epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1
1,0.5185602677583695,0.6333154230117798,0.741575,0.629,0.8363617262499999,0.7078979999999999,0.7483690360272639,0.6630336058128974
2,0.4191581697463989,0.5999163579940796,0.8087125,0.668,0.89944728875,0.7584039999999999,0.8113047016609329,0.7030411449016101
3,0.3810452344179153,0.5638457331657409,0.8300875,0.705,0.9178470693750002,0.793352,0.832137520530521,0.7276084949215144
4,0.3588511043548584,0.5365280117988587,0.8426,0.74,0.9274471615625001,0.816948,0.844015558803855,0.751434034416826
5,0.34062150790691376,0.5135077581405639,0.8533625,0.761,0.93540629,0.835016,0.8544595114325769,0.7663734115347018
6,0.3275874303817749,0.5005380935668945,0.8603625,0.773,0.9405587540625,0.847682,0.8613211177733915,0.7831900668576887
7,0.3176137421131134,0.4901349854469299,0.8664625,0.776,0.9441472759375,0.8617779999999999,0.8674680858982471,0.7922077922077922
8,0.3095633765697479,0.47415804529190064,0.8704875,0.791,0.947043950625,0.8690779999999999,0.8713382756522495,0.8018957345971564
9,0.2999032303452492,0.4623113589286804,0.876125,0.803,0.95042684875,0.876306,0.8767842045058934,0.8118433619866284
10,0.29264577033519745,0.45660440826416016,0.87925,0.805,0.95289195375,0.88329,0.8797939324556382,0.817244611059044
11,0.28791155232191085,0.43909937000274657,0.8801875,0.824,0.954389264375,0.890128,0.8806900929833078,0.8301158301158301
12,0.2837584602594376,0.43163455963134767,0.8825125,0.83,0.95554737125,0.8944559999999999,0.883113006926913,0.8352713178294574
13,0.2774193372249603,0.426531772851944,0.8854375,0.832,0.9576246434375,0.897788,0.8858527107645938,0.8372093023255814
14,0.27412921341657637,0.41923226332664487,0.88765,0.832,0.9585167934375001,0.9020180000000001,0.8881560936761156,0.8378378378378378
15,0.26973266577720645,0.416291286945343,0.8894875,0.832,0.959919336875,0.90715,0.8898056860814398,0.8396946564885496
16,0.26750720437765124,0.4073225519657135,0.8904875,0.843,0.9604387968750001,0.9082140000000001,0.8909034306705684,0.8477206595538312
17,0.2649657944917679,0.39810547399520874,0.8925375,0.851,0.961098305625,0.911176,0.8929269781170991,0.8520357497517378
18,0.25990938662290575,0.39820376777648925,0.8951,0.845,0.9627055256249999,0.913482,0.8954111518233256,0.8496605237633366
19,0.2584483066916466,0.39332277154922485,0.8953875,0.85,0.9630241724999999,0.91674,0.8957562622223884,0.8552123552123552
20,0.2571265205860138,0.3869056730270386,0.8956,0.857,0.9631486812499999,0.9183080000000001,0.8959952181709504,0.8599412340842312
21,0.2537463493108749,0.38644637513160707,0.897625,0.851,0.9642951424999999,0.9205539999999999,0.8979261179520415,0.8563162970106075
22,0.25238965204954145,0.3800084767341614,0.8975625,0.856,0.9645598528125001,0.922932,0.8977860929217337,0.8596491228070176
23,0.24768273112773895,0.3703173868656158,0.9012625,0.862,0.9660763431250001,0.9243299999999999,0.9015615069227222,0.8614457831325302
24,0.24780029238462448,0.37036190247535705,0.8994375,0.861,0.96568686875,0.925418,0.899657000311818,0.8625123639960435
25,0.24634846239089966,0.3686402533054352,0.9003875,0.863,0.9661208728124999,0.9275059999999998,0.9006421046069447,0.8663414634146341
