.04046632,-0.026808204,0.08151039,0.591299,0.5912423
+0.4581008,2.1418374,0.038229033,-0.027955782,0.07521484,0.03757033,-0.024583306,0.07760616,0.044095237,-0.0321756,0.08763003,0.042990535,-0.031798612,0.084645495,-0.2893541,-0.28939772
+0.2948608,1.5137417,0.041443802,-0.03139792,0.081179366,0.03947676,-0.026366213,0.081156395,0.043004207,-0.031860355,0.08428943,0.042048644,-0.029487804,0.082061686,0.16896594,0.16888046
+0.27848047,1.3306086,0.041706868,-0.030573385,0.08231622,0.04116959,-0.030956645,0.08120418,0.042669177,-0.032954928,0.08056192,0.042630885,-0.033118054,0.08225819,-0.18712062,-0.18676567
+0.26296753,1.1522993,0.039557308,-0.03065898,0.077870265,0.040207908,-0.030715788,0.07760282,0.041606314,-0.03324276,0.0769902,0.041420676,-0.031228507,0.08043467,-0.5830785,-0.5829625
+0.324796,1.3902608,0.040230595,-0.030123437,0.07866076,0.040715303,-0.030739574,0.078062296,0.039954256,-0.029977502,0.07696539,0.042718574,-0.03054863,0.08228527,-0.68440527,-0.6844568
+0.28938392,1.3445759,0.03826856,-0.027282465,0.07668128,0.042185023,-0.03187408,0.077757984,0.040193625,-0.029879393,0.076661035,0.04359288,-0.030576134,0.0838999,-0.3185702,-0.31853008
+0.26366648,1.1720219,0.04015367,-0.02819219,0.0789972,0.04608459,-0.036237687,0.08115498,0.04202115,-0.028715698,0.08125945,0.04151334,-0.031611033,0.078187175,-0.5195949,-0.5197773
+0.46985313,2.023227,0.03873975,-0.02878198,0.07336028,0.045478653,-0.035178073,0.077788725,0.044644147,-0.028865421,0.08875144,0.041521832,-0.02847128,0.08021831,-0.6583484,-0.6587858
+0.17377037,0.809166,0.03874049,-0.024968578,0.078253,0.04298133,-0.032170933,0.078253,0.042761765,-0.030531239,0.08413931,0.04146627,-0.029399185,0.08254885,-0.30682886,-0.30834484
+0.32739207,1.4296876,0.037685663,-0.024879614,0.080067165,0.040120795,-0.028550759,0.0750908,0.04150787,-0.028040407,0.081678316,0.042175107,-0.030781576,0.08301732,-0.59766704,-0.5979719
+0.29988205,1.4341044,0.039251544,-0.02781518,0.07871495,0.04421081,-0.027884377,0.08691212,0.04089438,-0.026761955,0.08119728,0.04108371,-0.028046522,0.08433025,-0.18214846,-0.18264103
+0.39592087,1.813843,0.040738888,-0.027304715,0.08230297,0.044395484,-0.029029524,0.08919457,0.0387161,-0.02601629,0.07628272,0.039130166,-0.02734853,0.0790558,-0.3833984,-0.38354254
+0.31163305,1.4638442,0.04211782,-0.028116636,0.08611453,0.04205122,-0.028314063,0.08267692,0.039479245,-0.029729264,0.07496036,0.03906659,-0.02820539,0.079991765,-0.26756072,-0.26753664
+0.33863434,1.5655338,0.043636814,-0.030040922,0.08718126,0.04272691,-0.031147854,0.087553814,0.041506227,-0.03185679,0.07848523,0.040056087,-0.029408073,0.07908128,-0.3420624,-0.34178925
+0.22739425,1.0741943,0.04282735,-0.030719707,0.08627442,0.04376136,-0.03269898,0.08572199,0.045280322,-0.036588304,0.08121212,0.04196048,-0.03121707,0.08164202,-0.2409854,-0.24094057
+0.24094403,1.0124934,0.042235993,-0.031219007,0.08236265,0.042137243,-0.028448047,0.080084085,0.043819264,-0.033321466,0.07763447,0.042691477,-0.029914362,0.08235776,-0.76286095,-0.76267624
+0.42928246,1.698463,0.043545205,-0.031227218,0.08306946,0.039731268,-0.026292963,0.07610122,0.040286973,-0.028661868,0.076326564,0.04094658,-0.0320787,0.07419087,-1.0083971,-1.0083535
+0.20310028,0.9648021,0.043697953,-0.031203477,0.082184725,0.04090337,-0.027900936,0.07746183,0.039793044,-0.026540464,0.076358885,0.039568108,-0.029543655,0.073107444,-0.21430016,-0.21449661
+0.2884618,1.3197706,0.040480033,-0.025947826,0.076069556,0.040896486,-0.026094345,0.07764463,0.03712743,-0.021422254,0.074472636,0.039942786,-0.02773875,0.078001305,-0.38975346,-0.38966894
+0.14980865,0.80180687,0.038389552,-0.025866114,0.07289636,0.041116707,-0.029020356,0.078829624,0.039195284,-0.027770672,0.07564944,0.0410396,-0.031125052,0.078502476,0.38781583,0.3873372
+0.21737844,1.1037219,0.03814283,-0.02293658,0.08002367,0.043101843,-0.03215307,0.08403061,0.04110638,-0.030430822,0.08247946,0.042757586,-0.029970342,0.08295271,0.11257267,0.11255169
+0.25075603,1.2016279,0.03799582,-0.028051546,0.08182998,0.043893192,-0.030271975,0.08644502,0.04367787,-0.030190937,0.08948163,0.04488072,-0.032557067,0.091457926,-0.17306596,-0.17284966
+0.26850915,1.2181417,0.040783055,-0.029186001,0.080973476,0.043685477,-0.03156059,0.0862267,0.043640535,-0.030621348,0.08824014,0.04410432,-0.032355256,0.08861204,-0.42841327,-0.42818356
+0.2558626,1.12077,0.03980533,-0.026970966,0.07978344,0.041517433,-0.031453054,0.08305979,0.042011708,-0.03237114,0.082965285,0.044399206,-0.032560345,0.08994866,-0.58429664,-0.5845108
+0.25371376,1.1268005,0.037979975,-0.02760913,0.07268364,0.040819176,-0.029905232,0.07867577,0.04268466,-0.03453928,0.07948184,0.04130248,-0.031306818,0.08062382,-0.52346593,-0.52364206
+0.47300714,2.0184407,0.039712876,-0.028672928,0.076325454,0.03747443,-0.027226647,0.07085437,0.043166973,-0.031866003,0.07698953,0.040581606,-0.029489867,0.07664323,-0.69736594,-0.69761753
+0.29153815,1.3869821,0.038876735,-0.027769318,0.07529029,0.038582865,-0.026707219,0.07517352,0.04348122,-0.0321888,0.07559756,0.04061382,-0.029711848,0.07622844,-0.20719284,-0.20740604
+0.09545962,0.49217173,0.038159736,-0.027668295,0.07332413,0.03665191,-0.025993612,0.07450471,0.04491641,-0.032736175,0.080387466,0.037469584,-0.02464325,0.0755852,0.19151384,0.19094133
+0.30810496,1.3790554,0.038603865,-0.027314788,0.07935643,0.03904967,-0.027718538,0.0814737,0.043450084,-0.034602046,0.08317429,0.03638499,-0.024804026,0.0735093,-0.48890686,-0.48894215
+0.28965077,1.3892053,0.038178787,-0.027286412,0.07687616,0.042399246,-0.031126672,0.083593264,0.04432327,-0.0319057,0.08952807,0.03934616,-0.02747657,0.07996006,-0.16886985,-0.16873074
+0.35598463,1.5125262,0.038959786,-0.026791405,0.079680294,0.041438695,-0.031161431,0.079330854,0.043909986,-0.033453513,0.086022764,0.040289372,-0.03001603,0.08278899,-0.7165979,-0.71601725
+0.22714663,1.0063144,0.03933493,-0.029183598,0.080902815,0.039549354,-0.030201811,0.07542315,0.042506732,-0.029213263,0.08524137,0.04106638,-0.031547382,0.079677716,-0.5349526,-0.5346279
+0.2637336,1.2493086,0.040491525,-0.032293715,0.080446094,0.04008722,-0.029053649,0.077372536,0.040332653,-0.026932605,0.08010331,0.038176753,-0.02875867,0.07556692,-0.22738111,-0.22785997
+0.41658887,1.7974991,0.040411446,-0.030050308,0.07860863,0.042723604,-0.02843502,0.08271609,0.0385674,-0.024925372,0.07493284,0.037730455,-0.024687747,0.07710868,-0.64999986,-0.6500664
+0.3108427,1.4109075,0.03770015,-0.026361,0.07523031,0.039587975,-0.026092075,0.08025986,0.03908387,-0.028419055,0.07441792,0.03763032,-0.024284782,0.077210106,-0.42576063,-0.42589378
+0.26137364,1.2609335,0.040209044,-0.029854205,0.0794075,0.03780459,-0.023510955,0.08183714,0.042215057,-0.029446071,0.08263703,0.03696914,-0.024835348,0.077006325,-0.14135927,-0.14061308
+0.110829435,0.61986786,0.04114355,-0.03132776,0.07835266,0.040973123,-0.027443197,0.08455679,0.043130178,-0.030199157,0.08616608,0.038910773,-0.026984867,0.07702239,0.62756807,0.62811995
+0.05650632,0.36320406,0.03997125,-0.0294797,0.07896839,0.0426412,-0.030747274,0.08637906,0.042175747,-0.03053934,0.08387794,0.040806152,-0.029846048,0.079926975,1.4681573,1.4628019
+0.261879,1.1595501,0.039257653,-0.026291398,0.08208656,0.040924594,-0.02958397,0.08492017,0.04248603,-0.029895687,0.08456288,0.04171311,-0.031329416,0.08104686,-0.53614616,-0.53706074
+0.2986807,1.39785,0.037800856,-0.024361566,0.08086657,0.039075892,-0.029873421,0.07348237,0.041547194,-0.031206882,0.07945229,0.04268101,-0.033504438,0.07763334,-0.2842331,-0.28478765
+0.2982834,1.2898165,0.038375586,-0.026524112,0.07793203,0.039525907,-0.028780498,0.075112596,0.041329615,-0.029742373,0.0787406,0.04245912,-0.03206406,0.07963712,-0.64118046,-0.6407385
+0.42645663,1.8282969,0.03974189,-0.030234966,0.07746876,0.043337505,-0.03384639,0.079906635,0.040776126,-0.027777327,0.08079746,0.04292627,-0.03220232,0.07993278,-0.6781366,-0.6776881
+0.25132835,1.0968386,0.039527982,-0.030014317,0.08063047,0.044580612,-0.03486083,0.08497583,0.041945644,-0.029705366,0.08319651,0.04136548,-0.032223254,0.07832752,-0.60073787,-0.6007037
+0.237762,1.0244104,0.04160262,-0.03047196,0.08327098,0.045732327,-0.032903414,0.090996765,0.04257999,-0.030315492,0.08491958,0.04195334,-0.0318567,0.079588,-0.655829,-0.6563158
+0.03797486,0.24026033,0.04236342,-0.030267417,0.0837917,0.04514463,-0.03469986,0.083569035,0.04059757,-0.029508406,0.085138164,0.041425258,-0.028749896,0.08228186,1.3675175,1.3619566
+0.24910468,1.0476587,0.04146469,-0.02960146,0.07804213,0.04208619,-0.030229991,0.08075042,0.039212592,-0.026036886,0.08274147,0.040597524,-0.027842542,0.07906438,-0.7592296,-0.7591729
+0.48944697,2.121831,0.0387776,-0.026404357,0.077737056,0.038608924,-0.027304256,0.07574314,0.039922617,-0.02659267,0.085482284,0.039138097,-0.025372382,0.07558693,-0.6296985,-0.62970924
+0.20220059,0.98776966,0.04020923,-0.027005771,0.07581272,0.04043953,-0.029441247,0.074853085,0.04171188,-0.028145997,0.08829046,0.038789432,-0.02377111,0.07959111,-0.07979041,-0.07977152

training/marl/Airfoil3D-hard-v0/PPO/3/eval_sequence_12000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.21466677,1.1165228,-0.032861214,-0.014618689,0.11772068,-0.03217635,-0.020035757,0.107519925,-0.04264657,-0.011779323,0.11886741,-0.029728781,-0.022772562,0.10689241,0.2363407,0.23632097
+0.19272502,1.0329404,-0.040338,-0.007999019,0.113328785,-0.029636372,-0.023131037,0.11090559,-0.039805133,-0.009496803,0.11623199,-0.026736148,-0.023692522,0.09989399,0.39530146,0.3947897
+0.25428528,1.247496,-0.041302413,-0.0015409514,0.11873402,-0.03053363,-0.017212823,0.10759518,-0.03568813,-0.0124173425,0.12233654,-0.027534325,-0.015673487,0.1069698,-0.05881816,-0.05897808
+0.3206062,1.6129286,-0.043562654,0.0024570487,0.12310576,-0.033032995,-0.012494158,0.1081095,-0.035992227,-0.012763403,0.12586056,-0.0312689,-0.010352593,0.10963228,0.06607479,0.06600189
+0.28465694,1.4618363,-0.044596795,0.002823064,0.12363182,-0.031548444,-0.0154359415,0.11070098,-0.033987913,-0.0145675745,0.12123728,-0.031077985,-0.012279639,0.118931495,0.17051536,0.17056227
+0.3073715,1.5963682,-0.04453153,-9.7729266e-05,0.1282345,-0.033552323,-0.013620458,0.10922316,-0.033667486,-0.013124538,0.1196907,-0.036926057,-0.009223299,0.1193286,0.2287938,0.22874212
+0.2984798,1.5540241,-0.04315048,-0.004158484,0.12368237,-0.035217315,-0.014165342,0.11099794,-0.031496767,-0.013529872,0.11622241,-0.039545495,-0.0059970138,0.11818935,0.24169672,0.24159384
+0.29044306,1.5034404,-0.039692465,-0.011416494,0.121224344,-0.03542119,-0.013139814,0.11014594,-0.032981876,-0.011427632,0.11048383,-0.04067495,-0.0022072624,0.121540934,0.21160197,0.21149921
+0.20595066,1.086454,-0.039486486,-0.010679153,0.11646946,-0.033867635,-0.015612329,0.10490769,-0.03571609,-0.0069993082,0.10595686,-0.03714354,-0.010158455,0.11624737,0.310135,0.31044245
+0.19722733,0.8960898,-0.041830093,-0.008276294,0.11574364,-0.03586658,-0.015011065,0.1131933,-0.04088002,0.0016878182,0.11253156,-0.037071664,-0.011443911,0.11295367,-0.42356557,-0.42143345
+0.18173486,0.9177199,-0.041060954,-0.0055956086,0.12003846,-0.042246673,-0.009061814,0.12136639,-0.040821888,-0.0008761883,0.12206721,-0.03581008,-0.012848001,0.11703088,0.08493966,0.084904194
+0.11898503,0.5935994,-0.038685206,-0.0077041537,0.12549125,-0.041011598,-0.009131444,0.12556453,-0.041821316,-0.0030459436,0.12894173,-0.029761367,-0.020076565,0.11095531,0.02594179,0.023988247
+0.33220437,1.547811,-0.03488932,-0.014822285,0.11638862,-0.036743574,-0.01629848,0.1267364,-0.043522675,-0.004723577,0.12265748,-0.029119574,-0.019835189,0.11576209,-0.30532318,-0.30565596
+0.14928992,0.74067575,-0.033888295,-0.013847122,0.11505758,-0.03310159,-0.019221216,0.11323759,-0.045574933,-0.0045558484,0.123704374,-0.032094438,-0.016884439,0.1118618,-0.0016846061,-0.0035448074
+0.22632226,1.0655657,-0.03135552,-0.013798988,0.10787067,-0.032775097,-0.0185133,0.11417197,-0.045482095,-0.003309669,0.12693287,-0.03810951,-0.0054249857,0.11026524,-0.25616932,-0.2566905
+0.19564837,1.0185817,-0.03559514,-0.010565095,0.11272606,-0.03592502,-0.013549746,0.11843334,-0.04696041,-0.002686089,0.12707123,-0.037441116,-0.0037623309,0.115220875,0.24154103,0.24131632
+0.22993319,1.1962762,-0.036116645,-0.009661321,0.11703027,-0.035964973,-0.008503245,0.11903829,-0.041856114,-0.005636351,0.12343265,-0.03177807,-0.010548945,0.11621308,0.23810637,0.23784256
+0.11038708,0.70956784,-0.035492975,-0.008512957,0.11566468,-0.032278676,-0.009560018,0.11245052,-0.03743631,-0.012282876,0.11644674,-0.032914918,-0.0117366575,0.117172725,1.469383,1.4631276
+0.27607,1.3127974,-0.03516532,-0.012811649,0.117565475,-0.028578859,-0.014985718,0.118389055,-0.035946805,-0.012404554,0.11990982,-0.032443356,-0.015673082,0.1138794,-0.20888323,-0.20956326
+0.20584667,1.0562029,-0.034446005,-0.012504606,0.11326523,-0.031738196,-0.014436055,0.111070186,-0.03563566,-0.008865867,0.11834029,-0.034399606,-0.012980137,0.11288098,0.16744435,0.16614819
+0.22646491,1.188785,-0.031030372,-0.014453569,0.11400202,-0.03688386,-0.008067693,0.11366588,-0.03176423,-0.0131268855,0.120784126,-0.034090836,-0.011522135,0.10933007,0.28503728,0.28444242
+0.23513837,1.2576779,-0.030910235,-0.016115613,0.113510415,-0.038069647,-0.00775373,0.119932674,-0.03133582,-0.015427541,0.11904219,-0.037417423,-0.010456299,0.113962665,0.38430667,0.38380194
+0.29900646,1.6006589,-0.030829057,-0.016557526,0.107145905,-0.036520116,-0.011736498,0.11422198,-0.034812365,-0.014654013,0.11039838,-0.042716783,-0.003627412,0.118226044,0.3889925,0.3883891
+0.239905,1.31319,-0.030194905,-0.015031543,0.1001811,-0.037216138,-0.009450709,0.11006199,-0.03679515,-0.010591011,0.10946897,-0.041467436,-0.004109351,0.12009668,0.5097684,0.5089221
+0.17773221,1.0970887,-0.03171469,-0.011305616,0.106597245,-0.040208828,-0.0047481656,0.113055855,-0.035495315,-0.0064934823,0.11356938,-0.039793026,-0.0049297493,0.12233305,1.2099078,1.2078366
+0.27483374,1.4772228,-0.029769655,-0.0104602305,0.10756016,-0.039763954,-0.0034467066,0.11422549,-0.03478943,-0.007011557,0.11479898,-0.039468277,-0.0054790294,0.121148214,0.41009116,0.4100995
+0.20643865,1.1938976,-0.03004086,-0.00977415,0.10781384,-0.03971717,0.0012005419,0.118197426,-0.035184804,-0.008721037,0.114626415,-0.037403066,-0.010343748,0.11628769,0.81810796,0.8184352
+0.18524279,1.0967091,-0.029034112,-0.013508234,0.11135131,-0.039445836,-6.739702e-05,0.12534387,-0.03851622,-0.0101233665,0.11860596,-0.0391775,-0.0073334607,0.124764904,0.9549829,0.95551825
+0.19371687,1.0710413,-0.033644725,-0.012849001,0.11237359,-0.04004815,-0.0016536275,0.12210986,-0.038357403,-0.008660033,0.11748159,-0.038404126,-0.008921922,0.1223723,0.56384355,0.5640311
+0.17716925,1.0007738,-0.037616905,-0.0082779955,0.111734614,-0.040183578,-0.0059537627,0.12566915,-0.038849507,-0.011943773,0.118662946,-0.03397278,-0.0155285625,0.11521691,0.6843902,0.68381834
+0.20793341,1.1693238,-0.03886074,-0.006985451,0.11393051,-0.039672095,-0.0069354153,0.11887789,-0.038379487,-0.011497674,0.119202085,-0.03438229,-0.011873798,0.11628803,0.6596125,0.65867996
+0.24775803,1.3578458,-0.035956834,-0.005820604,0.10937941,-0.03569788,-0.0098757865,0.11446206,-0.039467722,-0.007456798,0.11921741,-0.03432293,-0.0063623367,0.11224252,0.5162003,0.5156622
+0.29717788,1.6319441,-0.032547608,-0.007833822,0.112438776,-0.03472562,-0.007943576,0.11216158,-0.03399143,-0.007888743,0.11116838,-0.03459929,-0.007338671,0.11433979,0.5268828,0.52660275
+0.14887917,1.0366509,-0.031593014,-0.010453033,0.110238016,-0.03493155,-0.009784571,0.1136207,-0.033358097,-0.008700213,0.11721484,-0.033292335,-0.007008626,0.1092087,1.9984274,1.9981656
+0.2536056,1.4754955,-0.034559708,-0.009334921,0.11169785,-0.036693543,-0.008409652,0.11685015,-0.032000586,-0.010159239,0.1157227,-0.03538314,-0.004187327,0.112512335,0.8530771,0.85320187
+0.29597974,1.5823566,-0.03846496,-0.0062387846,0.115807414,-0.037352815,-0.007939036,0.117075026,-0.035139676,-0.006408015,0.11590029,-0.03448004,-0.005877093,0.11347237,0.38105458,0.38129568
+0.184296,1.069107,-0.03947475,-0.0061845146,0.11599198,-0.035902556,-0.012107874,0.114075765,-0.039265405,-0.0018677628,0.1172771,-0.036841903,-0.0054958053,0.11402802,0.835794,0.83616304
+0.2304534,1.2296879,-0.03674468,-0.006913171,0.11021476,-0.031714763,-0.014657735,0.11680192,-0.03980418,-0.0025841873,0.11850266,-0.039643735,-0.0030831387,0.12069159,0.3705027,0.37108088
+0.13432802,0.8568902,-0.034194224,-0.00856457,0.1181387,-0.02821606,-0.018185943,0.113010585,-0.04324091,0.00012732949,0.12497119,-0.039676774,-0.0046748687,0.122036465,1.4135792,1.414218
+0.19982451,1.1390203,-0.033445816,-0.010637486,0.119537294,-0.031911287,-0.017103057,0.116670474,-0.044400703,-0.002429612,0.12995431,-0.040049437,-0.0077286083,0.12174327,0.73529804,0.7352338
+0.16153423,1.0355957,-0.033245098,-0.011506016,0.11334877,-0.03607526,-0.009877089,0.11534739,-0.041063223,-0.0071870964,0.12525336,-0.0388125,-0.007973806,0.11714182,1.4469703,1.4461284
+0.16073883,1.0040145,-0.03575029,-0.0071625845,0.10756945,-0.035685506,-0.0051573003,0.1108845,-0.042051192,-0.0053118896,0.11478689,-0.031357598,-0.013066268,0.10365771,1.2822301,1.2813778
+0.22358936,1.3339639,-0.036541887,-0.005174063,0.11413348,-0.033873823,-0.005052359,0.11354481,-0.04212917,-0.00023354962,0.11588332,-0.033926252,-0.005917258,0.10555546,1.0033469,1.0012636
+0.21278138,1.2672579,-0.034333203,-0.008119669,0.11359773,-0.03418175,-0.0030445363,0.11430373,-0.036684707,-0.0045946054,0.121123195,-0.036805928,0.0030014701,0.11202172,0.994109,0.9908109
+0.22964089,1.2875587,-0.033529874,-0.0112306755,0.11042845,-0.037764166,0.00088156946,0.11757712,-0.037146643,-0.006215634,0.1169914,-0.039371222,0.005343888,0.11791398,0.64237297,0.64196587
+0.26996693,1.4431933,-0.030333493,-0.016378272,0.111352004,-0.041178774,0.003498789,0.124193855,-0.03483553,-0.011794459,0.116201445,-0.041459933,0.0074123777,0.12476617,0.38113683,0.38094568
+0.27136266,1.4791162,-0.026842143,-0.017653262,0.10681049,-0.043746818,0.0021770876,0.12802042,-0.030649047,-0.014429197,0.10820023,-0.041617732,0.004604092,0.12913676,0.48592162,0.48582935
+0.23383856,1.3651166,-0.027814504,-0.0159707,0.10739644,-0.043892864,-0.002324638,0.12561204,-0.028317265,-0.013350278,0.108327076,-0.04482511,0.003065927,0.12939996,0.8726529,0.87298965
+0.2466587,1.4444971,-0.030599367,-0.012187365,0.1047407,-0.045866285,-0.0024758745,0.12564154,-0.02856258,-0.013118423,0.10752222,-0.046351474,0.0016558003,0.1265563,0.890925,0.8913889
+0.2016032,1.2768954,-0.034637414,-0.0057740808,0.1035573,-0.04601937,-0.0002815053,0.12375887,-0.031225208,-0.007820582,0.10668592,-0.044265125,-0.0008761762,0.12337445,1.3682104,1.3688364
+0.29860613,1.6142352,-0.03514817,-0.005279554,0.11005695,-0.042578664,-0.0036196075,0.12157403,-0.034068298,-0.0061896457,0.11265677,-0.042057466,-0.0031029824,0.11969053,0.4406336,0.44103146
+0.145394,0.9410087,-0.036708843,-0.0026852721,0.11499402,-0.040251393,-0.0041178484,0.12239763,-0.03776704,-0.0036898833,0.112925634,-0.03904875,-0.0030242298,0.113333456,1.5070579,1.5072594
+0.14019045,0.7734711,-0.03780989,-0.0029116655,0.11829987,-0.03754029,-0.007766247,0.116507664,-0.039203037,-0.0025655888,0.11260261,-0.038305502,-0.0018488104,0.11695981,0.55099154,0.5524187
+0.165831,0.9083526,-0.039979037,-0.0018467857,0.12092483,-0.034383792,-0.011016631,0.11487216,-0.042445417,0.0039559435,0.11985924,-0.035709288,-0.008177668,0.1112733,0.5130585,0.5127106
+0.23803158,1.2679893,-0.041543636,-0.0018099258,0.12336467,-0.033412892,-0.00916674,0.114146814,-0.044916432,0.0013253605,0.1281837,-0.03590773,-0.008857342,0.11554292,0.3626591,0.36210966
+0.24223894,1.3776132,-0.043325935,-0.0036739577,0.12568708,-0.030039284,-0.013021673,0.11138296,-0.045102235,0.00022694934,0.12818871,-0.037401695,-0.0013682777,0.117481485,0.723547,0.7221317
+0.26091978,1.4406198,-0.04716852,0.0011215638,0.12514511,-0.029528614,-0.01590874,0.10780412,-0.046305466,0.0014126096,0.124039516,-0.037818544,-0.0039228145,0.12410371,0.55716044,0.5564437
+0.132599,0.8965659,-0.04710455,0.0017895745,0.12122869,-0.033948008,-0.009447803,0.107296415,-0.045855124,0.0035559405,0.119755164,-0.035885885,-0.008111613,0.12088597,1.7970057,1.7966137
+0.19174555,1.1190528,-0.043078255,0.0005240729,0.12367256,-0.03524453,-0.0054122843,0.11435974,-0.04051714,-0.0015316624,0.12227628,-0.03443412,-0.010948158,0.1083069,0.87049216,0.87126493
+0.16805805,0.97961575,-0.040194113,-0.0008724481,0.121482626,-0.037937086,-0.003166766,0.116301924,-0.039006848,-0.0016631018,0.11878352,-0.034006696,-0.012235794,0.10964674,0.8639323,0.86416245
+0.1445195,0.82475716,-0.039180312,-0.00070223864,0.121919125,-0.033992123,-0.0076280585,0.11160652,-0.03913535,-0.0021529738,0.11640139,-0.031712864,-0.01176556,0.10907154,0.7417307,0.7420225
+0.24892944,1.4238682,-0.041137196,0.0020608231,0.12588727,-0.036926623,-0.007024057,0.1147784,-0.039734047,-0.0018334044,0.119634144,-0.028738067,-0.012866527,0.1087448,0.75496113,0.7550974
+0.27993932,1.5417031,-0.037387967,-0.0017773444,0.120964214,-0.035214845,-0.008333905,0.1139709,-0.038086914,-0.0064312667,0.12213203,-0.026828472,-0.01455641,0.10944759,0.5424805,0.54240656
+0.2640806,1.4614203,-0.03641175,-0.008533264,0.122537866,-0.035700645,-0.01198574,0.11865437,-0.034326218,-0.011146395,0.114152364,-0.031842474,-0.012138991,0.11328059,0.5694389,0.56912374
+0.11894598,0.7606693,-0.036276948,-0.012339976,0.114294425,-0.037064377,-0.011699123,0.11486575,-0.033271458,-0.013769246,0.10954538,-0.034479644,-0.010608719,0.108900934,1.4307439,1.4302125
+0.17417009,0.98706484,-0.034630448,-0.0134572815,0.1087019,-0.037356876,-0.0077087744,0.10909498,-0.034984488,-0.011738909,0.10644002,-0.03952224,-0.0013418514,0.110143,0.7024958,0.70237684
+0.20210564,1.1697319,-0.0361589,-0.006911955,0.10951309,-0.03843167,5.029794e-05,0.113130264,-0.035310473,-0.0067740716,0.10886876,-0.04023086,0.003011169,0.11487392,0.82292986,0.8228555
+0.3205613,1.8086817,-0.031827997,-0.009683204,0.11093524,-0.038535517,0.0023675784,0.12357935,-0.034328807,-0.0058426103,0.113993526,-0.035750993,-7.691048e-05,0.1200331,0.6774697,0.67736435
+0.37504154,1.9947686,-0.028320272,-0.014147309,0.11152678,-0.04122685,0.0022904323,0.12677519,-0.03525309,-0.006387205,0.11645799,-0.0380338,-0.0027832165,0.12543517,0.35400635,0.35392427
+0.22183488,1.241746,-0.031216923,-0.012711658,0.11224176,-0.041240305,-3.2338314e-05,0.12319906,-0.036834244,-0.008719346,0.115302265,-0.03786036,-0.0068461513,0.116966315,0.6322211,0.63274384
+0.18597497,0.9985429,-0.034429695,-0.011587603,0.10679215,-0.042046558,0.0006082356,0.11780955,-0.038478654,-0.00816294,0.1115772,-0.03958423,-0.0060884682,0.11020844,0.40397042,0.40436316
+0.18345565,0.9617181,-0.036644526,-0.0066078436,0.1081366,-0.041054733,1.4226884e-05,0.12095909,-0.03864165,-0.007074301,0.11138512,-0.041364606,0.0011592023,0.11783634,0.2791798,0.27736807
+0.16985156,0.9864858,-0.038226746,-0.0027640536,0.11306377,-0.04083016,-0.0015417505,0.11905735,-0.03763972,-0.0016102893,0.115469955,-0.040451217,0.00052809715,0.11745539,0.84207046,0.84305954
+0.12772839,0.71454424,-0.038633022,-0.0054616984,0.11974412,-0.038955588,-0.004354744,0.1191493,-0.03508907,-0.0035483306,0.11982112,-0.03771243,-0.0025984393,0.12019103,0.6258599,0.6293783
+0.14910515,0.8762004,-0.03778844,-0.008053544,0.12098831,-0.040075418,-0.0030323993,0.121968344,-0.03527781,-0.0068927025,0.12052404,-0.036534023,-0.008436169,0.120507345,0.9122888,0.91152287
+0.26385605,1.3276109,-0.03840467,-0.008840775,0.123364955,-0.039911415,-0.006274026,0.118367285,-0.03846993,-0.006810615,0.11463578,-0.034193162,-0.012960488,0.113502026,0.06660408,0.06670284
+0.1269866,0.7501169,-0.0389974,-0.009564137,0.1192224,-0.0382724,-0.010758734,0.1170278,-0.03911983,-0.004912584,0.11388825,-0.034002353,-0.01293265,0.10924279,0.9430387,0.94218636
+0.1868323,1.0424583,-0.035687882,-0.008498965,0.11278756,-0.037955124,-0.006967729,0.11303611,-0.03968857,-0.0013417192,0.11538021,-0.03304937,-0.008745183,0.10855964,0.6151683,0.61477757
+0.20283663,1.1584052,-0.037695672,-0.00332346,0.11075017,-0.03336287,-0.010947358,0.112891726,-0.040899683,0.00027261395,0.11715668,-0.028282188,-0.011495981,0.10857287,0.74659634,0.7461562
+0.21659762,1.1824056,-0.03846239,-0.002910532,0.11728204,-0.028530423,-0.014315194,0.114018604,-0.03854267,-0.0029606456,0.12366593,-0.026438907,-0.015713815,0.10868162,0.49442053,0.4941268
+0.16638656,0.9655546,-0.03884349,-0.0043883566,0.12187872,-0.028738104,-0.016724322,0.10963252,-0.039357495,-0.004456454,0.12438555,-0.029435799,-0.016768705,0.108618125,0.8397761,0.83821106
+0.16265318,0.9489625,-0.039598513,-0.0050227707,0.12123571,-0.0296578,-0.016945476,0.10824289,-0.039465785,-0.0068905996,0.115315035,-0.033278782,-0.012588068,0.10359551,0.86986774,0.8694
+0.19612321,1.1518308,-0.040035967,-0.0062996894,0.1223687,-0.031486753,-0.010284316,0.10788066,-0.041538354,-0.0026946636,0.11605464,-0.03307235,-0.0057238583,0.105201155,0.9082186,0.90812635
+0.22064039,1.3354298,-0.035359945,-0.006576329,0.11620815,-0.032140765,-0.0068377564,0.11235726,-0.04385627,0.004618099,0.12295956,-0.033344697,-0.002392645,0.111961365,1.0877182,1.0876479
+0.24647811,1.4781395,-0.032060105,-0.009162161,0.109034345,-0.0333381,-0.0063907136,0.115925305,-0.041030865,0.0012261029,0.12612809,-0.03404592,-0.003886751,0.11627435,1.0322044,1.0321722
+0.24097626,1.4623479,-0.036550704,-0.005031229,0.111684315,-0.034184534,-0.0063671335,0.11519189,-0.039137613,-0.004703426,0.12577465,-0.034763888,-0.0068824086,0.115714565,1.1034598,1.1035619
+0.2510695,1.4231,-0.03634071,-0.0029552672,0.108516425,-0.038753282,-0.0031188466,0.11533232,-0.039324496,-0.004130693,0.115722805,-0.038384568,-0.004738871,0.114281625,0.7021652,0.70328236
+0.23078182,1.2440621,-0.039086603,0.00023909006,0.11604668,-0.03986771,-0.0029602079,0.11652478,-0.038693946,-0.0042043775,0.11545429,-0.039105117,-0.0037700683,0.11548121,0.42339826,0.4257722
+0.17264311,0.8938054,-0.041054636,0.00045303535,0.118954554,-0.040259253,-0.00037433952,0.11411823,-0.039198395,-0.002110934,0.11374866,-0.040698066,-0.0007578153,0.11102729,0.21145993,0.21231604
+0.1531219,0.7994233,-0.04169424,-0.0010394156,0.12012786,-0.040193904,-0.0024089245,0.11595418,-0.03985294,-0.0042172484,0.11721188,-0.040386584,0.0012334334,0.11281838,0.2583531,0.2559595
+0.17693745,1.0142212,-0.04087843,-0.004274057,0.12769806,-0.04045365,-0.0053492785,0.123625726,-0.033932358,-0.011804831,0.12069939,-0.040238854,0.00010376889,0.12390668,0.7674588,0.76721954
+0.12520368,0.71126854,-0.03967808,-0.007518868,0.12260141,-0.038495883,-0.008427101,0.12085007,-0.03238843,-0.014596056,0.1177289,-0.040381458,-0.0031233998,0.12569126,0.7165706,0.716022
+0.19323799,1.1704242,-0.03828315,-0.009835475,0.116569534,-0.03858973,-0.009932759,0.12078115,-0.0331092,-0.015469775,0.10952467,-0.039840974,-0.008625263,0.12036209,1.0932112,1.0920358
+0.21815388,1.2965889,-0.03575786,-0.007816912,0.113886185,-0.038810093,-0.008546405,0.11580777,-0.03695224,-0.0061469274,0.10582599,-0.03718753,-0.008831535,0.11441668,0.9787561,0.9785905
+0.177261,1.2532433,-0.034187656,-0.0051831184,0.11393546,-0.036225256,-0.00730177,0.111459106,-0.036303665,-0.0034869695,0.11122903,-0.035632785,-0.0063596033,0.11387415,2.1052928,2.105176
+0.20768864,1.241049,-0.033183992,-0.006962704,0.11484562,-0.033655297,-0.008265065,0.10929177,-0.036452565,-0.0014427733,0.11732641,-0.035710588,-0.004541697,0.11384185,1.0107149,1.0106573
+0.2481054,1.530683,-0.03251627,-0.0048889965,0.1122189,-0.030124974,-0.007525549,0.1139566,-0.03231891,-0.0063764676,0.11876127,-0.033909194,-0.0057771923,0.11285062,1.2046411,1.2046175
+0.23747437,1.3676237,-0.035539802,-0.0013346653,0.11686614,-0.029869087,-0.0075405524,0.117641315,-0.03240864,-0.009825201,0.1123296,-0.036097206,-0.002143288,0.11301613,0.793906,0.7941675
+0.17382447,1.0224004,-0.038502518,-0.002197666,0.11820191,-0.03559817,-0.0046987524,0.11573663,-0.03808277,-0.00707771,0.11190289,-0.036205973,-0.005439028,0.11488179,0.9171511,0.9169283
+0.15097171,0.79497135,-0.037962135,-0.0064300233,0.11701196,-0.038985122,-0.005353246,0.11334489,-0.03937493,-0.007954363,0.11620667,-0.037859004,-0.005871201,0.11616276,0.3017246,0.30082798
+0.14857389,0.7947719,-0.040907808,-0.0043926993,0.11938287,-0.04237665,-0.0005299067,0.115844086,-0.040780984,-0.004340628,0.11045971,-0.038280223,-0.0073410207,0.11793028,0.3836484,0.38446808
+0.18385687,1.0444944,-0.040928442,-0.0042551924,0.11907661,-0.042672303,0.0005402053,0.12086505,-0.039838463,-0.003462322,0.1190739,-0.039146043,-0.0061053215,0.114406765,0.71621245,0.71614933
+0.11032868,0.7519966,-0.036174927,-0.008089733,0.11244385,-0.041781347,-0.00020009093,0.120490566,-0.036070637,-0.0034639835,0.1210856,-0.03463312,-0.009278123,0.11669329,1.8518536,1.8510966
+0.30717656,1.6294116,-0.035265632,-0.0047409898,0.11316633,-0.04253702,0.0001452174,0.12295619,-0.035177603,-0.005431311,0.11618547,-0.032621037,-0.008829551,0.10976761,0.33973277,0.33960962
+0.29996958,1.7385662,-0.036372233,-0.0024522413,0.10846737,-0.042617615,0.003684109,0.12046531,-0.03592104,-0.007060971,0.113636345,-0.03526398,-0.0047425143,0.110081375,0.8308457,0.8309388
+0.17089312,1.1559861,-0.03466331,-0.0024944749,0.11246542,-0.039231922,4.4204295e-05,0.11974656,-0.03791259,0.00072723906,0.116241544,-0.035004538,-0.0028349496,0.110819906,1.7990329,1.799511
+0.18590255,1.1553506,-0.036216624,2.7869828e-05,0.11856596,-0.039678376,0.00063489005,0.1166324,-0.038577244,0.0016152384,0.12309238,-0.036285613,0.0021337587,0.11505521,1.2494072,1.249949
+0.15644945,0.9337907,-0.036964674,-0.0019343486,0.11720887,-0.037177455,-0.0054322826,0.11654082,-0.040820356,0.0025877245,0.121607535,-0.037968986,0.00032336544,0.1166917,1.0036165,1.0037718
+0.18237127,1.0490314,-0.03935201,-0.00080702826,0.11933126,-0.036317836,-0.005022591,0.1154754,-0.042154066,0.0021024346,0.124890566,-0.0405812,0.0026749894,0.12064621,0.78591186,0.7873049
+0.261939,1.5299053,-0.039995216,-0.0027914252,0.122851394,-0.032199394,-0.00813864,0.10985413,-0.04305439,0.0004158467,0.12643465,-0.043561976,0.0018856386,0.126157,0.8754621,0.875824
+0.2446233,1.3731033,-0.037103634,-0.008636072,0.11684727,-0.032478273,-0.009090564,0.11634212,-0.044130538,-0.0008939365,0.12519678,-0.04238714,-0.0044798125,0.12418135,0.64819306,0.64826393
+0.27277678,1.4684054,-0.040166277,-0.0053545255,0.11402766,-0.034931798,-0.0042300094,0.11244412,-0.04107839,-0.0048180996,0.11983279,-0.042661835,-0.0036891233,0.117387995,0.41831875,0.41830635
+0.18835056,1.0497721,-0.040636595,0.00037570205,0.10910717,-0.038985156,0.0001600096,0.10871072,-0.037858505,-0.004648271,0.11486768,-0.041266304,-0.00080269575,0.111266166,0.608681,0.6086321
+0.16710274,0.9292805,-0.03981104,0.0025325753,0.115525156,-0.037008684,-0.0022919532,0.1162358,-0.036677938,-0.0051038675,0.11248835,-0.03788202,-0.0018545855,0.1171971,0.5965687,0.5962634
+0.16520426,0.9334338,-0.03928582,0.0013915543,0.11959414,-0.039670162,0.00070955046,0.119662076,-0.038656678,-0.0004179012,0.114419,-0.037587117,0.0005157562,0.121757254,0.68512845,0.68531036
+0.15513383,0.9558705,-0.037616495,-0.0027670208,0.12105812,-0.039556246,-0.002927756,0.12306151,-0.03765947,-0.0013681957,0.12044495,-0.03430232,-0.004511971,0.117757894,1.1966064,1.1967173
+0.25127602,1.3770751,-0.041189093,-0.001800253,0.12291761,-0.039863065,-0.0025759395,0.1201165,-0.03788944,-0.0037457058,0.11950599,-0.03353145,-0.008260348,0.11340791,0.51546395,0.51545906
+0.2698491,1.5115391,-0.038699683,-0.007530959,0.11700376,-0.0395624,-0.004276959,0.118779,-0.03928153,-0.004794172,0.123466715,-0.033178356,-0.011370558,0.10991003,0.6366063,0.63655424
+0.21400486,1.2831949,-0.034570254,-0.009528184,0.11416913,-0.03789416,-0.0068944846,0.11845797,-0.03872981,-0.0038303155,0.12173874,-0.033660505,-0.008092955,0.10811199,1.0311356,1.0312324
+0.114080705,0.68763727,-0.03636196,-0.0044398215,0.11112775,-0.03821672,-0.0045587774,0.114695325,-0.0386248,-0.0036284905,0.11668657,-0.033497933,-0.008096918,0.10946041,1.0622615,1.0627694
+0.1950166,1.0658296,-0.038959533,-0.0009896317,0.10977878,-0.037515055,-0.004145163,0.11290331,-0.039426677,-0.0032057827,0.11336378,-0.035568133,-0.0050720125,0.108547874,0.5000057,0.50045824
+0.15127788,0.8069878,-0.03845481,-0.0012099091,0.11661163,-0.039507758,-0.00044952612,0.114552334,-0.03878011,-0.0030864878,0.112865865,-0.03776921,-0.0027987268,0.1108001,0.3697303,0.36960363
+0.15327297,0.8228465,-0.036185388,-0.0047118925,0.11808254,-0.04000484,-0.0002803225,0.121984944,-0.038525358,-0.006581947,0.11675531,-0.03952228,-0.00348516,0.118350446,0.40153432,0.40363407
+0.1726035,0.9521653,-0.03724025,-0.005387838,0.11627156,-0.03805798,-0.004738014,0.12157552,-0.038968284,-0.008767869,0.12295893,-0.038581233,-0.0064328006,0.11916438,0.54956794,0.5516195
+0.1388673,0.6937366,-0.03512468,-0.011085302,0.11755598,-0.035454027,-0.008697569,0.11534455,-0.03525454,-0.008121488,0.11241538,-0.038187157,-0.008144533,0.118654385,0.031226516,0.030810356
+0.23593175,1.3626574,-0.036299333,-0.011709755,0.11330716,-0.0384348,-0.0067482376,0.11102994,-0.035513055,-0.00835911,0.11502676,-0.033093605,-0.013007254,0.108975254,0.81066626,0.8107729
+0.21655011,1.226791,-0.035919603,-0.00935632,0.108876765,-0.039622176,-0.004731766,0.11177519,-0.040521145,-0.00053877383,0.11047647,-0.032412857,-0.010292232,0.104710504,0.7002654,0.7002907
+0.19039634,1.1196532,-0.037423182,-0.0044987863,0.112157345,-0.03767119,-0.0026871357,0.11590225,-0.037795488,-0.0018964428,0.1197466,-0.03370878,-0.0064971456,0.1079174,0.91557384,0.9157753
+0.20742498,1.134641,-0.036957357,-0.0054294392,0.11494301,-0.037371866,-0.0038977023,0.11836457,-0.0404809,2.7412549e-05,0.1199207,-0.03392234,-0.005429413,0.11044667,0.50548446,0.5052576
+0.18759935,1.0607771,-0.03636798,-0.0067542433,0.11405818,-0.03612512,-0.009854264,0.11695953,-0.04169639,-0.0019718288,0.117472544,-0.035286877,-0.004042578,0.11299543,0.6898818,0.6896124
+0.17180383,0.9702934,-0.037112985,-0.0069180625,0.11743033,-0.036794666,-0.007668704,0.11011196,-0.040468942,-0.0037327213,0.12059692,-0.038538996,-0.0015556412,0.11997114,0.6829118,0.6828127
+0.21040423,1.2029829,-0.034837794,-0.009919774,0.11417113,-0.03666691,-0.00731581,0.11489848,-0.03996854,-0.0029826947,0.12353196,-0.038324628,-0.004672963,0.1180587,0.75265276,0.752615
+0.21399792,1.2127074,-0.034935925,-0.009743289,0.11678128,-0.036929432,-0.006453252,0.11594664,-0.036529917,-0.008207764,0.11558268,-0.038234353,-0.0062829694,0.11779639,0.70194197,0.7020426
+0.20415266,1.1855776,-0.03498106,-0.011721563,0.11206587,-0.03771097,-0.0054113045,0.11509492,-0.035256293,-0.009220286,0.11387713,-0.035822257,-0.009666187,0.112318724,0.84237945,0.84243965
+0.09298982,0.50839627,-0.037729528,-0.006002509,0.10979991,-0.040152047,-0.0037476858,0.11467485,-0.036773156,-0.0065822084,0.1078123,-0.03659677,-0.008231603,0.10718891,0.502635,0.5023556
+0.19830136,1.101936,-0.038333494,-0.0014168285,0.11434221,-0.040773697,-0.0023798067,0.120903894,-0.037682563,-0.0014774324,0.11290065,-0.036785293,-0.0038760863,0.11118295,0.59170794,0.5920062
+0.1831147,1.1025059,-0.03971994,0.0011158921,0.11870019,-0.042098287,0.00029557385,0.12245318,-0.038589623,0.0011514518,0.11992063,-0.038208142,-0.00037498027,0.116607666,1.0558226,1.0559797
+0.16080418,0.8949952,-0.038389694,-0.0020824969,0.120356105,-0.03983147,-0.0010662461,0.122728504,-0.036652308,-0.0041930396,0.12007649,-0.038785383,-0.0014572106,0.11899388,0.6009274,0.60087633
+0.16385838,0.8396612,-0.03864694,-0.0040765777,0.1204509,-0.04036056,-0.0057555623,0.119508475,-0.036947075,-0.007307281,0.11564987,-0.037998375,-0.005461312,0.11994131,0.1594857,0.15944052
+0.19360253,0.986244,-0.0413925,-0.0062741125,0.11738295,-0.04024971,-0.0061229784,0.111764476,-0.040335033,-0.0063849217,0.11415368,-0.04002879,-0.007516431,0.11689988,0.12978321,0.12929964
+0.20416805,1.0990484,-0.041474234,-0.006890757,0.11583334,-0.037606005,-0.005855171,0.11833419,-0.040548723,-0.0050102267,0.11881155,-0.038469568,-0.007786629,0.113482125,0.41828316,0.4181881
+0.17424503,1.1060888,-0.038192924,-0.005033411,0.117953286,-0.03554752,-0.004143008,0.11725588,-0.04023862,-0.0023286752,0.11814213,-0.035102498,-0.0059772413,0.11498927,1.3839674,1.3830233
+0.16380355,0.90320945,-0.038092893,-0.004234749,0.11938758,-0.037069436,-0.005658392,0.11375388,-0.03787508,-0.005370723,0.117267124,-0.036086574,-0.0048792614,0.119087145,0.5490319,0.5491104
+0.19847661,1.0078167,-0.037009235,-0.008812696,0.11518565,-0.037599843,-0.0066248733,0.108761385,-0.038909633,-0.006923372,0.116705574,-0.035362,-0.008276762,0.11400078,0.113232076,0.11289072
+0.24813828,1.2538642,-0.03633039,-0.008854662,0.11186183,-0.03660164,-0.0062608374,0.116610646,-0.038637035,-0.007435958,0.11683507,-0.035853837,-0.006953055,0.112077124,0.0870496,0.08821678
+0.2320873,1.2501504,-0.035919312,-0.0058826623,0.115707606,-0.03766757,-0.0045964904,0.114033476,-0.037938002,-0.0032015378,0.11918908,-0.036159936,-0.0050435225,0.1151964,0.4212907,0.4216833
+0.14855999,0.91342366,-0.035300847,-0.006476337,0.112553276,-0.036731444,-0.006220575,0.11287854,-0.039817918,-0.00093643926,0.12048089,-0.03664857,-0.0027189134,0.11393678,1.1838968,1.1836476
+0.286616,1.6294996,-0.034559127,-0.007892826,0.112849735,-0.03635421,-0.007092867,0.113720715,-0.038187098,-0.0036685588,0.11604535,-0.032947145,-0.0065920856,0.11267067,0.720282,0.7204361
+0.22169335,1.2815133,-0.036560196,-0.0064454405,0.11429456,-0.040216886,-0.0039356407,0.11728652,-0.038583625,-0.004801426,0.1187945,-0.0332415,-0.008369835,0.11428171,0.8154885,0.81569767
+0.28233272,1.4768755,-0.037755247,-0.007559973,0.11503716,-0.040136192,-0.0047775786,0.11696567,-0.03855029,-0.003500335,0.119454205,-0.036035176,-0.007870753,0.110984944,0.26573646,0.26610613
+0.16944818,0.91117436,-0.039184973,-0.0054527335,0.11512928,-0.03963415,-0.0036777481,0.11916497,-0.041101333,-0.0021192618,0.11725576,-0.036999434,-0.006857841,0.114136785,0.41173917,0.4124341
+0.15139806,0.7625965,-0.04025018,-0.0031619854,0.119175725,-0.041172314,-0.0029498786,0.118543655,-0.036567334,-0.0074157454,0.11311836,-0.038856547,-0.0016676132,0.11723958,0.07217771,0.07215977
+0.16791566,0.8769098,-0.03817097,-0.0042599505,0.11565493,-0.039215114,-0.0054760985,0.11383219,-0.03801621,-0.004905612,0.118058324,-0.04061159,0.00048969314,0.11662204,0.2569142,0.25745344
+0.15516667,0.893674,-0.036875773,-0.0074219992,0.11857399,-0.03678138,-0.007328073,0.117690854,-0.037070658,-0.007742623,0.1189446,-0.04114851,-0.0019215327,0.1226487,0.79414636,0.79457617
+0.21200055,1.2107679,-0.032126267,-0.0136351995,0.11844133,-0.033900928,-0.009797583,0.11866176,-0.03231209,-0.012403836,0.114150316,-0.040686283,-0.0043208823,0.12741432,0.7462587,0.74628496
+0.15035352,0.7954512,-0.030857928,-0.013494732,0.11068551,-0.03482141,-0.008680621,0.11399339,-0.03350809,-0.010094086,0.11509816,-0.039715122,-0.0072575915,0.11855301,0.3255589,0.32566977
+0.21978472,1.1265024,-0.033918504,-0.009543622,0.10694812,-0.03560626,-0.0073077735,0.11008758,-0.03746241,-0.0069720335,0.10505284,-0.039521676,-0.005595504,0.11217125,0.1608941,0.16061163
+0.16664252,0.93838525,-0.034508716,-0.005520654,0.10767977,-0.037247945,-0.0036774976,0.114284255,-0.03767689,-0.0052081393,0.11128094,-0.03840402,-0.0035496308,0.11025122,0.66641504,0.66625786
+0.15966612,0.9162298,-0.037064433,-0.0013607964,0.115420125,-0.039273575,-0.0006436128,0.12184553,-0.039030053,0.0007946417,0.122122124,-0.037250396,-0.0013040975,0.11794888,0.77366495,0.77354145
+0.30892685,1.6381886,-0.03916395,0.0015842887,0.11944794,-0.03772077,-0.0014162157,0.1179848,-0.03616691,-0.0035587484,0.12205995,-0.038390074,-0.00035093352,0.123605266,0.33802897,0.33796692
+0.22732216,1.1446569,-0.038715582,-0.0028632833,0.122338034,-0.036540307,-0.005936291,0.11958417,-0.03806928,-0.0060770847,0.11828822,-0.036374744,-0.0050734747,0.11727156,0.070586085,0.070525646
+0.084785186,0.41971055,-0.039638367,-0.008628932,0.117696196,-0.038606662,-0.008780272,0.11207446,-0.040202472,-0.008879383,0.11437604,-0.037405442,-0.006710113,0.11195575,-0.013757348,-0.014587879
+0.16574036,0.8783153,-0.040931385,-0.009388929,0.117347375,-0.03867211,-0.0093125645,0.113287516,-0.039025616,-0.008638404,0.117323846,-0.036967073,-0.008508366,0.1153784,0.33432811,0.33447552
+0.19884063,1.1120735,-0.04077997,-0.006428997,0.118865654,-0.039328873,-0.00280983,0.1181957,-0.038517687,-0.0046177376,0.11548047,-0.03839418,-0.006052154,0.11461146,0.62792295,0.6279187
+0.2270817,1.3344322,-0.036223527,-0.0064451876,0.114697605,-0.035983395,-0.0030459194,0.11463207,-0.0358978,-0.005445271,0.11382988,-0.033138115,-0.011126442,0.11215197,0.9115885,0.9115715
+0.1936167,1.1118456,-0.030585099,-0.012842557,0.11315601,-0.03335166,-0.009240945,0.11502704,-0.036197662,-0.006991751,0.11791448,-0.03332578,-0.00989055,0.115614,0.7777506,0.7776394
+0.14199856,0.8254225,-0.033697378,-0.009633514,0.112828895,-0.036101185,-0.0066684084,0.11470321,-0.03748736,-0.0071851606,0.11393095,-0.035695117,-0.010965545,0.11158496,0.8484918,0.84802437
+0.17342904,0.98363733,-0.033268776,-0.0101687815,0.10984717,-0.035749596,-0.008411383,0.11038424,-0.037181657,-0.0072945543,0.1151747,-0.03514075,-0.011134994,0.11236721,0.70704496,0.70682955
+0.17440203,1.0114037,-0.03745062,-0.0018150434,0.11582048,-0.038811784,-0.0031388113,0.11520687,-0.041672304,0.0010582544,0.11882166,-0.037266735,-0.002721278,0.11546719,0.8343505,0.8343959
+0.28907454,1.5863189,-0.040014174,0.0008790577,0.120159924,-0.039131682,1.9662082e-05,0.11663261,-0.04074315,0.0009004772,0.119201116,-0.035236254,-0.0046499465,0.11392299,0.5226792,0.52270746
+0.22658277,1.3463563,-0.036937796,-0.003571434,0.11856452,-0.036430918,-0.0029300964,0.11969525,-0.03834936,-0.00347496,0.11899215,-0.03228737,-0.009886565,0.11347531,0.9770772,0.9771371
+0.29923826,1.6681631,-0.036507707,-0.0076500587,0.11701651,-0.03769638,-0.008138694,0.1209319,-0.036909375,-0.009218158,0.117989674,-0.034528445,-0.008891067,0.11344622,0.6096307,0.60982895
+0.20235497,1.1503797,-0.037255537,-0.007717517,0.111187056,-0.037497077,-0.008928917,0.11280633,-0.035619494,-0.010047305,0.11010836,-0.037348557,-0.0054073436,0.11199009,0.7192953,0.72008944
+0.16043547,0.8396496,-0.038282927,-0.0036693588,0.11228083,-0.038831953,-0.0027770363,0.11432252,-0.03702705,-0.004742028,0.111522034,-0.03750537,-0.0012345286,0.11573848,0.26781094,0.26869678
+0.14137168,0.71543074,-0.03915854,-0.0015622545,0.11384207,-0.040581815,-0.0004595667,0.11542648,-0.03850854,-0.0041082697,0.11577589,-0.04038617,0.0029430836,0.11443697,0.095734596,0.0957675
+0.15216702,0.8315134,-0.04020505,-0.00094500184,0.11913068,-0.040146265,-0.001877524,0.11870199,-0.03670445,-0.006052674,0.116703905,-0.042254414,0.0029664822,0.11990302,0.49987674,0.499609
+0.14142056,0.8583539,-0.037263136,-0.0053090677,0.12438427,-0.036827568,-0.0052895565,0.1235362,-0.031451922,-0.0106966365,0.11704025,-0.041380886,-0.00032064412,0.12650685,1.1047543,1.1046433
+0.28031248,1.4910129,-0.03510602,-0.010022263,0.11898303,-0.035399053,-0.010203447,0.11870174,-0.031437654,-0.015143292,0.116308235,-0.04346389,-0.0003123749,0.12583603,0.35428143,0.35424042
+0.12103892,0.62756115,-0.03678021,-0.010444012,0.111426264,-0.037463922,-0.009495752,0.109594844,-0.03472389,-0.0129832635,0.10918857,-0.043259077,-0.0033140108,0.11784761,0.21988761,0.21991873
+0.14535733,0.7427868,-0.03781269,-0.006129141,0.10565423,-0.037853282,-0.004828848,0.10720103,-0.03735381,-0.0066991355,0.10663251,-0.041768696,-0.0017313324,0.1149669,0.1452843,0.1452055
+0.22612655,1.1707878,-0.03729477,-0.0023410255,0.1115766,-0.038736597,-0.0010669427,0.11349864,-0.036948267,-0.0018156506,0.110241406,-0.040506948,0.0010566264,0.11695336,0.21267891,0.21270847
+0.21575107,1.2124249,-0.037334595,-0.0028698398,0.12013708,-0.037894428,-0.001975202,0.120063804,-0.038966622,-0.0013798224,0.12064693,-0.03776311,-0.0012424169,0.12108807,0.6546971,0.654685
+0.16346547,0.8880857,-0.035267036,-0.004394859,0.12181066,-0.035564035,-0.0056914715,0.12209982,-0.037165683,-0.003608388,0.1232281,-0.03745255,-0.0025652656,0.12362905,0.4681545,0.4679947
+0.15937273,0.83876014,-0.035661124,-0.009145986,0.11547481,-0.036436737,-0.008606895,0.114883795,-0.037636284,-0.006102248,0.12101978,-0.03502621,-0.008665429,0.11216657,0.29811972,0.29801416
+0.17416078,0.99177927,-0.038295608,-0.0092232395,0.11192554,-0.038219165,-0.009063299,0.114229575,-0.039483733,-0.010028235,0.11516765,-0.037055243,-0.006257659,0.1138366,0.7297522,0.7297492
+0.1859495,1.0839087,-0.038305126,-0.0056896918,0.1139069,-0.039190665,-0.003967451,0.115750864,-0.038875725,-0.007976337,0.11494723,-0.035923526,-0.0045244507,0.112066016,0.86418855,0.86417913
+0.20934929,1.2944933,-0.03635412,-0.0033001695,0.11537823,-0.036512535,-0.004299877,0.11606435,-0.035426635,-0.003589198,0.1127637,-0.034868326,-0.0044228947,0.11369069,1.2185526,1.2185445
+0.30642527,1.7031132,-0.036011927,-0.0043384684,0.11869037,-0.03542204,-0.0055121463,0.115680054,-0.035267044,-0.003101985,0.11323527,-0.033229228,-0.008183923,0.11316264,0.5931251,0.59313536
+0.17292793,1.078234,-0.03642967,-0.003129867,0.11452405,-0.037475966,-0.0028401967,0.11520399,-0.034890797,-0.004721896,0.11250003,-0.03673094,-0.0033034924,0.111907065,1.2705803,1.2702942
+0.14953679,0.85260016,-0.038898166,-0.0027465392,0.11961078,-0.037814323,-0.005953987,0.115820855,-0.037465017,-0.002964737,0.11887251,-0.037666894,-0.0065722857,0.1127859,0.7369584,0.7367387
+0.14584245,0.7957544,-0.040502947,-0.0015979586,0.1179942,-0.03943504,-0.00234038,0.11707841,-0.039671898,-0.0012492873,0.116225064,-0.039374687,-0.00427254,0.11276615,0.49181074,0.4913907
+0.1706616,1.0052252,-0.042299617,0.0032536741,0.119319014,-0.04183162,0.0021652896,0.12063542,-0.040745858,0.0028667059,0.11804663,-0.037737206,-0.0023742449,0.115792826,0.9253162,0.9252968
+0.24806917,1.4039003,-0.041675366,0.0019001728,0.12739885,-0.03897769,-0.0017907191,0.1243228,-0.04117468,0.0010156268,0.12757178,-0.033947956,-0.0069269063,0.11782015,0.694469,0.69444036
+0.2612982,1.4491235,-0.041444376,-0.0012194319,0.12256123,-0.037536304,-0.008085236,0.11892247,-0.042624272,-0.0009138305,0.1236184,-0.035037383,-0.009218108,0.11355481,0.58093756,0.58099127
+0.28666005,1.5461503,-0.040242713,-0.005292844,0.11841118,-0.037556846,-0.008261854,0.114446476,-0.040829744,-0.0053107245,0.116078295,-0.03639773,-0.006708779,0.10965327,0.4285472,0.42880297
+0.17534956,0.9801437,-0.038001325,-0.0024467064,0.11297331,-0.038244363,-0.0023339158,0.109576285,-0.038505264,-0.0023855437,0.11188579,-0.036290083,-0.0011814237,0.109675035,0.62458867,0.6247864
+0.15225479,0.8447681,-0.038344532,-0.0017843451,0.11696919,-0.037920468,-0.001543833,0.1157733,-0.03801434,-0.001790435,0.11846885,-0.038372017,0.0018903315,0.11430345,0.58410954,0.58351517
+0.14814,0.825596,-0.03963897,-0.002395708,0.11662101,-0.038916126,-0.0022537857,0.11625105,-0.038452256,-0.0024744608,0.11885017,-0.039027322,-0.0008209245,0.11642218,0.60876167,0.6082101
+0.14195114,0.80217975,-0.03788685,-0.0035813162,0.11801958,-0.03871605,-0.0018803235,0.1206232,-0.03623424,-0.0047105104,0.11936578,-0.039320353,-0.00024922658,0.12038336,0.6863314,0.6862278
+0.17235923,0.99702215,-0.038662273,-0.005633504,0.11979903,-0.038413227,-0.005859072,0.12280235,-0.037240945,-0.00717122,0.11817466,-0.040275443,-0.0015289439,0.12371421,0.8199723,0.81968975

