epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.49888834785586583,0.4784711038058423,0.7781578137291788,0.7871720116618076,0.8608561890827398,0.8684317333763993,0.778237456192837,0.7817638266068759
2,0.40980022594826565,0.43282928141838606,0.821835345623696,0.8170553935860059,0.9035518003581482,0.8928284558304788,0.8211317903990111,0.816654492330168
3,0.382612791802907,0.40959373759458784,0.8347812703081712,0.8287172011661808,0.9145925589304394,0.9040737702827903,0.833846418436667,0.8275862068965517
4,0.36833348789342135,0.39451105349613,0.8407240824982043,0.8338192419825073,0.9202165432561038,0.9109714064717931,0.8400717775240188,0.8325991189427313
5,0.35775322292145184,0.38157734874386134,0.8453586209255396,0.8432944606413995,0.9243649462475803,0.9166238132070821,0.8447412927208262,0.8389513108614233
6,0.3466181609759592,0.3746541569080019,0.8518828881212163,0.8447521865889213,0.9291060495367087,0.9207887444857159,0.8512954346445066,0.8466522678185745
7,0.3419207788642749,0.36473488712102264,0.8531655094571946,0.8498542274052479,0.9306872463902229,0.9245435575313008,0.8526033887830252,0.8483063328424153
8,0.3378295747168059,0.35870869114517123,0.8558761158805623,0.8520408163265306,0.93221406618822,0.9273240741527765,0.8553504458347279,0.851063829787234
9,0.33309257370027834,0.35161219115855047,0.8575948284707733,0.858600583090379,0.9340995681013533,0.9303829611811406,0.8569096470426505,0.858806404657933
10,0.32875915253892635,0.34808289822267025,0.8594075999589561,0.8629737609329446,0.9357996007845881,0.9321668692466575,0.8586339718677993,0.8639652677279306
11,0.32704444745539657,0.3420806929425665,0.8600660122447583,0.8673469387755102,0.9362105843287816,0.9348007632874058,0.8595435702453803,0.8675400291120815
12,0.3231863071251679,0.3368256153761472,0.8626911105790608,0.8666180758017493,0.9378806728027851,0.9368417921104301,0.8622482242734104,0.865934065934066
13,0.3206449887285025,0.33426643612607226,0.8626312549167151,0.8717201166180758,0.9388295018469941,0.9380933964589584,0.8620876149269876,0.8724637681159421
14,0.3168228728384596,0.3289385521377141,0.8660430276704176,0.8731778425655977,0.9403418261857499,0.9401216754923544,0.8654562943369003,0.8739130434782608
15,0.31599437014044696,0.3283326313898793,0.8664278140712112,0.8739067055393586,0.9406457217939043,0.9405562308221915,0.8658807771891716,0.8754499640028798
16,0.31498975724039957,0.3232527807050822,0.8662396962752676,0.8746355685131195,0.9408113811770171,0.9422030786492023,0.865654978143062,0.8748180494905385
17,0.31160338357023165,0.3218677928426871,0.8689759551253549,0.8768221574344023,0.9421597311716694,0.9427173201642174,0.8684325763104795,0.8772694262890341
18,0.31071670795855355,0.3174755745309435,0.8686253719601874,0.8760932944606414,0.9424045413249297,0.944442791693937,0.8679637682404909,0.8746312684365781
19,0.3105130402420534,0.3165341588741836,0.8677788418784417,0.880466472303207,0.9424111308613209,0.9444704162381321,0.8672760825715634,0.8792341678939617
20,0.3070345751149435,0.31530746331020276,0.8703013305058659,0.8848396501457726,0.9437194717448126,0.9452970275990445,0.8696571281258056,0.8851744186046512
21,0.30574061576639266,0.31146851616420135,0.8703269829325854,0.880466472303207,0.9443340823752636,0.9463786347525267,0.8697735528247933,0.8785185185185185
22,0.3043336900553209,0.3108858590831562,0.871874679344666,0.8819241982507289,0.9448065491513744,0.9466910045984241,0.8713046465687537,0.8819241982507289
23,0.30497339274597285,0.3081408396754251,0.8709340903649485,0.8855685131195336,0.9443580608766565,0.9476483013030285,0.8702930308498754,0.8848129126925899
24,0.3022945002259082,0.30622116113543163,0.871088004925266,0.8870262390670554,0.9453593001470262,0.9484483506022152,0.8704989004947774,0.8867786705624543
25,0.30373555321424645,0.3054784700578573,0.8717293155932552,0.8884839650145773,0.9447068358749099,0.9490943399433908,0.871177445533161,0.8882395909422937
