epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.6163034025879152,0.6632647047042847,0.665085744908896,0.597,0.7304573162326002,0.6587639999999999,0.6908866081365154,0.6650041562759768
2,0.49742780389126473,0.6507613945007324,0.7683815648445873,0.601,0.859781596895538,0.700648,0.7738120159095667,0.6753458096013019
3,0.45326414081444694,0.6245667600631714,0.7938638799571276,0.63,0.8832138200482718,0.7241279999999999,0.7977176513896558,0.6731448763250883
4,0.4226102482850912,0.6038688974380493,0.8084673097534834,0.665,0.8993191212065863,0.7434940000000001,0.8113386824324325,0.686623012160898
5,0.4042790382238063,0.5936554708480835,0.8171221864951769,0.673,0.9074225090724868,0.7638119999999999,0.8194969717806987,0.7024567788898999
6,0.3898432761526568,0.5818840823173523,0.8265809217577706,0.69,0.9138967709528782,0.778228,0.8286924298570673,0.7186932849364791
7,0.37780977943702526,0.5640672612190246,0.8327438370846731,0.707,0.9193988091750728,0.79118,0.8344999469721073,0.7238454288407163
8,0.3653814503425954,0.5588716850280762,0.840005359056806,0.699,0.9252952995385353,0.8050240000000001,0.8416390399151307,0.7300448430493274
9,0.3556806289114753,0.5350378141403198,0.8461682743837085,0.739,0.9295114513221879,0.8148880000000001,0.8477551778090111,0.7418397626112759
10,0.34986376082015574,0.5388356852531433,0.8483118971061093,0.721,0.9313094450360659,0.8246060000000001,0.8498766872629876,0.7488748874887489
11,0.34053415989569147,0.5240365509986877,0.8540996784565916,0.747,0.9356664271461212,0.8330540000000001,0.8554053695196112,0.7655236329935126
12,0.33537715376381705,0.5150604910850525,0.8556002143622723,0.754,0.9375443558160987,0.837492,0.8569608493696085,0.7674858223062382
13,0.32904577398990126,0.5087530653476715,0.8597534833869239,0.764,0.9400207081881564,0.844946,0.8608422843773263,0.7794392523364486
14,0.324271675513105,0.5042511444091797,0.8608788853161844,0.765,0.9414764689731864,0.8494999999999999,0.8619589492715091,0.782608695652174
15,0.3188553175933875,0.49300120401382447,0.865246516613076,0.774,0.9440012452770798,0.8545560000000001,0.8661895005720671,0.7859848484848485
16,0.3169767070813194,0.49057177305221555,0.8665594855305466,0.77,0.9440361825364824,0.860414,0.8674827035657264,0.7858472998137802
17,0.3123238866927156,0.48340989875793455,0.8685959271168274,0.78,0.9459705435680406,0.864368,0.8694842178101879,0.794392523364486
18,0.307877644426953,0.47522953629493714,0.8711146838156485,0.793,0.9478018131188333,0.8692159999999999,0.8719109501491266,0.804162724692526
19,0.30505193171010525,0.4704337248802185,0.8710878885316184,0.793,0.948400387598235,0.872718,0.8718740845295481,0.804162724692526
20,0.3001087775759375,0.4707870273590088,0.8736870310825294,0.794,0.9503167228419888,0.8753,0.8744740906428077,0.8089053803339518
21,0.29742687691446285,0.4586104371547699,0.8763129689174706,0.801,0.9511623811443912,0.8782419999999999,0.8769263584493148,0.8081002892960463
22,0.29618941217756733,0.4539391977787018,0.8763933547695606,0.809,0.9513194537782788,0.881604,0.8769505721678359,0.8154589371980676
23,0.29029366706536897,0.4522734086513519,0.8795284030010718,0.806,0.9537746025509799,0.88393,0.8799145299145299,0.8159392789373814
24,0.2881093414458431,0.4544862947463989,0.8813772775991425,0.804,0.9542075258848761,0.88651,0.8819120275280748,0.8171641791044776
25,0.2852888480260058,0.4411749362945557,0.882341907824223,0.818,0.955254280927157,0.889106,0.8828660602342145,0.8243243243243243
