epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.5942628952503204,0.6460359539985657,0.6941,0.641,0.771611651875,0.7091779999999999,0.696497668419486,0.6902502157031924
2,0.48612792840003965,0.6142794809341431,0.778125,0.686,0.8668433571875,0.740116,0.7831239919847515,0.6828282828282828
3,0.4477280245304108,0.5879403729438781,0.7958875,0.707,0.8837086996875,0.770582,0.7987725978779252,0.711897738446411
4,0.42546278975009916,0.5734998698234558,0.80535,0.72,0.893777406875,0.793318,0.8081178993025606,0.7440585009140768
5,0.4103445688486099,0.5468200807571411,0.8140875,0.742,0.9009388875,0.8168,0.8171389930534211,0.7566037735849057
6,0.3967079180955887,0.5270725288391114,0.822,0.758,0.908199644375,0.8333300000000001,0.8246953096146744,0.7673076923076924
7,0.38539636647701264,0.5114136056900025,0.829475,0.776,0.9138199450000001,0.8466400000000001,0.8316342902278281,0.7808219178082192
8,0.3765883854389191,0.5018616998195649,0.834575,0.771,0.9181652462500001,0.855008,0.8363425009893154,0.7808612440191387
9,0.37206090295314787,0.48809413170814514,0.836675,0.789,0.9195376909375,0.864074,0.8387709772951629,0.7945472249269717
10,0.3640533322095871,0.4811835780143738,0.8425125,0.794,0.9236086540624999,0.8711399999999999,0.8447232526898286,0.8034351145038168
11,0.35762731091976163,0.4681783046722412,0.846825,0.806,0.9266753490625002,0.8781459999999999,0.848630086221805,0.8101761252446184
12,0.351907178902626,0.46286132526397705,0.8489625,0.807,0.928976835625,0.8823680000000003,0.8506889094840903,0.8131655372700871
13,0.34890544538497925,0.45789341497421265,0.8494,0.804,0.9299503678125,0.8869579999999998,0.8510717199436327,0.8133333333333334
14,0.34484155204296113,0.44775105857849123,0.852825,0.814,0.9319451668750001,0.89078,0.8543975069252078,0.8190661478599222
15,0.3404171021461487,0.44053203773498534,0.8554625,0.821,0.933718368125,0.8952840000000001,0.857019203422735,0.8263821532492726
16,0.3378210289955139,0.4372369842529297,0.85605,0.821,0.9343164371874999,0.89882,0.8573728666617126,0.8290353390639924
17,0.333160728430748,0.4317753138542175,0.8595,0.822,0.9365803415625,0.900222,0.8609392784678577,0.8281853281853282
18,0.3302877129554749,0.422585889339447,0.8595375,0.829,0.9375924975,0.9047240000000001,0.860957471819048,0.833170731707317
19,0.3292951888799667,0.4175744500160217,0.8600625,0.839,0.9376810575000001,0.9064499999999999,0.8616586137439294,0.8407517309594461
20,0.32417638877630234,0.41427515172958373,0.8639125,0.833,0.9401512006249999,0.9090260000000001,0.8652115239380471,0.8377065111758989
21,0.32086191014051435,0.4115777356624603,0.865475,0.831,0.9413148112499999,0.9101660000000001,0.8667244582043344,0.8363988383349468
22,0.3199367339849472,0.4080964772701263,0.8649375,0.839,0.94111447375,0.9113939999999999,0.8662830270404059,0.8432327166504382
23,0.3205904046654701,0.40593431425094606,0.8646375,0.833,0.9408621471874999,0.9138899999999999,0.8658698210193844,0.8392685274302214
24,0.3157782480120659,0.40000357246398927,0.8676125,0.847,0.9427903000000001,0.915216,0.8689508395510845,0.8504398826979472
25,0.3157201676249504,0.40606796407699586,0.8672125,0.833,0.9426099084375001,0.9162519999999998,0.868489792886589,0.842304060434372
