| epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 | |
| 1,0.5446424307449126,0.5379439401209528,0.7412354208708144,0.7383381924198251,0.8243628908304748,0.8305287337758926,0.7378914911308204,0.7572684246112238 | |
| 2,0.454549150721019,0.4865019646399918,0.7972688716352567,0.7835276967930029,0.8816649200617552,0.868910912969936,0.7943551534811911,0.7980965329707682 | |
| 3,0.42023529398109827,0.4545239159734187,0.8163970311591476,0.8053935860058309,0.898060376236598,0.8866426828957321,0.8146952724511107,0.8144544822793607 | |
| 4,0.40130441891725877,0.42591113477684667,0.8256233539692855,0.8177842565597667,0.9064214511837533,0.9000756487517957,0.8244993502525839,0.8167155425219942 | |
| 5,0.3899777613802697,0.41321886124485785,0.83129254027431,0.8294460641399417,0.911019619061121,0.9079635186019429,0.8303846219975585,0.8326180257510729 | |
| 6,0.3798845899618002,0.4043816922357409,0.8359099770838321,0.8338192419825073,0.9155396963551692,0.912642691395592,0.8351091252792576,0.8382978723404255 | |
| 7,0.3706598464188956,0.400466085349158,0.8408865478674282,0.8360058309037901,0.9196629335822379,0.9160022609626941,0.8401594282572842,0.8434237995824635 | |
| 8,0.3655349807117748,0.3915146115743732,0.8436228067175154,0.8381924198250729,0.9213570042134509,0.9187105287762752,0.8430268488635584,0.8438818565400844 | |
| 9,0.3589263488960791,0.3847308796626833,0.8473167561651332,0.8469387755102041,0.9243861122561097,0.9221784715552194,0.8470342322585067,0.8529411764705882 | |
| 10,0.3552572647052991,0.3760677532621445,0.8484796661764203,0.8542274052478134,0.9255136670108286,0.9239209428044438,0.8482200979888307,0.8561151079136691 | |
| 11,0.3512043328303076,0.37131105411156967,0.8501299722953791,0.8549562682215743,0.9271145653527233,0.9274876964530085,0.8497638497209913,0.8589652728561304 | |
| 12,0.3485164185834615,0.3730417228474909,0.8517289735608988,0.8534985422740525,0.9284655858483204,0.9276651310253382,0.8513654831907562,0.8591450595655221 | |
| 13,0.34554251704724204,0.3646171033034867,0.8530628997503164,0.85932944606414,0.9293580815364075,0.9304807095682922,0.8528716736874551,0.8636042402826856 | |
| 14,0.342526679847926,0.3604712650483968,0.8551321955056949,0.857871720116618,0.9307526787815158,0.93093651454751,0.8547571284056033,0.860813704496788 | |
| 15,0.34038383896679003,0.3544324828480145,0.8564319184594863,0.8673469387755102,0.9315460222878775,0.9332792883917416,0.8561564031390289,0.8696275071633238 | |
| 16,0.33718494734502497,0.3599347966579237,0.8573468550124842,0.8534985422740525,0.932795234285373,0.9331826024870591,0.8570963569550208,0.8593421973407978 | |
| 17,0.3361370416498463,0.35602168395637424,0.8575349728084277,0.8556851311953353,0.9329873051889741,0.9345627672143408,0.8573410167053404,0.8609550561797753 | |
| 18,0.3322440128257794,0.3453344241349412,0.8602626808496083,0.8739067055393586,0.9348430263809965,0.9365485469489753,0.8600496702920271,0.8749096167751266 | |
| 19,0.33157964036040405,0.34167999819833406,0.8609980504155693,0.8746355685131195,0.9349465308855575,0.937675840848626,0.8609766526981955,0.8748180494905385 | |
| 20,0.3288776744413821,0.3446091073768827,0.862007045866539,0.8666180758017493,0.9360993980760477,0.938164582784384,0.861744598461354,0.8704883227176221 | |