26,0.2848518573011233,0.4406924569606781,0.8816988210075026,0.812,0.9549369190765191,0.891248,0.8823011916504492,0.8216318785578748
27,0.28309394350197536,0.4339002647399902,0.8810021436227224,0.823,0.9554589360118279,0.894524,0.8815196222287437,0.8302972195589645
28,0.28166292589577063,0.43332944107055665,0.8846730975348339,0.815,0.9560650120219784,0.8956899999999998,0.8852327875846622,0.8246445497630331
29,0.2784576157664946,0.4244443702697754,0.8844319399785637,0.83,0.9569211845296148,0.897106,0.8847746520263953,0.8313492063492064
30,0.27445332317873594,0.42601599740982055,0.887459807073955,0.822,0.9585717768978126,0.900226,0.8878983611808039,0.8301526717557252
31,0.2719270067103806,0.4158749313354492,0.8898981779206859,0.838,0.9594199237440106,0.9012819999999999,0.890406209159043,0.8360323886639676
32,0.27273678833265397,0.4161177945137024,0.887459807073955,0.835,0.9587934109448828,0.902876,0.8877065397572322,0.8393378773125608
33,0.2704919221508541,0.4164123034477234,0.8915058949624866,0.83,0.9596025926232268,0.904538,0.8917698003261073,0.8362235067437379
34,0.26650098033273334,0.41563900852203367,0.8920953912111469,0.833,0.9610719018275935,0.9060680000000001,0.8924556015489384,0.8398849472674976
35,0.2678705438827778,0.4183199834823608,0.8903269024651661,0.827,0.9602890300739011,0.907004,0.8905117299307171,0.8369462770970783
36,0.2663211068731412,0.40949678945541385,0.8911307609860665,0.834,0.9605883273654233,0.9086979999999999,0.8914999866477955,0.8400770712909441
37,0.26502001635323,0.4095262739658356,0.8913451232583065,0.836,0.9612400171053281,0.909736,0.8914934039763452,0.8432122370936902
38,0.2629154449490489,0.40384593749046327,0.8934619506966773,0.841,0.9616161749315615,0.9110560000000001,0.8937125748502994,0.8463768115942029
39,0.262240403143156,0.39694034385681154,0.8921221864951768,0.851,0.961718001318799,0.911852,0.8924736926446237,0.8511488511488512
40,0.25955743379531565,0.3935995466709137,0.8955251875669882,0.848,0.9628525087623163,0.912734,0.8959628572190944,0.8470824949698189
41,0.25829193358252667,0.3934608435630798,0.8952036441586281,0.846,0.9630660999162539,0.9152199999999999,0.8955646345696814,0.8490196078431372
42,0.25689727530793743,0.3897371115684509,0.8968381564844587,0.851,0.9634832921495848,0.9155679999999999,0.897086340550655,0.8514456630109671
43,0.2599590200319934,0.38828605675697325,0.8939174705251876,0.854,0.9621156485033125,0.916896,0.8943167560930034,0.8551587301587301
44,0.2529407969816705,0.38782744455337526,0.8999464094319399,0.854,0.9648206123224992,0.9169700000000001,0.9002351180934061,0.8551587301587301
45,0.2531805629515571,0.39672499656677246,0.897508038585209,0.844,0.9645014598116691,0.9176540000000001,0.8978392671135921,0.8519924098671727
46,0.2544825553894043,0.39532376670837405,0.8982315112540193,0.843,0.964142957291821,0.919028,0.8984491978609626,0.8514664143803217
47,0.25147047320746146,0.38147115302085877,0.89997320471597,0.854,0.965046242686582,0.9199660000000001,0.9003709733379593,0.8551587301587301
48,0.25074084704903543,0.3833675045967102,0.8979903536977492,0.856,0.9651020590151054,0.9211820000000002,0.8981622662707648,0.8601941747572815
49,0.25027843031469266,0.37946764183044435,0.8991425509110397,0.856,0.9651117863063174,0.922184,0.8994067026564755,0.859375
50,0.24974720271070672,0.38445341277122497,0.89991961414791,0.854,0.9652663388049705,0.922142,0.9001203369434416,0.8598848368522073
