deviation 1/5   epoch 1/120   F1 0.4465072024534279   accuracy 0.6695619335347432   precision 0.5145413410119293   recall 0.601540795396913
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deviation 1/5   epoch 2/120   F1 0.5297714803690733   accuracy 0.6676737160120846   precision 0.5476578568490333   recall 0.5959377700950734
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deviation 1/5   epoch 3/120   F1 0.5488415902487607   accuracy 0.6869335347432024   precision 0.5649346976552859   recall 0.6421858177288944
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deviation 1/5   epoch 4/120   F1 0.5686081871636302   accuracy 0.7035498489425982   precision 0.5813734060057589   recall 0.6868398644051787
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deviation 1/5   epoch 5/120   F1 0.6136514232293243   accuracy 0.7182779456193353   precision 0.6126645413410119   recall 0.6990506688469487
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deviation 1/5   epoch 6/120   F1 0.6287698500054456   accuracy 0.7258308157099698   precision 0.6245989304812835   recall 0.7096021520722778
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deviation 1/5   epoch 7/120   F1 0.638287907728475   accuracy 0.7303625377643505   precision 0.632273241464418   recall 0.7149727570530819
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deviation 1/5   epoch 8/120   F1 0.6606444817904598   accuracy 0.7405589123867069   precision 0.6510386672151378   recall 0.7247232701696
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deviation 1/5   epoch 9/120   F1 0.6652506093322554   accuracy 0.7439577039274925   precision 0.6550107980255039   recall 0.7302630573929516
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deviation 1/5   epoch 10/120   F1 0.6724262444165084   accuracy 0.7484894259818731   precision 0.6612582270670506   recall 0.7365227687527339
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deviation 1/5   epoch 11/120   F1 0.6822533327085509   accuracy 0.7533987915407855   precision 0.670071472645002   recall 0.7408786567075862
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deviation 1/5   epoch 12/120   F1 0.6895165501920208   accuracy 0.7579305135951662   precision 0.6766042780748662   recall 0.7465226655900231
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deviation 1/5   epoch 13/120   F1 0.6904981726687884   accuracy 0.7605740181268882   precision 0.6771570341423283   recall 0.7535396276400029
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deviation 1/5   epoch 14/120   F1 0.6967473752496095   accuracy 0.7613293051359517   precision 0.683430172768408   recall 0.7486625331534942
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deviation 1/5   epoch 15/120   F1 0.6988565347921322   accuracy 0.7651057401812689   precision 0.6848313451254628   recall 0.7576377117505187
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deviation 1/5   epoch 16/120   F1 0.695119169678063   accuracy 0.7613293051359517   precision 0.6817179144385026   recall 0.7504473476271973
deviation 1/5   epoch 17/120   F1 0.6997270547992203   accuracy 0.7628398791540786   precision 0.6862736528177704   recall 0.7498215634148108
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deviation 1/5   epoch 18/120   F1 0.694526383822369   accuracy 0.7643504531722054   precision 0.6805558412176059   recall 0.7607612420773568
deviation 1/5   epoch 19/120   F1 0.708230075541499   accuracy 0.7654833836858006   precision 0.6951023241464418   recall 0.7484971777312971
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deviation 1/5   epoch 20/120   F1 0.705255422250383   accuracy 0.7654833836858006   precision 0.691677807486631   recall 0.7514572496536582
deviation 1/5   epoch 21/120   F1 0.7038116818450791   accuracy 0.7658610271903323   precision 0.6899629781982723   recall 0.754095767363165
deviation 1/5   epoch 22/120   F1 0.7031165918592126   accuracy 0.7662386706948641   precision 0.6891042780748663   recall 0.7560076293433875
deviation 1/5   epoch 23/120   F1 0.7017921992059373   accuracy 0.7662386706948641   precision 0.6876773961332785   recall 0.7575813310962265
deviation 1/5   epoch 24/120   F1 0.7039798885879618   accuracy 0.7654833836858006   precision 0.6902509255450432   recall 0.7528170740352594
deviation 1/5   epoch 25/120   F1 0.6990924385368358   accuracy 0.763595166163142   precision 0.6854123817359111   recall 0.7527237238184348
deviation 1/5   epoch 26/120   F1 0.702673003968081   accuracy 0.7666163141993958   precision 0.6885309543397778   recall 0.757681495537283
deviation 1/5   epoch 27/120   F1 0.7041624106230848   accuracy 0.7673716012084593   precision 0.689952694364459   recall 0.7582056586893313
deviation 1/5   epoch 28/120   F1 0.7108854678458347   accuracy 0.7688821752265861   precision 0.697076820238585   recall 0.7550041084087651
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deviation 1/5   epoch 29/120   F1 0.7150471153048524   accuracy 0.7692598187311178   precision 0.7019256478815302   recall 0.7518439542909363
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deviation 1/5   epoch 30/120   F1 0.7146967670788361   accuracy 0.7688821752265861   precision 0.701642842451666   recall 0.7512050836111832
deviation 1/5   epoch 31/120   F1 0.7127751053108946   accuracy 0.770392749244713   precision 0.6987787947346771   recall 0.7572063485727022
deviation 1/5   epoch 32/120   F1 0.7172746491862825   accuracy 0.7726586102719033   precision 0.7033293911970382   recall 0.7586672684694584
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deviation 1/5   epoch 33/120   F1 0.7148838141025642   accuracy 0.7726586102719033   precision 0.7004756273138626   recall 0.7613450504075504
deviation 1/5   epoch 34/120   F1 0.720290948116506   accuracy 0.7734138972809668   precision 0.7067487659399424   recall 0.7575660033502125
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deviation 1/5   epoch 35/120   F1 0.7215556748678802   accuracy 0.7719033232628398   precision 0.7090420608802962   recall 0.752541441097269
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deviation 1/5   epoch 36/120   F1 0.7229114447716156   accuracy 0.7726586102719033   precision 0.7104638009049774   recall 0.7531895349232811
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deviation 1/5   epoch 37/120   F1 0.7213493840837403   accuracy 0.774546827794562   precision 0.7075971822295352   recall 0.7595100300737502
deviation 1/5   epoch 38/120   F1 0.7130177852310711   accuracy 0.770392749244713   precision 0.6990641711229947   recall 0.7569422321333759
deviation 1/5   epoch 39/120   F1 0.7210655416614451   accuracy 0.773036253776435   precision 0.707892842451666   recall 0.7558165101334651
deviation 1/5   epoch 40/120   F1 0.7252180955285801   accuracy 0.7760574018126888   precision 0.7118675442204854   recall 0.7595627705320913
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deviation 1/5   epoch 41/120   F1 0.7231830262401253   accuracy 0.7753021148036254   precision 0.7095896750308515   recall 0.7596343328680817