training/marl/Airfoil3D-hard-v0/PPO/3/training_log.csv

@@ -43,3 +43,25 @@ step,training/mean_reward,training/mean_global_reward,training/mean_drag,trainin
 7800,2.0547144412994385,2.018740713596344,0.19303470409475268,1.2574570766091346,,,
 8000,1.825852632522583,1.7986877274513244,0.2037522228434682,1.2927338111400604,,,
 8000,,,,,0.28042959846556187,1.3463538670539856,-0.0992523580789566
+8200,1.944032907485962,1.9091750860214234,0.19497237656265498,1.2507716178894044,,,
+8400,2.1443569660186768,2.114613037109375,0.19537499908357858,1.2667816443741322,,,
+8600,2.040410041809082,1.9987603116035462,0.19724085107445716,1.2776497235894204,,,
+8800,1.8134300708770752,1.7850784873962402,0.20011478966102003,1.2792448598146438,,,
+9000,2.1822054386138916,2.126669921875,0.18311930852010846,1.1980313231050967,,,
+9200,1.70155668258667,1.6689075136184692,0.20772881785407663,1.3048582096397876,,,
+9400,1.7672512531280518,1.7369469547271728,0.2005853710323572,1.2742564755678176,,,
+9600,2.0404534339904785,1.9938621091842652,0.18790444491431116,1.2317799881100655,,,
+9800,1.7385241985321045,1.7120156836509706,0.19773518282920122,1.26775897949934,,,
+10000,1.905867576599121,1.8756411790847778,0.2006499751843512,1.2763632509112357,,,
+10000,,,,,0.2732867746986449,1.3366491678357124,0.12881039083003998
+10200,1.9537904262542725,1.9142339086532594,0.19653651766479016,1.2645212832093238,,,
+10400,1.995383620262146,1.9472530484199524,0.20222996581345798,1.2958759930729866,,,
+10600,1.8881372213363647,1.844492793083191,0.19674127753823994,1.2602309364080428,,,
+10800,2.0070245265960693,1.9684958505630492,0.18349327066913246,1.2008603546023369,,,
+11000,1.8705434799194336,1.8347737216949462,0.1971595112979412,1.2581332904100417,,,
+11200,2.2823123931884766,2.1832695388793946,0.18980671470053495,1.2407576458156109,,,
+11400,1.8339062929153442,1.8084288072586059,0.1940072962269187,1.2527039620280265,,,
+11600,2.057694673538208,2.016892364025116,0.1949160740710795,1.2614647620916366,,,
+11800,1.7601613998413086,1.7047866868972779,0.1993057853728533,1.2565730383992195,,,
+12000,1.824559211730957,1.7917985105514527,0.19593967279419303,1.2461269474029542,,,
+12000,,,,,0.20321306273341178,1.1336223720014096,0.6435527801513672