| 21,0.3292270256657768,0.34415516795986945,0.860681670486028,0.8658892128279884,0.9357567114748395,0.9389253202322161,0.8604035471019149,0.8702397743300423 | |
| 22,0.326715263755213,0.34245030568918056,0.8632469131579847,0.8651603498542274,0.9368819520976205,0.9388732585912333,0.8629316329416604,0.8690728945506015 | |
| 23,0.326037298707673,0.33613531391405155,0.8634777849984608,0.8775510204081632,0.937116014588634,0.9403692339076406,0.8632884078571061,0.8793103448275862 | |
| 24,0.32471502803967606,0.34030956438261983,0.8642302561822348,0.8688046647230321,0.9376623360264309,0.940381983697269,0.8640256225807557,0.8734177215189873 | |
| 25,0.32313399170929763,0.33400125223763133,0.8647262030988131,0.8782798833819242,0.9382950349064919,0.9408994126596911,0.8646938077317824,0.8804581245526127 | |
| 26,0.32119776360369756,0.3330164099052418,0.8662824503198002,0.8753644314868805,0.9389488130791115,0.9416686499672758,0.8660877905084862,0.8784648187633263 | |
| 27,0.320834662129836,0.3302050251133588,0.8657779525943154,0.880466472303207,0.9390761905050805,0.9423369514403013,0.8656320353361125,0.882689556509299 | |
| 28,0.31985798187819675,0.3367246842940417,0.8660686800971372,0.8673469387755102,0.9394201420188488,0.9420171442171205,0.865803610442352,0.8723702664796634 | |
| 29,0.3184459108099768,0.3285483396870054,0.866017375243698,0.8775510204081632,0.9399073598689008,0.9430233151153006,0.8657867011572031,0.88 | |
| 30,0.31666722281909526,0.328711580430801,0.8679755104832917,0.8760932944606414,0.9407160269500907,0.9428543804027234,0.8677425433862705,0.8789173789173789 | |
| 31,0.3160057449984429,0.32610270989184476,0.8687194308581592,0.8775510204081632,0.9409686475362699,0.9438297393093014,0.8685249411260972,0.8801711840228246 | |
| 32,0.31629127630372134,0.3227261549008483,0.8677275370250026,0.8855685131195336,0.9408469705520834,0.9444247294919634,0.8675338465622511,0.8868060562364816 | |
| 33,0.31457162578487485,0.32731021163067386,0.8683688476929917,0.8724489795918368,0.9414362721101144,0.9445256653265222,0.8682426649320415,0.8763250883392226 | |
| 34,0.31433948484781477,0.3214086585246439,0.8692666826281766,0.8848396501457726,0.9414525239699059,0.9449602206563592,0.8690169201113729,0.8863309352517985 | |
| 35,0.31205297713526486,0.3180324106800313,0.870925539556042,0.89067055393586,0.942372315008714,0.9452864027743542,0.8707719439426757,0.8909883720930233 | |
| 36,0.31285721755641005,0.3188892189337283,0.8690614632144201,0.8855685131195336,0.9419125796871954,0.9458187064913429,0.8688607421490293,0.8869690424766019 | |
| 37,0.31280192113768307,0.3143594661189933,0.8696172657933441,0.892128279883382,0.9418803095011801,0.9463988219194384,0.8694252243611701,0.891970802919708 | |
| 38,0.31133682056601447,0.3219277590252568,0.870942641173855,0.8731778425655977,0.9426083707971966,0.9460014534760176,0.8707492314147962,0.8765957446808511 | |
| 39,0.3123218973888134,0.3160600688297617,0.8702158224168006,0.8862973760932945,0.9420196184890588,0.947095810419128,0.870022436501276,0.8877697841726618 | |
| 40,0.31068517289364894,0.32041090344548573,0.8718490269179464,0.8746355685131195,0.9426879596804111,0.9466538177120076,0.8716657675478031,0.8780141843971632 | |
