diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -14,12 +14,12 @@ should probably proofread and complete it, then remove this comment. --> This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset. It achieves the following results on the evaluation set: -- Loss: 0.0066 -- Mean Iou: 0.9629 -- Mean Accuracy: 0.9797 -- Overall Accuracy: 0.9836 -- Per Category Iou: [0.9692175312609669, 0.9409913155132091, 0.9786172086221661] -- Per Category Accuracy: [0.987259136430285, 0.9605042508276654, 0.9912807638727336] +- Loss: 0.0025 +- Mean Iou: 0.9644 +- Mean Accuracy: 0.9806 +- Overall Accuracy: 0.9841 +- Per Category Iou: [0.969496806317219, 0.9447859855910549, 0.9788492568810394] +- Per Category Accuracy: [0.987291701619113, 0.9633040505115674, 0.9911154743815179] ## Model description @@ -44,163 +44,328 @@ The following hyperparameters were used during training: - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear -- num_epochs: 150 +- num_epochs: 315 - mixed_precision_training: Native AMP ### Training results | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy | |:-------------:|:-----:|:------:|:---------------:|:--------:|:-------------:|:----------------:|:------------------------------------------------------------:|:------------------------------------------------------------:| -| 0.0644 | 1.0 | 703 | 0.0602 | 0.9215 | 0.9561 | 0.9656 | [0.9488900547265257, 0.858714880567619, 0.956821518780209] | [0.9750296555181103, 0.9095148319868143, 0.9837895725347586] | -| 0.0594 | 2.0 | 1406 | 0.0515 | 0.9276 | 0.9621 | 0.9679 | [0.9498494262089401, 0.8745879807633978, 0.9583459684709161] | [0.9747017105780725, 0.9332846754222092, 0.9783558790238072] | -| 0.0557 | 3.0 | 2109 | 0.0509 | 0.9273 | 0.9602 | 0.9682 | [0.9516704869008551, 0.8698636007361549, 0.9602165778842959] | [0.982021029018859, 0.9173631910754904, 0.9810805853534331] | -| 0.0542 | 4.0 | 2812 | 0.0460 | 0.9305 | 0.9618 | 0.9697 | [0.9514638086703642, 0.8769434427599598, 0.9631025471791594] | [0.9771301423130867, 0.9230748391287825, 0.985061931059963] | -| 0.0538 | 5.0 | 3515 | 0.0447 | 0.9316 | 0.9623 | 0.9702 | [0.9499686626332431, 0.880516769586933, 0.9643916679409397] | [0.972741543135194, 0.9265187116263822, 0.9875414921750425] | -| 0.0509 | 6.0 | 4218 | 0.0434 | 0.9338 | 0.9645 | 0.9709 | [0.9517432911664182, 0.8860351150900324, 0.9637545034132892] | [0.9760356886207853, 0.9338053998522474, 0.9836627081143814] | -| 0.0495 | 7.0 | 4921 | 0.0415 | 0.9346 | 0.9641 | 0.9714 | [0.9519500096020929, 0.8866501910431814, 0.965227753180207] | [0.9739650243448873, 0.9307452978457196, 0.9874817830361603] | -| 0.0473 | 8.0 | 5624 | 0.0393 | 0.9359 | 0.9642 | 0.9722 | [0.9570126030790405, 0.8853964186808599, 0.9653558577278415] | [0.9828867941543495, 0.9232989265176934, 0.9863489762483582] | -| 0.0469 | 9.0 | 6327 | 0.0396 | 0.9361 | 0.9640 | 0.9723 | [0.9565153205113766, 0.8858389646611121, 0.9658720149436106] | [0.9810315868200781, 0.9230764761875282, 0.9879226323032873] | -| 0.0445 | 10.0 | 7030 | 0.0383 | 0.9382 | 0.9670 | 0.9728 | [0.9548345124022747, 0.8941359287598728, 0.9655050223799434] | [0.9783271217537259, 0.9387489079994646, 0.9839140351147748] | -| 0.0448 | 11.0 | 7733 | 0.0362 | 0.9403 | 0.9674 | 0.9738 | [0.957445014043969, 0.8971003391404624, 0.9663794895449994] | [0.9808007786355918, 0.9356333356548291, 0.9857758770135236] | -| 0.0436 | 12.0 | 8436 | 0.0380 | 0.9377 | 0.9649 | 0.9731 | [0.9568320234926181, 0.8885953911553187, 0.9675573931999086] | [0.9809814801064592, 0.9251014379993896, 0.9887158871130656] | -| 0.0433 | 13.0 | 9139 | 0.0361 | 0.9393 | 0.9669 | 0.9735 | [0.958794603986862, 0.8932653255806002, 0.965856313133857] | [0.983646340250856, 0.9325787337664039, 0.9844714195762458] | -| 0.0417 | 14.0 | 9842 | 0.0342 | 0.9407 | 0.9670 | 0.9743 | [0.9600771510865321, 0.894093256801968, 0.9678304589796617] | [0.9868027998611579, 0.9282458585133847, 0.9859813021759077] | -| 0.0412 | 15.0 | 10545 | 0.0330 | 0.9422 | 0.9676 | 0.9749 | [0.9584029515410957, 0.8990055611097977, 0.9690572821834622] | [0.9808707905800149, 0.9328364607161251, 0.9892094456200264] | -| 0.0408 | 16.0 | 11248 | 0.0323 | 0.9432 | 0.9689 | 0.9753 | [0.9592513845946194, 0.90111842764418, 0.9691455184085999] | [0.9835475527549636, 0.9363874008485175, 0.9866347121275111] | -| 0.041 | 17.0 | 11951 | 0.0320 | 0.9431 | 0.9682 | 0.9753 | [0.9595691381438718, 0.9004062270005743, 0.9693793367274567] | [0.9821184740838905, 0.9334352648626791, 0.9890147171783757] | -| 0.0394 | 18.0 | 12654 | 0.0324 | 0.9426 | 0.9680 | 0.9750 | [0.9582686676555241, 0.9007288570225, 0.9689165074803285] | [0.9790397791168115, 0.9355476096761232, 0.9895368177737062] | -| 0.0382 | 19.0 | 13357 | 0.0301 | 0.9455 | 0.9701 | 0.9762 | [0.9588638242347168, 0.907231685601286, 0.970450376418907] | [0.981077210200008, 0.9408003023208292, 0.9883717283264806] | -| 0.0376 | 20.0 | 14060 | 0.0307 | 0.9446 | 0.9690 | 0.9760 | [0.9589674005708341, 0.9040449961697249, 0.970932772720938] | [0.9802715654131231, 0.9364152208651283, 0.9904151213569217] | -| 0.0374 | 21.0 | 14763 | 0.0311 | 0.9438 | 0.9690 | 0.9755 | [0.9573458046337128, 0.9036942376460201, 0.9703032303103111] | [0.9781772448077471, 0.9393956460246569, 0.9895027982643313] | -| 0.0381 | 22.0 | 15466 | 0.0294 | 0.9459 | 0.9700 | 0.9765 | [0.9623733947171658, 0.9054363695777944, 0.9699137555977049] | [0.9859171423410915, 0.9367571066092684, 0.9874283038074311] | -| 0.0364 | 23.0 | 16169 | 0.0284 | 0.9468 | 0.9710 | 0.9767 | [0.9593273628994687, 0.9105318366922983, 0.9705468917582745] | [0.9806120611182436, 0.9443446642720423, 0.9881121195705256] | -| 0.0355 | 24.0 | 16872 | 0.0277 | 0.9462 | 0.9694 | 0.9768 | [0.9617693240266973, 0.9047501672031698, 0.9720646168231932] | [0.9842734866950329, 0.9329935484812502, 0.9909904474346409] | -| 0.0351 | 25.0 | 17575 | 0.0270 | 0.9476 | 0.9710 | 0.9772 | [0.9608154314127586, 0.9101178014252029, 0.9718080308315211] | [0.9824806092606405, 0.9413361994904614, 0.9892765834017737] | -| 0.034 | 26.0 | 18278 | 0.0272 | 0.9480 | 0.9719 | 0.9771 | [0.9601502166075315, 0.913009884175695, 0.9707571967259514] | [0.9820325263932185, 0.9466118309217378, 0.9871239088223774] | -| 0.0344 | 27.0 | 18981 | 0.0262 | 0.9488 | 0.9721 | 0.9775 | [0.9610291616089548, 0.9138020622066821, 0.9714401382168945] | [0.9829688237453795, 0.945485814002556, 0.9878522964426623] | -| 0.0332 | 28.0 | 19684 | 0.0265 | 0.9482 | 0.9718 | 0.9773 | [0.9612863009635559, 0.9123821477614371, 0.9710095584404448] | [0.9826317322907677, 0.9446683427286697, 0.9879750221727271] | -| 0.0333 | 29.0 | 20387 | 0.0294 | 0.9459 | 0.9698 | 0.9766 | [0.9617738173790127, 0.9048911824517005, 0.9709824327566654] | [0.9844162468305143, 0.9359338856656411, 0.9890328469169108] | -| 0.0328 | 30.0 | 21090 | 0.0259 | 0.9491 | 0.9724 | 0.9776 | [0.963554876496053, 0.9134236893404624, 0.9702009378676808] | [0.9855390906874351, 0.9451134330482452, 0.9864310194401416] | -| 0.0323 | 31.0 | 21793 | 0.0245 | 0.9497 | 0.9721 | 0.9781 | [0.963104705908238, 0.9132362637553983, 0.9726794488344207] | [0.9848953726087067, 0.9423553883444232, 0.9891913465060496] | -| 0.0316 | 32.0 | 22496 | 0.0249 | 0.9498 | 0.9728 | 0.9779 | [0.9618619911221874, 0.9162336898230669, 0.9713578264582455] | [0.9820750795245765, 0.9482254517775548, 0.9880744951131408] | -| 0.0305 | 33.0 | 23199 | 0.0253 | 0.9492 | 0.9721 | 0.9778 | [0.9619740832502129, 0.9134094510831107, 0.9721247074138021] | [0.9842442422562293, 0.9435898104951776, 0.9884312274683914] | -| 0.0309 | 34.0 | 23902 | 0.0233 | 0.9518 | 0.9742 | 0.9786 | [0.9627873694381874, 0.9208971321288586, 0.9716191028744446] | [0.9833334253979698, 0.9523100231507058, 0.9869693641762011] | -| 0.0306 | 35.0 | 24605 | 0.0234 | 0.9514 | 0.9742 | 0.9785 | [0.9640633992652178, 0.918858070095666, 0.9712314537303415] | [0.9849803889478246, 0.9515956666136652, 0.9859238461295317] | -| 0.0304 | 36.0 | 25308 | 0.0233 | 0.9507 | 0.9726 | 0.9786 | [0.9623740811921626, 0.9158835928639305, 0.9738562357152244] | [0.9830946589750302, 0.9441557736461631, 0.9906012574224906] | -| 0.0301 | 37.0 | 26011 | 0.0230 | 0.9509 | 0.9727 | 0.9787 | [0.9632679549222042, 0.9156238636961606, 0.9738248600940046] | [0.9854968779811278, 0.9426184057888713, 0.9898906101713565] | -| 0.0293 | 38.0 | 26714 | 0.0222 | 0.9522 | 0.9741 | 0.9790 | [0.9628341038507403, 0.9207075111218522, 0.9730614445026444] | [0.9834675592911246, 0.9502198784509834, 0.9885331634982827] | -| 0.0293 | 39.0 | 27417 | 0.0229 | 0.9516 | 0.9741 | 0.9786 | [0.9621065427103511, 0.9205669130175268, 0.9722516840326719] | [0.983122528867402, 0.9518272106055213, 0.9873343957867607] | -| 0.0284 | 40.0 | 28120 | 0.0227 | 0.9514 | 0.9736 | 0.9786 | [0.9632565545023931, 0.9186293568120393, 0.9721963074479065] | [0.9837980028225732, 0.9488561685875837, 0.9881227331674576] | -| 0.0281 | 41.0 | 28823 | 0.0214 | 0.9521 | 0.9736 | 0.9792 | [0.9646667171352951, 0.9181894725489236, 0.9735845756291637] | [0.985618390454944, 0.9456720893272684, 0.9894248018891852] | -| 0.0274 | 42.0 | 29526 | 0.0203 | 0.9535 | 0.9744 | 0.9797 | [0.9640444516340392, 0.9222104329042415, 0.9742595606980595] | [0.9846780915026567, 0.948503072983862, 0.9898894989373825] | -| 0.0279 | 43.0 | 30229 | 0.0219 | 0.9526 | 0.9740 | 0.9792 | [0.9622845033728894, 0.9215969001346226, 0.9740492207007744] | [0.981892457542573, 0.9498366070631877, 0.9903131328277875] | -| 0.0271 | 44.0 | 30932 | 0.0211 | 0.9526 | 0.9739 | 0.9793 | [0.9638488450502855, 0.9199867127166081, 0.9738747203133774] | [0.9849460959412856, 0.9473312184198017, 0.9894295005714214] | -| 0.0271 | 45.0 | 31635 | 0.0202 | 0.9541 | 0.9748 | 0.9799 | [0.9656159722050082, 0.9225063292335267, 0.9741266970989171] | [0.9858285226349258, 0.94925062987083, 0.989327153297461] | -| 0.0265 | 46.0 | 32338 | 0.0209 | 0.9529 | 0.9741 | 0.9794 | [0.9656771412708731, 0.919781942390742, 0.9732876590013864] | [0.9865358745057092, 0.9469456411748703, 0.9888144719412875] | -| 0.0267 | 47.0 | 33041 | 0.0197 | 0.9542 | 0.9748 | 0.9799 | [0.963775425004481, 0.9239493373447729, 0.9747729931565428] | [0.9835161116111149, 0.9507712478221754, 