deviation 1/5   epoch 42/120   F1 0.728004974766743   accuracy 0.7760574018126888   precision 0.7155774372686138   recall 0.7569328527709579
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deviation 1/5   epoch 43/120   F1 0.7229220106021341   accuracy 0.774546827794562   precision 0.7095948169477582   recall 0.7579108255066733
deviation 1/5   epoch 44/120   F1 0.7272274253420141   accuracy 0.7768126888217523   precision 0.7141454134101193   recall 0.759533196079302
deviation 1/5   epoch 45/120   F1 0.7388772774785445   accuracy 0.7790785498489426   precision 0.7295403126285479   recall 0.7552827082578303
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deviation 1/5   epoch 46/120   F1 0.7241846533728062   accuracy 0.7737915407854985   precision 0.7115975935828878   recall 0.7548208694709873
deviation 1/5   epoch 47/120   F1 0.7360636808474423   accuracy 0.7790785498489426   precision 0.7252596668037845   recall 0.7572523527343541
deviation 1/5   epoch 48/120   F1 0.7360431574788304   accuracy 0.7813444108761329   precision 0.7238173591114767   recall 0.7625001224966398
deviation 1/5   epoch 49/120   F1 0.7340646747381114   accuracy 0.7794561933534743   precision 0.722117955573838   recall 0.759741626305172
deviation 1/5   epoch 50/120   F1 0.7398624139448686   accuracy 0.7820996978851964   precision 0.7289489921842862   recall 0.7609874953016711
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deviation 1/5   epoch 51/120   F1 0.7366376881077401   accuracy 0.7790785498489426   precision 0.7261157959687372   recall 0.7568230016462076
deviation 1/5   epoch 52/120   F1 0.7389093425723794   accuracy 0.7820996978851964   precision 0.7275221102426985   recall 0.7617698757734119
deviation 1/5   epoch 53/120   F1 0.7396139778154327   accuracy 0.7851208459214502   precision 0.7266454134101192   recall 0.7684803720400455
deviation 1/5   epoch 54/120   F1 0.7419163701657672   accuracy 0.7813444108761329   precision 0.7326640271493212   recall 0.7578822322513081
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deviation 1/5   epoch 55/120   F1 0.741869305660849   accuracy 0.7832326283987915   precision 0.7312242904154669   recall 0.7619168268390704
deviation 1/5   epoch 56/120   F1 0.7393388400245837   accuracy 0.7813444108761329   precision 0.7286687577128753   recall 0.7597226632793479
deviation 1/5   epoch 57/120   F1 0.7352534933010111   accuracy 0.7794561933534743   precision 0.7238302139037434   recall 0.7587381829096864
deviation 1/5   epoch 58/120   F1 0.7445904965411554   accuracy 0.783987915407855   precision 0.7349290415466886   recall 0.7614983974358974
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deviation 1/5   epoch 59/120   F1 0.7406291963311906   accuracy 0.7817220543806647   precision 0.7303784450843274   recall 0.7595685637233176
deviation 1/5   epoch 60/120   F1 0.7393760391794475   accuracy 0.7805891238670695   precision 0.7292446524064171   recall 0.7580633024502657
deviation 1/5   epoch 61/120   F1 0.7406740026100849   accuracy 0.779833836858006   precision 0.7318181818181818   recall 0.7556595742267771
deviation 1/5   epoch 62/120   F1 0.7417344716555107   accuracy 0.7794561933534743   precision 0.7338183874948581   recall 0.7543318008434288
deviation 1/5   epoch 63/120   F1 0.7396489297128854   accuracy 0.7824773413897281   precision 0.7283756684491978   recall 0.7620177630162321
deviation 1/5   epoch 64/120   F1 0.7422748881608043   accuracy 0.7813444108761329   precision 0.7332347799259564   recall 0.7576499548780999
deviation 1/5   epoch 65/120   F1 0.7429403759137087   accuracy 0.7843655589123867   precision 0.7320727067050596   recall 0.7635888787902017
deviation 1/5   epoch 66/120   F1 0.7422556629579184   accuracy 0.7794561933534743   precision 0.7346745166598108   recall 0.7540587781776482
deviation 1/5   epoch 67/120   F1 0.7440479989573601   accuracy 0.7820996978851964   precision 0.7355126491155903   recall 0.7580337129686552
deviation 1/5   epoch 68/120   F1 0.7338740138785464   accuracy 0.7749244712990937   precision 0.7247171945701357   recall 0.7501316391941392
deviation 1/5   epoch 69/120   F1 0.7366447185122749   accuracy 0.7870090634441088   precision 0.7214957836281366   recall 0.7772020141894175
deviation 1/5   epoch 70/120   F1 0.7402911288107662   accuracy 0.7768126888217523   precision 0.7335510078157137   recall 0.7503267140864234
deviation 1/5   epoch 71/120   F1 0.7330027915834995   accuracy 0.779833836858006   precision 0.7204031262854793   recall 0.761614906263661
deviation 1/5   epoch 72/120   F1 0.7413080624437252   accuracy 0.7768126888217523   precision 0.7352632661456191   recall 0.7499182374520947
deviation 1/5   epoch 73/120   F1 0.7448910072784569   accuracy 0.7787009063444109   precision 0.7398164335664336   recall 0.751667368148412
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deviation 1/5   epoch 74/120   F1 0.7409713425688454   accuracy 0.7768126888217523   precision 0.734692513368984   recall 0.750048106718163
deviation 1/5   epoch 75/120   F1 0.7406640496957971   accuracy 0.7779456193353474   precision 0.7332579185520363   recall 0.7521314791965408
deviation 1/5   epoch 76/120   F1 0.7395571863858146   accuracy 0.7753021148036254   precision 0.7335612916495269   recall 0.7481102439084342
deviation 1/5   epoch 77/120   F1 0.7414200500043409   accuracy 0.7685045317220544   precision 0.7435957424928012   recall 0.7395060183631645
deviation 1/5   epoch 78/120   F1 0.7443109937098753   accuracy 0.7775679758308157   precision 0.7398241464417935   recall 0.7501100978312236
deviation 1/5   epoch 79/120   F1 0.7417110343426132   accuracy 0.7824773413897281   precision 0.7315148087206911   recall 0.7603895578148675
deviation 1/5   epoch 80/120   F1 0.744404114340871   accuracy 0.7824773413897281   precision 0.7357954545454546   recall 0.7585538575169921
deviation 1/5   epoch 81/120   F1 0.7397782978514317   accuracy 0.7794561933534743   precision 0.7306792472233649   recall 0.7554673864454942
deviation 1/5   epoch 82/120   F1 0.7375524684368919   accuracy 0.7719033232628398   precision 0.7330136774989716   recall 0.7435094506911699
deviation 1/5   epoch 83/120   F1 0.7395756657724135   accuracy 0.7802114803625377   precision 0.7298179761415056   recall 0.7571315976447103
deviation 1/5   epoch 84/120   F1 0.736958751260271   accuracy 0.7753021148036254   precision 0.7292806458247635   recall 0.7491982113704141
deviation 1/5   epoch 85/120   F1 0.739230253502932   accuracy 0.775679758308157   precision 0.7327025915261209   recall 0.7488541852824326
deviation 1/5   epoch 86/120   F1 0.7392648223739882   accuracy 0.773036253776435   precision 0.7350035993418347   recall 0.7447481248682136
deviation 1/5   epoch 87/120   F1 0.7390742189450556   accuracy 0.7764350453172205   precision 0.7318413204442616   recall 0.7502115687161317
deviation 1/5   epoch 88/120   F1 0.736748896030333   accuracy 0.7726586102719033   precision 0.731010900863842   recall 0.7448638116390294
deviation 1/5   epoch 89/120   F1 0.7363835975025836   accuracy 0.7768126888217523   precision 0.7272727272727273   recall 0.7523322536424404
deviation 1/5   epoch 90/120   F1 0.7374888764002073   accuracy 0.7753021148036254   precision 0.7301367749897162   recall 0.7489516810301372