| 41,0.30878777175149924,0.31512955204738474,0.8715497486062181,0.8855685131195336,0.9434026999117266,0.946903501092232,0.8713120652434636,0.8869690424766019 | |
| 42,0.30959829052516297,0.3208778205140339,0.87243048192359,0.8739067055393586,0.943066656952996,0.9469024386097631,0.872228360011305,0.8780831571529246 | |
| 43,0.30783384963250804,0.3127320889307528,0.873379621712214,0.8841107871720116,0.9437981712409529,0.9484855374886314,0.8731909500402487,0.886184681460272 | |
| 44,0.30812783008985717,0.3107508579078986,0.8721568560385813,0.89067055393586,0.9436018183524286,0.9483962889612322,0.8717983896553794,0.8919308357348703 | |
| 45,0.3079498694222077,0.30958711423262214,0.8725929472928139,0.89067055393586,0.9435619867677242,0.9484717252165339,0.8724183991505977,0.8916184971098265 | |
| 46,0.3070175064828387,0.308785991574863,0.872268016554366,0.8892128279883382,0.9440518008325268,0.9490295285127794,0.8719439015190481,0.8906474820143885 | |
| 47,0.30432806252275263,0.3108641914480282,0.874704997092725,0.8862973760932945,0.9450680691651356,0.948417538610613,0.8746095722195124,0.8880918220946915 | |
| 48,0.30607724376602563,0.3068450878729973,0.8727896158976639,0.8950437317784257,0.9442740483090655,0.949016778723151,0.8725225572607388,0.895500725689405 | |
| 49,0.3055651034282815,0.3155789692443592,0.8729606320757943,0.8782798833819242,0.9445862224409025,0.9485917857355356,0.8726546495581441,0.8819787985865725 | |
| 50,0.30728487023754936,0.31112385656326225,0.8721568560385813,0.8833819241982507,0.9436875985804851,0.9491591513740023,0.8720266372219226,0.8858773181169758 | |
| 51,0.30418316055647704,0.3079418093400516,0.87361049355269,0.8899416909620991,0.9448521363075764,0.9490954024258601,0.8734297531276491,0.8911319394376351 | |
| 52,0.3043760073373748,0.309304129104225,0.8744741252522489,0.8833819241982507,0.9448223852716966,0.949583081879149,0.8742181475451974,0.8858773181169758 | |
| 53,0.3042581718108329,0.3014481227529987,0.8738755686287922,0.8965014577259475,0.9448449488258143,0.9502418210099534,0.8737546646581533,0.8969521044992743 | |
| 54,0.30231608073207517,0.3035348205889627,0.8748503608441358,0.891399416909621,0.945627041483326,0.9501780720618109,0.8745887030435975,0.8922631959508315 | |
| 55,0.30114940834908993,0.3072216841813079,0.8755942812190033,0.8848396501457726,0.9462414093675515,0.9501334477981114,0.8752711217797591,0.8871428571428571 | |
| 56,0.3025527961803664,0.3094072619958105,0.8744655744433424,0.8819241982507289,0.9454534236798363,0.950042074305774,0.8741632166765237,0.8854314002828855 | |
| 57,0.30167997646772954,0.3019283588530371,0.8760218216643294,0.8935860058309038,0.945710328298196,0.9502970700983433,0.8758168815040042,0.894356005788712 | |
| 58,0.3005397005664971,0.30058057236949487,0.8772018332934296,0.8928571428571429,0.9463201919238462,0.9508325612627392,0.876954580895016,0.8935553946415641 | |
| 59,0.30153753607114575,0.31079828217842836,0.8751838423914903,0.8790087463556852,0.9457610542165109,0.950473442188204,0.8749110914964908,0.8826025459688827 | |
| 60,0.30005881872745344,0.3038449190100845,0.8770821219687382,0.8899416909620991,0.9465613445056665,0.9503533816692025,0.8768050734884518,0.8916008614501076 | |
