epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.26208635762929916,0.12557544785737992,0.8707375,0.957,0.95585819,0.989436,0.8717618026017188,0.9571286141575274
2,0.1749444541811943,0.14230780160427092,0.9211625,0.955,0.981167705625,0.991444,0.9215771607624684,0.9544994944388271
3,0.1515120058000088,0.07770882976055145,0.9319125,0.974,0.9859306421874999,0.9962179999999999,0.9320865282713048,0.974
4,0.13792091658711433,0.08283968478441238,0.9395375,0.969,0.988373274375,0.995166,0.9396468900118535,0.9690927218344965
5,0.12639695369899273,0.07072039687633515,0.9458125,0.975,0.9902624684375001,0.996296,0.9458375501330635,0.9748743718592965
6,0.12128673914968967,0.10521082067489625,0.948175,0.959,0.9910355609375001,0.9963540000000001,0.9482034880815552,0.9601554907677357
7,0.11600435187518597,0.07464550340175628,0.9498875,0.974,0.9918009815625,0.996272,0.9499269325406242,0.9741035856573705
8,0.111345456174016,0.0687724888920784,0.952525,0.975,0.9924537753125,0.99704,0.9525143157210373,0.9753694581280788
9,0.10830923512876034,0.0781075657606125,0.9535875,0.97,0.9928328975,0.996618,0.9536159102549688,0.9706457925636007
10,0.10371103174984456,0.07946914446353913,0.9556625,0.973,0.9934427253125,0.9969799999999999,0.9556996015836736,0.9726996966632963
11,0.10178145074248314,0.07723239409923553,0.95735,0.969,0.9936868184375001,0.9971960000000001,0.9573787693307018,0.9696969696969697
12,0.10054002521634102,0.07006828452646732,0.957575,0.97,0.9938291096875,0.9979780000000001,0.9576353695983224,0.9706457925636007
13,0.09671100778579712,0.09474800431728363,0.9597,0.964,0.9943086609375,0.996962,0.9597151068349369,0.9650485436893204
14,0.09572740070521832,0.05374355772137642,0.95945,0.982,0.9944186209375001,0.998324,0.9594844382275066,0.9819277108433735
15,0.08981981385052204,0.0708163036108017,0.9626125,0.972,0.9950736228124999,0.9978499999999999,0.9626307175252065,0.9724409448818898
16,0.09134827693253755,0.06278376132249833,0.96295,0.979,0.9949325471875,0.9980420000000001,0.962960185948864,0.9791044776119403
17,0.08984572991132736,0.05865867137908935,0.96195,0.978,0.9950740309375,0.998694,0.962016471175443,0.9782178217821782
18,0.0892195462912321,0.04790414822101593,0.962925,0.981,0.995150428125,0.99799,0.9629703613073984,0.9811320754716981
19,0.08685251206159592,0.056918781403452155,0.9637,0.981,0.995407653125,0.9986360000000001,0.9637244859719689,0.9812067260138477
20,0.0845657280266285,0.05665959268808365,0.9644875,0.979,0.995635041875,0.9985860000000001,0.9645375906532023,0.9792284866468842
21,0.08271992413848639,0.17918011593818664,0.9652875,0.936,0.9958316434375001,0.9962939999999999,0.9652870660883262,0.9397363465160076
22,0.08204475376605988,0.04736773681640625,0.9657,0.983,0.9958911668749999,0.99899,0.9657205676594044,0.9831181727904668
23,0.08221966175585985,0.06276264196634293,0.9652875,0.977,0.9958832753125001,0.997792,0.9653174137306573,0.9772502472799208
24,0.08154032000005246,0.03944101026654243,0.9660125,0.984,0.9959503065624999,0.9990119999999999,0.9660545075469107,0.984
25,0.0798900370940566,0.04621006839722395,0.966925,0.98,0.9961049315625001,0.998834,0.9669588671611599,0.9801192842942346
26,0.07803120940327644,0.05060958456993103,0.9679,0.983,0.9962947446874999,0.9985199999999999,0.9679336696468708,0.982982982982983
27,0.0786928766220808,0.10074401853978635,0.96675,0.966,0.9962220990625,0.997236,0.9667699380371777,0.9669902912621359
28,0.07656832180172204,0.056329810917377474,0.968425,0.978,0.9964226299999999,0.9986539999999999,0.968461269540029,0.9783037475345168
29,0.0734492839962244,0.07255102014541626,0.9697875,0.973,0.9967105646875001,0.9977379999999999,0.9698150437725576,0.9735034347399412
30,0.07577963861823082,0.033978956222534176,0.9683875,0.985,0.9964698634375,0.999352,0.9684060614389046,0.985014985014985
31,0.0749690700918436,0.042325804978609084,0.968475,0.987,0.99656988,0.9989739999999999,0.9685222166749875,0.987012987012987
32,0.07270614054948092,0.05470756578631699,0.9702375,0.978,0.99675039125,0.99897,0.9702601766153308,0.9782608695652174
33,0.07177815714925527,0.04170424580387771,0.9699125,0.986,0.9968609390625,0.999328,0.9699249059762848,0.9861386138613861
34,0.07174181710779667,0.043564627222716805,0.9696875,0.982,0.9968535446875001,0.998202,0.9697219412917806,0.9820359281437125
35,0.072084374704957,0.057926239430904386,0.969925,0.979,0.99682367,0.997386,0.9699257518562036,0.9791459781529295