training/marl/Airfoil3D-hard-v0/PPO/4/eval_sequence_10000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.2180035,1.1209729,-0.043288052,0.07550728,-0.043145046,-0.046167087,0.07627775,-0.051452458,-0.04100992,0.076297045,-0.041963063,-0.05134343,0.070326805,-0.049326304,0.17714673,0.17712545
+0.29931083,1.4320507,-0.041768733,0.081096366,-0.043527663,-0.05029003,0.07429148,-0.054280013,-0.042748358,0.07664404,-0.039697487,-0.05483639,0.07031958,-0.0529644,-0.18016028,-0.18037605
+0.27065447,1.2997651,-0.04124092,0.07972412,-0.04320342,-0.05140871,0.07484577,-0.050822828,-0.046817835,0.07326309,-0.038128227,-0.053825725,0.07093486,-0.04818883,-0.16247666,-0.16256523
+0.40645874,1.9241035,-0.04630625,0.07756145,-0.044536397,-0.052517075,0.0717231,-0.050606634,-0.05175432,0.06686477,-0.03884463,-0.050830588,0.07266985,-0.04899095,-0.23094583,-0.23104715
+0.32654244,1.6016245,-0.046301406,0.07572455,-0.04466028,-0.0513279,0.07457955,-0.05288811,-0.050969224,0.06987853,-0.0441894,-0.0485601,0.074544966,-0.0476675,-0.059993267,-0.060071945
+0.2514841,1.3406131,-0.043644268,0.07628475,-0.045183703,-0.04608802,0.07562865,-0.045404986,-0.04761571,0.071398206,-0.04364355,-0.042358,0.07700362,-0.045087926,0.36627376,0.36593723
+0.33790126,1.6901901,-0.04151809,0.07951694,-0.048359446,-0.046474587,0.075899065,-0.048286945,-0.047881592,0.07287994,-0.046888474,-0.041274805,0.080709204,-0.048512295,0.037404597,0.037154198
+0.22337794,1.2207395,-0.045683555,0.07669233,-0.053866886,-0.0443705,0.07879388,-0.04962978,-0.045765176,0.07813467,-0.049061112,-0.045521006,0.07697132,-0.050255004,0.5001767,0.5000367
+0.13294208,0.7941871,-0.043562744,0.078681946,-0.048265092,-0.04518215,0.07707915,-0.049252532,-0.044578414,0.07860386,-0.046023794,-0.048577912,0.07392539,-0.050773356,1.0086287,1.0090637
+0.28565896,1.3490562,-0.043644305,0.07775776,-0.04448294,-0.04326318,0.07654542,-0.042313017,-0.04349638,0.077280894,-0.044323057,-0.04956167,0.07273897,-0.050471906,-0.24441296,-0.24225807
+0.22820769,1.0092815,-0.04530111,0.07727164,-0.047056295,-0.041726716,0.075821206,-0.041147113,-0.04615817,0.075136915,-0.04682485,-0.04774835,0.07346603,-0.04560171,-0.5456844,-0.5422249
+0.2186596,0.96023357,-0.04492873,0.07557964,-0.04210292,-0.046277743,0.07307101,-0.044644587,-0.048062947,0.07307634,-0.04409913,-0.05151274,0.070893124,-0.047833692,-0.574832,-0.5734153
+0.31520066,1.3024917,-0.049767572,0.070720345,-0.0431541,-0.0470551,0.07075682,-0.039366316,-0.045362845,0.07465993,-0.041425347,-0.05106866,0.07226555,-0.050724126,-0.8326294,-0.83260775
+0.18138169,0.9203541,-0.05001335,0.070902534,-0.045192525,-0.048233025,0.07287477,-0.04159752,-0.04367905,0.07570677,-0.043011796,-0.051757623,0.07183842,-0.052070953,0.110319555,0.109259605
+0.32305992,1.4406058,-0.0462583,0.074856535,-0.045825027,-0.048613865,0.07399598,-0.044886187,-0.044939924,0.07480094,-0.03696965,-0.051271405,0.07236647,-0.050134987,-0.5054622,-0.50561714
+0.36777666,1.7443728,-0.0453165,0.07796167,-0.049086854,-0.04569552,0.07525356,-0.046368834,-0.0450265,0.0759022,-0.036491424,-0.04929534,0.07454927,-0.054077264,-0.22185916,-0.22184753
+0.24023879,1.2372448,-0.04734871,0.0782135,-0.05129596,-0.04208783,0.080321744,-0.046765435,-0.044685513,0.077344865,-0.040882073,-0.050765872,0.07768644,-0.06595251,0.1847511,0.18519354
+0.24015193,1.2948679,-0.049431365,0.076650634,-0.052167553,-0.044229288,0.079029314,-0.047208477,-0.046249714,0.07511331,-0.0398746,-0.046678048,0.07791284,-0.059391968,0.4262871,0.42700005
+0.23461658,1.0775434,-0.047858514,0.07155498,-0.040345006,-0.05058265,0.06958775,-0.049725205,-0.044878542,0.07403074,-0.033999715,-0.04407057,0.078107744,-0.055937942,-0.37265247,-0.3720851
+0.21801013,0.9762539,-0.05021615,0.07080713,-0.048499126,-0.049094003,0.07084069,-0.049885005,-0.045943614,0.07328954,-0.040160425,-0.046461876,0.07549262,-0.057118203,-0.4871655,-0.48684835
+0.21780665,0.9893328,-0.053071346,0.06812405,-0.049040113,-0.050618567,0.0717283,-0.05288415,-0.045790017,0.07535669,-0.041557275,-0.047519043,0.0736876,-0.055723954,-0.42259657,-0.42261696
+0.22820261,1.029919,-0.05127619,0.06564893,-0.04454644,-0.048909932,0.070729,-0.04500832,-0.048372377,0.072622806,-0.040013395,-0.04952209,0.07118207,-0.050277103,-0.45150262,-0.45169163
+0.20580092,0.97603357,-0.05334619,0.06779371,-0.043190747,-0.048574764,0.06941574,-0.04296214,-0.048568882,0.071186654,-0.040473692,-0.05040002,0.07135277,-0.048013248,-0.22204357,-0.22225904
+0.2465679,1.2855955,-0.04632427,0.075627625,-0.04583318,-0.0467747,0.069696546,-0.04532756,-0.046698857,0.074820265,-0.04626145,-0.046534378,0.070966646,-0.04081636,0.24954206,0.2490921
+0.19538565,0.9843673,-0.045947365,0.07776071,-0.054224662,-0.045703236,0.07559483,-0.044522207,-0.044589896,0.07881586,-0.05112638,-0.04616786,0.074022986,-0.046581205,0.0735513,0.07320404
+0.22063002,1.1491706,-0.045656707,0.07598959,-0.049806453,-0.046759684,0.0762749,-0.04340533,-0.04711331,0.077649415,-0.052182972,-0.047609422,0.07412918,-0.046048712,0.24394953,0.2437172
+0.17395586,1.0369662,-0.050055485,0.07207365,-0.05074964,-0.051231567,0.07095066,-0.04569178,-0.0488017,0.07597503,-0.050298467,-0.04883459,0.07432632,-0.04564388,0.9965227,0.9962187
+0.31094995,1.5757924,-0.047705233,0.075897396,-0.052433312,-0.051823,0.069779575,-0.045923624,-0.0494139,0.073650435,-0.05303827,-0.050315075,0.074569814,-0.050777532,0.10270053,0.10280275
+0.20037015,1.1590046,-0.04718265,0.07339732,-0.049180713,-0.0504296,0.07132666,-0.049813293,-0.047652323,0.0728776,-0.052277587,-0.052301597,0.07265809,-0.05388064,0.82017916,0.819448
+0.44445536,2.153542,-0.04519656,0.07242968,-0.047487643,-0.048706487,0.07493147,-0.05437477,-0.044819932,0.075848386,-0.051566098,-0.051263627,0.07442407,-0.058302544,-0.11934757,-0.11951876
+0.27102032,1.433692,-0.044186734,0.07583395,-0.04961002,-0.0452825,0.07592009,-0.0544902,-0.043213237,0.07670089,-0.048199847,-0.04747623,0.077952385,-0.06049168,0.3255583,0.32510996
+0.18140297,1.0486262,-0.044618737,0.07550874,-0.047428418,-0.044542667,0.077285245,-0.053737022,-0.0434308,0.074125245,-0.043831505,-0.046227556,0.07604845,-0.053580634,0.81714994,0.8157759
+0.20315473,1.0532517,-0.047848016,0.07217729,-0.045597136,-0.046178292,0.07584586,-0.054531246,-0.047132425,0.07242093,-0.0438328,-0.04899771,0.07228595,-0.05144578,0.22009164,0.21961117
+0.12720361,0.6006169,-0.05265448,0.068541124,-0.04867184,-0.045154396,0.077449396,-0.05067328,-0.048126165,0.072205395,-0.042153787,-0.051566444,0.07074879,-0.051018618,-0.24028677,-0.24317265
+0.25117013,1.2214754,-0.054406594,0.0669889,-0.048701487,-0.04519767,0.07552864,-0.04627514,-0.050443377,0.070150524,-0.042477407,-0.054643624,0.0667278,-0.04952845,-0.10144311,-0.10172987
+0.28934953,1.484905,-0.05597551,0.0667852,-0.046894595,-0.04797298,0.07151215,-0.042988703,-0.051560096,0.069039464,-0.043783166,-0.052381106,0.0690354,-0.04644715,0.16706115,0.16700363
+0.06324791,0.63105905,-0.051682305,0.070643805,-0.04270464,-0.050315727,0.07013463,-0.046100955,-0.04761074,0.07380816,-0.044423804,-0.051954202,0.0714637,-0.047782198,5.0193,5.012678
+0.27237296,1.4449397,-0.049520086,0.07331593,-0.04595494,-0.049859725,0.07018547,-0.045553178,-0.04235738,0.07884288,-0.0431946,-0.048404124,0.07276443,-0.050736118,0.34033316,0.34013462
+0.27035138,1.4848614,-0.045507625,0.077737495,-0.049214657,-0.049311798,0.07370812,-0.04518116,-0.04205052,0.07954642,-0.043433864,-0.04624338,0.07880213,-0.056210503,0.5277085,0.52746916
+0.20639054,1.2653313,-0.044329736,0.079887494,-0.051305022,-0.0482269,0.076195225,-0.047893304,-0.04284509,0.08141637,-0.046087526,-0.045668323,0.07809083,-0.058306098,1.1659391,1.1658921
+0.48022574,2.2925248,-0.04582338,0.079476774,-0.051496204,-0.050472304,0.07377502,-0.04466545,-0.043750223,0.07930069,-0.046964947,-0.048735116,0.07745989,-0.06310774,-0.19127095,-0.19102144
+0.34085444,1.7611569,-0.047512945,0.07560235,-0.048407417,-0.048570577,0.07140562,-0.04272023,-0.043173905,0.07798487,-0.04449612,-0.04526105,0.07694338,-0.053154968,0.20143151,0.20201921
+0.32330877,1.7350811,-0.045939036,0.07459825,-0.04729004,-0.043941356,0.07289431,-0.039294623,-0.043624368,0.075620145,-0.044348743,-0.044288743,0.07432985,-0.046439297,0.4015926,0.4017682
+0.27176687,1.524851,-0.043864667,0.07525058,-0.045969352,-0.04350953,0.07504113,-0.04652664,-0.044068146,0.07363345,-0.046194986,-0.045449164,0.072022304,-0.05037077,0.6465745,0.64600945
+0.26148042,1.4501864,-0.044484112,0.074429326,-0.045124345,-0.04249222,0.07907568,-0.049354013,-0.04462263,0.07405518,-0.047739126,-0.047007162,0.06909664,-0.05044976,0.5810801,0.58119154
+0.37265787,1.8062551,-0.04496757,0.07426454,-0.04437676,-0.042433348,0.07997066,-0.049374282,-0.045069594,0.07472307,-0.044880025,-0.045026787,0.074309,-0.04852114,-0.11832023,-0.117916584
+0.18230374,1.0659407,-0.044852577,0.07467915,-0.04340287,-0.044185873,0.076117545,-0.04354787,-0.049003605,0.07269934,-0.047260728,-0.045102645,0.075604394,-0.04523309,0.88196105,0.88218975
+0.23555775,1.2420468,-0.044697527,0.075609446,-0.039585352,-0.04508431,0.07447705,-0.041002795,-0.051781368,0.07123195,-0.05079485,-0.048085194,0.073967844,-0.044374324,0.3084311,0.3079219
+0.22478807,1.2009063,-0.045612365,0.073779106,-0.04222616,-0.045464646,0.07420322,-0.03953645,-0.050365552,0.071960256,-0.0456565,-0.046124715,0.073454484,-0.044062067,0.37855846,0.3775239
+0.20039067,1.1642078,-0.044880513,0.07399873,-0.040118776,-0.045407135,0.07459594,-0.037777033,-0.05038936,0.072017446,-0.04301942,-0.043867003,0.07634126,-0.04167052,0.84606886,0.84482145
+0.19822094,1.0868514,-0.04918364,0.07182518,-0.043459296,-0.04501877,0.07493446,-0.037367735,-0.04604928,0.0766456,-0.043463353,-0.04363994,0.07663806,-0.043776095,0.5186377,0.51816034
+0.2865096,1.5387352,-0.05091027,0.0699987,-0.045143433,-0.043021645,0.07681462,-0.039416444,-0.045379877,0.076372474,-0.044369455,-0.041523937,0.07751076,-0.04535008,0.40550262,0.4057536
+0.18864964,1.094112,-0.05186669,0.0710949,-0.047768194,-0.042007614,0.077855155,-0.03994934,-0.04808006,0.071461484,-0.047010124,-0.049005162,0.07139887,-0.04848215,0.83461314,0.8348346
+0.1609395,0.9963441,-0.052924074,0.07084145,-0.051969282,-0.04301289,0.07982916,-0.04179547,-0.045206685,0.0756622,-0.049575876,-0.05234058,0.071314864,-0.052564032,1.2260706,1.2259293
+0.22011428,1.2583646,-0.050215688,0.07473816,-0.053092018,-0.0461553,0.07807279,-0.04430329,-0.046984863,0.076838076,-0.053076997,-0.05378342,0.07098868,-0.055571645,0.75207925,0.75199986
+0.16919996,1.0970205,-0.050357617,0.074490726,-0.05347719,-0.045020986,0.076872185,-0.04415883,-0.047264468,0.07480578,-0.045759194,-0.05546321,0.06906232,-0.056782424,1.519028,1.5187049
+0.21426737,1.2457615,-0.047755558,0.07437888,-0.050016392,-0.043573465,0.0749307,-0.04010862,-0.04625087,0.07374413,-0.04376252,-0.051766716,0.069587395,-0.04971814,0.84924096,0.84918165
+0.2732136,1.4656705,-0.047842152,0.074522376,-0.047766447,-0.04342769,0.07224013,-0.041808195,-0.04818424,0.07137478,-0.046009623,-0.050400946,0.07227357,-0.05024519,0.39973366,0.39968967
+0.1407237,0.8909745,-0.044797894,0.074479386,-0.045560513,-0.04287904,0.074509054,-0.040350262,-0.04622694,0.073310204,-0.04891598,-0.049584445,0.0727752,-0.05273719,1.3661993,1.3665051
+0.14624049,0.86167705,-0.04751202,0.07529117,-0.046467267,-0.047836892,0.07428476,-0.043488335,-0.048126604,0.07515101,-0.050903246,-0.048337076,0.07352192,-0.0537373,0.92650783,0.92732286
+0.1285716,0.8559002,-0.04939464,0.073677346,-0.04653978,-0.051899556,0.07266146,-0.044000953,-0.04879893,0.073622495,-0.04753839,-0.05054445,0.07377152,-0.05470702,1.6917634,1.6921234
+0.28661838,1.5061251,-0.04675262,0.07503047,-0.04184701,-0.05091786,0.07182968,-0.042852502,-0.04883679,0.074227124,-0.04502496,-0.048807684,0.07363199,-0.05069378,0.28998095,0.28994036
+0.3251958,1.7093488,-0.047673885,0.074987456,-0.04073537,-0.04828663,0.073838316,-0.044524685,-0.044741232,0.07689418,-0.040976908,-0.04680565,0.0743957,-0.04935868,0.29162753,0.29149866
+0.17207748,1.1307862,-0.04437342,0.077545285,-0.039781112,-0.04201023,0.07780834,-0.04655687,-0.044098668,0.07834145,-0.042736102,-0.04532827,0.075059235,-0.04444325,1.6083552,1.6065087
+0.2161534,1.2115735,-0.041399274,0.07791767,-0.03822023,-0.042247467,0.07921052,-0.049485885,-0.043695033,0.07833782,-0.04659009,-0.046806883,0.075634986,-0.04720333,0.64092296,0.64028645
+0.17795059,1.0664799,-0.041638948,0.0802031,-0.043851484,-0.045642775,0.07754879,-0.048069146,-0.043345656,0.07827191,-0.0435876,-0.051476754,0.07377035,-0.049602553,1.0320435,1.0282545
+0.16982375,1.0256922,-0.040788986,0.08038062,-0.04272419,-0.0500431,0.074831486,-0.04964065,-0.044433307,0.07720424,-0.044305716,-0.049751345,0.073565185,-0.04872439,1.0795407,1.0748758
+0.25427377,1.3669024,-0.04081265,0.07830261,-0.040468205,-0.04927132,0.074517444,-0.04798711,-0.042296853,0.07765792,-0.043740306,-0.04898307,0.07272206,-0.04474652,0.4115765,0.41084146
+0.21004575,1.3065097,-0.04171522,0.076738074,-0.042508174,-0.048110217,0.074531496,-0.04614846,-0.043450676,0.07688506,-0.046655793,-0.048576858,0.07242303,-0.046411995,1.2566772,1.25525
+0.2523355,1.4083204,-0.043784898,0.0750158,-0.046831768,-0.04696701,0.07324079,-0.044121556,-0.04228696,0.07734749,-0.046255175,-0.04420281,0.07781376,-0.04692872,0.6164771,0.6162734
+0.31765437,1.6704168,-0.04443203,0.07612947,-0.0470067,-0.043230113,0.07820532,-0.048998922,-0.042560298,0.07598448,-0.042338215,-0.04362364,0.07918333,-0.049638182,0.29352087,0.2937293
+0.282484,1.5146669,-0.04637712,0.07691148,-0.047221977,-0.03859362,0.08364692,-0.04391886,-0.043203834,0.076451674,-0.041318845,-0.044199202,0.08000693,-0.0490623,0.3964557,0.3970871
+0.2888301,1.4200516,-0.04652722,0.07767391,-0.04751882,-0.042295817,0.08078398,-0.040239606,-0.043120064,0.0767884,-0.042303633,-0.045929052,0.07762587,-0.046958216,-0.048842013,-0.04830599
+0.19648148,1.031831,-0.045858793,0.07614584,-0.04052056,-0.04224279,0.077978775,-0.04007561,-0.047235798,0.075074926,-0.04375848,-0.04562732,0.07520437,-0.042029936,0.2865355,0.28667402
+0.20910014,1.1260738,-0.047972478,0.07380287,-0.03738887,-0.041847706,0.076651804,-0.03870614,-0.05105736,0.07160902,-0.046616208,-0.043908518,0.07407208,-0.039615028,0.42036378,0.4204631
+0.21366546,1.1644311,-0.05046681,0.07154529,-0.041702077,-0.04387831,0.07364425,-0.036038093,-0.05055118,0.07092401,-0.040840432,-0.04308307,0.073816806,-0.040181354,0.48485368,0.4849167
+0.38889697,1.9044018,-0.047507342,0.07367273,-0.040233184,-0.045354705,0.07168727,-0.040208187,-0.04879333,0.074120075,-0.04172075,-0.04148596,0.07725321,-0.040298585,-0.06797433,-0.06793833
+0.24949221,1.3661045,-0.045123886,0.07873757,-0.042881545,-0.044336867,0.075717166,-0.041927606,-0.04424953,0.079025,-0.045655034,-0.04219237,0.07851024,-0.04029585,0.5106269,0.5106702
+0.3062419,1.5942414,-0.043750335,0.078279465,-0.04052211,-0.042597335,0.07974465,-0.041541487,-0.042445015,0.08242777,-0.04342833,-0.04485619,0.07856704,-0.043198116,0.24089772,0.2409544
+0.42728937,2.1112196,-0.041024156,0.08186051,-0.043357998,-0.043222185,0.078604124,-0.041119456,-0.042868856,0.08149247,-0.0411383,-0.045094598,0.07722013,-0.03928822,-0.023929,-0.023909569
+0.29802346,1.5922275,-0.046004195,0.075596586,-0.04392581,-0.04485313,0.07637799,-0.044791806,-0.044570852,0.076431,-0.038817808,-0.04447531,0.07400973,-0.038727086,0.37781358,0.37775517
+0.36168507,1.7536126,-0.04753652,0.073063195,-0.03968291,-0.045678187,0.07397789,-0.052220967,-0.04312811,0.07625086,-0.037804097,-0.043358743,0.07656835,-0.043444257,-0.11653781,-0.11641741
+0.07457538,0.60645103,-0.046214942,0.07387092,-0.04151029,-0.04306132,0.07683039,-0.051560257,-0.044663753,0.073120624,-0.042011473,-0.04334963,0.07523665,-0.046167668,3.170836,3.1671848
+0.33194813,1.5393305,-0.045278978,0.07594158,-0.04533216,-0.04499832,0.07752226,-0.049956903,-0.044855513,0.07331328,-0.04634773,-0.045780696,0.07605042,-0.050345436,-0.32753962,-0.32760763
+0.27113444,1.3791758,-0.045825943,0.07424307,-0.044189055,-0.045293298,0.07574861,-0.0436276,-0.046765897,0.071136355,-0.040427264,-0.049547195,0.07266888,-0.052156713,0.12199676,0.121816635
+0.27068275,1.4142739,-0.042966142,0.07569099,-0.043520145,-0.04441775,0.07641093,-0.039537486,-0.04681129,0.07146191,-0.03927444,-0.051079553,0.07194914,-0.046470158,0.26016158,0.2599697
+0.2915133,1.5228844,-0.042302214,0.07834971,-0.048295796,-0.046179224,0.073428765,-0.041675914,-0.04777961,0.07396315,-0.044316757,-0.0491298,0.07319665,-0.042132933,0.2593096,0.25919533
+0.27685398,1.4443088,-0.042805333,0.07923084,-0.0447822,-0.042153925,0.07836637,-0.04260719,-0.04448474,0.077672526,-0.046594318,-0.04545279,0.07763858,-0.045716897,0.25200123,0.25199175
+0.3257347,1.5368325,-0.04522955,0.07862738,-0.04622313,-0.04444893,0.078130856,-0.04335377,-0.040456105,0.0802764,-0.04512456,-0.04314411,0.07804325,-0.039842293,-0.24720395,-0.24681997
+0.23034288,1.1448784,-0.05081689,0.073592335,-0.046072133,-0.044820428,0.07489434,-0.032805413,-0.04236683,0.07777119,-0.04323606,-0.046870124,0.07577969,-0.041804634,0.0047397017,0.0054531097
+0.38162252,1.6962794,-0.051447127,0.07091169,-0.0452445,-0.048131302,0.07196705,-0.041757666,-0.04602829,0.07352626,-0.04233404,-0.04837251,0.07109694,-0.044136543,-0.520168,-0.51995516
+0.13369986,0.8681996,-0.05336408,0.066228196,-0.043689247,-0.04868837,0.068683304,-0.0402093,-0.04513296,0.07356474,-0.039204612,-0.052859172,0.068412066,-0.050173257,1.5316126,1.5287766
+0.26003855,1.3157936,-0.052875284,0.06702426,-0.045756266,-0.04972843,0.06867263,-0.04262685,-0.047232132,0.07241403,-0.03642761,-0.051679622,0.06890206,-0.054896653,0.09535539,0.09512472
+0.25794816,1.3604858,-0.050793465,0.073769614,-0.046357594,-0.04661316,0.07553619,-0.04562705,-0.0449641,0.07419212,-0.04164514,-0.050261017,0.07505311,-0.058519207,0.30970234,0.30939102
+0.25919598,1.3977011,-0.045440402,0.081171066,-0.048875015,-0.04719646,0.07811664,-0.049356215,-0.044514332,0.07743617,-0.04168107,-0.05147402,0.07612185,-0.06002471,0.42792803,0.4275794
+0.25630176,1.4146465,-0.044554275,0.08157921,-0.04614719,-0.045347966,0.080322996,-0.050599065,-0.043439098,0.07922281,-0.042172108,-0.047549155,0.07743111,-0.056231964,0.5549428,0.55458736
+0.14864671,0.9889433,-0.046982344,0.07796781,-0.045561455,-0.04597349,0.07656991,-0.048684306,-0.04037966,0.08185096,-0.040168397,-0.046167754,0.0777999,-0.052338913,1.6899531,1.6881084
+0.082285926,0.73948634,-0.043798756,0.07546061,-0.041599967,-0.046726238,0.0744482,-0.049650725,-0.042541634,0.07997267,-0.042114772,-0.04545438,0.07753621,-0.05001066,4.0329742,4.02192
+0.16536404,0.982455,-0.045081127,0.07329705,-0.040877305,-0.046384808,0.074117824,-0.04827761,-0.04144968,0.07771538,-0.0457487,-0.044395898,0.076285176,-0.046242952,0.9771164,0.9762955
+0.24069642,1.1292523,-0.045333628,0.07041755,-0.04461908,-0.044542927,0.07323883,-0.044443555,-0.04071924,0.07619411,-0.040923283,-0.04684459,0.0715089,-0.04423009,-0.27319193,-0.27326536
+0.18656462,0.8782807,-0.04554721,0.07377657,-0.041131932,-0.04643451,0.07287562,-0.04528703,-0.045045856,0.07321671,-0.041664436,-0.047742974,0.071710765,-0.041195575,-0.25734705,-0.25722075
+0.3040486,1.4591963,-0.04707521,0.07460418,-0.042584304,-0.04923242,0.073652156,-0.046220664,-0.050129652,0.07048035,-0.045145027,-0.04982831,0.07202287,-0.042457666,-0.16576797,-0.16564894
+0.25930244,1.4299948,-0.04685921,0.074820995,-0.04573344,-0.046533022,0.0744843,-0.039887276,-0.049114738,0.071177915,-0.04302982,-0.0484053,0.07165095,-0.04299516,0.5498706,0.54990625
+0.32998696,1.7535816,-0.045644242,0.07713427,-0.045714308,-0.044584706,0.07676709,-0.040512502,-0.047811035,0.07442627,-0.043165643,-0.04741668,0.07491007,-0.0399074,0.34931707,0.3492241
+0.34274518,1.7897971,-0.04266972,0.07857522,-0.04710216,-0.04214534,0.0788938,-0.04437314,-0.04298557,0.07879708,-0.044018477,-0.04362322,0.07880555,-0.04196732,0.25722116,0.25707722
+0.38349643,1.9392699,-0.044055995,0.077540874,-0.048809443,-0.043239776,0.07831612,-0.04564662,-0.042640243,0.07979967,-0.04683167,-0.040954713,0.08092752,-0.042244304,0.09203726,0.09194374
+0.45523164,2.089498,-0.044502627,0.07580828,-0.046762437,-0.042805586,0.07775803,-0.044800803,-0.043031335,0.0782648,-0.04565747,-0.042634454,0.0802339,-0.04228364,-0.3750077,-0.37490273
+0.18432002,0.9716526,-0.047140837,0.07293509,-0.048256636,-0.043971747,0.07663946,-0.045199964,-0.04559846,0.074016914,-0.045443393,-0.04419024,0.07626487,-0.04126226,0.30755454,0.30668306
+0.3035145,1.4073658,-0.04669627,0.07161248,-0.04248246,-0.043645002,0.07471602,-0.0413946,-0.046735007,0.07146925,-0.044707086,-0.043325763,0.075892925,-0.04068525,-0.32801515,-0.32797146
+0.378184,1.810816,-0.04892325,0.07017586,-0.04447151,-0.047115065,0.07264957,-0.039011177,-0.046971794,0.070006415,-0.042750884,-0.042106774,0.074807346,-0.042599797,-0.17686695,-0.17668152
+0.305441,1.5653604,-0.05025232,0.07170804,-0.046232995,-0.04910073,0.06866944,-0.039444376,-0.047827967,0.069066554,-0.043925807,-0.045622956,0.074081734,-0.044775818,0.15993953,0.16004992
+0.28485316,1.5179825,-0.04655816,0.07604466,-0.046588965,-0.04607096,0.07440097,-0.037074488,-0.047973033,0.07339868,-0.040130276,-0.046631034,0.07486145,-0.044056002,0.3641011,0.3641305
+0.22807156,1.3492509,-0.0424178,0.08167766,-0.0475624,-0.042159144,0.08206445,-0.044535674,-0.045886252,0.07622282,-0.0398906,-0.046246793,0.07715851,-0.04347586,0.95106936,0.9510412
+0.501435,2.4011412,-0.044482633,0.07967852,-0.050870877,-0.045022123,0.07846932,-0.04712102,-0.043149356,0.078566596,-0.038637616,-0.045601048,0.078127846,-0.04361065,-0.1763891,-0.17633009
+0.4707777,2.203098,-0.04632565,0.07674292,-0.045971386,-0.042882085,0.07711941,-0.042448904,-0.044486523,0.07653414,-0.039201826,-0.043913286,0.07747279,-0.04246064,-0.28570366,-0.28517008
+0.4269282,1.903161,-0.04624275,0.074918255,-0.04123471,-0.04228148,0.07604415,-0.03916208,-0.044822615,0.07631615,-0.04589009,-0.04856741,0.0707935,-0.042070683,-0.5090062,-0.50706816
+0.21711789,1.0653355,-0.045128334,0.07253353,-0.03966282,-0.04389899,0.07262489,-0.03589039,-0.04220586,0.077895075,-0.040275536,-0.048873603,0.06930409,-0.039540984,-0.061130047,-0.05815506
+0.36004966,1.6553031,-0.04712325,0.06898542,-0.0394163,-0.042864542,0.0718638,-0.034800056,-0.042000085,0.07661292,-0.039638657,-0.051956106,0.06722362,-0.040913537,-0.36818802,-0.36743975
+0.19028068,0.9659318,-0.052546315,0.06658594,-0.047151096,-0.047368076,0.07092598,-0.03977977,-0.043478087,0.07705879,-0.041663527,-0.052868642,0.066871434,-0.045519248,0.11192185,0.1114831
+0.24785349,1.2839687,-0.049775135,0.07253961,-0.047985025,-0.04692792,0.07256116,-0.039238527,-0.04364207,0.076950334,-0.042602465,-0.051288307,0.07288459,-0.052529432,0.21570307,0.21548414
+0.26560998,1.4152064,-0.04679663,0.080129236,-0.04920485,-0.045684196,0.07638633,-0.040250454,-0.043407317,0.077719636,-0.039076686,-0.047696915,0.077646345,-0.050565094,0.36355436,0.3632679
+0.26691926,1.4575025,-0.04345171,0.07997677,-0.04764317,-0.044352353,0.07713709,-0.0403935,-0.044188377,0.075397894,-0.037846092,-0.046508674,0.07961646,-0.051684327,0.49624395,0.4955926
+0.45756882,2.26353,-0.044495273,0.077105686,-0.044332065,-0.042636666,0.07910024,-0.036778484,-0.044774935,0.07357192,-0.037197154,-0.043843843,0.08034243,-0.042625412,-0.0177778,-0.018007278
+0.30997932,1.6223826,-0.045387562,0.07371819,-0.04252692,-0.04490647,0.07789604,-0.04378007,-0.046691913,0.07194054,-0.03680246,-0.045395028,0.077998705,-0.043603342,0.2697752,0.26897192
+0.4466332,2.1091456,-0.04761209,0.06918548,-0.045774423,-0.045652527,0.075532414,-0.047018144,-0.0493962,0.069062576,-0.035084818,-0.045706224,0.075082466,-0.045063123,-0.24327677,-0.24254751
+0.38308373,1.8250678,-0.05000401,0.066189244,-0.04454377,-0.04222246,0.07700077,-0.045186423,-0.049024537,0.06847498,-0.034383576,-0.044065367,0.07483732,-0.042230275,-0.20249343,-0.20072126
+0.20408674,1.132071,-0.051142637,0.06555052,-0.046083808,-0.042800024,0.077138394,-0.04384698,-0.04775113,0.07180087,-0.04285618,-0.044613887,0.07635923,-0.041348293,0.5834704,0.58213997
+0.21389344,1.2124406,-0.052336153,0.068621606,-0.049080737,-0.042455632,0.07830387,-0.044637166,-0.047674548,0.07369001,-0.04819608,-0.044349875,0.075252704,-0.03601236,0.7040122,0.7035632
+0.20052274,1.2168783,-0.05007768,0.07212937,-0.051133625,-0.042172145,0.078499906,-0.03842892,-0.0427217,0.08017723,-0.048761167,-0.044733446,0.07479231,-0.044422906,1.1046717,1.1036606
+0.2603258,1.4716961,-0.045281876,0.07770532,-0.050982706,-0.0399593,0.077530965,-0.032939933,-0.043144133,0.07910012,-0.04929036,-0.04331525,0.076401666,-0.043942742,0.68855685,0.6884165
+0.079369284,0.7480406,-0.042368192,0.07975182,-0.051569477,-0.040345635,0.076570734,-0.031815287,-0.04666771,0.07878609,-0.05373703,-0.04481566,0.07643741,-0.044584926,4.4655323,4.459943
+0.06378687,0.666363,-0.04323579,0.07859734,-0.055517197,-0.040997233,0.074618466,-0.025046904,-0.04699121,0.07707809,-0.048400056,-0.04571648,0.07721111,-0.047688335,5.507812,5.481841
+0.20315632,1.1472445,-0.044451386,0.07715139,-0.052836772,-0.043630872,0.074098244,-0.030874342,-0.047498565,0.07468858,-0.044472896,-0.046512913,0.07342243,-0.043706767,0.6816596,0.6822324
+0.3958965,1.9058353,-0.044876747,0.076413415,-0.054550014,-0.049054414,0.07318604,-0.043999244,-0.047839943,0.0726516,-0.043480992,-0.046045374,0.07410313,-0.04261853,-0.15067363,-0.15089607
+0.24286428,1.3116044,-0.04628622,0.07446152,-0.054834545,-0.047840744,0.07165994,-0.045631886,-0.04908711,0.071366236,-0.041087773,-0.049445543,0.06757163,-0.041180052,0.43595874,0.43569565
+0.23607217,1.2997762,-0.0472781,0.07186364,-0.053603563,-0.049235743,0.07342915,-0.05137929,-0.04929493,0.070925325,-0.045007057,-0.053583074,0.06876461,-0.052447923,0.5413911,0.5409732
+0.3092071,1.6578796,-0.043997962,0.07365523,-0.04696697,-0.046633776,0.07892363,-0.05415655,-0.0457583,0.077912554,-0.051340442,-0.049008373,0.07390493,-0.04945734,0.39701647,0.39684296
+0.17712347,1.1177918,-0.041034427,0.07717088,-0.04047618,-0.045571256,0.079056635,-0.052327853,-0.044902116,0.08205275,-0.048568454,-0.04670993,0.07898725,-0.04898724,1.3472269,1.3459358
+0.27480134,1.4891206,-0.038340077,0.07909705,-0.038081415,-0.04500876,0.07617798,-0.047917604,-0.044799794,0.08044067,-0.045050867,-0.044281926,0.08001588,-0.047886916,0.45453137,0.45402908
+0.40847903,1.9463468,-0.04097184,0.077889174,-0.036868054,-0.046211887,0.07323414,-0.043982163,-0.04313217,0.07607402,-0.04086246,-0.047081303,0.07645862,-0.041491345,-0.19997841,-0.20000601
+0.27729493,1.3789135,-0.044434268,0.07373439,-0.036915403,-0.045658413,0.07232921,-0.04662481,-0.046391696,0.071766526,-0.038478468,-0.04864745,0.07341016,-0.044772364,0.008131027,0.007863045
+0.020033784,0.42237386,-0.0470548,0.06961857,-0.035225555,-0.046506174,0.070181325,-0.039219834,-0.04575294,0.06897496,-0.03776127,-0.04617203,0.07283272,-0.041486446,17.905891,16.11821
+0.24751106,1.3312765,-0.05039842,0.06970674,-0.038592644,-0.048971754,0.070183456,-0.04043122,-0.048737466,0.06979853,-0.044651978,-0.047414377,0.07144655,-0.04598924,0.41394824,0.41378546
+0.099985875,0.79820377,-0.050237127,0.07103462,-0.042152278,-0.049180117,0.07139127,-0.042425063,-0.051203243,0.06967285,-0.049459834,-0.05098312,0.073694326,-0.046355482,3.023259,3.0182958
+0.068417184,0.7004861,-0.045906547,0.07570018,-0.045575768,-0.046818938,0.07470302,-0.03808209,-0.04819004,0.07507272,-0.049092244,-0.044798587,0.077291295,-0.04753896,5.2851076,5.2735834
+0.17544846,1.1454132,-0.041826896,0.08012603,-0.051982827,-0.043266106,0.078991756,-0.038089138,-0.043942474,0.078454316,-0.047824476,-0.043863397,0.079839095,-0.047693454,1.5650815,1.5636182
+0.32571635,1.7963798,-0.041959476,0.080374256,-0.049553197,-0.04216059,0.081487045,-0.047404118,-0.044241782,0.0796424,-0.047158927,-0.044692498,0.077490196,-0.043278556,0.5510016,0.5502968
+0.13359307,0.9512827,-0.043857493,0.075807735,-0.052093446,-0.042725373,0.07801165,-0.04310034,-0.04326419,0.077943385,-0.04650093,-0.047478992,0.07350659,-0.04338306,2.1629782,2.1558795
+0.12251577,0.79790336,-0.042352397,0.07560016,-0.047341783,-0.043094847,0.07392083,-0.03796976,-0.044223312,0.07521379,-0.043863486,-0.04786172,0.070770144,-0.044224694,1.5573606,1.5477891
+0.12274856,0.79371506,-0.04721979,0.07124761,-0.045592856,-0.042798918,0.07503094,-0.038691197,-0.045075428,0.07355083,-0.039694842,-0.04513849,0.072663926,-0.038958207,1.5066634,1.5013165
+0.3612067,1.7942995,-0.051207248,0.06838437,-0.050278567,-0.044868145,0.074603856,-0.036263205,-0.04854631,0.070897855,-0.041175682,-0.05055583,0.06917024,-0.041964643,0.0027356148,0.0026445389
+0.29354653,1.5946753,-0.048935447,0.070838526,-0.049324483,-0.045016628,0.074018225,-0.03693744,-0.045737084,0.0713871,-0.03574315,-0.050206225,0.0683617,-0.04324266,0.46761817,0.46757507
+0.28578296,1.61804,-0.04711727,0.07331014,-0.03913419,-0.04392723,0.074967206,-0.037363295,-0.043809276,0.074549094,-0.038411643,-0.0491821,0.07263067,-0.044786822,0.69698036,0.6969094
+0.25768808,1.5688744,-0.04298768,0.079911426,-0.041852817,-0.038741056,0.08173439,-0.04102233,-0.03881506,0.08128114,-0.036388434,-0.045435984,0.077150926,-0.046107225,1.1235917,1.1233997
+0.3459678,1.9119477,-0.041729026,0.08117403,-0.04312455,-0.041311044,0.08041683,-0.04244498,-0.04077437,0.08089098,-0.036250412,-0.04171014,0.08210905,-0.044866733,0.56157005,0.5615053
+0.15816182,1.1368818,-0.043795,0.0780393,-0.040425904,-0.044479016,0.07645537,-0.04406609,-0.039449513,0.08031635,-0.034033515,-0.04528149,0.07742429,-0.046925783,2.223958,2.2232232
+0.29010832,1.5314426,-0.044992156,0.0763448,-0.042958174,-0.044829074,0.075117454,-0.039851714,-0.04121823,0.07747184,-0.040127214,-0.04672331,0.07407647,-0.045252476,0.31364578,0.31399536
+0.13048215,0.94002044,-0.044236824,0.07464625,-0.041347202,-0.042246133,0.07510023,-0.0379879,-0.041340243,0.075445235,-0.038945872,-0.044262175,0.0761344,-0.046868663,2.2405772,2.2393374
+0.2936574,1.6340059,-0.044095755,0.07315755,-0.039626043,-0.044528384,0.073602214,-0.039749656,-0.040304925,0.07586162,-0.034833238,-0.043039277,0.07682809,-0.045536548,0.59934694,0.5994582
+0.25309542,1.4193267,-0.043977197,0.07394056,-0.042860746,-0.045124095,0.073433995,-0.039351664,-0.04556272,0.072860144,-0.039276004,-0.043709252,0.077348955,-0.045289982,0.6429751,0.6430025
+0.24205276,1.3388256,-0.04224375,0.07662704,-0.038931474,-0.044584192,0.07596638,-0.039263964,-0.043356713,0.07603754,-0.040919937,-0.04425154,0.07632996,-0.039442506,0.5665917,0.56626177
+0.20928839,1.2089714,-0.0409752,0.07886216,-0.03723738,-0.045786064,0.07584627,-0.03515818,-0.043357827,0.078153566,-0.04020505,-0.04318742,0.076104596,-0.035209443,0.81287074,0.8117118
+0.48638278,2.3160641,-0.043412674,0.07519892,-0.038314454,-0.04449131,0.07551335,-0.03583754,-0.044377804,0.076581776,-0.038558606,-0.042307943,0.076714166,-0.042092394,-0.20285887,-0.20305586
+0.2761514,1.4133492,-0.045734894,0.07249741,-0.038168684,-0.04550284,0.0760804,-0.036612574,-0.04527254,0.07660663,-0.042351283,-0.041780625,0.07728501,-0.03524333,0.15317714,0.15315342
+0.3446059,1.6264272,-0.047923665,0.0731843,-0.04103882,-0.043651123,0.07732141,-0.04078428,-0.045959014,0.074826434,-0.041070953,-0.047089018,0.07450721,-0.037994195,-0.24580777,-0.24519634
+0.2168176,1.187401,-0.049160585,0.07081993,-0.036655042,-0.04032962,0.07982771,-0.041491996,-0.049000815,0.07164402,-0.040004093,-0.048655517,0.07418567,-0.04163452,0.5122576,0.51162815
+0.18275581,1.1242564,-0.050993375,0.06899172,-0.04075739,-0.041126207,0.07815941,-0.041895792,-0.04869361,0.069907606,-0.0375778,-0.04724994,0.07100615,-0.039182656,1.1873885,1.1868167
+0.29859236,1.5862823,-0.049079094,0.07299329,-0.042767007,-0.043187995,0.07757509,-0.046540864,-0.047439143,0.07192441,-0.037497483,-0.046938192,0.07245387,-0.044343345,0.34771025,0.3476653
+0.27674186,1.5233047,-0.04464184,0.07905306,-0.04719384,-0.04472598,0.07497931,-0.046240766,-0.04458275,0.07742378,-0.040020037,-0.045871474,0.075081706,-0.05059319,0.539531,0.5395551
+0.27486905,1.5137643,-0.04414963,0.079631254,-0.047813557,-0.045776382,0.074330896,-0.04450734,-0.042044412,0.08065085,-0.042169664,-0.046821494,0.077227294,-0.0525994,0.54244256,0.5423503
+0.21177083,1.1773764,-0.045722947,0.07820205,-0.046894558,-0.047304697,0.07300961,-0.043103755,-0.04322633,0.08051218,-0.046237655,-0.04539873,0.077288106,-0.042890854,0.59523034,0.5948024
+0.15889071,0.99033225,-0.043982264,0.07765266,-0.046250794,-0.0480923,0.06935241,-0.041956082,-0.04429702,0.07668637,-0.043130994,-0.047875315,0.07463156,-0.046028815,1.2687004,1.2679195
+0.29309025,1.5462453,-0.04540989,0.07478989,-0.04189763,-0.049845133,0.06723477,-0.04459323,-0.043121845,0.07337418,-0.036537006,-0.049533192,0.07209,-0.04526094,0.31105608,0.3107934
+0.1843045,1.0196943,-0.046354886,0.07541144,-0.04235473,-0.04962669,0.069401816,-0.046604697,-0.04534245,0.07393834,-0.042406607,-0.04482468,0.07006636,-0.045836303,0.5682281,0.56779146
+0.30793345,1.6235565,-0.047018345,0.0749723,-0.044439174,-0.04721253,0.07453957,-0.047222212,-0.04469115,0.07377474,-0.036969736,-0.04535236,0.07453707,-0.049728733,0.30773926,0.3075571
+0.1975637,1.1920345,-0.043591548,0.075942054,-0.043211292,-0.051320527,0.07251917,-0.04706472,-0.043804258,0.07710725,-0.038546022,-0.047145855,0.077639386,-0.046116192,1.0693083,1.0688024
+0.29157588,1.6045367,-0.042231392,0.07665312,-0.041586876,-0.052187476,0.070598304,-0.04320278,-0.04336923,0.07758945,-0.03291871,-0.046920188,0.07484847,-0.041842178,0.53820777,0.53811216
+0.24701945,1.4038649,-0.042640984,0.077875555,-0.04491885,-0.05033013,0.072519936,-0.04664219,-0.04319006,0.07849483,-0.03363468,-0.045104876,0.076184094,-0.041327726,0.71882856,0.7183461
+0.24924633,1.3914899,-0.04638451,0.076256365,-0.048738603,-0.047294088,0.07566033,-0.049080595,-0.041374676,0.08111352,-0.03577162,-0.044753496,0.077190235,-0.0451414,0.617702,0.6179204
+0.22373596,1.2449751,-0.048822463,0.07154274,-0.045426816,-0.046060003,0.0768691,-0.05286713,-0.038785975,0.081443116,-0.03643776,-0.043959755,0.0767958,-0.04485328,0.5978447,0.59961414
+0.3562665,1.7260405,-0.052709956,0.06698793,-0.04273336,-0.04372872,0.077650055,-0.049363486,-0.038353335,0.07777403,-0.03339678,-0.044468842,0.076030016,-0.040201128,-0.12167901,-0.12006807
+0.21647155,1.2023886,-0.05301589,0.06652916,-0.04601083,-0.04328533,0.07799793,-0.04821964,-0.044669937,0.071651265,-0.04269011,-0.043094676,0.07502736,-0.042384695,0.5896184,0.5896187
+0.23232725,1.2777771,-0.052915927,0.06855567,-0.051896814,-0.04335447,0.0778081,-0.047674526,-0.04751816,0.07202129,-0.04822318,-0.04504593,0.07521959,-0.044319306,0.53507465,0.5350323
+0.2589508,1.4235669,-0.047673006,0.07463612,-0.051044084,-0.044671956,0.07585321,-0.04663198,-0.04598121,0.07497243,-0.046132647,-0.04386042,0.07518247,-0.040037844,0.5325526,0.53257227
+0.23201145,1.3273085,-0.043061882,0.08093421,-0.049636275,-0.045834053,0.07402749,-0.045724683,-0.046798848,0.074428014,-0.044844113,-0.04392506,0.07553904,-0.039800763,0.755987,0.75600576
+0.31676233,1.6477222,-0.04380442,0.083184585,-0.049590662,-0.042892303,0.07666215,-0.03972797,-0.04656954,0.07745111,-0.046599187,-0.04528496,0.07829745,-0.049194764,0.23679483,0.2368927
+0.2811451,1.4416685,-0.044365466,0.0809983,-0.049801685,-0.042321928,0.07903415,-0.041726273,-0.042921398,0.08025879,-0.041934945,-0.04755347,0.0754756,-0.049356095,0.16279298,0.16297579
+0.22805363,1.2828962,-0.045920946,0.07605456,-0.04625827,-0.043486226,0.07858726,-0.04351605,-0.04320428,0.0801644,-0.043140277,-0.046719555,0.07629359,-0.05149638,0.66053873,0.6605449
+0.21736498,1.1902653,-0.044984043,0.074817166,-0.045533247,-0.04330311,0.079218395,-0.039950453,-0.044467818,0.07960734,-0.041936737,-0.041664943,0.07838531,-0.046880394,0.5108961,0.511014
+0.25048584,1.2602272,-0.047439307,0.0717438,-0.045744024,-0.046889026,0.074365,-0.040377993,-0.04376621,0.078057244,-0.04260848,-0.042601585,0.07684437,-0.044347126,0.06594777,0.066262245
+0.46195158,2.1123774,-0.045938667,0.07146841,-0.04217283,-0.05055819,0.07079523,-0.04711938,-0.044328514,0.07591678,-0.043054033,-0.043946035,0.07411015,-0.041426152,-0.3925283,-0.39214468
+0.3062639,1.4621034,-0.047721334,0.0731609,-0.04588639,-0.0504271,0.07267366,-0.049745627,-0.043567102,0.07535468,-0.040466595,-0.048185784,0.0708015,-0.04458939,-0.19102132,-0.19087124
+0.3280163,1.5950233,-0.046239365,0.07746805,-0.04300662,-0.04925582,0.07489431,-0.04937154,-0.042637695,0.078239106,-0.03835525,-0.04642349,0.07288729,-0.04017546,-0.1022051,-0.10223532
+0.32391495,1.5883124,-0.043884147,0.0778417,-0.042422693,-0.04879212,0.07449656,-0.048581295,-0.043355014,0.078585036,-0.038574453,-0.04629628,0.07342139,-0.040089905,-0.061456382,-0.061383724
+0.19939208,1.1326289,-0.042095695,0.07950276,-0.04201071,-0.044968676,0.077062115,-0.047496278,-0.043448213,0.077516496,-0.042755917,-0.043998424,0.07839997,-0.043004416,0.714937,0.71554136
+0.14412677,0.8738324,-0.041465916,0.07959105,-0.044391684,-0.044577096,0.077742286,-0.047770396,-0.044526476,0.07595578,-0.042990886,-0.044701513,0.07732988,-0.0468539,1.0978065,1.0980735
+0.378844,1.6167092,-0.043773215,0.077133805,-0.04344531,-0.045962833,0.07527708,-0.0459745,-0.048380442,0.0719073,-0.041039016,-0.047399137,0.07600713,-0.050799876,-0.6981648,-0.6973891
+0.24588777,1.096533,-0.047466848,0.073014095,-0.039691143,-0.0461862,0.07431182,-0.044968527,-0.0528954,0.068838865,-0.044439953,-0.049771216,0.07408868,-0.052016295,-0.5063005,-0.50538397
+0.20095974,1.0213089,-0.049041312,0.071663976,-0.042198952,-0.04803027,0.074864864,-0.047833607,-0.056020375,0.06702347,-0.051430084,-0.05064379,0.07257335,-0.049890835,0.11727172,0.11728716
+0.16127266,0.8327709,-0.047469694,0.07218923,-0.04174873,-0.047494587,0.07445301,-0.045984402,-0.054005787,0.06839213,-0.049252115,-0.048216607,0.072705224,-0.050191708,0.19910008,0.19887543