0.9902508162265097] | -| 0.0259 | 48.0 | 33744 | 0.0198 | 0.9538 | 0.9745 | 0.9799 | [0.9652553159863687, 0.921794203102663, 0.9744257714741004] | [0.9854631566317498, 0.9481204404482598, 0.9899405369513187] | -| 0.0254 | 49.0 | 34447 | 0.0193 | 0.9543 | 0.9748 | 0.9800 | [0.9659089616504476, 0.9227580497685877, 0.9742185011450962] | [0.9861386883949486, 0.948657655250541, 0.9895942256957763] | -| 0.0252 | 50.0 | 35150 | 0.0184 | 0.9551 | 0.9755 | 0.9803 | [0.9648975826259499, 0.9255623898515872, 0.974955308716621] | [0.9845925035063781, 0.9519886605332797, 0.9898466551802698] | -| 0.0254 | 51.0 | 35853 | 0.0190 | 0.9552 | 0.9757 | 0.9802 | [0.9644075669316847, 0.9271735181516738, 0.9740344749036136] | [0.984193846502473, 0.9539906436303087, 0.9889583373664783] | -| 0.0251 | 52.0 | 36556 | 0.0189 | 0.9555 | 0.9764 | 0.9802 | [0.9659094646352488, 0.9278659843731774, 0.9727047454747583] | [0.9856714774935365, 0.9569640713619062, 0.9866276641041567] | -| 0.0251 | 53.0 | 37259 | 0.0184 | 0.9548 | 0.9750 | 0.9803 | [0.9660789255898211, 0.9234079498059568, 0.9748050006196802] | [0.986322729885183, 0.9487987018363716, 0.9899233434492812] | -| 0.0243 | 54.0 | 37962 | 0.0182 | 0.9547 | 0.9751 | 0.9803 | [0.964677130061807, 0.9240868367587143, 0.9754685041619142] | [0.984399071423231, 0.9500936951607156, 0.9906629396579171] | -| 0.0246 | 55.0 | 38665 | 0.0181 | 0.9555 | 0.9760 | 0.9804 | [0.9652588196054644, 0.9271448562388986, 0.9741874135037982] | [0.9851786769052819, 0.9542000474008363, 0.98856453617083] | -| 0.0247 | 56.0 | 39368 | 0.0171 | 0.9556 | 0.9751 | 0.9807 | [0.9668764848323738, 0.9237712198790987, 0.97602167762341] | [0.9869440955266093, 0.9471825355538465, 0.9912227697091182] | -| 0.0234 | 57.0 | 40071 | 0.0175 | 0.9554 | 0.9751 | 0.9806 | [0.9659033290417283, 0.9242774410862465, 0.9759142140243594] | [0.9855347936240572, 0.948296334424829, 0.9914061145649415] | -| 0.0232 | 58.0 | 40774 | 0.0169 | 0.9566 | 0.9767 | 0.9808 | [0.965772921393216, 0.9292838120308848, 0.9747147144121168] | [0.9853431022048496, 0.9560651963436851, 0.9885804215667328] | -| 0.0231 | 59.0 | 41477 | 0.0162 | 0.9565 | 0.9760 | 0.9810 | [0.9668704166973582, 0.9270338755766847, 0.9754748357999589] | [0.9867766256709264, 0.9513348751698286, 0.9899670271942796] | -| 0.0225 | 60.0 | 42180 | 0.0170 | 0.9559 | 0.9756 | 0.9808 | [0.9667364910399919, 0.9252502799674737, 0.9756315952770159] | [0.9868792863046617, 0.9493967972562736, 0.9903744169439557] | -| 0.0226 | 61.0 | 42883 | 0.0162 | 0.9570 | 0.9767 | 0.9810 | [0.9656834664832764, 0.9299447856540144, 0.9753185326304815] | [0.9852957124685235, 0.9554851385161821, 0.9893098591718748] | -| 0.0226 | 62.0 | 43586 | 0.0166 | 0.9561 | 0.9756 | 0.9809 | [0.9670135255807017, 0.9258183383655468, 0.9754792776692298] | [0.986957140871483, 0.9494775022560217, 0.9904411697312553] | -| 0.0225 | 63.0 | 44289 | 0.0168 | 0.9563 | 0.9759 | 0.9808 | [0.9658633984079354, 0.9275919591339042, 0.9753019850122024] | [0.985678684227632, 0.9518338287149627, 0.9901811366064205] | -| 0.0222 | 64.0 | 44992 | 0.0167 | 0.9558 | 0.9756 | 0.9808 | [0.9669921697416386, 0.9250847530141832, 0.9754481238595454] | [0.9872421729857692, 0.9496781916833483, 0.9899561904755655] | -| 0.0217 | 65.0 | 45695 | 0.0154 | 0.9573 | 0.9766 | 0.9813 | [0.9676949909839893, 0.9285896111491284, 0.9757470905817905] | [0.9873413330222833, 0.9524278314880005, 0.9898939569980889] | -| 0.0212 | 66.0 | 46398 | 0.0156 | 0.9580 | 0.9774 | 0.9813 | [0.9673406659874094, 0.9321843502497738, 0.9744747569384158] | [0.9866900677844084, 0.957487461003439, 0.9881469046938589] | -| 0.0215 | 67.0 | 47101 | 0.0153 | 0.9583 | 0.9777 | 0.9814 | [0.9674055187104679, 0.9328295188265814, 0.9745533030827458] | [0.9867960106294832, 0.9582294578799109, 0.9879589005302314] | -| 0.021 | 68.0 | 47804 | 0.0151 | 0.9573 | 0.9764 | 0.9814 | [0.9673727588182617, 0.9285476759781507, 0.9761020687161724] | [0.9872654439283972, 0.9516439997749244, 0.9903561909568085] | -| 0.0205 | 69.0 | 48507 | 0.0143 | 0.9586 | 0.9777 | 0.9817 | [0.9668348808674496, 0.9335526089970815, 0.975538278684172] | [0.9859748154831993, 0.9580925438692065, 0.9890573071891479] | -| 0.0201 | 70.0 | 49210 | 0.0149 | 0.9578 | 0.9768 | 0.9814 | [0.9662814622649897, 0.9307048673538354, 0.9762661042257195] | [0.9854181434476657, 0.9542085321565303, 0.9906798881634878] | -| 0.0198 | 71.0 | 49913 | 0.0145 | 0.9584 | 0.9775 | 0.9816 | [0.967006269024349, 0.9327651074421665, 0.9755072239840552] | [0.9861746835267419, 0.9570783560300714, 0.9892327071595515] | -| 0.0198 | 72.0 | 50616 | 0.0139 | 0.9590 | 0.9778 | 0.9818 | [0.9664973538737562, 0.934609366246807, 0.9759164757045634] | [0.9855979777981205, 0.9584057211929043, 0.9895003570495382] | -| 0.0192 | 73.0 | 51319 | 0.0146 | 0.9589 | 0.9780 | 0.9816 | [0.9672834350657578, 0.9347179231314434, 0.9746141369802527] | [0.9863913929756309, 0.9596022813691325, 0.9880577522296046] | -| 0.0199 | 74.0 | 52022 | 0.0146 | 0.9584 | 0.9774 | 0.9816 | [0.9672412490206483, 0.9322729730460434, 0.9757134071550831] | [0.9863958634630914, 0.9562087284638309, 0.9895434458031176] | -| 0.0191 | 75.0 | 52725 | 0.0135 | 0.9594 | 0.9780 | 0.9820 | [0.9672857834352663, 0.9347080600072638, 0.9761483790431779] | [0.9862803758703641, 0.958231963378357, 0.9895333528236773] | -| 0.0191 | 76.0 | 53428 | 0.0136 | 0.9586 | 0.9771 | 0.9819 | [0.9683639306728838, 0.9306089456911991, 0.9767924850591034] | [0.9877462589856155, 0.9528951718316253, 0.9906626815366397] | -| 0.0192 | 77.0 | 54131 | 0.0155 | 0.9573 | 0.9767 | 0.9813 | [0.9666653274553076, 0.9291974052852782, 0.9759818457704846] | [0.9862981165116941, 0.9541943176952266, 0.9897141777158432] | -| 0.0186 | 78.0 | 54834 | 0.0133 | 0.9594 | 0.9779 | 0.9821 | [0.9675867186857483, 0.9343614431628988, 0.9762812540249828] | [0.9863968140839882, 0.9572191730283951, 0.9900001673413367] | -| 0.0181 | 79.0 | 55537 | 0.0126 | 0.9597 | 0.9779 | 0.9822 | [0.9676709815203923, 0.9344677056058559, 0.9768917197695184] | [0.9865061162177724, 0.9567999162943913, 0.9904815810234486] | -| 0.0185 | 80.0 | 56240 | 0.0135 | 0.9592 | 0.9776 | 0.9820 | [0.9678527148723075, 0.933410244541323, 0.9763922878137811] | [0.9865692425838082, 0.9558939340455185, 0.9904017559246763] | -| 0.0179 | 81.0 | 56943 | 0.0128 | 0.9599 | 0.9783 | 0.9822 | [0.9668663017399266, 0.9364197077238793, 0.976387738013329] | [0.9853747810039225, 0.959577945093389, 0.9899302383498438] | -| 0.018 | 82.0 | 57646 | 0.0138 | 0.9584 | 0.9771 | 0.9818 | [0.9667206995737143, 0.9318374506185433, 0.9767459910905895] | [0.9855220501655494, 0.9548544516523497, 0.9909909068030159] | -| 0.0178 | 83.0 | 58349 | 0.0120 | 0.9597 | 0.9778 | 0.9824 | [0.9683353004403408, 0.933517209084423, 0.977391704189171] | [0.9873083760234911, 0.9550141746827727, 0.9909998010497443] | -| 0.0174 | 84.0 | 59052 | 0.0125 | 0.9596 | 0.9778 | 0.9823 | [0.9676176300368217, 0.9338412362142535, 0.9772656590086047] | [0.9864110669743252, 0.9561990059320121, 0.9908402427258745] | -| 0.0179 | 85.0 | 59755 | 0.0123 | 0.9593 | 0.9774 | 0.9823 | [0.9685368915816713, 0.9317958965539012, 0.9776135888525478] | [0.9875912692407597, 0.9532209764682089, 0.9913874292094194] | -| 0.0173 | 86.0 | 60458 | 0.0131 | 0.9597 | 0.9782 | 0.9821 | [0.96664641952289, 0.9359068750890123, 0.9765577987757101] | [0.9853937548831725, 0.9590263461346902, 0.9900519447196098] | -| 0.0176 | 87.0 | 61161 | 0.0120 | 0.9600 | 0.9781 | 0.9824 | [0.9683733873165324, 0.9347767485177334, 0.9768842555488277] | [0.9871603425112784, 0.9567829667471345, 0.9903599621524208] | -| 0.0173 | 88.0 | 61864 | 0.0115 | 0.9602 | 0.9781 | 0.9825 | [0.9684900178047416, 0.9346731821044149, 0.9773994930070459] | [0.9871787896951667, 0.9560616227642282, 0.9909517161182191] | -| 0.0173 | 89.0 | 62567 | 0.0124 | 0.9599 | 0.9782 | 0.9822 | [0.9669799054441661, 0.935770533187539, 0.9768304904501294] | [0.9858737670511201, 0.9586542247140829, 0.9901158669227317] | -| 0.0169 | 90.0 | 63270 | 0.0120 | 0.9607 | 0.9790 | 0.9824 | [0.9685351844435351, 0.9382962538248609, 0.9753814241698671] | [0.987400117363142, 0.9613217720118794, 0.9882838402189918] | -| 0.0164 | 91.0 | 63973 | 0.0117 | 0.9600 | 0.9781 | 0.9824 | [0.9671807957090698, 0.9352859341608122, 0.9776706189363686] | [0.9855821255523557, 0.9572557972267965, 0.9913294306708671] | -| 0.0162 | 92.0 | 64676 | 0.0115 | 0.9603 | 0.9782 | 0.9825 | [0.967678800230417, 0.9358720821317598, 0.9773804850623149] | [0.9861650488554909, 0.9576129355670547, 0.9909369857056592] | -| 0.0163 | 93.0 | 65379 | 0.0115 | 0.9602 | 0.9783 | 0.9825 | [0.9679751974551123, 0.9356549440319146, 0.9770787682903582] | [0.9869635254469652, 0.9574149712436157, 0.9903781268904512] | -| 0.0161 | 94.0 | 66082 | 0.0115 | 0.9595 | 0.9773 | 0.9824 | [0.967379140362912, 0.9323323924425675, 0.9787749419622164] | [0.9861292656864652, 0.9529445730738954, 0.992825002851912] | -| 0.0162 | 95.0 | 66785 | 0.0126 | 0.9595 | 0.9778 | 0.9822 | [0.9671138625077802, 0.9343389666126111, 0.9771193577288364] | [0.985883022758635, 0.9567853923890564, 0.9908032088849719] | -| 0.0157 | 96.0 | 67488 | 0.0111 | 0.9607 | 0.9785 | 0.9826 | [0.9685431317767654, 0.9364956746329776, 0.9769379328434297] | [0.9874231313812033, 0.9581495214992081, 0.9900627245641441] | -| 0.0155 | 97.0 | 68191 | 0.0110 | 0.9602 | 0.9780 | 0.9826 | [0.9673780371075875, 0.9351822837299785, 0.9781489448395797] | [0.9857437503741464, 0.956511764008958, 0.991842969514674] | -| 0.0153 | 98.0 | 68894 | 0.0106 | 0.9610 | 0.9788 | 0.9827 | [0.9679443337608646, 0.9378755659993178, 0.9772565251416925] | [0.9864703844336599, 0.959593327456359, 0.990345647358867] | -| 0.0158 | 99.0 | 69597 | 0.0103 | 0.9610 | 0.9786 | 0.9828 | [0.9677737338660091, 0.9372121387476409, 0.9780779792405301] | [0.9862304233114854, 0.9582422648699761, 0.9913185458278468] | -| 0.0155 | 100.0 | 70300 | 0.0104 | 0.9608 | 0.9784 | 0.9828 | [0.9682657646286412, 0.9362041244307882, 0.9779309416774175] | [0.9869386101871105, 0.9571233751455772, 0.9911956800998011] | -| 0.0147 | 101.0 | 71003 | 0.0099 | 0.9614 | 0.9788 | 0.9830 | [0.9684187834659572, 0.9379246169303714, 