epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.5081120586872101,0.6027007260322571,0.7709,0.711,0.8608606087499999,0.7522979999999999,0.7761274246347779,0.7185978578383642
2,0.38261777834892274,0.5519228286743164,0.8434125,0.751,0.9253431787500002,0.804214,0.8454201063685386,0.7556427870461236
3,0.3419024838924408,0.5111784763336181,0.86175,0.774,0.9387950512500001,0.8392219999999999,0.8631899260285495,0.7744510978043913
4,0.3187677864789963,0.47881021094322207,0.8709,0.797,0.94600464,0.8641699999999999,0.8719881011403073,0.7992087042532147
5,0.3030108637571335,0.45059259366989135,0.8777875,0.813,0.9507797315625,0.883222,0.8787679640904187,0.8105369807497467
6,0.28674393897056577,0.4330332379341125,0.8845875,0.824,0.9559485046875,0.8946759999999999,0.8852316374348966,0.828125
7,0.27977946450710295,0.41361049985885623,0.88775,0.833,0.95748240625,0.904682,0.8883639980109398,0.8321608040201005
8,0.26970011130571364,0.3997562670707703,0.8926125,0.839,0.9605114440625,0.911794,0.8931906058458593,0.8368794326241135
9,0.263518107509613,0.38775356674194333,0.8967375,0.851,0.962048748125,0.917986,0.8973750574555573,0.8493427704752275
10,0.25846748728752134,0.37856584548950195,0.8979625,0.853,0.9633257631250001,0.9224019999999999,0.898579894889858,0.8540218470705064
11,0.25486380957365035,0.36746773719787595,0.8988125,0.865,0.9639371,0.92743,0.8991943015827553,0.8621041879468846
12,0.24854439195394515,0.36198919820785525,0.9018,0.867,0.9658074784375,0.92967,0.9021961057716249,0.8668668668668669
13,0.24596292073726653,0.35377492499351504,0.90395,0.874,0.9662879868750001,0.9330579999999999,0.9043112251251525,0.874
14,0.24087266957759856,0.3470499300956726,0.9066875,0.875,0.9676880096875,0.935344,0.9069863064903996,0.8748748748748749
15,0.23917378356456756,0.34291032433509827,0.9052875,0.882,0.9679390740625,0.937136,0.9055790247610502,0.882703777335984
16,0.2345087229013443,0.3384062306880951,0.9081625,0.88,0.969243975625,0.938352,0.9085295252798148,0.8795180722891566
17,0.23307072488069536,0.33242300200462344,0.9093875,0.882,0.96936595,0.9409059999999999,0.9097316480916506,0.8810483870967742
18,0.23217344946861268,0.3309278676509857,0.90885,0.887,0.9694966849999999,0.941566,0.9090092338407786,0.8882294757665677
19,0.232145749938488,0.3268283083438873,0.909025,0.888,0.969269875625,0.94314,0.9093445604245036,0.8888888888888888
20,0.22759804652929305,0.32299177145957947,0.9111125,0.89,0.970693866875,0.944278,0.9113197899908962,0.8906560636182903
21,0.2233606896519661,0.31873047876358035,0.9131,0.89,0.9719040690624999,0.945646,0.9133015738408201,0.8902195608782435
22,0.22447311379909515,0.31939600372314453,0.912575,0.888,0.9713477659374999,0.94494,0.9128277993817928,0.8888888888888888
23,0.2217233384013176,0.3140211546421051,0.9125375,0.89,0.9719121312500001,0.946976,0.9128154009096007,0.89
24,0.22203891382217408,0.3109668688774109,0.9137625,0.892,0.9717883784375,0.948222,0.9140065065376993,0.8926441351888668
25,0.2207617203474045,0.30803649353981016,0.9132,0.894,0.97208120375,0.94908,0.9133061999051162,0.8944223107569721
26,0.21670070511102676,0.30506933760643007,0.9159125,0.895,0.9731827381250001,0.95001,0.9160981328810008,0.8951048951048951
27,0.21734009976387023,0.30371060156822205,0.915125,0.896,0.9728630096875,0.9506919999999999,0.9151907271864305,0.897029702970297
28,0.21558915313482285,0.30129768371582033,0.916825,0.895,0.9733911428124999,0.95123,0.9168811052539536,0.8938321536905965
29,0.21503664306402206,0.30102738869190215,0.916375,0.899,0.973451565,0.9518559999999999,0.9164773152887713,0.9002961500493584
30,0.21328799506425858,0.29933190941810606,0.9175375,0.895,0.973874506875,0.9517599999999998,0.9177010691251138,0.8938321536905965
31,0.2141898728132248,0.2974242430925369,0.9158875,0.898,0.9735264765625,0.952444,0.9160333919814323,0.8977955911823647
32,0.21277143994569778,0.2964628739356995,0.9166375,0.899,0.9738562331250001,0.952378,0.9167488484152446,0.8993020937188435
33,0.20931525737047196,0.29551350593566894,0.9185625,0.899,0.97483527875,0.952722,0.9186367439711264,0.8988988988988988