training/marl/Airfoil3D-hard-v0/PPO/4/eval_sequence_12000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.263802,1.2645636,0.011486327,0.14948282,0.038323846,0.008772087,0.14985773,0.030936666,0.014261345,0.14696127,0.032106612,0.009166186,0.14555076,0.034929857,-0.17125332,-0.17126083
+0.35386473,1.5991875,0.011952042,0.15546137,0.036846228,0.008359074,0.14760993,0.030699987,0.012596705,0.14654922,0.031983014,0.005504708,0.14592245,0.039476324,-0.44552088,-0.44566393
+0.24796788,1.2236173,0.009876315,0.1572415,0.036862276,0.0073322565,0.14740995,0.033541564,0.012816862,0.14397746,0.03278791,0.0069664395,0.14422691,0.038447518,-0.030157208,-0.03028965
+0.33423206,1.6527056,0.009702909,0.15589553,0.035925407,0.0056689777,0.14493626,0.034855943,0.011358569,0.14001614,0.035554167,0.0076252813,0.14713684,0.035992153,-0.01998967,-0.020084858
+0.2170215,1.117909,0.011064292,0.15017653,0.034476582,0.009596563,0.14786309,0.03408634,0.010014459,0.14340593,0.03698134,0.011268072,0.15049857,0.036156613,0.18634254,0.18627453
+0.39880133,1.92677,0.012134079,0.14880562,0.03171618,0.0075874417,0.14735039,0.03974243,0.007949547,0.14302894,0.03755575,0.011290711,0.14998558,0.035851788,-0.13322282,-0.13346624
+0.2644701,1.4082202,0.013790727,0.15206075,0.025959708,0.010610822,0.1503774,0.035444435,0.007888388,0.14696541,0.03815793,0.011799725,0.15409404,0.03132508,0.3602873,0.35981607
+0.2767196,1.4401617,0.013670037,0.15165937,0.020717256,0.012425631,0.15250921,0.03462513,0.0066407244,0.15418041,0.03893229,0.011909805,0.15534487,0.02889371,0.23958617,0.23953867
+0.298163,1.3858135,0.013493649,0.15227965,0.02752757,0.010033992,0.15109646,0.036643576,0.006783025,0.15559739,0.040357046,0.010163927,0.15008745,0.028475557,-0.31757385,-0.3170309
+0.27621707,1.2956723,0.013192619,0.15059814,0.027875718,0.011275774,0.14851998,0.03394984,0.008167295,0.15298498,0.03702539,0.00879712,0.14709967,0.030627783,-0.27650493,-0.2740941
+0.21609284,0.9581092,0.01360162,0.15202856,0.030767355,0.013540915,0.1480298,0.031155236,0.010053933,0.15388834,0.038357478,0.010862201,0.14701906,0.03070999,-0.5345929,-0.53108454
+0.21010774,0.9195866,0.013240823,0.14853802,0.029029068,0.011951011,0.14530006,0.029454228,0.010057307,0.1505847,0.039074846,0.011643422,0.14508581,0.030803956,-0.5893935,-0.5881314
+0.3140148,1.4443854,0.010980976,0.14166504,0.030168269,0.011553619,0.14004281,0.02865528,0.010606989,0.14899479,0.034694523,0.010586139,0.14527816,0.03245044,-0.3642742,-0.3651328
+0.17735131,0.913378,0.010453087,0.14354005,0.031397026,0.012548348,0.14057603,0.03258567,0.011218611,0.15141952,0.033061188,0.007934812,0.14203651,0.0336891,0.18633664,0.18523645
+0.2007094,0.9461827,0.010868271,0.14716615,0.03330386,0.009765971,0.1399363,0.032482635,0.014211289,0.14778894,0.030307163,0.008197634,0.1431374,0.032444876,-0.25049764,-0.2506771
+0.3081509,1.5717025,0.011693952,0.15179431,0.032801144,0.008517531,0.14716566,0.033331886,0.014958245,0.14885555,0.028658599,0.008109429,0.14754438,0.033943746,0.13538891,0.13556194
+0.26718748,1.3711923,0.012752487,0.15489626,0.030314613,0.01102813,0.15531555,0.03306343,0.013114821,0.1477913,0.031030327,0.008837143,0.15557736,0.030516561,0.16689092,0.16707897
+0.25133398,1.2733402,0.01061321,0.15114772,0.030397736,0.009945919,0.1491419,0.03015476,0.010514935,0.14122865,0.03254408,0.008672923,0.15597689,0.030075628,0.10112268,0.10145807
+0.26379696,1.2436405,0.008932992,0.14731771,0.035053063,0.007761299,0.14557081,0.03180312,0.010209304,0.14191395,0.0367496,0.011220947,0.1571298,0.024989486,-0.25121462,-0.250484
+0.17103826,0.85054654,0.009529426,0.14927547,0.034367096,0.009904659,0.1488972,0.0344829,0.011459905,0.1459018,0.035331372,0.010957079,0.1558769,0.023422644,0.0066839457,0.007974148
+0.1806884,0.9032338,0.011858794,0.1459243,0.034127492,0.013714137,0.14923236,0.029976819,0.0124749625,0.14821926,0.037330303,0.011425475,0.1509315,0.030706394,0.033649266,0.033978462
+0.19955146,1.0191284,0.009823439,0.13834852,0.032508183,0.01171261,0.14784256,0.03184114,0.009855925,0.14824194,0.03579314,0.011322755,0.14824197,0.03176151,0.14227027,0.14222622
+0.2531145,1.3364642,0.008177496,0.13792798,0.034608107,0.009401515,0.14570919,0.032127976,0.0081217075,0.15033343,0.035006862,0.010875306,0.14721763,0.029857025,0.31513202,0.31520796
+0.22616638,1.177973,0.0072669196,0.14400297,0.037949514,0.011026265,0.14682506,0.028731402,0.01113301,0.15519428,0.034345802,0.0109848855,0.1506108,0.027595785,0.24351668,0.24356604
+0.22555177,1.1744769,0.0074832574,0.14593771,0.03650106,0.012500717,0.14750695,0.028665815,0.00946178,0.15510422,0.034672316,0.011392965,0.15220904,0.02835286,0.24213356,0.24225807
+0.21601273,1.1359413,0.0107604945,0.15126473,0.028998088,0.011863384,0.14811379,0.033262383,0.008171436,0.15532404,0.038688097,0.013240849,0.15350968,0.0326749,0.29374737,0.29380798
+0.21284491,1.166162,0.011583518,0.15605998,0.028334778,0.011340273,0.14704344,0.037746247,0.009962658,0.1538496,0.035983298,0.012312282,0.1518856,0.0326561,0.5141075,0.51405907
+0.23619959,1.3089749,0.009281784,0.1517098,0.03363538,0.008705545,0.15004884,0.034879453,0.011160796,0.15086019,0.033277337,0.009239846,0.14695817,0.03292988,0.5770407,0.5769472
+0.3538274,1.836159,0.009961926,0.15029252,0.035607275,0.0084791165,0.15419129,0.035737913,0.012230616,0.14746988,0.03027897,0.010364987,0.1492328,0.033580683,0.22460729,0.22455072
+0.28210366,1.5360417,0.011091104,0.15018472,0.033109087,0.010137417,0.15666765,0.03389223,0.013667905,0.15027504,0.028087355,0.011508238,0.15568447,0.030400086,0.4801067,0.48008537
+0.17708096,1.0377108,0.01166545,0.15106511,0.029737066,0.011124027,0.15742925,0.03774511,0.012779176,0.15373921,0.027106497,0.011641337,0.1552968,0.027359072,0.8953086,0.89522314
+0.19475375,1.0563446,0.010889963,0.15052068,0.02910342,0.011484937,0.15379319,0.039229505,0.010206819,0.15296358,0.028767746,0.011982924,0.15411499,0.02864986,0.45912522,0.45913172
+0.22197674,1.1874712,0.009372759,0.1480754,0.028108291,0.010832075,0.15093157,0.038338132,0.012103341,0.1520614,0.026714776,0.01101349,0.14834458,0.029625516,0.38409883,0.38466024
+0.20529214,1.108913,0.006321989,0.14522198,0.02966066,0.011793827,0.15146911,0.03738232,0.011589387,0.14997227,0.03173219,0.0103044165,0.14804603,0.03326449,0.43582523,0.43676424
+0.15281402,0.9377124,0.00756059,0.15187564,0.035982367,0.011788879,0.15156701,0.03666139,0.012644738,0.14725898,0.033862196,0.010963886,0.14269377,0.030865338,1.1717753,1.1714287
+0.18420437,1.06211,0.0121065825,0.15446961,0.036610533,0.013524315,0.1504848,0.032623906,0.01162387,0.14608726,0.03273248,0.011017235,0.14144638,0.028824937,0.8017795,0.80106306
+0.29100695,1.5576452,0.010519666,0.15290248,0.037300605,0.013438983,0.15099722,0.029629685,0.008245287,0.14839855,0.03628548,0.008794271,0.14021835,0.030941214,0.38794577,0.38773537
+0.29153404,1.5343125,0.011592216,0.15037486,0.029001761,0.012663228,0.15127334,0.029370569,0.008242132,0.14901163,0.0352662,0.006748621,0.14401853,0.03531838,0.29807138,0.2980237
+0.25180027,1.4027795,0.012953968,0.14851385,0.03245386,0.01371814,0.15074232,0.02963205,0.00870568,0.1527229,0.036910553,0.007605295,0.14962038,0.036706112,0.60574836,0.6061311
+0.24690741,1.3806206,0.013835157,0.15190685,0.035936095,0.011579691,0.15020981,0.03265804,0.009930497,0.15534621,0.037319783,0.008357697,0.1551354,0.031875797,0.62610245,0.6267834
+0.18453228,1.126553,0.012765062,0.15432197,0.03655878,0.0109577505,0.14629781,0.030743804,0.009554036,0.1564658,0.03964797,0.007704004,0.15780172,0.029501587,1.1398005,1.1400409
+0.23079315,1.2926427,0.012689202,0.15780124,0.034481343,0.011547411,0.14713414,0.03040652,0.010592772,0.15804854,0.0383864,0.00865371,0.1607961,0.03389823,0.63605815,0.6360016
+0.28216758,1.5126427,0.012746467,0.15410563,0.030008715,0.011676091,0.14992717,0.03625,0.011476855,0.15384772,0.030228678,0.012288694,0.15799618,0.032849092,0.39614797,0.395926
+0.1710264,1.0756108,0.0137839485,0.14810318,0.024733085,0.012952983,0.1519342,0.0367749,0.008883814,0.14898473,0.029178742,0.008600371,0.15077856,0.03628826,1.3246114,1.3242812
+0.15657847,1.0238658,0.01325831,0.14788799,0.02708387,0.011415326,0.15201247,0.0359346,0.0087080365,0.14192086,0.02906179,0.010666993,0.14788619,0.03136549,1.574672,1.5741258
+0.11893822,0.7947806,0.013508391,0.1493932,0.027223624,0.011545115,0.15420014,0.03229332,0.0110034635,0.14560744,0.028847244,0.011301805,0.14915916,0.032856733,1.719698,1.7174282
+0.19204257,1.0656761,0.012545113,0.15163285,0.030982044,0.010465471,0.15149254,0.035864327,0.01133659,0.15102625,0.031229373,0.011827618,0.15029621,0.034202192,0.58459,0.5842962
+0.13107544,0.88764805,0.011829214,0.1472696,0.03422975,0.009604373,0.14911398,0.036208715,0.013664439,0.1514171,0.033344947,0.011717805,0.15381277,0.031814065,1.8081131,1.8071699
+0.23302083,1.3110888,0.009653284,0.14746647,0.03443911,0.010400462,0.14653352,0.037097823,0.0101021845,0.14779362,0.034880895,0.01023601,0.1567269,0.028004833,0.66167754,0.66161823
+0.27181086,1.5169215,0.008925444,0.14571667,0.033570804,0.010294636,0.14318672,0.035557006,0.012221448,0.14810105,0.03573792,0.013011568,0.1564337,0.027835783,0.6160575,0.61592865
+0.32040182,1.7655363,0.011588622,0.1513066,0.03218591,0.010570811,0.14935714,0.033304874,0.009975827,0.14510566,0.040671702,0.016884068,0.15339318,0.026164033,0.54554826,0.5455122
+0.3143024,1.7495418,0.010057371,0.15607154,0.035413835,0.0117076235,0.15595144,0.03307159,0.010374901,0.15331593,0.035503756,0.015344483,0.15316027,0.02780034,0.60163236,0.6015587
+0.20051765,1.3336883,0.01057877,0.15697548,0.036780924,0.013691369,0.15932232,0.031738836,0.010539419,0.15609002,0.031316135,0.014791791,0.15443367,0.031880397,1.6869655,1.6863565
+0.2870946,1.6124923,0.010947315,0.15689647,0.033122834,0.01356204,0.15511262,0.030686155,0.010369868,0.1560165,0.037303023,0.014385635,0.15089765,0.03333117,0.65161675,0.65171957
+0.24141304,1.4009904,0.011667894,0.15399426,0.033871666,0.012397667,0.15124992,0.028699994,0.01049839,0.15438837,0.034762196,0.010839289,0.14812678,0.034143303,0.838391,0.8384223
+0.13879344,0.95889616,0.015197379,0.15674207,0.033715878,0.014961063,0.15142864,0.030151874,0.013188948,0.15708116,0.033880617,0.010359319,0.14813235,0.03273802,1.9459517,1.9439311
+0.20171101,1.157296,0.015725965,0.15675822,0.034520436,0.014544832,0.14867023,0.031501446,0.013270364,0.1543217,0.034192134,0.012489319,0.15026906,0.033273075,0.77251726,0.77252626
+0.3147044,1.733982,0.01415506,0.15144229,0.034462206,0.011552852,0.14443909,0.028507844,0.011124472,0.15156296,0.033050526,0.011041609,0.15346733,0.031742293,0.54499793,0.5450058
+0.12600462,0.8117613,0.014071968,0.15060687,0.03204524,0.011642909,0.14715534,0.0304337,0.012773603,0.15176821,0.028940018,0.011176033,0.15559238,0.032017488,1.4786628,1.4774442
+0.25393534,1.4373797,0.014224637,0.15026361,0.03035276,0.011192196,0.14929986,0.03459697,0.015748603,0.15174285,0.028706651,0.012622882,0.1569972,0.028623786,0.69574326,0.6955466
+0.25731096,1.3727183,0.014536484,0.15441915,0.029392932,0.011795277,0.15185028,0.035212018,0.017207546,0.15066785,0.029435683,0.012321816,0.15502587,0.036145207,0.36988562,0.36999226
+0.30100262,1.648857,0.014151167,0.15295428,0.026037298,0.012403439,0.15544173,0.033379912,0.0145976385,0.14964655,0.033430118,0.0110261915,0.15143362,0.04026741,0.51262176,0.5130129
+0.25893465,1.4778223,0.013744287,0.14883149,0.028846309,0.013262577,0.15282935,0.033475053,0.013243884,0.14455937,0.030242544,0.009486311,0.15373409,0.03655621,0.74201494,0.74244833
+0.26547393,1.4485666,0.013901698,0.14929833,0.032563318,0.013102123,0.15353939,0.035687502,0.013251293,0.1457218,0.02992674,0.012193524,0.15841573,0.035535417,0.4914769,0.4916606
+0.18334255,1.1473113,0.012795669,0.14729032,0.034158688,0.014123829,0.15535375,0.03747638,0.013749538,0.15125173,0.032517456,0.013522085,0.15763366,0.030807663,1.2929859,1.2928777
+0.21896604,1.288743,0.012322041,0.14541489,0.035529163,0.013263938,0.15291348,0.039563593,0.0134260515,0.1519447,0.028622914,0.0127975205,0.1548689,0.029461317,0.92081857,0.9207144
+0.20294164,1.2458798,0.009692132,0.14481813,0.033824556,0.012650757,0.15043846,0.03762383,0.011078782,0.1517852,0.033887617,0.012914304,0.15395159,0.030875769,1.1742918,1.1742339
+0.25457293,1.4513731,0.011501854,0.14894009,0.030617699,0.012763032,0.14880034,0.034866948,0.013653893,0.15113845,0.030483592,0.013117637,0.15067935,0.032173287,0.736381,0.73633814
+0.183951,1.1312736,0.0115752695,0.1532262,0.031943798,0.012297599,0.14977254,0.030231394,0.012386545,0.15415943,0.034517106,0.014772738,0.15233195,0.030405153,1.1850476,1.1849942
+0.19981115,1.1403782,0.009480663,0.15340155,0.03458759,0.011420276,0.1520805,0.036193047,0.011145941,0.15287665,0.0342043,0.012670266,0.14937839,0.03115696,0.7423703,0.74241114
+0.16514604,1.0149134,0.011016745,0.15104276,0.032994855,0.01347058,0.15268874,0.039583307,0.011929032,0.15210867,0.03498233,0.011343373,0.14972079,0.034148827,1.1809626,1.1806817
+0.28809324,1.539843,0.010597692,0.14796825,0.031820342,0.011544307,0.15118065,0.038305335,0.012048576,0.14979953,0.032810915,0.010705005,0.14801139,0.037097834,0.3801297,0.3800769
+0.38616028,2.0266306,0.011451728,0.14862874,0.033107232,0.013057326,0.1472176,0.034413688,0.011449267,0.15166512,0.033845577,0.010839163,0.14798442,0.037429966,0.28330064,0.2832899
+0.2823273,1.6126946,0.012001263,0.14882338,0.032388143,0.014244176,0.14949685,0.03403042,0.014774407,0.1528104,0.0347328,0.012043828,0.1526438,0.034740206,0.747295,0.7472763
+0.23882249,1.412311,0.013127728,0.15351677,0.026343688,0.011941606,0.15645087,0.033974703,0.01601867,0.15424708,0.032429975,0.011552927,0.15915465,0.032348197,0.94876987,0.9487734
+0.28323746,1.6014944,0.012271892,0.15196985,0.02610756,0.010092709,0.15463364,0.03413861,0.0146254385,0.15337259,0.03229631,0.010582082,0.16053835,0.031322308,0.68929654,0.6893773
+0.22404377,1.3449646,0.009671373,0.14752251,0.02890955,0.011778638,0.15268296,0.034574665,0.013926957,0.15235385,0.030697744,0.011077157,0.16048083,0.031153124,1.0383524,1.0382638
+0.3031173,1.6589713,0.009539537,0.1456204,0.03390905,0.011443356,0.1497654,0.04070454,0.015284562,0.15083525,0.029165633,0.012073051,0.15637377,0.03542327,0.5078321,0.5081644
+0.17697893,1.1406358,0.011160326,0.14354616,0.03365368,0.0132792685,0.1523593,0.03895868,0.013796197,0.14888129,0.0292774,0.012821573,0.15258017,0.036572855,1.4812795,1.4801679
+0.29383487,1.5443416,0.012200392,0.14599624,0.03177626,0.016007502,0.15596306,0.033251222,0.010734403,0.14881662,0.030504055,0.014864971,0.15475321,0.035173874,0.2904786,0.29094505
+0.16568874,1.0438155,0.014060071,0.15655512,0.032484777,0.014385573,0.15825495,0.032467205,0.01111062,0.14656805,0.028312787,0.014017411,0.15595406,0.03421709,1.3364654,1.3349881
+0.26225898,1.3811022,0.012334485,0.15863186,0.035936143,0.012014672,0.15439886,0.033023946,0.011344015,0.14759144,0.031106394,0.014164624,0.15532655,0.03304972,0.30150318,0.30130768
+0.22205639,1.265045,0.0102059385,0.15358633,0.03402571,0.012235172,0.14974946,0.033014257,0.011556594,0.1484915,0.03599448,0.014989416,0.15474603,0.029831994,0.73231333,0.73208475
+0.096318446,0.69267875,0.012637928,0.15274757,0.034621056,0.01394638,0.14709577,0.030220758,0.012614787,0.14952748,0.03646438,0.015551438,0.15348193,0.029225897,2.2280126,2.2266788
+0.20569707,1.1537056,0.010988154,0.14712316,0.035635065,0.013628469,0.14902818,0.032216776,0.010612859,0.1490264,0.032238428,0.0124000935,0.14834464,0.029298503,0.64436907,0.64389086
+0.30426133,1.5300897,0.012355928,0.15037695,0.03432834,0.012647982,0.15171349,0.035418816,0.0125766285,0.14856641,0.033938017,0.010649035,0.14715609,0.028473947,0.06425923,0.06399727
+0.23452845,1.277886,0.012534872,0.15084258,0.035076056,0.0121693555,0.14987902,0.030627731,0.011216856,0.15174031,0.03789362,0.011309884,0.14966792,0.025596566,0.4844827,0.4838767
+0.15754128,0.86209434,0.01079102,0.15133885,0.034732133,0.011140994,0.14405724,0.034093957,0.009671125,0.15495232,0.037339635,0.011548494,0.1504679,0.030902658,0.5076086,0.50731134
+0.25731742,1.433511,0.0113056665,0.15204418,0.03465436,0.010779939,0.14459199,0.035436776,0.012276513,0.15407225,0.03418627,0.009502112,0.15009758,0.033641476,0.60638535,0.60611343
+0.32908487,1.7159139,0.011730977,0.1520977,0.033523403,0.013391166,0.14958943,0.03137676,0.014637298,0.15362951,0.032403037,0.008796983,0.15223539,0.034647435,0.24952656,0.24932909
+0.27122578,1.4934888,0.011015394,0.15395638,0.032075305,0.014376135,0.15454713,0.03174306,0.01509446,0.15297082,0.030080974,0.009221133,0.15615195,0.037030183,0.54172933,0.5415716
+0.21876931,1.2790328,0.010495416,0.15429434,0.034762498,0.011863882,0.15557295,0.034562368,0.013473408,0.15595251,0.03272379,0.010434303,0.15307534,0.032575455,0.8816226,0.88162136
+0.23877068,1.3130381,0.009794905,0.15102649,0.038037207,0.011687263,0.15099859,0.029923134,0.011597561,0.150828,0.035884943,0.009985492,0.15610236,0.034133565,0.5342996,0.5342903
+0.19825193,1.1346006,0.012048649,0.1509426,0.034183636,0.012728858,0.14997074,0.03280445,0.014046967,0.15002728,0.031687602,0.013383899,0.15410408,0.027917199,0.7583374,0.75815487
+0.1836661,1.0216306,0.012727809,0.1505641,0.033247765,0.012822473,0.14821404,0.034377787,0.014850915,0.14824823,0.031993505,0.013620346,0.15093356,0.026907768,0.59838194,0.5975652
+0.19731228,1.0412741,0.012628125,0.1511423,0.032867216,0.01329076,0.14548895,0.034511045,0.014612657,0.1462642,0.034670133,0.013241384,0.14935365,0.030068506,0.31337446,0.31242037
+0.24127199,1.2627839,0.011148344,0.15032476,0.032462884,0.010214121,0.13884744,0.029891808,0.0147013655,0.1464937,0.034292843,0.011719399,0.14358515,0.03192762,0.26954138,0.268991
+0.19225958,0.9702547,0.012406136,0.14869136,0.03058945,0.009099102,0.14200482,0.03131751,0.0119049065,0.14311716,0.03583399,0.011057687,0.14393076,0.033982486,0.08269107,0.08171749
+0.23696047,1.3548613,0.013722087,0.1480169,0.027805094,0.010018935,0.14762554,0.034645062,0.012073929,0.14153552,0.032003116,0.010012584,0.14780873,0.033229325,0.7536741,0.75279856
+0.27234182,1.4844048,0.0130646,0.14898473,0.026266165,0.010149288,0.15493336,0.03667466,0.010689737,0.1439869,0.031417534,0.009732077,0.15307775,0.034246396,0.48591667,0.4856515
+0.3128246,1.6083745,0.013484756,0.15062973,0.026936587,0.010048792,0.15713641,0.037715603,0.012108262,0.14765438,0.028700098,0.010284376,0.15808341,0.035363387,0.17636776,0.17658806
+0.28283513,1.4925877,0.011877354,0.14757863,0.027783487,0.0111935735,0.15589392,0.038799044,0.008791334,0.14782256,0.03695926,0.010115608,0.15799585,0.034527324,0.31183875,0.3123665
+0.2557233,1.3697469,0.009411143,0.14496496,0.029497664,0.011077951,0.15475523,0.03717427,0.007877377,0.14566475,0.03330959,0.011612518,0.15633652,0.03367834,0.39113462,0.3914938
+0.2522776,1.3247695,0.008061826,0.14243001,0.032444723,0.010651976,0.15394661,0.034001794,0.011717904,0.14868033,0.03439715,0.010821368,0.15364596,0.033385806,0.28653884,0.28636742
+0.16183336,0.9664454,0.009571748,0.14730439,0.035674695,0.014314862,0.15040758,0.031939905,0.010915664,0.1435576,0.037627745,0.012365532,0.1531978,0.032503564,1.0079176,1.0069857
+0.35955614,1.7798812,0.007828432,0.14902517,0.036386397,0.0121307885,0.14916584,0.031664234,0.010113544,0.14433631,0.038111776,0.009189025,0.14783674,0.03146902,-0.015323579,-0.014651775
+0.07052704,0.48629308,0.007928492,0.15445912,0.035550535,0.011000059,0.15037727,0.03480394,0.009424819,0.1480959,0.043191887,0.009693502,0.14666586,0.0279635,1.9378675,1.9302602
+0.25754777,1.3664304,0.012305791,0.15958503,0.03249505,0.010324824,0.14899683,0.035295594,0.009867216,0.14731249,0.042827178,0.009990866,0.14602013,0.03215561,0.34075117,0.34067202
+0.2526638,1.3543671,0.011479251,0.159019,0.031606667,0.011968986,0.15027711,0.034890056,0.012051479,0.14365193,0.03675888,0.011011676,0.14820497,0.033819053,0.39594394,0.3954835
+0.25323054,1.3904741,0.011743123,0.15164265,0.029220294,0.013847683,0.1522443,0.030872907,0.012010217,0.14666125,0.03234405,0.012135788,0.15209529,0.032248244,0.52659917,0.526072
+0.26653966,1.4007279,0.008879886,0.14780387,0.033785522,0.01314968,0.15158817,0.029703379,0.011068001,0.14580789,0.027402058,0.014027969,0.15008405,0.028247602,0.2907464,0.29036283
+0.22464204,1.187887,0.010234963,0.14891067,0.033296775,0.012499512,0.15088111,0.030840795,0.0095852185,0.15244004,0.027691483,0.013152493,0.15302059,0.029825058,0.3230191,0.32304096
+0.16703285,0.9229777,0.014743959,0.15246558,0.031626426,0.009709361,0.1465245,0.033985488,0.0117556825,0.15912563,0.03218674,0.011855861,0.1533232,0.030906077,0.5609158,0.56085587
+0.1803714,1.0070621,0.011778629,0.15386572,0.033459004,0.010870387,0.14418957,0.03414329,0.011220392,0.15673992,0.035228338,0.010503524,0.14692423,0.034446973,0.61878335,0.6183996
+0.23839015,1.2487006,0.00890567,0.14379174,0.030069094,0.011497104,0.13949744,0.032755375,0.011520896,0.15370956,0.036059026,0.009402244,0.14457253,0.034958348,0.27337396,0.27318525
+0.23933786,1.3000745,0.008713944,0.14224932,0.0318134,0.009097012,0.14243114,0.034244727,0.0141330855,0.15182996,0.035479646,0.011145671,0.1470012,0.031228721,0.46711046,0.46709394
+0.18414153,1.0519603,0.009627606,0.14407784,0.030087296,0.008036005,0.14756343,0.037532184,0.012705689,0.14863703,0.03516558,0.0096681705,0.15385887,0.031246442,0.7479021,0.74791193
+0.25525075,1.3721468,0.012791596,0.15366268,0.0312794,0.010519638,0.15340579,0.031445045,0.01106215,0.14969054,0.03542585,0.010646454,0.15857488,0.028209556,0.41067874,0.41081238
+0.25024405,1.3477416,0.012457626,0.15825242,0.034655944,0.012505393,0.15491927,0.031237755,0.01397111,0.15175149,0.031277042,0.011693199,0.15769008,0.026594501,0.4205879,0.4208393
+0.19265278,1.0734148,0.010619662,0.1530774,0.031611014,0.010410485,0.1477896,0.033330128,0.014235787,0.15097743,0.027818397,0.0099762725,0.15058133,0.031136703,0.60684425,0.60688925
+0.29189768,1.5540779,0.011766339,0.15374851,0.030325454,0.011392332,0.14795294,0.036209002,0.013142206,0.15020472,0.028872661,0.010094586,0.15083134,0.03101099,0.35937172,0.35918045
+0.3587488,1.778992,0.013562923,0.1528461,0.032270845,0.0131901,0.14511728,0.03354837,0.01248077,0.15009624,0.02969994,0.011774004,0.15314335,0.0325926,-0.0058974028,-0.0059900284
+0.22059701,1.1874771,0.013992471,0.15211153,0.0328138,0.014434125,0.14768961,0.030782755,0.013877772,0.14763787,0.031735137,0.012840421,0.15229294,0.03200829,0.41810322,0.41814566
+0.18268326,0.99424917,0.012519279,0.1533753,0.033319086,0.0101963235,0.15082034,0.033182483,0.012384597,0.1499767,0.034062736,0.012427564,0.1546242,0.03193237,0.4776339,0.47760582
+0.20868355,1.1651744,0.009337516,0.15028235,0.034314338,0.008963837,0.15000007,0.034360528,0.010300519,0.14367926,0.033990286,0.011066155,0.15481237,0.03294338,0.61845636,0.6185813
+0.2934244,1.6223669,0.012405069,0.14979306,0.034596406,0.010182203,0.14665481,0.038058374,0.01003158,0.1433627,0.03318064,0.010320361,0.14851302,0.033778645,0.56426483,0.5642104
+0.22481841,1.2302759,0.012633458,0.1504924,0.034315687,0.010993598,0.14958349,0.034972187,0.009543914,0.14878432,0.033007722,0.01316917,0.14997408,0.03276955,0.50775146,0.5074396
+0.2336866,1.3002878,0.012433769,0.1560559,0.03570939,0.013177501,0.15206257,0.03404048,0.012050504,0.15598905,0.033164345,0.014554763,0.15608409,0.03030099,0.59928983,0.5993686
+0.25588,1.4051723,0.01387269,0.15456173,0.031015445,0.011397311,0.15261385,0.03269614,0.012202742,0.15631723,0.034896392,0.014168614,0.15444443,0.028782737,0.52535886,0.526659
+0.2676738,1.4329299,0.014060606,0.14999524,0.029407978,0.010200553,0.15295479,0.030038554,0.012823665,0.15378326,0.034985658,0.013626272,0.15242422,0.029105488,0.38425797,0.3883996
+0.27391747,1.3533678,0.012615686,0.14609554,0.030415393,0.010342567,0.1564573,0.028332528,0.012531247,0.151849,0.035174754,0.011069517,0.14997233,0.03205656,-0.02933997,-0.02408266
+0.17048603,0.9331075,0.011521009,0.14351036,0.032194782,0.010339943,0.15558332,0.03580374,0.011660288,0.15165263,0.035235647,0.01034768,0.14858046,0.035318032,0.5073022,0.5083499
+0.2371089,1.1774132,0.0124282,0.14019087,0.031482793,0.011162069,0.1559534,0.034960274,0.012834747,0.15090698,0.034189556,0.011864383,0.14903182,0.035455238,0.0019465685,0.0008368492
+0.15789635,0.95769465,0.011693759,0.1400882,0.032002907,0.013508273,0.15293157,0.03429233,0.013414417,0.14905426,0.03551997,0.009825534,0.14925519,0.034808826,1.1042689,1.1004677
+0.35305384,1.827268,0.010469164,0.14186585,0.031239722,0.011473081,0.14839926,0.0329188,0.009834527,0.14422195,0.033264216,0.00812829,0.14820758,0.033313334,0.21154839,0.2107377
+0.20151421,1.1241024,0.008394512,0.14342198,0.030693859,0.014404356,0.14782915,0.028617393,0.01099529,0.14786878,0.032667506,0.008517711,0.1475679,0.03205215,0.6151652,0.61340857
+0.33788124,1.7346485,0.007993899,0.15007466,0.033277314,0.014400623,0.15211555,0.033226073,0.013305074,0.153431,0.029251073,0.009672755,0.15203702,0.03168204,0.16948116,0.16903067
+0.22159973,1.2481488,0.008315352,0.15497649,0.037438583,0.015583518,0.15428337,0.033029255,0.013355677,0.15254784,0.027128052,0.009398159,0.15132958,0.031259194,0.6692196,0.66757774
+0.23074879,1.2811095,0.009663106,0.15545541,0.037960466,0.014743959,0.1486746,0.03233501,0.01008971,0.14772786,0.03137731,0.011090191,0.15177736,0.033256356,0.5879745,0.5870967
+0.20870446,1.1922491,0.008262703,0.15460241,0.038379934,0.01236164,0.14602241,0.03428893,0.010666289,0.14731315,0.035994094,0.009711154,0.14872593,0.037992414,0.74860173,0.7477498
+0.2875152,1.543891,0.009525547,0.15156648,0.03325489,0.011884741,0.1498266,0.032203548,0.012854374,0.14674157,0.035445593,0.007403104,0.14284623,0.034828957,0.4051417,0.40490198
+0.33315656,1.7540449,0.011854399,0.14937258,0.030699696,0.013513976,0.15561277,0.03199805,0.012299529,0.14756049,0.03529347,0.00798122,0.1448941,0.034164276,0.30012447,0.3000574
+0.2741867,1.5358015,0.012439931,0.14856927,0.028661955,0.012626922,0.15706345,0.0313518,0.0092694005,0.1495629,0.03399531,0.008057057,0.14854276,0.033412155,0.6365155,0.63642883
+0.32586578,1.7101184,0.011504531,0.15108073,0.030077454,0.010842466,0.15477014,0.032018896,0.010318538,0.15109617,0.03177642,0.007964056,0.15213913,0.035212927,0.28305012,0.2830534
+0.45762098,2.2308788,0.010377984,0.15197957,0.030637406,0.011377646,0.15430424,0.033770114,0.012356284,0.15763429,0.034489457,0.008501235,0.15599364,0.03262527,-0.08989972,-0.08992052
+0.25881866,1.4460777,0.012053972,0.15178841,0.030762043,0.011438369,0.15385845,0.03383945,0.013928433,0.15705448,0.032915853,0.010548284,0.15745354,0.031368267,0.622283,0.62235403
+0.2547474,1.5583861,0.0107546365,0.14834663,0.031103846,0.013757513,0.15364742,0.032474034,0.015017676,0.15179414,0.031317018,0.010420319,0.15598533,0.03538191,1.1527863,1.1525087
+0.26833802,1.5606803,0.013121205,0.14940852,0.033902816,0.01346982,0.15127507,0.03175801,0.014691236,0.14788409,0.028514676,0.011647715,0.15008873,0.032948274,0.8516832,0.8512287
+0.24842817,1.4048445,0.012873949,0.15273759,0.033470936,0.0116959475,0.15457621,0.03438212,0.013419614,0.14908609,0.028043896,0.014470897,0.1533261,0.031238556,0.69029677,0.690063
+0.15964383,0.95298445,0.011798623,0.15442985,0.037941046,0.011748885,0.15209892,0.03128199,0.012158992,0.14773282,0.03142864,0.013260532,0.15166283,0.030214902,1.0044069,1.0045719
+0.1808908,0.97817457,0.010801837,0.151369,0.037009664,0.013339851,0.15066743,0.03221308,0.010446825,0.14419231,0.032421578,0.012723649,0.14672008,0.028188847,0.44214535,0.44267225
+0.27782518,1.5449634,0.010173809,0.14665481,0.036365427,0.013945719,0.14759645,0.03253859,0.008427017,0.14227016,0.033738375,0.010862644,0.14468497,0.029962707,0.59612167,0.5960498
+0.20196049,1.2094239,0.010126713,0.1473321,0.03874558,0.013076577,0.14606044,0.030475676,0.008347619,0.14199704,0.038631663,0.011137419,0.14461377,0.029278446,1.0235709,1.0235491
+0.23505136,1.3827714,0.010514245,0.15323797,0.036742564,0.012130358,0.14343773,0.030455079,0.009904702,0.14821374,0.04136405,0.01031487,0.1490461,0.03384226,0.9181666,0.9179783
+0.26833698,1.4775914,0.013168751,0.15506113,0.031391643,0.012814766,0.14642915,0.030980688,0.011414303,0.15334561,0.038792673,0.012076083,0.1525721,0.032206345,0.5417722,0.5416074
+0.15712754,1.0185721,0.014163879,0.15426147,0.028481498,0.011766812,0.15252477,0.03258372,0.012337272,0.15903509,0.03572589,0.010868416,0.15789759,0.032553677,1.5197501,1.5175848
+0.20382315,1.1957446,0.013401824,0.15428549,0.031473614,0.009849772,0.15019557,0.03337496,0.011547113,0.15799376,0.037743475,0.010890871,0.15937284,0.03499047,0.9017426,0.90170956
+0.27335644,1.5200006,0.012693922,0.15177053,0.0324888,0.009477789,0.14467213,0.03415939,0.0099695055,0.15299717,0.035958674,0.011924894,0.15703025,0.032276522,0.59565467,0.5956383
+0.4022012,2.030257,0.014018114,0.14722593,0.02951615,0.010166266,0.14190842,0.035688344,0.013051629,0.15095204,0.031967744,0.0121288095,0.15409589,0.03317115,0.08308393,0.08299446
+0.10428912,0.8263784,0.014558424,0.14518222,0.032217495,0.009523017,0.1463066,0.036444638,0.012447891,0.14931864,0.03373894,0.012418192,0.15092716,0.033146206,2.9784775,2.9590483
+0.23655671,1.2737974,0.014731918,0.15462631,0.032834683,0.009559828,0.15183878,0.03793951,0.013596761,0.15180224,0.031436443,0.012938882,0.15379435,0.030155152,0.4201402,0.41987467
+0.20508789,1.0805115,0.012838992,0.1537179,0.03387876,0.010464231,0.15522656,0.03554609,0.012334491,0.14972362,0.03146681,0.011972991,0.15474474,0.031545673,0.3041622,0.30365944
+0.22814262,1.1944398,0.011169288,0.14568411,0.033371653,0.009905907,0.15474802,0.035715748,0.00908026,0.14274156,0.031135324,0.010656474,0.14830977,0.028395265,0.27089345,0.27062654
+0.20107771,1.1389289,0.010010608,0.14344263,0.034669638,0.010246995,0.15306756,0.03680129,0.0113036195,0.14226088,0.031677134,0.009063633,0.14689323,0.027438872,0.6999169,0.69925356
+0.27675352,1.4674004,0.012664556,0.14670944,0.03470384,0.013289883,0.1510196,0.034312632,0.012810594,0.1462082,0.03914928,0.011570597,0.14627224,0.033438098,0.33764744,0.3373232
+0.37012854,1.9381258,0.013130235,0.15245047,0.033181738,0.013254517,0.14753954,0.034242254,0.011753091,0.14876024,0.03904039,0.01199631,0.14930585,0.0323616,0.2716524,0.27148914
+0.22951943,1.3335693,0.011227764,0.15483019,0.029762112,0.015264983,0.14781246,0.03077403,0.011936351,0.15269285,0.033568643,0.010517843,0.148934,0.031382278,0.8470198,0.84539795
+0.23592122,1.2202015,0.010159002,0.15473041,0.032108657,0.015573532,0.1528224,0.02826982,0.010629753,0.15193641,0.033795856,0.0098332465,0.150406,0.03277295,0.2073552,0.20720243
+0.4666651,2.2030938,0.009953213,0.15103656,0.03488262,0.011091969,0.15171775,0.031707518,0.010900658,0.14814717,0.031161617,0.009116279,0.14775924,0.033938393,-0.24389392,-0.24393845
+0.16813083,0.983173,0.012240305,0.14922085,0.038948167,0.011679726,0.1524637,0.031649966,0.0068406635,0.14475629,0.038836736,0.009139587,0.14940304,0.038066473,0.8830134,0.88279676
+0.2552886,1.3962694,0.013948055,0.14759642,0.036874216,0.014260735,0.15190509,0.03140281,0.009652094,0.14674601,0.04534344,0.011740022,0.15370125,0.035835695,0.5046072,0.50450706
+0.18739872,1.1586857,0.011395803,0.1479255,0.03273229,0.014509886,0.14654204,0.03169109,0.009768795,0.14854038,0.042346336,0.010632169,0.15535429,0.03379404,1.2182994,1.2181273
+0.17725696,1.0872918,0.010653554,0.14804539,0.029621493,0.014176992,0.14355466,0.029918555,0.011037952,0.14947224,0.031319194,0.009608525,0.15567291,0.030807357,1.1693792,1.1691175
+0.30593634,1.5766703,0.010931203,0.15330368,0.034356736,0.014510384,0.1498796,0.029292207,0.0106514385,0.14870355,0.029702067,0.011130808,0.15437391,0.031941947,0.18885815,0.18872023
+0.15682615,0.86842597,0.008533628,0.15040118,0.034201358,0.012633123,0.15036854,0.0307456,0.009036875,0.14980453,0.03582144,0.010196737,0.15041667,0.03403653,0.57365596,0.57263756
+0.17671134,0.9297992,0.008717052,0.14897218,0.03824537,0.011603756,0.15017807,0.033026546,0.00730719,0.14658529,0.03767055,0.011737532,0.14899614,0.03605224,0.29744464,0.29681444
+0.21436094,1.1625214,0.010275584,0.14606073,0.033989932,0.00996565,0.14638567,0.036070067,0.010249277,0.14850487,0.036594335,0.013599439,0.14719278,0.0338084,0.45843387,0.45832634
+0.27989703,1.5168563,0.008333625,0.1401689,0.03467946,0.009334709,0.14149567,0.037950806,0.010708383,0.14426973,0.035418052,0.011935024,0.14532217,0.031912465,0.4545017,0.4544673
+0.2967667,1.6366302,0.007828229,0.1433787,0.033524014,0.0088719735,0.14308003,0.036846627,0.00996132,0.14442375,0.035458256,0.009691643,0.14716628,0.02991603,0.5501136,0.5500021
+0.17084415,1.1528788,0.008678345,0.15505347,0.03601746,0.009681691,0.15308842,0.033850275,0.01033333,0.151923,0.035023727,0.010683143,0.15462214,0.031251863,1.7842554,1.7832618
+0.21105096,1.3412865,0.011072901,0.1597307,0.03211337,0.010530467,0.15910533,0.03459877,0.011868381,0.15710095,0.03553034,0.013279186,0.15828183,0.02888301,1.3907907,1.3904037
+0.3413818,1.8412434,0.011737987,0.1583077,0.03243532,0.011562364,0.15721947,0.03521955,0.013586483,0.15516964,0.034209553,0.012442424,0.15731102,0.027795047,0.428298,0.42863274
+0.2242462,1.2585499,0.010629113,0.15483588,0.033819627,0.011798655,0.15456834,0.03584468,0.013141313,0.15204671,0.032890487,0.011577255,0.15468535,0.02981592,0.64599097,0.6474881
+0.14999713,0.90469915,0.012894512,0.15264824,0.03586564,0.013248663,0.15322033,0.03479867,0.014143485,0.15050712,0.03263705,0.011362035,0.15413609,0.03352968,1.0654477,1.0665736
+0.16041133,0.9632637,0.0137894405,0.1509668,0.033311497,0.013344082,0.1494869,0.031405147,0.014278673,0.14678791,0.03241708,0.012631249,0.15015493,0.033226006,1.0402689,1.040091
+0.22545208,1.2968274,0.013099755,0.15027237,0.032744993,0.012974969,0.14630695,0.029667456,0.015735054,0.14698577,0.028080054,0.011183405,0.14494847,0.030641649,0.78729254,0.7872505
+0.13962246,0.9624788,0.012875546,0.15081745,0.031314854,0.012357964,0.1471706,0.0318154,0.0136015285,0.14708647,0.03154367,0.00947446,0.14828427,0.032914434,1.9297082,1.9285684
+0.2537913,1.4574075,0.012601132,0.1484184,0.031292215,0.0120124305,0.14827928,0.03481732,0.012782151,0.15098754,0.032662053,0.009297075,0.1542199,0.032579504,0.7785107,0.7776737
+0.2866855,1.5670415,0.014157759,0.15082705,0.03346086,0.014018466,0.15179175,0.035027992,0.015575559,0.14916849,0.027721126,0.012899464,0.15787241,0.034296535,0.5020528,0.50119543
+0.27112186,1.3673667,0.0154160345,0.15344286,0.03411349,0.013606247,0.1529234,0.03335295,0.014653546,0.14651074,0.02792444,0.012460222,0.15780318,0.032213297,0.07915026,0.07849598
+0.13888769,0.7990593,0.014415041,0.15189514,0.03165472,0.012159924,0.15062016,0.0361049,0.011309583,0.14420472,0.030801162,0.013487963,0.15884271,0.035661656,0.7912546,0.78840685
+0.27860993,1.2901222,0.011128977,0.14781591,0.033951137,0.011117893,0.14883155,0.035660274,0.011075328,0.14067072,0.033953294,0.013598877,0.15412605,0.03446162,-0.3340264,-0.33430195
+0.09190717,0.7012431,0.009947406,0.1441628,0.03465744,0.012412052,0.14825398,0.035650294,0.009847169,0.14189743,0.035814714,0.013641446,0.15334764,0.03444266,2.6817582,2.6650367
+0.11792349,0.889796,0.010737843,0.14364,0.033165976,0.01264514,0.14963579,0.03535431,0.009842447,0.14438087,0.033781093,0.014068601,0.15284157,0.03081074,2.589352,2.580667
+0.3110688,1.6901047,0.011061018,0.14929979,0.03340735,0.012797152,0.1469912,0.032175627,0.008034917,0.14751616,0.033745933,0.014777658,0.15094963,0.030985624,0.46843988,0.46834898
+0.29274267,1.6607639,0.010482211,0.15528524,0.03137883,0.012338425,0.14972028,0.031054664,0.010488522,0.15441847,0.0343183,0.013486245,0.15283313,0.032325853,0.70838046,0.7082491
+0.35573658,1.9563696,0.012148102,0.15946004,0.02831633,0.012150154,0.15681833,0.031816695,0.0114046335,0.15801913,0.033275433,0.013376596,0.15554506,0.032116346,0.53475434,0.5346203
+0.28347,1.6845437,0.011977264,0.15457281,0.029267263,0.012426583,0.15415776,0.03249133,0.012170238,0.15449432,0.030598082,0.011860655,0.15596977,0.032569803,0.9780094,0.97771263
+0.3538775,1.978294,0.011869406,0.15052286,0.031461406,0.012986662,0.15118906,0.031154927,0.0117070135,0.15166262,0.03407522,0.012170309,0.15413514,0.032913644,0.6257501,0.62546587
+0.23712808,1.4253771,0.014581194,0.14870039,0.031189688,0.013815002,0.15074277,0.032357708,0.012316941,0.15046105,0.033094395,0.01449715,0.15277323,0.03193583,1.0476248,1.0461316

training/marl/Airfoil3D-medium-v0/PPO/2/config.yaml

@@ -3,11 +3,11 @@ env_kwargs: {}
 eval_env_kwargs: {}
 seed: 2
 rl_mode: marl
-total_timesteps: 20000
+total_timesteps: 50000.0
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: true
+continue_training: false
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:
@@ -49,3 +49,10 @@ algorithm:
     device: ${rl_device}
     _init_setup_model: true
 cluster: {}
+test_env_id: ${env_id}
+test_env_kwargs: ${env_kwargs}
+test_rl_mode: ${rl_mode}
+n_test_episodes: 10
+deterministic: true
+save_frames: true
+render_3d: true