0.9778307024216076] | [0.9869229442116565, 0.9586235997370605, 0.9909439637300231] | -| 0.0148 | 102.0 | 71706 | 0.0101 | 0.9612 | 0.9788 | 0.9829 | [0.9676453129960675, 0.9381695914928828, 0.9778697225951213] | [0.9859449415792074, 0.9593510926723284, 0.9910914997272774] | -| 0.0149 | 103.0 | 72409 | 0.0099 | 0.9612 | 0.9787 | 0.9829 | [0.9688035974573844, 0.9369595175886385, 0.9778617882366799] | [0.9872567791473855, 0.9577156809674762, 0.9910463328786681] | -| 0.0143 | 104.0 | 73112 | 0.0107 | 0.9606 | 0.9784 | 0.9827 | [0.9686819599455223, 0.9355662097319184, 0.9775546324764184] | [0.9873767564969157, 0.9569961637025606, 0.9907564408094552] | -| 0.0146 | 105.0 | 73815 | 0.0097 | 0.9615 | 0.9790 | 0.9829 | [0.9686786490175888, 0.9385656495313478, 0.9771587952961006] | [0.9872932431665131, 0.959757582344529, 0.9900821361591926] | -| 0.0142 | 106.0 | 74518 | 0.0094 | 0.9616 | 0.9789 | 0.9831 | [0.9693983149593857, 0.9375819865204537, 0.977759181768692] | [0.9879063294137778, 0.958093013026286, 0.9907379960754629] | -| 0.0145 | 107.0 | 75221 | 0.0094 | 0.9615 | 0.9791 | 0.9830 | [0.9677304888589706, 0.9391294668668196, 0.9777763931115296] | [0.9858769786082037, 0.960602773814371, 0.9907868684956309] | -| 0.0141 | 108.0 | 75924 | 0.0094 | 0.9617 | 0.9791 | 0.9831 | [0.967707944885844, 0.9393642086756726, 0.9781109663544486] | [0.9858854571189044, 0.9602980912284326, 0.9911361722080164] | -| 0.0138 | 109.0 | 76627 | 0.0095 | 0.9621 | 0.9795 | 0.9831 | [0.9683069842379681, 0.9408203853976529, 0.9770472523443963] | [0.9864645329766535, 0.9622166542038915, 0.9898923732709293] | -| 0.0142 | 110.0 | 77330 | 0.0092 | 0.9617 | 0.9791 | 0.9831 | [0.9683636584287584, 0.9389140966171199, 0.9779244396064098] | [0.9866107294782145, 0.959672405379427, 0.9909502505143558] | -| 0.0135 | 111.0 | 78033 | 0.0091 | 0.9620 | 0.9793 | 0.9832 | [0.9679700403725364, 0.9403279298888509, 0.9778317088317193] | [0.986080758328274, 0.9611242269351924, 0.9908099244131213] | -| 0.0136 | 112.0 | 78736 | 0.0089 | 0.9623 | 0.9795 | 0.9832 | [0.9687913323741362, 0.9406188982781377, 0.977371366648687] | [0.9870778119173432, 0.9613594543092262, 0.9901459796134503] | -| 0.0139 | 113.0 | 79439 | 0.0092 | 0.9615 | 0.9789 | 0.9830 | [0.9688501404840005, 0.9377694773304518, 0.9779240904196521] | [0.9872297314136272, 0.9584068491663084, 0.9909950761178866] | -| 0.0136 | 114.0 | 80142 | 0.0088 | 0.9617 | 0.9788 | 0.9832 | [0.969048101666497, 0.9375285831616975, 0.9784175402711464] | [0.9872914446945462, 0.9576802645990029, 0.9915442531977234] | -| 0.0132 | 115.0 | 80845 | 0.0091 | 0.9616 | 0.9790 | 0.9831 | [0.96823991718996, 0.9384813615707703, 0.9781579255225712] | [0.98658060507277, 0.9592260373554645, 0.9911443008407863] | -| 0.0131 | 116.0 | 81548 | 0.0086 | 0.9621 | 0.9793 | 0.9832 | [0.9688492182759797, 0.9395083775763523, 0.9779841052180485] | [0.9870143772418274, 0.9597761390043351, 0.990970230851202] | -| 0.0129 | 117.0 | 82251 | 0.0085 | 0.9620 | 0.9791 | 0.9833 | [0.9693061290659299, 0.9383670709383501, 0.9782133297002469] | [0.9876113222031898, 0.9584860069459005, 0.9911491963951833] | -| 0.0127 | 118.0 | 82954 | 0.0084 | 0.9621 | 0.9792 | 0.9833 | [0.9694002434862922, 0.9389734399765844, 0.9780173018415159] | [0.9876993124441671, 0.9591490357020253, 0.990868137323582] | -| 0.0126 | 119.0 | 83657 | 0.0084 | 0.9621 | 0.9792 | 0.9832 | [0.9688877210695712, 0.9392884074744625, 0.9780389044191968] | [0.9871387736939047, 0.9595827863951674, 0.9909614678525808] | -| 0.0131 | 120.0 | 84360 | 0.0082 | 0.9623 | 0.9795 | 0.9833 | [0.9691304077322377, 0.9402794146879456, 0.9776196058317741] | [0.9873154671415317, 0.9607839283394704, 0.9904079420854602] | -| 0.0127 | 121.0 | 85063 | 0.0081 | 0.9626 | 0.9797 | 0.9833 | [0.9690667228997573, 0.9410734929684217, 0.9775551669651781] | [0.9872934487061664, 0.9614939726242052, 0.9902369520514571] | -| 0.0125 | 122.0 | 85766 | 0.0081 | 0.9623 | 0.9794 | 0.9833 | [0.9689032850777292, 0.9400098633080738, 0.9781328231469246] | [0.9870371086428653, 0.960270371032477, 0.9909470568104151] | -| 0.0123 | 123.0 | 86469 | 0.0082 | 0.9620 | 0.9791 | 0.9833 | [0.9687521807110532, 0.9387334939137629, 0.9785726745803575] | [0.9869141638145899, 0.9586928353435233, 0.9916080660274228] | -| 0.0125 | 124.0 | 87172 | 0.0079 | 0.9625 | 0.9795 | 0.9834 | [0.968405484088371, 0.9408674196365806, 0.978252057479581] | [0.9865067585291891, 0.9610519667628762, 0.9910471903663014] | -| 0.013 | 125.0 | 87875 | 0.0082 | 0.9621 | 0.9792 | 0.9832 | [0.9691789394135095, 0.9391165735674838, 0.9779006126999107] | [0.9876324414025718, 0.9591916491397401, 0.9907904428190825] | -| 0.0122 | 126.0 | 88578 | 0.0080 | 0.9621 | 0.9792 | 0.9834 | [0.9683365887361434, 0.939153109860424, 0.9789590980402502] | [0.9864211255711112, 0.9592140888230343, 0.9918618779919783] | -| 0.0123 | 127.0 | 89281 | 0.0078 | 0.9626 | 0.9796 | 0.9834 | [0.9689611038130307, 0.9408603433103387, 0.9780389313124326] | [0.9870172355276319, 0.9609942205138294, 0.9908095656682951] | -| 0.012 | 128.0 | 89984 | 0.0077 | 0.9625 | 0.9795 | 0.9834 | [0.9690097187969772, 0.9401745385210867, 0.978232465980128] | [0.9872581151551323, 0.960095624993443, 0.9910014504009576] | -| 0.0121 | 129.0 | 90687 | 0.0075 | 0.9625 | 0.9794 | 0.9835 | [0.969048078157809, 0.9398826692603933, 0.978641033957806] | [0.9871669968575556, 0.9595648985337514, 0.9914553063555036] | -| 0.0119 | 130.0 | 91390 | 0.0076 | 0.9624 | 0.9792 | 0.9835 | [0.9692013730033966, 0.9390981548838111, 0.9787956402289679] | [0.9873060508561626, 0.9586768041462945, 0.9917062089870172] | -| 0.0119 | 131.0 | 92093 | 0.0075 | 0.9622 | 0.9791 | 0.9834 | [0.969122061374489, 0.9383608422057673, 0.9790826565374158] | [0.9872148747505584, 0.9578784285637524, 0.992071144348965] | -| 0.0118 | 132.0 | 92796 | 0.0073 | 0.9625 | 0.9794 | 0.9835 | [0.9690383857242187, 0.93984435229497, 0.978737539863971] | [0.9871568804527422, 0.959494125689198, 0.9915308527659827] | -| 0.0117 | 133.0 | 93499 | 0.0073 | 0.9627 | 0.9796 | 0.9835 | [0.9691180721875395, 0.9408458112942945, 0.9782270506589438] | [0.9871971726479134, 0.9607280587187418, 0.9909539079616086] | -| 0.0116 | 134.0 | 94202 | 0.0073 | 0.9625 | 0.9794 | 0.9835 | [0.9694006836733288, 0.9396550796148553, 0.9785404571043299] | [0.9875725458629621, 0.9593458620699947, 0.9912954899103564] | -| 0.0122 | 135.0 | 94905 | 0.0072 | 0.9628 | 0.9797 | 0.9835 | [0.9691274392491813, 0.9412225984443038, 0.9780899387591124] | [0.9871874673224067, 0.9613001608400236, 0.9907265293658343] | -| 0.0117 | 136.0 | 95608 | 0.0070 | 0.9629 | 0.9797 | 0.9836 | [0.9691230773787279, 0.9411462600198316, 0.978352234024845] | [0.9871871076280133, 0.960824455525491, 0.991054229639782] | -| 0.0113 | 137.0 | 96311 | 0.0070 | 0.9626 | 0.9794 | 0.9835 | [0.9692373191106431, 0.9397033547954136, 0.9788490905235756] | [0.9873135080917108, 0.9591667039579997, 0.9916645027134999] | -| 0.0116 | 138.0 | 97014 | 0.0070 | 0.9628 | 0.9796 | 0.9836 | [0.9690748071729751, 0.9406267188745966, 0.9786395532555509] | [0.987116973644421, 0.9602779673843396, 0.9913544115605958] | -| 0.0109 | 139.0 | 97717 | 0.0070 | 0.9627 | 0.9795 | 0.9836 | [0.9689676748470574, 0.9403530438264758, 0.9788306968708289] | [0.9869944655879089, 0.9598867702365191, 0.9916087747672014] | -| 0.0119 | 140.0 | 98420 | 0.0068 | 0.9630 | 0.9798 | 0.9836 | [0.9694171791438227, 0.9413859316145166, 0.9781638481383007] | [0.9875423764957185, 0.9610502598296718, 0.9907741680537951] | -| 0.0111 | 141.0 | 99123 | 0.0068 | 0.9628 | 0.9795 | 0.9836 | [0.968992054486061, 0.9405571081129813, 0.978841146740079] | [0.987006296964205, 0.9600244329021377, 0.9916010967529327] | -| 0.011 | 142.0 | 99826 | 0.0068 | 0.9631 | 0.9798 | 0.9836 | [0.9690262557302001, 0.9418523830686173, 0.9782879003822961] | [0.9870485096705123, 0.961594372239229, 0.9909037143104952] | -| 0.011 | 143.0 | 100529 | 0.0068 | 0.9630 | 0.9797 | 0.9836 | [0.9693670594350259, 0.941075091280133, 0.97845245148423] | [0.9874059688201484, 0.9606348262267632, 0.9911101719579888] | -| 0.0108 | 144.0 | 101232 | 0.0068 | 0.9628 | 0.9796 | 0.9836 | [0.9688858122449424, 0.9407034073369066, 0.9787364616899126] | [0.9869104576777153, 0.9602466935730581, 0.9915104961845629] | -| 0.011 | 145.0 | 101935 | 0.0067 | 0.9630 | 0.9797 | 0.9836 | [0.9692167021307575, 0.9412647429904929, 0.9784782542501246] | [0.987246463626033, 0.9608329203170539, 0.9911353453449413] | -| 0.011 | 146.0 | 102638 | 0.0066 | 0.9630 | 0.9798 | 0.9836 | [0.9692755568602468, 0.9413758458670632, 0.978464000364329] | [0.9873026466056539, 0.9609106905895385, 0.9911017808290046] | -| 0.0107 | 147.0 | 103341 | 0.0066 | 0.9630 | 0.9797 | 0.9836 | [0.9692395328714667, 0.9410463410149368, 0.9786018743718753] | [0.9872785406581842, 0.9605293058121265, 0.991269157165124] | -| 0.0106 | 148.0 | 104044 | 0.0066 | 0.9630 | 0.9797 | 0.9836 | [0.9691812568631686, 0.9412787850135675, 0.9785306435423181] | [0.9872042894584108, 0.9608338087208854, 0.9911813871809317] | -| 0.0109 | 149.0 | 104747 | 0.0066 | 0.9630 | 0.9797 | 0.9836 | [0.9690361569813096, 0.9413478367720466, 0.9786017265887093] | [0.9870385281510963, 0.9608913653106872, 0.9912703646477099] | -| 0.0107 | 150.0 | 105450 | 0.0066 | 0.9629 | 0.9797 | 0.9836 | [0.9692175312609669, 0.9409913155132091, 0.9786172086221661] | [0.987259136430285, 0.9605042508276654, 0.9912807638727336] | +| 0.0599 | 1.0 | 352 | 0.0528 | 0.9266 | 0.9606 | 0.9677 | [0.9451530876643861, 0.8735508057097549, 0.9611928090858197] | [0.9673431533328384, 0.9302481909827071, 0.9843178680407468] | +| 0.052 | 2.0 | 704 | 0.0499 | 0.9282 | 0.9631 | 0.9680 | [0.9430669027110099, 0.8801784722618318, 0.9613358776892847] | [0.9630593536856985, 0.9444098371778377, 0.9818073411222522] | +| 0.0488 | 3.0 | 1056 | 0.0453 | 0.9315 | 0.9618 | 0.9703 | [0.953449103961366, 0.8766389902216705, 0.964312292492213] | [0.9822345269106645, 0.9182710100244195, 0.9850439369444719] | +| 0.0457 | 4.0 | 1408 | 0.0430 | 0.9347 | 0.9653 | 0.9711 | [0.9547251593930618, 0.8872504099693002, 0.9621279576857122] | [0.981451594255475, 0.9339003193132994, 0.9804497457013237] | +| 0.044 | 5.0 | 1760 | 0.0419 | 0.9346 | 0.9640 | 0.9715 | [0.9500038668131447, 0.8870091220790708, 0.9667657572450413] | [0.9738080819733246, 0.9299364510764445, 0.9881501508970425] | +| 0.0426 | 6.0 | 2112 | 0.0392 | 0.9378 | 0.9659 | 0.9728 | [0.9537134122573154, 0.8931335188758484, 0.9666424009563487] | [0.9780859402398596, 0.9328554565868141, 0.9867028123953775] | +| 0.0412 | 7.0 | 2464 | 0.0376 | 0.9380 | 0.9656 | 0.9731 | [0.9541573566284032, 0.8921172916752295, 0.9677870159573715] | [0.9762563482848872, 0.9312171201367638, 0.9892041694461188] | +| 0.0399 | 8.0 | 2816 | 0.0352 | 0.9405 | 0.9670 | 0.9741 | [0.9565968182410556, 0.8963509499561875, 0.9684273070635014] | [0.9795307041557292, 0.9333715393563846, 0.9882470076251869] | +| 0.0397 | 9.0 | 3168 | 0.0343 | 0.9411 | 0.9674 | 0.9745 | [0.9566049968085705, 0.8972124887326848, 0.9696086134418674] | [0.9808800719799866, 0.9332451564248062, 0.9882099519095998] | +| 0.0374 | 10.0 | 3520 | 0.0339 | 0.9422 | 0.9684 | 0.9746 | [0.955939256305487, 0.9019521839390834, 0.9686108494308517] | [0.9767432588774503, 0.9402605920021675, 0.9882792902846105] | +| 0.0366 | 11.0 | 3872 | 0.0327 | 0.9435 | 0.9694 | 0.9752 | [0.9570117398574398, 0.9045573051820893, 0.9689015424391657] | [0.9778475656268844, 0.943050599279792, 0.9874373686766986] | +| 0.0365 | 12.0 | 4224 | 0.0304 | 0.9456 | 0.9705 | 0.9762 | [0.9593151916396371, 0.9077780329042383, 0.9697767915554025] | [0.9820749189467223, 0.9426392084134199, 0.9868023334600972] | +| 0.0356 | 13.0 | 4576 | 0.0315 | 0.9446 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0.972122044128545] | [0.9825414939598319, 0.9439674220518222, 0.9888012202574016] | +| 0.0312 | 19.0 | 6688 | 0.0266 | 0.9481 | 0.9712 | 0.9774 | [0.960273137359181, 0.9119066677646527, 0.9722204414398734] | [0.9823750518024158, 0.941565188073544, 0.9897025491335493] | +| 0.03 | 20.0 | 7040 | 0.0266 | 0.9491 | 0.9725 | 0.9776 | [0.9616716210542763, 0.9147320690890061, 0.9708895502914158] | [0.98292805623976, 0.9475692607363129, 0.9871109371344535] | +| 0.0299 | 21.0 | 7392 | 0.0248 | 0.9510 | 0.9740 | 0.9782 | [0.9618398531845999, 0.9198273760808442, 0.9712006272659158] | [0.9829811111627815, 0.9531491654888412, 0.9860193247525508] | +| 0.0287 | 22.0 | 7744 | 0.0246 | 0.9509 | 0.9737 | 0.9783 | [0.9634589059260795, 0.918260849746168, 0.9709941652471877] | [0.9854031069374001, 0.949917122403691, 0.9859091463415302] | +| 0.029 | 23.0 | 8096 | 0.0252 | 0.9485 | 0.9715 | 0.9776 | [0.9606502848359683, 0.9120306682863375, 0.9727933755014834] | [0.9832888040238498, 0.9415322272931892, 0.9895519900548935] | +| 0.0286 | 24.0 | 8448 | 0.0246 | 0.9500 | 0.9724 | 0.9783 | [0.961703407058594, 0.914573501407718, 0.9737351474670314] | [0.9833812197904883, 0.9437522087191605, 0.9899664234529868] | +| 0.0274 | 25.0 | 8800 | 0.0250 | 0.9500 | 0.9725 | 0.9781 | [0.9622940052960167, 0.9157011873960319, 0.972101806074519] | [0.9833660740872819, 0.9449841253714688, 0.9890632221038437] | +| 0.0277 | 26.0 | 9152 | 0.0238 | 0.9500 | 0.9720 | 0.9783 | [0.9623378671249195, 0.9141331160790755, 0.9734875618526833] | [0.9836308669688271, 0.9413641991842516, 0.9908679185767367] | +| 0.0267 | 27.0 | 9504 | 0.0230 | 0.9517 | 0.9737 | 0.9788 | [0.9635129114810592, 0.9190344392748689, 0.9725619212192286] | [0.9855101609812258, 0.9479489385805205, 0.9877383730856506] | +| 0.0264 | 28.0 | 9856 | 0.0213 | 0.9534 | 0.9745 | 0.9796 | [0.9642901671018563, 0.9217477809026264, 0.9740252858239749] | [0.985007404566012, 0.9492532751181934, 0.9891810522795117] | +| 0.0257 | 29.0 | 10208 | 0.0215 | 0.9531 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0.9736790846268644] | [0.9830448926864623, 0.9521771219303414, 0.9889713746784559] | +| 0.0237 | 35.0 | 12320 | 0.0186 | 0.9552 | 0.9757 | 0.9803 | [0.9649037070605616, 0.9262802467728555, 0.9745145823214616] | [0.9850909050501864, 0.9528714943722063, 0.9890563228283442] | +| 0.0234 | 36.0 | 12672 | 0.0187 | 0.9554 | 0.9757 | 0.9804 | [0.9644296990418132, 0.926974158741407, 0.9749405031529594] | [0.9837908731658477, 0.9535642297553255, 0.9898519007296191] | +| 0.023 | 37.0 | 13024 | 0.0183 | 0.9550 | 0.9748 | 0.9805 | [0.9660113617252644, 0.9226691873625954, 0.9761879390683805] | [0.9868548527783694, 0.9465804073794736, 0.9910682556875] | +| 0.0226 | 38.0 | 13376 | 0.0189 | 0.9547 | 0.9752 | 0.9802 | [0.9642261257890125, 0.9245497396800865, 0.9753542839937006] | [0.9841908597543852, 0.9512288656339813, 0.990186377780833] | +| 0.0224 | 39.0 | 13728 | 0.0179 | 0.9556 | 0.9754 | 0.9806 | [0.9665344444851999, 0.9253017065628618, 0.9748524370131709] | [0.986911671646293, 0.9495758555476133, 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0.9550 | 0.9758 | 0.9801 | [0.9643671356193223, 0.9265326642444719, 0.9740226447437921] | [0.9840180715601718, 0.9546736764457402, 0.9885971688252059] | +| 0.0205 | 46.0 | 16192 | 0.0171 | 0.9559 | 0.9756 | 0.9808 | [0.9667639653315203, 0.925248210319059, 0.9755854267839571] | [0.9865137725698597, 0.9501294808656132, 0.9902801020541532] | +| 0.0205 | 47.0 | 16544 | 0.0158 | 0.9579 | 0.9773 | 0.9813 | [0.9645535505846909, 0.9333294907579892, 0.9757777577238509] | [0.9835411232176822, 0.9586711942254709, 0.9897236888286751] | +| 0.0201 | 48.0 | 16896 | 0.0153 | 0.9577 | 0.9768 | 0.9814 | [0.9670873786432218, 0.9297842164055506, 0.976078897838863] | [0.9866090273529602, 0.9535205781827963, 0.9901440590161489] | +| 0.0195 | 49.0 | 17248 | 0.0159 | 0.9571 | 0.9768 | 0.9811 | [0.9652738400945285, 0.9306146225796662, 0.9754208426161499] | [0.9846162047976552, 0.9560996045235407, 0.9895662392243937] | +| 0.0196 | 50.0 | 17600 | 0.0157 | 0.9583 | 0.9779 | 0.9813 | [0.9664784190387096, 0.9341373861236283, 0.9741582318449101] | [0.9853517798320895, 0.9608143237289859, 0.9875683761623251] | +| 0.0194 | 51.0 | 17952 | 0.0155 | 0.9575 | 0.9769 | 0.9812 | [0.9663022920861278, 0.9310911747647136, 0.9751875594085161] | [0.9858903065701007, 0.9557378943972733, 0.9892157586539807] | +| 0.0195 | 52.0 | 18304 | 0.0151 | 0.9585 | 0.9780 | 0.9814 | [0.9658730023387115, 0.9350377948744926, 0.9746268444052103] | [0.9844348481691427, 0.9614784704764491, 0.9881384698155057] | +| 0.019 | 53.0 | 18656 | 0.0142 | 0.9586 | 0.9775 | 0.9818 | [0.9675334841061519, 0.9325031955796975, 0.9758869269595766] | [0.9868149395469341, 0.9563316076904109, 0.9894491309133151] | +| 0.0188 | 54.0 | 19008 | 0.0149 | 0.9580 | 0.9772 | 0.9815 | [0.9676278482372676, 0.9308543418214338, 0.9755809358867298] | [0.9869893463659176, 0.9552355868781237, 0.9893051386149541] | +| 0.0183 | 55.0 | 19360 | 0.0141 | 0.9586 | 0.9774 | 0.9817 | [0.9671253742842728, 0.9324586735082203, 0.9761081052936025] | [0.9863015914164586, 0.955956282026771, 0.9899269002729851] | +| 0.0183 | 56.0 | 19712 | 0.0144 | 0.9588 | 0.9776 | 0.9818 | [0.9677216823711627, 0.9328019868916115, 0.9758339407150536] | [0.9870271207003353, 0.9563849718126933, 0.9893907036309461] | +| 0.018 | 57.0 | 20064 | 0.0142 | 0.9586 | 0.9773 | 0.9818 | [0.9672121302778494, 0.9323903018666885, 0.9762658650341932] | [0.9860894937635415, 0.9553224607943646, 0.9904519145762944] | +| 0.0177 | 58.0 | 20416 | 0.0132 | 0.9597 | 0.9782 | 0.9822 | [0.9680090560813005, 0.9349069440712837, 0.9761509627750593] | [0.9867711917163409, 0.9581497710508461, 0.9895393158626791] | +| 0.0175 | 59.0 | 20768 | 0.0132 | 0.9588 | 0.9772 | 0.9820 | [0.9683216028914681, 0.931057835776856, 0.9770980366666943] | [0.9874716387393945, 0.9532012119784746, 0.9909617653482904] | +| 0.0175 | 60.0 | 21120 | 0.0124 | 0.9599 | 0.9781 | 0.9823 | [0.9680136375269093, 0.9351491975741347, 0.9766014536314545] | [0.9869492725566281, 0.957318374795556, 0.9900801849373329] | +| 0.017 | 61.0 | 21472 | 0.0121 | 0.9602 | 0.9783 | 0.9824 | [0.9679120923798762, 0.9360219295069984, 0.9766570042482968] | [0.9866018912731204, 0.9584182486851349, 0.990024426366476] | +| 0.0167 | 62.0 | 21824 | 0.0130 | 0.9590 | 0.9773 | 0.9821 | [0.9677164738058338, 0.9319284013652213, 0.9773329250765005] | [0.9866856229894047, 0.9539006353454939, 0.9912987054889818] | +| 0.0174 | 63.0 | 22176 | 0.0139 | 0.9588 | 0.9775 | 0.9818 | [0.9660888399454685, 0.9338889021926787, 0.9764600105608298] | [0.9847487136429257, 0.9572519940598325, 0.9905616992429938] | +| 0.0168 | 64.0 | 22528 | 0.0133 | 0.9585 | 0.9769 | 0.9819 | [0.9676260793856721, 0.9304399257441481, 0.9774623614581884] | [0.9869704752564942, 0.952387653674273, 0.991463321239914] | +| 0.0166 | 65.0 | 22880 | 0.0126 | 0.9595 | 0.9778 | 0.9821 | [0.9684746560810045, 0.9335817649224134, 0.9763315448056561] | [0.9880540803089672, 0.9555713136878364, 0.9897607445442623] | +| 0.0163 | 66.0 | 23232 | 0.0130 | 0.9595 | 0.9780 | 0.9821 | [0.9671221684509181, 0.935190498415007, 0.9762790247827655] | [0.9862083856067775, 0.9581451793007058, 0.9897449772716559] | +| 0.016 | 67.0 | 23584 | 0.0137 | 0.9596 | 0.9785 | 0.9819 | [0.9680603641894497, 0.9361834521336116, 0.9745356070208416] | [0.9870496851004048, 0.9609509881880521, 0.9875869258948031] | +| 0.0159 | 68.0 | 23936 | 0.0122 | 0.9604 | 0.9786 | 0.9824 | [0.9673782266523511, 0.9372120904824456, 0.9764608038345906] | [0.9860664283605669, 0.9598870197881572, 0.9897251325578539] | +| 0.0157 | 69.0 | 24288 | 0.0133 | 0.9586 | 0.9771 | 0.9819 | [0.968169897349267, 0.9307642703779867, 0.9769412404115317] | [0.9872153821765776, 0.9530108739530947, 0.9910184645305818] | +| 0.0157 | 70.0 | 24640 | 0.0125 | 0.9595 | 0.9780 | 0.9821 | [0.9666462777581287, 0.9353013278155343, 0.9766425210285774] | [0.98539388976857, 0.9582351177110621, 0.9903061241788653] | +| 0.0155 | 71.0 | 24992 | 0.0123 | 0.9600 | 0.9783 | 0.9823 | [0.9682411648177232, 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0.9557899907972344, 0.9913512703558979] | +| 0.0147 | 77.0 | 27104 | 0.0107 | 0.9610 | 0.9787 | 0.9827 | [0.9676045435398092, 0.9379590626395945, 0.9773535490897072] | [0.9861769123473579, 0.9595375576562857, 0.9905204873373467] | +| 0.0147 | 78.0 | 27456 | 0.0109 | 0.9607 | 0.9785 | 0.9827 | [0.9675420621658862, 0.937052520179842, 0.9775402479155962] | [0.9860649253518518, 0.9584833417344061, 0.9909284020794512] | +| 0.0144 | 79.0 | 27808 | 0.0099 | 