34,0.21245167034268378,0.29286663937568663,0.9169,0.901,0.9737584825000001,0.9536180000000001,0.9170410302485774,0.9005025125628141
35,0.2088413462281227,0.29128365278244017,0.9185375,0.902,0.9747875215624999,0.9539859999999999,0.9187153102588088,0.9016064257028112
36,0.20876669208407403,0.29245195364952087,0.9188125,0.9,0.9748255809374999,0.954114,0.9189310633198946,0.9013806706114399
37,0.2090588235974312,0.2892656276226044,0.9182625,0.903,0.974602933125,0.954848,0.9184144530811363,0.9038652130822596
38,0.20823659430742264,0.2886105848550797,0.9191125,0.904,0.974845098125,0.954888,0.9192003695980621,0.904572564612326
39,0.20623029294013978,0.28957156801223755,0.9200125,0.903,0.9754176806249999,0.95425,0.9201113621892908,0.9036742800397219
40,0.20718494223356246,0.28903613924980165,0.9185125,0.903,0.9749649940625,0.9551940000000001,0.9185766209110325,0.9042448173741362
41,0.20619168494343756,0.28531659507751467,0.9192125,0.903,0.9752595471875,0.955576,0.9193747582989235,0.9027081243731193
42,0.20662571715712547,0.2851867661476135,0.918875,0.903,0.9751081478125,0.9562439999999999,0.9189965052421368,0.904055390702275
43,0.20349463169574739,0.2821151661872864,0.9209,0.907,0.9759677918749999,0.956942,0.9210224152563526,0.9074626865671642
44,0.2043515897989273,0.28287130188941956,0.920375,0.907,0.9757258921874999,0.956492,0.9204028589993503,0.9076464746772592
45,0.20371199909448623,0.28232201337814333,0.92085,0.906,0.9758062521875001,0.956664,0.9210552563335328,0.906930693069307
46,0.20181384688019752,0.2803360269069672,0.920875,0.905,0.9763153946875,0.956962,0.9209797018949891,0.9049049049049049
47,0.2020286266207695,0.27919884347915647,0.9229,0.907,0.9762134175000001,0.9574520000000001,0.9229943319433693,0.9070929070929071
48,0.20217060309648513,0.278859911441803,0.9212125,0.905,0.9761298503125,0.957604,0.921252857910321,0.904330312185297
49,0.19924423646330833,0.27748812854290006,0.9224375,0.907,0.9768806184375001,0.958034,0.9225004683694499,0.9069069069069069
50,0.20008827124238016,0.27796558117866516,0.921875,0.904,0.97654644625,0.9577899999999998,0.9219101404368034,0.903420523138833
51,0.19883003897666932,0.27645682442188263,0.9228375,0.903,0.976995604375,0.9583760000000001,0.9228172395253754,0.9023162134944612
52,0.20173371677398683,0.27654806566238405,0.9201375,0.908,0.976121606875,0.958386,0.9201524714116103,0.9085487077534792
53,0.19867246195077895,0.2750797278881073,0.9227,0.902,0.976957925625,0.958712,0.9228138495718815,0.901010101010101
54,0.19769942277669908,0.27400061416625976,0.9230875,0.905,0.9771991665625,0.95893,0.9230903841105959,0.9054726368159204
55,0.19896348417997362,0.2735528249740601,0.9219,0.906,0.9767508475,0.958882,0.9219897118313939,0.905811623246493
56,0.1968962047100067,0.27260074341297147,0.9245,0.909,0.977258690625,0.959022,0.9245018874528137,0.9090909090909091
57,0.19800429652929305,0.2725068838596344,0.92235,0.907,0.976928936875,0.959168,0.9223868662385367,0.9072781655034895
58,0.1985371101617813,0.27363906145095823,0.922225,0.909,0.9767569375,0.958796,0.9222813460241325,0.9096325719960278
59,0.19864687688350677,0.27270907258987426,0.921975,0.908,0.97681178875,0.959394,0.9220724094881398,0.9087301587301587
60,0.19614176188111304,0.271216490983963,0.923,0.909,0.977435490625,0.9594980000000001,0.9230980499862675,0.909272183449651
61,0.1978524235188961,0.27166123485565186,0.92235,0.909,0.9769220615625,0.9592720000000001,0.9224023783945836,0.9090909090909091
62,0.19498086150884628,0.27268306159973144,0.9254,0.908,0.9776154196875,0.959348,0.9254931335830212,0.9090909090909091
63,0.1960110216498375,0.26985392236709593,0.923725,0.91,0.97739988625,0.959856,0.9237840673478055,0.9101796407185628
64,0.193922703063488,0.2695836470127106,0.9240625,0.909,0.977941669375,0.960024,0.9240748378388511,0.9098116947472745
65,0.19648200559616089,0.2683518030643463,0.9229,0.909,0.9772763665624999,0.960368,0.9229866400299663,0.9096325719960278
66,0.1951426821947098,0.26937386536598207,0.923425,0.909,0.97752417625,0.959738,0.9234594432505373,0.909272183449651
67,0.19414735653996468,0.26775639152526853,0.9247125,0.912,0.9777609296875001,0.9604239999999999,0.9247830159225726,0.9125248508946322