26,0.31383853142261503,0.3981577088832855,0.8679125,0.84,0.9431810659375,0.9178799999999999,0.8690274042215639,0.8458574181117534
27,0.31136498742103574,0.390897928237915,0.87075,0.853,0.9443322825,0.9191300000000001,0.8718616006146678,0.8557409224730128
28,0.3089513681054115,0.3895652070045471,0.8709,0.847,0.9450563140625,0.9205599999999999,0.8721497363273997,0.8516003879728419
29,0.3102232737779617,0.3894784200191498,0.868775,0.847,0.9441742206249999,0.9200799999999999,0.8698455205931216,0.8513119533527697
30,0.30537385890483854,0.3862348444461822,0.8722375,0.849,0.9465737446875,0.9215120000000001,0.8733692622189184,0.8529698149951315
31,0.3059887157797813,0.3824141445159912,0.8735,0.853,0.945976163125,0.9228580000000001,0.8745661874070402,0.8563049853372434
32,0.3058902969717979,0.3787744519710541,0.8720125,0.859,0.94594564875,0.924126,0.8731682542828475,0.8610837438423645
33,0.30583123836517334,0.378781183719635,0.8725375,0.854,0.945646693125,0.9242400000000001,0.8736446884177396,0.8568627450980392
34,0.3018874868988991,0.37542485785484314,0.8747,0.857,0.9474042815625,0.925398,0.8757499132331796,0.8591133004926108
35,0.30006922245025636,0.37715768241882325,0.875425,0.854,0.948206635625,0.9261300000000001,0.8764504611722702,0.8588007736943907
36,0.3014560018420219,0.37099704027175906,0.8753875,0.866,0.94731473625,0.92672,0.8765097179382363,0.866
37,0.298226308965683,0.36777282190322874,0.8757875,0.861,0.9485224409375,0.928404,0.8766892101507725,0.8622398414271556
38,0.29789133087396624,0.3700889706611633,0.876175,0.859,0.9484716825000001,0.9283859999999999,0.8769746646795827,0.8624390243902439
39,0.2961504653930664,0.36642168593406677,0.8772375,0.862,0.9494174890625,0.9294939999999999,0.8783972858858635,0.8641732283464567
40,0.29718310976028445,0.3665696907043457,0.8762125,0.86,0.9488963643749999,0.9299339999999999,0.8769186790787855,0.8635477582846004
41,0.292214499270916,0.36469719672203066,0.879825,0.859,0.95077087375,0.930878,0.8808053757841752,0.8629737609329446
42,0.29401134144067764,0.3627264177799225,0.877375,0.867,0.9499055846875,0.93137,0.8782606537440123,0.8694798822374877
43,0.2946173352956772,0.3618049104213715,0.8772,0.864,0.9494885740625001,0.931776,0.8780808657449924,0.8674463937621832
44,0.2937010744214058,0.36241142320632935,0.8778875,0.862,0.9498571090625,0.93271,0.8787288188194401,0.8660194174757282
45,0.2921193405508995,0.3598000793457031,0.87835,0.863,0.9503906496875,0.93288,0.8791146001540258,0.866601752677702
46,0.29023152602910995,0.35731925392150876,0.879875,0.862,0.9512460221875,0.933848,0.8806448407769885,0.8657587548638133
47,0.29104585288763046,0.353147891998291,0.879125,0.868,0.950985380625,0.934562,0.8800099267899243,0.8703339882121808
48,0.2897648062109947,0.35259499502182007,0.88035,0.869,0.951211324375,0.9345459999999999,0.8811345122193522,0.8704253214638972
49,0.2878438840270042,0.35267322397232054,0.8813,0.869,0.9520814165625,0.9351820000000001,0.8820020875789055,0.8719452590420332
50,0.28737902773618695,0.3517194781303406,0.880625,0.866,0.9520161087500001,0.9358019999999999,0.8814695296015886,0.869140625