deviation 1/5   epoch 91/120   F1 0.7417076901474684   accuracy 0.7783232628398792   precision 0.7346822295351707   recall 0.7523053662776997
deviation 1/5   epoch 92/120   F1 0.7442120584549636   accuracy 0.7783232628398792   precision 0.7389628753599342   recall 0.7513020067633379
deviation 1/5   epoch 93/120   F1 0.738012063062773   accuracy 0.777190332326284   precision 0.7295531674208144   recall 0.7521206063070389
deviation 1/5   epoch 94/120   F1 0.7400614622755362   accuracy 0.7753021148036254   precision 0.7344174208144796   recall 0.7479349292835219
deviation 1/5   epoch 95/120   F1 0.7344136411961264   accuracy 0.7753021148036254   precision 0.7252853763883176   recall 0.7505505911214904
deviation 1/5   epoch 96/120   F1 0.7321474133319377   accuracy 0.7722809667673716   precision 0.7238790621143563   recall 0.74609036925566
deviation 1/5   epoch 97/120   F1 0.7379959574257566   accuracy 0.7779456193353474   precision 0.7289772727272728   recall 0.7535825225856232
deviation 1/5   epoch 98/120   F1 0.7335715895553624   accuracy 0.7734138972809668   precision 0.7252982311805841   recall 0.7474473660431915
deviation 1/5   epoch 99/120   F1 0.7308165123485977   accuracy 0.7726586102719033   precision 0.7215934800493624   recall 0.7475017516453981
deviation 1/5   epoch 100/120   F1 0.7300579429361204   accuracy 0.774546827794562   precision 0.7192976141505554   recall 0.7518365976166488
deviation 1/5   epoch 101/120   F1 0.7353362462315618   accuracy 0.7753021148036254   precision 0.7267122583299054   recall 0.7500285309030439
deviation 1/5   epoch 102/120   F1 0.7302079829668839   accuracy 0.7643504531722054   precision 0.7267868161250515   recall 0.734452202433002
deviation 1/5   epoch 103/120   F1 0.7312590133761563   accuracy 0.7715256797583081   precision 0.7230280748663102   recall 0.7451549545539647
deviation 1/5   epoch 104/120   F1 0.7401949451049039   accuracy 0.7711480362537765   precision 0.7384409707939119   recall 0.7421394238928094
deviation 1/5   epoch 105/120   F1 0.736918681411536   accuracy 0.7726586102719033   precision 0.7312962772521596   recall 0.7448107149076977
deviation 1/5   epoch 106/120   F1 0.7293606954624166   accuracy 0.7753021148036254   precision 0.7178655902920609   recall 0.754026066292107
deviation 1/5   epoch 107/120   F1 0.7308061787020359   accuracy 0.7749244712990937   precision 0.7201511723570546   recall 0.752113953269267
deviation 1/5   epoch 108/120   F1 0.7288972723436996   accuracy 0.775679758308157   precision 0.7170068901686548   recall 0.7552682513760358
deviation 1/5   epoch 109/120   F1 0.7311178805501708   accuracy 0.775679758308157   precision 0.7201460304401481   recall 0.7535210433598318
deviation 1/5   epoch 110/120   F1 0.7299438231420732   accuracy 0.7737915407854985   precision 0.7195881324557796   recall 0.7503167021651511
deviation 1/5   epoch 111/120   F1 0.7288449097253211   accuracy 0.773036253776435   precision 0.7184517688194159   recall 0.7494775575457426
deviation 1/5   epoch 112/120   F1 0.733413070468362   accuracy 0.7726586102719033   precision 0.7255887494858083   recall 0.7461649385043541
deviation 1/5   epoch 113/120   F1 0.7293072265471416   accuracy 0.7741691842900302   precision 0.7184440559440559   recall 0.7515610427676866
deviation 1/5   epoch 114/120   F1 0.7309241768243737   accuracy 0.7707703927492447   precision 0.7230332167832167   recall 0.7439650972228373
deviation 1/5   epoch 115/120   F1 0.7305388401287658   accuracy 0.7643504531722054   precision 0.7273575689016866   recall 0.7344241653080971
deviation 1/5   epoch 116/120   F1 0.7346561765201949   accuracy 0.7711480362537765   precision 0.7287381735911147   recall 0.743165164820448
deviation 1/5   epoch 117/120   F1 0.7280990452949739   accuracy 0.7681268882175226   precision 0.7204828259975319   recall 0.7405932983212138
deviation 1/5   epoch 118/120   F1 0.7295661370811336   accuracy 0.7677492447129909   precision 0.7230537844508432   recall 0.7394383786114704
deviation 1/5   epoch 119/120   F1 0.7279856757227446   accuracy 0.7719033232628398   precision 0.7178887289181406   recall 0.747702721661055
deviation 1/5   epoch 120/120   F1 0.7295194208850057   accuracy 0.7692598187311178   precision 0.7219019950637597   recall 0.7419479513783038

deviation 2/5   epoch 1/120   F1 0.4028112982090586   accuracy 0.668429003021148   precision 0.5011363636363636   recall 0.8340891912320484
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deviation 2/5   epoch 2/120   F1 0.45175983436853   accuracy 0.6729607250755287   precision 0.5182280954339777   recall 0.6287148485013525
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deviation 2/5   epoch 3/120   F1 0.5213234743522003   accuracy 0.6763595166163142   precision 0.547027972027972   recall 0.617443303205261
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deviation 2/5   epoch 4/120   F1 0.5583932273215637   accuracy 0.6884441087613293   precision 0.5706319415878239   recall 0.6432887354337505
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deviation 2/5   epoch 5/120   F1 0.5496520800404756   accuracy 0.6990181268882175   precision 0.5699892019744961   recall 0.6863264974376087
deviation 2/5   epoch 6/120   F1 0.6137440148859007   accuracy 0.7194108761329305   precision 0.6129422048539696   recall 0.7025602453040075
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deviation 2/5   epoch 7/120   F1 0.6450380759591287   accuracy 0.7311178247734139   precision 0.637690250925545   recall 0.7113963622584312
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deviation 2/5   epoch 8/120   F1 0.6416067775191017   accuracy 0.7333836858006042   precision 0.6351064376799671   recall 0.7212301086132862
deviation 2/5   epoch 9/120   F1 0.6720359349171152   accuracy 0.747356495468278   precision 0.660980563554093   recall 0.7335615857121409
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deviation 2/5   epoch 10/120   F1 0.6721851318309001   accuracy 0.7496223564954683   precision 0.6609651378033732   recall 0.7402662504185347
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deviation 2/5   epoch 11/120   F1 0.6830282584160967   accuracy 0.7549093655589124   precision 0.6706319415878239   recall 0.7445685669197328
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deviation 2/5   epoch 12/120   F1 0.6845909914752879   accuracy 0.7556646525679759   precision 0.6720536816125051   recall 0.7451339597639941
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deviation 2/5   epoch 13/120   F1 0.6811594685399274   accuracy 0.754154078549849   precision 0.6689248251748252   recall 0.7443366643517808
deviation 2/5   epoch 14/120   F1 0.6991112741728083   accuracy 0.7590634441087614   precision 0.6865847387906212   recall 0.7402452306154268
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deviation 2/5   epoch 15/120   F1 0.7005579440349061   accuracy 0.7598187311178247   precision 0.6880064788153024   recall 0.7409019782247039
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deviation 2/5   epoch 16/120   F1 0.6866937269973016   accuracy 0.7583081570996979   precision 0.6737479432332374   recall 0.7509291816889014
