Epoch Iteration Training Time Validation Time Train MNLL Train JSD Train Profile Pearson Train Count Pearson Train Count log1pMSE Val MNLL Val JSD Val Profile Pearson Val Count Pearson Val Count log1pMSE Saved? 0 0 20.59 95.01 78076.24 0.965851728807471 0.022705312252858087 0.08938979675619897 235.43093872070312 81339.07 0.9647617477786397 0.02425523443605491 0.09178203351630672 225.34339904785156 True 0 100 29.94 77.45 5944.521 0.9542279610078203 0.07003118578147874 -0.15130542115405846 8.487269401550293 10613.236 0.95364810461154 0.06760492315895938 -0.16040336591257515 9.754383087158203 True 0 200 29.9 77.17 5840.6787 0.9488159371445005 0.06369770863453506 -0.1544348891275438 5.169948101043701 10520.816 0.9490942613139957 0.06059669388097793 -0.16358505515662258 5.021313667297363 True 0 300 29.87 76.95 5508.9717 0.9389485781352324 0.08694401638236757 -0.1487419578579512 5.211367607116699 10432.717 0.9389534828536342 0.08358103222378706 -0.15458726822987745 5.19533109664917 True 0 400 29.82 76.88 5336.3735 0.9355329661538734 0.09595474814703518 -0.14667077566816003 5.368298053741455 9198.795 0.9352907945025509 0.09319113135699574 -0.14590620301033363 5.665698051452637 True 0 500 30.11 76.59 5208.4033 0.9350415079375161 0.09022967506310396 -0.15070677361128657 5.830295562744141 9666.685 0.9345801999436327 0.08933271613277805 -0.1437424987441912 6.173573017120361 False 0 600 29.48 77.87 4798.226 0.9336196369026636 0.08914369844305409 -0.15149680401056498 6.613489151000977 8172.5977 0.9324437333898813 0.09008671536614954 -0.13667339276077412 7.240002155303955 True 1 700 31.39 77.52 4940.0244 0.9268154441791242 0.09559132457104168 -0.15077351692053942 6.727712154388428 9285.894 0.9262938042136022 0.09404625831972228 -0.1456349205191522 6.175786018371582 False 1 800 29.95 78.28 4142.1587 0.9176866757368232 0.12217220294924389 -0.13889350325170063 5.45734167098999 8142.5347 0.9164811801472208 0.1217698495561251 -0.12245953948086255 5.6011834144592285 True 1 900 29.93 76.45 4009.5454 0.9287760539460062 0.09961103945792894 -0.14318332483972215 6.042745590209961 8228.501 0.927434709601612 0.10034549727522388 -0.1328088045424572 6.492862224578857 False 1 1000 29.21 76.37 3821.8596 0.9207929236629575 0.10900878599086126 -0.13870529708365964 5.837741374969482 7372.0093 0.9201203353108883 0.10999191747263316 -0.13191273068996626 5.583089351654053 True 1 1100 29.89 76.29 5723.828 0.9264233650462119 0.09134603431786426 -0.12198711942068079 5.264070510864258 8752.498 0.9250556342141555 0.09240321401235219 -0.10039696447034416 5.228018283843994 False 1 1200 29.19 76.36 3776.6897 0.9245105308154524 0.10557211156420633 -0.13358554303093603 5.74011754989624 7421.221 0.923052300407436 0.10791188126353501 -0.12542029877343752 5.5236334800720215 False 2 1300 29.23 77.81 3677.0562 0.9119323944142961 0.12794058460063867 -0.1168505964255062 5.408574104309082 6370.118 0.9095225770305138 0.13427458738984524 -0.09706617935090735 5.64913272857666 True 2 1400 29.69 76.59 3468.0154 0.9203878606642718 0.10597517861247185 -0.11856731611489708 5.301573753356934 6437.36 0.9181644870942965 0.11103201369719047 -0.09145890355446352 5.2656707763671875 False 2 1500 29.36 76.32 3262.3264 0.9166073048995128 0.13240605090666083 -0.09537447386594598 5.558038234710693 6317.9883 0.9150009018478883 0.13666019943763472 -0.06892631155574941 6.006521224975586 True 2 1600 29.82 76.32 3227.3496 0.9075365983687207 0.14074934320031707 -0.07631345945464017 5.050878047943115 