26,0.2436532077908516,0.3603105943202972,0.900975,0.866,0.9668774356250001,0.928322,0.9011356545613378,0.8649193548387096
27,0.24229492156505586,0.3620028879642487,0.90325,0.867,0.9672569853125,0.9305199999999999,0.9034768294507907,0.8702439024390244
28,0.2393646076321602,0.36004478025436404,0.90375,0.868,0.96802906125,0.9315279999999999,0.9039085508910298,0.87109375
29,0.23912578564882278,0.3569228014945984,0.9044625,0.872,0.9680420475,0.932168,0.9046948064093772,0.875
30,0.23717505412101744,0.3505570204257965,0.9042625,0.873,0.9685092584375,0.93309,0.9044094704391997,0.8733798604187437
31,0.23468575961589813,0.34703071355819703,0.90635,0.877,0.9693404349999999,0.9341380000000001,0.9065625701529022,0.8751269035532995
32,0.23539003368616104,0.3494356880187988,0.90595,0.874,0.9688474803125,0.935418,0.906126013724267,0.876953125
33,0.23233856045007706,0.34163496947288513,0.90735,0.879,0.9698404609375,0.9362,0.907481838380308,0.8774062816616008
34,0.2332426217317581,0.34394970202445985,0.9068,0.878,0.9692798465625,0.936526,0.9068977573547775,0.8801571709233792
35,0.2310953696370125,0.34073749589920044,0.9076,0.879,0.969895455625,0.937526,0.9078602946675641,0.8810226155358899
36,0.23126315582990647,0.3418333249092102,0.9070375,0.879,0.969882454375,0.9380680000000001,0.9071315293265568,0.8819512195121951
37,0.2311680959701538,0.33720108938217164,0.907275,0.882,0.9697331346875001,0.938762,0.9073745723347402,0.883629191321499
38,0.22917891274094582,0.3327983841896057,0.9073125,0.883,0.9702823465625001,0.9404159999999999,0.9074363039434756,0.884272997032641
39,0.22901247829198837,0.3326935448646545,0.908075,0.883,0.970331771875,0.941006,0.9081393024882582,0.8849557522123894
40,0.22634558962583542,0.3289369740486145,0.909575,0.888,0.9712035128125001,0.9415620000000001,0.9096923998801558,0.8891089108910891
41,0.2258337448835373,0.3322491147518158,0.9113,0.884,0.971314516875,0.9420200000000001,0.911470419442573,0.8869395711500975
42,0.2235591392636299,0.3252280325889587,0.9112,0.887,0.9718439303125,0.942386,0.9114059810939565,0.8864321608040201
43,0.22483974281549454,0.3271973593235016,0.9099875,0.887,0.9713250331250001,0.942542,0.9101458679078125,0.8891069676153092
44,0.22383790327310563,0.32408277344703673,0.910975,0.891,0.9716544496874999,0.943662,0.9109994751443353,0.8923988153998026
45,0.2236331503868103,0.324329913854599,0.9108125,0.888,0.9716207134374999,0.943964,0.9110182702500468,0.8904109589041096
46,0.22264521746635438,0.3220202960968018,0.9115125,0.89,0.9718603571875,0.944584,0.911584337725598,0.8917322834645669
47,0.22239046238660812,0.3180547444820404,0.9115625,0.896,0.9718298031249999,0.944894,0.9116055922737666,0.8953722334004024
48,0.22044981991052628,0.31696475005149843,0.9132625,0.895,0.9724390790624999,0.9454100000000001,0.9133697049900747,0.8951048951048951
49,0.21980776535272598,0.3161092948913574,0.9126375,0.894,0.9724316921875,0.9463440000000001,0.912773790951638,0.8954635108481263
50,0.21873623955249785,0.3145533685684204,0.91375,0.894,0.972839791875,0.946132,0.9137931034482759,0.8946322067594433