51,0.24880019083283722,0.37665265321731567,0.8992497320471597,0.862,0.9653318508332673,0.9233180000000001,0.8994222127113204,0.8649706457925636
52,0.24801439381297377,0.3755000972747803,0.9010986066452304,0.858,0.9655846038835643,0.924276,0.9012864058195823,0.8615984405458089
53,0.2464836148203761,0.3750190544128418,0.9010986066452304,0.858,0.9662392804504134,0.9247360000000001,0.9012811254647088,0.8618677042801557
54,0.24858659270108704,0.3692092719078064,0.8991157556270096,0.865,0.9653616228924202,0.9251539999999998,0.899441788413771,0.8656716417910447
55,0.24533353106768568,0.3671065578460693,0.90002679528403,0.866,0.966511747994518,0.9257619999999999,0.9001899360637757,0.866
56,0.2459910819768139,0.36987384605407714,0.902518756698821,0.862,0.9660713575932607,0.9268280000000001,0.9026596029325199,0.8657587548638133
57,0.24281145789423939,0.3712137584686279,0.9030546623794212,0.862,0.9673244822737564,0.926414,0.9032930610499305,0.8662790697674418
58,0.2427521278428878,0.36366064500808715,0.9022240085744909,0.868,0.966883300650554,0.92798,0.9025764250433854,0.8693069306930693
59,0.2417753886467391,0.364799186706543,0.9037245444801715,0.866,0.9673114981923954,0.9287839999999999,0.9040049159742446,0.8693957115009746
60,0.24327489185563236,0.36215140295028686,0.9036709539121115,0.869,0.9669355198629735,0.929332,0.9037457495515275,0.8714425907752699
61,0.24342843875816014,0.3665643136501312,0.902411575562701,0.866,0.9664228022984781,0.92996,0.9025212783041593,0.8706563706563707
62,0.24204632223035744,0.36591587114334106,0.902679528403001,0.866,0.9670216036618497,0.9299559999999999,0.9026638795090315,0.8711538461538462
63,0.2398544867130721,0.3623936495780945,0.9043408360128617,0.865,0.9678430370745639,0.9311020000000001,0.904535244411167,0.8695652173913043
64,0.23862227578063486,0.3575771331787109,0.9036977491961414,0.871,0.9682511654368982,0.9313400000000001,0.9036771012006861,0.8736532810969637
65,0.23820735492123668,0.3603834376335144,0.9046087888531619,0.868,0.9682348944099236,0.9317679999999999,0.904619011895831,0.872093023255814
66,0.2404289562219209,0.35313560009002687,0.9041532690246517,0.872,0.9673153609637801,0.9323400000000001,0.9043659599497367,0.8735177865612648
67,0.23788422346115112,0.35463702416419984,0.9032422293676313,0.872,0.968220550460718,0.9322439999999999,0.9034001230571681,0.8747553816046967
68,0.23701713752133285,0.3516954402923584,0.9037245444801715,0.875,0.9684259551240739,0.933092,0.903825048850344,0.8773307163886163
69,0.23609466548901278,0.3532774209976196,0.9055734190782422,0.873,0.968721560525176,0.9337199999999999,0.9057754010695187,0.8763388510223953
70,0.23799894894817633,0.3514791522026062,0.9058949624866024,0.872,0.9679491153822737,0.9341839999999999,0.9060309305934607,0.875
71,0.2359047942989509,0.3491507015228271,0.9052786709539121,0.873,0.9687271091306151,0.9347520000000001,0.9054028740399797,0.8756121449559255
72,0.23391648546292468,0.34456149125099184,0.9081725616291533,0.882,0.9693794263913731,0.9357439999999999,0.9081011504116274,0.8824701195219123
73,0.23315807832015673,0.3477952823638916,0.9062700964630225,0.877,0.9696073169793071,0.9358960000000001,0.9062097812097812,0.8797653958944281
74,0.23319042794574113,0.35565364837646485,0.9082529474812433,0.869,0.9694065993366947,0.93589,0.9084443018343227,0.8744007670182167
75,0.23261376933652872,0.3486869025230408,0.9074490889603429,0.877,0.9695899747153611,0.936146,0.9077210793481165,0.8802336903602727