0.9616 | 0.9791 | 0.9830 | [0.9686183392135557, 0.9389800190846319, 0.977233071133862] | [0.9870018136305163, 0.960131799998896, 0.9902285871720944] | +| 0.0144 | 80.0 | 28160 | 0.0109 | 0.9606 | 0.9784 | 0.9826 | [0.9684342650635493, 0.9360138793795462, 0.9772035471870419] | [0.987125998119826, 0.9574213298193535, 0.9905757777899546] | +| 0.0142 | 81.0 | 28512 | 0.0102 | 0.9613 | 0.9790 | 0.9828 | [0.9683882434439005, 0.9384756522388533, 0.9769065920743808] | [0.9868779374506865, 0.960232359326968, 0.9899004975287622] | +| 0.0141 | 82.0 | 28864 | 0.0100 | 0.9616 | 0.9791 | 0.9830 | [0.9684783289058841, 0.939183296716985, 0.9771730382497906] | [0.9868613979317059, 0.9603580035856977, 0.9901910764630691] | +| 0.0138 | 83.0 | 29216 | 0.0104 | 0.9606 | 0.9783 | 0.9827 | [0.9686997719596053, 0.9354957917401124, 0.9776561163967965] | [0.9876085345716412, 0.9564242412584582, 0.9908958437990028] | +| 0.0135 | 84.0 | 29568 | 0.0101 | 0.9612 | 0.9787 | 0.9829 | [0.9678927036048559, 0.9379129516154858, 0.9778793450832483] | [0.9861143447922547, 0.9588988751579699, 0.9912099817685441] | +| 0.0135 | 85.0 | 29920 | 0.0099 | 0.9608 | 0.9783 | 0.9829 | [0.9684577455610965, 0.9355572265293934, 0.9784200099842003] | [0.9870779853414258, 0.956050592581826, 0.9917467165278225] | +| 0.0134 | 86.0 | 30272 | 0.0100 | 0.9611 | 0.9787 | 0.9828 | [0.9678719038132694, 0.9379307158164696, 0.9775827299037122] | [0.9860813042929782, 0.9590109238434582, 0.9910272319041399] | +| 0.0132 | 87.0 | 30624 | 0.0093 | 0.9617 | 0.9791 | 0.9831 | [0.9692060944643499, 0.938752211598229, 0.9772728636671111] | [0.9876807753366804, 0.9593933966660121, 0.9902691953364485] | +| 0.0134 | 88.0 | 30976 | 0.0098 | 0.9608 | 0.9783 | 0.9828 | [0.968521590321924, 0.935509442537797, 0.9783158117150994] | [0.9870754610575581, 0.9559327143700728, 0.9917592332223084] | +| 0.0131 | 89.0 | 31328 | 0.0094 | 0.9616 | 0.9790 | 0.9830 | [0.9683323922709431, 0.9386912444664597, 0.9778401965998178] | [0.9867378686000412, 0.9594374674852932, 0.9908615442936659] | +| 0.0133 | 90.0 | 31680 | 0.0093 | 0.9618 | 0.9794 | 0.9830 | [0.9685721271541927, 0.9399669477604257, 0.9770030504114386] | [0.9868089917432152, 0.9615353482857953, 0.989831369150723] | +| 0.0129 | 91.0 | 32032 | 0.0090 | 0.9620 | 0.9792 | 0.9832 | [0.9685506249058882, 0.9395979835193616, 0.9777488390342075] | [0.9867994148799918, 0.9600133827556044, 0.9908060525939603] | +| 0.0128 | 92.0 | 32384 | 0.0090 | 0.9615 | 0.9787 | 0.9831 | [0.9692000846707683, 0.9370108923943841, 0.9784274010019354] | [0.9877133597948509, 0.9569143307294083, 0.9915352277028879] | +| 0.0127 | 93.0 | 32736 | 0.0092 | 0.9620 | 0.9794 | 0.9831 | [0.9683955205327279, 0.9404479686909265, 0.9771377511154905] | [0.9868791706886066, 0.9612816640726106, 0.990016538355236] | +| 0.0123 | 94.0 | 33088 | 0.0091 | 0.9621 | 0.9793 | 0.9831 | [0.9688481716405478, 0.9399854970444439, 0.9773330202405974] | [0.987063051600987, 0.9606618876063943, 0.9903192358647702] | +| 0.0124 | 95.0 | 33440 | 0.0086 | 0.9620 | 0.9792 | 0.9832 | [0.9689957190666899, 0.9393852343470508, 0.977722324328078] | [0.9873208111725189, 0.9597452345294779, 0.9906631102804564] | +| 0.012 | 96.0 | 33792 | 0.0090 | 0.9617 | 0.9791 | 0.9831 | [0.9690046777493537, 0.9386421031971922, 0.9775961416648508] | [0.9873755489514523, 0.9592206769862791, 0.9906236614743822] | +| 0.0122 | 97.0 | 34144 | 0.0091 | 0.9615 | 0.9787 | 0.9831 | [0.9688613136210555, 0.9370841188910866, 0.9784120497405594] | [0.9871718720012086, 0.9570510550808679, 0.9917340292107975] | +| 0.012 | 98.0 | 34496 | 0.0083 | 0.9623 | 0.9795 | 0.9833 | [0.9691464304311502, 0.940080437500119, 0.9777424803179304] | [0.987400457788193, 0.9604609386453641, 0.9905159724024605] | +| 0.0121 | 99.0 | 34848 | 0.0086 | 0.9619 | 0.9792 | 0.9831 | [0.9684940885630374, 0.9392863710506147, 0.9779183978047583] | [0.9868227950155606, 0.9598613958259614, 0.9908514381894149] | +| 0.0118 | 100.0 | 35200 | 0.0095 | 0.9613 | 0.9787 | 0.9830 | [0.9684140767541876, 0.9374964635920342, 0.9780161975043896] | [0.9867868384224523, 0.9582662717375573, 0.9911893801906576] | +| 0.0119 | 101.0 | 35552 | 0.0087 | 0.9620 | 0.9793 | 0.9832 | [0.9687131263144688, 0.9395663375363307, 0.9776647986852028] | [0.9871959008713083, 0.960046203787042, 0.9905270847421997] | +| 0.0117 | 102.0 | 35904 | 0.0084 | 0.9621 | 0.9792 | 0.9833 | [0.9685459461301534, 0.9393686305621848, 0.9783524768415386] | [0.9868766977896523, 0.9595528302165348, 0.9912126986043623] | +| 0.0117 | 103.0 | 36256 | 0.0085 | 0.9623 | 0.9795 | 0.9832 | [0.9691047958145299, 0.9404290489049888, 0.9773897411784986] | [0.9872548650593637, 0.9610922344151932, 0.9902199772962649] | +| 0.012 | 104.0 | 36608 | 0.0086 | 0.9621 | 0.9794 | 0.9832 | [0.9692255966108904, 0.9396242445506845, 0.9775029237235375] | [0.9875865803674175, 0.9602260107332958, 0.9902915468890973] | +| 0.0114 | 105.0 | 36960 | 0.0083 | 0.9621 | 0.9793 | 0.9832 | [0.9691686270257294, 0.9394384533391295, 0.9776530137470643] | [0.9875027908431057, 0.9597009740509519, 0.9905966462389926] | +| 0.0113 | 106.0 | 37312 | 0.0080 | 0.9624 | 0.9796 | 0.9833 | [0.9692597294546763, 0.9405387708802112, 0.9774592687441145] | [0.9874833866152064, 0.9611422245993291, 0.9901575906959967] | +| 0.0112 | 107.0 | 37664 | 0.0082 | 0.9615 | 0.9786 | 0.9832 | [0.9697125971312633, 0.9358941621978223, 0.9789784557272969] | [0.9883004516990807, 0.9554407382887388, 0.991993751715112] | +| 0.0112 | 108.0 | 38016 | 0.0083 | 0.9619 | 0.9790 | 0.9833 | 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| 43648 | 0.0068 | 0.9630 | 0.9798 | 0.9836 | [0.968866236729957, 0.9417216423575848, 0.9785357000632039] | [0.986864859990242, 0.9612394099892546, 0.9912275427652817] | +| 0.01 | 125.0 | 44000 | 0.0069 | 0.9627 | 0.9795 | 0.9835 | [0.9687951873039637, 0.9407128197388474, 0.9785090270818003] | [0.9870094507132612, 0.9603990897673876, 0.9912282427551865] | +| 0.0096 | 126.0 | 44352 | 0.0068 | 0.9629 | 0.9797 | 0.9836 | [0.96821226993766, 0.9416782604433103, 0.9787299381816814] | [0.9862022643789761, 0.9614794287547392, 0.9914315023238024] | +| 0.0094 | 127.0 | 44704 | 0.0070 | 0.9635 | 0.9803 | 0.9836 | [0.9681169466097413, 0.9445970137524481, 0.9776916740231715] | [0.9859816304073308, 0.9646682395141122, 0.9902781814568518] | +| 0.0093 | 128.0 | 45056 | 0.0075 | 0.9624 | 0.9795 | 0.9833 | [0.9686893771859743, 0.9404694175209211, 0.977967150147525] | [0.9868259294952743, 0.9610948497163601, 0.9906705126737] | +| 0.0096 | 129.0 | 45408 | 0.0066 | 0.9629 | 0.9796 | 0.9836 | [0.969560927014896, 0.9403286913870135, 0.978662351973502] | [0.9876194988275248, 0.9597778659016705, 0.9913477922810582] | +| 0.0091 | 130.0 | 45760 | 0.0065 | 0.9631 | 0.9798 | 0.9837 | [0.9699558752157872, 0.9409646974951015, 0.9782701457282709] | [0.988089786400623, 0.9603884788317374, 0.9908414939578293] | +| 0.0091 | 131.0 | 46112 | 0.0067 | 0.9629 | 0.9796 | 0.9836 | [0.9696632148312143, 0.9407277031692076, 0.9782406533550158] | [0.9877948434211767, 0.9601936289127413, 0.9909560210561338] | +| 0.0092 | 132.0 | 46464 | 0.0064 | 0.9629 | 0.9796 | 0.9837 | [0.9695494541046098, 0.9401912955921807, 0.9789511113443747] | [0.9875858352861742, 0.9594402325174429, 0.991633300663492] | +| 0.0092 | 133.0 | 46816 | 0.0067 | 0.9629 | 0.9797 | 0.9836 | [0.9689423750291478, 0.9410735120808934, 0.9787289647875235] | [0.9869422135541582, 0.9606849461777508, 0.9913960172105643] | +| 0.009 | 134.0 | 47168 | 0.0065 | 0.9634 | 0.9801 | 0.9837 | [0.9692680989574235, 0.9429570663616811, 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0.9612164911668153, 0.9915606898356762] | +| 0.0088 | 140.0 | 49280 | 0.0060 | 0.9631 | 0.9797 | 0.9837 | [0.9695136748955747, 0.9410786458950848, 0.9787683751570184] | [0.9875593977482617, 0.9602855537541366, 0.9913757962521884] | +| 0.0088 | 141.0 | 49632 | 0.0061 | 0.9633 | 0.9800 | 0.9837 | [0.9689982255293607, 0.9425990019702015, 0.9783992624364042] | [0.9869030903657655, 0.9620115626856696, 0.9910392629806292] | +| 0.0088 | 142.0 | 49984 | 0.0059 | 0.9634 | 0.9800 | 0.9838 | [0.9698896874177322, 0.9419368775637067, 0.9783312269838358] | [0.9879716139461738, 0.9611729793432034, 0.9908079644413879] | +| 0.0085 | 143.0 | 50336 | 0.0060 | 0.9632 | 0.9798 | 0.9837 | [0.9697132963299269, 0.9414350054878873, 0.9785393906788199] | [0.9877101032759681, 0.9606743152779695, 0.9911360322100354] | +| 0.0085 | 144.0 | 50688 | 0.0061 | 0.9630 | 0.9796 | 0.9837 | [0.9693124224328498, 0.9407135944316314, 0.9789242137847527] | [0.9873670319020665, 0.9600370502329579, 0.9915412826155647] | +| 0.0084 | 145.0 | 51040 | 0.0059 | 0.9633 | 0.9799 | 0.9837 | [0.9698152603522193, 0.9417310608231377, 0.9782710328534562] | [0.9878709509009446, 0.9610649634121863, 0.9908196192733033] | +| 0.0085 | 146.0 | 51392 | 0.0058 | 0.9634 | 0.9800 | 0.9838 | [0.969346644395655, 0.9424560376910407, 0.9785290265082025] | [0.9872790416610893, 0.9616642267337543, 0.9910933372007775] | +| 0.0084 | 147.0 | 51744 | 0.0058 | 0.9634 | 0.9799 | 0.9838 | [0.9694470864245899, 0.942134104589509, 0.9786358612309284] | [0.9874145372544476, 0.9611669601576934, 0.9912374694971195] | +| 0.0084 | 148.0 | 52096 | 0.0057 | 0.9636 | 0.9801 | 0.9838 | [0.9690536255135453, 0.943097888211169, 0.9785445058504515] | [0.986954378932391, 0.9624111248043977, 0.9910367080174766] | +| 0.0083 | 149.0 | 52448 | 0.0061 | 0.9631 | 0.9798 | 0.9837 | [0.9690928443250687, 0.9416491714700345, 0.9785500029532724] | [0.9872061264690626, 0.9611629274032224, 0.9910986658739281] | +| 0.0082 | 150.0 | 52800 | 0.0055 | 0.9635 | 0.9800 | 0.9838 | [0.9691547411491809, 0.9425217305308616, 0.9787287235161531] | [0.9870903112975128, 0.9617124700564237, 0.9912506643068257] | +| 0.0082 | 151.0 | 53152 | 0.0058 | 0.9635 | 0.9801 | 0.9838 | [0.9689949867192825, 0.9430146554588413, 0.978563021376773] | [0.9869044970277682, 0.962243266390574, 0.9911150150131428] | +| 0.0081 | 152.0 | 53504 | 0.0057 | 0.9636 | 0.9802 | 0.9838 | [0.9697531065724951, 0.9431603476314341, 0.9779919759168987] | [0.9877244974748169, 0.9625870487271634, 0.9904105057984867] | +| 0.0081 | 153.0 | 53856 | 0.0055 | 0.9637 | 0.9803 | 0.9838 | [0.9691726249544009, 0.9436133225312376, 0.9782016710033472] | [0.9871135372783415, 0.9630494479483547, 0.9906302501293615] | +| 0.008 | 154.0 | 54208 | 0.0057 | 0.9637 | 0.9804 | 0.9838 | [0.969391603507561, 0.943926525564109, 0.977861299030209] | [0.987326881015407, 0.9634635140082868, 0.990276098986885] | +| 0.0081 | 155.0 | 54560 | 0.0055 | 0.9638 | 0.9804 | 0.9838 | [0.9689441423515481, 0.944362848774302, 0.9780739978525856] | [0.9868083943935977, 0.9638867436043683, 0.9904947802080917] | +| 0.0078 | 156.0 | 54912 | 0.0055 | 0.9636 | 0.9801 | 0.9839 | [0.9688875348992033, 0.9431125989820246, 0.9789132249284775] | [0.9867638308275052, 0.9620539365538119, 0.9914600531620458] | +| 0.0078 | 157.0 | 55264 | 0.0056 | 0.9637 | 0.9803 | 0.9838 | [0.9695835698093861, 0.9437871349232627, 0.9778340961318753] | [0.9875751729166565, 0.9631975318903785, 0.9902462662921283] | +| 0.0079 | 158.0 | 55616 | 0.0053 | 0.9639 | 0.9804 | 0.9839 | [0.9691779967946504, 0.9442627832467344, 0.9781317781416614] | [0.9870967536810225, 0.9634587725271636, 0.9905773308925561] | +| 0.0078 | 159.0 | 55968 | 0.0053 | 0.9634 | 0.9799 | 0.9838 | [0.9699736683234347, 0.9417617122956236, 0.9785820773585215] | [0.9880010446552882, 0.9607307438943673, 0.9911024501943511] | +| 0.0078 | 160.0 | 56320 | 0.0051 | 0.9639 | 0.9804 | 0.9839 | [0.9691026246003047, 0.9443317684301227, 0.9783614241347781] | [0.9869727490389094, 0.9634096807289247, 0.9907911384340504] | +| 0.0077 | 161.0 | 56672 | 0.0052 | 0.9637 | 0.9802 | 0.9839 | [0.9688692800771033, 0.9433401494881261, 0.9787535750467922] | [0.986739744149378, 0.9624460620337258, 0.9912665847022237] | +| 0.0076 | 162.0 | 57024 | 0.0052 | 0.9635 | 0.9799 | 0.9839 | [0.9700110062206562, 0.9415815295635662, 0.9788113823051661] | [0.9880276684635114, 0.9603815013679373, 0.9913286081827288] | +| 0.0076 | 163.0 | 57376 | 0.0052 | 0.9634 | 0.9799 | 0.9838 | [0.9697037352089939, 0.9418182281409923, 0.9787376527237949] | [0.9876382414746648, 0.9608838587974144, 0.9912796657635703] | +| 0.0076 | 164.0 | 57728 | 0.0051 | 0.9639 | 0.9803 | 0.9839 | [0.9698029705055047, 0.9437153117756084, 0.9781567532628778] | [0.9877142397614918, 0.9627390855671341, 0.9905817233292089] | +| 0.0076 | 165.0 | 58080 | 0.0053 | 0.9638 | 0.9803 | 0.9839 | [0.970128288957794, 0.9433064093914145, 0.9779792798324852] | [0.9881428798623295, 0.9623580701261465, 0.9903869905126212] | +| 0.0075 | 166.0 | 58432 | 0.0050 | 0.9639 | 0.9804 | 0.9839 | [0.9694246356907711, 0.9442698780286107, 0.9781397181265163] | [0.987326688321982, 0.9633659193536749, 0.990554436847731] | +| 0.0074 | 167.0 | 58784 | 0.0052 | 0.9635 | 0.9799 | 0.9839 | [0.9696341333673706, 0.9419023118234972, 0.9789020602733829] | [0.9875924639399948, 0.9607982625855604, 0.9914285142418962] | +| 0.0073 | 168.0 | 59136 | 0.0049 | 0.9640 | 0.9805 | 0.9839 | [0.9693925860161072, 0.9446056310749349, 0.9781199831071045] | [0.9872375162279979, 0.9637988215712476, 0.9904794591790497] | +| 0.0075 | 169.0 | 59488 | 0.0049 | 0.9639 | 0.9803 | 0.9839 | [0.9690921172377619, 0.9437759721374452, 0.9787092629125126] | [0.986904644759394, 0.9628196408358993, 0.9911452589519686] | +| 0.0073 | 170.0 | 59840 | 0.0048 | 0.9637 | 0.9801 | 0.9839 | [0.9696107324083135, 0.9425445639545263, 0.9789011984253628] | [0.9874752356833282, 0.9614508401190832, 0.9913591321175165] | +| 0.0073 | 171.0 | 60192 | 0.0047 | 0.9637 | 0.9800 | 0.9840 | [0.9693966256383574, 0.9423656252386565, 0.979235178175909] | [0.9872437659180827, 0.9611213221541254, 0.9917179644424815] | +| 0.0072 | 172.0 | 60544 | 0.0049 | 0.9635 | 0.9799 | 0.9839 | [0.9698518333585843, 0.9417449789005357, 0.9788979741522301] | [0.9877957940420734, 0.9606279685477493, 0.9914034852278615] | +| 0.0071 | 173.0 | 60896 | 0.0051 | 0.9637 | 0.9801 | 0.9839 | [0.9694340764410725, 0.9429426222433201, 0.9785751286636614] | [0.9873538131331103, 0.962025847021432, 0.9910493297104481] | +| 0.0072 | 174.0 | 61248 | 0.0048 | 0.9636 | 0.9800 | 0.9839 | [0.9692890847533231, 0.9421806353485814, 0.9792992457315993] | [0.9871729575075029, 0.961001607242316, 0.9917712380491762] | +| 0.007 | 175.0 | 61600 | 0.0047 | 0.9638 | 0.9802 | 0.9839 | [0.9702812247519514, 0.9425772640961423, 0.9783993210969689] | [0.9882391751899251, 0.9615350887520918, 0.9907867809968928] | +| 0.007 | 176.0 | 61952 | 0.0048 | 0.9638 | 0.9802 | 0.9839 | [0.9695336502468112, 0.9430534816592941, 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0.9622956622525008, 0.9910655607263664] | +| 0.0069 | 182.0 | 64064 | 0.0046 | 0.9639 | 0.9803 | 0.9839 | [0.96973145544049, 0.9433413264353037, 0.9785451998231337] | [0.987627688298088, 0.9622420585606458, 0.9909487455360605] | +| 0.0068 | 183.0 | 64416 | 0.0047 | 0.9637 | 0.9801 | 0.9839 | [0.9691834322494296, 0.9431087890580634, 0.9789449561319379] | [0.9870196441954445, 0.9619121512951325, 0.9914683742920395] | +| 0.0068 | 184.0 | 64768 | 0.0046 | 0.9638 | 0.9802 | 0.9840 | [0.9693933870192318, 0.9431918236073065, 0.9788809470177501] | [0.9872812576354769, 0.9620122913764527, 0.9913055960146074] | +| 0.0067 | 185.0 | 65120 | 0.0045 | 0.9638 | 0.9802 | 0.9839 | [0.9696677867750818, 0.9431241481367811, 0.9786564786342007] | [0.9875438795044336, 0.9619599853531157, 0.9911155837549406] | +| 0.0068 | 186.0 | 65472 | 0.0045 | 0.9639 | 0.9803 | 0.9840 | [0.9701470466669463, 0.9429653422780857, 0.9784701696134083] | [0.9880961452836485, 0.9618148660845519, 0.990839481486853] | +| 0.0069 | 187.0 | 65824 | 0.0044 | 0.9638 | 0.9801 | 0.9840 | [0.9694621352221482, 0.942810922364273, 0.9790511111229959] | [0.9873351154477694, 0.9615413475071742, 0.9915012081935131] | +| 0.0066 | 188.0 | 66176 | 0.0046 | 0.9639 | 0.9803 | 0.9839 | [0.9689619212091528, 0.9441023596126941, 0.9786418566254248] | [0.9868132631141364, 0.9631708498292373, 0.9910468972455287] | +| 0.0067 | 189.0 | 66528 | 0.0046 | 0.9637 | 0.9801 | 0.9839 | [0.9695400470996552, 0.9424959624348068, 0.978984398834389] | [0.9874374741951388, 0.9613363857558042, 0.9914422777934] | +| 0.0066 | 190.0 | 66880 | 0.0046 | 0.9638 | 0.9802 | 0.9839 | [0.9692181879392795, 0.943193477818319, 0.9788865529337908] | [0.9871386901934205, 0.9620212752354228, 0.9913404073875622] | +| 0.0065 | 191.0 | 67232 | 0.0045 | 0.9636 | 0.9800 | 0.9839 | [0.9690979891789283, 0.9422839239571952, 0.9794180366234324] | [0.9869347948572951, 0.9609710621218176, 0.9919653233751019] | +| 0.0065 | 192.0 | 67584 | 0.0045 | 0.9639 | 0.9803 | 0.9839 | [0.9691113588668442, 0.9440002828601174, 0.9786525667208625] | [0.9870313984943706, 0.9628946460762342, 0.9910553539985666] | +| 0.0066 | 193.0 | 67936 | 0.0044 | 0.9640 | 0.9804 | 0.9840 | [0.9695758770372701, 0.9438818117145336, 0.978451234722268] | [0.9874699237679119, 0.962795134865042, 0.9908332690764475] | +| 0.0064 | 194.0 | 68288 | 0.0046 | 0.9637 | 0.9801 | 0.9839 | [0.9699088770754901, 0.9425597121279117, 0.9786454624309474] | [0.9879086160424213, 0.961493643216043, 0.9910216057352798] | +| 0.0064 | 195.0 | 68640 | 0.0043 | 0.9638 | 0.9801 | 0.9840 | [0.9689466561986442, 0.9431127591477709, 0.9792812540812122] | [0.9868090688205852, 0.9618532571085507, 0.9917280355472373] | +| 0.0065 | 196.0 | 68992 | 0.0044 | 0.9637 | 0.9800 | 0.9840 | [0.9699264143481429, 0.9419839582815565, 0.9791111880185107] | [0.9878365743939214, 0.9606905261523778, 0.9915392220202824] | +| 0.0064 | 197.0 | 69344 | 0.0042 | 0.9639 | 0.9803 | 0.9840 | [0.9694675496701439, 0.9435607877024587, 0.9787123848236657] | [0.9873403245933591, 0.9624831154609448, 0.9910813717483418] | +| 0.0064 | 198.0 | 69696 | 0.0041 | 0.9638 | 0.9801 | 0.9840 | [0.969786674571493, 0.9425924359737123, 0.9791023000608385] | [0.987655185649838, 0.9612143250585969, 0.991518056075535] | +| 0.0064 | 199.0 | 70048 | 0.0040 | 0.9638 | 0.9802 | 0.9840 | [0.9699461796135554, 0.9426605163598301, 0.9788912041989409] | [0.9878475900347182, 0.9614060106628224, 0.9912651190983605] | +| 0.0063 | 200.0 | 70400 | 0.0041 | 0.9641 | 0.9804 | 0.9840 | [0.9695499010215876, 0.9440848425967325, 0.9786227812534884] | [0.9874077223303162, 0.9628788843947744, 0.9909646090572788] | +| 0.0063 | 201.0 | 70752 | 0.0042 | 0.9641 | 0.9804 | 0.9840 | [0.9690753033008208, 0.9444608618442627, 0.9787424996705345] | [0.9868952027815682, 0.9632702612197742, 0.9911220367868757] | +| 0.0062 | 202.0 | 71104 | 0.0042 | 0.9641 | 0.9805 | 0.9840 | [0.9693774872049838, 0.9444560596325333, 0.9785945928048284] | [0.9871896126425386, 0.9632189134747273, 0.9909735820528713] | +| 0.0062 | 203.0 | 71456 | 0.0041 | 0.9641 | 0.9805 | 0.9840 | [0.9695027764009261, 0.9444249276934628, 0.9783073450296013] | [0.9873652719687847, 0.9634708308623146, 0.9906309807438246] | +| 0.0061 | 204.0 | 71808 | 0.0040 | 0.9641 | 0.9804 | 0.9840 | [0.9695757648925113, 0.9441515625019119, 0.9786335183043929] | [0.9874436532309677, 0.9627764983487118, 0.9910159926912304] | +| 0.0061 | 205.0 | 72160 | 0.0040 | 0.9640 | 0.9803 | 0.9840 | [0.9696897817939326, 0.9432871622031681, 0.9789309079637396] | [0.9875386382432731, 0.9619387834459462, 0.991315080877818] | +| 0.0061 | 206.0 | 72512 | 0.0039 | 0.9641 | 0.9805 | 0.9840 | [0.969352933634229, 0.9444076030844347, 0.9786730357116048] | [0.9871751863281188, 0.9631356131379435, 0.9910407460842401] | +| 0.006 | 207.0 | 72864 | 0.0041 | 0.9642 | 0.9805 | 0.9840 | [0.9700127027378339, 0.944329594361569, 0.9782381299224353] | [0.9878858332564701, 0.9631632634594404, 0.9905347146321624] | +| 0.0061 | 208.0 | 73216 | 0.0039 | 0.9640 | 0.9803 | 0.9840 | [0.9697397268265303, 0.9434357116727368, 0.9787858686359158] | [0.9876444526260645, 0.9620892531016298, 0.991153728829817] | +| 0.0062 | 209.0 | 73568 | 0.0040 | 0.9640 | 0.9803 | 0.9840 | [0.9691067849820286, 0.9440762954611688, 0.9789537586653441] | [0.9869168743687684, 0.9626763283211952, 0.9914015427558756] | +| 0.0061 | 210.0 | 73920 | 0.0039 | 0.9639 | 0.9802 | 0.9840 | [0.9695071719660122, 0.9430834953493994, 0.9791963616297753] | [0.9873380829265147, 0.9616596848939416, 0.9916004886367029] | +| 0.006 | 211.0 | 74272 | 0.0042 | 0.9638 | 0.9801 | 0.9840 | [0.9694042955486141, 0.9429716493376364, 