6071.55 0.9056264047347854 0.14542910551172325 -0.045266907773870935 5.089272975921631 True 2 1700 29.78 78.22 3331.7253 0.9155871778602216 0.12346168320691651 -0.04799998644229115 5.000274658203125 6242.83 0.9130082328924817 0.13035095397393864 -0.025560502872626144 5.0738043785095215 False 2 1800 29.12 76.6 3725.2605 0.9054820359472244 0.14791103904077152 -0.09308947158097873 5.123878479003906 6245.6685 0.904122272857191 0.15185677724145166 -0.07835504954608669 5.1373372077941895 False 2 1900 29.05 76.41 3766.2466 0.9335880532061382 0.10461907755218179 -0.10761209701791818 6.977545738220215 7339.053 0.9339001676149938 0.10582387896438342 -0.08907634439130398 7.8918328285217285 False 3 2000 28.79 76.36 3793.344 0.904367330480529 0.13665470830147003 0.000734313339118779 5.002486705780029 5850.928 0.9022554450232149 0.14011239002442266 0.027558304433282204 4.828245162963867 True 3 2100 29.58 76.31 3507.1663 0.906130105679833 0.13448188916468337 -0.014943474692931613 5.10313081741333 5983.1167 0.9040943704526234 0.13825761380492665 0.013454742372579 5.341024875640869 False 3 2200 29.36 76.61 3793.321 0.9018390748531909 0.14255259158206832 0.05049935062530672 4.937021255493164 5565.3667 0.9001776004234487 0.14707683500101632 0.07271117897368175 5.030795097351074 True 3 2300 29.85 76.53 3236.5552 0.9008992936164155 0.14002252041863056 -0.07019524877421576 5.113673210144043 5350.19 0.8994343250356657 0.14480892803818127 -0.046868912707554784 5.149113178253174 True 3 2400 29.54 76.3 3266.8225 0.8900129627944837 0.1668807216523571 0.03802116016757584 5.006967067718506 5777.399 0.8892940047428913 0.1681977730075983 0.06720333840131835 4.7773051261901855 False 3 2500 29.29 76.94 2984.0835 0.8893539011721645 0.1607892428572466 0.09398187255720059 4.8676252365112305 5496.8594 0.8889566430591656 0.16261588627457255 0.09450164283979826 4.833889484405518 False 4 2600 29.09 76.37 3051.8906 0.8942499451721216 0.15733712762614221 0.17312695231806777 4.837522983551025 5025.061 0.8922398759377305 0.1627565642754548 0.17772570031695828 4.95900821685791 True 4 2700 52.89 76.95 3046.8457 0.8878417143002847 0.17357151746288163 0.1731565262219285 4.822010040283203 5480.436 0.8878943972168823 0.17462736754500396 0.17239819651596408 4.691797256469727 False 4 2800 29.07 76.88 2785.6758 0.8908537552163731 0.16516150670835628 0.2075775302461469 4.777166843414307 5075.568 0.8905048320068645 0.1676391106800609 0.19433553924649333 4.681069374084473 False 4 2900 28.97 78.61 2622.8684 0.8848974484527096 0.18624274051952147 0.24059194505222004 4.716483116149902 5116.1353 0.8860377659562979 0.18629416268032106 0.22755560769531474 4.711731910705566 False 4 3000 29.1 76.31 4058.4585 0.9352913265642311 0.09252951819216881 -0.08880961063507403 7.78353214263916 6151.562 0.9335615171237532 0.0952302559919776 -0.04218407931032157 8.879895210266113 False 4 3100 29.06 76.5 3175.1636 0.891945104611175 0.16990519219936406 -0.08366879322239454 5.230680465698242 6347.3906 0.893219952649048 0.16701783414075627 -0.057419282485214246 5.3658833503723145 False 5 3200 28.99 76.57 3056.719 0.8914967820687882 0.1798516350774454 -0.07622709246902343 5.224729537963867 5288.7725 0.8916929410520356 0.1818154208311133 -0.04511630636832523 5.4341044425964355 False 5 3300 29.43 76.4 3030.235 0.8833903758514978 0.18672832501747152 0.15163621075503317 4.843906402587891 5042.971 0.8837162504122094 0.1867143117595684 0.17256398783017812 4.910543918609619 False 5 3400 29.4 76.73 3068.4885 