26,0.3011458417836548,0.3031627624444989,0.874166296131614,0.8884839650145773,0.9459286571779861,0.9498189529872758,0.8735499836738903,0.8885651857246905
27,0.2997605247322967,0.30183033267193565,0.8730290385470465,0.8884839650145773,0.9463186646698833,0.9498423276015946,0.8724257914858886,0.8870848708487085
28,0.2995928563308825,0.30219699507552056,0.8732342579608031,0.8877551020408163,0.9463378351874536,0.9504181930998138,0.8726910493005522,0.8885672937771346
29,0.29787681842494906,0.29883575152725245,0.8747819543728836,0.89067055393586,0.9468805477492888,0.9510323079669186,0.8742550962578783,0.890190336749634
30,0.2981065910763285,0.2984642317795545,0.8733283168587749,0.8892128279883382,0.9467026200304365,0.9509388095096432,0.8726312893352134,0.8892128279883382
31,0.2962152912820842,0.2956846177404198,0.8745767349591271,0.8899416909620991,0.9475330591083233,0.9519067310389381,0.87401439540996,0.8887251289609432
32,0.29647575838419776,0.2965076853339248,0.8744912268700619,0.892128279883382,0.9472786941126725,0.9512203673639384,0.8737332897476042,0.8897168405365127
33,0.29485783514439273,0.29471543105454906,0.8756284844546294,0.891399416909621,0.9479902616800684,0.9520395413475677,0.8750268505391589,0.8911614317019723
34,0.29615909995986883,0.2957379544267849,0.8742347026028662,0.891399416909621,0.9473202310627267,0.9519460428902924,0.8735687515043152,0.8921071687183201
35,0.29263713717864287,0.2934180625847408,0.8761757362246468,0.8957725947521866,0.9486598369288883,0.952670655934177,0.8756130872108505,0.8967509025270758
36,0.29133490915551175,0.2918473498640533,0.8770479187331122,0.8935860058309038,0.949118916543133,0.9528268408571259,0.8763362717695119,0.8913690476190477
37,0.29460560954697185,0.2911400058179138,0.8760816773266751,0.8928571428571429,0.9477858983123381,0.9536035155419935,0.8754619046800611,0.893090909090909
38,0.29234232539786,0.2888401685059939,0.8769367582173273,0.8935860058309038,0.9487417371656202,0.9540412583192378,0.8763977395695564,0.8926470588235295
39,0.2923951712781478,0.28676789755723914,0.8767913944659165,0.8965014577259475,0.9487382006748277,0.9550070548835944,0.8761698507231804,0.8958944281524927
40,0.2905777441997406,0.2875570649221409,0.876603276669973,0.8972303206997084,0.949355333672533,0.9541889433824343,0.8759893098677483,0.8962472406181016
41,0.29264181638535003,0.2867506345402743,0.876440811300749,0.8979591836734694,0.9484785721806002,0.9546681229759708,0.875842040142975,0.8967551622418879
42,0.28987109798406835,0.2868364150948149,0.8774156035160926,0.8972303206997084,0.9497207114889762,0.9542006306895936,0.8767792064910954,0.8959409594095941
43,0.29050238669891054,0.2854606240727116,0.8781167698464275,0.8972303206997084,0.949277400435562,0.9547796836352199,0.8774819067920442,0.896551724137931
44,0.2905191366947818,0.2846915772287908,0.8770821219687382,0.8994169096209913,0.9492101462777173,0.9550113048134705,0.8765087410334608,0.8982300884955752
45,0.2887107075365672,0.28316159828758797,0.8801775147928994,0.9016034985422741,0.9499555817692362,0.9555032341966356,0.8795627025122259,0.9002217294900222
46,0.28932291334030197,0.28517225306513705,0.8782022779354927,0.8972303206997084,0.9496867496834813,0.9547998708021318,0.8775952151794307,0.8970051132213295
47,0.2906240498723608,0.28304921929064714,0.8773300954270274,0.8972303206997084,0.9491812517265616,0.9554989842667595,0.8768393399838602,0.8962472406181016
48,0.2871038579017685,0.2819057457996179,0.8797927283921059,0.9001457725947521,0.9505384397310765,0.9558485409990735,0.87918528704022,0.8981412639405204
49,0.28538954082129653,0.2809699797682442,0.8803912850155625,0.9008746355685131,0.9510407846192538,0.9558570408588258,0.8797269178517996,0.8991097922848664
50,0.2879557007151002,0.2794022390689516,0.8796217122139754,0.9008746355685131,0.9500727770146778,0.9568111501160231,0.8791131414439789,0.8986587183308494