0.9791023067691734] | [0.9872465085878321, 0.9616417970325256, 0.9915604010898406] | +| 0.0059 | 212.0 | 74624 | 0.0039 | 0.9640 | 0.9803 | 0.9840 | [0.9694180572133277, 0.9435489498734402, 0.9789769024753652] | [0.9872737490150154, 0.9621786125521858, 0.9913779924705148] | +| 0.0059 | 213.0 | 74976 | 0.0039 | 0.9642 | 0.9805 | 0.9840 | [0.9698727355632145, 0.9444376544097367, 0.9782979482905747] | [0.9877429382355911, 0.9631797039213557, 0.9906315407357484] | +| 0.0059 | 214.0 | 75328 | 0.0039 | 0.9641 | 0.9804 | 0.9840 | [0.9699419930588234, 0.9439833273616692, 0.978349567170431] | [0.9878642965546672, 0.9628039091006362, 0.9906607828140228] | +| 0.0058 | 215.0 | 75680 | 0.0039 | 0.9641 | 0.9804 | 0.9840 | [0.9697679029603555, 0.9439429913025115, 0.9785420568962194] | [0.9876541258360004, 0.9626964721294192, 0.9908800240271535] | +| 0.0059 | 216.0 | 76032 | 0.0038 | 0.9640 | 0.9803 | 0.9840 | [0.9694660296794411, 0.9435867591784283, 0.9789054735954698] | [0.9873214406377073, 0.9623356304428522, 0.9912645153570676] | +| 0.0058 | 217.0 | 76384 | 0.0038 | 0.9641 | 0.9804 | 0.9840 | [0.9697089238268664, 0.9439536977587639, 0.9786226238762885] | [0.987571505318467, 0.9626549167906497, 0.990977983239398] | +| 0.0059 | 218.0 | 76736 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9696975795463015, 0.9431715002775493, 0.9789217007298893] | [0.9875799517135969, 0.9618181701482398, 0.991311615927789] | +| 0.0058 | 219.0 | 77088 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9694148587104808, 0.9433048765818631, 0.9790794520133212] | [0.9872627269511044, 0.9619094661195071, 0.9914998913375046] | +| 0.0057 | 220.0 | 77440 | 0.0037 | 0.9638 | 0.9801 | 0.9840 | [0.96949730947987, 0.9424483145306902, 0.9794175587754212] | [0.9873456557781178, 0.9611103019537887, 0.9918014951128127] | +| 0.0057 | 221.0 | 77792 | 0.0038 | 0.9643 | 0.9805 | 0.9841 | [0.9696047105682973, 0.9446813057755856, 0.9784721556586828] | [0.9874478346782907, 0.963396364653518, 0.9907881416022704] | +| 0.0058 | 222.0 | 78144 | 0.0038 | 0.9639 | 0.9802 | 0.9840 | [0.9693628408774929, 0.943148709464993, 0.9792091588861164] | [0.9872130762785916, 0.9617700366282911, 0.9916075104104358] | +| 0.0057 | 223.0 | 78496 | 0.0037 | 0.9643 | 0.9806 | 0.9840 | [0.9696043601345558, 0.9448550043215865, 0.9783227567582092] | [0.987448387066109, 0.9636892584200744, 0.9906211371357879] | +| 0.0057 | 224.0 | 78848 | 0.0037 | 0.9642 | 0.9805 | 0.9840 | [0.9696171140276272, 0.9442875326948325, 0.9785492458052053] | [0.9874507507721225, 0.963064570777621, 0.9908858908175434] | +| 0.0056 | 225.0 | 79200 | 0.0037 | 0.9639 | 0.9801 | 0.9840 | [0.9691358924033376, 0.9429737932553242, 0.9795029663070046] | [0.986966473656368, 0.9615424754805784, 0.9919069748415972] | +| 0.0057 | 226.0 | 79552 | 0.0038 | 0.9642 | 0.9805 | 0.9840 | [0.9699312174061898, 0.9441208200411225, 0.9784093735474408] | [0.9877622332705496, 0.9629531809084572, 0.9907229769170672] | +| 0.0057 | 227.0 | 79904 | 0.0037 | 0.9640 | 0.9803 | 0.9840 | [0.9694047050149411, 0.9437301539203098, 0.9788875445244223] | [0.9872530152024835, 0.9624921991405702, 0.9912441544007108] | +| 0.0056 | 228.0 | 80256 | 0.0036 | 0.9642 | 0.9804 | 0.9841 | [0.9691971591269037, 0.9443773062563114, 0.9789114153975159] | [0.9869918770728995, 0.9630138219565054, 0.9912803395038537] | +| 0.0055 | 229.0 | 80608 | 0.0038 | 0.9640 | 0.9802 | 0.9840 | [0.9696185219887102, 0.9431039799817824, 0.9791441656461749] | [0.987446697787083, 0.9617145862543145, 0.991519119185203] | +| 0.0056 | 230.0 | 80960 | 0.0036 | 0.9643 | 0.9807 | 0.9840 | [0.9694964383701438, 0.9452484573480998, 0.9782904542820248] | [0.9873222884887775, 0.9640680977707782, 0.9905757427904595] | +| 0.0055 | 231.0 | 81312 | 0.0035 | 0.9642 | 0.9805 | 0.9841 | [0.9693053364268908, 0.9445600248234254, 0.9787682584163958] | [0.9871079427459019, 0.963216288191495, 0.9911183268403801] | +| 0.0055 | 232.0 | 81664 | 0.0036 | 0.9639 | 0.9802 | 0.9840 | [0.96954593420562, 0.9429189762339235, 0.9792098073813137] | [0.9873928528210189, 0.9614956995215407, 0.9916182858800333] | +| 0.0055 | 233.0 | 82016 | 0.0037 | 0.9640 | 0.9803 | 0.9840 | [0.9698904002782319, 0.9433838761298504, 0.9787792831896167] | [0.9877559321955515, 0.9620271546720154, 0.9911429664850302] | +| 0.0055 | 234.0 | 82368 | 0.0035 | 0.9641 | 0.9804 | 0.9841 | [0.970178689257991, 0.9435829471301612, 0.9786291690896637] | [0.9880398788035434, 0.9622026094377015, 0.9909421306314597] | +| 0.0055 | 235.0 | 82720 | 0.0034 | 0.9643 | 0.9806 | 0.9841 | [0.969728465305746, 0.9448708016675744, 0.9783055730822295] | [0.9876001331383104, 0.9635454268379631, 0.9906202840230913] | +| 0.0054 | 236.0 | 83072 | 0.0033 | 0.9643 | 0.9806 | 0.9841 | [0.9696519757992703, 0.944877251464684, 0.9784950567806052] | [0.9874711441596036, 0.9634789263174532, 0.9908096400422225] | +| 0.0054 | 237.0 | 83424 | 0.0034 | 0.9641 | 0.9803 | 0.9841 | [0.9696518822291044, 0.9435188044427026, 0.9790758669151025] | [0.9874979670843661, 0.9620537269304359, 0.9914066264325594] | +| 0.0055 | 238.0 | 83776 | 0.0034 | 0.9642 | 0.9805 | 0.9841 | [0.9694376653951001, 0.9446196587086054, 0.9786805216683314] | [0.9872692656813267, 0.9632897162654773, 0.9909910336761862] | +| 0.0054 | 239.0 | 84128 | 0.0034 | 0.9640 | 0.9803 | 0.9841 | [0.9694876876194463, 0.9433622025367552, 0.9792156942022961] | [0.9873239006904334, 0.9619654555250219, 0.9915419301062267] | +| 0.0053 | 240.0 | 84480 | 0.0033 | 0.9642 | 0.9804 | 0.9841 | [0.9693781102169605, 0.9440832321478003, 0.9790855261935911] | [0.9872113484608805, 0.9625876077228326, 0.9914046664608259] | +| 0.0054 | 241.0 | 84832 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9697521765558303, 0.9436956348955126, 0.9789557967679762] | [0.9875788918997593, 0.9622624419384425, 0.9912735146022816] | +| 0.0053 | 242.0 | 85184 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9696151705591691, 0.943829288978645, 0.978863374626298] | [0.987470469732616, 0.9624934668628915, 0.9911800965745448] | +| 0.0053 | 243.0 | 85536 | 0.0034 | 0.9639 | 0.9802 | 0.9841 | [0.9698694263135026, 0.9425670651251481, 0.979291468880626] | [0.9876926966365748, 0.9611023063193053, 0.991662560241514] | +| 0.0053 | 244.0 | 85888 | 0.0034 | 0.9642 | 0.9805 | 0.9841 | [0.9700420011933667, 0.9440912844549779, 0.9785558964654728] | [0.9878953844272368, 0.962687428378056, 0.990857755598306] | +| 0.0053 | 245.0 | 86240 | 0.0032 | 0.9642 | 0.9805 | 0.9841 | [0.9695069376440956, 0.9443032050458169, 0.9788576850362473] | [0.98732392638289, 0.9628836059117665, 0.9911759841338538] | +| 0.0052 | 246.0 | 86592 | 0.0033 | 0.9641 | 0.9804 | 0.9841 | [0.9691580877058837, 0.9441061247641744, 0.979134140200113] | [0.9869697237521367, 0.9627113254429165, 0.9914671843092013] | +| 0.0052 | 247.0 | 86944 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9695075730710049, 0.9439402519122113, 0.9790821235625695] | [0.9873112471555239, 0.9624446046521596, 0.9914107344983134] | +| 0.0052 | 248.0 | 87296 | 0.0034 | 0.9640 | 0.9802 | 0.9841 | [0.9696191766582255, 0.9429618497677091, 0.9793590460606093] | [0.9874214934870907, 0.9614428245204688, 0.9917346373270273] | +| 0.0052 | 249.0 | 87648 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9694584550303529, 0.9440803191307574, 0.9790310280329964] | [0.9872678525962099, 0.9626222954005228, 0.9913503734938323] | +| 0.0052 | 250.0 | 88000 | 0.0032 | 0.9640 | 0.9802 | 0.9841 | [0.9695661451804297, 0.9428536609048571, 0.979462698960499] | [0.9873848945825656, 0.961332063521433, 0.9918180717487465] | +| 0.0051 | 251.0 | 88352 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9694573368516962, 0.9442372293142128, 0.9789347608543782] | [0.9872821504483462, 0.9628148993547763, 0.9912416869362962] | +| 0.0051 | 252.0 | 88704 | 0.0031 | 0.9642 | 0.9805 | 0.9841 | [0.969454293519385, 0.9442942487446357, 0.9789087637821535] | [0.9872695675676926, 0.9629195014193849, 0.9912025750003637] | +| 0.005 | 253.0 | 89056 | 0.0031 | 0.9641 | 0.9803 | 0.9841 | [0.9694763359152443, 0.943425465362066, 0.97928532827381] | [0.9872742243254639, 0.9619613229498956, 0.9916242182944768] | +| 0.005 | 254.0 | 89408 | 0.0032 | 0.9643 | 0.9806 | 0.9841 | [0.9694587926047613, 0.9449517061682563, 0.9786330409960917] | [0.9872636133408595, 0.9635575350834417, 0.9909362638410699] | +| 0.005 | 255.0 | 89760 | 0.0031 | 0.9642 | 0.9804 | 0.9841 | [0.969424649036567, 0.9442274655889172, 0.9790126471142304] | [0.9872330457405375, 0.9627719265627026, 0.9913204795499589] | +| 0.0051 | 256.0 | 90112 | 0.0032 | 0.9642 | 0.9804 | 0.9841 | [0.9696682623540045, 0.9439817204489805, 0.9788858909193073] | [0.987487979141836, 0.9625891150147264, 0.9911914189112554] | +| 0.005 | 257.0 | 90464 | 0.0031 | 0.9642 | 0.9804 | 0.9841 | [0.9695088664349284, 0.9441887706314905, 0.9789136022158003] | [0.9873195201265713, 0.962762263923277, 0.9912356713980516] | +| 0.005 | 258.0 | 90816 | 0.0031 | 0.9640 | 0.9802 | 0.9841 | [0.9699837412231214, 0.9429351194765714, 0.9791741606332247] | [0.9878208377642116, 0.9613845092936874, 0.9915155011123824] | +| 0.0049 | 259.0 | 91168 | 0.0031 | 0.9643 | 0.9806 | 0.9841 | [0.9696432497645217, 0.9447290811866833, 0.9786224392875608] | [0.9874672838679891, 0.9633273486524965, 0.9909073542580004] | +| 0.005 | 260.0 | 91520 | 0.0030 | 0.9643 | 0.9805 | 0.9841 | [0.969477776951396, 0.9446443033235639, 0.9788232443537079] | [0.9872968015717617, 0.9631383182777, 0.9911327510073565] | +| 0.005 | 261.0 | 91872 | 0.0030 | 0.9642 | 0.9805 | 0.9841 | [0.9696041558883742, 0.9442744048788143, 0.9788142216541236] | [0.9874407242909075, 0.9628902739315355, 0.9910984908764519] | +| 0.0049 | 262.0 | 92224 | 0.0030 | 0.9643 | 0.9805 | 0.9841 | [0.969401407776248, 0.9444154780102733, 0.9789760609901352] | [0.9872381007313872, 0.9629254607125016, 0.9912655478421772] | +| 0.005 | 263.0 | 92576 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9699107004492445, 0.9436725151448005, 0.9789899346754927] | [0.9877322373273885, 0.9621198481324559, 0.9913003854647534] | +| 0.0049 | 264.0 | 92928 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9699228353874664, 0.9437787575035409, 