68,0.1959020305156708,0.26775705575942993,0.9231375,0.913,0.97743519,0.960264,0.9231250078137697,0.9134328358208955
69,0.19343107771873475,0.26630992579460144,0.924775,0.911,0.977903275625,0.96072,0.9248163510069461,0.9112662013958126
70,0.192616861897707,0.26674002027511595,0.92575,0.913,0.9781914268749999,0.960586,0.9257277183154946,0.9134328358208955
71,0.19288556904792786,0.2655550887584686,0.9246375,0.912,0.9779776387500001,0.960924,0.9247306458257906,0.9121756487025948
72,0.19484586805701257,0.26550746417045595,0.923475,0.91,0.9775138003124999,0.9614459999999999,0.9235132433783109,0.9107142857142857
73,0.19433782610297204,0.2650500566959381,0.924175,0.913,0.977602409375,0.9611600000000001,0.924193951512122,0.9134328358208955
74,0.19231141354441642,0.2665563488006592,0.9249125,0.908,0.9781390487499999,0.961276,0.9249415851357599,0.9089108910891089
75,0.19327088136672974,0.2645129449367523,0.9251125,0.911,0.977817290625,0.9611700000000001,0.9251059467703424,0.9110889110889111
76,0.19254515322446822,0.26458556962013247,0.9244375,0.911,0.9780387990625,0.961106,0.9244422223611024,0.9110889110889111
77,0.19258570660352706,0.26317185068130494,0.9254,0.912,0.9780751559374999,0.961618,0.9255358969879969,0.9125248508946322
78,0.1902798596739769,0.2635305252075195,0.926075,0.911,0.9786631275,0.9617819999999998,0.9261248657156419,0.9116186693147964
79,0.19194257908463477,0.262887148141861,0.9254625,0.909,0.978222113125,0.961498,0.9254839233720306,0.908908908908909
80,0.19272993899583815,0.2624609804153442,0.92555,0.91,0.9780369203125001,0.9619359999999999,0.9255927841491143,0.9107142857142857
81,0.19090213869810105,0.26365186524391176,0.9256625,0.913,0.9784333940625,0.9617400000000002,0.9257061476382625,0.913946587537092
82,0.1920632287800312,0.26273210644721984,0.9257375,0.909,0.9781018968749999,0.961746,0.9258181727371484,0.908908908908909
83,0.18934119406342506,0.2636917610168457,0.9259875,0.91,0.9787354346875001,0.9614880000000001,0.926047586336102,0.9107142857142857
84,0.19166711341142653,0.26376594066619874,0.9247,0.91,0.9782045256250002,0.961828,0.9247902516979625,0.9107142857142857
85,0.188946708214283,0.26188048195838926,0.927675,0.91,0.9788474924999999,0.961908,0.9276984979881538,0.9107142857142857
86,0.1900311366915703,0.2614700782299042,0.92595,0.908,0.978646569375,0.961718,0.9260258235308808,0.9076305220883534
87,0.1890147222340107,0.26003570103645324,0.926525,0.911,0.9788538981249999,0.962386,0.9266002347593717,0.9116186693147964
88,0.1879299380481243,0.2607748565673828,0.92705,0.912,0.9790723990625,0.962304,0.9270317579394849,0.9128712871287129
89,0.18962970416545868,0.2592034752368927,0.9262,0.911,0.9787104125000001,0.962626,0.9262239772074076,0.9114427860696518
90,0.19112935009002685,0.2575887087583542,0.9255,0.912,0.9782675600000001,0.963008,0.9255614118352359,0.9123505976095617
91,0.187722226780653,0.259430992603302,0.9276625,0.912,0.9790927062499999,0.962508,0.9276959406274597,0.9126984126984127
92,0.19002691663503646,0.26018774127960204,0.9261,0.91,0.9784680218749999,0.9622,0.9261110833374994,0.9105367793240556
93,0.18877096745371819,0.25808734488487245,0.926625,0.913,0.9788210471875,0.9628700000000001,0.9266029808942683,0.9134328358208955
94,0.1911580886244774,0.25896244144439695,0.925675,0.907,0.9781679456249999,0.96238,0.9257622293804779,0.9067201604814443
95,0.18975723786354065,0.2569205424785614,0.9262625,0.908,0.978557189375,0.9632020000000001,0.9262910622133923,0.9078156312625251
96,0.18773271089196206,0.2584054831266403,0.9265625,0.912,0.979089899375,0.962628,0.9265579098693668,0.9125248508946322
97,0.18862445705533026,0.25849768149852753,0.9266125,0.911,0.9788440090625,0.9628299999999999,0.9266574223288236,0.9117938553022795
98,0.18937912361621856,0.25760923767089844,0.9256375,0.91,0.978665276875,0.9628979999999999,0.9256941582043692,0.9105367793240556
99,0.18879473772644997,0.25734231305122374,0.9272125,0.909,0.9787008525,0.9631460000000001,0.9272188683490195,0.9090909090909091
100,0.18862681866884232,0.2567821114063263,0.9267375,0.913,0.9787743121875,0.9631500000000001,0.926829877279934,0.913604766633565