0.8906660271346518 0.17330149480017532 0.19069428595073418 4.804798126220703 5776.5474 0.8913039898304264 0.17403152567292815 0.19466675001117165 4.89255952835083 False 5 3500 29.21 76.68 2691.5623 0.8913019890851349 0.16548693983521282 -0.010439538979442066 5.094202041625977 5548.7227 0.8934726349234865 0.1638864393458355 -0.021414163528216245 5.273732662200928 False 5 3600 29.22 76.94 2693.2063 0.8825922139392905 0.18029667126757037 0.11970339911932391 4.870233058929443 5432.288 0.8850702225764742 0.1773793628854605 0.10184621700339491 4.979011058807373 False 5 3700 29.1 76.44 3095.6384 0.8854149035520342 0.1851178527014227 0.1139777883014836 5.042322158813477 6028.3984 0.8872616018290989 0.18136389344662956 0.08986329292512159 5.343369960784912 False 5 3800 29.29 76.76 2745.791 0.8946484749395169 0.17125944743379673 -0.011936951642159558 5.000094413757324 5188.3325 0.8950877223421227 0.16972366123457439 -0.026787462927062227 5.083512306213379 False 6 3900 28.79 76.31 2550.3115 0.8853753087483992 0.18452015063762311 0.1267722788514688 4.837446212768555 5180.178 0.8872925546585095 0.1803901125689352 0.10698069378303254 4.829963684082031 False 6 4000 29.06 76.3 2662.592 0.87813982141025 0.19286367943808863 0.23988688243441977 4.737726211547852 4596.7407 0.8787953872504419 0.19070266978915607 0.2139115089014541 4.777009963989258 True 6 4100 29.69 76.42 2510.7122 0.8676316163818232 0.20895180803901653 0.27830364417546005 4.755041122436523 4773.944 0.8711879054827517 0.2031342788369007 0.2428739624124929 4.589539527893066 False 6 4200 29.33 77.04 2495.855 0.8719473252110487 0.21206552760461939 0.2815282713570152 4.771938800811768 5021.246 0.8764209219820983 0.2046634831261736 0.23779031323388555 5.012979507446289 False 6 4300 29.35 76.49 2697.763 0.8717800707943728 0.20410579990169542 0.2536552933424732 4.689266681671143 4778.8433 0.8754701554147799 0.19674378529492842 0.24220106124556212 4.703267574310303 False 6 4400 29.36 77.54 2690.609 0.891728096830163 0.1684202742499188 0.2926358888004047 4.642855644226074 5926.7676 0.8958758627962423 0.15838831509930312 0.23029766093263784 4.790646076202393 False 7 4500 29.25 76.62 2436.9192 0.8661155961585687 0.2137859329236416 0.29524995088976574 4.621634483337402 4676.894 0.87103509144692 0.20297680798130902 0.2471877164410307 4.537440776824951 False 7 4600 29.03 76.31 2409.3748 0.8647948705642359 0.21483006882827269 0.3069146659665568 4.589556694030762 4793.608 0.8710286670531003 0.20279738317690238 0.2704228858551124 4.661238193511963 False 7 4700 28.88 76.37 2996.37 0.8680125616674369 0.2121332398121734 0.3193205754143684 4.643127918243408 5275.778 0.8737386060079539 0.201398766346212 0.28602531021711086 4.772770881652832 False 7 4800 28.86 76.95 3536.881 0.8821805435365107 0.1908346925907567 0.29351641431083786 4.608512878417969 5601.0024 0.8853933833798603 0.18244262443118592 0.27009063922991466 4.537586212158203 False 7 4900 28.94 76.36 2943.941 0.8777769960393176 0.19203702599129358 0.2997074032743952 4.582727432250977 5114.937 0.8813284606153883 0.18587301240949317 0.2737176069788206 4.5434722900390625 False 7 5000 29.39 76.76 2676.252 0.8694797273392834 0.2107590599510585 0.3031776905888262 4.534113883972168 4634.6235 0.8741136476865091 0.20147582688156748 0.2807933209781826 4.527304649353027 False 8 5100 29.21 76.39 2764.1055 0.8660997653299857 0.2188337656055827 0.3159850819919001 4.550114154815674 5057.0117 0.8725519564896893 0.2063494640425604 0.30645304911988624 