0.978906689458867] | [0.987760332028756, 0.9622823561591595, 0.991195176982057] | +| 0.0049 | 265.0 | 93280 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9694753241324696, 0.9450502047407449, 0.9787218042049285] | [0.9872743335184047, 0.9635652412380249, 0.9909998010497443] | +| 0.0049 | 266.0 | 93632 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9696344460467983, 0.9438282760197231, 0.9790744422968544] | [0.9874485091052781, 0.9623363691157009, 0.9913798561936364] | +| 0.0048 | 267.0 | 93984 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9694601894601641, 0.9449617974591413, 0.9787602719961273] | [0.9872581986556165, 0.9634622263218343, 0.9910504584441696] | +| 0.0049 | 268.0 | 94336 | 0.0030 | 0.9644 | 0.9806 | 0.9841 | [0.9696536253844138, 0.9448916869585661, 0.9785537391522742] | [0.987463288690977, 0.9634947778375027, 0.9908419358264567] | +| 0.0049 | 269.0 | 94688 | 0.0029 | 0.9643 | 0.9805 | 0.9841 | [0.9697355511155754, 0.944213885450029, 0.9788320194630298] | [0.9875405651775233, 0.9627646396548712, 0.9911276760805465] | +| 0.0049 | 270.0 | 95040 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9697114498794398, 0.9447721175162607, 0.9787107722627246] | [0.9875069401748577, 0.9632795744869066, 0.990980936321809] | +| 0.0048 | 271.0 | 95392 | 0.0029 | 0.9643 | 0.9805 | 0.9841 | [0.9696686775201072, 0.944295115292769, 0.9788955424897382] | [0.9874963741520526, 0.9627815492738662, 0.9911782284764862] | +| 0.0047 | 272.0 | 95744 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.9697269420688628, 0.9439218655574461, 0.9790307325642991] | [0.9875554732255055, 0.9623989666485915, 0.9913109815619378] | +| 0.0048 | 273.0 | 96096 | 0.0030 | 0.9641 | 0.9804 | 0.9841 | [0.9693560063970803, 0.9437908670258152, 0.9792557209028651] | [0.987152955929986, 0.9623422884805556, 0.9915649597740958] | +| 0.0047 | 274.0 | 96448 | 0.0029 | 0.9644 | 0.9806 | 0.9841 | [0.9695574586128064, 0.9448543520643992, 0.9786601336002965] | [0.987352881781556, 0.9634810225512129, 0.9909353144797615] | +| 0.0048 | 275.0 | 96800 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9695008210702196, 0.9448012065286511, 0.9787831120820321] | [0.9872969171878168, 0.9633608684285205, 0.991057685839937] | +| 0.0047 | 276.0 | 97152 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9694622057815954, 0.9445075307274506, 0.9790065332735013] | [0.9872605944772009, 0.9629616457000202, 0.9912926549512419] | +| 0.0047 | 277.0 | 97504 | 0.0028 | 0.9642 | 0.9804 | 0.9841 | [0.9696515297764736, 0.9438390831182729, 0.9790975261736862] | [0.9874721847040987, 0.9623109647589465, 0.9913953828447131] | +| 0.0047 | 278.0 | 97856 | 0.0029 | 0.9642 | 0.9804 | 0.9841 | [0.969345717855752, 0.9442185614188442, 0.9790651016313888] | [0.9871404051649032, 0.962775260572587, 0.9913792218277852] | +| 0.0047 | 279.0 | 98208 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.96956270091332, 0.9444628275686975, 0.9789227953931157] | [0.9873647966583363, 0.9629800925571054, 0.9911953563544701] | +| 0.0047 | 280.0 | 98560 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9695406128483879, 0.9447627640046808, 0.9787739684443643] | [0.9873394446267182, 0.9633210200229554, 0.9910467703723586] | +| 0.0047 | 281.0 | 98912 | 0.0028 | 0.9642 | 0.9804 | 0.9841 | [0.969814091576022, 0.9438166420211718, 0.9789922191842528] | [0.987625767786952, 0.962333504262896, 0.9912785895290916] | +| 0.0047 | 282.0 | 99264 | 0.0027 | 0.9642 | 0.9805 | 0.9841 | [0.9696597833974618, 0.9441383892725556, 0.9789137339662165] | [0.9874852300489724, 0.9627065939438589, 0.9911887851992385] | +| 0.0047 | 283.0 | 99616 | 0.0028 | 0.9644 | 0.9806 | 0.9841 | [0.9696314443512826, 0.9450238396977506, 0.9786280658969811] | [0.9874335753648393, 0.9635788567753973, 0.9908858558180481] | +| 0.0046 | 284.0 | 99968 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9695505145883412, 0.9442588526876405, 0.9789620010759155] | [0.9873611611757176, 0.9628091896132974, 0.9912421331798605] | +| 0.0045 | 285.0 | 100320 | 0.0028 | 0.9645 | 0.9807 | 0.9841 | [0.9693810781868448, 0.9457193711202037, 0.9784435330668333] | [0.9871911028050253, 0.9643199053556447, 0.9907008266115163] | +| 0.0046 | 286.0 | 100672 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9693120683602233, 0.9445251402358203, 0.979069072296466] | [0.9870931567370889, 0.9630153891407924, 0.9913662588897351] | +| 0.0047 | 287.0 | 101024 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9699283874734852, 0.9441875518278643, 0.9787236412513756] | [0.987774539957294, 0.9626957534207017, 0.9910049153509864] | +| 0.0046 | 288.0 | 101376 | 0.0028 | 0.9643 | 0.9806 | 0.9841 | [0.9693633477397352, 0.9448993260956254, 0.9787866289465178] | [0.9871740365906829, 0.9634733563248917, 0.9910676956955762] | +| 0.0046 | 289.0 | 101728 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.969456600484621, 0.9445334739722266, 0.9789295847172443] | [0.9872635105710328, 0.9630482301363609, 0.991216727921252] | +| 0.0046 | 290.0 | 102080 | 0.0028 | 0.9643 | 0.9805 | 0.9841 | [0.9696367133910546, 0.9445962268629845, 0.9787757121410013] | [0.9874443533504119, 0.9631526824699866, 0.9910460266330846] | +| 0.0046 | 291.0 | 102432 | 0.0027 | 0.9642 | 0.9804 | 0.9841 | [0.9697592969444739, 0.9436442143126672, 0.979114274665999] | [0.9875865418287325, 0.9621435455560059, 0.9913929328800462] | +| 0.0046 | 292.0 | 102784 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9694375877100211, 0.9449469020066017, 0.9788470407688464] | [0.9872259289300402, 0.9634166382285938, 0.9911258036075511] | +| 0.0045 | 293.0 | 103136 | 0.0027 | 0.9642 | 0.9804 | 0.9841 | [0.9695618117884656, 0.9438274750377589, 0.9792152575128988] | [0.9873598058986284, 0.9622857700255681, 0.9915093193265353] | +| 0.0045 | 294.0 | 103488 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9695810310933861, 0.9444392150818434, 0.9788931196836493] | [0.987380224978566, 0.9629915020579974, 0.9911654799103444] | +| 0.0045 | 295.0 | 103840 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9696253153962915, 0.9447020408612395, 0.9787556316733382] | [0.987427800985203, 0.9632589814857341, 0.9910203676281356] | +| 0.0045 | 296.0 | 104192 | 0.0027 | 0.9644 | 0.9806 | 0.9841 | [0.9696576443557665, 0.9449342902508912, 0.9786067412541694] | [0.9874649587006605, 0.9635133844076363, 0.9908710029072549] | +| 0.0045 | 297.0 | 104544 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9693484866741892, 0.9445616443587829, 0.9790162146672065] | [0.9871326588892174, 0.9630834867917858, 0.9913032116739942] | +| 0.0045 | 298.0 | 104896 | 0.0027 | 0.9643 | 0.9805 | 0.9841 | [0.9695563197752716, 0.9445276906759829, 0.9788780712598045] | [0.9873511989256443, 0.9630741635425879, 0.991152713844455] | +| 0.0044 | 299.0 | 105248 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9696163670804748, 0.944468133603568, 0.9789021136047535] | [0.9874191554735338, 0.9629719172454426, 0.99117145169922] | +| 0.0044 | 300.0 | 105600 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9692666361347869, 0.9447542601029093, 0.9789713760482098] | [0.987066744891633, 0.9632780971412093, 0.9912546323745988] | +| 0.0045 | 301.0 | 105952 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9695590423510818, 0.944636121899532, 0.9788275857915097] | [0.9873573779614732, 0.9631705703314026, 0.9911059632686859] | +| 0.0044 | 302.0 | 106304 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9695676619987119, 0.9441836703454933, 0.9790559751148259] | [0.9873677127521683, 0.9626809100892699, 0.9913314650165279] | +| 0.0044 | 303.0 | 106656 | 0.0026 | 0.9644 | 0.9806 | 0.9841 | [0.9695313863286741, 0.9449099042209175, 0.9787954325088801] | [0.987317207805471, 0.9634123259762882, 0.9910633863827245] | +| 0.0044 | 304.0 | 107008 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9696989301147528, 0.9445796196086815, 0.9787509856559969] | [0.9875073576772786, 0.96311662724932, 0.9910244756938896] | +| 0.0044 | 305.0 | 107360 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9694322567350819, 0.944582766165652, 0.9789692111184048] | [0.9872194415847313, 0.9630996577379319, 0.9912471337327432] | +| 0.0044 | 306.0 | 107712 | 0.0026 | 0.9643 | 0.9805 | 0.9841 | [0.9694002433698126, 0.9446991930348256, 0.9789384203942975] | [0.9871895805269677, 0.9632235251889987, 0.9912124492329587] | +| 0.0044 | 307.0 | 108064 | 0.0026 | 0.9644 | 0.9806 | 0.9841 | [0.9694847530170445, 0.9447496818779233, 0.9788903914177217] | [0.9872751428307898, 0.9632296242310329, 0.9911683104945221] | +| 0.0044 | 308.0 | 108416 | 0.0026 | 0.9644 | 0.9805 | 0.9841 | [0.9696398017109359, 0.944598488111509, 0.978830749313142] | [0.9874383991235789, 0.963111925696459, 0.9910980752574459] | +| 0.0045 | 309.0 | 108768 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9695973238301179, 0.9444233053573874, 0.9789468772649665] | [0.9873907010777728, 0.9629130030947298, 0.9912228965822883] | +| 0.0043 | 310.0 | 109120 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694890087796452, 0.9442512372462036, 0.9790705990805632] | [0.9872867686674325, 0.9627412516753524, 0.9913553959213994] | +| 0.0043 | 311.0 | 109472 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9695470909793544, 0.9444017816289381, 0.9789644199198176] | [0.9873468761698097, 0.9629011543829548, 0.9912443425229976] | +| 0.0044 | 312.0 | 109824 | 0.0025 | 0.9644 | 0.9805 | 0.9841 | [0.9694797089775404, 0.9446818460631837, 0.9789239215129693] | [0.9872680260202924, 0.9631727863499486, 0.9911980469406668] | +| 0.0044 | 313.0 | 110176 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694613526646529, 0.9444633761589961, 0.9790217469087532] | [0.98725049734173, 0.962963172956045, 0.9912960324025327] | +| 0.0043 | 314.0 | 110528 | 0.0025 | 0.9643 | 0.9805 | 0.9841 | [0.9694927293809907, 0.9446081762302188, 0.9789368088841398] | [0.9872852271200323, 0.9631047086630863, 0.9912106205093324] | +| 0.0044 | 315.0 | 110880 | 0.0025 | 0.9644 | 0.9806 | 0.9841 | [0.969496806317219, 0.9447859855910549, 0.9788492568810394] | [0.987291701619113, 0.9633040505115674, 0.9911154743815179] | ### Framework versions