51,0.2870091714965672,0.2803107406238078,0.879467797653658,0.8979591836734694,0.9505009715587185,0.9563372829348316,0.878858714334823,0.8970588235294118
52,0.28580712535420705,0.27951293380024134,0.8798953380989841,0.9016034985422741,0.9509515301955206,0.9564796555856827,0.8792904900225159,0.8994787788533135
53,0.28589861779588555,0.27938514035575246,0.8802801244997777,0.8986880466472303,0.9507977862887244,0.9563064709432295,0.8797836259820547,0.8972653362897265
54,0.2859914534847155,0.27878878120083156,0.8789376475014536,0.9008746355685131,0.9507260713034058,0.9566507152631981,0.8782840440165062,0.8992592592592593
55,0.28528352654999184,0.27820091284051235,0.8803399801621233,0.8965014577259475,0.9509389961550274,0.9567984003263946,0.879758038184599,0.8961988304093568
56,0.2859872777865989,0.277783578669017,0.8806820125183843,0.8979591836734694,0.9507269244247787,0.9570077093727953,0.8800110065867542,0.8970588235294118
57,0.2848449495127635,0.2777367146473932,0.8808786811232343,0.9030612244897959,0.9511990525260355,0.9569333355999626,0.8804749770490679,0.900374531835206
58,0.285348830745962,0.27750422390661156,0.8803656325888429,0.9008746355685131,0.9509774989234966,0.957164956778213,0.8797869141212356,0.9008746355685131
59,0.2852098814120969,0.276242963339775,0.8801433115572733,0.9030612244897959,0.9510355243377956,0.9574103902285613,0.8795635176354342,0.9012620638455828
60,0.2845802263144564,0.27705099005740863,0.8808957827410473,0.8972303206997084,0.9512973831726439,0.9578428205934604,0.8803052306846207,0.8979000724112962
61,0.28268171623173355,0.2747575827485966,0.8817337620138865,0.9008746355685131,0.9519582030330576,0.957780134127787,0.8810819641122203,0.8991097922848664
62,0.28377388771583234,0.2753620182459973,0.8812121626705887,0.9001457725947521,0.9514567295453364,0.9573232666661,0.8806488195470634,0.8981412639405204
63,0.28388111299533836,0.27369549670650384,0.8801091083216472,0.9008746355685131,0.9513914694161241,0.9580882540438082,0.8794794433413273,0.8988095238095238
64,0.28319266116781794,0.27340296536423375,0.8811352053904299,0.8986880466472303,0.9516327066666579,0.9581785650536766,0.8805088752310138,0.8974169741697416
65,0.2855188245495974,0.2751090858924493,0.8807247665629169,0.8979591836734694,0.9507996867284505,0.958080816666525,0.8801168836749602,0.8984034833091437
66,0.2830206679934764,0.27391836533741076,0.8817081095871669,0.9001457725947521,0.9516831019529152,0.95780988363692,0.8811838669781503,0.8982925018559762
67,0.281801308585032,0.2727325211547902,0.8818534733385778,0.9030612244897959,0.952206442049868,0.9580425672976395,0.8813247786166439,0.9011152416356877
68,0.28372681402461236,0.27309457410355004,0.880758969798543,0.9008746355685131,0.9514024465174233,0.958107378728251,0.8801986237231639,0.898355754857997
69,0.2837359977258998,0.27446489631260795,0.8815712966446626,0.8965014577259475,0.9514158576614469,0.9579129444364168,0.8808848065775667,0.8966521106259098
70,0.2846363376351165,0.2725566457033852,0.8810240448746451,0.9030612244897959,0.9510748444006347,0.9583198752220589,0.8804803463441452,0.9012620638455828
71,0.2827760284474069,0.27271987032959827,0.8825546396689127,0.9030612244897959,0.9517389444059775,0.9586418074101777,0.8820412404778468,0.900523560209424
72,0.28270383739924426,0.2713947808777278,0.8813062215685604,0.8994169096209913,0.9517281859225137,0.958812867087693,0.8807709816788779,0.898379970544919
73,0.283203318095849,0.27137346166042126,0.8814259328932517,0.9001457725947521,0.9515870471252864,0.958811804605224,0.8808462007750539,0.8994864269992663
74,0.2823280467530643,0.2707598022139107,0.8822724629749974,0.9016034985422741,0.9517970620930889,0.9588458040442331,0.8816978862347482,0.9005158437730287
75,0.2824230024377474,0.2710985436210132,0.8817337620138865,0.9037900874635568,0.9518520869593161,0.9587438057272055,0.8810921877283631,0.9019316493313522
