epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.5867938146027923,0.507082595894191,0.7184802843120663,0.7872454448017149,0.8025507403456476,0.8638558327560716,0.721488963919971,0.7893899204244031
2,0.475526265256557,0.4339585316717816,0.8106278558131663,0.8242229367631297,0.8865882636367958,0.9032147448158448,0.8058976582827406,0.8205689277899344
3,0.42798071626096557,0.3990096813037848,0.829948665876911,0.8311897106109325,0.9061775730862568,0.9130362359547336,0.824977501669231,0.8292682926829268
4,0.40212670759433294,0.37741766980223335,0.8353641338071868,0.8365487674169346,0.91284224176745,0.9191322348702855,0.8309536911002345,0.8330596606458676
5,0.38578757415731296,0.36258922560421986,0.841287301855926,0.8435155412647374,0.91720069245379,0.9239479189283264,0.8369788799721877,0.8414766558089034
6,0.3724290673947411,0.35202105999759536,0.843966830258927,0.8461950696677385,0.9212715090959684,0.9270479006627309,0.8399676000925712,0.8449486763911399
7,0.36272264141724947,0.34285715375682546,0.8492130648163818,0.8467309753483387,0.9240859109059563,0.9300582775888036,0.8457587997691863,0.8421633554083885
8,0.3566680752569335,0.3356337147701975,0.8511592486038246,0.8515541264737406,0.9259817711463092,0.9330232777209132,0.8478154289834174,0.8500270709258256
9,0.35008162647399993,0.33031290232943566,0.8531054323912676,0.8515541264737406,0.928220080674304,0.9340715391004366,0.8496709386906823,0.8490463215258856
10,0.34705224078930985,0.32554953638763673,0.855531110735037,0.8547695605573419,0.9286802019060647,0.9357539268158472,0.8523664034126939,0.85199344620426
11,0.3424282517453744,0.3206893384839944,0.8578721723923958,0.857449088960343,0.930297314437481,0.9378067959503221,0.8548298810175449,0.8557483731019523
12,0.3379918640388977,0.317223266485803,0.859367067185649,0.8585209003215434,0.9319557989453561,0.9388900951074626,0.8564270905321355,0.8566775244299675
13,0.33412983544507513,0.31334948769719656,0.8601004118012072,0.8612004287245445,0.9332489667690171,0.9405782267208431,0.8572251007484168,0.8593155893536122
14,0.32888686791110266,0.3098368601592024,0.8629773791391663,0.8622722400857449,0.9357352122097743,0.9418246525803313,0.8601531464102712,0.8600979858464889
15,0.3273507846775626,0.30719300884142564,0.8644440683702826,0.8654876741693462,0.9356943334766317,0.9427402299167479,0.8615145228215768,0.8632152588555858
16,0.32592006368894505,0.3048857606683897,0.8639645738139561,0.867631296891747,0.9363972720284208,0.9435116354141178,0.8615552429887763,0.8658337859858772
17,0.32419755862214716,0.3030535816379682,0.8658825520392621,0.8681672025723473,0.9371208949773318,0.9440130777068981,0.8634679989663192,0.866304347826087
18,0.3236410498044115,0.3023393719525966,0.8650363851751566,0.867631296891747,0.9367262589557512,0.9450113671740826,0.862218894871721,0.8684070324986681
19,0.3201562567806462,0.299248515409672,0.8665030744062729,0.8697749196141479,0.9381683464831524,0.9453870181013201,0.864130902827616,0.8680065181966322
20,0.3168505465778568,0.2970332518651171,0.869380041744232,0.8697749196141479,0.9395137662761583,0.9462015028334648,0.8667989760404982,0.867430441898527
21,0.31423683772435707,0.294650516996813,0.8700005641112427,0.8729903536977492,0.9407850706920615,0.9471452252699346,0.8676297423820328,0.8705625341343528
22,0.31379464188996337,0.29292539806611284,0.8717211034015908,0.8762057877813505,0.9410597451658727,0.9478333442467395,0.8691674817329268,0.8745247148288974
23,0.3146660006385222,0.2917743830243874,0.8701697974840639,0.8735262593783494,0.9401829701673491,0.9479424783081694,0.8679082847877866,0.87117903930131
24,0.31197495454155383,0.290602652397953,0.8723416257686015,0.8735262593783494,0.9410253120090947,0.9483933742988135,0.8697254044096483,0.8703296703296703
25,0.3115264173337985,0.28918666893262956,0.8737236983133074,0.8767416934619507,0.9412560575967412,0.9488701178303229,0.8714576933015591,0.8745910577971646