36,0.07061403845548629,0.05889271688461304,0.9704625,0.976,0.99694134375,0.999036,0.9704739413477278,0.9757085020242915
37,0.06118118422627449,0.03684452259540558,0.9744375,0.989,0.9977181653125,0.9985160000000001,0.9744665443058521,0.9890547263681592
38,0.056970326291024685,0.03143443951010704,0.976575,0.987,0.99802081125,0.9994960000000002,0.9765767567432443,0.9870388833499502
39,0.055986109764128926,0.02835440655052662,0.977125,0.988,0.9980759790625001,0.999622,0.9771324319596131,0.9880478087649402
40,0.05563092538192868,0.029645694449543954,0.9767625,0.988,0.9980907159375,0.99952,0.9767703400102465,0.9880478087649402
41,0.05439331384971738,0.0351182756498456,0.9773875,0.988,0.99819446625,0.9994799999999999,0.977408679363097,0.9880715705765407
42,0.0539780033454299,0.028200002282857895,0.97725,0.987,0.998226418125,0.9995860000000001,0.9772681854516387,0.9870388833499502
43,0.05285573876649141,0.03009752266103169,0.9780625,0.988,0.9983003896874999,0.9995560000000001,0.9780781193399702,0.9880239520958084
44,0.05296905192881823,0.02498552518710494,0.9786125,0.989,0.9982743296875001,0.99965,0.9786298632361207,0.9890547263681592
45,0.051412184508889916,0.0349360380768776,0.9793625,0.989,0.9983673281250001,0.99949,0.9793648214575861,0.9890764647467726
46,0.05238992244675755,0.026914140939712526,0.978725,0.989,0.9983053490625001,0.999642,0.9787366948178502,0.9890329012961117
47,0.05020397413223982,0.02801204788684845,0.979075,0.99,0.9984624803125,0.9996280000000001,0.979103732367994,0.9900596421471173
48,0.05180001603588462,0.03080657797306776,0.978125,0.985,0.998367090625,0.9995200000000001,0.9781381171297222,0.9850448654037887
49,0.04963043412193656,0.024050682961940767,0.979625,0.99,0.9984895084375,0.999666,0.9796387438479026,0.9900398406374502
50,0.051071846783161165,0.026122877000831067,0.978825,0.987,0.9983961759375,0.99963,0.978854603555023,0.9870388833499502
51,0.05039058030843735,0.03181819331645966,0.9791625,0.985,0.9984314340624999,0.999472,0.9791794167239118,0.9850448654037887
52,0.050055092635750774,0.027384495582431556,0.9791125,0.985,0.9984718475000001,0.9995639999999999,0.9791294573159308,0.9850448654037887
53,0.05002584185898304,0.027912775159347803,0.9795625,0.989,0.9984756775,0.9996139999999999,0.9795811322168522,0.9890981169474727
54,0.05021784256324172,0.03151831835880876,0.978925,0.989,0.9984552906249999,0.999598,0.9789465797557504,0.9890981169474727
55,0.04918228094279766,0.026558173954254017,0.97935,0.988,0.9985207475000001,0.999606,0.97936031984008,0.9880478087649402
56,0.048418279515206816,0.02741046404838562,0.979975,0.989,0.9985598287499999,0.9996180000000001,0.9800014980151299,0.9890547263681592
57,0.04875043663978577,0.028747883204370737,0.9795125,0.989,0.9985368665624998,0.9995839999999999,0.9795449723563843,0.9890547263681592
58,0.04747982218563557,0.0278079679608345,0.9803125,0.989,0.9986035881249999,0.99959,0.9803338868979984,0.9890547263681592
59,0.04921699428409338,0.02818856552243233,0.9799125,0.988,0.9985183359375,0.999602,0.9799187753826929,0.9880715705765407
60,0.04645432778820396,0.02886503964662552,0.98095,0.989,0.9986815784374999,0.999568,0.9809609474552132,0.9890547263681592
61,0.04784044479317963,0.02950658157467842,0.98035,0.988,0.9985727103125,0.9995660000000001,0.9803627642032678,0.9880715705765407
62,0.04802175716981292,0.02910744646191597,0.980275,0.989,0.9985826656249999,0.999556,0.9802907673860911,0.9890547263681592
63,0.04807188503444195,0.02880090034008026,0.980225,0.988,0.9985678912499999,0.999556,0.9802501810192005,0.9880715705765407
64,0.049121353784948585,0.028096361458301543,0.979725,0.989,0.9985102840624999,0.999584,0.979743737043235,0.9890547263681592
65,0.048035516328364614,0.029007421135902406,0.9799625,0.988,0.9985877553125,0.9995419999999999,0.9799832673601139,0.9880478087649402
66,0.04636307758167386,0.0303101732134819,0.9806375,0.989,0.9986915159374999,0.999532,0.9806425813224029,0.9890547263681592
67,0.047676959017664194,0.030594879746437074,0.980925,0.988,0.9986118521875001,0.999542,0.9809502409307668,0.9880715705765407
68,0.048148941450938586,0.02811011227965355,0.9798875,0.988,0.9985777618749999,0.9995940000000001,0.979899309155871,0.9880715705765407
69,0.04732698575332761,0.029326487720012666,0.9806625,0.988,0.9986275449999998,0.999566,0.9806719224378115,0.9880715705765407