deviation 2/5   epoch 17/120   F1 0.699463317024648   accuracy 0.7628398791540786   precision 0.6859882764294529   recall 0.7501037172253568
deviation 2/5   epoch 18/120   F1 0.7043997886539323   accuracy 0.7651057401812689   precision 0.6908242492801316   recall 0.7512967226435536
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deviation 2/5   epoch 19/120   F1 0.6989331409916604   accuracy 0.7628398791540786   precision 0.6854175236528177   recall 0.7506777893639207
deviation 2/5   epoch 20/120   F1 0.6951853190703046   accuracy 0.7632175226586103   precision 0.6814196832579186   recall 0.756197769501882
deviation 2/5   epoch 21/120   F1 0.7047706232479278   accuracy 0.763595166163142   precision 0.6916906622788976   recall 0.7468195826974706
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deviation 2/5   epoch 22/120   F1 0.7000538045479002   accuracy 0.7643504531722054   precision 0.6862633689839572   recall 0.7538836499476106
deviation 2/5   epoch 23/120   F1 0.6993806554782165   accuracy 0.7624622356495468   precision 0.6859908473879062   recall 0.7491117969378839
deviation 2/5   epoch 24/120   F1 0.7071857471658711   accuracy 0.7643504531722054   precision 0.694253907856849   recall 0.7465356064931887
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deviation 2/5   epoch 25/120   F1 0.7085785571926296   accuracy 0.7658610271903323   precision 0.695385129576306   recall 0.749154970673958
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deviation 2/5   epoch 26/120   F1 0.7037969097063059   accuracy 0.7647280966767371   precision 0.6902560674619498   recall 0.7508697571968435
deviation 2/5   epoch 27/120   F1 0.7093244555886872   accuracy 0.7651057401812689   precision 0.696531777046483   recall 0.7465267027863778
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deviation 2/5   epoch 28/120   F1 0.7104806710414857   accuracy 0.7666163141993958   precision 0.6973776223776224   recall 0.7493220707774346
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deviation 2/5   epoch 29/120   F1 0.7131776083232394   accuracy 0.7685045317220544   precision 0.6999331550802139   recall 0.7516668487032925
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deviation 2/5   epoch 30/120   F1 0.7118782832689822   accuracy 0.7681268882175226   precision 0.6985088440970794   recall 0.7519357206949996
deviation 2/5   epoch 31/120   F1 0.7106004706988531   accuracy 0.7696374622356495   precision 0.6965009255450432   recall 0.7574578600590162
deviation 2/5   epoch 32/120   F1 0.7094023347140781   accuracy 0.7688821752265861   precision 0.6953645619086796   recall 0.7566198942978235
deviation 2/5   epoch 33/120   F1 0.7217327445496566   accuracy 0.773036253776435   precision 0.7087489716166187   recall 0.7551843403966444
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deviation 2/5   epoch 34/120   F1 0.712531603982459   accuracy 0.770392749244713   precision 0.6984934183463595   recall 0.7574734876275595
deviation 2/5   epoch 35/120   F1 0.7185608590691   accuracy 0.773036253776435   precision 0.7047537021801727   recall 0.7583366784658614
deviation 2/5   epoch 36/120   F1 0.718440174789726   accuracy 0.7726586102719033   precision 0.7047562731386261   recall 0.757438672368706
deviation 2/5   epoch 37/120   F1 0.717270421019364   accuracy 0.7734138972809668   precision 0.703038872891814   recall 0.760795191863153
deviation 2/5   epoch 38/120   F1 0.7143131766279776   accuracy 0.7715256797583081   precision 0.7001979638009049   recall 0.7587235597788844
deviation 2/5   epoch 39/120   F1 0.7215110883856268   accuracy 0.773036253776435   precision 0.7084635952283012   recall 0.7553925308929241
deviation 2/5   epoch 40/120   F1 0.7162138601191668   accuracy 0.7722809667673716   precision 0.7021904566022212   recall 0.7587639746085958
deviation 2/5   epoch 41/120   F1 0.7188021123958375   accuracy 0.774546827794562   precision 0.704458041958042   recall 0.762299515729115
deviation 2/5   epoch 42/120   F1 0.7229902217875488   accuracy 0.7760574018126888   precision 0.7090137803373098   recall 0.7618818104434786
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deviation 2/5   epoch 43/120   F1 0.7258121299018025   accuracy 0.7753021148036254   precision 0.7130141916906623   recall 0.7570680607966863
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deviation 2/5   epoch 44/120   F1 0.725673124724058   accuracy 0.7749244712990937   precision 0.7130167626491156   recall 0.7562607670966803
deviation 2/5   epoch 45/120   F1 0.7234061789285844   accuracy 0.7753021148036254   precision 0.7098750514191691   recall 0.7594062284759611
deviation 2/5   epoch 46/120   F1 0.726796567517106   accuracy 0.7768126888217523   precision 0.7135746606334842   recall 0.7599543909470332
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deviation 2/5   epoch 47/120   F1 0.7226364588586724   accuracy 0.775679758308157   precision 0.7087309749074455   recall 0.7612268537138629
deviation 2/5   epoch 48/120   F1 0.7254865433909403   accuracy 0.7768126888217523   precision 0.7118624023035788   recall 0.7612797495194499
deviation 2/5   epoch 49/120   F1 0.7352534933010111   accuracy 0.7794561933534743   precision 0.7238302139037434   recall 0.7587381829096864
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deviation 2/5   epoch 50/120   F1 0.729398897444679   accuracy 0.7764350453172205   precision 0.7172871246400658   recall 0.7566192188107268
deviation 2/5   epoch 51/120   F1 0.7238878996422671   accuracy 0.7741691842900302   precision 0.7110242698477993   recall 0.7560239554578205
deviation 2/5   epoch 52/120   F1 0.7354839139323792   accuracy 0.7790785498489426   precision 0.7244035376388318   recall 0.757700128799873
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deviation 2/5   epoch 53/120   F1 0.7402786061738704   accuracy 0.7764350453172205   precision 0.7338389551624847   recall 0.7496952726074781
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deviation 2/5   epoch 54/120   F1 0.730609550081629   accuracy 0.7779456193353474   precision 0.7181329699712053   recall 0.7591834552702723
deviation 2/5   epoch 55/120   F1 0.7323605066368559   accuracy 0.7749244712990937   precision 0.7224341834635952   recall 0.751062076330207
deviation 2/5   epoch 56/120   F1 0.7435173654351737   accuracy 0.7832326283987915   precision 0.733792677910325   recall 0.7606788727307127
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deviation 2/5   epoch 57/120   F1 0.7386807367888136   accuracy 0.7794561933534743   precision 0.7289669888934595   recall 0.7561794714692947
deviation 2/5   epoch 58/120   F1 0.7347670541004307   accuracy 0.775679758308157   precision 0.7255681818181818   recall 0.7510788690476191
deviation 2/5   epoch 59/120   F1 0.7309782706792121   accuracy 0.7768126888217523   precision 0.7192821883998355   recall 0.7561754050045991
deviation 2/5   epoch 60/120   F1 0.744219103648406   accuracy 0.7847432024169184   precision 0.7337823940765117   recall 0.7634038103348888