51,0.28668531856536866,0.35137539291381836,0.8814375,0.864,0.9522978228125001,0.9361940000000001,0.8822923517950881,0.867704280155642
52,0.2860725586771965,0.3501546082496643,0.88315,0.865,0.95236937375,0.936948,0.8838642349550266,0.8685491723466408
53,0.2866805828928947,0.3545519926548004,0.880275,0.862,0.9520290646875,0.9362480000000001,0.8811839428372947,0.8675623800383877
54,0.28665365563631057,0.34512097907066347,0.88125,0.873,0.952144041875,0.937324,0.8820666881843235,0.874381800197824
55,0.2866002967596054,0.343988639831543,0.8807,0.875,0.951997221875,0.9376,0.8814733861553364,0.8753738783649053
56,0.2838343795061111,0.3466471269130707,0.8826375,0.866,0.953165406875,0.937902,0.8833650107454751,0.869140625
57,0.28583202238082883,0.3457653925418854,0.881925,0.868,0.9522540606250001,0.93817,0.8826962720115242,0.8708414872798435
58,0.28406560652256013,0.3431423571109772,0.8825,0.875,0.952776631875,0.9380080000000001,0.8833109886290282,0.8763600395647874
59,0.2858940944075584,0.3443531401157379,0.8819875,0.865,0.9521074062499999,0.9393880000000001,0.882774376994425,0.8685491723466408
60,0.28328460565805436,0.34314531183242797,0.8824875,0.872,0.9531301025000001,0.9385160000000001,0.8832130389952421,0.8742632612966601
61,0.2831931500673294,0.34369240927696226,0.882575,0.868,0.9530030434375,0.93919,0.8832085933809086,0.8713450292397661
62,0.2832278540849686,0.3390594820976257,0.883575,0.877,0.9529349703125001,0.939594,0.8843469838825837,0.8780971258671952
63,0.28070645250082016,0.34104846596717836,0.88425,0.87,0.9538971975,0.939758,0.8849088965671531,0.8725490196078431
64,0.2798119136095047,0.339558021068573,0.8848875,0.873,0.954253559375,0.93971,0.8856891051501347,0.8748768472906404
65,0.28102273824214935,0.3394235777854919,0.883025,0.871,0.95377692625,0.940448,0.8837544408834563,0.873900293255132
66,0.28005995107889176,0.3379823496341705,0.8846375,0.875,0.954120549375,0.9410120000000001,0.885329821204478,0.8770894788593904
67,0.27817145161628726,0.3341418328285217,0.886275,0.878,0.954828484375,0.941072,0.887029080885092,0.878968253968254
68,0.27960942746400835,0.3379618535041809,0.8834375,0.868,0.9541247003125001,0.941096,0.8840332790289885,0.8715953307392996
69,0.27762290930747985,0.33883974409103396,0.8861,0.869,0.9549709515624999,0.9408639999999999,0.8866610279118364,0.8719452590420332
70,0.28042860738039016,0.34082521629333495,0.8825625,0.869,0.9537253559375,0.9411760000000001,0.883220842500404,0.8741594620557157
71,0.2790240061879158,0.3330770399570465,0.88425,0.881,0.954237290625,0.941996,0.8850432019068428,0.8822947576656776
72,0.2797273886203766,0.3313447358608246,0.884625,0.88,0.954064015625,0.9423680000000001,0.8852931673004747,0.8809523809523809
73,0.27690898048877716,0.33707038092613223,0.8858125,0.867,0.9549727115625,0.9421459999999999,0.8864554460368165,0.8712487899322362
74,0.2769098356962204,0.336377649307251,0.8852375,0.874,0.954932825625,0.94223,0.8859743905013848,0.877906976744186
75,0.27731812431812286,0.33162311697006225,0.88645,0.877,0.9548527396875,0.9429620000000001,0.887149672033393,0.8790560471976401
