epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.6166146730303381,0.6864146771430969,0.6744105037513398,0.565,0.74730466582576,0.585682,0.6807325468351769,0.6227233304423244
2,0.5341307617077107,0.6639426345825196,0.7519560557341908,0.61,0.8394315048782925,0.6591400000000001,0.7578413163470845,0.6655231560891939
3,0.49401098894152995,0.6449447669982911,0.7714094319399786,0.646,0.8615930801537987,0.702116,0.7754231710848448,0.6937716262975778
4,0.47054254228662445,0.6270694231987,0.7841371918542337,0.661,0.8718988982054914,0.727088,0.7885342293154137,0.6975914362176628
5,0.45326936766265674,0.6054808921813964,0.7940782422293676,0.696,0.8801422777886913,0.749516,0.7977897645046704,0.7088122605363985
6,0.44183139319971826,0.5955203008651734,0.7953912111468382,0.702,0.8846726638705371,0.765266,0.7979145715344308,0.7250922509225092
7,0.43085199330014046,0.5804295578002929,0.8032154340836013,0.707,0.8906596134471545,0.77966,0.80585809453315,0.7174541947926711
8,0.42118878308983093,0.5701968622207642,0.8075830653804931,0.723,0.8959617166328351,0.7910480000000001,0.8100415310954157,0.7369420702754036
9,0.41423170461148695,0.5583631277084351,0.8138263665594855,0.733,0.8991160212822907,0.8055939999999998,0.8167334880776536,0.7492957746478873
10,0.40725596648703816,0.5508882379531861,0.8152465166130761,0.739,0.9027570451780551,0.8123919999999999,0.8178960990941024,0.7553889409559512
11,0.4019480522422545,0.5426892702579498,0.8192122186495177,0.74,0.9053990989547254,0.8235920000000001,0.8215409844737747,0.7605893186003683
12,0.3956670912899005,0.530855064868927,0.8210878885316184,0.757,0.908498101354526,0.8293520000000001,0.8239976803648154,0.7610619469026548
13,0.38908801845415614,0.5266522727012635,0.8285101822079314,0.752,0.9123901838506863,0.83449,0.8306967885297074,0.7651515151515151
14,0.38613508291949794,0.5189896521568298,0.8300911039657021,0.758,0.913456351832131,0.841864,0.8321731995871159,0.7712665406427222
15,0.38054932054982693,0.5093360486030578,0.8336012861736335,0.772,0.9164027402988435,0.84835,0.8359833078020179,0.7786407766990291
16,0.37613079756785817,0.5047507886886596,0.8357449088960343,0.769,0.9186373061578033,0.854034,0.8374608898552262,0.7818696883852692
17,0.37371804426720673,0.4957500171661377,0.8386120042872455,0.789,0.919545789780227,0.858926,0.8406655908573847,0.7921182266009852
18,0.37155726506012426,0.48951303815841674,0.8382368703108253,0.798,0.9200971623420859,0.86387,0.8400328572564191,0.798804780876494
19,0.36401159619595075,0.49017198038101195,0.8426312968917471,0.778,0.924333040107342,0.8654580000000001,0.8446583965932235,0.7897727272727273
20,0.3606569415503376,0.48609437227249147,0.845123258306538,0.783,0.9259034447879295,0.8687,0.8467900121931824,0.7962441314553991
21,0.36093553120683625,0.47777140283584596,0.844962486602358,0.791,0.9251050530219221,0.8731519999999999,0.8466147075976883,0.7992315081652257
22,0.3570871123546956,0.475865932226181,0.8462486602357985,0.792,0.9269579382967504,0.876314,0.8479274886038376,0.8034026465028355
23,0.3571143638857691,0.47005945253372194,0.8465434083601286,0.807,0.9265199991039519,0.8766579999999999,0.8486562194445179,0.8102261553588987
24,0.354053364842651,0.46532435965538027,0.8491693461950697,0.81,0.9280968699776793,0.8799260000000001,0.8507569530980725,0.814453125
25,0.3479665537355797,0.4638397331237793,0.8508306538049303,0.797,0.9309609354627111,0.881528,0.852791072797948,0.8053691275167785
