epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.6371561808016402,0.5183201039335735,0.6584306425227054,0.7840300107181136,0.708461263545094,0.8792207598257991,0.6562003179650239,0.7983991995997999
2,0.5711292190829355,0.4538896078082143,0.7218649517684887,0.8070739549839229,0.7966395533361643,0.9032865435404698,0.7132012913358345,0.8148148148148148
3,0.5360856157487813,0.42859949875874537,0.7427370677497602,0.8092175777063236,0.8238342451190607,0.9092446889047421,0.7323257520176082,0.8205645161290323
4,0.5142296827632292,0.40472665975331495,0.754921870592881,0.8193997856377278,0.8379210005530404,0.9147737650906559,0.7470230296678021,0.8274449564772145
5,0.5012985381161749,0.383614423957285,0.7651604896485587,0.8370846730975349,0.8455482001521168,0.9176629457695618,0.7583584861852798,0.8363832077502691
6,0.4890299712538336,0.37795219534463054,0.7691092683477182,0.8392282958199357,0.8510275255896302,0.9205124935524744,0.7616329858482325,0.8432601880877743
7,0.4862705932532617,0.3668324660833242,0.7692220905962656,0.8461950696677385,0.8510429720609578,0.9237796227178058,0.7618188169538892,0.8480677607199576
8,0.4779907430987569,0.35748968927423286,0.7741016528459412,0.8515541264737406,0.856457299167177,0.9261708074427132,0.7666443285452056,0.8506738544474394
9,0.4717288558344729,0.355448329851175,0.7788965984092063,0.8520900321543409,0.8605425551096542,0.9278043720253788,0.7709301306215481,0.8542766631467793
10,0.47089028760934565,0.34739325523759773,0.7752016697692785,0.857449088960343,0.8592567557046906,0.929132361236041,0.7687039294213245,0.8566810344827587
11,0.46819863870253237,0.3437455500628787,0.7786427483499746,0.8558413719185424,0.8611440335113455,0.9300846995194655,0.7710084033613446,0.8545159545700378
12,0.46680196742455476,0.34104842829167653,0.7818017713093022,0.8633440514469454,0.8609416828276248,0.9313586960892095,0.7737350102369114,0.8628294782140936
13,0.46112467036127824,0.341615575207008,0.783945394031703,0.860128617363344,0.8652426086144613,0.931851522535035,0.7770144387517466,0.8616852146263911
14,0.4596141306735433,0.3344267787849021,0.7821120324928076,0.8633440514469454,0.8652492069371434,0.9329319497431903,0.7746302185138723,0.8616386326641345
15,0.46093285076709783,0.3327554169191808,0.7831274327297343,0.8665594855305466,0.8639368885439622,0.9335907748403484,0.7766838023873834,0.8648941942485079
16,0.4521124883944017,0.3310863063266423,0.7900095898911266,0.8692390139335477,0.8709204135712187,0.9341657390271446,0.7836447647554561,0.8682505399568035
17,0.452877898797466,0.33064605070463715,0.7895865064590737,0.8654876741693462,0.8692791337084267,0.9349296774571535,0.7824438611840187,0.8659903897490657
18,0.451205418777256,0.32690046866607053,0.7905454955717267,0.8692390139335477,0.8712489581706725,0.9354087185478506,0.7846537524649113,0.8678223185265439
19,0.45375311392821077,0.3257923429993571,0.7889377785299261,0.8687031082529475,0.8685929415627689,0.9360416961041438,0.782553104931276,0.8674959437533802
20,0.45036172661548907,0.3246642570595266,0.7909403734416427,0.8697749196141479,0.8713303910510337,0.9362513483800484,0.7849100406268137,0.8680065181966322
21,0.4486289809784685,0.3234002097626591,0.7913916624358324,0.867631296891747,0.8716186472182164,0.9370055221835083,0.7839322231960268,0.8669897684437264
22,0.45211338599455664,0.32087342484204334,0.7919557736785694,0.8692390139335477,0.8694799473823305,0.9372461915084509,0.7858055523289581,0.8660812294182217
23,0.44676852508695986,0.3213393708325659,0.7913916624358324,0.8681672025723473,0.8724079622212788,0.9377039801766593,0.7850374934604429,0.8674568965517241
24,0.4479880168779305,0.31952970165915046,0.7916173069329272,0.8708467309753484,0.8721688108128635,0.9378355154401721,0.7846189726546557,0.8690928843020098
25,0.44635946145616906,0.3183379676372675,0.7944378631466125,0.8708467309753484,0.8735536614312134,0.9379802616690159,0.7883733085545037,0.8678003291278114