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deviation 2/5   epoch 61/120   F1 0.7372613208373477   accuracy 0.7809667673716012   precision 0.7258175647881531   recall 0.7605422401518747
deviation 2/5   epoch 62/120   F1 0.7419191786797655   accuracy 0.7809667673716012   precision 0.7329519744960922   recall 0.7571233984591155
deviation 2/5   epoch 63/120   F1 0.7376162105179644   accuracy 0.7783232628398792   precision 0.7281185726038667   recall 0.7545706242042785
deviation 2/5   epoch 64/120   F1 0.7357982478429467   accuracy 0.7817220543806647   precision 0.7232440353763883   recall 0.763654416051302
deviation 2/5   epoch 65/120   F1 0.7417416571985884   accuracy 0.7802114803625377   precision 0.7332424928013164   recall 0.7557544901232793
deviation 2/5   epoch 66/120   F1 0.7473642146590975   accuracy 0.7836102719033232   precision 0.7397830111065405   recall 0.75898319674834
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deviation 2/5   epoch 67/120   F1 0.7446657918803928   accuracy 0.7802114803625377   precision 0.738093891402715   recall 0.7542387305770604
deviation 2/5   epoch 68/120   F1 0.736835483385379   accuracy 0.7813444108761329   precision 0.724958864664747   recall 0.7617896990989199
deviation 2/5   epoch 69/120   F1 0.7422697790906756   accuracy 0.7802114803625377   precision 0.7340986219662691   recall 0.7554510054762547
deviation 2/5   epoch 70/120   F1 0.7369215142673167   accuracy 0.777190332326284   precision 0.727840909090909   recall 0.7527493525902096
deviation 2/5   epoch 71/120   F1 0.7390792000563058   accuracy 0.7779456193353474   precision 0.7306895310571782   recall 0.7529551227295664
deviation 2/5   epoch 72/120   F1 0.7413655237396135   accuracy 0.7817220543806647   precision 0.7315199506375977   recall 0.7590358499955414
deviation 2/5   epoch 73/120   F1 0.7425745658233549   accuracy 0.7760574018126888   precision 0.7381221719457014   recall 0.7483351264030351
deviation 2/5   epoch 74/120   F1 0.7443766146397337   accuracy 0.7813444108761329   precision 0.7366592965857672   recall 0.7564082208512912
deviation 2/5   epoch 75/120   F1 0.7396949016022291   accuracy 0.7817220543806647   precision 0.7289515631427396   recall 0.7602792976056865
deviation 2/5   epoch 76/120   F1 0.745040893990373   accuracy 0.7809667673716012   precision 0.7380887494858084   recall 0.7553837498862442
deviation 2/5   epoch 77/120   F1 0.7479540571972477   accuracy 0.7854984894259819   precision 0.7391994035376388   recall 0.7622863473752759
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deviation 2/5   epoch 78/120   F1 0.7432464630633684   accuracy 0.7787009063444109   precision 0.736962669683258   recall 0.752280042918455
deviation 2/5   epoch 79/120   F1 0.7422510633638986   accuracy 0.7760574018126888   precision 0.7375514191690662   recall 0.7484232912631212
deviation 2/5   epoch 80/120   F1 0.7407862318481111   accuracy 0.7764350453172205   precision 0.7346950843274372   recall 0.7494977902772197
deviation 2/5   epoch 81/120   F1 0.74135319024522   accuracy 0.7749244712990937   precision 0.736988379267791   recall 0.7469836744645906
deviation 2/5   epoch 82/120   F1 0.7469525330755247   accuracy 0.7802114803625377   precision 0.7420891608391609   recall 0.7533442746448558
deviation 2/5   epoch 83/120   F1 0.7369488291779047   accuracy 0.7737915407854985   precision 0.730432435211847   recall 0.7466117335171317
deviation 2/5   epoch 84/120   F1 0.7440078483795828   accuracy 0.7805891238670695   precision 0.7366644385026738   recall 0.7552194559331045
deviation 2/5   epoch 85/120   F1 0.7429109175977839   accuracy 0.7787009063444109   precision 0.7363919169066229   recall 0.7524213473892274
deviation 2/5   epoch 86/120   F1 0.7471818373367046   accuracy 0.7809667673716012   precision 0.7417986425339367   recall 0.7544642857142857
deviation 2/5   epoch 87/120   F1 0.747466893447597   accuracy 0.7805891238670695   precision 0.7426573426573426   recall 0.7537628944628503
deviation 2/5   epoch 88/120   F1 0.736913776597806   accuracy 0.7647280966767371   precision 0.7387700534759358   recall 0.7352549289557826
deviation 2/5   epoch 89/120   F1 0.7395616916890839   accuracy 0.7805891238670695   precision 0.7295300287947346   recall 0.7579306867977295
deviation 2/5   epoch 90/120   F1 0.7449456147083608   accuracy 0.7836102719033232   precision 0.7357877416700946   recall 0.760470162389139
deviation 2/5   epoch 91/120   F1 0.7427926547664109   accuracy 0.7802114803625377   precision 0.7349547511312218   recall 0.7551632673004705
deviation 2/5   epoch 92/120   F1 0.745339599657282   accuracy 0.775679758308157   precision 0.7435468942821883   recall 0.7473245452575459
deviation 2/5   epoch 93/120   F1 0.7383392149879668   accuracy 0.7787009063444109   precision 0.728972130810366   recall 0.7548677884615385
deviation 2/5   epoch 94/120   F1 0.743176907802362   accuracy 0.7775679758308157   precision 0.7378265117235705   recall 0.7504618063006016
deviation 2/5   epoch 95/120   F1 0.731073819813787   accuracy 0.7760574018126888   precision 0.7198580830933772   recall 0.7543879285021065
deviation 2/5   epoch 96/120   F1 0.745330086537165   accuracy 0.7802114803625377   precision 0.7392353969559853   recall 0.7539517493586595
deviation 2/5   epoch 97/120   F1 0.7394011690325659   accuracy 0.775679758308157   precision 0.7329879679144385   recall 0.7487865810135618
deviation 2/5   epoch 98/120   F1 0.7408372309792107   accuracy 0.7779456193353474   precision 0.7335432949403538   recall 0.7520484013729075
deviation 2/5   epoch 99/120   F1 0.7451754218407941   accuracy 0.774546827794562   precision 0.744410736322501   recall 0.7459741608886699
deviation 2/5   epoch 100/120   F1 0.7392479986373701   accuracy 0.7764350453172205   precision 0.7321266968325792   recall 0.7501329787234042
deviation 2/5   epoch 101/120   F1 0.73530636845261   accuracy 0.7760574018126888   precision 0.7261363636363636   recall 0.7514970145487583
deviation 2/5   epoch 102/120   F1 0.7358967316671244   accuracy 0.773036253776435   precision 0.7292960715754834   recall 0.7457661505605979
deviation 2/5   epoch 103/120   F1 0.7382919703896282   accuracy 0.779833836858006   precision 0.7281082887700534   recall 0.7572382225991281
deviation 2/5   epoch 104/120   F1 0.7365175859858555   accuracy 0.7711480362537765   precision 0.731877313862608   recall 0.742657662505381
deviation 2/5   epoch 105/120   F1 0.7369545745701582   accuracy 0.7741691842900302   precision 0.7301444878650761   recall 0.7472380878729963
deviation 2/5   epoch 106/120   F1 0.7292765713818345   accuracy 0.777190332326284   precision 0.7167112299465241   recall 0.758549348350863
deviation 2/5   epoch 107/120   F1 0.7282470856099654   accuracy 0.774546827794562   precision 0.7167292266556973   recall 0.7531929192243434
deviation 2/5   epoch 108/120   F1 0.730490727041719   accuracy 0.7719033232628398   precision 0.721598621966269   recall 0.7462410901766966
deviation 2/5   epoch 109/120   F1 0.7355928335045077   accuracy 0.7832326283987915   precision 0.7220922459893049   recall 0.7677409156841597
deviation 2/5   epoch 110/120   F1 0.7362358736598088   accuracy 0.775679758308157   precision 0.7278511929247223   recall 0.7502513102015