| 61,0.30102897576885046,0.2990800254372744,0.8751581899647707,0.891399416909621,0.9459420104138739,0.9513053659614616,0.8750171209423366,0.8924187725631769 | |
| 62,0.2997765360287253,0.3061117821810197,0.8750470294489858,0.8855685131195336,0.9465451156044037,0.9506986884716402,0.8748747720208585,0.887937187723055 | |
| 63,0.3026365153319484,0.298130892021663,0.8746878954749119,0.8928571428571429,0.9452566861994005,0.9517983578270959,0.8745946038455943,0.8938628158844766 | |
| 64,0.3037879186142697,0.2983519917587497,0.8744997776789685,0.892128279883382,0.9448093979099391,0.9518482945031407,0.8741975022928505,0.8930635838150289 | |
| 65,0.29927374308894256,0.3039230259444901,0.8761158805623012,0.8877551020408163,0.9467708668156176,0.9514296764103393,0.8759822636147301,0.89 | |
| 66,0.2996466278399897,0.29495449464105655,0.8756626876902555,0.8928571428571429,0.9465362012610898,0.9516124233950141,0.8754870143770925,0.8927789934354485 | |
| 67,0.29891866101107795,0.29520770429522236,0.8762868967404317,0.8943148688046647,0.9467588170977137,0.9520406038300367,0.8760069932467176,0.8946986201888163 | |
| 68,0.2992068211361269,0.29826838951069135,0.8768598009371686,0.8928571428571429,0.9465606417114741,0.9521277273924981,0.8766604715696434,0.8940158615717375 | |
| 69,0.300023810353093,0.2980609195572989,0.8759448643841707,0.8928571428571429,0.9463566946681439,0.9519332931006638,0.8756769726468774,0.8940158615717375 | |
| 70,0.29902642388780415,0.2969317672551547,0.8769367582173273,0.891399416909621,0.9467130788831678,0.9523912230448199,0.8765885197825378,0.8925739005046863 | |
| 71,0.2985941489597358,0.30110730261218793,0.8757652973971338,0.8870262390670554,0.9467718370693559,0.9525219083885117,0.8754511242745578,0.8892065761258041 | |
| 72,0.2994444637070742,0.29304098257518024,0.8767400896124773,0.8965014577259475,0.9466066791180545,0.9529894006748889,0.8766187635342754,0.8969521044992743 | |
| 73,0.2987085390031617,0.2927165796909666,0.8766631323323186,0.8943148688046647,0.9467220151613818,0.9525697200996184,0.876273803396809,0.8948513415518492 | |
| 74,0.29678881809018065,0.290040037635464,0.8774070527071861,0.8972303206997084,0.9475395445270565,0.9532996455558483,0.8770928169122753,0.8970051132213295 | |
| 75,0.29888968735675414,0.303810591165943,0.876620378287786,0.8826530612244898,0.94647972649798,0.9526398439425751,0.8764079590910259,0.8858965272856131 | |
| 76,0.2981660920750342,0.29966457844128064,0.876620378287786,0.8884839650145773,0.9469285416027062,0.9527715917687357,0.8764439420796191,0.8907922912205567 | |
| 77,0.29668866997236154,0.2903334669573314,0.8785785135273797,0.8950437317784257,0.9474874451915435,0.953831949272837,0.878303794864763,0.8958031837916064 | |
| 78,0.29789352928189117,0.2924420841407498,0.8779372028593905,0.8935860058309038,0.9471604838662969,0.9530499621756241,0.8776914311173563,0.894356005788712 | |
| 79,0.2959314442086196,0.2950594404348479,0.8784759038205014,0.89067055393586,0.947808764129376,0.9529702759904464,0.8781863375332133,0.8920863309352518 | |
| 80,0.29536313135948405,0.2940729642748485,0.8783305400690905,0.892128279883382,0.9479226828857052,0.9538829484313509,0.8780646654040946,0.894134477825465 | |