76,0.27805671771764756,0.3284719069004059,0.8855125,0.879,0.9545363665625,0.9436739999999999,0.8861939139402826,0.8803165182987142
77,0.27691236239671707,0.3348095133304596,0.8854875,0.869,0.9548399178125,0.943082,0.8861266143768102,0.8734299516908213
78,0.27725233612060546,0.32718231558799743,0.886025,0.878,0.9548160803125,0.943978,0.8868509877891393,0.8792079207920792
79,0.2747089656352997,0.32907573676109314,0.8854625,0.878,0.9557133525,0.943578,0.8862798634812287,0.8799212598425197
80,0.27633469594717025,0.32553736710548403,0.8853875,0.881,0.9552625225000001,0.944218,0.8861601877258111,0.8820614469772051
81,0.2750239844202995,0.32682269930839536,0.886675,0.882,0.95561149125,0.9440540000000001,0.8872556334875392,0.883399209486166
82,0.2744607629179954,0.3256531012058258,0.8868375,0.881,0.9557098709374999,0.9446239999999999,0.8874103000982502,0.8825271470878578
83,0.27574177635908126,0.3251511743068695,0.8870875,0.882,0.9552758403125,0.944788,0.8877818498043357,0.883399209486166
84,0.27644677616357805,0.33402215886116027,0.88695,0.871,0.9549912278125001,0.9440020000000001,0.887705182646701,0.875842155919153
85,0.27345345373153684,0.32652733206748963,0.88705,0.881,0.956082250625,0.94438,0.8877180774392366,0.8827586206896552
86,0.2733661004781723,0.3228693616390228,0.8873625,0.883,0.9560491515624999,0.9455359999999999,0.8880607212511956,0.8845014807502468
87,0.2731317272901535,0.3222778759002686,0.887475,0.882,0.9562214540625,0.945744,0.8882016890213612,0.883629191321499
88,0.27544488908052445,0.3277928891181946,0.88725,0.876,0.9552515959375,0.9446559999999999,0.8877578955227595,0.8791423001949318
89,0.27164657739400866,0.32291242730617525,0.88715,0.881,0.9566114806249999,0.9453280000000001,0.8877114427860696,0.8822947576656776
90,0.2723558323144913,0.325870626449585,0.887275,0.882,0.9563192143749999,0.9448719999999999,0.8878079124160239,0.8845401174168297
91,0.2738940609455109,0.3234239447116852,0.8864875,0.883,0.9556057728124999,0.9452659999999999,0.8869636655588334,0.8845014807502468
92,0.2714718769311905,0.32343988442420957,0.888125,0.882,0.9566260409375,0.9453119999999999,0.8887646035297042,0.883629191321499
93,0.2710573068022728,0.3250002257823944,0.8892,0.878,0.9568141596874999,0.9458219999999999,0.8897046014483737,0.8813229571984436
94,0.27108338931798936,0.32288839387893675,0.8881875,0.88,0.9566578109375,0.9458380000000001,0.8889220032534864,0.8821218074656189
95,0.271573319041729,0.3222511811256409,0.8875125,0.882,0.9565605378125,0.9459899999999999,0.8881764523143834,0.8838582677165354
96,0.2704146781086922,0.32356846857070926,0.8890875,0.882,0.9569761915625,0.9459360000000001,0.8895884922165673,0.8845401174168297
97,0.27170321596860886,0.3218780245780945,0.8875375,0.883,0.9564691806250001,0.946044,0.8881846314455091,0.8847290640394089
98,0.27333912016153333,0.3219151428937912,0.8875125,0.883,0.955938389375,0.946036,0.8882458863706924,0.8847290640394089
99,0.26971151901483537,0.3215164885520935,0.889075,0.883,0.9574133934375,0.9460580000000001,0.889684493175207,0.8847290640394089
100,0.27369130489826204,0.3208717974424362,0.8888,0.882,0.9556982203125,0.945942,0.8895071542130366,0.883399209486166