26,0.3094100118651772,0.28889157908139124,0.8734416426919388,0.8767416934619507,0.9419045866374549,0.9490539225653627,0.8708591164196288,0.8756756756756757
27,0.3091945387139339,0.2867086766425436,0.874569865177413,0.8740621650589496,0.9419203847435337,0.9497196403400845,0.8723923211569916,0.8713738368910783
28,0.30707516379617844,0.2858569654621112,0.874569865177413,0.8804930332261522,0.9430009026448148,0.9503198776779489,0.8720839925212138,0.8797843665768194
29,0.3043910893445331,0.2850272815518824,0.8760647599706662,0.8804930332261522,0.9439941642123915,0.9505214884966957,0.873713858711272,0.8797843665768194
30,0.3016739707647554,0.28369614299853896,0.8772775991425509,0.8810289389067524,0.9453805566138807,0.9508115553441802,0.8749676714848128,0.88
31,0.301931947651279,0.28282547859516943,0.8771929824561403,0.8794212218649518,0.9448431075590338,0.950839700444233,0.875035876241318,0.8777838131450298
32,0.3034604337059477,0.28132074918010996,0.8749083319230552,0.8794212218649518,0.9440149249826718,0.9514646365433681,0.8726123797213845,0.8773841961852861
33,0.3012877787293305,0.28154201024598247,0.8758673210357082,0.8815648445873526,0.9447847934702247,0.951530116980226,0.8735163098146286,0.8815013404825738
34,0.29832437612780827,0.279618526386678,0.8781237660066565,0.8772775991425509,0.9462647684487233,0.9520832543547363,0.8760079198829235,0.8734107241569928
35,0.299310989288292,0.2794432802982269,0.8784622327522987,0.882636655948553,0.9457266447643086,0.9518764740278165,0.8760535020854308,0.8816855753646677
36,0.29721828688923974,0.278899494762206,0.8787160828115305,0.8847802786709539,0.9463826567834581,0.9523279444082577,0.8762447475968457,0.884841992501339
37,0.2959723320683563,0.2769331600505056,0.8794494274270886,0.8815648445873526,0.9468634799145228,0.9527191038600142,0.8772826461467784,0.8790366721401204
38,0.2969871090690705,0.27780125330882055,0.8809443222203418,0.8858520900321544,0.9464089784743493,0.9527041697252923,0.8788078899767435,0.8861571352218065
39,0.2964623625114255,0.27564613573804164,0.8792801940542675,0.8815648445873526,0.9464867518075275,0.9532021656792906,0.8768699654775605,0.8802168021680217
40,0.296600373732618,0.2751289114499782,0.8791673718057201,0.8847802786709539,0.9464275228319228,0.9532176742038097,0.8767690714532275,0.8829613500272183
41,0.2946653902797978,0.27437370316008663,0.8791109606814463,0.8837084673097535,0.9470404922117691,0.9536737397026269,0.8768744613616777,0.8801766979569299
42,0.29395623104405655,0.2744775811192307,0.8811699667174366,0.8869239013933548,0.9473890688542816,0.9535037203227151,0.8789611285086333,0.8864981172673481
43,0.29220863607333664,0.272743314408796,0.8797878941727308,0.8837084673097535,0.9479320040476883,0.9541033832707821,0.8776412494258153,0.8814855270344074
44,0.2916633205519531,0.2722419163038493,0.8827212726349636,0.8842443729903537,0.9481788580073705,0.9542498526690171,0.8806338634667279,0.8824809575625681
45,0.2935910979429262,0.27149726905623434,0.8801545664805099,0.8847802786709539,0.9472718519668994,0.9545427914654867,0.877968925012206,0.8828337874659401
46,0.2906290583954303,0.2718951017910261,0.8818186946465844,0.8858520900321544,0.9487282180927447,0.9542435343812502,0.8796046204241136,0.8848025959978366
47,0.291026665441557,0.2713434527062143,0.8827776837592374,0.8853161843515541,0.948233305705025,0.9543854086611088,0.8807186728660812,0.8841991341991342
48,0.2919911369542661,0.27036288409371084,0.8813956112145315,0.8869239013933548,0.9478516753959119,0.9549655423560779,0.8794057759040982,0.8836183121897407
49,0.28972887553061544,0.26935066618145087,0.8811699667174366,0.8879957127545552,0.9488145547663313,0.9552716921178787,0.8788288417843482,0.8857299070530344
50,0.2889289538163101,0.2694091582221617,0.8836802617476166,0.8879957127545552,0.9492046481760822,0.9551045446869518,0.8815691229682384,0.8868435300487276