4.643090724945068 False 8 5200 29.35 76.4 2867.85 0.8966879242564717 0.15227134007644821 0.30866708702304224 4.657500267028809 6755.9336 0.9045911398784116 0.13470442397534674 0.3042152373365139 4.840548515319824 False 8 5300 29.18 79.51 2575.1833 0.8610841066091588 0.2266585951814389 0.3383851940933461 4.52982234954834 4878.8525 0.8672939013276134 0.21249999751709875 0.3181825075656312 4.514773845672607 False 8 5400 28.91 77.37 4379.4526 0.8851525190023096 0.17902694715091969 0.32986322491873554 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0.4234074740840628 4.538607597351074 False 12 8000 28.9 76.54 2191.2183 0.8339332286562321 0.2772420880639903 0.44458989900386325 4.08592414855957 4254.523 0.8482600274272091 0.2467379324060381 0.4448191029637871 4.03493070602417 False 12 8100 29.32 76.44 2150.8894 0.844148109654531 0.2504887205623491 0.43308334970427076 4.077038764953613 4468.2183 0.8578182181111866 0.22039972143178346 0.43393239697633174 4.058876037597656 False 12 8200 28.52 76.39 2138.0576 0.834076929370229 0.27005292243402307 0.4356664007939942 4.324704170227051 4466.5444 0.8488901577899503 0.23848803217030753 0.43131601652238344 4.060352325439453 False 13 8300 28.82 76.29 2047.1924 0.8274544849812492 0.28442645738995226 0.4523834701726 4.037351131439209 4052.2092 0.8441100306915057 0.2492327741498649 0.4490605500375495 3.9319820404052734 True 13 8400 29.66 76.44 2149.1567 0.8266994068536528 0.27581417064263747 0.4430309370343791 3.9976346492767334 4281.956 0.8439126444349238 0.23843287723559584 0.4503327387567913 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0.7914826476111226 0.35702321496954337 0.6113596879912944 3.453720808029175 4050.7256 0.830118793181337 0.27642073512508475 0.5790435819377181 3.763726234436035 False 25 16100 29.33 76.45 1757.2172 0.7913131361729792 0.3507036514453926 0.6072336881140761 3.210601329803467 4006.4246 0.8286792015741183 0.27350696574198335 0.5752738851193243 3.257166862487793 False 25 16200 29.31 76.33 1712.0922 0.7813018030474903 0.3633568949189943 0.6275600679654078 3.041264533996582 3911.1055 0.8238004784278772 0.27767135410646143 0.5959634866543211 3.1471002101898193 False 25 16300 29.17 76.3 1706.5801 0.7841726727855812 0.36292457222387386 0.6322044428295877 3.0426340103149414 3969.5005 0.825495290016038 0.2778120768260619 0.5998519718038016 3.13227915763855 False 25 16400 29.11 76.26 1916.5852 0.7815127427635209 0.36548125648118307 0.6332268235906433 3.0501065254211426 4011.5562 0.8245992659527431 0.2770850196821961 0.5974275604714733 3.242249011993408 False 25 16500 29.33 76.24 1773.3328 0.8134341297954109 0.338831024692892 0.6131510834132402 3.592984199523926 4279.4014 0.8464975148411519 0.2623135825875738 0.576164866538834 3.961674451828003 False 26 16600 29.06 76.35 1685.6969 0.7888715638200583 0.3484829347881086 0.620631414157642 3.0640385150909424 4081.7427 0.8286626367160156 0.267731687969562 0.5880384013373495 3.1428263187408447 False 26 16700 29.12 76.52 1730.3136 0.7913041901506308 0.35538274169032313 0.6191612754800728 3.118483304977417 4089.5122 0.8292870606481406 0.2752079835461542 0.5852527999370987 3.239165782928467 False 26 16800 29.03 76.3 1778.4746 0.7836310591702993 0.3633212234682638 0.6250580796869988 3.1651647090911865 3859.988 0.8264017649802686 0.2742991715841057 0.5819211463927024 3.2324838638305664 False 26 16900 29.25 76.28 1707.4073 0.7852032806719431 0.36310691680515256 0.6260133432489263 3.967707872390747 3827.2397 0.8277344665234432 