26,0.4452123984525522,0.32045263492792747,0.7922660348620748,0.864951768488746,0.8732327541476201,0.9384277113208782,0.7858451339013114,0.8656716417910447
27,0.4460364945962922,0.31839742537863386,0.7940147797145597,0.8660235798499464,0.8732307000278752,0.9388987109544176,0.7873263636098896,0.8660235798499464
28,0.4421650278203115,0.31695326779433003,0.7979353528515823,0.8681672025723473,0.8758972895449229,0.9390583913179834,0.7920826561411656,0.8675995694294941
29,0.4429428347790376,0.31598617773730653,0.7974558582952558,0.867631296891747,0.8754398636492178,0.939330077691964,0.7914742863780236,0.8671328671328671
30,0.4444777330815197,0.3148130779289356,0.794155807525244,0.8708467309753484,0.8744132906556306,0.9394214056696867,0.7885740772930065,0.8696592752839373
31,0.4373769792309669,0.31339464626511576,0.7999661533254357,0.8703108252947481,0.8788222749152466,0.9398045236642854,0.7943632567849687,0.8691891891891892
32,0.44039976930715125,0.31325622703101474,0.7968353359282451,0.8670953912111469,0.8766604546967007,0.939915955284903,0.7900550875863476,0.8663793103448276
33,0.4424248466154387,0.31290982563012665,0.7957353190049078,0.8681672025723473,0.8755848962774064,0.9404139512389014,0.7899530135158652,0.867741935483871
34,0.4409822326189452,0.3128044679042227,0.7986686974671405,0.8692390139335477,0.8758303771113412,0.9403915500368184,0.792185862350064,0.8689581095596133
35,0.44001020195319135,0.31227052738812194,0.7963276358097817,0.8692390139335477,0.8764414196600403,0.9406758729863329,0.7898978730833018,0.8688172043010752
36,0.4403538560681707,0.3120216822125904,0.7986122863428669,0.8681672025723473,0.8762941053837384,0.940740204643597,0.793498380379454,0.867741935483871
37,0.43645938398229184,0.31009703615854023,0.7984712585321826,0.8708467309753484,0.8787392668384891,0.9410520983033674,0.7925196736068764,0.8696592752839373
38,0.4422550515830769,0.3094623491311763,0.797032774863203,0.8719185423365488,0.8755750330021943,0.941363417573341,0.7906069952860385,0.8707409410492158
39,0.4382156766062159,0.3108222068697693,0.7980199695379929,0.8697749196141479,0.8777770048177684,0.9412680688670392,0.7914130086510733,0.8698446705945367
40,0.4340883998585183,0.30796564813595495,0.8022790094206578,0.872454448017149,0.8802011620627956,0.9415093125817787,0.7968351495478785,0.8707926167209555
41,0.438167675590733,0.3076302674613965,0.7992610142720145,0.8729903536977492,0.8775241189696641,0.9416643978269685,0.7933327525626507,0.8712656165127648
42,0.44162727051387285,0.3078813689889632,0.7971738026738873,0.8713826366559485,0.8754843907917913,0.9420297097378599,0.7905757637533856,0.8705501618122977
43,0.43860297407630255,0.3087762410234408,0.7962430191233711,0.8703108252947481,0.8775439759909012,0.9418901330171892,0.7900122085925237,0.8701716738197425
44,0.4372261186292842,0.3071043332290036,0.7994866587691093,0.8735262593783494,0.8785878936470289,0.9421566498829967,0.7935170931482181,0.8728448275862069
45,0.4387240313468881,0.30707689726850995,0.7987815197156879,0.8740621650589496,0.877204371603417,0.9422491266403136,0.7925921618792883,0.8733153638814016
46,0.4353535112127836,0.30548236971882764,0.8017995148643312,0.8740621650589496,0.8797694452816056,0.9424696923223613,0.7962184264710147,0.8724905046120456
47,0.43969629831293106,0.30715815219848486,0.7985558752185931,0.8740621650589496,0.8767121911472251,0.9422594656566597,0.7926970858005341,0.873451803984922
48,0.43554047396147105,0.306410890012692,0.8002200033846675,0.87513397642015,0.879623871676877,0.9423829594630144,0.7943320073172856,0.8743935309973045
49,0.4382602197100294,0.306217427326552,0.8001635922603938,0.87513397642015,0.8775009731292847,0.9426173105001899,0.7946674395015215,0.8746637977407208
50,0.43985148794277,0.30531903478493644,0.8007841146274045,0.8740621650589496,0.8777105840363952,0.942656369006386,0.7946503852304114,0.8729042725797729