deviation 2/5   epoch 111/120   F1 0.7428692144692697   accuracy 0.773036253776435   precision 0.7415672562731386   recall 0.7442729039969271
deviation 2/5   epoch 112/120   F1 0.7394326733201686   accuracy 0.777190332326284   precision 0.731836178527355   recall 0.7513799063336306
deviation 2/5   epoch 113/120   F1 0.7357182030450592   accuracy 0.7726586102719033   precision 0.7292986425339366   recall 0.7452139724784516
deviation 2/5   epoch 114/120   F1 0.7366018148156083   accuracy 0.7737915407854985   precision 0.7298616824352119   recall 0.7467463561880121
deviation 2/5   epoch 115/120   F1 0.7332559218541042   accuracy 0.7700151057401813   precision 0.7273190045248868   recall 0.7418344496069964
deviation 2/5   epoch 116/120   F1 0.7355481948767455   accuracy 0.7734138972809668   precision 0.7284373714520773   recall 0.7465379034025799
deviation 2/5   epoch 117/120   F1 0.7344312765744063   accuracy 0.7749244712990937   precision 0.7255733237350884   recall 0.7498127948658814
deviation 2/5   epoch 118/120   F1 0.7355459527476746   accuracy 0.7783232628398792   precision 0.7249794323323735   recall 0.7559957874259051
deviation 2/5   epoch 119/120   F1 0.7278683307901979   accuracy 0.7768126888217523   precision 0.715001542575072   recall 0.7589201469114157
deviation 2/5   epoch 120/120   F1 0.7295983122305989   accuracy 0.7711480362537765   precision 0.7207476347182229   recall 0.7452954704529546

deviation 3/5   epoch 1/120   F1 0.40145095948060544   accuracy 0.6676737160120846   precision 0.5002853763883176   recall 0.5839002267573696
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deviation 3/5   epoch 2/120   F1 0.43176453421000677   accuracy 0.6695619335347432   precision 0.5099753187988483   recall 0.6088244574553869
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deviation 3/5   epoch 3/120   F1 0.4844877208707108   accuracy 0.6786253776435045   precision 0.532743726861374   recall 0.6422162667671649
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deviation 3/5   epoch 4/120   F1 0.5362449158833555   accuracy 0.6963746223564955   precision 0.5625874125874126   recall 0.6885553180283174
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deviation 3/5   epoch 5/120   F1 0.5874312749816462   accuracy 0.7114803625377644   precision 0.5944467297408473   recall 0.6994050850033654
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deviation 3/5   epoch 6/120   F1 0.6084958555265214   accuracy 0.7209214501510574   precision 0.609792780748663   recall 0.7128993420585255
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deviation 3/5   epoch 7/120   F1 0.6318984772209674   accuracy 0.7318731117824774   precision 0.6276969354175237   recall 0.7265714807043153
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deviation 3/5   epoch 8/120   F1 0.6485281050812818   accuracy 0.7405589123867069   precision 0.641050493624023   recall 0.7377453131178533
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deviation 3/5   epoch 9/120   F1 0.6636545091634911   accuracy 0.7462235649546828   precision 0.6535684903331962   recall 0.7390350877192983
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deviation 3/5   epoch 10/120   F1 0.6680077960267619   accuracy 0.7507552870090635   precision 0.6572475318798848   recall 0.7491131177119863
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deviation 3/5   epoch 11/120   F1 0.6767308631388382   accuracy 0.7522658610271903   precision 0.6649424105306458   recall 0.7434578020643594
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deviation 3/5   epoch 12/120   F1 0.6859001007693423   accuracy 0.7590634441087614   precision 0.672886672151378   recall 0.75437763613323
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deviation 3/5   epoch 13/120   F1 0.6710383513200413   accuracy 0.7537764350453172   precision 0.6597953517071165   recall 0.7559041501976285
deviation 3/5   epoch 14/120   F1 0.6933242424704493   accuracy 0.7590634441087614   precision 0.6803064582476347   recall 0.7457641670433799
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deviation 3/5   epoch 15/120   F1 0.6911729461601035   accuracy 0.7594410876132931   precision 0.6780208761826408   recall 0.7492156112923181
deviation 3/5   epoch 16/120   F1 0.6861050667863925   accuracy 0.7583081570996979   precision 0.6731771904566022   recall 0.7516447184085178
deviation 3/5   epoch 17/120   F1 0.6964783173925155   accuracy 0.7613293051359517   precision 0.6831447963800905   recall 0.74895157682845
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deviation 3/5   epoch 18/120   F1 0.6915792522354122   accuracy 0.7601963746223565   precision 0.6783011106540519   recall 0.7510590967382265
deviation 3/5   epoch 19/120   F1 0.7037694672651151   accuracy 0.763595166163142   precision 0.6905491567256273   recall 0.7477842970095114
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deviation 3/5   epoch 20/120   F1 0.7037780842429339   accuracy 0.7617069486404834   precision 0.691132764294529   recall 0.7428622880369669
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deviation 3/5   epoch 21/120   F1 0.7053143850424326   accuracy 0.7647280966767371   precision 0.6919683257918552   recall 0.7493190456037017
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deviation 3/5   epoch 22/120   F1 0.7090860277727733   accuracy 0.7651057401812689   precision 0.6962464006581653   recall 0.7467392674624955
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deviation 3/5   epoch 23/120   F1 0.7086067595271911   accuracy 0.7651057401812689   precision 0.6956756478815302   recall 0.7471721826560536
deviation 3/5   epoch 24/120   F1 0.7099743608891544   accuracy 0.7673716012084593   precision 0.6965163512957631   recall 0.7518060977417602
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deviation 3/5   epoch 25/120   F1 0.7038992685921579   accuracy 0.7673716012084593   precision 0.6896673179761414   recall 0.758523354464314
deviation 3/5   epoch 26/120   F1 0.7086025170635869   accuracy 0.7677492447129909   precision 0.6948015220074044   recall 0.7542670777491138
deviation 3/5   epoch 27/120   F1 0.7102727160866696   accuracy 0.763595166163142   precision 0.6982543192102015   recall 0.7420917470363673
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deviation 3/5   epoch 28/120   F1 0.710001268827738   accuracy 0.7666163141993958   precision 0.6968068696009873   recall 0.7497756750142752
deviation 3/5   epoch 29/120   F1 0.7170331549972315   accuracy 0.7711480362537765   precision 0.7036250514191691   recall 0.754836789523641
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deviation 3/5   epoch 30/120   F1 0.7137199240434245   accuracy 0.7711480362537765   precision 0.6996297819827232   recall 0.7583074686546708
deviation 3/5   epoch 31/120   F1 0.7162191916416769   accuracy 0.7715256797583081   precision 0.7024809749074454   recall 0.7566731114408185
deviation 3/5   epoch 32/120   F1 0.7138813608766044   accuracy 0.7685045317220544   precision 0.7007892842451666   recall 0.7509997131624682