76,0.23536002610082413,0.3427250781059265,0.9040996784565917,0.881,0.9684464019648725,0.9365039999999999,0.9041792723086397,0.8822947576656776
77,0.22907987787025919,0.3481509404182434,0.9083065380493033,0.872,0.9706444093492279,0.9372719999999999,0.9082721278078594,0.8762088974854932
78,0.23188684442802257,0.34628340673446656,0.9062433011789925,0.875,0.9696311570278314,0.936792,0.9062809695995715,0.8785228377065112
79,0.23139324916520687,0.34152611303329466,0.9079314040728832,0.882,0.9696902071709119,0.9371559999999999,0.9080152058681801,0.8838582677165354
80,0.2296702299758169,0.3390848879814148,0.9096730975348338,0.884,0.9703122899887305,0.937994,0.9099072614052436,0.8853754940711462
81,0.23109354527241932,0.340230886220932,0.9077974276527331,0.884,0.9696557538349134,0.9380360000000001,0.9079675840487844,0.8860510805500982
82,0.23078452145555012,0.3419023952484131,0.9071543408360129,0.882,0.9697980474193241,0.9379479999999998,0.9072562297583041,0.8845401174168297
83,0.23006682507094847,0.3357858681678772,0.9091103965702036,0.887,0.9699813194078271,0.9390099999999999,0.909290260469594,0.887785501489573
84,0.2292013880907531,0.33580954575538635,0.9083065380493033,0.883,0.9703483315125176,0.9384559999999998,0.9083360120004286,0.8831168831168831
85,0.22950259579339594,0.33613985681533814,0.9079581993569131,0.889,0.9699862017211016,0.9390459999999999,0.9080887271559682,0.889990089197225
86,0.22693260210503335,0.3404452948570251,0.9085744908896034,0.876,0.9710158858986155,0.939542,0.9086136704521106,0.8798449612403101
87,0.22891716638945306,0.33582880997657777,0.9078778135048231,0.881,0.9702079994692638,0.939396,0.9079961464354528,0.8829891838741396
88,0.23136609289615484,0.33622834968566895,0.9065380493033226,0.881,0.9694157867014976,0.940336,0.9066581031898951,0.8839024390243903
89,0.2262056106923094,0.33221235609054567,0.910182207931404,0.887,0.9711411172341063,0.940484,0.9102687653924403,0.8882294757665677
90,0.2257950350210981,0.3351368887424469,0.9091371918542337,0.882,0.9712772562318421,0.9405319999999999,0.9092660476814813,0.884765625
91,0.22807313107984242,0.33505137395858764,0.9086816720257235,0.882,0.9703153213308843,0.9407199999999999,0.9087989723827874,0.884990253411306
92,0.22558382058641918,0.3337348403930664,0.9090568060021437,0.883,0.9711614836603334,0.9411160000000001,0.9091055168719872,0.8856304985337243
93,0.22410461500143314,0.3296858506202698,0.9112004287245444,0.887,0.9717095147095482,0.941728,0.9112622503079313,0.8882294757665677
94,0.22553657224323972,0.327604584813118,0.9094051446945337,0.888,0.9711332753774027,0.9419979999999998,0.9094997189432266,0.8884462151394422
95,0.2232654122006855,0.3353761734962463,0.9103429796355841,0.878,0.9719563486729872,0.941736,0.9104245863896772,0.8817829457364341
96,0.22360950820507344,0.32645750570297244,0.9115487674169346,0.889,0.9715087884510889,0.9418340000000001,0.911839329113586,0.8888888888888888
97,0.22527845245082279,0.32690823316574097,0.909887459807074,0.889,0.9711090232041991,0.94233,0.9099043587751493,0.889990089197225
98,0.22515496409399333,0.3241517481803894,0.9110932475884245,0.893,0.9710895442102083,0.942864,0.911140867702196,0.8933200398803589
99,0.223585029986127,0.32425900411605835,0.9112272240085745,0.891,0.9717286663013547,0.9431980000000001,0.9112486270727852,0.891542288557214
100,0.2237735271837167,0.32358081436157227,0.9109592711682744,0.895,0.9713503272298674,0.943328,0.911123592500468,0.8955223880597015