26,0.3494516526771128,0.46398905181884764,0.8483118971061093,0.797,0.9298963484891825,0.8830899999999999,0.8499085293103905,0.8086710650329878
27,0.34797010153436203,0.45685025048255923,0.8491425509110396,0.809,0.9303244211012431,0.885008,0.8511999154244635,0.8147429679922406
28,0.3444618805236755,0.45320049381256106,0.8523847802786709,0.811,0.9319546513511371,0.887594,0.8538532961931291,0.8166828322017459
29,0.34452911090237537,0.44798968839645387,0.8539924973204716,0.815,0.9315636340608554,0.8898980000000001,0.8557206026425186,0.8188050930460333
30,0.33935245415405446,0.44774006223678586,0.8547159699892819,0.811,0.9342794208197922,0.89203,0.8560658348818688,0.8191387559808613
31,0.3415084318907698,0.4421851205825806,0.8535637727759914,0.82,0.9328524987104949,0.8935199999999999,0.855181916951533,0.8235294117647058
32,0.3388768284267168,0.43752270126342774,0.8565112540192926,0.826,0.9341658941123898,0.8960459999999999,0.8579839287135015,0.8273809523809523
33,0.3369103147094273,0.4369062042236328,0.8558681672025723,0.823,0.9347834679703018,0.896354,0.8573625732544881,0.8259587020648967
34,0.33595951546426756,0.43662380599975587,0.8557877813504823,0.824,0.9354365319377959,0.8978099999999999,0.8571428571428571,0.8301158301158301
35,0.3323578265893881,0.4321410849094391,0.8602357984994641,0.824,0.9370419227009187,0.899328,0.8615490789403832,0.8284600389863548
36,0.3306549168284683,0.4320911829471588,0.8602893890675242,0.825,0.9377172141175821,0.9001960000000001,0.861425609950566,0.8312439729990356
37,0.3324788824155016,0.4281980664730072,0.8595123258306538,0.825,0.9369838016333348,0.9014379999999999,0.8608582574772432,0.8302618816682832
38,0.32986110594494933,0.42500867033004763,0.8604233654876742,0.826,0.9373107715893021,0.902922,0.861892515311398,0.8310679611650486
39,0.3250217161186255,0.4238237016201019,0.8615219721329046,0.828,0.9398494782817475,0.9041899999999999,0.8629250437642565,0.833976833976834
40,0.32497363862884004,0.4219069972038269,0.8634512325830653,0.825,0.9397098986891276,0.90482,0.8648204148761207,0.8305905130687319
41,0.32280146424026734,0.4197461702823639,0.8637459807073955,0.827,0.9405654637795539,0.9060739999999999,0.8651086293338992,0.8325266214908035
42,0.32549646973993235,0.41771105909347533,0.8620310825294748,0.83,0.9388842693589465,0.907904,0.8637217796363443,0.8365384615384616
43,0.32249903975958993,0.4145315454006195,0.8638799571275455,0.831,0.9404542734026506,0.9083340000000001,0.8650013287270795,0.8360814742967992
44,0.32182328957836726,0.41718637418746946,0.8648177920685959,0.828,0.9407308033185944,0.9081380000000001,0.8659706171461969,0.8349328214971209
45,0.32294652283766645,0.4104932823181152,0.8636387995712754,0.835,0.9396562636058583,0.90992,0.8648591231377964,0.8393378773125608
46,0.31882893613680385,0.40917669486999514,0.8666666666666667,0.83,0.9416965378080596,0.910732,0.8677439931958324,0.8349514563106796
47,0.31931062442313435,0.41059741425514223,0.8662647374062165,0.83,0.9417297590779435,0.910936,0.8675248838752488,0.8365384615384616
48,0.32050430778521816,0.40649909687042235,0.8660503751339764,0.83,0.9409740803732155,0.911884,0.8671997449725048,0.8355899419729207
49,0.31909170785134244,0.40402514600753786,0.8647642015005359,0.835,0.9415066790045595,0.9127859999999999,0.866045598110253,0.8390243902439024
50,0.31498664981682584,0.4028407921791077,0.8691586280814577,0.84,0.9432158505162042,0.913442,0.8702813272055894,0.8434442270058709