deviation 3/5   epoch 33/120   F1 0.7201940922796217   accuracy 0.7711480362537765   precision 0.707620320855615   recall 0.7518941343439542
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deviation 3/5   epoch 34/120   F1 0.7211940922909323   accuracy 0.7734138972809668   precision 0.7078902714932127   recall 0.7566665502804379
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deviation 3/5   epoch 35/120   F1 0.723772062121112   accuracy 0.7715256797583081   precision 0.7121837721102426   recall 0.7498427716984516
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deviation 3/5   epoch 36/120   F1 0.7236946162354814   accuracy 0.773036253776435   precision 0.7113173591114768   recall 0.7534210094261307
deviation 3/5   epoch 37/120   F1 0.720203220699414   accuracy 0.774546827794562   precision 0.7061703002879474   recall 0.7607346329639495
deviation 3/5   epoch 38/120   F1 0.7197987303099789   accuracy 0.7700151057401813   precision 0.7076280337309749   recall 0.749516663615642
deviation 3/5   epoch 39/120   F1 0.7282013663834632   accuracy 0.7734138972809668   precision 0.7173076923076923   recall 0.7507237778832463
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deviation 3/5   epoch 40/120   F1 0.7262792497824445   accuracy 0.7726586102719033   precision 0.7150298231180584   recall 0.7504769177784765
deviation 3/5   epoch 41/120   F1 0.7235619584507778   accuracy 0.7715256797583081   precision 0.7118983957219251   recall 0.7500047395341607
deviation 3/5   epoch 42/120   F1 0.7272783011556413   accuracy 0.7741691842900302   precision 0.7155902920608803   recall 0.7531005236708268
deviation 3/5   epoch 43/120   F1 0.7269432250114276   accuracy 0.7722809667673716   precision 0.716173899629782   recall 0.7491807748243935
deviation 3/5   epoch 44/120   F1 0.732489224137931   accuracy 0.775679758308157   precision 0.722143665158371   recall 0.752539866255144
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deviation 3/5   epoch 45/120   F1 0.7245477910053391   accuracy 0.773036253776435   precision 0.7124588646647471   recall 0.7526987883833415
deviation 3/5   epoch 46/120   F1 0.7252233362233903   accuracy 0.7715256797583081   precision 0.7141814068284656   recall 0.7487684085501822
deviation 3/5   epoch 47/120   F1 0.7404735769170456   accuracy 0.777190332326284   precision 0.7335484368572605   recall 0.7508948595291491
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deviation 3/5   epoch 48/120   F1 0.7397782978514317   accuracy 0.7794561933534743   precision 0.7306792472233649   recall 0.7554673864454942
deviation 3/5   epoch 49/120   F1 0.7400947650479278   accuracy 0.7760574018126888   precision 0.7338415261209379   recall 0.749141440599331
deviation 3/5   epoch 50/120   F1 0.7322903276580107   accuracy 0.7775679758308157   precision 0.7207039284245167   recall 0.7568381339331061
deviation 3/5   epoch 51/120   F1 0.7487666034155598   accuracy 0.7809667673716012   precision 0.7446524064171123   recall 0.7539360623365534
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deviation 3/5   epoch 52/120   F1 0.7411700082394946   accuracy 0.7775679758308157   precision 0.7344019950637598   recall 0.7512388267915884
deviation 3/5   epoch 53/120   F1 0.7472720310506045   accuracy 0.7820996978851964   precision 0.740934800493624   recall 0.7563196816312296
deviation 3/5   epoch 54/120   F1 0.7426002430133658   accuracy 0.7794561933534743   precision 0.735245269436446   recall 0.7538852340296834
deviation 3/5   epoch 55/120   F1 0.7475899997145208   accuracy 0.7768126888217523   precision 0.7466783216783217   recall 0.7485495040239565
deviation 3/5   epoch 56/120   F1 0.747307618459614   accuracy 0.7805891238670695   precision 0.7423719662690251   recall 0.7538165845161195
deviation 3/5   epoch 57/120   F1 0.7518476058776351   accuracy 0.7862537764350453   precision 0.745187165775401   recall 0.7614232887339194
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deviation 3/5   epoch 58/120   F1 0.7514259793787783   accuracy 0.7805891238670695   precision 0.7500771287535993   recall 0.7528780903765548
deviation 3/5   epoch 59/120   F1 0.7523344372401317   accuracy 0.7836102719033232   precision 0.7486296791443849   recall 0.7568635302101574
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deviation 3/5   epoch 60/120   F1 0.7451329275271839   accuracy 0.7764350453172205   precision 0.7424002468120114   recall 0.7483249051833123
deviation 3/5   epoch 61/120   F1 0.7450859784333541   accuracy 0.7760574018126888   precision 0.7426881941587824   recall 0.7478341488708826
deviation 3/5   epoch 62/120   F1 0.7456852525885014   accuracy 0.7805891238670695   precision 0.7395182023858495   recall 0.7544382213112459
deviation 3/5   epoch 63/120   F1 0.7453024106758501   accuracy 0.783987915407855   precision 0.7360705470999589   recall 0.7610003183554666
deviation 3/5   epoch 64/120   F1 0.7500691723879344   accuracy 0.7794561933534743   precision 0.7486579596873715   recall 0.7515946100619115
deviation 3/5   epoch 65/120   F1 0.7489821726289948   accuracy 0.7802114803625377   precision 0.7457990538872892   recall 0.7527794743257213
deviation 3/5   epoch 66/120   F1 0.7487220821686018   accuracy 0.7805891238670695   precision 0.7449403537638832   recall 0.753387190611546
deviation 3/5   epoch 67/120   F1 0.7456589245540101   accuracy 0.7802114803625377   precision 0.7398061497326203   recall 0.7538178117380704
deviation 3/5   epoch 68/120   F1 0.7437883547390883   accuracy 0.7794561933534743   precision 0.7372429041546689   recall 0.7533300389831439
deviation 3/5   epoch 69/120   F1 0.7469045082593966   accuracy 0.777190332326284   precision 0.744963492389963   recall 0.7490693978272007
deviation 3/5   epoch 70/120   F1 0.754898368619694   accuracy 0.7817220543806647   precision 0.7557769436445907   recall 0.7540603900017365
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deviation 3/5   epoch 71/120   F1 0.751690266093794   accuracy 0.7749244712990937   precision 0.7575354792266558   recall 0.7474855159293894
deviation 3/5   epoch 72/120   F1 0.7485368897558222   accuracy 0.7764350453172205   precision 0.7489639037433156   recall 0.7481199539821104
deviation 3/5   epoch 73/120   F1 0.7518603505652535   accuracy 0.7790785498489426   precision 0.7526558000822707   recall 0.7510988593325911
deviation 3/5   epoch 74/120   F1 0.7554169916028561   accuracy 0.7843655589123867   precision 0.7537613122171946   recall 0.7572254504729012
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deviation 3/5   epoch 75/120   F1 0.7530015892590896   accuracy 0.7813444108761329   precision 0.7523549979432332   recall 0.7536712567201653
deviation 3/5   epoch 76/120   F1 0.7540246381400859   accuracy 0.7802114803625377   precision 0.755787227478404   recall 0.7524229723146869
deviation 3/5   epoch 77/120   F1 0.751295209910275   accuracy 0.779833836858006   precision 0.7506530234471411   recall 0.7519604048929845
deviation 3/5   epoch 78/120   F1 0.7513514963714167   accuracy 0.7779456193353474   precision 0.7529488893459482   recall 0.7498888812693187