51,0.21824317857027054,0.31425856947898867,0.912525,0.895,0.97283375875,0.946282,0.9125599760095962,0.8959365708622399
52,0.21919543809890746,0.3182931592464447,0.9134375,0.887,0.9725767028125001,0.9468200000000001,0.9135272155139044,0.8899707887049659
53,0.21573848408460616,0.3131006507873535,0.9145,0.895,0.97356329,0.947044,0.9145235060358401,0.8959365708622399
54,0.2184355439424515,0.3110634953975677,0.912775,0.898,0.9727923599999999,0.9476100000000001,0.9128708420737189,0.8988095238095238
55,0.21798290065526962,0.30951609659194945,0.912525,0.897,0.97283212625,0.948216,0.9125992906029875,0.8979187314172448
56,0.21562405709028243,0.30693556380271914,0.914725,0.902,0.9734204753125,0.9488059999999999,0.9148357135723559,0.9021956087824351
57,0.21512275553941726,0.307545553445816,0.91455,0.895,0.9735012640625,0.9491660000000001,0.9145713571607098,0.896551724137931
58,0.21433480132818222,0.3087418038845062,0.9153375,0.895,0.9738285909375,0.94894,0.9154020059704475,0.8967551622418879
59,0.21392444179654121,0.30503026938438416,0.9157,0.899,0.9737282618750001,0.9495579999999998,0.9157252824152754,0.8997020854021847
60,0.21512594406604768,0.3090649273395538,0.91385,0.889,0.9734550215625,0.94935,0.9138995077830248,0.8917073170731707
61,0.2127853855729103,0.3083924367427826,0.91605,0.892,0.974092368125,0.949526,0.9160919540229885,0.8943248532289628
62,0.21166097048521043,0.3073429772853851,0.9166125,0.891,0.974338465625,0.9500780000000001,0.9167093254092118,0.8938656280428432
63,0.21225689854621888,0.3019155719280243,0.915525,0.9,0.974147106875,0.9505939999999999,0.9155967427686467,0.900990099009901
64,0.2112337254822254,0.30575549268722535,0.9163125,0.891,0.9744269740625,0.951084,0.9164138482090465,0.8940719144800777
65,0.21344662379026413,0.30367291092872617,0.914475,0.892,0.9736964775,0.950984,0.9144557525443224,0.8947368421052632
66,0.21173548563718797,0.3027373013496399,0.9159625,0.893,0.9741931646875,0.951314,0.9160370171472818,0.895609756097561
67,0.2099929867506027,0.2983927264213562,0.9167375,0.903,0.9746445490625001,0.9513940000000001,0.9167489470197848,0.9036742800397219
68,0.20971158151030542,0.3016781272888184,0.9169125,0.891,0.974777525625,0.9515300000000001,0.9169176926442097,0.8938656280428432
69,0.21095114467144013,0.2983397297859192,0.915675,0.903,0.9743319059375001,0.951198,0.9157318809803383,0.9036742800397219
70,0.20855345443487167,0.29589474415779116,0.91805,0.903,0.9749649749999999,0.9515540000000001,0.9181911203174524,0.9029029029029029
71,0.2086674389898777,0.2983514988422394,0.9175125,0.899,0.974977165,0.9520139999999999,0.9174949676806321,0.900883218842002
72,0.20863597313165666,0.29659731197357175,0.9175625,0.9,0.974889679375,0.9522799999999999,0.9175779541336,0.9013806706114399
73,0.2060047175168991,0.297880774974823,0.918525,0.897,0.9755669053125,0.9525119999999999,0.918496473765818,0.8991185112634672
74,0.20731947827339173,0.2912002079486847,0.917325,0.903,0.9751874246875,0.953118,0.9173993405934658,0.9023162134944612
75,0.2078201032757759,0.2942451949119568,0.917175,0.902,0.975040724375,0.9526840000000001,0.917187421886717,0.902970297029703