51,0.31607765375226254,0.4023044357299805,0.8665326902465166,0.837,0.942517508836987,0.9142859999999999,0.8677973299360352,0.842512077294686
52,0.3156542299836395,0.40199095106124877,0.8685155412647374,0.835,0.9425170909684097,0.915594,0.8696783788808329,0.8418024928092043
53,0.3121875091572667,0.3991609709262848,0.8703644158628081,0.837,0.9444501294674602,0.916106,0.8714392006802721,0.8428158148505304
54,0.3151135501562591,0.3956533198356628,0.8683547695605573,0.845,0.9428499900630565,0.9163479999999999,0.8694635597948827,0.8475909537856441
55,0.3111130679726984,0.3946092436313629,0.8698553054662379,0.844,0.9445802416802511,0.9179619999999998,0.8710131456645864,0.847953216374269
56,0.310978269922005,0.39370527052879334,0.8714094319399786,0.845,0.9445437952116569,0.917998,0.872458606851463,0.8484848484848485
57,0.31034399704151217,0.39267616319656373,0.8702840300107181,0.845,0.944752201061702,0.9179399999999999,0.871362899582813,0.8490749756572541
58,0.3097053232683629,0.3958510377407074,0.8711950696677385,0.835,0.9449830009339579,0.918526,0.8719192134502145,0.8424068767908309
59,0.310019936343098,0.39001833176612855,0.8703376205787782,0.848,0.9447775129840814,0.918978,0.8714911698313637,0.8515625
60,0.30923473081788067,0.38801611185073853,0.8705519828510182,0.851,0.9449896150324703,0.92005,0.8716286238142056,0.8540646425073457
61,0.30785875944270963,0.39096166563034057,0.8704715969989282,0.84,0.9454507236737053,0.9197359999999999,0.8714293313474121,0.8464491362763915
62,0.307242555135316,0.3873462336063385,0.8701500535905681,0.85,0.9456623504145372,0.920222,0.8708766320277112,0.853515625
63,0.30699991518661524,0.3890463426113129,0.8715434083601287,0.84,0.9457663523031308,0.920852,0.8725542322415993,0.8467432950191571
64,0.3072550787036442,0.3860616698265076,0.8709003215434084,0.846,0.9453061713014179,0.9212039999999999,0.8718889597957882,0.8504854368932039
65,0.3056506645449488,0.3862320866584778,0.8732315112540193,0.845,0.9460171998152762,0.92244,0.8741454071453273,0.8505303760848602
66,0.30864234382699923,0.3818403339385986,0.869989281886388,0.852,0.9448688826050645,0.922632,0.8708544051104605,0.8549019607843137
67,0.3050634236197763,0.3828541240692139,0.8725616291532691,0.847,0.9461433760219831,0.9238320000000001,0.8734769885607875,0.8518877057115198
68,0.305395821551418,0.37920380640029905,0.8728295819935691,0.859,0.9461821602570509,0.9233999999999999,0.8742115027829314,0.8605341246290801
69,0.30405906774223423,0.37978431868553164,0.8730171489817792,0.853,0.9467167936642509,0.9237019999999999,0.8740599006085732,0.8560235063663075
70,0.30012498795027903,0.37819450521469117,0.8741157556270096,0.858,0.9481672614473013,0.923826,0.87500665141276,0.860236220472441
71,0.3025946575345717,0.381517813205719,0.8736602357984995,0.844,0.9471768281965653,0.924316,0.8744173658276735,0.85
72,0.30389321758816096,0.38259993195533754,0.8733654876741693,0.843,0.9462701280544613,0.9251699999999999,0.874488766133744,0.8506184586108468
73,0.3012914940283613,0.3742380690574646,0.87497320471597,0.856,0.9473875258619007,0.9254959999999999,0.876121701269049,0.8582677165354331
74,0.3000719976195185,0.37559618043899534,0.8739281886387996,0.853,0.9479805201444246,0.925216,0.8747304241326979,0.8563049853372434
75,0.30029124387590833,0.37375657629966735,0.87491961414791,0.857,0.9476928542462915,0.925322,0.8758378550909671,0.8596663395485771