| 81,0.29698671840645285,0.2917524718682203,0.8780996682286144,0.8950437317784257,0.9473707538638687,0.9537437632279067,0.8779180296983917,0.8961038961038961 | |
| 82,0.2963161134846654,0.2899084388340875,0.8786041659540993,0.8950437317784257,0.9476863219096487,0.9537055138590214,0.8782950853400314,0.8956521739130435 | |
| 83,0.29765883190758996,0.2913934758731297,0.8766460307145056,0.8935860058309038,0.9471080946976399,0.9536513272531003,0.8764283633996334,0.8945086705202312 | |
| 84,0.2958092256439129,0.29152449574484424,0.8782279303622123,0.8943148688046647,0.9477595581533906,0.9536768268323572,0.8778592564003602,0.8953068592057761 | |
| 85,0.2950949931720028,0.29267637375144845,0.8787580805144166,0.8935860058309038,0.9480599681597205,0.9535620787257012,0.8784431394401817,0.8948126801152738 | |
| 86,0.2979606837345123,0.2923553272343238,0.8774070527071861,0.8928571428571429,0.9470137194984118,0.9535142670145942,0.8771538982237569,0.8940158615717375 | |
| 87,0.2959931950772694,0.2927944220537347,0.8779115504326709,0.8928571428571429,0.9476618301315984,0.9535195794269394,0.8775870642500728,0.8941684665226782 | |
| 88,0.2977584292130092,0.29271251354203626,0.8772958921914014,0.8935860058309038,0.9470368105137553,0.9534388307592924,0.8769381174533479,0.8948126801152738 | |
| 89,0.297230199089466,0.2923718749086641,0.8778602455792318,0.8943148688046647,0.9472476322471755,0.9534537055138591,0.8776447208374021,0.8953068592057761 | |
| 90,0.295511191539645,0.2923993112046934,0.8783305400690905,0.8935860058309038,0.947878969262419,0.9534717677158328,0.8778951523628905,0.8946608946608947 | |
| 91,0.2944620200510402,0.29242924811541166,0.879613161405069,0.8943148688046647,0.9483791303119635,0.9534845175054611,0.8794368754121102,0.8953068592057761 | |
| 92,0.298020875358743,0.29222166069047445,0.8768854533638882,0.8943148688046647,0.9470113353210268,0.9534898299178064,0.8767442258633383,0.8953068592057761 | |
| 93,0.2954836324992338,0.29225393347767975,0.8782193795533058,0.8943148688046647,0.9478763402915511,0.9535047046723729,0.8778391546009744,0.8953068592057761 | |
| 94,0.2972753527851532,0.2921081119306581,0.8773129938092143,0.8943148688046647,0.9472067379896879,0.9535302042516298,0.8770922921413764,0.8953068592057761 | |
| 95,0.29527183692277603,0.29211140886687675,0.8794934500803776,0.8943148688046647,0.9480973048689116,0.9535397665938512,0.8792797731730926,0.8953068592057761 | |
| 96,0.2953797382772974,0.2921384789332009,0.8790060539727058,0.8943148688046647,0.9479928112465985,0.9535195794269395,0.8787385380066843,0.8953068592057761 | |
| 97,0.295356783660528,0.2921505264568607,0.8782364811711187,0.8943148688046647,0.9480003397429375,0.9535217043918777,0.8779526209331825,0.8953068592057761 | |
| 98,0.2960802502490576,0.2921417018414934,0.8786127167630058,0.8943148688046647,0.9476094269246058,0.9535227668743466,0.8782817456915031,0.8953068592057761 | |
| 99,0.29817039309233945,0.2920929309491166,0.8775011116051579,0.8943148688046647,0.9468233121376181,0.9535227668743466,0.8773479906165991,0.8953068592057761 | |
| 100,0.29501230854616367,0.2920899890775931,0.8780740158018948,0.8943148688046647,0.9480615517132597,0.9535323292165678,0.8777698723608528,0.8953068592057761 | |