51,0.4350817671663811,0.30554782568066835,0.8022508038585209,0.8729903536977492,0.8803795745346165,0.9426770470390782,0.79703557884376,0.8725121032813341
52,0.4353411762590113,0.3061477928107958,0.8026738872905737,0.8740621650589496,0.8793867950726038,0.9424943910836324,0.7972173913043479,0.8738593666129898
53,0.4363865166534363,0.3051923614989523,0.8012918147458679,0.8756698821007503,0.878849597412737,0.9425989300266862,0.7955897287102858,0.8747300215982722
54,0.44150921445164026,0.30584518089171775,0.8011789924973205,0.8735262593783494,0.8758852194036486,0.9427637798984251,0.7953786757235334,0.8733905579399142
55,0.4353277391589703,0.3050568793747586,0.801855925988605,0.8740621650589496,0.8797939069678635,0.9427810115923347,0.7960635178680291,0.8733153638814016
56,0.435713895102769,0.30416555879967005,0.798189202910814,0.87513397642015,0.8793750304239636,0.942646604379837,0.7921930818158055,0.8738494856524093
57,0.4391988905114881,0.302867427612041,0.797991763975856,0.8778135048231511,0.8766043792961036,0.9429136956354416,0.7916812100058174,0.875
58,0.4349743900998713,0.3029161618836823,0.8017995148643312,0.87513397642015,0.880204504979592,0.9430716528296166,0.7959106619035172,0.8733007069059271
59,0.436281131722637,0.30377448141766517,0.8023918316692051,0.8767416934619507,0.8788918795026691,0.9433249587300931,0.7967743806926959,0.876210979547901
60,0.43371389263332705,0.3021780248623569,0.8045918655158797,0.8772775991425509,0.8809268423136665,0.9432899209524761,0.7993977299050267,0.8753402286336418
61,0.43378085523899246,0.30210674527757037,0.8009533480002257,0.8788853161843515,0.8802955911089793,0.9433123221545591,0.7947532210685513,0.8770402611534276
62,0.4303673209525099,0.30290060037585315,0.8051559767586168,0.8756698821007503,0.882950878989661,0.9430779711173835,0.7998725302740599,0.8743228602383532
63,0.4310023462707812,0.30271023799368807,0.805099565634343,0.8756698821007503,0.8821406520611084,0.9431894027380012,0.7985540201737508,0.8745945945945945
64,0.4363676266715417,0.3021842057298617,0.8024482427934789,0.8756698821007503,0.879440109901739,0.9433467855423789,0.7970208079754245,0.8740499457111836
65,0.43129264219478214,0.3025149781604288,0.8034072319061318,0.8745980707395499,0.8820836458626404,0.943381248930199,0.7976307996051333,0.8739224137931034
66,0.4338727009530438,0.3026199077294954,0.8038021097760478,0.8756698821007503,0.8802954240426948,0.943368612354665,0.7983183531458393,0.8747300215982722
67,0.43461063500688574,0.3007162715461093,0.8022225982963841,0.8783494105037514,0.8799559787659579,0.9435127841937119,0.7967300556586271,0.8753432180120813
68,0.43556463997322487,0.30115810985350533,0.8025046539177526,0.8804930332261522,0.8798134744075408,0.9434857878732529,0.7968314763231198,0.8778082191780822
69,0.4393901859449037,0.30260053813649146,0.7986122863428669,0.8762057877813505,0.8770639770535062,0.9435506939203137,0.7927310729215049,0.8754716981132076
70,0.4325450458065026,0.3013502000037497,0.802420037231342,0.8772775991425509,0.8813045219029293,0.9436489145756006,0.7967739127912037,0.8761492698756085
71,0.42966752941282815,0.3017373889013885,0.8073278050431545,0.8767416934619507,0.8830640687840342,0.9438269754126704,0.8018679119412941,0.8759439050701187
72,0.4332337237530139,0.3020576990877317,0.8021661871721103,0.8767416934619507,0.8802990867720928,0.9438045742105874,0.7965423217497244,0.876210979547901
73,0.4328474648905841,0.3003354922559867,0.8034918485925424,0.8772775991425509,0.88104452380443,0.9439234728985662,0.7983210305398756,0.8750681942171303
74,0.43209218569850133,0.3015978528947309,0.8048175100129745,0.8778135048231511,0.8816803749008155,0.9438258266330765,0.7990708478513356,0.8766233766233766
75,0.43354197541738165,0.30202317266602224,0.8038021097760478,0.8767416934619507,0.8808068855392195,0.9438264010228734,0.7983884992174367,0.876210979547901