51,0.28959114566624394,0.26879929724805224,0.8828905060077847,0.8890675241157556,0.9486940204198724,0.9554738773264224,0.8806965116947302,0.8882892606583918
52,0.2863325306704089,0.26868357487813455,0.8848648953573645,0.890139335476956,0.950047737838339,0.9553716359425565,0.8827819894325752,0.8891292590589508
53,0.2861367264845424,0.2687697826953563,0.8840187284932589,0.8896034297963559,0.9501105213480339,0.9555324650857162,0.8819747416762342,0.8897216274089935
54,0.28670308815987106,0.26783385685977446,0.8823263947650477,0.8896034297963559,0.9497164215296711,0.9559178806395027,0.8800735885937679,0.8893662728249194
55,0.28877654085608784,0.26738407704799505,0.8822135725165002,0.8885316184351554,0.948949208600487,0.9558478050842687,0.8800895882386722,0.8852097130242825
56,0.2867920233788154,0.26671853110529603,0.883426411688385,0.8890675241157556,0.9495762879213855,0.9558569953210206,0.88106132550577,0.8875611080934275
57,0.2867183323478634,0.26630134918873716,0.8834828228126587,0.8912111468381565,0.9495219595567911,0.9561447646093173,0.8815144127348343,0.8904479222881814
58,0.2863527278666933,0.2654062601051913,0.8829469171320584,0.8917470525187567,0.9498630007143213,0.9563957729506061,0.8808840413318025,0.8900979325353645
59,0.2854739405400137,0.2658583392475962,0.8856828566593332,0.8906752411575563,0.9502032304070414,0.9562785974320182,0.8834373472146329,0.889967637540453
60,0.2826503823303414,0.2645054162986026,0.8848084842330908,0.8912111468381565,0.9512076758690309,0.9566485044612856,0.882939692731025,0.8892525913802509
61,0.2861231727171598,0.2645529829133362,0.883990522931122,0.8928188638799571,0.9497795614474392,0.9566530995796616,0.882003614768913,0.8921251348435815
62,0.28608204399415693,0.2644325043419166,0.8834546172505218,0.8917470525187567,0.9497553909338485,0.9565698130590967,0.8813598254278167,0.8896174863387978
63,0.2841643959631833,0.26429416713607273,0.884385400801038,0.8933547695605574,0.9503936175536882,0.9567484482859634,0.882222796885326,0.8926065839179709
64,0.28382450100088064,0.2636657684466463,0.8874316015118181,0.8906752411575563,0.9506610795373336,0.956948335935319,0.8855824087612167,0.8879120879120879
65,0.2827948132915371,0.26319921002319,0.8857110622214701,0.8922829581993569,0.9512077045089653,0.95709365655396,0.8835699097753003,0.8911748781808337
66,0.28382800102617195,0.26298452516077414,0.8839341118068483,0.8917470525187567,0.950634496904817,0.9570172627109589,0.8818716807808239,0.8898582333696837
67,0.27940960978418666,0.26243560466544036,0.887854684943871,0.8928188638799571,0.9522434947881318,0.9572452954603677,0.8857339924129211,0.8915401301518439
68,0.2826506180001871,0.2620005993310278,0.886105940091386,0.8928188638799571,0.9509668681177383,0.9574612660240395,0.8841585862642722,0.8916576381365113
69,0.28358180067183747,0.26240428069971766,0.8848931009195014,0.8933547695605574,0.9505442811112164,0.9573211149135716,0.8827399936787058,0.8924905456509995
70,0.28171927551868947,0.26144935530864927,0.8871213403283127,0.894962486602358,0.9512120705078655,0.9575393830364313,0.8851913477537438,0.8933623503808488
71,0.27942344579605466,0.2616694016663591,0.888418796186608,0.8933547695605574,0.9521303877313471,0.9574687330914003,0.8864197530864197,0.8923742563547864
72,0.2793630799387368,0.26123206346172995,0.8873751903875444,0.8912111468381565,0.9522434502371226,0.9575686769160782,0.885485674954831,0.8885227896760022
73,0.28198988702640576,0.26090800503442524,0.8853161843515541,0.8938906752411575,0.9511647923404749,0.957710551195937,0.8830668353847924,0.8928571428571429
74,0.2812555983478516,0.26053048406766544,0.8851187454165962,0.8938906752411575,0.9513755011117402,0.9578127925798029,0.8830236365202907,0.8925081433224755
75,0.2791225027011159,0.25998705802814753,0.8876854515710498,0.8928188638799571,0.9520884700050259,0.9579879814678877,0.8858044164037855,0.8911860718171926
