epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.5704564465045929,0.6572169194221497,0.71245,0.604,0.7941664443750001,0.6634180000000001,0.718302270333815,0.6419529837251357
2,0.48017220532894134,0.6183030738830566,0.7743625,0.669,0.8633013787499999,0.730398,0.7790818636869867,0.6926648096564532
3,0.444636069393158,0.5833197021484375,0.793825,0.7,0.8825299171875001,0.7730060000000001,0.797066856960063,0.708171206225681
4,0.4234145668745041,0.5572680807113648,0.8049375,0.729,0.8930349940625,0.8027639999999999,0.8074146293302398,0.735609756097561
5,0.40813675644397734,0.5379440541267395,0.814825,0.748,0.9012308387500001,0.8231139999999999,0.8170794952213963,0.7562862669245648
6,0.39354425692558287,0.5215536694526672,0.8251,0.748,0.909390365625,0.8382939999999999,0.8272123292746179,0.7604562737642585
7,0.38408293988704684,0.5048599348068238,0.8286625,0.775,0.9136688759375,0.8521860000000001,0.8307088072918597,0.7809152872444012
8,0.37453005170822146,0.490791588306427,0.8354875,0.783,0.918527755625,0.8632559999999999,0.837564642138652,0.7903381642512077
9,0.36510054206848147,0.48509695625305177,0.8412125,0.79,0.923061488125,0.8688199999999999,0.8429032537317125,0.8011363636363636
10,0.3613971028089523,0.4685821759700775,0.841975,0.809,0.9241943943750001,0.8771199999999999,0.843929779511617,0.8084252758274825
11,0.3539999270439148,0.46099114847183226,0.8477375,0.813,0.9279341790625,0.8836439999999999,0.8491909224845551,0.818973862536302
12,0.34831093575954436,0.4511157131195068,0.8508875,0.816,0.93029597875,0.8892559999999999,0.8525481761659311,0.8203125
13,0.34255633409023284,0.4448330235481262,0.8546125,0.821,0.9330568450000001,0.8924920000000001,0.8561356636609893,0.826044703595724
14,0.3403806399345398,0.43816687965393064,0.855825,0.823,0.9333754603125001,0.8959860000000001,0.8573089865399842,0.8276533592989289
15,0.33510598738193514,0.43237876129150393,0.8574375,0.826,0.9355201190625,0.8988260000000001,0.8588787012633481,0.8304093567251462
16,0.3326856804251671,0.42528804421424865,0.8580875,0.83,0.9362847925000001,0.90232,0.8592609121449911,0.8330058939096268
17,0.3317039588212967,0.42061124086380003,0.8600125,0.829,0.9365895915625,0.9057039999999998,0.861262868398558,0.8341416100872939
18,0.32593107835054397,0.4144145219326019,0.862725,0.83,0.9391590321874999,0.9084960000000001,0.8638685045616818,0.8349514563106796
19,0.32543972581624986,0.40903577399253843,0.8626125,0.835,0.9389922549999999,0.91117,0.8639273024401718,0.8387096774193549
20,0.3226230452179909,0.40517487573623656,0.8635875,0.84,0.9401257015625,0.91248,0.8646180947536876,0.84251968503937
21,0.3209368519902229,0.40442116022109986,0.8649125,0.839,0.9406548534374999,0.9139139999999999,0.8660029013899394,0.8441432720232332
22,0.3166256056308746,0.4025856249332428,0.8674375,0.837,0.942367029375,0.914946,0.86849121414665,0.8431183830606352
23,0.31652415667772293,0.396635057926178,0.866675,0.842,0.9423297353125,0.9170799999999999,0.8678249231684346,0.8463035019455253
24,0.3158742709994316,0.3971903500556946,0.8664125,0.84,0.9422732868749999,0.917546,0.8673954313650069,0.8458574181117534