0.2740224526581172 0.5945929906910541 4.391763687133789 False 26 17000 29.04 76.44 1648.9768 0.7795726113459096 0.3671891458079491 0.6351786512099794 3.3718042373657227 3905.204 0.8234432718719933 0.2764798821194205 0.595947191972518 3.713533401489258 False 26 17100 29.01 78.34 1645.2275 0.7767409609129455 0.3697332602542974 0.6374249111517221 3.0104494094848633 4028.064 0.8222772187737591 0.2778214511999832 0.5955257309917332 3.1304924488067627 False 27 17200 28.99 76.37 1618.3131 0.7835208878895199 0.3693691759696148 0.6360840420438824 3.183424711227417 4110.886 0.8272910441907053 0.27713099026152205 0.5935649322729746 3.4757800102233887 False 27 17300 29.87 77.64 1696.8885 0.7947826509836163 0.3659071907903846 0.6397423962861398 3.3265364170074463 4134.6543 0.8333670855957679 0.27887269731230413 0.5994235239759695 3.6766815185546875 False 27 17400 29.09 76.61 1715.1699 0.7790962150213496 0.37451715956667875 0.648265545590214 2.9681553840637207 3950.2998 0.8231309640488135 0.2829071222241282 0.6008305987146803 3.2413249015808105 False 27 17500 29.58 77.47 1728.6406 0.7851046631084074 0.3583691482518076 0.6246304387749653 3.212949752807617 4040.2476 0.8295357294604395 0.2653524155830934 0.5873560141597468 3.4905951023101807 False 27 17600 29.39 77.75 1804.2366 0.7807859358891387 0.365320787357077 0.6491519300745451 2.874068021774292 4077.565 0.8256821705531974 0.27337554825887533 0.606878378112057 3.0686025619506836 False 27 17700 29.59 76.49 1717.3293 0.7948646650119702 0.3629517537033481 0.6483160401292958 3.3297219276428223 4167.9355 0.8364017135856286 0.26932657789554515 0.5972478898654474 3.3403937816619873 False 27 17800 29.36 76.31 1655.2473 0.7799677096276304 0.3691962091737422 0.6549884823329725 2.9911625385284424 3840.887 0.8234647223898723 0.27804322440880563 0.6058655145550668 3.103686809539795 False 28 17900 29.09 76.29 1586.5438 0.7775758572430717 0.37704928017108863 0.6557114415730613 2.9941391944885254 3737.7751 0.8229236759866609 0.2824898320356676 0.6050062356158784 3.109977960586548 False 28 18000 29.37 76.28 1647.9984 0.7762507460401388 0.37898369454083025 0.6664517751001815 2.905385732650757 3955.8274 0.8236392326654474 0.2800755217423363 0.6174465002564298 3.2380595207214355 False 28 18100 28.82 76.75 1742.9572 0.7862196297824215 0.36170723331204907 0.6523890105668431 3.524416923522949 3927.3564 0.8270169026205434 0.27350437238757913 0.6053436431067295 3.482065200805664 False 28 18200 28.64 77.64 1760.0938 0.7747576143877282 0.3727942690962403 0.6610356050716067 2.8878297805786133 3787.8984 0.8213057513276618 0.2768357425224462 0.6116576047594172 3.033834218978882 False 28 18300 29.41 76.48 1642.5972 0.7812871963644192 0.3679425203125193 0.6671256771991638 2.8521728515625 3853.7463 0.8250891679798968 0.2764078051246131 0.6149208060532505 3.0534470081329346 False 28 18400 29.39 76.62 1605.1626 0.7875266782938586 0.3684671073250752 0.6723968121632095 2.8071374893188477 4122.7617 0.8341529817271007 0.2663520054413558 0.6141002357182022 3.0291872024536133 False 29 18500 29.09 76.71 1788.9645 0.7787743283928029 0.36381016166995067 0.6615233119000886 2.848968982696533 4035.128 0.82852872674811 0.2620963581536472 0.6116581304549712 3.01655650138855 False 29 18600 29.36 78.92 1808.0854 0.7797657322733271 0.3726745267603538 0.6695120988104177 3.2526915073394775 3893.0283 0.8256239343798909 0.27786031115359844 0.6200063188577878 3.6739258766174316 False 29 18700 29.62 76.71 1944.6708 0.780562667628715 0.3626731246107564 