training/marl/Airfoil3D-medium-v0/PPO/2/test/test_eval_episode_0.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,local_reward,reward
+0.22872293,0.6721412,0.044170875,-0.19219162,0.058667205,0.046536166,-0.18874441,0.058892507,0.045138773,-0.18833886,0.059178874,0.043887615,-0.19011457,0.060694825,2.9393547,2.93867
+0.24218862,0.80567807,0.043426245,-0.20136681,0.06078415,0.044048194,-0.19709139,0.05885484,0.04312329,-0.1982326,0.059795298,0.041300576,-0.19930555,0.06165341,3.3267136,3.3266554
+0.27657253,1.0826014,0.042995017,-0.20901512,0.061080147,0.041972417,-0.20561822,0.059254333,0.042392895,-0.20684229,0.058948018,0.041155133,-0.20956479,0.061743177,3.9143739,3.914349
+0.30016756,1.2756732,0.042312615,-0.21195616,0.060481567,0.040814828,-0.21135567,0.0588946,0.041025084,-0.21140306,0.057437602,0.04098429,-0.21213166,0.059600215,4.249908,4.2498703
+0.31748697,1.3640907,0.043995965,-0.20923737,0.059214726,0.043091528,-0.20682625,0.05680884,0.043875735,-0.20837463,0.057192896,0.043761436,-0.20777692,0.058789264,4.2965207,4.296525
+0.269575,1.1098071,0.045501556,-0.20161156,0.05952472,0.045657773,-0.19780214,0.055774752,0.045664046,-0.20177244,0.060539514,0.04570086,-0.19836526,0.058965404,4.1167808,4.116877
+0.25565156,0.94023895,0.046146695,-0.19263317,0.061065774,0.047845718,-0.1887823,0.05857103,0.046772778,-0.19268857,0.06117576,0.04731444,-0.18952785,0.061174493,3.677638,3.6778142
+0.22581083,0.7163122,0.044797793,-0.19083317,0.06052742,0.046298444,-0.18592404,0.05872196,0.0451844,-0.1875377,0.058526922,0.04578201,-0.18540677,0.058162257,3.172233,3.1721785
+0.2230299,0.70325035,0.043222945,-0.19418888,0.058464177,0.04406939,-0.18907566,0.056390285,0.042970985,-0.1885569,0.055346515,0.043577272,-0.18768549,0.055067103,3.1533294,3.1531663
+0.24985512,0.9105076,0.04292712,-0.20333447,0.06065451,0.043115493,-0.19810583,0.05651054,0.043331828,-0.19786721,0.056310166,0.04251006,-0.19581239,0.05489744,3.6440926,3.6441424
+0.28899837,1.2036334,0.04166625,-0.20921938,0.06141466,0.041917715,-0.20592512,0.05784793,0.04281995,-0.20512597,0.05606757,0.04120902,-0.2043036,0.054603253,4.164816,4.164845
+0.31578,1.3879788,0.04218632,-0.20986058,0.058646243,0.04195163,-0.20980453,0.058852073,0.041842114,-0.20750411,0.05539224,0.040667187,-0.20974247,0.058024965,4.395404,4.3953977
+0.3324263,1.4828796,0.04459754,-0.20326845,0.056884315,0.044043045,-0.20140885,0.054712567,0.04396272,-0.20273015,0.05614305,0.04210035,-0.20805372,0.060846962,4.4607754,4.460777
+0.35152775,1.5899566,0.047286633,-0.19598168,0.05884877,0.046706777,-0.19766855,0.057043493,0.04523077,-0.19829409,0.059186462,0.04473556,-0.20204483,0.063381016,4.522991,4.52299
+0.3358424,1.5047934,0.046968147,-0.18922193,0.05765249,0.04600067,-0.19358958,0.05921403,0.04572476,-0.19521056,0.061319303,0.04480463,-0.19723156,0.061840195,4.480646,4.4806533
+0.31545353,1.3081753,0.04500855,-0.19096272,0.05432076,0.04528698,-0.19418502,0.05578655,0.04526898,-0.19339772,0.05694476,0.044597197,-0.19502525,0.058094107,4.146879,4.146967
+0.29526302,1.0862827,0.045336504,-0.18989049,0.051230837,0.0456142,-0.19166295,0.052658714,0.045487523,-0.19222362,0.053785425,0.045084406,-0.19159472,0.05349886,3.678895,3.679034
+0.28323746,0.9116374,0.0448244,-0.18790667,0.049086224,0.045167085,-0.18879339,0.050288003,0.045687642,-0.18968338,0.050796255,0.04535276,-0.18871255,0.050806712,3.2185917,3.218633
+0.28290805,0.88406754,0.044229057,-0.18876164,0.047714658,0.04398385,-0.19152604,0.050328936,0.045273934,-0.18942906,0.04990477,0.045114655,-0.18969046,0.049545966,3.1248913,3.124929
+0.27047703,0.8525373,0.04442766,-0.1934661,0.049330212,0.044456813,-0.19523543,0.05072464,0.044641595,-0.19373493,0.049852755,0.044194575,-0.19160457,0.049622804,3.1519794,3.1519766
+0.25385937,0.80937,0.043457877,-0.19660969,0.053634297,0.043428,-0.20007487,0.055035546,0.044440843,-0.19658029,0.05159192,0.044172015,-0.19439177,0.05259877,3.1882167,3.1882613
+0.244246,0.76587576,0.042844627,-0.1979431,0.057374258,0.04260192,-0.20179348,0.057553664,0.043668997,-0.19747163,0.05504108,0.042387832,-0.19327068,0.056041777,3.135395,3.1356735
+0.24275713,0.7368638,0.04314407,-0.20050761,0.060613543,0.043791506,-0.20388107,0.060938533,0.04387343,-0.19805454,0.05885648,0.042430162,-0.19819255,0.05957917,3.0351183,3.0353951
+0.24650656,0.74822205,0.043511186,-0.20260929,0.061137732,0.044361625,-0.2031627,0.059205685,0.043322127,-0.20198399,0.0618559,0.04233597,-0.20416752,0.061319362,3.0354152,3.0353029
+0.2703353,0.8719919,0.044037186,-0.20632343,0.062283166,0.04488356,-0.20229763,0.060096126,0.043622945,-0.20534612,0.06176992,0.042534832,-0.20946108,0.061434187,3.2257547,3.225594
+0.2977867,1.0355792,0.04462188,-0.208561,0.06276872,0.045007747,-0.20474194,0.059639085,0.044356395,-0.20757347,0.061232388,0.043398213,-0.2122526,0.061976533,3.4774835,3.477587
+0.3271957,1.1897631,0.04560641,-0.20961295,0.06289486,0.046006236,-0.20824921,0.061599005,0.04511217,-0.20695643,0.06138994,0.045216613,-0.2107314,0.06258749,3.6361215,3.6362429
+0.2909243,1.0610771,0.046559643,-0.20619135,0.059950043,0.046286497,-0.2055183,0.059305195,0.046611767,-0.20444179,0.060831826,0.04653379,-0.20384927,0.06037424,3.6474888,3.6472619
+0.36045104,1.2678415,0.04758867,-0.20102514,0.057897754,0.046202682,-0.20111367,0.058697384,0.04849554,-0.2005651,0.059865016,0.048577696,-0.19593312,0.058513444,3.5172305,3.517375
+0.33276206,1.140832,0.048867803,-0.19421177,0.057097692,0.04750361,-0.19416834,0.055336956,0.04898124,-0.19629358,0.057205204,0.049487952,-0.18989222,0.05841474,3.42811,3.4283714
+0.30638912,0.96141434,0.046952676,-0.18983938,0.055440664,0.049211286,-0.18942674,0.055004768,0.047171984,-0.19645007,0.056577925,0.04563946,-0.1843216,0.054216366,3.1376853,3.1378865
+0.27842975,0.7364845,0.044756684,-0.1867481,0.05259643,0.047424983,-0.1887691,0.05506805,0.04572529,-0.1931593,0.053778846,0.04416309,-0.1864904,0.053548727,2.6452777,2.6451359
+0.26701203,0.6032211,0.045027778,-0.18732274,0.052829884,0.04644107,-0.19400169,0.057495523,0.046899144,-0.19540924,0.054934107,0.043317746,-0.19306219,0.053920083,2.2599797,2.2591534
+0.26189435,0.5804649,0.045264464,-0.19114503,0.052215923,0.045074448,-0.20207272,0.059869934,0.047007855,-0.19332562,0.05318333,0.04277361,-0.20049825,0.057301532,2.2170305,2.2164087
+0.26812395,0.6889216,0.043500345,-0.19857498,0.05548414,0.04314285,-0.21074612,0.063856564,0.047191333,-0.19035785,0.050455473,0.04240808,-0.20955612,0.062375028,2.569481,2.5694144
+0.30525872,0.94385254,0.04290354,-0.20669422,0.056191836,0.043590456,-0.21191409,0.06023136,0.045039363,-0.19399595,0.049570892,0.04235249,-0.21344079,0.063532494,3.091899,3.0919757
+0.27933747,0.9607455,0.041991185,-0.2109562,0.057514917,0.043435037,-0.21087153,0.05850896,0.042439323,-0.20559351,0.05842946,0.043421168,-0.21425517,0.06302406,3.43946,3.4393723
+0.32736287,1.1678499,0.042878743,-0.20747213,0.059288677,0.04570133,-0.20341371,0.0582666,0.042628672,-0.20254438,0.059938964,0.04355454,-0.20876916,0.06205849,3.5674675,3.5674477
+0.1996671,0.7056159,0.043860998,-0.1992188,0.062804736,0.04719873,-0.19495408,0.059503164,0.04456963,-0.2041881,0.06278734,0.045944575,-0.19752853,0.057649642,3.533978,3.5339618
+0.20152195,0.6799698,0.0471397,-0.19913732,0.0659899,0.048143905,-0.1911062,0.05950478,0.047518853,-0.20266773,0.06180736,0.048408095,-0.19112663,0.05802982,3.3741658,3.3741724
+0.27902204,0.91791564,0.045341562,-0.19793369,0.061644748,0.04675236,-0.19189353,0.059651215,0.049372546,-0.1976342,0.061221484,0.047395628,-0.19435197,0.057426717,3.2897415,3.2897604
+0.27264497,0.89856774,0.045218047,-0.20310895,0.061921615,0.043743193,-0.19413431,0.056130055,0.047815472,-0.1927272,0.058355458,0.044986006,-0.20163357,0.06118403,3.295714,3.295743
+0.26144022,0.8592832,0.045717146,-0.20352058,0.06092025,0.04389654,-0.1960027,0.055322263,0.045666177,-0.18870074,0.052469593,0.043890752,-0.20304556,0.059670266,3.2866943,3.2867293
+0.25250873,0.80976623,0.04548468,-0.20637485,0.060352024,0.042468674,-0.19455557,0.05369145,0.045502666,-0.19060999,0.052075576,0.04322942,-0.20170568,0.058301654,3.2068737,3.2068841
+0.27880937,0.8437512,0.044968985,-0.2101122,0.063667506,0.043471932,-0.197085,0.053128745,0.045043964,-0.19624169,0.05447491,0.04431863,-0.2028658,0.060863663,3.02625,3.0262656
+0.24670357,0.7631586,0.045572963,-0.21069124,0.06538249,0.04309162,-0.20035765,0.05939226,0.04423319,-0.19938885,0.057372537,0.045791898,-0.20251921,0.061958756,3.0934217,3.0934236
+0.2470358,0.7755345,0.04658321,-0.212153,0.069899686,0.043537464,-0.20500845,0.062266525,0.04497454,-0.20318466,0.058955293,0.04347801,-0.20849761,0.06806152,3.1393871,3.139361
+0.24849612,0.80144,0.045360576,-0.20906323,0.06794032,0.044278014,-0.20794173,0.06274763,0.044364166,-0.20620094,0.06240205,0.043901324,-0.20503941,0.06591293,3.2251513,3.225161
+0.2548284,0.8553783,0.044609744,-0.20649414,0.064878136,0.044219002,-0.20775269,0.06428515,0.044715844,-0.20882231,0.063750245,0.041965097,-0.20312634,0.062457487,3.3566742,3.3566837
+0.26552072,0.9367882,0.044646487,-0.20283166,0.064044,0.045497764,-0.20490731,0.06356329,0.04506426,-0.20994222,0.06494994,0.043596577,-0.20601596,0.062337752,3.5281317,3.5281172
+0.24114537,0.8827787,0.045172084,-0.20181547,0.063466586,0.047049172,-0.20376766,0.06309352,0.04574131,-0.20944081,0.06692409,0.04447101,-0.20637922,0.060669247,3.660829,3.660774
+0.28997913,1.0843132,0.046416316,-0.20342195,0.063185126,0.0472644,-0.20146336,0.061308894,0.04671363,-0.20718002,0.065605775,0.045665067,-0.2037743,0.06171939,3.7393227,3.73928
+0.29090464,1.0837393,0.047946963,-0.20187737,0.062763326,0.04588746,-0.20194556,0.060510978,0.04591875,-0.20542741,0.062439922,0.045267466,-0.20361738,0.06330188,3.72542,3.7254107
+0.2784375,0.97252125,0.046371523,-0.200133,0.060646236,0.04359368,-0.19997647,0.05997607,0.046270426,-0.20324725,0.06253335,0.046857018,-0.2002024,0.06261925,3.4926991,3.4927812
+0.25012648,0.74919736,0.0456342,-0.19510643,0.05790053,0.04515158,-0.19628341,0.058301445,0.04655462,-0.19945781,0.06025026,0.047526862,-0.19636159,0.061023567,2.9951026,2.995274
+0.23527606,0.58053476,0.045916773,-0.19142173,0.05293713,0.04599045,-0.19614352,0.057436693,0.046932478,-0.19490552,0.057185728,0.045508597,-0.19347511,0.060764376,2.467483,2.467462
+0.23540005,0.53420264,0.046233706,-0.19258566,0.054784376,0.045425907,-0.19954158,0.06002816,0.047431726,-0.19585055,0.057999182,0.045328893,-0.19596119,0.060401652,2.2695515,2.2693396
+0.24389331,0.6000671,0.044927333,-0.19322611,0.05411886,0.044821806,-0.2069105,0.06286375,0.045762107,-0.19977643,0.05862773,0.04426468,-0.20193177,0.060803536,2.4607456,2.4603672
+0.26046255,0.7627718,0.043236475,-0.19744636,0.053051163,0.04309294,-0.20993297,0.060978435,0.044112634,-0.20724396,0.059848327,0.04202817,-0.2056547,0.05763323,2.9287884,2.9285276
+0.2914575,0.9954867,0.042245995,-0.2020848,0.05654804,0.041997794,-0.21160802,0.06045849,0.04365879,-0.20947143,0.060388148,0.04082328,-0.20970781,0.057750348,3.4155064,3.4155467
+0.325776,1.1639339,0.0438956,-0.20513703,0.05967786,0.043468505,-0.20668215,0.061940603,0.044501994,-0.2066315,0.05949733,0.04237036,-0.20613708,0.059373274,3.5727875,3.5728042
+0.23357822,0.752109,0.044228766,-0.2013212,0.060245242,0.044104327,-0.19365294,0.06052928,0.046436816,-0.19956128,0.05961299,0.042963352,-0.19647051,0.059040252,3.220242,3.219945
+0.2906976,0.84578925,0.04546147,-0.20098452,0.06224985,0.047511976,-0.19325387,0.062387545,0.046176355,-0.19555528,0.061710775,0.04614528,-0.19431768,0.06279151,2.9099088,2.9095156
+0.23536512,0.6922075,0.046255816,-0.20079328,0.06399744,0.047301877,-0.19343394,0.061670918,0.048039146,-0.19329645,0.061147664,0.0467873,-0.19774988,0.06497665,2.9414356,2.9409945
+0.30683303,0.9890336,0.046305437,-0.20396586,0.06268949,0.043840643,-0.20012683,0.061508495,0.046108395,-0.19792946,0.058727417,0.044777866,-0.20187788,0.06282229,3.2234564,3.2233608
+0.30551857,1.0932943,0.044126906,-0.20498784,0.05998673,0.04410946,-0.20432971,0.05980849,0.041954707,-0.20231406,0.055202957,0.043902475,-0.19816485,0.05536975,3.5785182,3.5784872
+0.3072392,1.1251668,0.042450193,-0.20350514,0.056677207,0.04430632,-0.20160626,0.053978626,0.042105358,-0.20271604,0.05432443,0.044001967,-0.20078035,0.05576549,3.6621742,3.662185
+0.29909664,0.99758714,0.04257242,-0.20030521,0.05496231,0.044290792,-0.19850704,0.053387847,0.043246936,-0.20108475,0.055929746,0.044958476,-0.19254754,0.056201097,3.3352585,3.3353338
+0.25911364,0.69979745,0.045819987,-0.1945156,0.05648568,0.04584594,-0.19410059,0.056977656,0.04698466,-0.19496383,0.05564494,0.046790536,-0.1887822,0.05976304,2.70079,2.7007356
+0.25714532,0.6442559,0.048547063,-0.19004627,0.058880344,0.045754895,-0.19459455,0.06204502,0.048149735,-0.18802094,0.0566416,0.045903016,-0.18968959,0.058666162,2.505719,2.5054157
+0.26523185,0.73162097,0.04592517,-0.1899908,0.058759686,0.045682024,-0.20477916,0.06632052,0.04712447,-0.19411422,0.060757462,0.042974602,-0.20043592,0.06257174,2.758725,2.7584205
+0.2835849,0.9324795,0.042840827,-0.19895557,0.059964646,0.04389997,-0.21101436,0.061836574,0.042891044,-0.20207715,0.061842516,0.04018056,-0.20730297,0.06189297,3.2882233,3.2881846
+0.30754015,1.151799,0.0411125,-0.20738387,0.059651908,0.041302938,-0.21078433,0.05861642,0.04110292,-0.21126744,0.06242164,0.039327577,-0.21087031,0.058871243,3.7451992,3.7451987
+0.33986107,1.34857,0.042162206,-0.2065378,0.056465108,0.042566936,-0.20782249,0.05798786,0.042988405,-0.20912717,0.057203405,0.040812552,-0.20825203,0.058748428,3.968001,3.9680037
+0.31948936,1.2452369,0.044652984,-0.20054294,0.05621294,0.045030545,-0.198294,0.057122495,0.044329774,-0.20234759,0.057281252,0.044168312,-0.20026734,0.057842445,3.8975856,3.897585
+0.30217743,1.1188911,0.04780792,-0.1961881,0.059442982,0.049081344,-0.19413507,0.0609803,0.048569445,-0.1952972,0.057342634,0.048365995,-0.19361693,0.059335273,3.7027555,3.7027621
+0.26721245,0.8693838,0.047171425,-0.18767019,0.05864688,0.04745402,-0.18616807,0.058084916,0.047932096,-0.18957476,0.058646668,0.04656789,-0.1877095,0.058589872,3.2535563,3.2535303
+0.24046835,0.6644853,0.04470764,-0.19017296,0.05756363,0.04660582,-0.18978436,0.05754269,0.045633256,-0.18948427,0.057560723,0.0439013,-0.18716441,0.056448694,2.7633731,2.7632961
+0.23899359,0.63003254,0.044988763,-0.19106634,0.05608545,0.044106554,-0.19609374,0.057784956,0.044566218,-0.19393204,0.058795,0.042865742,-0.19052054,0.056516897,2.6361845,2.6361902
+0.25441945,0.75628316,0.043827467,-0.1962732,0.057305504,0.042409886,-0.20606731,0.061901744,0.04314321,-0.2011774,0.059550155,0.04236379,-0.20072217,0.057962343,2.9725926,2.972584
+0.28213924,1.0018219,0.04412888,-0.2054327,0.05690081,0.042073075,-0.20874085,0.0576968,0.042513642,-0.21035375,0.05764819,0.04234502,-0.20786636,0.05751602,3.550824,3.5508065
+0.31930116,1.2528855,0.04443432,-0.20827381,0.055126954,0.042839874,-0.20881492,0.05487221,0.04372978,-0.21194232,0.055913758,0.04236022,-0.20907696,0.054804288,3.9238436,3.9238362
+0.31216556,1.1940209,0.04464535,-0.20661019,0.059708294,0.04494188,-0.2012939,0.057860382,0.04505801,-0.20777346,0.060216304,0.044013824,-0.20060417,0.057486806,3.8249512,3.8249602
+0.2698145,0.90795094,0.04447599,-0.19818224,0.06327314,0.04566085,-0.19172777,0.060680524,0.04543292,-0.1989852,0.06331768,0.045399006,-0.1924118,0.059936304,3.3650944,3.3650932
+0.2538067,0.71348244,0.047456376,-0.19325204,0.06438697,0.045479782,-0.18811654,0.06232586,0.047593568,-0.19218962,0.06478182,0.045952763,-0.18819998,0.062712625,2.8111405,2.8111253
+0.2591606,0.7647145,0.046614345,-0.19294445,0.0618132,0.04481039,-0.19187109,0.05962337,0.04741789,-0.19186191,0.060642514,0.04533023,-0.19119398,0.059744876,2.9507518,2.9507358
+0.2894725,1.0142772,0.04376479,-0.20037968,0.06128327,0.043452274,-0.2017155,0.059088055,0.044278815,-0.20075457,0.060366854,0.043193236,-0.20418315,0.061278712,3.50384,3.5038812
+0.32594806,1.288351,0.042067066,-0.20841028,0.058871273,0.04333493,-0.20584159,0.055914897,0.042391296,-0.20751275,0.056494668,0.04270569,-0.21005316,0.061315387,3.9526181,3.952627
+0.38828766,1.5783205,0.042066444,-0.20833422,0.056613233,0.04289944,-0.20489128,0.053563103,0.04218188,-0.20794581,0.053862646,0.04296184,-0.2046746,0.055157147,4.0648227,4.0648227
+0.33109394,1.3661566,0.04368524,-0.2006663,0.055375155,0.044982318,-0.1967236,0.053431,0.043851685,-0.20083557,0.053873952,0.04520266,-0.19890817,0.05494131,4.1261325,4.12619
+0.32083058,1.2494782,0.047376815,-0.1950474,0.058063194,0.047430817,-0.19226485,0.056178935,0.04629465,-0.19539882,0.05649651,0.04780108,-0.1921521,0.05697835,3.8943055,3.894511
+0.2636471,0.8566866,0.047827113,-0.18627553,0.05664536,0.04723729,-0.18655738,0.057493452,0.047207166,-0.18713234,0.056887727,0.04677705,-0.18691973,0.057399485,3.249113,3.2493684
+0.2510575,0.6891218,0.046122387,-0.1879371,0.05650243,0.04475892,-0.18755281,0.058188368,0.04515076,-0.18558712,0.05630981,0.04386241,-0.18530019,0.055592317,2.7448866,2.7448761
+0.24970375,0.67083836,0.044349585,-0.19074328,0.05498268,0.041996796,-0.19536872,0.059837427,0.04428654,-0.18793784,0.054433916,0.041783873,-0.19200116,0.057195712,2.6866498,2.686537
+0.25804323,0.8014017,0.04353093,-0.1973213,0.054718092,0.041156545,-0.204751,0.060566198,0.04332312,-0.19435774,0.054577317,0.041161235,-0.2027318,0.060084317,3.105834,3.1056876
+0.34397653,1.2606734,0.043899823,-0.20347528,0.052359644,0.04063196,-0.21076871,0.057232197,0.0423336,-0.2040072,0.05510414,0.0404542,-0.21091022,0.05762827,3.6648371,3.6649983
+0.3553833,1.4168996,0.04346893,-0.20512281,0.051660433,0.04235813,-0.21107699,0.05481358,0.0431016,-0.20898138,0.055213828,0.042161316,-0.21107773,0.054903347,3.9869509,3.9869616
+0.32688087,1.2764657,0.04409423,-0.20099807,0.058935814,0.043647747,-0.20445128,0.058500607,0.044826355,-0.21012588,0.058486525,0.042890195,-0.20486845,0.057987336,3.9049158,3.9049873
+0.29406762,1.0249999,0.046216417,-0.19407491,0.061973132,0.04661428,-0.19431381,0.06039494,0.04528893,-0.20115359,0.061438035,0.045660608,-0.19435503,0.060211156,3.485454,3.4855924
+0.25851744,0.7459068,0.046230208,-0.18993838,0.062453274,0.047498,-0.18945533,0.06199495,0.04730451,-0.19239095,0.06142905,0.047408015,-0.18897338,0.062185008,2.8853476,2.8853247
+0.25712264,0.7265504,0.044425692,-0.1951733,0.061986722,0.045713242,-0.188654,0.05817647,0.047575776,-0.19071813,0.060756136,0.044824574,-0.18754025,0.05788895,2.8258417,2.825696
+0.275205,0.89936036,0.04271138,-0.20406774,0.061394524,0.044696413,-0.19757162,0.05640379,0.044609923,-0.20001224,0.060754646,0.04409625,-0.19726734,0.05715826,3.2680712,3.2679653
+0.31619465,1.2162262,0.04247998,-0.20994018,0.058727186,0.04369989,-0.20318365,0.05221177,0.044146948,-0.20780353,0.058204323,0.04210521,-0.20410182,0.056245785,3.8464103,3.8464477
+0.3416904,1.4097313,0.04232435,-0.21236642,0.05615564,0.042948816,-0.20487303,0.052274536,0.04224578,-0.21256356,0.05679168,0.041604582,-0.20571725,0.054477323,4.125802,4.1257563
+0.3363052,1.4139063,0.044648763,-0.20754339,0.05818098,0.043790106,-0.19626655,0.053481594,0.04431271,-0.21111064,0.05846602,0.04347174,-0.20077841,0.055774707,4.204182,4.2042356
+0.33700466,1.3792515,0.046234805,-0.1974069,0.058221202,0.04689242,-0.19189863,0.057337057,0.04560438,-0.20255725,0.057429273,0.046252716,-0.19457643,0.057382215,4.0925817,4.0926776
+0.29159525,1.0808911,0.047992002,-0.19016802,0.058831733,0.04674295,-0.18959452,0.059109602,0.048278958,-0.19409542,0.06085873,0.04645255,-0.1880709,0.05767026,3.7066288,3.70682
+0.26629567,0.83196735,0.046924353,-0.18535753,0.055546116,0.044310246,-0.18786056,0.057231557,0.048038725,-0.18583575,0.057416495,0.043500073,-0.18516164,0.057084467,3.1239493,3.1242242
+0.25510827,0.74197704,0.045854297,-0.18769376,0.05297001,0.04396512,-0.1936557,0.056900155,0.04679566,-0.18921454,0.055463046,0.04305483,-0.19074365,0.05701221,2.9084115,2.908479
+0.26892468,0.8475557,0.045165017,-0.1941108,0.051916987,0.044281986,-0.19901785,0.05851321,0.045455378,-0.19411428,0.053857353,0.042746108,-0.2011135,0.06105111,3.1515598,3.151647
+0.33714414,1.2091818,0.04290798,-0.2035565,0.054337796,0.044250328,-0.20614922,0.057155337,0.0439817,-0.20085596,0.05403504,0.042149764,-0.21084492,0.059878573,3.5865264,3.5865426
+0.34225947,1.364347,0.04136881,-0.20602451,0.052352272,0.04445829,-0.20645893,0.0547794,0.04440775,-0.2066322,0.055198558,0.042743627,-0.21344163,0.060393896,3.9863153,3.9862943
+0.32069194,1.2466475,0.044504743,-0.20355605,0.057173867,0.045152392,-0.20039554,0.057961483,0.045027517,-0.20570858,0.058558963,0.04409114,-0.20872714,0.059160966,3.8872983,3.8873677
+0.28629622,1.0034047,0.04497728,-0.19458805,0.05992299,0.045780797,-0.19849308,0.063393265,0.046133254,-0.19708245,0.06069186,0.04506403,-0.19884184,0.060138363,3.504541,3.5047781
+0.22583881,0.6804497,0.04689691,-0.19060759,0.062318854,0.04657877,-0.194099,0.063585326,0.04634813,-0.18965362,0.06013814,0.046509277,-0.19129467,0.062312573,3.0130038,3.0129883
+0.2574084,0.7730807,0.04660132,-0.19397105,0.061523307,0.04520143,-0.19485667,0.061058022,0.04530928,-0.19662185,0.060889218,0.046139386,-0.18490066,0.058555823,3.0039115,3.0033233
+0.28270322,0.97967935,0.04302535,-0.20427816,0.061667807,0.043249458,-0.20118286,0.061348148,0.045157902,-0.20741452,0.06354584,0.0433126,-0.19038107,0.056599434,3.4656432,3.4653986
+0.3197474,1.2651064,0.042337704,-0.21027133,0.059035894,0.042838473,-0.20588553,0.060236488,0.044150002,-0.2130317,0.062219996,0.0419816,-0.20083739,0.056167368,3.956648,3.9565809
+0.33912748,1.4186497,0.042022835,-0.21284388,0.05817438,0.042148896,-0.20939331,0.05863825,0.043294005,-0.21108301,0.057529964,0.040912237,-0.20764406,0.056919426,4.18325,4.183234
+0.34840402,1.487404,0.043717805,-0.20619945,0.05808945,0.044809487,-0.20877083,0.05888645,0.044379357,-0.20240466,0.05655324,0.042309687,-0.20891438,0.056851614,4.2691927,4.269193
+0.33722934,1.4083675,0.046214487,-0.19977783,0.06082947,0.046827797,-0.20088463,0.05941009,0.048389312,-0.19401555,0.057579085,0.044846427,-0.20313467,0.059349496,4.1762075,4.17629
+0.3073122,1.1762116,0.04786587,-0.1910484,0.05940867,0.047635157,-0.19577242,0.059575673,0.048536453,-0.18522675,0.05600549,0.046572734,-0.19796495,0.061615195,3.8269114,3.827416
+0.27576408,0.8991056,0.046266492,-0.18601419,0.055578403,0.046266925,-0.18774389,0.056969028,0.04759661,-0.18375556,0.05548964,0.04578923,-0.18982017,0.05845552,3.2598076,3.260416
+0.2653793,0.771988,0.04564667,-0.18700539,0.05322672,0.044630744,-0.18706776,0.054516893,0.044744674,-0.18943481,0.055260286,0.042776484,-0.19100781,0.056812573,2.9089177,2.9089983
+0.2607948,0.7813248,0.045912933,-0.19103621,0.053291377,0.044793967,-0.193777,0.055060294,0.04260307,-0.19936112,0.058000937,0.04285575,-0.19207183,0.054460827,2.9961095,2.995937
+0.32318336,1.0965977,0.045098696,-0.19986463,0.054145377,0.043901645,-0.20513707,0.056688208,0.04176807,-0.20689629,0.057599973,0.04246897,-0.19821216,0.055452894,3.3931515,3.3931131
+0.26690528,1.0219316,0.04329374,-0.20459364,0.056417104,0.042918246,-0.20513211,0.05081304,0.042358506,-0.20974876,0.05406018,0.041815277,-0.20370238,0.05454593,3.8290272,3.8288176
+0.3253307,1.2590806,0.042919543,-0.20538788,0.058182035,0.0445971,-0.20065607,0.054451544,0.042724825,-0.20972839,0.056152236,0.042004224,-0.20513944,0.056001216,3.870175,3.8701563
+0.3387314,1.1816881,0.044567842,-0.20012604,0.05847949,0.044435423,-0.19396205,0.05861504,0.043983612,-0.19886069,0.059441786,0.0434097,-0.20172869,0.05832171,3.4885268,3.4885695
+0.27950183,0.84459734,0.044304017,-0.19319762,0.0606,0.046395008,-0.19020285,0.061038136,0.045868624,-0.19329782,0.06351262,0.044129256,-0.19672324,0.06136636,3.0217676,3.0217955
+0.26288995,0.78778267,0.046297137,-0.1909364,0.05982152,0.04596376,-0.19174625,0.059795454,0.046582285,-0.19337676,0.061456505,0.04628735,-0.19293533,0.06043877,2.9967034,2.9966252
+0.2859664,0.9821975,0.046433773,-0.20215838,0.062697075,0.04383776,-0.20126556,0.06052678,0.046004046,-0.19948639,0.05953664,0.045504294,-0.19550909,0.060198646,3.4346871,3.4346607
+0.3174755,1.2448287,0.044682026,-0.21080337,0.06416781,0.042740572,-0.20708005,0.058251522,0.045329884,-0.20464353,0.05589898,0.044152226,-0.20774896,0.06111873,3.9209514,3.921023
+0.36231425,1.4930453,0.042371947,-0.2100658,0.05892074,0.04199558,-0.2105087,0.05566981,0.042206068,-0.20676477,0.054598745,0.041631162,-0.20606916,0.056942366,4.120884,4.1208572
+0.35749632,1.5420368,0.04298006,-0.20726524,0.058612574,0.04438806,-0.20656715,0.057846945,0.044185277,-0.20281988,0.05333515,0.043395337,-0.20255275,0.055588767,4.3134756,4.313434
+0.3441238,1.4752877,0.046377894,-0.19986428,0.05565467,0.04712093,-0.20426486,0.061032634,0.04612693,-0.19852202,0.05519738,0.046720367,-0.19845673,0.05724983,4.2870374,4.287084
+0.32253852,1.2788012,0.047599964,-0.1917942,0.05830687,0.047240626,-0.19698764,0.059172075,0.047689807,-0.19068758,0.056534395,0.047870357,-0.19142736,0.05963473,3.9642985,3.9648013
+0.28036892,0.9435153,0.046792675,-0.18795158,0.055818032,0.04691376,-0.1918318,0.05688202,0.0466885,-0.18514448,0.05620757,0.045362934,-0.187279,0.05667833,3.3641388,3.3652635
+0.26756397,0.7727156,0.04656201,-0.1885889,0.054057825,0.046105135,-0.18596493,0.053801756,0.04412508,-0.18738143,0.05455195,0.04421512,-0.18989703,0.056246035,2.8872845,2.887966
+0.2653226,0.7767127,0.04644746,-0.1942919,0.053581093,0.044422742,-0.19117893,0.057636525,0.04297736,-0.19231702,0.053698774,0.042936485,-0.19646509,0.0590468,2.9267576,2.9274278
+0.28011084,0.9379778,0.044088848,-0.20121337,0.0539514,0.0442278,-0.20011042,0.056377083,0.04208809,-0.20388803,0.05549431,0.042021338,-0.20639007,0.060928024,3.3479679,3.3485951
+0.32042262,1.2283528,0.042760987,-0.2057552,0.05367846,0.042719405,-0.20940189,0.057775106,0.043149024,-0.21143372,0.05699319,0.042717587,-0.21148807,0.059747186,3.833801,3.8335395
+0.28030166,1.0920786,0.04471248,-0.20432469,0.05508429,0.04368365,-0.21310215,0.061412286,0.044009246,-0.20875828,0.05722977,0.04343795,-0.2137947,0.061654773,3.8962345,3.896083
+0.29883066,1.1149435,0.044832468,-0.19599858,0.057930086,0.045159105,-0.20435895,0.057913136,0.04480846,-0.20002843,0.05895198,0.04478178,-0.21002714,0.062694095,3.731073,3.7310212
+0.26781002,0.9036316,0.0448722,-0.19338603,0.06060585,0.045813736,-0.19324456,0.05980385,0.046957877,-0.19425465,0.06159718,0.045131642,-0.20252562,0.065581486,3.3740487,3.3741517
+0.25818366,0.8274901,0.044161588,-0.19788237,0.061667863,0.04798949,-0.1892478,0.06022964,0.047900926,-0.18692027,0.058416735,0.04650535,-0.19628726,0.061591268,3.2045732,3.2050445
+0.27469143,0.95380545,0.04269955,-0.20598708,0.060862564,0.046731208,-0.19410509,0.05956339,0.045825247,-0.19342546,0.056474928,0.046204645,-0.19474483,0.058276746,3.4718056,3.4722795
+0.308142,1.199199,0.042087488,-0.20959926,0.059161484,0.044697948,-0.20406598,0.058532372,0.044089638,-0.20294915,0.056831967,0.04473786,-0.19431148,0.05471177,3.8915372,3.8917089
+0.33227882,1.3913685,0.04343506,-0.20776242,0.057965737,0.042953424,-0.20688383,0.05581707,0.043212205,-0.20907629,0.058778994,0.04344913,-0.19604318,0.052905194,4.187352,4.187352
+0.37519953,1.594947,0.04483675,-0.20256221,0.056759104,0.04304758,-0.20777906,0.0551692,0.043328393,-0.20800792,0.057228323,0.042419713,-0.19699202,0.053948816,4.2509437,4.2509303
+0.34732968,1.4877739,0.047622535,-0.19742778,0.05820917,0.045288157,-0.20382082,0.057673406,0.046148364,-0.2019572,0.056909733,0.044639893,-0.19958943,0.05553932,4.28337,4.283463
+0.32407203,1.3142195,0.048452243,-0.18751153,0.056518506,0.047848374,-0.19767152,0.057905298,0.04687986,-0.1969312,0.060407523,0.046869274,-0.19452845,0.05779736,4.0547867,4.055331
+0.2946019,1.0492315,0.044619545,-0.18770291,0.057249997,0.04666648,-0.19207747,0.05738562,0.046257954,-0.19280706,0.059415486,0.04582766,-0.18985297,0.0551978,3.5606446,3.5615234
+0.26920286,0.79657847,0.043664318,-0.18726566,0.056807093,0.046134446,-0.18949665,0.05681603,0.046018314,-0.18958013,0.055781033,0.04553467,-0.18494193,0.051056035,2.9588969,2.9590268
+0.26155335,0.71403027,0.043242354,-0.1960049,0.058479656,0.04526629,-0.18994331,0.055073675,0.045941394,-0.1917757,0.053525027,0.045331918,-0.18789546,0.051856935,2.7309198,2.7299604
+0.26619923,0.783264,0.0419752,-0.20554362,0.05921662,0.043333385,-0.1927463,0.05334678,0.045748,-0.19473867,0.052225802,0.04352392,-0.19056873,0.051788457,2.9437659,2.9423976
+0.29271057,1.01301,0.04150564,-0.20990944,0.056218326,0.043349463,-0.20113222,0.052256208,0.044359002,-0.20012622,0.051714126,0.041649695,-0.20010497,0.053520996,3.4602485,3.4607906
+0.32232344,1.2451854,0.042313103,-0.2114088,0.056625713,0.043584894,-0.20346402,0.051864646,0.042904638,-0.20654917,0.054654434,0.042266175,-0.20899577,0.05919924,3.862918,3.863155
+0.31574297,1.2198588,0.043424144,-0.20127746,0.058208335,0.043114863,-0.2020756,0.054109078,0.044082843,-0.20862027,0.060928423,0.043772586,-0.20471342,0.057147373,3.863416,3.863455
+0.298293,1.040511,0.046023842,-0.19123593,0.05950319,0.044659156,-0.19648279,0.057971355,0.04364622,-0.20502608,0.06303052,0.043862052,-0.20177849,0.0611842,3.4884734,3.488218
+0.2827928,0.8827525,0.04822828,-0.18948692,0.05992452,0.04671474,-0.19339918,0.06012911,0.044387434,-0.20071821,0.065359585,0.04616468,-0.19369261,0.062430818,3.122123,3.121552
+0.29803663,0.9678491,0.046910074,-0.19264032,0.058733176,0.046373073,-0.1949143,0.06123179,0.046637915,-0.20153494,0.06560749,0.047241982,-0.18902917,0.05946181,3.2474852,3.2474165
+0.30881295,1.1568469,0.04504082,-0.19815727,0.056494255,0.044233747,-0.2071264,0.06322944,0.046274833,-0.20434342,0.06371538,0.044362407,-0.19437943,0.057495814,3.7459226,3.7461088
+0.3351278,1.3660319,0.043460343,-0.20595093,0.05555295,0.043275353,-0.2090383,0.05735599,0.044259522,-0.20536442,0.058028843,0.04291149,-0.20540641,0.060609546,4.076072,4.0761523
+0.3480518,1.4654374,0.043812986,-0.20722048,0.056996938,0.044689637,-0.21004507,0.05655429,0.043959077,-0.20387098,0.05396843,0.042441998,-0.20479722,0.054869,4.2104506,4.2104006
+0.33173284,1.3816521,0.04641358,-0.19698061,0.056570273,0.046224605,-0.20450966,0.056807335,0.044977486,-0.20017718,0.05322004,0.045278978,-0.20055765,0.05717877,4.1648254,4.164954
+0.3061031,1.1803343,0.048490588,-0.19090994,0.057206932,0.048142325,-0.19665672,0.058214042,0.04655719,-0.19663797,0.056665897,0.047769878,-0.19073619,0.055923622,3.8550606,3.8560023
+0.2763657,0.92424524,0.047857013,-0.18286438,0.056537006,0.047637254,-0.1917057,0.056552045,0.04699977,-0.18821429,0.055717405,0.046931308,-0.18427275,0.05545825,3.3433127,3.3442836
+0.26506123,0.7941592,0.04504618,-0.1862651,0.056076456,0.04584417,-0.18732904,0.057474945,0.04521166,-0.18559211,0.053766217,0.04497332,-0.18942274,0.05753507,2.9958615,2.9961348
+0.26274672,0.8081195,0.04277722,-0.19655584,0.055962134,0.044729892,-0.19329216,0.058105092,0.04357869,-0.18911825,0.053242005,0.04276878,-0.19787885,0.060657643,3.0755136,3.0756595
+0.28703403,1.0178024,0.042827826,-0.20496804,0.056014832,0.04147879,-0.2007032,0.057852738,0.04128146,-0.20132841,0.05662931,0.04192103,-0.20678946,0.06130084,3.5459702,3.5459292
+0.3517083,1.3621145,0.043371987,-0.20949443,0.05556835,0.040853146,-0.20802559,0.05540211,0.041382056,-0.20816162,0.057084404,0.041554503,-0.21288349,0.058221042,3.8729568,3.872853
+0.37457138,1.4709738,0.044206683,-0.20766687,0.059021752,0.041860532,-0.21258764,0.057082962,0.043565884,-0.20577772,0.052286796,0.043241937,-0.21081388,0.059040513,3.9271338,3.9270854
+0.3052047,1.1409745,0.046404716,-0.20325963,0.06297024,0.044401273,-0.2104419,0.06129985,0.045501668,-0.19823793,0.05202659,0.044092603,-0.2027574,0.060444143,3.7384498,3.7383912
+0.28682908,0.9620714,0.047193162,-0.19532408,0.062044393,0.046329644,-0.20152478,0.06424526,0.04697043,-0.19022347,0.05611794,0.04645368,-0.19394895,0.063439675,3.3541498,3.3541627
+0.2547071,0.7848738,0.047254823,-0.19235428,0.06034528,0.04709107,-0.19969364,0.064827695,0.046125364,-0.18576702,0.057503384,0.04634164,-0.18844779,0.06330943,3.0814586,3.081476
+0.26089218,0.84174067,0.045761723,-0.19657513,0.060213584,0.04482557,-0.20042823,0.061716083,0.04440653,-0.19794874,0.06009435,0.04467361,-0.19386019,0.0612518,3.226145,3.2263927
+0.28198785,1.0395138,0.044107817,-0.20174246,0.05740458,0.04572941,-0.20492531,0.05993848,0.04304968,-0.20647007,0.06078442,0.04369672,-0.20417888,0.06186892,3.6862352,3.6863782
+0.31101897,1.2298851,0.04175883,-0.20770587,0.057792775,0.044769216,-0.20708458,0.058571648,0.044045314,-0.21087901,0.05799612,0.042603154,-0.20906585,0.05860384,3.9543605,3.9543731
+0.32266653,1.3166013,0.0430787,-0.21039368,0.05825095,0.043849062,-0.20595832,0.05695565,0.0436256,-0.20542765,0.05412629,0.041981693,-0.2112773,0.05923487,4.0804243,4.0803776
+0.3309156,1.374165,0.04500285,-0.20822112,0.061107315,0.04602304,-0.19919671,0.055671718,0.047430236,-0.19499663,0.051390808,0.04495919,-0.20794202,0.06122957,4.15263,4.152615
+0.32072043,1.293961,0.046373133,-0.20433903,0.063272364,0.04710489,-0.19558257,0.058884572,0.04748038,-0.19028981,0.053874325,0.04661424,-0.2011695,0.062430132,4.0343337,4.034545
+0.2886744,1.0620027,0.046761785,-0.19503744,0.060635053,0.046812765,-0.19065484,0.05910661,0.047125418,-0.18803342,0.053308867,0.04589233,-0.19271927,0.060557786,3.6784968,3.6788943
+0.27547172,0.89807737,0.046797767,-0.19162796,0.057452954,0.04473375,-0.19036306,0.057204287,0.04516552,-0.18757111,0.054419454,0.044941165,-0.19128819,0.05858456,3.260043,3.2601438
+0.27024555,0.84863466,0.046803765,-0.19259031,0.05344053,0.044384226,-0.19596119,0.056108657,0.045104336,-0.19123001,0.05362974,0.045138475,-0.19377698,0.058441494,3.1405725,3.1402354
+0.28298044,0.96198887,0.046524793,-0.19279014,0.05021028,0.043012064,-0.20261694,0.057906073,0.04175793,-0.2014564,0.056093074,0.043832306,-0.20282818,0.061328325,3.39975,3.399489
+0.34903395,1.2694291,0.045268096,-0.1951936,0.047463324,0.04220546,-0.20739496,0.05751215,0.042230647,-0.20829658,0.056575794,0.04270975,-0.21006076,0.059053924,3.6368585,3.6369789
+0.3399983,1.3005818,0.043948777,-0.20057619,0.051125374,0.04303732,-0.20647193,0.05560367,0.043785702,-0.20787713,0.055383276,0.043295067,-0.21386002,0.059477847,3.8251343,3.8252597
+0.2972435,1.1052382,0.04534461,-0.19674052,0.055815134,0.045448113,-0.20121612,0.05769905,0.04429864,-0.20103389,0.057783503,0.043946307,-0.20760253,0.0587006,3.7179384,3.7182922
+0.27108967,0.9195902,0.045664936,-0.18980631,0.057298914,0.04634539,-0.19459888,0.061106943,0.045991074,-0.19286756,0.059550587,0.04357962,-0.19949993,0.06000158,3.3919392,3.3921993
+0.26040938,0.8372426,0.044175263,-0.1921867,0.059462726,0.046972632,-0.19477017,0.06311525,0.046516296,-0.19713998,0.063093215,0.046294857,-0.19016673,0.05932108,3.2156675,3.2151015
+0.27526233,0.94856083,0.044235155,-0.20016865,0.060497884,0.045509215,-0.200198,0.061477177,0.045170914,-0.20345625,0.06478785,0.047286972,-0.18801959,0.05743665,3.4465697,3.446025
+0.3013089,1.1523901,0.0425031,-0.20442487,0.058670055,0.043680623,-0.20534629,0.058434088,0.04326681,-0.20690154,0.061958726,0.044160653,-0.19152252,0.054062597,3.8249223,3.8246136
+0.32643366,1.3286159,0.042840067,-0.20686036,0.057213463,0.04287528,-0.20512746,0.053641338,0.043991167,-0.2073199,0.058758732,0.04131596,-0.197878,0.053151917,4.070352,4.0700946
+0.33533946,1.4047987,0.04361151,-0.20421946,0.055643637,0.04411,-0.20167468,0.0547623,0.044782434,-0.2079467,0.05978069,0.040936284,-0.20457049,0.05533654,4.189438,4.189184
+0.3346444,1.4043101,0.045803387,-0.19823594,0.054508958,0.04663207,-0.1976694,0.058288567,0.046589427,-0.20091121,0.057476792,0.043463614,-0.21084902,0.06166295,4.1966043,4.196425
+0.31814724,1.2747853,0.047151558,-0.1919589,0.056164056,0.04654183,-0.19320531,0.05814592,0.048557583,-0.19761132,0.059753772,0.04544812,-0.20652483,0.06392538,4.006947,4.0069036
+0.28709084,1.031644,0.046127785,-0.18508288,0.054485064,0.045424663,-0.18890852,0.056911927,0.04673422,-0.18808894,0.057540342,0.046122767,-0.2010613,0.061858047,3.5934849,3.593441
+0.26365122,0.8487077,0.045239385,-0.1852998,0.055111352,0.045114953,-0.18536618,0.053936314,0.04559454,-0.18959509,0.058238894,0.045040276,-0.19774787,0.061265074,3.2193234,3.2190547
+0.26603323,0.8558509,0.04383817,-0.1937976,0.05674804,0.043443438,-0.18934655,0.05396767,0.043067697,-0.1946906,0.057031818,0.043310814,-0.19935904,0.061982144,3.216944,3.2170825

training/sarl/Airfoil2D-medium-v0/TD-MPC/2/config.yaml

@@ -5,7 +5,7 @@ seed: 2
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/2/hydra.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=2
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=2,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=2,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_tdmpc

training/sarl/Airfoil2D-medium-v0/TD-MPC/2/multirun.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=2
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=2,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=2,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_tdmpc
@@ -166,7 +167,7 @@ seed: 2
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/2/overrides.yaml

@@ -1,3 +1,4 @@
 - env_id=Airfoil2D-medium-v0
 - total_timesteps=20000
 - seed=2
+- run_training=False

training/sarl/Airfoil2D-medium-v0/TD-MPC/3/config.yaml

@@ -5,7 +5,7 @@ seed: 3
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/3/hydra.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=3
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=3,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=3,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_tdmpc

training/sarl/Airfoil2D-medium-v0/TD-MPC/3/multirun.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=3
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=3,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=3,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_tdmpc
@@ -166,7 +167,7 @@ seed: 3
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/3/overrides.yaml

@@ -1,3 +1,4 @@
 - env_id=Airfoil2D-medium-v0
 - total_timesteps=20000
 - seed=3
+- run_training=False

training/sarl/Airfoil2D-medium-v0/TD-MPC/4/config.yaml

@@ -5,7 +5,7 @@ seed: 4
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/4/hydra.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=4
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=4,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=4,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_tdmpc

training/sarl/Airfoil2D-medium-v0/TD-MPC/4/multirun.yaml

@@ -115,10 +115,11 @@ hydra:
     - env_id=Airfoil2D-medium-v0
     - total_timesteps=20000
     - seed=4
+    - run_training=False
   job:
     name: train_tdmpc
     chdir: true
-    override_dirname: env_id=Airfoil2D-medium-v0,seed=4,total_timesteps=20000
+    override_dirname: env_id=Airfoil2D-medium-v0,run_training=False,seed=4,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_tdmpc
@@ -166,7 +167,7 @@ seed: 4
 device: cuda
 rl_mode: sarl
 total_timesteps: 20000
-run_training: true
+run_training: false
 continue_training: false
 n_eval_steps: 1
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}

training/sarl/Airfoil2D-medium-v0/TD-MPC/4/overrides.yaml

@@ -1,3 +1,4 @@
 - env_id=Airfoil2D-medium-v0
 - total_timesteps=20000
 - seed=4
+- run_training=False