76,0.28160702915256397,0.2698970395343992,0.8829223244518931,0.9008746355685131,0.9522191933921029,0.9591709236797593,0.8823104693140794,0.9004392386530015
77,0.2802414219160961,0.2691642690243596,0.8838030577692649,0.9016034985422741,0.9527436110775709,0.9594567314639308,0.8831887770452065,0.9010989010989011
78,0.28236827355005734,0.26918500036261866,0.8822724629749974,0.9030612244897959,0.9518932785078134,0.9595045431750376,0.8816734848224415,0.9018450184501845
79,0.27997502290874726,0.2707269554061723,0.882084345179054,0.9016034985422741,0.9527479614993817,0.9590338634412532,0.8815129227385208,0.9019607843137255
80,0.2795807214241476,0.2682434907807553,0.8834866778397237,0.902332361516035,0.9528705193891477,0.9593366709449294,0.8828314444425336,0.9010339734121122
81,0.2805615229342335,0.26837955823618886,0.8824263775353148,0.902332361516035,0.9524607114093554,0.9594259194723287,0.8817692479664311,0.9
82,0.28070809755011933,0.2690563753638254,0.8830420357765845,0.9037900874635568,0.9523939683346778,0.9593441083222127,0.8824348483806642,0.9029411764705882
83,0.2816641077760608,0.27083151815757806,0.8814943393645038,0.9008746355685131,0.9520643748214448,0.9588171170175693,0.8807981765793661,0.9007299270072993
84,0.27748005383928903,0.2705480159197882,0.884769299175702,0.9016034985422741,0.9536188381501404,0.9593940449982574,0.8841491721256513,0.9025270758122743
85,0.2775931359071324,0.2660563606388715,0.8836918972534802,0.9059766763848397,0.9535545137637571,0.9603067174391623,0.8830679825315498,0.9038031319910514
86,0.2787044591809011,0.2684218138021908,0.8841365393166194,0.9016034985422741,0.9532121557473493,0.9592091730486446,0.8834147852422908,0.9010989010989011
87,0.28026348176138116,0.2668873644691862,0.882888121216267,0.9045189504373178,0.9525101598391007,0.9599539732594413,0.8823327262105227,0.9037472446730346
88,0.281768186910618,0.26651812234008276,0.8818620241474844,0.9016034985422741,0.9520204931768252,0.9603024675092862,0.8811874376526435,0.9013878743608473
89,0.2776243927912049,0.2666814173015144,0.8834610254130041,0.9059766763848397,0.9535045020457826,0.9600421593043714,0.8827239637562063,0.9052167523879501
90,0.2805212148543801,0.2671651304115707,0.8825204364332866,0.9037900874635568,0.9524656913627929,0.9596596656155173,0.8819176457443425,0.9030837004405287
91,0.27826183051886155,0.2660444324982757,0.8836576940178541,0.9037900874635568,0.9532115734488736,0.9598753495567324,0.8830657636907422,0.9023668639053254
92,0.27894794377663495,0.26608966125865025,0.8830762390122106,0.9037900874635568,0.953019781118501,0.9599603481542555,0.8825963767493775,0.9026548672566371
93,0.27749470902760576,0.26598449981073596,0.8847008927044498,0.9045189504373178,0.9534500793656737,0.9600527841290618,0.8840963399749007,0.9031781226903178
94,0.2782320558839292,0.266257743489638,0.8832558059992476,0.9045189504373178,0.9532570449350368,0.9599369735399365,0.88266888959549,0.9034635224760501
95,0.27861779524448466,0.26590351599646034,0.8842733522591237,0.9052478134110787,0.9530919697514244,0.9601388452090539,0.8836805555555556,0.9041297935103245
96,0.2794825504947574,0.26585243142728554,0.883443923795191,0.9067055393586005,0.9527579132172277,0.9601218454895495,0.8829726040334144,0.9057437407952872
97,0.2803336821256178,0.26557906671446196,0.8836491432089476,0.9045189504373178,0.95253638491294,0.960190906850037,0.8830058896865999,0.9031781226903178
98,0.27869991524566823,0.2653600551383488,0.8837175496801998,0.9037900874635568,0.9531300657006171,0.9603428418431096,0.8831891701526383,0.9025110782865583
99,0.27922651115111125,0.26543394791141545,0.8844358176283477,0.9045189504373178,0.9529293341673775,0.9603375294307644,0.883710925063888,0.9033210332103321
100,0.2783261795285854,0.2654392435147533,0.8849232137360195,0.9067055393586005,0.9532405980008691,0.9603470917729859,0.8844410097887687,0.9057437407952872