25,0.3116595884203911,0.39537655210494993,0.8693375,0.84,0.9439754146874999,0.9180400000000001,0.8704050384953942,0.8458574181117534
26,0.3095384167075157,0.38865903091430665,0.8721875,0.846,0.94495726375,0.9202580000000001,0.873278885597789,0.8507751937984496
27,0.31046776168346407,0.38316894507408145,0.8680375,0.852,0.943987115,0.9220119999999999,0.8690247261268191,0.8549019607843137
28,0.30751848270893095,0.37976731157302857,0.8713625,0.855,0.9453737234375001,0.923164,0.8724040023309735,0.8571428571428571
29,0.3029253270983696,0.38173300194740295,0.874925,0.849,0.9473535693749999,0.923468,0.8758129374968971,0.8535402521823472
30,0.30508268365859986,0.3744776005744934,0.8721,0.862,0.945933038125,0.92498,0.8730836020838502,0.8617234468937875
31,0.30207929228544234,0.3748439803123474,0.873975,0.852,0.9472212734375,0.925816,0.8749317719446237,0.8560311284046692
32,0.3020600675106049,0.3728135280609131,0.8734875,0.855,0.9469737118749999,0.92616,0.8744744446787136,0.8582600195503421
33,0.30087112565040586,0.37501826977729796,0.8757375,0.848,0.9474692796874999,0.9268459999999998,0.8767741375677116,0.8532818532818532
34,0.29945634270906446,0.37057300424575806,0.8747125,0.852,0.94803954375,0.928206,0.8756713844474491,0.8563106796116505
35,0.29776314843893054,0.3665224132537842,0.87635,0.861,0.9486930318750001,0.9292779999999999,0.8770691454988319,0.8635917566241413
36,0.3000379512667656,0.36328793931007386,0.8736875,0.866,0.9476496193749999,0.93001,0.8744892002335085,0.8675889328063241
37,0.296327651154995,0.3653980565071106,0.877675,0.855,0.9489884884374999,0.9299219999999999,0.8784438426949545,0.859086491739553
38,0.29655545867681504,0.3618046760559082,0.8764375,0.866,0.9487228834374999,0.9304820000000001,0.8772918554563849,0.8675889328063241
39,0.2942388927578926,0.36174573469161986,0.8769625,0.861,0.949717346875,0.9314539999999999,0.8778496171554089,0.864390243902439
40,0.29333683495521545,0.3581261787414551,0.8788625,0.87,0.9499941115624999,0.931492,0.8795864862514133,0.8707753479125249
41,0.29091864947080615,0.3586485514640808,0.88005,0.861,0.9511043109374999,0.932864,0.8807328046931319,0.8649173955296404
42,0.2920588583111763,0.35517106771469115,0.8787375,0.866,0.9503303190625001,0.9333639999999999,0.8795520294011746,0.8681102362204725
43,0.29237794225215913,0.3571500811576843,0.8795625,0.861,0.9501056140624999,0.933164,0.8803447462215764,0.8649173955296404
44,0.2907980014204979,0.3612633683681488,0.8789375,0.855,0.9505915675000001,0.933616,0.8797685995555721,0.8607108549471661
45,0.28845423461198805,0.3554730248451233,0.8812,0.857,0.9514690215625,0.9344279999999999,0.8819320214669052,0.861568247821878
46,0.29041572870016097,0.3527173101902008,0.8789,0.865,0.9506253909375,0.935142,0.8797059700009934,0.8682926829268293
47,0.28746081516742705,0.34933114624023437,0.881675,0.867,0.9518984643750001,0.9360459999999999,0.8823251535267647,0.8697355533790402
48,0.28933738065958026,0.3468102169036865,0.8799125,0.874,0.9510538318750001,0.936182,0.8807102502017756,0.8752475247524752
49,0.2878399807333946,0.3465470654964447,0.880675,0.873,0.951664265,0.937004,0.8814603253445921,0.8751229105211407