76,0.43276204230579995,0.3006827941469824,0.8026174761663,0.8783494105037514,0.8808740986921131,0.9437109486736764,0.7967234067274734,0.8764289602612956
77,0.43298790542218746,0.30066276286575955,0.804732893326564,0.8778135048231511,0.8810907900274692,0.9437195645206314,0.7996295331538884,0.8754098360655738
78,0.43252973050953347,0.30083471680377455,0.8039149320245953,0.8783494105037514,0.8811697789667552,0.9435271439386368,0.7985628187297172,0.8754799780581459
79,0.4376966321018469,0.3004499645095163,0.8009533480002257,0.8810289389067524,0.8785828402897014,0.9439240472883633,0.7950036310820624,0.8785557986870897
80,0.4309860264201882,0.3003712314693108,0.8047610988887008,0.8804930332261522,0.8826742585914131,0.9438826912229794,0.7996294795345337,0.8779419813902573
81,0.43476224488807746,0.30042038968138374,0.8018277204264681,0.8804930332261522,0.8799753680015985,0.9438355912596255,0.796276965901183,0.8779419813902573
82,0.4342921501056134,0.30033516184310055,0.8032662040954476,0.879957127545552,0.8801322177849735,0.9438488022249563,0.7974915077083877,0.8773274917853231
83,0.4335958641290382,0.30034511658539725,0.8028995317876685,0.879957127545552,0.8804438393653666,0.9438189339555123,0.7972023913169656,0.8773274917853231
84,0.4331728945147227,0.30031394124797683,0.8037739042139109,0.8804930332261522,0.8811766350488472,0.9438028510411963,0.798866691722802,0.8778082191780822
85,0.43326156855860143,0.3007742801854848,0.8027020928527105,0.879957127545552,0.8812645071411433,0.9437747059411434,0.7965446031238184,0.8777292576419214
86,0.435055717152576,0.3007590281043405,0.8017713093021944,0.8794212218649518,0.8795981371046424,0.9437724083819555,0.796041557838528,0.8771163298743856
87,0.43264425407611573,0.30074133223276045,0.8025892706041632,0.8794212218649518,0.8814437565354938,0.9437678132635794,0.7965111208024422,0.8771163298743856
88,0.4360486254723953,0.3007386647811657,0.801066170248773,0.879957127545552,0.8791604075283199,0.9437614949758124,0.7948576248509351,0.8777292576419214
89,0.43239284103887904,0.300714505255414,0.8044790432673323,0.8794212218649518,0.8817515849156763,0.9437609205860154,0.7990025516121549,0.8771163298743856
90,0.43158208500776096,0.3006983966689401,0.8040559598352796,0.8794212218649518,0.8818709943491532,0.9437741315513464,0.7985851381519816,0.8771163298743856
91,0.43374078028455043,0.3007195634090632,0.8025328594798894,0.8794212218649518,0.8806988445686221,0.9437614949758124,0.7970665816400475,0.8771163298743856
92,0.4319124985747903,0.3007159757269157,0.8042816043323744,0.879957127545552,0.8815056172028554,0.9437735571615494,0.7987003568216762,0.8777292576419214
93,0.43694876313693715,0.30072777572168796,0.801066170248773,0.879957127545552,0.8782623228274384,0.9437603461962184,0.7950245575285536,0.8777292576419214
94,0.43152414528846256,0.3006874284560274,0.8044226321430586,0.8794212218649518,0.8818089618421848,0.9437712596023614,0.7989212388354019,0.8771163298743856
95,0.4303712248146524,0.3006868469753449,0.8053534156935748,0.879957127545552,0.8829377682641006,0.9437718339921585,0.7995701548023584,0.8777292576419214
96,0.43107129969074753,0.30066850810188955,0.8045636599537429,0.8804930332261522,0.8824781100446141,0.9437873425166774,0.7994210450137502,0.878208629164391
97,0.43115021731974934,0.30066070200162687,0.8043662210187849,0.8804930332261522,0.8819147370757434,0.9437850449574894,0.7983838148944828,0.878208629164391
98,0.4338940082265754,0.3006289939596722,0.8030405595983527,0.8794212218649518,0.8807001142723839,0.9437884912962714,0.7973063191199095,0.8769819573537452
99,0.4349760579556494,0.3006409545611722,0.8026456817284369,0.8804930332261522,0.8796047561117215,0.9437890656860684,0.7971119552295067,0.878208629164391
100,0.4331816240280166,0.30065443968082933,0.8042251932081006,0.8804930332261522,0.8809992711168498,0.9437919376350533,0.798396700456011,0.878208629164391