76,0.2811188490474702,0.2601044741953301,0.8861905567777966,0.8928188638799571,0.951320483797611,0.9582395641989733,0.8839883844627814,0.8923573735199138
77,0.27762316290921496,0.2600092611895497,0.8871213403283127,0.8933547695605574,0.952847199149175,0.9580431228883994,0.8852111060119321,0.8924905456509995
78,0.27727276860487443,0.2590719878769381,0.8870367236419022,0.8944265809217578,0.9528910134756016,0.9582763251459812,0.8849038710233641,0.8932249322493225
79,0.27923347992750974,0.2593676322813586,0.8869803125176284,0.8922829581993569,0.9518748065471871,0.9580770118864224,0.8850116222343387,0.8899835796387521
80,0.27848952205466787,0.25904111295842663,0.8880803294409657,0.8954983922829582,0.9523975426312505,0.9582751763663873,0.8859770114942529,0.8945375878853434
81,0.2794308773322161,0.2580875710754916,0.8881367405652395,0.8922829581993569,0.9520822694592117,0.9585968346527066,0.8863089095287238,0.8899835796387521
82,0.2778879048699634,0.2595111182456615,0.8881367405652395,0.8938906752411575,0.9525802192710934,0.9583171068215681,0.8861326442721792,0.8936627282491945
83,0.2756550552972502,0.25830875418577165,0.8873469848254075,0.894962486602358,0.9534060756483327,0.9584515140340659,0.8854602810438773,0.8939393939393939
84,0.2767694874410198,0.25793540985637925,0.8888418796186608,0.8960342979635584,0.9528598484535687,0.9584555347626449,0.8867691423646028,0.8944504896626768
85,0.27873948963387685,0.25805614740135585,0.8879110960681447,0.8933547695605574,0.9522120147268198,0.958371673852283,0.886040376233081,0.8910782703886152
86,0.275088728651881,0.2576048787192133,0.8890393185536187,0.8933547695605574,0.953536767624886,0.9588237186225214,0.8870319320009189,0.8926065839179709
87,0.2783313797580992,0.2568594663376977,0.8871213403283127,0.8933547695605574,0.9523420718514921,0.9589001124655222,0.8850858553953942,0.8911973756150902
88,0.2772001250330053,0.25716436163213857,0.8875726293225024,0.8954983922829582,0.9527265216030436,0.9588340576388673,0.8855912743972445,0.8943089430894309
89,0.2758033630216075,0.25661174837990974,0.8895470186720821,0.8960342979635584,0.9532872978845217,0.959071280625028,0.8875681883433821,0.895021645021645
90,0.27728362796542244,0.2566331974275626,0.888616235121566,0.8954983922829582,0.9526930797062201,0.9588811576022214,0.8866565253580552,0.8943089430894309
91,0.27597962167787965,0.25634196046081004,0.8881931516895132,0.8954983922829582,0.953053443272877,0.9589828245962901,0.8860854072073108,0.8940793047256925
92,0.27498328930120375,0.2558806046028996,0.8901111299148192,0.8960342979635584,0.9535861444630308,0.9591723732292999,0.8882194296207035,0.8945652173913043
93,0.27526999210863473,0.25686163452852195,0.8895188131099453,0.8965702036441586,0.9533600353625545,0.9591287196047278,0.8875491631498866,0.8964036500268384
94,0.27515532234221834,0.2559813253845049,0.8893213741749874,0.8960342979635584,0.9533175543841886,0.9590012050697941,0.8874289976475989,0.8944504896626768
95,0.27529915309856134,0.25582460905769633,0.888982907429345,0.8960342979635584,0.9534280106559269,0.9592125805150897,0.887084743817775,0.8951351351351351
96,0.27530326773559893,0.2547302845494157,0.8881649461273763,0.8965702036441586,0.9532463077738561,0.9595451522075524,0.8863668930731092,0.8949373979314099
97,0.2727322045175895,0.25552385389038224,0.8892649630507136,0.897642015005359,0.9544232356501223,0.959085065980156,0.8873457675753228,0.8961392060902664
98,0.2737495712538745,0.25515258326599455,0.8898008687313138,0.8954983922829582,0.9539056531631571,0.9593389462704296,0.8878040375613818,0.8944233892799134
99,0.27278886212675596,0.254682609410148,0.8890111129914819,0.8971061093247589,0.9541958297970572,0.9594400388747015,0.8871813985492704,0.8957654723127035
100,0.2725887174310973,0.25394122575640293,0.8902239521633666,0.8954983922829582,0.9542879326441185,0.9597955861590438,0.8882700809553884,0.8939641109298532