50,0.2878270608782768,0.3468184552192688,0.880475,0.87,0.9515293234375001,0.936856,0.8811347024016707,0.8722986247544204
51,0.28483318111896516,0.34742977118492124,0.8813125,0.865,0.9527254984375,0.9369240000000001,0.8820511546440417,0.8682926829268293
52,0.28593256365060804,0.34552602148056033,0.8815375,0.871,0.9521858203125,0.936958,0.8822718294637201,0.8731563421828908
53,0.286004821908474,0.34566543412208556,0.8824625,0.869,0.9521394709375,0.937818,0.8830516274268373,0.8719452590420332
54,0.2853465994954109,0.3471707000732422,0.8823875,0.859,0.952439334375,0.938304,0.8829566234186269,0.863768115942029
55,0.2852677319288254,0.3389799742698669,0.881575,0.878,0.9521914728125,0.938924,0.8822403420673196,0.8784860557768924
56,0.28184422047138213,0.34054968094825744,0.8826375,0.874,0.9537474934375001,0.938836,0.8832925207274174,0.8752475247524752
57,0.28219537172317505,0.34158533906936644,0.884975,0.868,0.95361690375,0.939432,0.8855330264958328,0.8713450292397661
58,0.2830339480876923,0.3460568735599518,0.8832125,0.864,0.953203363125,0.93925,0.8837024036247308,0.8684719535783365
59,0.2813035160899162,0.34164838361740113,0.884425,0.864,0.9537260990625,0.94032,0.8851514172856682,0.8679611650485437
60,0.27984230493307116,0.3380864315032959,0.8849375,0.875,0.95415385625,0.9400200000000001,0.8855085262254506,0.8768472906403941
61,0.28226677815914153,0.3356017498970032,0.8840125,0.875,0.9530585356250001,0.940466,0.8845421628280264,0.8761149653121902
62,0.28021129126548766,0.337865131855011,0.883725,0.871,0.9539706531250001,0.94032,0.8843034825870647,0.873900293255132
63,0.2784666980743408,0.3331374797821045,0.8833625,0.88,0.9544675771875,0.9412300000000001,0.8840480658108931,0.8809523809523809
64,0.2772276987671852,0.331630686044693,0.885375,0.88,0.9549697562499999,0.9416059999999999,0.8861265646731572,0.8804780876494024
65,0.2794453309416771,0.3324516444206238,0.884975,0.877,0.954147860625,0.9409759999999999,0.8855558042932119,0.8771228771228772
66,0.2773164393424988,0.3374204037189484,0.884775,0.865,0.9550033875,0.9417719999999998,0.885419515226849,0.8698167791706847
67,0.27902490113973616,0.3333049259185791,0.885025,0.874,0.9542582368750001,0.942188,0.8857561605723371,0.8764705882352941
68,0.2786850902557373,0.33512742090225217,0.8839625,0.869,0.9544062265625,0.942358,0.8843888162401146,0.8729388942774006
69,0.2787703924059868,0.3348204382658005,0.8844875,0.871,0.9542416809375001,0.9423560000000001,0.8852063949516155,0.8748787584869059
70,0.27691511861085893,0.3296620104312897,0.8863,0.878,0.9550300253124999,0.9424759999999999,0.8870707421845901,0.8792079207920792
71,0.2777523620128632,0.33328691458702087,0.8848375,0.874,0.9544968659375,0.942246,0.8854090225002799,0.8771929824561403
72,0.2766512545108795,0.33169472455978394,0.8856875,0.875,0.9549543765625,0.9430860000000001,0.886305712687263,0.8780487804878049
73,0.2771121411204338,0.3338230471611023,0.8850875,0.875,0.9547865784375,0.942766,0.8856037132439865,0.8792270531400966
74,0.27654671691656113,0.32778897070884705,0.8853125,0.88,0.9548964478124999,0.94352,0.8859922710836636,0.8816568047337278
75,0.27369966930150985,0.3335014204978943,0.8878625,0.87,0.9560350809375,0.9433440000000001,0.8883106535028199,0.874274661508704