0.6421479928154183 3.2718982696533203 3944.3105 0.8238603838720715 0.27391825186293783 0.6048039897802325 3.612279176712036 False 29 18800 29.65 76.29 1823.5771 0.7833863432941582 0.3671626221861542 0.6556689411713482 2.938253164291382 4048.795 0.826463976153935 0.2758760121776333 0.6114154523527993 3.145092725753784 False 29 18900 29.22 77.04 1668.6768 0.7768881303723282 0.3753805495801028 0.6715490654252741 2.979642868041992 3907.9844 0.8241529457845792 0.27696039736606637 0.6165155742330298 3.097656726837158 False 29 19000 29.51 77.13 1711.613 0.7823124490790132 0.3707627364704331 0.6667498620331622 2.854340076446533 3922.9863 0.8302183505129785 0.2683925638744698 0.6280120564866093 3.025432825088501 False 30 19100 29.1 77.04 1634.2098 0.7919730387495421 0.36404751012597614 0.6260186263786981 3.355323314666748 4036.2332 0.8310465013962925 0.2763885296529917 0.5941632835433439 3.627410411834717 False 30 19200 29.05 76.41 1665.5839 0.7904219660900655 0.3439534313072907 0.6245511532083975 3.201997756958008 3972.054 0.8282680617201987 0.2641353214049325 0.5758670262203957 3.2772161960601807 False 30 19300 29.03 81.94 1679.5154 0.7744825366919871 0.372752549630159 0.6611410042174307 2.8088276386260986 3888.906 0.8212798615281243 0.27451401460005304 0.6075046994959302 3.094367265701294 False 30 19400 29.57 76.3 1686.532 0.7712305918876903 0.3787495502858972 0.6807509301455855 3.152089834213257 3933.524 0.8204101890931219 0.2775347127508333 0.613088570591813 3.2882790565490723 False 30 19500 29.54 76.26 1613.8265 0.7829991863268599 0.3766594830315043 0.6724809348043094 2.9147427082061768 4011.734 0.8319098183784311 0.270862233136102 0.6021920234411415 3.1320481300354004 False 30 19600 28.96 76.27 1625.4158 0.7786198378148973 0.38210913990538153 0.6870535928631919 2.798060178756714 4117.7183 0.8260637736438172 0.28105656234025117 0.6229746822487952 3.0039117336273193 False 30 19700 29.26 76.31 1725.8759 0.773126396770746 0.3720229133373052 0.6834493258674291 2.752368927001953 3881.2332 0.8212467544990953 0.274191391669909 0.623159101749666 2.975290298461914 False 31 19800 29.35 77.2 1669.6494 0.7937478246628729 0.36874486790182454 0.671736840647854 2.874859571456909 4030.4277 0.8346991154298404 0.275945090843987 0.6133063906322057 3.1300365924835205 False 31 19900 29.34 77.02 1592.3318 0.7777816489909938 0.3788950684730541 0.6849960409607462 2.7565972805023193 3899.4424 0.8272137126622606 0.2748801737705592 0.6200646194656735 3.173020362854004 False 31 20000 29.4 76.83 1694.226 0.7847911822521272 0.37772728940608513 0.6828544989717552 2.7282962799072266 4131.503 0.8300416329440228 0.27909712437185225 0.6089701629437035 3.124220371246338 False 31 20100 29.36 77.1 1676.4214 0.7760003237073436 0.38550936876977804 0.7026113538565146 2.7962212562561035 3998.8286 0.8268380649393013 0.28062258056644424 0.6306227093917144 3.3198041915893555 False 31 20200 29.36 77.1 1689.1302 0.7762769413345612 0.3775787811867758 0.6910241014930885 2.671013593673706 4094.3064 0.8257487201642311 0.2743409620862636 0.6316199472296729 2.9305617809295654 False 31 20300 29.33 77.17 1669.9933 0.7745688913097434 0.3778572226281587 0.6804058990373556 3.681116819381714 3881.923 0.8238554201607562 0.27567344587377196 0.6187517123904965 3.6541404724121094 False 32 20400 29.0 76.41 1613.0824 0.7739599709792575 0.38217496978113136 0.6823978398043038 2.722123146057129 3888.4788 0.8232867035769359 0.2807486144920315 0.6242579601050728 3.0180439949035645 False