training/sarl/Airfoil3D-hard-v0/PPO/3/eval_sequence_2000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,reward
+0.21720488,1.1178195,0.0011842817,0.0018431123,-0.0038183597,0.007846491,-0.0023693899,-0.0047322973,-0.0034800791,0.003928798,-0.0041978266,-0.000984052,0.0015807506,-0.004627238,0.18151378631591797
+0.322486,1.505639,0.0016989368,0.0019290359,-0.0037487706,0.0074024154,-0.0024749413,-0.004287724,-0.0028221016,0.004252449,-0.0040382636,-0.0019705556,0.0013294916,-0.003652969,-0.2960190773010254
+0.24918255,1.226201,0.0021838185,0.0029729626,-0.0042229053,0.008025536,-0.003422745,-0.0030584154,-0.0025288537,0.004895764,-0.004136759,-0.0017292252,0.0014584817,-0.0035298825,-0.043974876403808594
+0.333515,1.6469392,0.0016943663,0.002856228,-0.0043122387,0.008367529,-0.0033110762,-0.0037573827,-0.0034965873,0.0044654794,-0.0045337062,-0.0028559617,0.0016528745,-0.004454467,-0.026742935180664062
+0.22116862,1.1890366,0.0015225611,0.0028287326,-0.003456825,0.008228048,-0.0026331877,-0.0038758023,-0.0021832855,0.004326721,-0.0046694768,-0.0028201165,0.0017058101,-0.0041101715,0.4112844467163086
+0.28968647,1.4975616,0.0014163908,0.0022785168,-0.0026987588,0.008513993,-0.0036100135,-0.0047852835,-0.0023283456,0.0046112966,-0.0040327674,-0.0020204165,0.0015093765,-0.0045975037,0.20472478866577148
+0.3122436,1.5891058,0.0012051319,0.0021583457,-0.0035353391,0.007639035,-0.0031524687,-0.0043050013,-0.0026061432,0.004069479,-0.004385881,-0.0017642635,0.0006828208,-0.0040339734,0.12444448471069336
+0.40806013,1.9221737,0.0017101377,0.0012814689,-0.0041928147,0.007909637,-0.0022478024,-0.004849579,-0.0025622565,0.004397446,-0.0041662133,-0.002157467,-6.626244e-05,-0.0041724164,-0.25435352325439453
+0.41656613,1.84943,0.0011473778,0.00094164093,-0.0043316497,0.0070416923,-0.0016431928,-0.0051926947,-0.0023621074,0.0050598285,-0.0041912673,-0.0023247167,0.00016677659,-0.0044751437,-0.5251665115356445
+0.2929416,1.3443819,0.0010783672,0.00075606955,-0.0040185363,0.0071798484,-0.0022656685,-0.0052555883,-0.0027736016,0.005235943,-0.0032212676,-0.0021095225,0.00028994982,-0.0038141948,-0.37562036514282227
+0.2597406,1.1980269,0.0013486255,0.0023928115,-0.004865443,0.0073812744,-0.0016609087,-0.0048089805,-0.0037768795,0.00450547,-0.0023717307,-0.0019009529,0.0006425233,-0.0040038074,-0.35247182846069336
+0.2446543,1.2203544,0.0008707328,0.0014593074,-0.004517589,0.007879576,-0.001430718,-0.0036691437,-0.0030645353,0.0049621323,-0.0037948943,-0.0020131073,0.0009303094,-0.004622722,0.02320718765258789
+0.25808504,1.316209,0.0013540051,0.0018939858,-0.0032730252,0.006489493,-0.0014014582,-0.003904949,-0.0022699283,0.0044061905,-0.0031283367,-0.0030346091,0.0017936731,-0.004464559,0.13503456115722656
+0.38279116,1.7166172,0.0016015841,0.0016847457,-0.003663114,0.006237843,-0.002591945,-0.0049580038,-0.0024139853,0.004673616,-0.0038078325,-0.0021959636,0.0014249803,-0.0033679819,-0.4803948402404785
+0.24322599,1.2025717,0.0014813265,0.00029705686,-0.00398944,0.0066218683,-0.0024906502,-0.004944054,-0.0039809467,0.004297439,-0.0041263704,-0.0020570562,0.0006086015,-0.0039121825,-0.020612716674804688
+0.10783128,0.6280454,0.0014790415,0.0011635334,-0.0028627096,0.006847048,-0.001812143,-0.004661997,-0.0027500163,0.0045603695,-0.0040340014,-0.0021686242,0.00022940675,-0.003942682,0.8594646453857422
+0.22681777,1.0765617,0.002400398,0.0011439538,-0.003028363,0.007188851,-0.0018314247,-0.004417332,-0.0026970194,0.0049662003,-0.003317735,-0.002227044,0.00080889184,-0.003246475,-0.21849679946899414
+0.42596945,1.9420836,0.002043063,0.0012563197,-0.0032540967,0.006608464,-0.0021010425,-0.0043389723,-0.0017483486,0.0046444526,-0.003033888,-0.0014837197,0.0013573408,-0.004370466,-0.40566110610961914
+0.28877953,1.426363,0.0027982686,0.0014773968,-0.003960372,0.007473932,-0.0031551956,-0.004500513,-0.0022433319,0.004178059,-0.0034304126,-0.0020477667,0.0011502292,-0.0049877814,-0.025589466094970703
+0.27909732,1.4415168,0.0027688653,0.00095813384,-0.0043365685,0.007514133,-0.0028390784,-0.004262704,-0.0015518591,0.0041564642,-0.0030412883,-0.0016300562,0.001107099,-0.004814242,0.20005559921264648
+0.28193977,1.4063995,0.0022198632,0.00092007715,-0.004443028,0.007141201,-0.0033708946,-0.004380817,-0.0017682627,0.004343924,-0.0033869166,-0.0019502285,0.0009476361,-0.0037857192,0.023427963256835938
+0.31334725,1.6014638,0.0010253402,0.0018235461,-0.0039039664,0.007816039,-0.0032135814,-0.003272809,-0.0025760017,0.0043812594,-0.003676811,-0.0023198796,0.00026885932,-0.0043700375,0.14595794677734375
+0.07984196,0.67504203,0.0011003838,0.0018584072,-0.0038328543,0.0074594785,-0.0023795469,-0.0036856567,-0.0025267769,0.0044477605,-0.0036486736,-0.002612847,0.000727308,-0.0046668723,3.489858627319336
+0.26097736,1.2524915,0.0010620989,0.0015326578,-0.0033085998,0.007280786,-0.0022934144,-0.004201708,-0.003280004,0.0045016436,-0.004084679,-0.001749477,0.0005043063,-0.003519367,-0.1656351089477539
+0.27967072,1.3057625,0.0016307716,0.0021687662,-0.0031043147,0.0074965167,-0.0020198869,-0.003988924,-0.0027594995,0.0047343704,-0.0045093605,-0.0016880793,0.0008354607,-0.0036799028,-0.2959413528442383
+0.22576635,1.1775341,0.0006201082,0.0016882501,-0.002829287,0.007568929,-0.0016614023,-0.0033926507,-0.0023846575,0.004038171,-0.0040043527,-0.0021875717,0.0011777168,-0.0037513543,0.2508506774902344
+0.28662133,1.4104106,0.0008824188,0.0019475811,-0.0025679178,0.007566273,-0.0025258902,-0.0038949924,-0.0020719026,0.0042934446,-0.0034590606,-0.002266401,0.0010855143,-0.0049698325,-0.04405403137207031
+0.27716097,1.4008298,0.0012987233,0.0018510662,-0.0033245059,0.0076461923,-0.0021336437,-0.004894644,-0.0019850614,0.004811557,-0.0032694158,-0.0012937105,0.0009027587,-0.004848081,0.0893406867980957
+0.33916003,1.6461315,0.0010567204,0.0012829646,-0.0031129557,0.007183096,-0.0017800466,-0.0050217845,-0.002639043,0.0046107965,-0.0032893163,-0.0008670357,0.0008944523,-0.0037082415,-0.11131525039672852
+0.26377994,1.3555839,0.0018860814,0.0008041093,-0.003422041,0.007973326,-0.0012386325,-0.004549487,-0.0035159914,0.0038754328,-0.003634518,-0.00046727754,-0.00014654535,-0.004032134,0.17420196533203125
+0.26804572,1.3647274,0.00096686743,0.0018685488,-0.004098107,0.007663595,-0.0018393081,-0.0042148195,-0.00359459,0.00418641,-0.003096323,-0.0008972324,0.0011393733,-0.0034221192,0.12652826309204102
+0.2726453,1.417179,0.00053714495,0.0022968247,-0.0037380406,0.0070466977,-0.002580834,-0.004307949,-0.002772504,0.004841245,-0.0028057818,-0.0019547134,0.0023753545,-0.0042661885,0.2330160140991211
+0.23719056,1.2671038,0.00076285144,0.0016470224,-0.00412998,0.0064777955,-0.003604862,-0.0043049688,-0.0019453204,0.005189487,-0.003223284,-0.0017743818,0.001966326,-0.0043762987,0.37726449966430664
+0.361085,1.7295645,0.0008082872,0.0010145464,-0.003405269,0.0063514607,-0.0024800296,-0.0046529067,-0.0023214922,0.0048079034,-0.0038094842,-0.0022300463,0.0018801311,-0.0037163626,-0.17495965957641602
+0.27078402,1.3449033,0.001242346,0.0005980931,-0.0026778863,0.0070957458,-0.0013208219,-0.005458891,-0.0029849557,0.0046972735,-0.0043626195,-0.0021123788,0.0005898287,-0.0037682783,0.0018320083618164062
+0.15608063,0.9255462,0.0016932017,0.0009180694,-0.0023484528,0.006904033,-0.0022248633,-0.0044151684,-0.0028739395,0.0050933827,-0.003731599,-0.0017522514,0.00035217393,-0.0041184016,0.9650540351867676
+0.30390105,1.4790907,0.0016241956,0.0017926382,-0.0018273927,0.0073434585,-0.0021765395,-0.0046768384,-0.0031068802,0.0052842814,-0.0038814265,-0.0015937978,0.001237265,-0.0043777972,-0.0978555679321289
+0.22471868,1.209381,0.0007232352,0.0017725565,-0.0027820405,0.007813491,-0.0022195047,-0.004718863,-0.0026927092,0.004818888,-0.0034232172,-0.0015536208,0.0014758698,-0.004275661,0.4168858528137207
+0.2465768,1.3058823,0.001000714,0.0012880386,-0.0025891503,0.0071494123,-0.003039846,-0.0048689377,-0.0039042612,0.0050077657,-0.0030925474,-0.0016210858,0.0015440529,-0.004100098,0.3311777114868164
+0.26981518,1.3384396,0.00096767745,0.0015831675,-0.0024387757,0.0075869635,-0.002235618,-0.0041472297,-0.0039895163,0.0050099567,-0.0036222683,-0.0014225187,0.0010563316,-0.00304517,-0.004290103912353516
+0.25425425,1.1693671,0.0015011191,0.0019233089,-0.0027775331,0.0075979074,-0.0020664793,-0.0037677486,-0.0032660344,0.004157479,-0.003511327,-0.001943305,-0.00010354258,-0.0035267607,-0.36566591262817383
+0.30847895,1.4199624,0.001813188,0.0019783478,-0.0032663618,0.007132011,-0.0022231145,-0.003316723,-0.0024318185,0.003847126,-0.0038682402,-0.001334618,0.00019286643,-0.0046190703,-0.36176013946533203
+0.17052425,0.9685239,0.0020247728,0.001875938,-0.0032903908,0.0070013246,-0.0010459499,-0.0031877835,-0.0031656562,0.004706821,-0.0038863001,-0.0015719816,0.0008790565,-0.0039493283,0.7148146629333496
+0.25104916,1.3101348,0.002156625,0.0019443724,-0.0037814607,0.0074992985,-0.0017175659,-0.0030341365,-0.0019583018,0.0053611817,-0.004065034,-0.0018461575,0.0009872625,-0.004737644,0.2537689208984375
+0.10070164,0.81007195,0.00160533,0.002314289,-0.0043998756,0.0074034627,-0.0031584725,-0.0043156464,-0.0016983778,0.005407403,-0.0034356648,-0.0022474574,0.0018144108,-0.0046493476,3.079408645629883
+0.30366218,1.6308012,0.0018262186,0.0024717888,-0.0038915297,0.0071411743,-0.0030077642,-0.0036093201,-0.0018383856,0.0052637504,-0.0026607066,-0.0029332242,0.0017100761,-0.0052868947,0.405576229095459
+0.39427835,1.9075892,0.0017978679,0.0013484051,-0.0042769937,0.0072501074,-0.002526028,-0.0038843055,-0.002769554,0.004842758,-0.0033545187,-0.0015448445,0.0011728383,-0.0051580984,-0.12669038772583008
+0.37670314,1.7679623,0.002342708,0.0014659695,-0.0038844238,0.0075595984,-0.002032035,-0.004170844,-0.003230102,0.005117152,-0.003949656,-0.0009781317,0.0011689593,-0.0047320034,-0.2716188430786133
+0.35446942,1.5779475,0.0013913139,0.0015003751,-0.0034817008,0.0074208435,-0.001769864,-0.004340974,-0.0031832848,0.0042295614,-0.0038428716,-0.00142543,0.00065979024,-0.004299699,-0.5132937431335449
+0.23226686,1.1658249,0.00097291707,0.0011115667,-0.0031057543,0.006353773,-0.00041905197,-0.0042515327,-0.0022311944,0.0044374145,-0.0035360898,-0.001669064,0.0005186002,-0.003883916,0.05446434020996094
+0.27971333,1.3589677,0.0005071347,0.0015089201,-0.0031295759,0.006692458,-0.0013846763,-0.0046354756,-0.002379343,0.005533407,-0.003470593,-0.0013426314,0.00039143523,-0.004044276,-0.10643959045410156
+0.24202853,1.1883843,0.0012882293,0.0010763933,-0.002916825,0.0071957977,-0.001539597,-0.004928279,-0.002933729,0.0047932114,-0.0039028863,-0.0005680396,0.0007747724,-0.0034789627,-0.05476951599121094
+0.4010375,1.8696532,0.0014171719,0.0016895838,-0.0036009813,0.0071992697,-0.0014314675,-0.0040575797,-0.0032566474,0.004791896,-0.003535978,-0.0008254428,0.00070850854,-0.003235108,-0.3028287887573242
+0.28850138,1.3955013,0.0019922913,0.002159364,-0.0032024116,0.0068820277,-0.0021026963,-0.0044463947,-0.0025322987,0.0043071983,-0.003203068,-0.00068688765,0.0013919881,-0.003862269,-0.12779998779296875
+0.3515773,1.5838778,0.0011502367,0.0015055727,-0.0033605825,0.0064925803,-0.0021873321,-0.004142076,-0.0027433964,0.0041748765,-0.00349512,-0.00048391975,0.0016267127,-0.0034700723,-0.4598069190979004
+0.16250241,0.8368531,0.00032561773,0.0022314594,-0.0035705457,0.007350462,-0.0026344752,-0.004155221,-0.0028861868,0.0040111034,-0.003483225,-0.0017410913,0.0015734782,-0.0021766429,0.1849193572998047
+0.19941407,0.8757635,0.00012931786,0.0017816818,-0.0034005092,0.0073252544,-0.0022299308,-0.0046858406,-0.0026632906,0.0047503053,-0.0037571527,-0.0008369338,0.0011223439,-0.0026692792,-0.573185920715332
+0.10546185,0.5354833,0.001208904,0.0013271538,-0.0040490264,0.007164903,-0.00096729095,-0.0035091336,-0.0024294802,0.00406318,-0.0038615903,-0.00065091776,0.0012162705,-0.0025888686,0.11263751983642578
+0.11555105,0.5779467,0.0014109749,0.0021519745,-0.003385478,0.0075259376,-0.0010711526,-0.0034706593,-0.0028289617,0.0046796408,-0.003464804,-0.000992537,0.0016372818,-0.0034303996,0.03678750991821289
+0.25891837,1.198854,0.001493132,0.0021419702,-0.004703425,0.0074378,-0.0019384021,-0.003249764,-0.0017821442,0.0037975116,-0.0039075236,-0.0011323413,0.0017612557,-0.003839206,-0.33463048934936523
+0.32666326,1.5979421,0.0025967266,0.0024933252,-0.004540629,0.0072133816,-0.0024016998,-0.0048560603,-0.0024054237,0.0043767956,-0.0036642614,-0.0022422709,0.0017159134,-0.004055978,-0.07315874099731445
+0.32625797,1.6436267,0.0025865554,0.00217618,-0.0036815251,0.006717666,-0.0031936571,-0.005997902,-0.0017897072,0.004710607,-0.0032516543,-0.0024622965,0.0016551153,-0.003993258,0.07294368743896484
+0.2945976,1.5356231,0.0012937835,0.0019243264,-0.0037498972,0.00660323,-0.0036488895,-0.005891859,-0.00234808,0.004518737,-0.0028085667,-0.002504819,0.0009490844,-0.003441304,0.2477426528930664
+0.33699697,1.6639804,0.0010576977,0.0013282382,-0.0038447145,0.0073297215,-0.0031177169,-0.004917141,-0.003515258,0.004821269,-0.002825941,-0.0018902074,0.00057756493,-0.003747868,-0.027197837829589844
+0.5310994,2.3001027,0.0009130278,0.0017550776,-0.0040267264,0.007842189,-0.0024734768,-0.004419763,-0.0033961672,0.005397178,-0.0033976147,-0.0017186693,0.00035221782,-0.003835895,-0.6340365409851074
+0.3241554,1.4364024,0.0008537574,0.0015221268,-0.004100493,0.0075586485,-0.0020003964,-0.0046178983,-0.0035966379,0.004919621,-0.0029216171,-0.0014792975,0.00084642676,-0.0038056318,-0.533653736114502
+0.21655683,0.9855153,0.00059850863,0.0011206875,-0.003570215,0.007234458,-0.001300437,-0.00399377,-0.0028482364,0.00460638,-0.0033273718,-0.0016337711,0.00085621,-0.0037038731,-0.4140305519104004
+0.38536653,1.6044827,0.0014457257,0.0017105996,-0.0029801512,0.0062876204,-0.0018796306,-0.0038910406,-0.002133637,0.0058589736,-0.0032357422,-0.0016905547,0.00058574614,-0.0037888887,-0.8013458251953125
+0.36756232,1.7137063,0.0022098303,0.0018418697,-0.0032332966,0.006080547,-0.002039433,-0.0038861665,-0.002238079,0.005357434,-0.0030390888,-0.0018657156,0.00097518833,-0.00431781,-0.30251407623291016
+0.26313853,1.2919387,0.0021075,0.0014616696,-0.003297504,0.0057734814,-0.0024561835,-0.0058031944,-0.0028635492,0.0044474592,-0.002844674,-0.0024541025,0.001517757,-0.00447717,-0.055141448974609375
+0.26850685,1.2154287,0.0016132385,0.0012866599,-0.0044473065,0.0064392397,-0.002629773,-0.005723747,-0.0028648716,0.0047627734,-0.003959849,-0.0030443156,0.0014416198,-0.0034613917,-0.4382486343383789
+0.3615383,1.5102649,0.00084598444,0.0017470664,-0.0035209262,0.0065750126,-0.00241871,-0.004704524,-0.0035159362,0.004731486,-0.0038048108,-0.0020035775,0.0013201769,-0.0039154943,-0.787539005279541
+0.19869907,0.86891186,0.0016022185,0.0020317184,-0.0036279322,0.007130066,-0.0018703914,-0.0034412555,-0.0033628352,0.0045274356,-0.0032435944,-0.0024983278,0.0010587078,-0.0036076535,-0.5918655395507812
+0.36832777,1.6050013,0.0027940758,0.0014314029,-0.004283297,0.0076286793,-0.0022578363,-0.0031601824,-0.0028871647,0.0043940814,-0.004113109,-0.001677319,0.0014175678,-0.004335772,-0.6073341369628906
+0.28611198,1.3689336,0.002656625,0.0024347107,-0.0043816185,0.007846409,-0.0013200926,-0.003943908,-0.0024443555,0.004858461,-0.0037365668,-0.001988556,0.0014389065,-0.0052350033,-0.18026208877563477
+0.4096297,1.9117349,0.0017800686,0.0015712387,-0.0035317072,0.00771128,-0.002734006,-0.0044233347,-0.0015455319,0.0039550965,-0.004301795,-0.0014859014,0.0009758121,-0.005415539,-0.29788637161254883
+0.37230092,1.7663517,0.0017488557,0.0006111242,-0.0031241842,0.007921878,-0.0031869372,-0.0049746595,-0.0018441787,0.0039335005,-0.0040687276,-0.0017855251,0.0012202288,-0.00462634,-0.22044992446899414
+0.43847016,2.042881,0.0019066301,0.00065003696,-0.003865736,0.0076002236,-0.003905536,-0.0043397998,-0.0015630717,0.0049652895,-0.0027578096,-0.0010562555,0.000750319,-0.0040380484,-0.3057589530944824
+0.44788122,2.0577292,0.001163633,0.0007410585,-0.004594108,0.0071557965,-0.0027460568,-0.0036270365,-0.0030002883,0.005327919,-0.0021830564,-0.0010426809,0.00096861087,-0.0047447616,-0.37050580978393555
+0.12236197,0.8193517,0.0011975997,0.00066364947,-0.0038058148,0.007371393,-0.0017797813,-0.0038884599,-0.0027219276,0.005029751,-0.0021921643,-0.00072645606,0.0015118653,-0.0044878135,1.7312602996826172
+0.20231538,1.073211,0.0008393448,0.0011387273,-0.003497423,0.007662536,-0.0011348241,-0.00445682,-0.0036218846,0.00509986,-0.0027746444,-0.00088416826,0.0015974861,-0.004660357,0.33977413177490234
+0.21335408,1.0387777,0.0015328558,0.0019010594,-0.0036697676,0.0072038746,-0.0013780739,-0.004196175,-0.0032512278,0.0047171772,-0.004166444,-0.0008638786,0.00041215564,-0.004582874,-0.09607267379760742
+0.31171826,1.378756,0.0018700949,0.0024496326,-0.0028222906,0.0069888425,-0.0018784016,-0.0038798668,-0.0022924729,0.0043133404,-0.003908913,-0.0009390834,0.00032607338,-0.0040380927,-0.5417852401733398
+0.34173837,1.520109,0.0021335515,0.0024328977,-0.0035819458,0.0068286834,-0.0023341032,-0.004582555,-0.0026325097,0.003608577,-0.003996411,-0.00038252515,0.001173019,-0.003963772,-0.5167031288146973
+0.3099269,1.4538362,0.0019347173,0.0016221781,-0.0032990428,0.0081380345,-0.0025975332,-0.004152455,-0.003286775,0.0035969953,-0.0037390385,-0.0007113799,0.00208274,-0.0037801776,-0.2739691734313965
+0.24972555,1.2078186,0.0017426304,0.0013760041,-0.0032729553,0.00740912,-0.0030010852,-0.0046456857,-0.0028946213,0.005370287,-0.0029942219,-0.0014383274,0.0015810045,-0.004073586,-0.12828540802001953
+0.34617653,1.5443956,0.0013894748,0.0013224632,-0.0038522596,0.006923012,-0.0020366171,-0.0046554687,-0.0026866104,0.005671012,-0.00256236,-0.00079534494,0.0006324119,-0.0033915215,-0.5035748481750488
+0.24087933,1.1447996,0.0016788722,0.0005103273,-0.003288246,0.0072404975,-0.0013985657,-0.003428376,-0.001634681,0.004057766,-0.0033698669,-0.00068747124,-0.00062385784,-0.003721435,-0.21228408813476562
+0.35197315,1.5265166,0.0010024048,0.00095960574,-0.0031595968,0.0075058164,-0.0016857295,-0.0024635184,-0.0025589447,0.0039738407,-0.0037805603,-0.0002432972,-0.00043341308,-0.003609665,-0.6278438568115234
+0.32390693,1.4688253,0.0009887081,0.0021068053,-0.0045125405,0.008118283,-0.0017469951,-0.0031981822,-0.0033116029,0.0041108746,-0.003970608,-0.00016885978,0.00051036023,-0.0036807177,-0.43015527725219727
+0.41317797,1.8290181,0.0019334345,0.0025121332,-0.005244593,0.00790881,-0.0021648887,-0.0034269718,-0.002850062,0.0031683529,-0.0043532643,-0.0005693667,0.00028200576,-0.0032645192,-0.5381617546081543
+0.16457006,1.0002295,0.0026250272,0.0027561623,-0.004389628,0.008187768,-0.002695531,-0.003930386,-0.0027882825,0.0034377186,-0.004157126,-0.0015633754,0.0022169247,-0.003434958,1.112964153289795
+0.36809877,1.7030648,0.0012005046,0.002133341,-0.0040689423,0.007967971,-0.0037450818,-0.0038337824,-0.0021720058,0.0047503808,-0.0037818474,-0.0021355995,0.0013607385,-0.0040733116,-0.33821773529052734
+0.2513906,1.2679013,0.0012053528,0.0015736497,-0.0034421633,0.008439299,-0.0034981838,-0.0044123787,-0.0025964575,0.004968515,-0.0028418286,-0.0022432236,0.0015072394,-0.0037685763,0.07868146896362305
+0.30205667,1.4256923,0.000720961,0.0019724434,-0.0042686197,0.007765724,-0.0023916871,-0.0052489755,-0.003142564,0.005044606,-0.0032483232,-0.0008160712,0.0015556498,-0.0035213209,-0.2449197769165039
+0.30421156,1.3433989,0.0005005518,0.0018761528,-0.0039634737,0.0071058907,-0.001850585,-0.004379686,-0.0027960972,0.004422775,-0.00415832,-0.0012219098,0.00079101603,-0.0037921537,-0.5488672256469727
+0.23906693,1.0307384,0.001060746,0.002033934,-0.004273856,0.00673488,-0.0021527715,-0.004137169,-0.0022302824,0.0043692393,-0.0038256533,-0.0013624534,0.00045220996,-0.0038043894,-0.6533641815185547
+0.31769475,1.2955102,0.0019832933,0.0014400244,-0.00444158,0.007067889,-0.0010532265,-0.0043871915,-0.0027567334,0.004935948,-0.002954329,-0.001567279,0.00088005513,-0.003619386,-0.88702392578125
+0.2709011,1.250959,0.0016360924,0.0014515623,-0.0041552903,0.0074000666,-0.0009946176,-0.004269618,-0.0027590618,0.004850323,-0.0025072347,-0.0025320451,0.0011944126,-0.0048464406,-0.34709930419921875
+0.4758187,1.9532262,0.0011132862,0.0015052244,-0.0039851796,0.0066140555,-0.0020290157,-0.004853599,-0.0030494635,0.0053897025,-0.0027955445,-0.002560669,0.0013331735,-0.004330515,-0.8598895072937012
+0.3246249,1.3892937,0.0014041397,0.0009954817,-0.0041741687,0.0071124793,-0.0025444347,-0.0056365696,-0.0035591535,0.004469105,-0.0040838085,-0.0021629245,0.0010512203,-0.0028430333,-0.6851801872253418
+0.21195012,0.831477,0.0023212554,0.0010937261,-0.0033832272,0.007930003,-0.0026604773,-0.004466102,-0.0036568586,0.003931136,-0.004070694,-0.0015288685,0.0010180586,-0.0021603052,-1.0418853759765625
+0.23551174,1.0141324,0.0011468828,0.00064363517,-0.0029642896,0.0076148002,-0.0023005332,-0.0043030786,-0.0042620264,0.0035870261,-0.003705022,-0.0012678002,0.0015158453,-0.0024118077,-0.6587896347045898
+0.29895672,1.1845708,0.0014439928,0.0020514098,-0.0035320665,0.0070475433,-0.0026132574,-0.0038920864,-0.0023509192,0.0046175416,-0.002724852,-0.0020568245,0.0012210823,-0.0034701638,-1.0025207996368408
+0.24153881,1.0225248,0.0019053225,0.001268947,-0.0044987453,0.006813552,-0.0026802362,-0.0042148815,-0.0025096037,0.0042189313,-0.0030815636,-0.0015842324,0.0012540076,-0.0039846567,-0.7314925193786621
+0.4649573,1.8619901,0.0020255307,0.0012989352,-0.004218571,0.0076791234,-0.0021702992,-0.004977885,-0.0027492663,0.0050216336,-0.004406562,-0.001181,0.0005484759,-0.003966295,-0.9602217674255371
+0.13333006,0.5624181,0.0012709138,0.0014343258,-0.004205743,0.008268973,-0.0030764975,-0.0054743215,-0.0029630698,0.004184033,-0.003486782,-0.00095491065,0.00031386735,-0.0045815627,-0.7466301918029785
+0.6001824,2.4255886,0.0013548761,0.0010321756,-0.004427514,0.0078087877,-0.0029077218,-0.0047159856,-0.0021246811,0.003543838,-0.0031317982,-0.0010508744,0.00058138405,-0.004104863,-0.9234504699707031
+0.30436483,1.350638,0.0015287544,0.00060640404,-0.004389042,0.007636157,-0.0024468028,-0.003627897,-0.0026716273,0.0044640205,-0.003803573,-0.0014744988,0.00045501604,-0.003652161,-0.5273065567016602
+0.37240443,1.5738769,0.0018301982,0.0018431644,-0.0041077547,0.0073635103,-0.0024369033,-0.0041185305,-0.002764606,0.0044978135,-0.0039956626,-0.0018831351,0.0003400495,-0.004023567,-0.738612174987793
+0.29071623,1.3207777,0.0015087444,0.0014986703,-0.0043588197,0.0073503167,-0.0022558651,-0.0047819596,-0.0028440957,0.0055802707,-0.0035031233,-0.0015375239,0.00097276096,-0.0043845815,-0.42168426513671875
+0.423537,1.6874256,0.0015173508,0.0018036627,-0.0043275207,0.0077537894,-0.002113848,-0.0050593675,-0.0022318838,0.005265281,-0.0031761513,-0.0020028423,-7.197267e-05,-0.0038783625,-0.9807415008544922
+0.22405007,0.9916229,0.0014974759,0.0016000826,-0.0045354096,0.0076108277,-0.0017847554,-0.0040918337,-0.0021027888,0.0046574883,-0.003717313,-0.0026705875,0.0010321222,-0.0037109023,-0.538970947265625
+0.20476292,0.8632357,0.0018527445,0.0019661977,-0.0048320764,0.007502622,-0.0020879195,-0.003658954,-0.002007037,0.0047048153,-0.0039871163,-0.002103379,0.0019565756,-0.003930848,-0.7490882873535156
+0.12450421,0.56715405,0.002136951,0.0027060586,-0.0044781757,0.0068982467,-0.0023590308,-0.0050581493,-0.0032973415,0.0050409893,-0.0038714025,-0.0026542349,0.0021405541,-0.0043840474,-0.40956926345825195
+0.21876562,0.90961546,0.0019274825,0.0016213179,-0.0045015416,0.0060428195,-0.0029337849,-0.0043951217,-0.003172654,0.0040363306,-0.004579809,-0.0024934039,0.0008205357,-0.0026069926,-0.8069243431091309
+0.17595688,0.8383202,0.0013270113,0.0018772959,-0.004256163,0.006948726,-0.0025896851,-0.0045555364,-0.0033987965,0.0041315416,-0.0049390076,-0.0022409898,0.00043422135,-0.0029281494,-0.20051908493041992
+0.1378152,0.72123444,0.001422871,0.0019425722,-0.004017264,0.007223981,-0.0031284364,-0.0047016353,-0.0024080386,0.0038874932,-0.004294285,-0.0027748488,0.00043558038,-0.0041136853,0.2684750556945801
+0.2843386,1.3045985,0.0018042416,0.0023375025,-0.0040508267,0.008044077,-0.003487833,-0.0042368695,-0.0029162024,0.0041000172,-0.0038270522,-0.002003427,0.0011468651,-0.004741463,-0.37668323516845703
+0.2615395,1.2551087,0.002384713,0.002634833,-0.0041832617,0.007315676,-0.0027309554,-0.0040558972,-0.0018043994,0.0048620817,-0.0033666617,-0.0018919418,0.00037181797,-0.004405073,-0.16594314575195312
+0.35904336,1.6569904,0.0017851794,0.00233428,-0.004382737,0.007346,-0.0033078445,-0.0041602855,-0.0019251015,0.004560131,-0.0032530806,-0.0018013866,0.0011033127,-0.004720586,-0.3498549461364746
+0.27479035,1.3314719,0.0015379894,0.0012280779,-0.004362141,0.008055547,-0.0028214166,-0.0041623907,-0.0029163994,0.0032767218,-0.0038263034,-0.002024272,0.0009190615,-0.004242528,-0.11945962905883789
+0.5400616,2.3098319,0.0019548344,0.00065555726,-0.00321694,0.00801179,-0.0013141134,-0.0040940708,-0.0029522642,0.0040897517,-0.0035800394,-0.0021409013,-0.00010406878,-0.0048280647,-0.6878910064697266
+0.21825294,0.98558956,0.001094895,0.0016143932,-0.0036453456,0.007866376,-0.0020220983,-0.003466315,-0.0029129735,0.004260931,-0.0031731436,-0.0011749336,0.00028714782,-0.0050019952,-0.44905614852905273
+0.3639805,1.5381721,0.00093886384,0.0020183155,-0.003588121,0.006906864,-0.0012859683,-0.0038163082,-0.0029011231,0.0055480488,-0.0032561952,-0.0010210059,0.0005043738,-0.004524307,-0.7388954162597656
+0.2639728,1.2220676,0.0021009482,0.0020901838,-0.0030807045,0.006804613,-0.0018362359,-0.0047805673,-0.0032680745,0.00426966,-0.0040667364,-0.001760222,0.00063376746,-0.0045060376,-0.33534860610961914
+0.26272428,1.2248871,0.0018262488,0.002496135,-0.0028548155,0.006579691,-0.0024516867,-0.0045244256,-0.003230774,0.0036094564,-0.0046621435,-0.0018884663,0.0009819646,-0.0040403316,-0.3026161193847656
+0.25557047,1.1904061,0.0023937824,0.0025584283,-0.0035909829,0.0071862657,-0.0024699355,-0.005185422,-0.002154335,0.0034922955,-0.0042453213,-0.0026220826,0.0015198832,-0.0041254484,-0.30703067779541016
+0.41231036,1.8248276,0.0018157335,0.0017576943,-0.003528842,0.007004834,-0.0025169142,-0.0053544724,-0.0023401317,0.0037407742,-0.0035348148,-0.0019404594,0.0012247473,-0.0037733067,-0.5390105247497559
+0.32824486,1.4437332,0.0017170713,0.002067112,-0.0036587827,0.0072887195,-0.001962014,-0.0037253816,-0.0035605752,0.003998843,-0.004016845,-0.0023957917,0.0017498068,-0.0034762756,-0.5665273666381836
+0.20017631,0.82903576,0.0011084167,0.0026663493,-0.003910762,0.007415797,-0.0018286663,-0.0034120267,-0.0027217474,0.00545446,-0.004623259,-0.0022010258,0.0011511297,-0.0034245588,-0.8233418464660645
+0.17081532,0.8247958,0.0019832437,0.0022022943,-0.0042012874,0.0068709757,-0.0016244951,-0.0036218583,-0.00305551,0.004546334,-0.00521696,-0.002403162,0.001176936,-0.0027732616,-0.13628721237182617
+0.37890968,1.6242043,0.0023763066,0.0025551005,-0.003721965,0.007810436,-0.0018378461,-0.00313783,-0.003508413,0.004017462,-0.0049541155,-0.0022057213,0.0009315703,-0.0036804443,-0.6783485412597656
+0.303403,1.4295439,0.0021883533,0.0028413967,-0.0037178928,0.007555349,-0.0031793688,-0.0031081915,-0.0029559769,0.0040773633,-0.0048245764,-0.0027436612,0.0011074544,-0.0041354233,-0.25316953659057617
+0.359759,1.7757951,0.002045303,0.0023545122,-0.004589952,0.007816238,-0.0033560528,-0.0033744453,-0.0022261287,0.003853714,-0.004235277,-0.0023797601,0.0009113754,-0.0041209506,-0.02880096435546875
+0.23759925,1.2565937,0.0025085097,0.001175477,-0.004065987,0.0074792234,-0.0029577217,-0.004779321,-0.0021389392,0.0035899684,-0.003041916,-0.0021610954,0.00056024955,-0.004887361,0.3238410949707031
+0.28050122,1.4286045,0.002084103,0.0014240623,-0.0036894395,0.007354579,-0.002792174,-0.005296703,-0.0024968502,0.0042976015,-0.0033949958,-0.0016524948,0.00062416855,-0.004961821,0.1281723976135254
+0.33821613,1.693615,0.000673059,0.0013555842,-0.0030108737,0.0072117606,-0.0023503003,-0.004425335,-0.0022959597,0.004180301,-0.0035737422,-0.000785241,0.00072830555,-0.003965062,0.04262351989746094
+0.5587236,2.4599888,0.000792152,0.0010973194,-0.0031578527,0.007836889,-0.0028095571,-0.0048596007,-0.003421783,0.0044118334,-0.0034096236,-0.0006057598,0.00012828829,-0.0048189275,-0.5619969367980957
+0.23409888,1.2035226,0.0011238876,0.0011925249,-0.0035717317,0.008780544,-0.0020485613,-0.004375037,-0.0031256557,0.0042826915,-0.003025277,-0.0018012093,0.0009923365,-0.004650047,0.17621707916259766
+0.25880232,1.2671387,0.0007588997,0.0011725955,-0.003845281,0.008208765,-0.0009621845,-0.0040216534,-0.0032559377,0.0044821296,-0.0027444884,-0.0025299913,0.0012795154,-0.004615784,-0.06870508193969727
+0.2414294,1.2567105,0.0010001158,0.001918393,-0.0032750098,0.007354141,-0.001856045,-0.0040670834,-0.0029639401,0.0041417805,-0.0034894994,-0.0027759373,0.0013339537,-0.0035423986,0.24042224884033203
+0.27283803,1.327801,0.0011347118,0.0014411642,-0.0036775044,0.0071985293,-0.0019084963,-0.0042641186,-0.0032531254,0.0046534482,-0.0040585664,-0.0029613767,0.00054203963,-0.004057989,-0.09824228286743164
+0.30496797,1.4402727,0.0021111276,0.0017051437,-0.0034185622,0.007985609,-0.002064818,-0.0050366316,-0.0037512332,0.0045504277,-0.00413158,-0.0024686519,0.00041874126,-0.004173202,-0.24216794967651367
+0.15476808,0.86899793,0.002968118,0.0023329726,-0.0036559498,0.0070760385,-0.0021591294,-0.004584114,-0.0031724183,0.00413789,-0.00397491,-0.002373143,0.00040656794,-0.0037730657,0.6499700546264648
+0.16687843,0.85435224,0.0013798204,0.0015366162,-0.0032904218,0.0073040323,-0.0022780555,-0.0037541692,-0.002738303,0.004414565,-0.0038607446,-0.0022543613,0.0015074548,-0.0032792771,0.1547389030456543
+0.20091332,0.96216595,0.0009289109,0.0018034887,-0.0035709278,0.006734471,-0.002659924,-0.0038469448,-0.0022557278,0.0043783076,-0.003791159,-0.0017241862,0.0022021467,-0.0028179733,-0.17590904235839844
+0.2505931,1.2206855,0.001612653,0.0013294151,-0.0044030095,0.008026121,-0.0031569113,-0.00401838,-0.0019590752,0.004568604,-0.003769246,-0.00087066006,0.0007461591,-0.0042417455,-0.09368371963500977
+0.08860454,0.6268909,0.0013403102,0.0012053641,-0.004765811,0.007728756,-0.0025869068,-0.0042226706,-0.0023053244,0.0031510033,-0.0042008962,-0.00072029163,0.00021194498,-0.0039342125,2.110286235809326
+0.12715122,0.67857635,0.0014076498,0.0005485399,-0.003846309,0.007515786,-0.0017211564,-0.004800588,-0.0018827966,0.0037779403,-0.0040071774,-0.0017471298,-0.00021787285,-0.0041958075,0.37189674377441406
+0.22194359,1.0794312,0.0015347096,0.0017966132,-0.0036904681,0.0073921247,-0.0028594108,-0.00366857,-0.002352777,0.0037652827,-0.0041095153,-0.0012658387,0.0010227545,-0.003798062,-0.10133123397827148
+0.21412432,1.1602216,0.0020271435,0.001865342,-0.004147833,0.0078038382,-0.0025117053,-0.0029927453,-0.002238385,0.0036572344,-0.0036500588,-0.0010144457,0.0014318373,-0.003952853,0.4535789489746094
+0.08718246,0.75793725,0.002135794,0.0015812118,-0.0043045725,0.008363277,-0.0029399758,-0.0042103925,-0.0023677081,0.0036128461,-0.0040007476,-0.001624203,0.0016256609,-0.005455992,3.7288198471069336
+0.29426065,1.5614027,0.0014090368,0.001870653,-0.0044116653,0.00841453,-0.0039332192,-0.00482045,-0.0020887016,0.004248124,-0.002918576,-0.0020904294,0.0017311465,-0.0048041595,0.34131956100463867
+0.13104546,0.93630064,0.0007818807,0.001848776,-0.0041239727,0.008465131,-0.003386335,-0.004237697,-0.002584712,0.004206069,-0.0028512361,-0.001908144,0.0015659923,-0.0042529358,2.1799840927124023
+0.33666953,1.6627219,0.0011434617,0.001326052,-0.004667693,0.007880058,-0.0024545388,-0.0040817526,-0.0025571221,0.0043795146,-0.0043049855,-0.0021783388,0.0015239235,-0.004706977,-0.02613353729248047
+0.26840308,1.3464091,0.0010189561,0.0017438643,-0.0034146786,0.007252437,-0.0020402956,-0.0036333222,-0.0025012575,0.0049103294,-0.0047372472,-0.0021952756,0.00091652584,-0.005083236,0.05150032043457031
+0.21633643,1.1226646,0.0012904338,0.0014133535,-0.0028387895,0.00739598,-0.0025780192,-0.0036233999,-0.0024215481,0.0056645097,-0.0036991236,-0.0021929862,0.0014104467,-0.0046677827,0.22456884384155273
+0.29076478,1.4094267,0.0012509655,0.00098742,-0.0028787116,0.007391112,-0.0021453449,-0.004616954,-0.0027045556,0.0049210708,-0.0035647915,-0.0027094833,0.0014352549,-0.0048032105,-0.11756086349487305
+0.22012511,1.1663043,0.001566463,0.001808899,-0.0031152912,0.0074581606,-0.0022180672,-0.004844627,-0.0027726619,0.0047967304,-0.0038151979,-0.0012680923,0.0012978178,-0.0043691974,0.33350086212158203
+0.2607435,1.3141148,0.0014494379,0.0012712732,-0.004176134,0.0070335297,-0.0015214976,-0.004134218,-0.0019882224,0.0041632624,-0.0034381398,-0.0006699014,0.0013029121,-0.004033221,0.07500600814819336
+0.26775774,1.3276473,0.0012720108,0.0007268898,-0.0044459836,0.007078822,-0.0017472184,-0.0045833876,-0.002499185,0.004538096,-0.0035556266,-0.0009405931,0.0015713566,-0.0035717231,-0.0064792633056640625
+0.25188512,1.2160579,0.0007207985,0.0012327513,-0.0044868393,0.007674122,-0.0022286293,-0.0044413786,-0.0025447786,0.00505766,-0.0039807796,-0.0012838154,0.0010560707,-0.0039709243,-0.13704204559326172
+0.2735405,1.2807101,0.00095730065,0.0013245365,-0.004057145,0.0068632485,-0.0015086698,-0.004415576,-0.0029938952,0.0050394246,-0.003897531,-0.0020404686,0.0010770119,-0.003597295,-0.28289318084716797
+0.22799833,1.1449517,0.001485228,0.0019512577,-0.005175553,0.0066383015,-0.001788954,-0.0034305784,-0.0024924935,0.004529931,-0.003860918,-0.0017226851,0.0007165276,-0.003473319,0.0568852424621582
+0.20151049,1.0268227,0.0014878815,0.0016526855,-0.004395363,0.0064562517,-0.0023619295,-0.0029411789,-0.0027218377,0.0050290804,-0.0034852466,-0.0021525898,0.0012402984,-0.00443572,0.13075923919677734
+0.3872126,1.8344989,0.0019423075,0.0013557742,-0.0035428752,0.0077669686,-0.0029932861,-0.003973695,-0.0028985757,0.005374177,-0.0033007462,-0.0025787544,0.00049036683,-0.0042153224,-0.22716522216796875
+0.263311,1.3738974,0.00295298,0.0010597116,-0.0033485915,0.0070700375,-0.00209841,-0.004974758,-0.002197375,0.0057489397,-0.0035664868,-0.0022309907,0.0011089753,-0.005047797,0.25290489196777344
+0.28841743,1.4891838,0.0022438816,0.0010346689,-0.0034085875,0.006453324,-0.002201518,-0.005136289,-0.0023023637,0.0042238995,-0.0043118866,-0.002522016,0.0013375448,-0.0037078417,0.1984238624572754
+0.20072256,1.1567193,0.0013048502,0.0016494697,-0.0031461425,0.007111466,-0.0029020084,-0.0040159277,-0.0030208726,0.0042571174,-0.0039041534,-0.0018924363,0.00084345345,-0.0038923293,0.7979073524475098
+0.28945938,1.491836,0.00094222906,0.0024926541,-0.0033888149,0.0074573383,-0.0029415889,-0.0047303257,-0.003363078,0.004622178,-0.0042048767,-0.0012441011,0.0014828598,-0.0044438606,0.18900012969970703
+0.32868922,1.5651392,0.00022559764,0.0015104548,-0.0026392865,0.0070235217,-0.0025530495,-0.004710336,-0.003044377,0.0055407146,-0.0040114266,-0.0013495748,0.0005485823,-0.0035568755,-0.2031092643737793
+0.2869077,1.3630682,0.0008636797,0.0009166811,-0.003077987,0.007960347,-0.0014652828,-0.00462363,-0.0024156827,0.004995146,-0.004248822,-0.0016680645,0.0011000938,-0.004313987,-0.2139749526977539
+0.20983362,1.0206068,0.001697485,0.0005958626,-0.0032205095,0.0074709975,-0.0006082321,-0.0045342646,-0.0022520907,0.0047497824,-0.0040756855,-0.002565635,0.00022236677,-0.0043644086,-0.1009836196899414
+0.3240601,1.6313798,0.001295145,0.00038208626,-0.0031135518,0.008080071,-0.0012776371,-0.0040812492,-0.0025672156,0.0042290157,-0.0036803882,-0.0027623707,0.00048464723,-0.003647806,0.06931924819946289
+0.24808787,1.2714937,0.0014883997,0.001516406,-0.0040426473,0.0076999776,-0.0016928229,-0.0035310984,-0.0025745754,0.0043472066,-0.004431305,-0.0029198048,0.0012711443,-0.0046703685,0.16030502319335938
+0.37201333,1.8243598,0.0017069014,0.0024039703,-0.0040631155,0.007280799,-0.0021872898,-0.0041041262,-0.0023980457,0.0047217207,-0.0032641862,-0.001003546,0.0016771822,-0.0043351734,-0.0608525276184082
+0.49786705,2.1637414,0.0013046152,0.0013265349,-0.004444925,0.0069813477,-0.0017298443,-0.004432118,-0.002257694,0.0040748017,-0.0034273085,-0.0012366939,0.0009168555,-0.004156847,-0.6188468933105469
+0.1154214,0.6863151,0.0008529301,0.0009101489,-0.0041814297,0.0067656133,-0.0016118286,-0.0026848055,-0.0026269641,0.004355912,-0.0041219993,-0.0018021164,0.00071335805,-0.003842777,0.9812994003295898
+0.28092796,1.3629642,0.0012736062,0.0017225402,-0.00392775,0.0075435974,-0.0021146159,-0.003834894,-0.0026284235,0.004313043,-0.004624835,-0.002118765,0.0017300401,-0.0039399504,-0.1132192611694336
+0.2083301,1.1318305,0.0006719305,0.0016187748,-0.004026338,0.007202921,-0.002422264,-0.0036986019,-0.0018785716,0.0055102077,-0.003827468,-0.0027281232,0.0016155018,-0.004081747,0.4680013656616211
+0.30097553,1.4013819,0.000922275,0.0016700984,-0.0045055966,0.00700209,-0.0022567948,-0.0040209135,-0.00228184,0.003963276,-0.004423169,-0.0030652927,0.0014975977,-0.0035005235,-0.30873727798461914
+0.19205002,0.9135784,0.0010506266,0.0022557755,-0.004251227,0.007043808,-0.0021980717,-0.0033592237,-0.0025219573,0.0036145041,-0.004749641,-0.0023543993,0.0013008382,-0.0033468888,-0.20788812637329102
+0.33327833,1.4744061,0.0016706223,0.0020511602,-0.003312092,0.0067879613,-0.0026332624,-0.00410093,-0.002199492,0.004380551,-0.004242213,-0.0025029029,0.00030950783,-0.00426569,-0.5409212112426758
+0.44886446,1.9442899,0.001516935,0.001613669,-0.0034673365,0.0071208244,-0.002524789,-0.0047903443,-0.0023626832,0.0048866556,-0.0037222472,-0.001885302,0.00065117783,-0.0041898233,-0.6332950592041016
+0.2326849,1.1894274,0.0013438493,0.001841904,-0.0038889542,0.007989813,-0.0027082288,-0.004846755,-0.0028189137,0.0046663284,-0.0035194508,-0.001175725,0.0019176002,-0.004725055,0.1468820571899414
+0.15750083,0.8161853,0.0012513982,0.0017103071,-0.004379485,0.008510192,-0.0025972393,-0.0042282273,-0.0027280252,0.004677771,-0.0041464944,-0.0008886426,0.0012099035,-0.0045656506,0.21723175048828125
+0.30445036,1.4637685,0.0016321933,0.0012571058,-0.004442606,0.007760659,-0.00239973,-0.0050738463,-0.0025154934,0.0036304048,-0.0037028443,-0.0012777293,0.00081467384,-0.0035968497,-0.15696430206298828
+0.20137915,0.99659204,0.0009724203,0.0018356537,-0.003526164,0.0065384405,-0.0023281588,-0.0054138573,-0.00210119,0.0041217967,-0.00300709,-0.0009930176,0.0009880424,-0.003688462,-0.016035079956054688
+0.27251402,1.2716886,0.001069043,0.0013268235,-0.0042922143,0.00685989,-0.002018734,-0.0034183268,-0.0016664044,0.0050576893,-0.0032611857,-0.002472871,0.00066454266,-0.0035053894,-0.29836225509643555
+0.20675395,1.0831162,0.0013311687,0.0019980962,-0.0036690186,0.006338786,-0.0011419116,-0.0034572203,-0.0025298083,0.004455825,-0.0036056372,-0.002304426,0.0002657805,-0.004887822,0.2738027572631836
+0.1012221,0.5633719,0.0012126174,0.0016907817,-0.0035831917,0.0066331765,-0.0020030155,-0.0031237996,-0.0034934375,0.0044588665,-0.0047582937,-0.0014304467,0.0007958377,-0.004305587,0.6008310317993164
+0.27498588,1.2462515,0.00221641,0.0018135465,-0.003630392,0.006458517,-0.0013172679,-0.003490253,-0.002988318,0.0045585586,-0.004195091,-0.0019583679,0.001111099,-0.0042098965,-0.4328131675720215
+0.4030489,1.6806647,0.0019596866,0.0026390254,-0.0032558937,0.00683113,-0.0020761737,-0.003975909,-0.0026886764,0.0050134263,-0.0037241625,-0.002463952,0.00060758763,-0.004131963,-0.7949919700622559
+0.31954536,1.4735993,0.0016873694,0.002444168,-0.003124435,0.007079878,-0.002307598,-0.003107029,-0.0022018221,0.0046016183,-0.0037665465,-0.0019801364,0.0016386885,-0.0040712245,-0.3533196449279785
+0.4803426,2.0534112,0.0025821025,0.0018456021,-0.0032901992,0.008128768,-0.0024873675,-0.0033924882,-0.0029647967,0.0035898623,-0.0037035642,-0.0017797161,0.0019288508,-0.004130031,-0.6899805068969727
+0.28027898,1.1970477,0.0023986034,0.0010892339,-0.0027838945,0.007945778,-0.0017367596,-0.004041237,-0.0035349547,0.0031320166,-0.0030971523,-0.0012055086,0.0012823839,-0.0046840943,-0.6939544677734375
+0.3339094,1.4927789,0.0013609056,0.0012281912,-0.0028120952,0.008159103,-0.002029687,-0.0040474897,-0.0030594273,0.0038405051,-0.0031406702,-0.000616318,0.00061279314,-0.004274253,-0.4942588806152344
+0.0909688,0.581928,0.0014906941,0.0014718769,-0.0031912446,0.008308699,-0.0027199667,-0.0039330856,-0.0026262647,0.004343368,-0.0031585924,-0.0009891328,0.00034592988,-0.0040697027,1.4321370124816895
+0.18246758,0.993362,0.0008497117,0.0010763797,-0.0036987166,0.007868571,-0.002591894,-0.0035042851,-0.0024090754,0.004431288,-0.0040920996,-0.0019329969,0.0006026012,-0.0036773214,0.47917699813842773