76,0.27448473309278487,0.3250826075077057,0.88645,0.883,0.955774268125,0.943714,0.887149672033393,0.8838133068520357
77,0.2749783705472946,0.3312816447019577,0.885625,0.877,0.9554772656249999,0.9433679999999999,0.8860551418395557,0.880466472303207
78,0.27484906945228577,0.3280230083465576,0.886875,0.88,0.9554272803124999,0.9437819999999999,0.8875273414197654,0.8821218074656189
79,0.27277013531923294,0.3279882082939148,0.8867625,0.879,0.9562288334375,0.943926,0.8872178578987339,0.8817204301075269
80,0.27449019936323166,0.3269886612892151,0.8865125,0.881,0.9554733478125,0.94445,0.8871009861099022,0.8836754643206256
81,0.27340475167036055,0.320136522769928,0.88655,0.879,0.956034064375,0.9453239999999999,0.8871144278606965,0.8796019900497513
82,0.2710412279129028,0.32484712386131287,0.8883125,0.882,0.9567944971875,0.9445979999999999,0.8889662114302047,0.8840864440078585
83,0.27522661595344544,0.34235793685913085,0.886675,0.86,0.95515986125,0.9445399999999999,0.8871854856773101,0.8689138576779026
84,0.2742114764928818,0.3250399705171585,0.8872,0.88,0.9555643328125001,0.945192,0.887864403409797,0.8828125
85,0.27086972401142123,0.3221210515499115,0.8886875,0.882,0.9569160578125,0.9450439999999999,0.8892757227230339,0.883399209486166
86,0.27327751145362855,0.3257593002319336,0.8868375,0.877,0.9559236062500001,0.9451280000000001,0.8874466947645867,0.880466472303207
87,0.272073982656002,0.3189593548774719,0.8886875,0.883,0.95627418125,0.945644,0.889248181083266,0.8835820895522388
88,0.27361301853656766,0.32123364210128785,0.8867,0.882,0.9557384478125001,0.945394,0.8872496579176514,0.883629191321499
89,0.2708776368379593,0.3173313386440277,0.888,0.883,0.9567149643749999,0.946542,0.8885488966838321,0.8840436075322101
90,0.27108093099594116,0.3213680748939514,0.889125,0.883,0.9567082006250001,0.945958,0.8896409286585214,0.8854064642507345
91,0.27213994715213774,0.32344578218460085,0.8872875,0.884,0.956230524375,0.945884,0.8879527803665734,0.8869395711500975
92,0.2704116464495659,0.3209500901699066,0.8884625,0.884,0.9568561084375,0.94609,0.8889524971065175,0.8858267716535433
93,0.26938620975017546,0.3241491928100586,0.88805,0.883,0.9572161946875001,0.9458920000000001,0.8884432375875041,0.8865179437439379
94,0.27133886663913726,0.3295248851776123,0.8887,0.875,0.956644719375,0.946348,0.8891710231516057,0.8806112702960841
95,0.2711645365476608,0.31887309670448305,0.888675,0.887,0.9566361340624999,0.9466840000000001,0.8892453862607571,0.8893241919686582
96,0.26915828939676284,0.3196358630657196,0.8890125,0.886,0.9571681634375,0.946718,0.8895330753822611,0.888671875
97,0.2725869996905327,0.3196593270301819,0.8880625,0.885,0.9559405078125001,0.9467979999999999,0.8885070780263699,0.8873653281096964
98,0.2678330741047859,0.31969855666160585,0.8903375,0.885,0.95778115,0.9468260000000001,0.8907540003735758,0.8873653281096964
99,0.26829944257736205,0.31837507367134094,0.8907875,0.885,0.9575816059375001,0.946894,0.8912835189448143,0.887144259077527
100,0.2704997890472412,0.31826861381530763,0.88725,0.885,0.9567730478124999,0.94691,0.88768242267271,0.887144259077527