76,0.30027918148654065,0.37530611848831175,0.87483922829582,0.853,0.9480049116071542,0.9256979999999999,0.875906591217024,0.8574199806013579
77,0.2982779290515127,0.3697236542701721,0.8744105037513398,0.863,0.9486819549126986,0.926916,0.875368947270455,0.863681592039801
78,0.3007000960146116,0.3672147755622864,0.8737674169346195,0.865,0.9473258694251162,0.928106,0.8746574431289078,0.8648648648648649
79,0.299126428749017,0.3681509954929352,0.8757502679528403,0.87,0.9481504203384534,0.9277540000000001,0.8767050440054243,0.8686868686868687
80,0.2982633692850254,0.3727687213420868,0.875,0.849,0.948630855760383,0.92807,0.8758681248503233,0.8546679499518768
81,0.29479544749213954,0.3704712598323822,0.8779474812433011,0.853,0.9499414208565531,0.928782,0.8787370550807976,0.8582449373191899
82,0.29661381302155865,0.3708862977027893,0.8759378349410504,0.852,0.9489038474351773,0.9282460000000001,0.8768944429672959,0.8565891472868217
83,0.2954475306812973,0.36473678636550905,0.8769292604501607,0.866,0.949568949176842,0.929424,0.8779333988890956,0.8673267326732673
84,0.29899878731877855,0.36660184478759766,0.8740889603429797,0.856,0.9479494959155141,0.928908,0.8750299194170368,0.8590998043052838
85,0.29859484410170956,0.3666916632652283,0.87494640943194,0.857,0.9481208823431428,0.9291539999999999,0.8758743583605947,0.8604878048780488
86,0.29593066463899764,0.3692803587913513,0.8761789924973205,0.851,0.9490827325216057,0.9294520000000002,0.8770847187125947,0.8568683957732949
87,0.29414049135910353,0.3632256693840027,0.8766345123258307,0.858,0.9499400293972697,0.930542,0.8777028103915423,0.8610567514677103
88,0.2930425448049686,0.3614032003879547,0.8780814576634512,0.865,0.9504256601749131,0.9306159999999999,0.8789764868603043,0.8664688427299704
89,0.29164464927946254,0.3624228491783142,0.8793140407288317,0.864,0.9508777106890495,0.930236,0.8801745237841865,0.8661417322834646
90,0.29339127187943537,0.36208769035339355,0.8762325830653805,0.865,0.9497972561973786,0.9304339999999999,0.877059434138032,0.8669950738916257
91,0.29618732872691567,0.36134916281700136,0.8785369774919615,0.863,0.9489018614824541,0.9307139999999999,0.8793997924814431,0.8652900688298918
92,0.2926314818322467,0.3645113158226013,0.8792068595927117,0.856,0.9504417071898669,0.931132,0.880259243518912,0.861003861003861
93,0.29462658830011007,0.36333977508544923,0.877331189710611,0.856,0.9494744117961282,0.9319499999999998,0.8783740701381509,0.861271676300578
94,0.2902815416311528,0.35853245306015014,0.8782958199356913,0.861,0.9511918746244927,0.9326339999999999,0.8789381097073404,0.8638589618021547
95,0.2936747821197632,0.3631357190608978,0.8769292604501607,0.856,0.949575468501038,0.931842,0.8777123991586571,0.861271676300578
96,0.29011179226004424,0.3576076064109802,0.8794480171489818,0.858,0.9510100185068393,0.932714,0.8801513093049895,0.8615984405458089
97,0.29206962282634624,0.35463745856285095,0.8788585209003216,0.872,0.9502648798548863,0.9328499999999998,0.8795716683093151,0.8707070707070707
98,0.2878291018139511,0.3654970307350159,0.8813236870310825,0.847,0.9519078055552683,0.9323299999999999,0.882053740246598,0.8544243577545195
99,0.2908634538435859,0.3551451799869537,0.8790996784565916,0.867,0.950810802893546,0.9329119999999999,0.8799361362426823,0.8687068114511353
100,0.29167594204378283,0.35915536546707155,0.8784833869239014,0.862,0.9504016320137302,0.932916,0.8791601161768232,0.8662790697674418