training/sarl/Airfoil3D-hard-v0/PPO/3/training_log.csv

@@ -0,0 +1,12 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.9682196378707886,0.19257140250876545,1.2593746003508568,,,
+400,1.942651391029358,0.19647317446768284,1.2733348366618156,,,
+600,1.792731761932373,0.2023153140768409,1.2880209538340568,,,
+800,212.6503448486328,360943.2545429808,143410193.1573225,,,
+1000,1.8216564655303955,0.20617169681936504,1.3006740149855613,,,
+1200,1.9756866693496704,0.1992468827404082,1.2958696761727333,,,
+1400,2.034137010574341,0.2056493073515594,1.325999649465084,,,
+1600,1.75142240524292,0.20821823013946414,1.3070493298768997,,,
+1800,2.0009031295776367,0.20878024945035578,1.3442186439037322,,,
+2000,1.9525636434555054,0.19717132113873959,1.2840030017495154,,,
+2000,,,,0.27959927897900344,1.331830743253231,-0.07229902148246765

training/sarl/Airfoil3D-hard-v0/PPO/4/eval_sequence_4000.csv

@@ -0,0 +1,201 @@
+drag,lift,action_0,action_1,action_2,action_3,action_4,action_5,action_6,action_7,action_8,action_9,action_10,action_11,reward
+0.21609876,1.1149493,-0.027885277,0.037343524,-0.01994413,0.0033056429,-0.0144373365,0.02986563,-0.0028778764,-0.043895405,0.0068809777,-0.0018050272,-0.0037537767,-0.0006907949,0.19457435607910156
+0.1452995,0.72265106,-0.027058078,0.037850577,-0.021680137,-0.0002943086,-0.019114299,0.031260323,-0.005764984,-0.049819898,0.006610524,-0.0039094356,-0.009549901,0.0021779283,0.008658409118652344
+0.3458583,1.5928879,-0.028326198,0.046942074,-0.025400741,0.0020066246,-0.018041097,0.032962006,0.0014710652,-0.044669766,0.004458404,6.331608e-05,-0.011778435,0.003705137,-0.35926103591918945
+0.3292814,1.6347892,-0.0291531,0.047214806,-0.024105115,0.0045048213,-0.01945891,0.034471825,0.0029763335,-0.046504702,0.0033981153,-0.0032217265,-0.013295536,-0.0015602376,-0.00015163421630859375
+0.3889387,1.8321927,-0.02846732,0.046050504,-0.025464011,0.0066121463,-0.01959911,0.03223185,0.0013236692,-0.043995146,0.0054376875,-0.00016461773,-0.013024918,-0.0024168068,-0.2541203498840332
+0.25198826,1.3225821,-0.028670289,0.045764726,-0.024550276,0.005745093,-0.019576896,0.02837449,-0.0013056803,-0.041938428,0.009172453,-0.0036147898,-0.0140041,-0.0020914422,0.28371667861938477
+0.3098851,1.5834982,-0.03474406,0.049343582,-0.031474907,0.002177162,-0.014288818,0.026805054,-0.005573487,-0.047516737,0.010245324,-0.0051848204,-0.0157571,-0.0056936373,0.14508295059204102
+0.24624285,1.3098439,-0.03746803,0.052270826,-0.024111196,0.0041237543,-0.016474014,0.028095443,-0.00387553,-0.048310596,0.0065872073,-0.0069137756,-0.009249312,-0.00176731,0.3544478416442871
+0.26570505,1.2796354,-0.034545712,0.046195403,-0.0250515,0.0033956529,-0.017135264,0.031649068,-0.005209226,-0.047849283,0.005110832,-0.0074393447,-0.007400595,0.0015881237,-0.14886999130249023
+0.3248738,1.4307213,-0.030902173,0.043443095,-0.024983175,0.0023444793,-0.017415572,0.030300815,-0.0016037959,-0.049841423,0.0044479966,-0.003902224,-0.0031923335,0.0035930858,-0.5609402656555176
+0.23058593,1.0956932,-0.030279968,0.043769453,-0.024955988,0.0027901363,-0.015259431,0.025653481,-0.001627059,-0.0449921,0.008617865,-0.003862319,-0.0009851108,0.0008349401,-0.21309137344360352
+0.30749768,1.4420756,-0.033230893,0.045070603,-0.024717627,0.0013006362,-0.012874759,0.024728978,-0.0016560326,-0.043849997,0.00571673,-0.0015598226,-0.0021015191,-0.00027624995,-0.27515745162963867
+0.3432088,1.5875655,-0.03403073,0.04015601,-0.024498714,0.0036862325,-0.011865108,0.027173756,-0.005108712,-0.042684827,0.0067336177,-0.0026827208,-0.0044812416,-0.0018644062,-0.3392143249511719
+0.3051354,1.5607572,-0.032068398,0.043172963,-0.025512237,0.0022431812,-0.010933535,0.029215114,-0.008481519,-0.043040995,0.0023346972,-0.0072783367,-0.007888002,-0.0017828349,0.15009641647338867
+0.3572307,1.5252335,-0.031560004,0.044276807,-0.026373671,0.006496689,-0.01796177,0.035602428,-0.008475213,-0.048089627,0.002149091,-0.0080775805,-0.0102474,0.006022249,-0.6952657699584961
+0.27639264,1.2399104,-0.030151233,0.047743894,-0.024650129,0.0065223137,-0.019603482,0.032631095,-0.0026550535,-0.04794814,0.0004960346,-0.005659762,-0.010049744,0.0074405856,-0.4788227081298828
+0.23294398,1.0950643,-0.030303052,0.049235057,-0.02209818,0.005865992,-0.019533554,0.030750148,-0.0020438675,-0.042908255,0.0033568596,-0.005227519,-0.0097586755,-0.00015611423,-0.26389265060424805
+0.25917825,1.2362939,-0.030907886,0.04892791,-0.020463109,0.0030188074,-0.016799873,0.030202627,0.004464456,-0.04209976,0.00073338754,0.0039665815,-0.0077513154,0.0017455443,-0.19481658935546875
+0.24211754,1.254843,-0.029633442,0.041448344,-0.016119925,0.0031139096,-0.022019666,0.02863347,0.0036951816,-0.04222586,0.0096327,0.00093451585,-0.004596284,-0.0011592171,0.21791505813598633
+0.28649426,1.398899,-0.031356305,0.044573072,-0.016642213,0.007025239,-0.021772308,0.0285845,-0.00012720303,-0.04339218,0.0127435485,0.000227171,-0.007013219,-0.0006023088,-0.08205270767211914
+0.34218088,1.660017,-0.032423604,0.051460255,-0.020609897,0.012431131,-0.021971619,0.029157558,-0.0016805211,-0.044484515,0.01289061,-0.0022775286,-0.007662438,0.0023303386,-0.11358451843261719
+0.3108953,1.4804713,-0.032462258,0.05468403,-0.025312083,0.010191234,-0.016925385,0.028090123,-0.0009929314,-0.044982363,0.004752399,-0.00092588435,-0.0105423685,0.0014211034,-0.20290851593017578
+0.07349332,0.3412859,-0.030945996,0.055491652,-0.02701115,0.006226044,-0.01692087,0.028951257,0.0027999398,-0.04393478,0.0011988849,-0.0011840136,-0.012374779,0.00085553154,-0.32110166549682617
+0.18564689,0.91647357,-0.029980484,0.052592173,-0.02620168,0.0053150076,-0.015879344,0.029672738,0.0049016452,-0.041724272,0.001115837,0.0036366181,-0.007354233,0.0009661637,-0.028220176696777344
+0.38276425,1.6218466,-0.026984215,0.04985745,-0.027007138,0.0013085913,-0.013778909,0.026921982,0.0067436723,-0.040927928,0.0012109334,0.005734554,-0.004893287,0.00023382588,-0.7276749610900879
+0.2326414,1.1457806,-0.027984496,0.043996457,-0.024164999,0.0013526245,-0.01457199,0.027481955,0.0033211354,-0.043771893,0.0049270196,0.0012003498,-0.0033279574,-0.0038267598,-0.03977632522583008
+0.4047754,1.9015411,-0.026369907,0.042597305,-0.024084684,0.0030313947,-0.0207018,0.029018909,0.002234785,-0.04394118,0.012728578,-0.0025723958,-0.006107793,-0.00022742467,-0.2671012878417969
+0.27578005,1.407693,-0.027028851,0.044173256,-0.021637145,0.005072854,-0.019339629,0.031970117,-0.0012883774,-0.041046765,0.010219817,-0.0037842842,-0.0029223012,0.0043404307,0.13953542709350586
+0.27899072,1.4345452,-0.026521873,0.045262966,-0.022654768,0.00914628,-0.018847397,0.032997668,-0.004523828,-0.04933809,0.0016865613,-0.006968382,-0.0050976137,0.007498946,0.17704057693481445
+0.2823423,1.470572,-0.025088986,0.048960473,-0.017276872,0.011225475,-0.022458041,0.02900171,-0.0038348034,-0.04705599,0.00821718,-0.0077522523,-0.0043000835,0.004450574,0.24360227584838867
+0.22140095,1.185506,-0.025225215,0.04911713,-0.019162057,0.014150486,-0.019792477,0.029447462,-0.0009965267,-0.042545747,0.0065252376,-0.0020065669,-0.003997,0.004356033,0.3896965980529785
+0.28192708,1.3416317,-0.025786398,0.05049446,-0.018892135,0.010712187,-0.018274494,0.029442288,0.0037894615,-0.039569855,0.004711142,0.003313275,-0.005166106,0.002754603,-0.20607995986938477
+0.24613999,1.1882164,-0.025490087,0.051068116,-0.019848421,0.006509353,-0.022483904,0.029042663,0.00876802,-0.04257143,0.006015577,0.003432319,-0.00794295,0.004722121,-0.1374683380126953
+0.24794394,1.1978582,-0.02453623,0.047780935,-0.022818105,0.0054273345,-0.020023612,0.031487063,0.0049258303,-0.043565113,0.0018314034,0.0023146607,-0.007919019,0.0072033824,-0.13370370864868164
+0.13481125,0.7190799,-0.027436446,0.04243501,-0.01975629,0.0026330673,-0.018983644,0.0324989,0.0033975432,-0.04685459,0.0034125978,0.0017980405,-0.0050233025,0.0051131127,0.36910581588745117
+0.39597934,1.8699605,-0.030192072,0.04079974,-0.02242351,0.003266517,-0.018583838,0.030869983,-0.0035227628,-0.047897767,0.0029117567,-0.0023340124,-0.009105318,0.00045778183,-0.24250078201293945
+0.12588158,0.60510695,-0.030776374,0.041506402,-0.023792693,0.00328873,-0.020167906,0.033160973,-0.004397797,-0.049671356,0.0077840057,-0.0063981446,-0.007887277,-0.00323545,-0.15791559219360352
+0.49995348,2.2058563,-0.03356134,0.0447545,-0.021339063,0.0029634302,-0.019303061,0.03304612,0.0017043637,-0.044034015,0.009016103,-0.002865726,-0.0055260095,0.0014536633,-0.5527462959289551
+0.2628516,1.2734854,-0.025835061,0.039898437,-0.022006847,-0.001055496,-0.016992077,0.030834822,0.004585143,-0.04428451,0.0052888696,-0.0037806144,-0.003487742,0.003813255,-0.11998558044433594
+0.23538473,1.1787981,-0.030003922,0.04207882,-0.019034201,0.0024547423,-0.017436638,0.030345313,0.0027168614,-0.043429445,0.0070788274,-0.0005893464,-0.005777661,-0.0011137471,0.04309368133544922
+0.2566168,1.2592895,-0.026425572,0.043142926,-0.019684268,0.0038792228,-0.018061973,0.028980844,0.0047932942,-0.047432173,0.0051610684,-0.0023292648,-0.0061404784,0.0013499625,-0.057593345642089844
+0.3381679,1.5528615,-0.02644438,0.041681126,-0.02466947,0.0017371746,-0.017745873,0.025778994,0.00046727565,-0.047742594,0.008052479,-0.004445174,-0.008067575,-0.0034426274,-0.37288618087768555
+0.24930222,1.1987194,-0.028802648,0.042532522,-0.022100884,0.0016337147,-0.019097555,0.030144803,0.0004998256,-0.04725515,0.011305461,-0.0043854066,-0.008729231,-0.001722295,-0.1565713882446289
+0.24813014,1.2147939,-0.030898593,0.044851784,-0.026063772,0.0007336742,-0.018360725,0.029566813,0.00010581277,-0.046489622,0.009784301,-0.006247231,-0.010962113,-0.0009897788,-0.0690760612487793
+0.26033023,1.2982132,-0.02904205,0.04666693,-0.023411492,0.0012485434,-0.01932391,0.024317507,0.002226693,-0.045284234,0.008837233,-0.0037028356,-0.013194971,-0.0027877917,0.021924495697021484
+0.25845882,1.290907,-0.034269728,0.05004279,-0.02351042,0.0034172386,-0.016225843,0.026217865,-0.006838381,-0.04094849,0.008740915,-0.0044745253,-0.013435469,-0.0031594103,0.02976369857788086
+0.20461212,1.1103219,-0.027996516,0.048554096,-0.022012476,0.0045837965,-0.020554101,0.026641242,-0.0016739292,-0.04489905,0.0058913096,-0.0023262082,-0.005347913,0.0027444153,0.46160221099853516
+0.25058684,1.2423553,-0.03117827,0.052841645,-0.024196567,0.0050300825,-0.019609166,0.027671024,0.0023391445,-0.047155596,0.005981165,0.0006668316,-0.0035854327,0.0020422032,-0.0070858001708984375
+0.22177659,1.1226423,-0.028570788,0.04839169,-0.024165072,0.002434172,-0.018509595,0.025347518,0.002057695,-0.046073865,0.012409535,-0.0013239325,-0.0062800995,-0.0010837376,0.09717178344726562
+0.20150542,1.0655769,-0.02844875,0.047819618,-0.029105078,0.002858271,-0.012282931,0.023347441,-0.003502404,-0.040100966,0.010092548,-0.0017272655,-0.01167858,-0.006171222,0.3232111930847168
+0.19741017,1.0669051,-0.026582088,0.04598003,-0.024412964,0.0035421872,-0.01301827,0.023234393,-0.0010143444,-0.03830763,0.010137104,-0.00077010004,-0.009437088,-0.0040419446,0.4396400451660156
+0.23837757,1.1473738,-0.02809923,0.046874963,-0.02209688,0.0039145662,-0.015989268,0.025203269,-0.0016391242,-0.04561009,0.006200596,-0.00090638606,-0.0071235984,-0.0020629,-0.15160703659057617
+0.19784458,1.0463154,-0.027084218,0.050348017,-0.02545079,0.0049526547,-0.018866219,0.026163187,0.0006500399,-0.041442025,0.004096352,-0.0021549114,-0.008439854,0.0021198322,0.3237032890319824
+0.15152906,0.90322125,-0.029150479,0.054147862,-0.032528643,0.0068151187,-0.021600394,0.030615792,0.0021095786,-0.040440936,0.0022461659,-0.0013251469,-0.0116441585,0.006301535,0.9958434104919434
+0.24480425,1.2959614,-0.028378628,0.048808176,-0.022211896,0.007077879,-0.021266755,0.029687604,0.0056599197,-0.03969531,0.008696114,-0.0016281899,-0.008210139,0.0055654794,0.3289985656738281
+0.22654313,1.2546235,-0.02975532,0.04532042,-0.020718308,0.0036154222,-0.016230907,0.030124431,-0.00069728727,-0.04123494,0.007688418,-0.0015275162,-0.0062427274,0.00023198233,0.5732526779174805
+0.20002025,1.1510229,-0.028394673,0.050174348,-0.019005956,0.0074662236,-0.020151254,0.02874197,-0.0007802921,-0.045064554,0.0092401635,-0.0032474436,-0.0045312336,0.0018520368,0.7896623611450195
+0.41936323,1.9528327,-0.030906957,0.047847573,-0.021716475,0.0065898765,-0.021660691,0.029515963,-0.0012520577,-0.048479278,0.00903905,-0.004120638,-0.005112574,0.00048225874,-0.30820798873901367
+0.21207477,1.2022752,-0.032859452,0.0525293,-0.024643866,0.0062749493,-0.017954286,0.026472261,0.0031503167,-0.04897693,0.007443129,-0.000622191,-0.0040816288,0.0019470858,0.7042403221130371
+0.25842127,1.3762408,-0.030500293,0.050614856,-0.025132772,-0.00030374766,-0.015929189,0.030741245,0.00475634,-0.04848868,0.0024385876,0.0040646093,-0.005027458,-0.0011807248,0.3607015609741211
+0.27921137,1.5093732,-0.028134082,0.040502016,-0.02570031,-0.0020703832,-0.017628646,0.0298638,0.0035777036,-0.046466514,0.003969867,0.0049600587,-0.006313316,0.0016794025,0.44097471237182617
+0.13258788,0.94428134,-0.02957043,0.041800052,-0.025893621,0.003501937,-0.017869212,0.028085992,-0.0019488593,-0.045049243,0.013248094,-0.001579859,-0.004533666,-8.438004e-05,2.1570587158203125
+0.16350406,1.1113443,-0.03058086,0.04709536,-0.025051255,0.008042761,-0.01595285,0.029313423,-0.004268904,-0.041747797,0.013851781,-0.0030896026,-0.003491791,0.0018795579,1.8321747779846191
+0.23734331,1.3491046,-0.03374989,0.049372364,-0.0244293,0.006662949,-0.017607005,0.026037231,-0.004169257,-0.04634331,0.009381753,-0.004958887,-0.003726927,0.0042952257,0.7193212509155273
+0.3187694,1.6758739,-0.033879574,0.046613026,-0.024802981,0.0026104338,-0.013573045,0.026563087,-0.009068601,-0.04602738,0.004644348,-0.0042393645,-0.005834674,-0.002237881,0.29245424270629883
+0.37849596,1.8773899,-0.033552535,0.051281866,-0.026219403,0.0071718753,-0.012174337,0.029366978,-0.008010332,-0.04120068,0.0030324506,-0.0037781694,-0.0065997536,-0.0044524493,-0.004737377166748047
+0.20277764,1.1324811,-0.029573213,0.050414212,-0.02476228,0.0075242165,-0.016361544,0.03013182,0.0011014901,-0.03910889,0.0072610984,-0.002905431,-0.005017253,-0.0011147173,0.6199727058410645
+0.22087936,1.2319114,-0.026258219,0.050547425,-0.022776475,0.009315935,-0.016629998,0.027065346,0.008357377,-0.036076944,0.004049794,0.002032489,-0.0020555675,0.0055827172,0.6124348640441895
+0.28967154,1.4618266,-0.025752055,0.049846392,-0.019134842,0.009393376,-0.022104897,0.027283441,0.012175946,-0.04072045,0.0032535107,0.00494585,-0.00065887475,0.008828969,0.08162736892700195
+0.19918375,1.1742603,-0.03110017,0.049224924,-0.024321547,0.0014339499,-0.02111,0.028219175,0.0060819956,-0.044479143,0.005524463,0.0015914962,-0.0039569507,0.0044101947,0.9304924011230469
+0.23036689,1.3001418,-0.03331753,0.0413408,-0.02166505,0.00032521324,-0.015741147,0.029916808,-0.0072692153,-0.046797454,0.009938224,-0.006163101,-0.00323596,-0.00143316,0.6789183616638184
+0.15461342,0.9492016,-0.03206122,0.038136728,-0.02035208,0.001891925,-0.017659452,0.029604636,-0.008334979,-0.047821168,0.012068448,-0.008278211,-0.00409821,-0.003434253,1.1743230819702148
+0.15445572,0.9322395,-0.03466011,0.043380678,-0.023949103,0.0051816073,-0.015505717,0.028524566,-0.009172144,-0.04499007,0.012967627,-0.004534944,-0.0076247593,-0.00869027,1.070772647857666
+0.24771678,1.262639,-0.027573362,0.04581548,-0.017956398,0.006702992,-0.019388363,0.030234862,0.00070918957,-0.045311954,0.0068963654,0.0008504435,-0.0041027223,0.0013453866,0.13223791122436523
+0.13268168,0.76237935,-0.02665819,0.049231883,-0.018539077,0.0045810896,-0.021928852,0.025595846,0.00541415,-0.04078208,0.006697678,0.0031293482,-0.0075573456,0.0012888464,0.7810583114624023
+0.36965778,1.8044983,-0.029234558,0.051176596,-0.024815617,0.004545734,-0.021398196,0.030225437,0.0041653505,-0.04212351,0.0062709404,0.0018409113,-0.010654005,0.0018895309,-0.08333206176757812
+0.27837402,1.516176,-0.028842328,0.045713242,-0.02419598,0.0024578257,-0.02176744,0.0322227,0.0012951795,-0.042083863,0.006759536,-0.002423692,-0.008377617,-0.00060469576,0.4816732406616211
+0.26482663,1.5029463,-0.029000638,0.04226357,-0.021792328,0.003931632,-0.018946724,0.030349357,-0.0027427978,-0.04156446,0.007826325,-0.0041052103,-0.0045624394,0.0014846823,0.7103385925292969
+0.26470348,1.5177429,-0.02914068,0.03683351,-0.018849226,0.009135866,-0.021887977,0.031934347,-0.0038716013,-0.047318447,0.0117037045,-0.009139534,-0.0026257448,0.004031069,0.7688779830932617
+0.4151358,2.162939,-0.029198041,0.04444096,-0.01797006,0.008777274,-0.015386833,0.028741375,-0.0025267815,-0.04320536,0.008454293,-0.009532617,-0.003276235,0.0023665782,0.24532699584960938
+0.34437782,1.8026361,-0.027465286,0.042998593,-0.016141223,0.008460859,-0.016662378,0.030154113,-0.0011349183,-0.04520322,0.0045499494,-0.0023376218,0.00044534903,0.0051749162,0.26960277557373047
+0.2253655,1.24036,-0.026460059,0.0420955,-0.017998824,0.005344139,-0.016373528,0.028526947,0.002844883,-0.045866128,0.005173008,0.00054832525,8.386851e-05,0.0042468486,0.5389008522033691
+0.05216839,0.54747677,-0.025807202,0.043569956,-0.022503598,0.0022981218,-0.017113345,0.024987191,0.005789534,-0.040822398,0.004723122,0.0013970931,-0.005561696,0.0042794384,5.529545783996582
+0.21537407,1.134988,-0.022194954,0.048738446,-0.024278617,0.0036629748,-0.018640032,0.026093738,0.008838551,-0.038697656,0.004985341,0.0053649256,-0.005476251,0.0060042907,0.3049755096435547
+0.19819625,1.0945348,-0.026369179,0.05192578,-0.025585493,0.0041470025,-0.018580813,0.024546167,0.008294469,-0.037968304,0.007445125,0.0030451806,-0.005444834,0.0037704874,0.557610034942627
+0.21585572,1.1358575,-0.023550397,0.048293658,-0.019979049,0.005213284,-0.020474488,0.025550425,0.012175475,-0.03711519,0.0062475414,0.00394298,-0.0015194378,0.0047890027,0.2972450256347656
+0.34281066,1.6952423,-0.02421422,0.04163841,-0.020795865,-0.0010421069,-0.017437194,0.024844352,0.006917068,-0.04100159,0.0056622056,0.0015321237,0.00095397315,0.006829558,-0.019742488861083984
+0.26676726,1.3891096,-0.025935618,0.0418946,-0.024128681,-0.00040763948,-0.017247377,0.029261488,0.001383442,-0.042846348,0.00040795526,-0.0010957976,-0.0015919384,0.009372957,0.24232721328735352
+0.11544564,0.5931747,-0.024286743,0.041247256,-0.019466147,0.0030552514,-0.01931095,0.030626025,0.0067614354,-0.04509637,0.0017772786,0.0018169112,0.003918947,0.008913814,0.17326021194458008
+0.321374,1.6311177,-0.025592884,0.039449193,-0.018269906,-0.0031608648,-0.020045204,0.028427824,0.0056195096,-0.04542544,0.0049727927,0.0017854366,-0.00096022186,0.0017807164,0.1105804443359375
+0.24059676,1.3449129,-0.02611778,0.037477996,-0.017243437,-0.0025123726,-0.017622063,0.031261608,0.0015532649,-0.04159526,0.005764012,0.0014603627,-0.002984285,-0.00045972818,0.6250348091125488
+0.19235778,1.172491,-0.022230309,0.034228984,-0.012758983,0.0012566131,-0.01898534,0.028148245,0.0022770057,-0.044435367,0.007949036,-0.0031292578,-0.0042177737,0.00041360734,1.1304960250854492
+0.4982088,2.3325336,-0.029283438,0.038969837,-0.018285882,0.0023899393,-0.02193852,0.028750578,-0.0029346335,-0.04606523,0.012912401,-0.006565852,-0.009781201,-0.001444244,-0.28303003311157227
+0.3419704,1.7582972,-0.02987001,0.0479919,-0.01930161,0.009365845,-0.02529589,0.030294128,-0.0018676093,-0.045902405,0.01114045,-0.004902303,-0.009745679,0.0031091715,0.17679500579833984
+0.42725107,2.0802736,-0.02905136,0.04982772,-0.02284332,0.008639182,-0.021523098,0.026671167,-0.0025000076,-0.037150156,0.009165024,-0.0034363798,-0.0127817625,0.0030172952,-0.09589719772338867
+0.23324111,1.3384176,-0.02943606,0.052505802,-0.024138909,0.007452427,-0.018124644,0.028565638,0.00020198597,-0.0383207,0.0054367846,-0.0008209338,-0.010030307,0.0033293874,0.7734742164611816
+0.2858658,1.5768789,-0.031445265,0.043478597,-0.0194238,0.003659254,-0.015269233,0.031130567,-0.0018337879,-0.039756577,0.003752566,-0.0015869405,-0.0036788154,0.0004117844,0.5512809753417969
+0.21027923,1.1224513,-0.03283078,0.0392636,-0.0169983,0.0050690365,-0.015957074,0.033804156,-0.0032199402,-0.044862714,0.0037907045,-0.0017214441,-0.002468374,0.00016022136,0.37303924560546875
+0.2502367,1.247159,-0.030385487,0.03805457,-0.019941336,0.0047238837,-0.016144428,0.03245169,-0.0038701592,-0.045958463,0.0046121147,-0.0024202275,-0.0032471758,0.0006084878,0.01904773712158203
+0.17408672,0.9301503,-0.03118302,0.04064973,-0.02223886,0.0053796973,-0.016017387,0.03316001,-0.0052757245,-0.046746016,0.0023451522,-0.003525581,-0.005790196,0.0026821443,0.3781585693359375
+0.22043604,1.1719556,-0.031822775,0.046015427,-0.023505844,0.0076637436,-0.021811707,0.036789358,0.00021889017,-0.047749925,0.0034966194,-0.0025062063,-0.0065211053,0.0056774616,0.35166406631469727
+0.28016606,1.4320465,-0.029474437,0.04513457,-0.020942332,0.008679478,-0.024046086,0.032619786,-0.0004588201,-0.04574254,0.007816818,-0.0040407465,-0.009944565,0.0019315312,0.14655113220214844
+0.39650705,1.9228632,-0.02910894,0.040966917,-0.021043343,0.004128929,-0.017994875,0.02846857,-0.0037581234,-0.042892452,0.010722377,-0.0040911497,-0.0069806124,-0.0021256404,-0.11536359786987305
+0.2586608,1.3453933,-0.029467173,0.041268032,-0.02048069,0.004309531,-0.016995829,0.026597586,-0.0017947122,-0.043202914,0.011088354,-0.00032086327,-0.0016966411,0.0018647866,0.23651123046875
+0.27520478,1.384158,-0.02858241,0.049378145,-0.018663172,0.0073464373,-0.02194646,0.025389923,0.0039202804,-0.045383032,0.010091901,0.0029269971,-0.0037018103,0.003783097,0.06468725204467773
+0.32091802,1.5397664,-0.026300803,0.052192435,-0.02017613,0.005484472,-0.021278372,0.023444563,0.0113127725,-0.04207135,0.008686409,0.0062248707,-0.0032879638,0.0023668935,-0.16686391830444336
+0.5462966,2.3980038,-0.023596393,0.045717582,-0.01775467,0.005632725,-0.01848986,0.026029488,0.009931492,-0.041131247,0.008701473,0.0048179436,0.001123295,0.0020770035,-0.5753054618835449
+0.36616054,1.7850461,-0.024561811,0.039469536,-0.023007771,0.0020241512,-0.014461486,0.025166616,0.0029863704,-0.036180876,0.009026953,0.0040288004,-0.002370522,-0.0024630423,-0.08983278274536133
+0.34278968,1.7275115,-0.023699068,0.0425591,-0.023141664,-0.00016655825,-0.015716169,0.027051512,0.0031836173,-0.042148773,0.0065048533,0.002753397,-2.9688352e-05,0.002243258,0.07469749450683594
+0.25350645,1.3183689,-0.02733486,0.041903198,-0.025166752,0.00509781,-0.013693029,0.02989226,-0.0026149373,-0.04618783,0.002663048,0.0008213412,-0.0062453337,0.0028083757,0.23566436767578125
+0.33820787,1.6857074,-0.025256509,0.043672416,-0.027702792,0.003208491,-0.016363228,0.028570935,-0.0017958807,-0.0462146,-5.7147525e-05,-0.00057483045,-0.008414391,0.0067022764,0.019365310668945312
+0.26176652,1.3543831,-0.025519725,0.050972607,-0.024802374,0.0056829164,-0.016873531,0.028566863,0.003534594,-0.038756628,-0.00018947001,-0.001122651,-0.004479491,0.007917346,0.20914220809936523
+0.26947552,1.3472965,-0.027077857,0.048827313,-0.023182936,0.0060391016,-0.015736405,0.035947956,0.0028383678,-0.039734162,-0.0009359104,-0.004154468,-0.0048261923,0.0032578865,0.03482961654663086
+0.21479224,1.1189642,-0.026809853,0.04072643,-0.019268213,0.0011047851,-0.015985336,0.031248227,0.004924203,-0.044516094,0.0024442398,0.00037838775,-0.0029989642,0.001691649,0.24464941024780273
+0.25547454,1.2485632,-0.029180728,0.04281714,-0.021314371,0.0036561969,-0.017143443,0.030145358,0.0027540028,-0.04886956,0.009138959,-0.0021868371,-0.0061572134,-0.0050381245,-0.07763814926147461
+0.27342588,1.3460828,-0.028997088,0.040536866,-0.021967793,-0.0011133556,-0.014053385,0.025913838,-0.0020056684,-0.045793977,0.007895892,-0.0012002408,-0.0067542875,-0.0055539976,-0.04184293746948242
+0.1905185,1.0357859,-0.029433634,0.04009741,-0.02178165,-0.0008939907,-0.014190112,0.02524104,-0.0020743434,-0.04365441,0.010665755,-0.008124096,-0.008861479,-0.0087413145,0.4717988967895508
+0.35908327,1.6863362,-0.029943334,0.044752214,-0.02560187,0.00035652373,-0.012772954,0.02296675,-0.0036039057,-0.042009197,0.0046573067,-0.0034321742,-0.005501769,-0.0036815987,-0.2686433792114258
+0.19750561,1.0975078,-0.02934599,0.04403523,-0.023324396,0.0046295053,-0.016960325,0.028036444,-0.0047778464,-0.04474641,0.006084376,-0.00600088,-0.0056581856,0.00028429786,0.5919742584228516
+0.2172078,1.0976318,-0.026594121,0.0432006,-0.022115277,0.0008086888,-0.016627608,0.029568925,0.0021539202,-0.043986823,0.00234997,0.0012175122,-0.0046818117,0.0043917457,0.08850240707397461
+0.29443923,1.3074195,-0.028653443,0.04799369,-0.025265908,-0.0016604862,-0.015046856,0.027834006,0.0014508712,-0.04626476,0.0012081381,-0.00053367147,-0.008193593,-0.00074638624,-0.5244979858398438
+0.21070702,1.0237496,-0.027558487,0.042674508,-0.022221088,-0.0039364942,-0.0149459895,0.027066488,0.0029265,-0.04069791,0.00306286,-0.0027415287,-0.007465554,-0.004829324,-0.10622930526733398
+0.17954865,0.9825541,-0.027788896,0.040883925,-0.01995659,-0.00073775224,-0.016328214,0.029275186,0.0003359112,-0.04212446,0.007387428,-0.004335607,-0.0066544586,-0.0059990147,0.5074863433837891
+0.27518815,1.3171408,-0.026156731,0.042946983,-0.021878967,0.0062755756,-0.017204443,0.028938442,-0.00055565336,-0.04289048,0.010103342,-0.0030784216,-0.0031327368,-0.002250054,-0.1785411834716797
+0.2848786,1.3728542,-0.028110825,0.045937452,-0.019776542,0.008459313,-0.021296082,0.02894881,-0.001919176,-0.04706589,0.010286238,-0.005255531,-0.0076261265,0.0014164672,-0.1457843780517578
+0.37398517,1.7192062,-0.030224541,0.050215203,-0.021709757,0.006910395,-0.018825987,0.02789478,-0.0049273036,-0.045604866,0.0062332693,-0.0066970456,-0.0071834847,0.0020011684,-0.36787939071655273
+0.3395189,1.5493361,-0.026594939,0.051761698,-0.021434402,0.005290631,-0.016841,0.028929196,0.0037886405,-0.039607264,0.002636875,-0.0015213968,-0.007218799,0.00254648,-0.40154170989990234
+0.27526593,1.364942,-0.025782805,0.050948735,-0.020074634,0.004466043,-0.017090177,0.030703261,0.005426867,-0.039995026,-0.0022136047,0.0035776175,-0.010104827,0.0021642703,-0.006239414215087891
+0.26972032,1.2651778,-0.02774861,0.052755844,-0.017030595,0.005919315,-0.0204603,0.032123405,0.008680729,-0.042002555,-0.0008101821,0.0039003617,-0.006413219,0.0038772612,-0.2741665840148926
+0.23049597,1.1524099,-0.029376853,0.04836232,-0.020663062,0.0042454517,-0.020634325,0.029508732,0.0065496643,-0.044168964,0.0033847503,0.0033961437,-0.005286923,0.0043853195,0.03482675552368164
+0.23781002,1.1516582,-0.030605974,0.04406954,-0.022484733,0.0017377953,-0.0158316,0.02789679,0.0038819725,-0.045247003,0.0065729255,0.0019017898,-0.005952311,-0.0014481322,-0.12210369110107422
+0.24905346,1.1914967,-0.031723008,0.041877605,-0.02501597,-0.00033098256,-0.014437271,0.028195217,0.0005804753,-0.047404278,0.013026687,0.00019778404,-0.005097411,-0.005579326,-0.1807694435119629
+0.18644589,0.88707024,-0.03336807,0.04262136,-0.02833553,0.0013588989,-0.014279142,0.027274085,-0.0035147464,-0.04440369,0.010181855,-0.0062134177,-0.008099967,-0.004309773,-0.20708036422729492
+0.30788994,1.1866359,-0.03225836,0.046193447,-0.030821385,-0.00030131935,-0.0144520765,0.02705453,-0.0008813834,-0.046417747,0.005846495,-0.004459107,-0.006480902,-0.0011029347,-1.110778570175171
+0.27986506,1.2430453,-0.031082492,0.04465647,-0.025429016,0.0007538611,-0.013752156,0.025626244,0.0016234078,-0.039945602,0.00814313,-0.004003615,-0.0043373914,-0.0028046425,-0.5232810974121094
+0.2568483,1.163066,-0.029506633,0.046320405,-0.025878595,0.0015322221,-0.015323459,0.028627807,0.0048432136,-0.04201153,0.007323188,-0.0027350385,-0.0076469793,-0.003615606,-0.436647891998291
+0.29569677,1.4432731,-0.024841174,0.041999545,-0.018087605,0.0023306326,-0.016288247,0.027024541,0.009971339,-0.039214086,0.008431479,0.00084878504,-0.002363218,-0.002241881,-0.08394670486450195
+0.31571773,1.4424192,-0.026942318,0.03706755,-0.021529537,0.0027750875,-0.014416809,0.028972473,0.0005240168,-0.041511904,0.009481834,-0.0038851846,-0.0033155,0.00078548945,-0.39617061614990234
+0.28505123,1.3339729,-0.029394655,0.03889387,-0.02066616,0.003540292,-0.01628447,0.029686853,-0.0037574156,-0.0456309,0.00986242,-0.008075098,-0.0063558356,6.210792e-05,-0.28510379791259766
+0.21791701,0.97732276,-0.030977845,0.044013437,-0.02089882,0.0030921076,-0.016470393,0.029221632,-0.0034268969,-0.045013156,0.0063264687,-0.0068631056,-0.0043915096,0.002628438,-0.4800300598144531
+0.24513964,1.0685928,-0.032129966,0.047734547,-0.022054086,0.0035589642,-0.014655639,0.028471943,9.053273e-05,-0.04639683,0.0076993955,-0.0023764037,-0.0062320023,0.001054478,-0.6057510375976562
+0.16558613,0.7523656,-0.029953396,0.045404203,-0.02275295,0.0017913268,-0.012302633,0.028427929,0.0013226119,-0.037358034,0.0047768736,0.002898112,-0.0070317606,-0.00073110254,-0.4212183952331543
+0.14668857,0.78432417,-0.03024229,0.042788822,-0.024654599,-0.0012087137,-0.009120718,0.03127003,0.00029636212,-0.04167176,-0.0022172653,0.0025245552,-0.005174631,-0.006083376,0.38199710845947266
+0.20211457,0.9425576,-0.03322649,0.04304303,-0.02571736,0.00097072165,-0.009725533,0.027892172,-0.0062103965,-0.04745624,0.0014948727,0.00022452767,-0.0056054816,-0.008277694,-0.3013877868652344
+0.24695767,1.1146357,-0.028210146,0.04307803,-0.022982938,0.0032377718,-0.012813398,0.025765147,-0.008067937,-0.04251543,0.0049631353,0.0011284258,-0.004645253,-0.0046992907,-0.4514007568359375
+0.03865299,0.2024798,-0.027660303,0.04626326,-0.019921748,0.0047093425,-0.017436506,0.026870018,-0.0020040805,-0.04345194,0.0046278415,-0.0030192225,-0.00664255,0.0005927986,0.2735300064086914
+0.19724114,1.0250708,-0.031643365,0.046176657,-0.022598078,0.0029990096,-0.013453436,0.02729002,-0.0030897975,-0.04220723,0.007933293,-0.00698355,-0.0089705065,-0.005391367,0.23217391967773438
+0.34672624,1.658017,-0.03077782,0.046873916,-0.025322204,-0.000107336615,-0.014699205,0.0314866,-0.00092732185,-0.044501696,0.008025818,-0.005018066,-0.007450195,8.144544e-05,-0.18294954299926758
+0.26821917,1.2918655,-0.031068815,0.049873818,-0.0254697,0.003582216,-0.01715223,0.033093855,0.0044592964,-0.047149207,0.001595864,-0.0027398753,-0.007157248,0.0038491213,-0.14841508865356445
+0.28679204,1.4089519,-0.029207554,0.052406985,-0.025112364,0.007615897,-0.018479528,0.030784164,0.007718212,-0.04453313,0.0047513666,-0.0037672643,-0.007765005,0.0026211734,-0.052069664001464844
+0.24495581,1.1361524,-0.026370682,0.050354544,-0.024062583,0.0069194413,-0.018662784,0.028235612,0.008560668,-0.04558961,0.005656139,0.0024483313,-0.008133474,0.0043961974,-0.3266763687133789
+0.2784757,1.2327814,-0.027371269,0.049620032,-0.022123108,0.007150439,-0.019277101,0.028507028,0.010857344,-0.043749925,0.007885356,0.00031376118,-0.0065304195,0.0017416844,-0.5379791259765625
+0.11572802,0.6746213,-0.030887812,0.04791858,-0.024020735,0.001992567,-0.018191803,0.027652655,0.005984244,-0.049966417,0.0071128234,-0.0032185046,-0.0057549733,-0.0021495814,0.8644990921020508
+0.17769212,0.83607596,-0.03207623,0.04319145,-0.025437696,-0.00022865616,-0.01823949,0.027830316,0.0032939457,-0.051434677,0.0064511946,-0.0022871434,-0.0038326508,0.0014394928,-0.2596750259399414
+0.31087905,1.4273456,-0.031277027,0.046781514,-0.029294623,0.000977875,-0.019348735,0.031191114,0.0019608694,-0.04736604,0.00717201,-0.006794298,-0.008348762,0.0027739196,-0.3735480308532715
+0.19131173,1.0370829,-0.030104736,0.04886358,-0.026894828,0.0050487495,-0.021325009,0.031169832,0.00025676753,-0.044945654,0.008048313,-0.009722495,-0.0065488364,0.0052405023,0.4560365676879883
+0.16161211,0.9121677,-0.028363455,0.051799975,-0.02476443,0.010395876,-0.022213759,0.029501002,-0.0011402357,-0.04261601,0.010187191,-0.011132471,-0.008331894,0.0060232785,0.6793098449707031
+0.30362538,1.5424252,-0.02990533,0.05505052,-0.023509016,0.010259068,-0.021963404,0.030898083,0.0009112009,-0.044586893,0.010834354,-0.008315554,-0.010102114,0.0035451232,0.1151576042175293
+0.23405157,1.3001075,-0.030819286,0.056433428,-0.024484893,0.010582021,-0.01756331,0.033791516,-0.0029847983,-0.045582682,0.005838941,-0.0058003175,-0.011042817,0.000612015,0.5899209976196289
+0.1279319,0.91915286,-0.034088273,0.054288633,-0.021176327,0.0126180565,-0.016653115,0.03173603,-0.004889628,-0.04590748,0.008344474,-0.0039250664,-0.009454182,-0.0022623092,2.2198352813720703
+0.085070215,0.76485705,-0.035641525,0.049314808,-0.02029555,0.0053613638,-0.019093178,0.028793406,-0.0043781176,-0.0464895,0.008638832,-0.005283777,-0.009569835,-0.0017001076,4.026021957397461
+0.3537638,1.7389385,-0.03161391,0.044207487,-0.020001987,0.0032900418,-0.020297429,0.02981488,-0.00094863586,-0.05227839,0.006348937,-0.007172788,-0.0070295683,0.0019184245,-0.049334049224853516
+0.17769812,1.0418729,-0.030206397,0.0385436,-0.02024941,0.0010269114,-0.019066015,0.030147448,-0.0013815186,-0.050619207,0.011492279,-0.0030451166,-0.008282769,0.0019439018,0.8982925415039062
+0.25753495,1.3498807,-0.031222256,0.043011587,-0.025573654,0.0051631583,-0.019209402,0.032876387,-0.004124067,-0.042236015,0.006604695,-0.004842064,-0.014512246,0.002480465,0.2766742706298828
+0.41954476,2.0061562,-0.031080889,0.043960024,-0.02461818,0.0066396594,-0.02256216,0.03379,-0.0037010235,-0.043980245,0.008125645,-0.0055137165,-0.011054067,0.00024193723,-0.18312406539916992
+0.29847273,1.6075226,-0.029742235,0.041307174,-0.020019498,0.006344144,-0.020717302,0.031210743,-0.0023372166,-0.04687571,0.0069491817,-0.005677347,-0.0044950778,0.003600536,0.4209580421447754
+0.30679387,1.4788471,-0.03466706,0.04860613,-0.025055869,0.006212787,-0.017901218,0.030636128,-0.0074172015,-0.047158126,0.008192936,-0.009541336,-0.007387802,-7.571734e-05,-0.14454126358032227
+0.18693157,1.0225186,-0.030602016,0.047715407,-0.022914197,0.009189161,-0.013245987,0.028683204,-0.0053202976,-0.04678102,0.008717119,-0.002697702,-0.0024050209,-0.0013796921,0.5051465034484863
+0.3112874,1.4422635,-0.028496822,0.044335224,-0.020438293,0.004753978,-0.014981575,0.026614808,-0.003028791,-0.04641585,0.0074412795,-0.0023212512,-0.009530042,-0.0077253636,-0.3316478729248047
+0.3699033,1.7630818,-0.025531579,0.049488816,-0.023374205,0.0048189163,-0.014662073,0.021547103,0.0040974976,-0.040415812,0.004816881,0.0010353214,-0.008546961,-0.0052084643,-0.19853782653808594
+0.20900647,1.1214646,-0.025854379,0.04864533,-0.022060229,0.006578878,-0.022859743,0.023937246,0.008700956,-0.04324945,0.008877126,0.0035135448,-0.005108269,0.0016731223,0.40082359313964844
+0.23182054,1.2986493,-0.028098796,0.04216176,-0.019774,0.0020255127,-0.022235632,0.028974047,0.005141946,-0.040115494,0.010595847,0.002880468,-0.0046537654,-0.0011697538,0.6370902061462402
+0.3109494,1.6101216,-0.027831994,0.03857108,-0.021216871,0.007919225,-0.018776206,0.037015297,-0.003123492,-0.04612978,0.0030516977,-0.00028570974,-0.003716798,0.00799157,0.2132129669189453
+0.39166576,1.9736884,-0.028703641,0.04367939,-0.02094318,0.009294656,-0.020161517,0.032731533,-0.0074993563,-0.050223593,0.004663787,-0.007218273,-0.0077794096,0.003167768,0.07434654235839844
+0.27456492,1.5061864,-0.030237999,0.047766272,-0.015906695,0.00965071,-0.019727802,0.025820496,-0.006410424,-0.04431582,0.0073374393,-0.004569455,-0.0046454617,0.0039481022,0.520850658416748
+0.26133248,1.4597594,-0.029050097,0.052386653,-0.016932609,0.011326464,-0.021371258,0.028547812,-0.0020923596,-0.042702213,0.0028013182,-0.0033602011,-0.0065493146,0.0060317656,0.6209626197814941
+0.2955685,1.4892772,-0.028820144,0.05099198,-0.023147153,0.010209135,-0.01878964,0.02788407,0.001313652,-0.04151648,0.0073201307,-0.0035656472,-0.006486935,0.0039901515,0.07381772994995117
+0.26946902,1.3282889,-0.029116249,0.04451095,-0.02201886,0.0055945884,-0.017216342,0.026356647,0.0024002993,-0.045147974,0.009959209,0.0017367075,-0.0046753217,0.0012065807,-0.035587310791015625
+0.30061445,1.397012,-0.031218573,0.04342429,-0.022538366,0.0034574606,-0.019787462,0.02818266,-0.00024169401,-0.04491178,0.0076451027,-0.0009294639,-0.007349483,0.003238469,-0.31768083572387695
+0.25801787,1.154908,-0.031188501,0.04160865,-0.018180104,0.0036077355,-0.022999419,0.03060361,0.00016721166,-0.049169727,0.0058063455,-0.0025636046,-0.0058980887,0.008022862,-0.48879194259643555
+0.19150862,0.899159,-0.03223938,0.046069458,-0.022258596,0.0044616056,-0.022367993,0.02937134,0.0015615695,-0.048001472,0.006512754,-0.0031298983,-0.0060834177,0.0058216956,-0.2697334289550781
+0.19767408,0.99829334,-0.03162122,0.05097178,-0.032060552,0.0006683976,-0.015459682,0.031291883,-0.0013694571,-0.04306236,0.0036781463,0.00078044715,-0.007904193,-0.0011201211,0.08532905578613281
+0.37666252,1.7397577,-0.029343383,0.046734784,-0.02825769,-0.0009079499,-0.015257268,0.030318059,-0.00033029597,-0.03731568,0.004808424,0.0005851772,-0.0070326263,-0.0037926943,-0.3459930419921875
+0.41254088,1.8219299,-0.02871229,0.047412362,-0.022185378,0.0006215481,-0.021068085,0.02584275,0.0038000846,-0.042297084,0.006351062,0.001652126,-0.0057364954,-0.0010173101,-0.5485072135925293
+0.2834939,1.335428,-0.029940095,0.04364444,-0.015696412,0.0032024388,-0.023703748,0.027160868,0.00096534635,-0.043582086,0.007602855,0.0009481367,-0.0025028945,0.002964431,-0.25426387786865234
+0.41919845,1.834243,-0.025174657,0.044820484,-0.020745771,0.0051024025,-0.018967343,0.025559396,0.0056135696,-0.04469176,0.006436357,0.0029579783,-0.00059028796,0.0041624364,-0.5892734527587891
+0.25138086,1.2745881,-0.026358355,0.046944022,-0.021885693,0.004661937,-0.016072411,0.028519314,0.0050146566,-0.044725936,0.0049806014,0.0007439214,-0.004023481,0.002123148,0.10547733306884766
+0.41026697,1.897347,-0.025006589,0.047984507,-0.023271428,0.0018398566,-0.01768753,0.026303653,0.00714957,-0.04284258,0.0035540033,0.0006597603,-0.006439243,0.002875309,-0.34020519256591797
+0.26246867,1.3455665,-0.02837734,0.042788178,-0.021605583,0.0052752234,-0.018738128,0.027955696,-0.0014920761,-0.038949966,0.008317151,-0.0041095773,-0.010911529,-0.00015482877,0.16171026229858398
+0.29913142,1.4531791,-0.030546827,0.039130244,-0.021860471,0.00441217,-0.013874376,0.030439975,-0.008526782,-0.042175602,0.005718142,-0.0063825264,-0.008456174,0.00028359483,-0.10687398910522461
+0.31847274,1.522785,-0.033636283,0.04326359,-0.024265604,0.004289404,-0.018879717,0.029132158,-0.0064277765,-0.04401274,0.012860062,-0.006309198,-0.010175071,-2.3023109e-05,-0.18334579467773438
+0.3454963,1.5967178,-0.031013153,0.04812212,-0.023425834,0.0063635646,-0.01741274,0.028422438,-0.0020576487,-0.0425095,0.009612776,-0.0037098695,-0.0076422505,0.0048016966,-0.3433499336242676
+0.39964855,1.7007712,-0.027949411,0.046360236,-0.017701674,0.010088005,-0.026441613,0.033782836,0.0051922533,-0.04685106,0.006444384,-0.0043195374,-0.005840534,0.008138213,-0.7092022895812988
+0.25601363,1.0756674,-0.027064113,0.048653018,-0.023004044,0.004944845,-0.019230062,0.031730507,0.006052976,-0.048679836,0.0015512916,0.00093992683,-0.0044078147,0.0059192954,-0.7632675170898438
+0.2448068,0.99183,-0.028993296,0.05082344,-0.026005631,0.00170382,-0.015676936,0.031134862,0.0048272735,-0.04466794,0.0002641048,0.0019183615,-0.0073439805,-0.0018681221,-0.913388729095459
+0.22901753,1.0099001,-0.029602773,0.04798226,-0.024610436,-0.0010129805,-0.016386013,0.028202623,0.0024555826,-0.047743004,0.0035406598,0.002886634,-0.005393,-0.0025532846,-0.5551629066467285
+0.085057504,0.42646575,-0.030908603,0.045537148,-0.021341072,-0.0021626786,-0.018695777,0.0289643,-0.0002549504,-0.04381301,0.0065443553,-0.00038135517,-0.009325765,-0.0014296438,0.04898262023925781
+0.17771034,0.8996712,-0.02880913,0.038119372,-0.020149054,-0.0015057675,-0.014631876,0.027526282,-0.0071846615,-0.04331732,0.008800308,-0.0036415753,-0.010035328,-0.002118433,0.0977015495300293
+0.086500175,0.3793256,-0.033628736,0.038078785,-0.027015727,-2.7080707e-05,-0.011916065,0.030962316,-0.013724931,-0.044364195,0.006011684,-0.008376118,-0.009078656,-0.0061419895,-0.5796113014221191
+0.31370512,1.4304584,-0.03251202,0.04284806,-0.022504045,0.0019571926,-0.017021555,0.032562338,-0.0058254227,-0.04506832,0.0032420852,-0.0077071227,-0.005377925,-0.001520377,-0.4049873352050781