76,0.20672744677066804,0.29390296936035154,0.9189625,0.901,0.97523655875,0.9532140000000001,0.9189716156932345,0.9024630541871921
77,0.208072682929039,0.29404403591156003,0.9187,0.903,0.974856274375,0.9528859999999999,0.9187040647967601,0.904055390702275
78,0.2095852622628212,0.2926036763191223,0.9172375,0.903,0.9744011346875,0.953614,0.9173067555921915,0.904055390702275
79,0.20374466229081153,0.2943858309984207,0.9194,0.897,0.9761540275,0.9532560000000001,0.9195889659300643,0.8989205103042198
80,0.20632467027902604,0.2900273082256317,0.9182875,0.904,0.9752186165625001,0.9537899999999998,0.9183048602172038,0.904572564612326
81,0.20619098563194274,0.28777377593517306,0.918325,0.906,0.975357326875,0.9542839999999999,0.9183862103422433,0.905811623246493
82,0.2064429716348648,0.28862507557868955,0.9185375,0.904,0.9752630987500001,0.953568,0.9185588782944477,0.903420523138833
83,0.2061476641535759,0.28801716506481173,0.918725,0.903,0.9753162459375,0.954228,0.9186965437903266,0.9032901296111665
84,0.2066561578154564,0.2883832335472107,0.9184875,0.905,0.9751403415625,0.9544360000000001,0.9185760485472049,0.9058473736372646
85,0.2063444947838783,0.28657110333442687,0.9188125,0.908,0.9752569340625,0.9548200000000001,0.918841919804071,0.9085487077534792
86,0.2049458182990551,0.2899364457130432,0.9191875,0.903,0.9755703328125,0.95466,0.9191763867531786,0.904621435594887
87,0.20647942337989808,0.28670365738868714,0.9182625,0.905,0.9750774521875001,0.95514,0.9183777913696903,0.9060336300692384
88,0.20370199925899504,0.2879558672904968,0.9188125,0.905,0.97592408875,0.9554059999999999,0.9188561148382745,0.9065880039331367
89,0.2047832897424698,0.2840742385387421,0.9187625,0.908,0.9756098646875,0.9552479999999999,0.9187878787878788,0.9076305220883534
90,0.20491388338804245,0.28839428901672365,0.9179125,0.905,0.9755635156249999,0.955358,0.9179340423138926,0.9065880039331367
91,0.20328980213999748,0.2854208745956421,0.9189,0.908,0.9760068709375,0.9552739999999998,0.9189141900167471,0.9085487077534792
92,0.20325400415062905,0.2835294172763824,0.920025,0.908,0.9760375984374999,0.9554100000000001,0.9201128758365797,0.9074446680080482
93,0.20404619881510735,0.28677577114105224,0.9200625,0.906,0.9757791196875001,0.954948,0.9201313866789894,0.906930693069307
94,0.20226166924834252,0.2831275086402893,0.91945,0.908,0.97624179125,0.9554060000000001,0.9195425260949908,0.907070707070707
95,0.20287337729930877,0.28945638132095336,0.91985,0.897,0.9760771659375,0.9556419999999999,0.9198319621914931,0.8997078870496592
96,0.2032047885775566,0.2804688057899475,0.9186125,0.909,0.9759240412499999,0.9561479999999999,0.9185890943646299,0.9083585095669687
97,0.20307112154364587,0.28428847885131836,0.919525,0.907,0.975996040625,0.9555879999999999,0.9195511458775898,0.9080118694362018
98,0.20383043421506883,0.2815167227983475,0.91935,0.908,0.975711323125,0.956012,0.9193096548274137,0.9076305220883534
99,0.20145852105021478,0.2870875988006592,0.920475,0.898,0.9763022384375,0.9563520000000001,0.9204650581322665,0.9005847953216374
100,0.20314387593269348,0.2811276526451111,0.919375,0.907,0.9758793290625001,0.9564219999999999,0.9194434730479093,0.9070929070929071