training/sarl/Airfoil3D-medium-v0/SAC/0/config.yaml

@@ -7,7 +7,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/0/hydra.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=0
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_sb3

training/sarl/Airfoil3D-medium-v0/SAC/0/multirun.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=0
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=0,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_sb3
@@ -171,7 +172,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/0/overrides.yaml

@@ -3,3 +3,4 @@
 - rl_mode=sarl
 - total_timesteps=20000
 - seed=0
+- continue_training=True

training/sarl/Airfoil3D-medium-v0/SAC/0/training_log_prev.csv

@@ -0,0 +1,100 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.8670178651809688,0.2396767036616802,1.2983708748221396,,,
+400,1.897974133491516,0.2374042805284261,1.2943209546804428,,,
+600,1.8261916637420652,0.2406778476387262,1.2970982176065444,,,
+800,1.848352074623108,0.2330571691691875,1.259814973026514,,,
+1000,1.890371561050415,0.2413003809005022,1.3144908741116523,,,
+1200,1.856341361999512,0.2424966549128294,1.3111789917945862,,,
+1400,1.921615481376648,0.2347585946321487,1.2854017361998558,,,
+1600,1.885309100151062,0.2415129008889198,1.3137800604104997,,,
+1800,1.8759605884552,0.240261657461524,1.3062899753451347,,,
+2000,1.950029253959656,0.2336168953776359,1.2867578002810478,,,
+2000,,,,0.2402365198731422,0.94751506626606,0.3430031800270081
+2200,1.7593154907226562,0.2436770367622375,1.2968070152401925,,,
+2400,1.9001781940460205,0.2311819747835397,1.2627451741695404,,,
+2600,1.887555718421936,0.2433684064447879,1.321382256448269,,,
+2800,1.8540948629379272,0.2329952743649482,1.2615344539284703,,,
+3000,1.8658126592636108,0.2346215473860502,1.2723156413435937,,,
+3200,1.956220746040344,0.2310378739982843,1.2724113482236863,,,
+3400,1.836931586265564,0.2335861807316541,1.256386598944664,,,
+3600,1.9963583946228027,0.2324309572577476,1.2912610599398613,,,
+3800,1.973689079284668,0.235217115804553,1.2965700873732566,,,
+4000,1.9998490810394287,0.237911968305707,1.318559881746769,,,
+4000,,,,0.297306567505002,1.029558085501194,-0.1420992982387542
+4200,1.9114536046981807,0.2289438498020172,1.2483017194271089,,,
+4400,1.9254759550094604,0.2433934178203344,1.331458565890789,,,
+4600,1.9306069612503047,0.2356987103074789,1.2911946907639504,,,
+4800,2.031019687652588,0.2338224779069423,1.3039916455745697,,,
+5000,1.9103323221206665,0.2284496825933456,1.2478219294548034,,,
+5200,2.011967182159424,0.2421878353506326,1.3407302170991895,,,
+5400,1.9288718700408936,0.2283089336752891,1.2534283643960953,,,
+5600,1.896507740020752,0.2461467079818248,1.338018166422844,,,
+5800,2.007922410964966,0.2366303589195013,1.3119740822911263,,,
+6000,1.933348536491394,0.2331872055679559,1.2764558526873588,,,
+6000,,,,0.3097410500049591,1.1265219974517822,0.0532049345970153
+6200,1.9680877923965452,0.2251355668902397,1.2436714336276051,,,
+6400,2.0304055213928223,0.2264631317555904,1.2644285196065903,,,
+6600,1.93153977394104,0.230523584857583,1.263930361866951,,,
+6800,2.1715333461761475,0.2281971444189548,1.3028181824088096,,,
+7000,1.969701886177063,0.2336615141481161,1.2873082786798478,,,
+7200,1.939942955970764,0.2227294051647186,1.224827751219273,,,
+7400,2.005389928817749,0.2273247165232896,1.258724738359451,,,
+7600,2.027432441711426,0.2212232598662376,1.234630686044693,,,
+7800,2.016662359237671,0.2185016476362943,1.2180388632416723,,,
+8000,1.9223735332489011,0.2163825268298387,1.1845370310544967,,,
+8000,,,,0.1890257434546947,1.029744139611721,1.8626342117786407
+8200,1.9673863649368288,0.223935180902481,1.2363385346531868,,,
+8400,2.010103702545166,0.2312544690072536,1.285895966589451,,,
+8600,2.075303554534912,0.2266002528369426,1.2714175081253052,,,
+8800,2.003739356994629,0.2215141377598047,1.231052481532097,,,
+9000,2.028519868850708,0.2286234272271394,1.2743528631329537,,,
+9200,1.995652794837952,0.23211833037436,1.2901576337218286,,,
+9400,2.192318916320801,0.2284935463964939,1.3099741271138192,,,
+9600,2.164855718612671,0.2361100339889526,1.3487113654613494,,,
+9800,2.104919195175171,0.238861743286252,1.3476323834061623,,,
+10000,2.149702548980713,0.2370329466462135,1.349852945804596,,,
+10000,,,,0.2533031364530325,1.337925262749195,1.7173382663726806
+10200,2.2198190689086914,0.2397954597324132,1.3821355801820756,,,
+10400,1.9207805395126345,0.2707798437029123,1.4860314112901687,,,
+10600,1.972116231918335,0.2770575461536645,1.537508418560028,,,
+10800,1.8910646438598635,0.2926055429130793,1.5928601443767547,,,
+11000,2.057647466659546,0.2549008368700742,1.4316592207551002,,,
+11200,2.323441505432129,8026952.904243941,134798206.22716454,,,
+11400,1.791698336601257,0.2914690127968788,1.56293633133173,,,
+11600,2.193236351013184,0.2684320682287216,1.5468497240543366,,,
+11800,1.967334628105164,0.2599912075698375,1.4316075891256332,,,
+12000,2.0013844966888428,0.2443558484315872,1.3549654865264893,,,
+12000,,,,0.2076080054044723,1.1351033490896223,1.8905835044384005
+12200,2.136237621307373,0.233406276255846,1.3263439285755156,,,
+12400,2.2375264167785645,0.2399625092744827,1.3852959787845611,,,
+12600,2.1944503784179688,0.2158871377259492,1.2365913215279578,,,
+12800,1.8856996297836304,0.2061874029785394,1.1233765590190887,,,
+13000,2.240143060684204,0.213456444889307,1.2330117574334143,,,
+13200,1.9688814878463743,0.2145366822183132,1.177283891439438,,,
+13400,2.4473297595977783,0.1986751728504896,1.1896591874957083,,,
+13600,2.074115037918091,0.2002351685613393,1.128952486217022,,,
+13800,1.8389836549758911,0.1997513049095869,1.080764720439911,,,
+14000,2.315916061401367,0.2098329678922891,1.2338446599245072,,,
+14000,,,,0.1940015080571174,1.1976835238933563,2.621650816202164
+14200,2.3829329013824463,0.2021681495010852,1.200324563384056,,,
+14400,2.3627026081085205,0.2066450113803148,1.2205925405025482,,,
+14600,2.0204999446868896,0.2061995705962181,1.1520667779445648,,,
+14800,2.314857482910156,0.2204660727828741,1.29451442360878,,,
+15000,2.0727360248565674,0.2155318535119295,1.2085046339035035,,,
+15200,2.132455825805664,0.2204688562452793,1.2526321852207185,,,
+15400,1.9403092861175537,0.2272700259834528,1.2495240026712418,,,
+15600,1.570364475250244,0.2387883532792329,1.2244422662258148,,,
+15800,2.039418935775757,0.2212157551199197,1.23801432877779,,,
+16000,2.3691346645355225,0.2096167870610952,1.24131568223238,,,
+16000,,,,0.1951624684035778,1.1655057364702224,2.3863433516025543
+16200,2.1643097400665283,0.2167892912775278,1.2397733986377717,,,
+16400,2.571941614151001,0.2033420034497976,1.246215853691101,,,
+16600,2.8040292263031006,0.2011871370673179,1.281587983071804,,,
+16800,2.6617770195007324,0.2110499966144561,1.3138357338309288,,,
+17000,2.640777826309204,0.2131323353946209,1.3226391661167145,,,
+17200,2.943058729171753,0.2037046501040458,1.3263669276237489,,,
+17400,2.9529030323028564,0.2013532405346632,1.3132139617204666,,,
+17600,2.9349822998046875,0.2037711037695407,1.3255013144016266,,,
+17800,2.833057641983032,0.2006720060110092,1.2837590619921684,,,
+18000,2.8436968326568604,0.2034108230471611,1.304166858792305,,,
+18000,,,,0.1961007922887802,1.2569369649887083,2.839389052391052

training/sarl/Airfoil3D-medium-v0/SAC/1/config.yaml

@@ -7,7 +7,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/1/hydra.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=1
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_sb3

training/sarl/Airfoil3D-medium-v0/SAC/1/multirun.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=1
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=1,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_sb3
@@ -171,7 +172,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/1/overrides.yaml

@@ -3,3 +3,4 @@
 - rl_mode=sarl
 - total_timesteps=20000
 - seed=1
+- continue_training=True

training/sarl/Airfoil3D-medium-v0/SAC/1/training_log_prev.csv

@@ -0,0 +1,67 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.94006621837616,0.2393944356590509,1.315672893822193,,,
+400,1.948635220527649,0.2423907966166734,1.3336980798840523,,,
+600,1.879449486732483,0.2413221558928489,1.3118120446801185,,,
+800,1.886638045310974,0.241581444516778,1.316127158999443,,,
+1000,1.898492455482483,0.245821841135621,1.345257511138916,,,
+1200,1.8743929862976076,0.2433463410288095,1.3212679919600487,,,
+1400,1.869116187095642,0.2361165513843298,1.282089901268482,,,
+1600,1.9865835905075075,0.2402682358771562,1.3269478422403336,,,
+1800,1.858036756515503,0.2412536060065031,1.307354801595211,,,
+2000,1.9947686195373533,0.2307118673622608,1.2777281069755555,,,
+2000,,,,0.2597315657883882,0.9620127791166304,0.0830821859836578
+2200,1.8997619152069087,0.2395699906349182,1.3088161328434944,,,
+2400,1.9091862440109253,0.2383820835500955,1.3045260691642762,,,
+2600,1.9872252941131592,0.2365808068960905,1.3110281842947007,,,
+2800,1.8972668647766116,0.236422624066472,1.289295490086079,,,
+3000,1.9188048839569087,0.2368789560347795,1.297828113436699,,,
+3200,1.9415682554244995,0.2401629683375358,1.3180443117022511,,,
+3400,1.9231185913085935,0.2402766365557909,1.3156339475512504,,,
+3600,1.858265280723572,0.2379893841594457,1.2882746097445488,,,
+3800,1.933184027671814,0.2454180498421192,1.34631190598011,,,
+4000,1.875809669494629,0.2478501649200916,1.3457736653089525,,,
+4000,,,,0.2921798407286405,0.9513136157393456,-0.359817715883255
+4200,1.909219980239868,0.2442733543366193,1.3302582249045372,,,
+4400,1.939102053642273,0.2413979446142912,1.3252074474096298,,,
+4600,1.798373460769653,0.254304671511054,1.3619848203659055,,,
+4800,1.8705214262008667,0.2497678591310977,1.3503448340296744,,,
+5000,1.9068043231964111,0.2480391398072242,1.3529138430953025,,,
+5200,1.9991352558135984,0.2443912441283464,1.3511097410321236,,,
+5400,1.962162733078003,0.2413205826282501,1.330042071044445,,,
+5600,1.8234984874725344,0.2463657207787037,1.317958641052246,,,
+5800,1.7542846202850342,0.2573588203638792,1.3613229236006736,,,
+6000,1.8627642393112185,0.242167053297162,1.3078199380636215,,,
+6000,,,,0.3138704505562782,1.156062575876713,0.0818924021720886
+6200,2.020558834075928,0.2368803757429123,1.311552255153656,,,
+6400,1.9336199760437007,0.2414513939619064,1.3170920804142952,,,
+6600,1.9513540267944336,0.2379997545480728,1.3055204942822456,,,
+6800,1.9435741901397705,0.2354836604744196,1.2906310647726058,,,
+7000,1.8665515184402464,0.2383386345207691,1.2900120568275453,,,
+7200,1.905697464942932,0.2436026974767446,1.3220135444402694,,,
+7400,1.982936263084412,0.2254787082225084,1.2479987341165542,,,
+7600,1.832926630973816,0.2413662086427211,1.2964967054128649,,,
+7800,1.8200764656066892,0.2281666086614132,1.226913978755474,,,
+8000,1.8109147548675537,0.2225330159068107,1.1905602970719338,,,
+8000,,,,0.2090263267606497,1.0656029111146927,1.521521497964859
+8200,1.7360963821411133,0.2229006592184305,1.181409477889538,,,
+8400,1.927072286605835,0.2159743529558181,1.185097198188305,,,
+8600,1.656761884689331,0.2198848330974578,1.1481266409158706,,,
+8800,1.7327053546905518,0.2199827390164137,1.1677191016077997,,,
+9000,1.5864160060882568,0.2142335596680641,1.107431520819664,,,
+9200,1.6336528062820437,0.2142586658149957,1.1150883755087853,,,
+9400,1.805302619934082,0.215891663134098,1.1587414735555648,,,
+9600,1.7322509288787842,0.2157610900700092,1.1445507079362869,,,
+9800,1.833313465118408,0.2206498760730028,1.1906034964323045,,,
+10000,1.7948979139328003,0.2171321990340948,1.1648793411254883,,,
+10000,,,,0.2048255871981382,1.0758726117014883,1.6801242423057556
+10200,1.8113709688186648,0.2189688174426555,1.1783003655076028,,,
+10400,1.9428614377975464,0.2256601183116436,1.23866014033556,,,
+10600,1.8434442281723025,0.2424431148171424,1.3098117092251778,,,
+10800,1.8856704235076904,0.2479473319649696,1.3511417138576507,,,
+11000,1.842848539352417,0.2463061362504959,1.3308599826693537,,,
+11200,1.7818773984909058,0.2541341155022383,1.358368409872055,,,
+11400,1.901361346244812,0.2700465964525938,1.4777647298574448,,,
+11600,1.860591173171997,0.2811549954116344,1.5315507450699806,,,
+11800,1.6491984128952026,0.2959860793501139,1.547079177200794,,,
+12000,1.597500920295715,0.2878009166568517,1.4906370967626572,,,
+12000,,,,0.3019064368307591,1.511741822361946,1.4172334599494931

training/sarl/Airfoil3D-medium-v0/SAC/2/hydra.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=2
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=2,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=2,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_sb3

training/sarl/Airfoil3D-medium-v0/SAC/2/multirun.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=2
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=2,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=2,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_sb3
@@ -171,7 +172,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/2/training_log_prev.csv

@@ -0,0 +1,89 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.878434658050537,0.2448859034478664,1.3336158430576324,,,
+400,1.86175000667572,0.2460303588956594,1.331614325046539,,,
+600,1.8781620264053345,0.2379670470952987,1.2912298116087912,,,
+800,1.876198530197144,0.236318759471178,1.2836786848306656,,,
+1000,1.890267014503479,0.2374021882563829,1.2899752476811408,,,
+1200,1.9061275720596316,0.2353703209012747,1.2846246060729027,,,
+1400,1.864732265472412,0.2342333610355854,1.2711256143450738,,,
+1600,1.9484721422195437,0.2338996143639087,1.286842577457428,,,
+1800,1.8970961570739744,0.235711797773838,1.286556220948696,,,
+2000,1.9419878721237185,0.2296848498284816,1.2633800560235977,,,
+2000,,,,0.2560003273189067,0.963857565522194,0.1493780767917633
+2200,1.858567237854004,0.2361983551084995,1.278858225941658,,,
+2400,1.8408994674682615,0.2397497380524873,1.2960000625252723,,,
+2600,1.948033094406128,0.2391556786000728,1.316890214085579,,,
+2800,1.961203455924988,0.2339354556053877,1.2910345447063447,,,
+3000,1.9293289184570312,0.2438911520689725,1.3374753132462502,,,
+3200,1.8614509105682373,0.2442211328446865,1.3219928780198098,,,
+3400,1.8919345140457156,0.2483247139304876,1.3525088521838189,,,
+3600,1.8847061395645144,0.2453485584259033,1.3342620038986206,,,
+3800,2.007118225097656,0.2416553068906068,1.3423045510053635,,,
+4000,1.8234808444976809,0.2514126832783222,1.3566043129563332,,,
+4000,,,,0.2957499726861715,1.046828420460224,-0.0798303508758545
+4200,1.9191981554031368,0.2438272086530923,1.3351757967472075,,,
+4400,1.9321413040161133,0.2506396458297968,1.3727145957946778,,,
+4600,1.9596142768859863,0.2461046724021434,1.353678259253502,,,
+4800,2.032449245452881,0.2433799190819263,1.3568606325984,,,
+5000,1.9423085451126096,0.243800536468625,1.3346122559905051,,,
+5200,1.0425413846969604,2361012772.018317,4661982234.582563,,,
+5400,1.787621021270752,0.2581852231919765,1.3837917202711103,,,
+5600,1.7527244091033936,0.2567340372502804,1.3605124765634538,,,
+5800,1.4231617450714111,0.2806327556073665,1.403656830191612,,,
+6000,1.5609004497528076,0.2821040760725736,1.4462660202383997,,,
+6000,,,,0.2638801714032888,0.99506471067667,0.1773576784133911
+6200,1.4390469789505005,0.2828245964646339,1.4216880559921266,,,
+6400,1.4471766948699951,0.2906678430736065,1.4652195984125138,,,
+6600,1.4414440393447876,0.2785098773986101,1.3985730051994325,,,
+6800,1.3667014837265017,0.2891795775294304,1.432175304889679,,,
+7000,1.373313546180725,0.2885517034679651,1.4294331207871438,,,
+7200,1.0715973377227783,0.296272175386548,1.3786912086606025,,,
+7400,1.1609939336776731,0.2945449810475111,1.3944663405418396,,,
+7600,1.13798987865448,0.2796788145601749,1.3212719744443893,,,
+7800,0.9838208556175232,0.2981037614494562,1.3634344723820686,,,
+8000,1.0534805059432983,0.2968817020952701,1.3757927051186565,,,
+8000,,,,0.3011655402183533,1.3059148159623146,0.7430956017971039
+8200,1.3230570554733276,0.2870870924741029,1.4090495970845225,,,
+8400,1.108789324760437,0.2954662541300058,1.3864564093947411,,,
+8600,1.14599347114563,0.2995179963111877,1.4184474167227743,,,
+8800,1.1660205125808716,0.2863564481586217,1.3583265873789787,,,
+9000,1.3426796197891235,0.2651026025414467,1.299449653029442,,,
+9200,1.2855724096298218,0.2682957953214645,1.3013037207722664,,,
+9400,1.6980434656143188,0.2644747345149517,1.3886217930912972,,,
+9600,1.1425385475158691,0.2605765770375728,1.2283021944761277,,,
+9800,1.4537395238876345,0.2205092859268188,1.104669968187809,,,
+10000,1.6029032468795776,0.2541470199078322,1.3152156671881676,,,
+10000,,,,0.2547674994170665,1.2242363038659096,1.22462362408638
+10200,1.5055394172668457,0.2237228392809629,1.1350461825728415,,,
+10400,1.5534249544143677,0.2091031677275896,1.0693910813331604,,,
+10600,1.6531263589859009,0.2370495880395174,1.236805654466152,,,
+10800,1.1928460597991943,0.2206448743492365,1.050377869606018,,,
+11000,1.1781526803970337,0.2320767190307378,1.0997506460547448,,,
+11200,0.786501944065094,0.2887803010642528,1.26364693403244,,,
+11400,1.2258766889572144,0.2535630787163972,1.220825799405575,,,
+11600,0.8823429346084595,0.2549952900409698,1.1389667885005474,,,
+11800,1.0167222023010254,0.260456261485815,1.196530145704746,,,
+12000,0.8299086689949036,0.2539909499138593,1.1186380484700202,,,
+12000,,,,0.2661139746755361,1.095878768265247,0.5249734222888947
+12200,0.6626778244972229,0.2401534425467252,1.019181958734989,,,
+12400,0.3836119771003723,0.2576939813047647,1.0279269677400589,,,
+12600,0.5881752371788025,0.2605264163017273,1.0873404636979105,,,
+12800,0.4370999634265899,0.2446899021416902,0.9808038660883904,,,
+13000,0.3940920233726501,0.2785496423393488,1.107597232758999,,,
+13200,0.3795216083526611,0.2669734434783459,1.0556738877296448,,,
+13400,0.4199796915054321,0.2705526752769947,1.0860026448965072,,,
+13600,0.175694927573204,0.2664761989563703,1.0022016659379005,,,
+13800,0.2055420130491256,0.29267133384943,1.111651604771614,,,
+14000,0.5018503665924072,0.2906780044734478,1.191864212155342,,,
+14000,,,,0.2959966652840375,0.952034539282322,-0.3836210501194
+14200,0.5122489333152771,0.3035379122197628,1.2442502331733705,,,
+14400,0.50052809715271,0.3060008437186479,1.251203148663044,,,
+14600,0.1995435506105423,0.2765897113829851,1.0485601899027823,,,
+14800,0.3691688179969787,0.3030705873668193,1.2044146156311035,,,
+15000,0.4338421523571014,0.2924327127635479,1.1766389101743695,,,
+15200,0.3886293768882751,0.3103056041151285,1.2372020235657692,,,
+15400,0.3445916771888733,0.3215798224508762,1.266517597734928,,,
+15600,0.4441390335559845,0.3017465288192034,1.2009825810790062,,,
+15800,0.9188101291656494,0.3002269969135522,1.3558600288629532,,,
+16000,0.4747906923294067,0.3317638649046421,1.3469906935095788,,,
+16000,,,,0.3120341138541698,0.9603265097737312,-0.5375845491886139

training/sarl/Airfoil3D-medium-v0/SAC/3/training_log_prev.csv

@@ -0,0 +1,100 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.8388715982437132,0.2503947588056326,1.3506628647446632,,,
+400,1.7829139232635498,0.2443253638967871,1.3044892917573452,,,
+600,1.8729751110076904,0.2441979681700468,1.326018282175064,,,
+800,1.8511232137680051,0.2350589350610971,1.272232945561409,,,
+1000,1.8739023208618164,0.234076125100255,1.2723645836114883,,,
+1200,1.9031858444213867,0.2399555240571499,1.3107285529375077,,,
+1400,1.930612087249756,0.2429495736211538,1.3331673619151116,,,
+1600,1.946564793586731,0.2385097466409206,1.3137775376439094,,,
+1800,1.972173929214477,0.231424169614911,1.27968878865242,,,
+2000,1.9029338359832764,0.2411907611787319,1.3198379305005077,,,
+2000,,,,0.2609119368344545,0.9679362481832504,0.0922871208190918
+2200,1.891607642173767,0.2412363434582948,1.315385948419571,,,
+2400,1.8377816677093504,0.24251908197999,1.307453129887581,,,
+2600,1.8893307447433472,0.2330207405239343,1.2699939528107642,,,
+2800,1.8491644859313965,0.2414845882356167,1.3053668642044067,,,
+3000,1.8997873067855835,0.2422202019393444,1.321727161705494,,,
+3200,1.8893744945526123,0.2407493896782398,1.3069498616456985,,,
+3400,1.8601053953170776,0.2466816544532775,1.3369324958324431,,,
+3600,1.9548739194869995,0.2415560859441757,1.3279738682508468,,,
+3800,2.011276960372925,0.2386125739663839,1.3252840995788575,,,
+4000,1.8946765661239624,0.2440031867474317,1.3311816728115082,,,
+4000,,,,0.2953666021674871,1.0664166802167891,-0.0058676779270172
+4200,1.957829475402832,0.2343355244398117,1.2909960004687309,,,
+4400,1.8914798498153689,0.2432105176150799,1.3225382307171822,,,
+4600,1.878840446472168,0.2461032550036907,1.3338276821374893,,,
+4800,1.949727296829224,0.2348960617184639,1.2909499961137771,,,
+5000,1.8624058961868288,0.2442300398647785,1.3198812499642372,,,
+5200,2.049524307250977,0.2372200445830822,1.3245822259783744,,,
+5400,1.8930164575576784,0.2455380903184414,1.340217114984989,,,
+5600,1.9005836248397827,0.2447501792013645,1.3328244841098786,,,
+5800,1.9520655870437624,0.2290162966400385,1.2617927166819571,,,
+6000,1.9911994934082031,0.2334060440212488,1.2941712242364884,,,
+6000,,,,0.2998544880002737,1.239848150908947,0.5394398856163025
+6200,2.025476694107056,0.2327600263059139,1.2979624319076537,,,
+6400,1.995319366455078,0.2271701089292764,1.2570900151133535,,,
+6600,2.0008866786956787,0.223954107761383,1.2432837817072868,,,
+6800,1.884715557098389,0.2303659597039222,1.2529894843697549,,,
+7000,1.9930360317230225,0.2218350878357887,1.230885161459446,,,
+7200,1.8534595966339111,0.2128891452401876,1.152854923903942,,,
+7400,1.863133192062378,0.2129387334734201,1.1576915928721427,,,
+7600,1.8202258348464968,0.2176140252500772,1.1714385655522346,,,
+7800,1.9582946300506592,0.2157279723137617,1.1908331280946731,,,
+8000,1.8268234729766848,0.2144387875497341,1.1587191343307497,,,
+8000,,,,0.1857115136831998,0.91860509455204,1.3620034408569337
+8200,1.7564477920532229,0.2149370243400335,1.147393417209387,,,
+8400,1.9077017307281492,0.2104947189986706,1.152704734504223,,,
+8600,1.89154052734375,0.2096164566278457,1.1455535435676574,,,
+8800,1.822109341621399,0.2137016091495752,1.1523188397288322,,,
+9000,1.8766800165176392,0.2141078204661607,1.1649341374635696,,,
+9200,1.7434922456741333,0.2145044338703155,1.140154295265675,,,
+9400,1.872406363487244,0.2160891614854335,1.177046176791191,,,
+9600,1.910201907157898,0.220274706184864,1.2051214572787283,,,
+9800,1.9587597846984863,0.2167401752620935,1.197033152580261,,,
+10000,2.081246852874756,0.2219685966521501,1.252461250126362,,,
+10000,,,,0.2188336558640003,1.1294814801216126,1.6030033040046692
+10200,2.135580539703369,0.2378773108124733,1.3541390204429626,,,
+10400,2.251678705215454,0.2419651132076978,1.40423091173172,,,
+10600,2.2557897567749023,0.2359798068553209,1.3689414006471634,,,
+10800,2.2400591373443604,0.2508043336868286,1.4543891724944116,,,
+11000,1.857884407043457,0.2792910911887884,1.5175314396619797,,,
+11200,1.9382829666137693,0.2795766595751047,1.5388086444139482,,,
+11400,1.7195329666137695,0.3060105279833078,1.617430619597435,,,
+11600,1.7022284269332886,0.3032915581017733,1.600466550886631,,,
+11800,1.399908423423767,0.3192659057676792,1.585013253390789,,,
+12000,1.4495168924331665,0.3293718664348125,1.6561547741293907,,,
+12000,,,,0.3296389629691839,1.5236274921894073,1.0402734756469727
+12200,1.4932653903961182,0.3161951945722103,1.6031335285305977,,,
+12400,1.209819197654724,0.3326099718362093,1.591833471953869,,,
+12600,1.2669295072555542,0.3329334669560194,1.6142077752947808,,,
+12800,1.6986373662948608,59530988.76946095,261791294.98028943,,,
+13000,1.2161314487457275,0.3369583389163017,1.609900735616684,,,
+13200,1.2754528522491455,0.3280364483594894,1.5946022117137908,,,
+13400,1.956510186195373,0.28509452290833,1.571211556792259,,,
+13600,1.532917618751526,0.3100477216392756,1.5812769815325738,,,
+13800,1.9755091667175293,0.2885191668570042,1.588616118133068,,,
+14000,2.1884593963623047,0.2612588293850422,1.4947939601540563,,,
+14000,,,,0.2549183865636587,1.2902107086777688,1.5001607275009154
+14200,2.154789447784424,0.2730093197524547,1.5630097967386245,,,
+14400,2.633400678634644,0.2286601495742798,1.403810967206955,,,
+14600,2.7149901390075684,0.2033492032438516,1.2767875054478646,,,
+14800,2.7147133350372314,0.2060560848563909,1.290815191268921,,,
+15000,2.6918399333953857,0.2093549305945634,1.3088390183448793,,,
+15200,2.2315094470977783,0.2217961449176073,1.2778066051006318,,,
+15400,2.4078145027160645,0.1915009035915136,1.1421603068709374,,,
+15600,2.6463656425476074,0.2054270879179239,1.2677417942881584,,,
+15800,2.556676149368286,0.1919923598319292,1.1728868728876114,,,
+16000,2.5046443939208984,0.1967355228960514,1.1905918496847152,,,
+16000,,,,0.1900037449598312,1.1116876715421675,2.270740709304809
+16200,2.2145681381225586,0.1918504527956247,1.1094415578246115,,,
+16400,2.3035404682159424,0.2036104486882686,1.1909833627939224,,,
+16600,2.1104037761688232,0.2245705762505531,1.2503712838888168,,,
+16800,2.273545026779175,0.1979319044202566,1.1557188507914544,,,
+17000,2.0501983165740967,0.2022886754572391,1.1371503955125808,,,
+17200,1.9270657300949097,0.2136162633448839,1.168682509958744,,,
+17400,1.9577515125274656,0.2006279188394546,1.1076631510257722,,,
+17600,1.794124722480774,0.1970222336798906,1.0578719705343247,,,
+17800,1.7302372455596924,0.1973283768445253,1.0482544440031052,,,
+18000,1.7891738414764404,0.202639382854104,1.086500262916088,,,
+18000,,,,0.1949967233091593,1.0294102072715758,1.6928271961212158

training/sarl/Airfoil3D-medium-v0/SAC/4/config.yaml

@@ -7,7 +7,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/4/hydra.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=4
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=4,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=4,total_timesteps=20000
     id: '0'
     num: 0
     config_name: train_sb3

training/sarl/Airfoil3D-medium-v0/SAC/4/multirun.yaml

@@ -117,10 +117,11 @@ hydra:
     - rl_mode=sarl
     - total_timesteps=20000
     - seed=4
+    - continue_training=True
   job:
     name: train_sb3
     chdir: true
-    override_dirname: algorithm=sb3_sac,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=4,total_timesteps=20000
+    override_dirname: algorithm=sb3_sac,continue_training=True,env_id=Airfoil3D-medium-v0,rl_mode=sarl,seed=4,total_timesteps=20000
     id: ???
     num: ???
     config_name: train_sb3
@@ -171,7 +172,7 @@ total_timesteps: 20000
 n_eval_steps: 10
 eval_freq: ${eval:${total_timesteps} // ${n_eval_steps}}
 n_eval_episodes: 1
-continue_training: false
+continue_training: true
 checkpoint_latest: true
 rl_device: cpu
 eval_callback:

training/sarl/Airfoil3D-medium-v0/SAC/4/overrides.yaml

@@ -3,3 +3,4 @@
 - rl_mode=sarl
 - total_timesteps=20000
 - seed=4
+- continue_training=True

training/sarl/Airfoil3D-medium-v0/SAC/4/training_log_prev.csv

@@ -0,0 +1,89 @@
+step,training/mean_reward,training/mean_drag,training/mean_lift,evaluation/mean_drag,evaluation/mean_lift,evaluation/mean_reward
+200,1.9004946947097776,0.2406427682191133,1.3140254747867584,,,
+400,1.9262607097625728,0.2377731968462467,1.3001457181572915,,,
+600,1.9127250909805296,0.2391570795327425,1.3082842960953711,,,
+800,1.9439364671707156,0.2390994897484779,1.3140663442015648,,,
+1000,1.9858391284942627,0.230787142291665,1.2799420419335366,,,
+1200,1.8886147737503047,0.2372172459959984,1.2931946715712548,,,
+1400,1.9072697162628172,0.2368093708902597,1.2921369284391404,,,
+1600,1.8461155891418457,0.2407498835772276,1.304890614748001,,,
+1800,1.8490139245986936,0.2378081934899091,1.287512676715851,,,
+2000,1.931969404220581,0.2434367831796407,1.3340970113873485,,,
+2000,,,,0.2623324514180422,0.9608339482545852,0.054407148361206
+2200,1.965244174003601,0.2417186430096626,1.3330847731232642,,,
+2400,1.8622249364852903,0.2349360989779234,1.274413028359413,,,
+2600,1.8869913816452024,0.2402830579131841,1.308334838449955,,,
+2800,1.9350571632385252,0.2349654827266931,1.2919008296728134,,,
+3000,1.9285290241241453,0.2445555216819047,1.3439419677853583,,,
+3200,1.856221437454224,0.2375956407189369,1.2850982916355134,,,
+3400,1.8758230209350584,0.2400453972071409,1.3022849667072296,,,
+3600,1.9516873359680176,0.2417346040159463,1.3303639176487922,,,
+3800,1.8831406831741333,0.2475570222735404,1.3450119957327842,,,
+4000,1.9072558879852293,0.2407824204862118,1.3127412369847298,,,
+4000,,,,0.2918935848027468,1.003135815858841,-0.1704973864555359
+4200,1.935716271400452,0.2448246999830007,1.345658684670925,,,
+4400,1.863043189048767,0.244547276943922,1.325142931342125,,,
+4600,1.878159046173096,0.2449201747775077,1.3337346515059472,,,
+4800,1.8106276988983157,0.2487310216575861,1.3337738820910454,,,
+5000,1.893455982208252,0.2412418600916862,1.3157509443163873,,,
+5200,2.0091497898101807,0.2413085646182298,1.3403010842204095,,,
+5400,1.943171501159668,0.2480982004106044,1.3605163818597794,,,
+5600,2.0236706733703613,0.244859874472022,1.3627963644266128,,,
+5800,1.9126060009002688,0.2402574867755174,1.3092917749285695,,,
+6000,1.997851610183716,0.2371259915828704,1.3114530113339424,,,
+6000,,,,0.3094189832359552,1.1420969006419182,0.084035906791687
+6200,1.9863200187683103,0.2307846622914076,1.2746549251675603,,,
+6400,1.956741452217102,0.2306078354269266,1.2688614448904991,,,
+6600,1.8954588174819944,0.2301449750363826,1.2546946626901627,,,
+6800,2.022989273071289,0.2249739299714565,1.2530339717864991,,,
+7000,1.9474035501480105,0.2226780200749635,1.22352898478508,,,
+7200,1.947223663330078,0.2230050186812877,1.2290801313519475,,,
+7400,1.9245318174362185,0.2195970209687948,1.2049603578448296,,,
+7600,1.8237396478652956,0.2206668213754892,1.1886964160203934,,,
+7800,1.8545985221862795,0.2212056646496057,1.2002616980671883,,,
+8000,1.8697867393493648,0.2217618606239557,1.2055624851584434,,,
+8000,,,,0.2072114796191454,1.0674822571873666,1.5634227550029756
+8200,1.932671070098877,0.2289584273099899,1.2589662784337998,,,
+8400,1.87929368019104,0.2287652019411325,1.2461995902657508,,,
+8600,1.9140045642852783,0.219557686522603,1.2017721593379975,,,
+8800,1.784306287765503,0.2246005433052778,1.2020365130901336,,,
+9000,1.981663703918457,0.2258099829405546,1.2503276571631432,,,
+9200,1.9851597547531128,0.2241401111334562,1.243290247321129,,,
+9400,2.005354404449463,0.2172370253503322,1.2067542633414268,,,
+9600,2.0611283779144287,0.238862969353795,1.339813819527626,,,
+9800,2.094841957092285,0.2357156716287136,1.331657736003399,,,
+10000,2.0352346897125244,0.239847702383995,1.3430922225117683,,,
+10000,,,,0.2548943056166172,1.2702013635635376,1.4231940853595733
+10200,2.10146164894104,0.2465176831185817,1.392009019255638,,,
+10400,2.1826789379119877,0.2446318387985229,1.4054263320565223,,,
+10600,1.960332155227661,0.2569497478753328,1.4193096432089805,,,
+10800,1.9407025575637815,0.2690937130898237,1.4840082818269729,,,
+11000,2.040277004241944,0.2713070817291736,1.5213823956251145,,,
+11200,1.8248249292373655,0.2824027721583843,1.5242276483774184,,,
+11400,1.7266414165496826,0.2945980183780193,1.5618417850136757,,,
+11600,1.6406199932098389,0.3136665472388267,1.3372787350416184,,,
+11800,1.642165184020996,6088526.043292628,53080300.98159447,,,
+12000,1.5266926288604736,0.2798068123310804,1.4249325820803642,,,
+12000,,,,0.2815991181880236,1.2810044640302658,0.9619507944583892
+12200,1.5580319166183472,0.2848212166130542,1.4518112221360209,,,
+12400,1.819547295570373,0.2916585363447666,1.558596029281616,,,
+12600,1.6326652765274048,0.2874684179574251,1.4936909863352776,,,
+12800,1.808358907699585,0.2568765988200903,1.3728637838363646,,,
+13000,1.4755470752716064,0.2745448169857263,1.3878117004036905,,,
+13200,1.4444952011108398,0.2715403356403112,1.363273699581623,,,
+13400,1.6605409383773804,0.2668950870633125,1.389570477306843,,,
+13600,1.5522661209106443,0.2786562395840883,1.419887764453888,,,
+13800,1.738294243812561,0.2503750732541084,1.3309356784820556,,,
+14000,1.6870083808898926,0.2550956959277391,1.3339754721522332,,,
+14000,,,,0.2711476535350084,1.2617738789319992,1.0690205943584443
+14200,1.289010524749756,0.258090680539608,1.2543971160054206,,,
+14400,1.6532466411590576,0.2180233755707741,1.1389974749088287,,,
+14600,1.879580855369568,0.2460408532619476,1.3339248698949815,,,
+14800,2.106423854827881,0.2331360310316085,1.3132965755462649,,,
+15000,1.7714532613754272,8931178.032004792,88448620.92395164,,,
+15200,1.7232393026351929,0.2730061410367488,1.440798427760601,,,
+15400,1.8501765727996824,0.2346090564876795,1.2650212106108665,,,
+15600,1.7076910734176636,0.259696756452322,1.3686077681183817,,,
+15800,1.3462591171264648,0.234687886685133,1.142701667547226,,,
+16000,1.6667033433914185,0.2266529178619384,1.1843637332320214,,,
+16000,,,,0.1940294110774993,1.087457675933838,2.018592350482941