deviation 3/5   epoch 79/120   F1 0.7455200174010419   accuracy 0.7805891238670695   precision 0.7392328259975319   recall 0.7545090276282005
deviation 3/5   epoch 80/120   F1 0.7520829018377222   accuracy 0.7775679758308157   precision 0.7549490950226244   recall 0.7496363953325181
deviation 3/5   epoch 81/120   F1 0.7503938810411925   accuracy 0.7805891238670695   precision 0.7480794940353763   recall 0.7530222288942192
deviation 3/5   epoch 82/120   F1 0.7473887319938155   accuracy 0.779833836858006   precision 0.7432332373508843   recall 0.7526330968102428
deviation 3/5   epoch 83/120   F1 0.7415595814501644   accuracy 0.7794561933534743   precision 0.7335330111065406   recall 0.7544262350183044
deviation 3/5   epoch 84/120   F1 0.7477014989183477   accuracy 0.779833836858006   precision 0.7438039901275195   recall 0.7525474791524494
deviation 3/5   epoch 85/120   F1 0.7430890748744466   accuracy 0.7764350453172205   precision 0.7386903537638831   recall 0.7487574319635388
deviation 3/5   epoch 86/120   F1 0.7476568361681704   accuracy 0.7734138972809668   precision 0.7506967297408473   recall 0.7450991974220986
deviation 3/5   epoch 87/120   F1 0.7506912558144809   accuracy 0.7805891238670695   precision 0.7486502468120115   recall 0.7529741761795183
deviation 3/5   epoch 88/120   F1 0.7525705568268497   accuracy 0.7779456193353474   precision 0.7555172768408063   recall 0.7500654186795491
deviation 3/5   epoch 89/120   F1 0.7496922980640854   accuracy 0.7809667673716012   precision 0.7463646647470177   recall 0.7536904862758387
deviation 3/5   epoch 90/120   F1 0.751298790642446   accuracy 0.7790785498489426   precision 0.7515142945290004   recall 0.7510858231819801
deviation 3/5   epoch 91/120   F1 0.74747658497486   accuracy 0.7753021148036254   precision 0.7481154874537228   recall 0.7468602737903924
deviation 3/5   epoch 92/120   F1 0.7497930918285218   accuracy 0.7805891238670695   precision 0.7469379884821061   recall 0.7531350662921652
deviation 3/5   epoch 93/120   F1 0.7467533607764341   accuracy 0.7696374622356495   precision 0.7535762032085562   recall 0.7421771413418191
deviation 3/5   epoch 94/120   F1 0.751420800519607   accuracy 0.7764350453172205   precision 0.7549568078979844   recall 0.7485164394546913
deviation 3/5   epoch 95/120   F1 0.7498565899715728   accuracy 0.7760574018126888   precision 0.752105614973262   recall 0.747873018761924
deviation 3/5   epoch 96/120   F1 0.7528196119615009   accuracy 0.7768126888217523   precision 0.7575226244343891   recall 0.7491978243765607
deviation 3/5   epoch 97/120   F1 0.7502897256880536   accuracy 0.7768126888217523   precision 0.7521004730563554   recall 0.7486523838051495
deviation 3/5   epoch 98/120   F1 0.7440603473245432   accuracy 0.7681268882175226   precision 0.7495912176059235   recall 0.7400689436877455
deviation 3/5   epoch 99/120   F1 0.7458186452178805   accuracy 0.7700151057401813   precision 0.7510052447552448   recall 0.7419832859000884
deviation 3/5   epoch 100/120   F1 0.748070496935775   accuracy 0.7790785498489426   precision 0.7452360139860139   recall 0.7513903795813675
deviation 3/5   epoch 101/120   F1 0.7440293441553354   accuracy 0.7647280966767371   precision 0.7541803784450843   recall 0.7385913682997536
deviation 3/5   epoch 102/120   F1 0.7477102309581317   accuracy 0.7719033232628398   precision 0.7527046482928836   recall 0.7439612807148176
deviation 3/5   epoch 103/120   F1 0.7432458789354679   accuracy 0.7707703927492447   precision 0.7447218222953517   recall 0.7418911252332363
deviation 3/5   epoch 104/120   F1 0.7446171467838931   accuracy 0.7737915407854985   precision 0.7441305018510901   recall 0.7451175322265782
deviation 3/5   epoch 105/120   F1 0.7426714688356009   accuracy 0.7685045317220544   precision 0.7461641299876594   recall 0.7398270203656844
deviation 3/5   epoch 106/120   F1 0.7351592930024429   accuracy 0.7552870090634441   precision 0.7468248663101604   recall 0.7297897294127502
deviation 3/5   epoch 107/120   F1 0.7431073579977874   accuracy 0.7700151057401813   precision 0.7452977169888935   recall 0.7411794184429163
deviation 3/5   epoch 108/120   F1 0.7438846500784255   accuracy 0.7685045317220544   precision 0.7487325174825175   recall 0.7402388308759305
deviation 3/5   epoch 109/120   F1 0.7468693241563904   accuracy 0.7722809667673716   precision 0.7504190662278898   recall 0.7439724199427534
deviation 3/5   epoch 110/120   F1 0.7362272922808555   accuracy 0.7617069486404834   precision 0.7407882558617853   recall 0.7327843488148831
deviation 3/5   epoch 111/120   F1 0.7445855506944485   accuracy 0.7719033232628398   precision 0.7461409913615795   recall 0.7431633407243163
deviation 3/5   epoch 112/120   F1 0.7436716519045545   accuracy 0.7734138972809668   precision 0.7427061908679555   recall 0.7446922393034787
deviation 3/5   epoch 113/120   F1 0.7475039266884762   accuracy 0.7696374622356495   precision 0.7552884615384616   recall 0.7425759263602252
deviation 3/5   epoch 114/120   F1 0.7482093546302568   accuracy 0.7779456193353474   precision 0.7466706088029618   recall 0.7498860543553281
deviation 3/5   epoch 115/120   F1 0.7411988773055334   accuracy 0.7643504531722054   precision 0.7481900452488688   recall 0.7366264020707507
deviation 3/5   epoch 116/120   F1 0.7367219657354577   accuracy 0.763595166163142   precision 0.7396338955162485   recall 0.7342833730893845
deviation 3/5   epoch 117/120   F1 0.738054033746917   accuracy 0.7647280966767371   precision 0.7410530645824763   recall 0.7355519964827987
deviation 3/5   epoch 118/120   F1 0.7387258460103149   accuracy 0.7669939577039275   precision 0.7398961332784861   recall 0.7376345544224768
deviation 3/5   epoch 119/120   F1 0.7409434219972371   accuracy 0.7654833836858006   precision 0.746184697655286   recall 0.7371173781289949
deviation 3/5   epoch 120/120   F1 0.7427182354954383   accuracy 0.773036253776435   precision 0.7412818798848211   recall 0.7442790016079377

deviation 4/5   epoch 1/120   F1 0.40131378540546964   accuracy 0.6672960725075529   precision 0.5000025709584534   recall 0.5005040957781979
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deviation 4/5   epoch 2/120   F1 0.4489796926063424   accuracy 0.665785498489426   precision 0.5131401686548746   recall 0.5751930029755008
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deviation 4/5   epoch 3/120   F1 0.5170349417143155   accuracy 0.6891993957703928   precision 0.5509358288770053   recall 0.6722007705228299
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deviation 4/5   epoch 4/120   F1 0.5640182593307593   accuracy 0.7031722054380665   precision 0.5788075894693542   recall 0.6897219746484453
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deviation 4/5   epoch 5/120   F1 0.5843644118251984   accuracy 0.7152567975830816   precision 0.5938502673796792   recall 0.7188449848024316
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deviation 4/5   epoch 6/120   F1 0.6233206619547581   accuracy 0.726963746223565   precision 0.6208813245577951   recall 0.7187008329544358
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deviation 4/5   epoch 7/120   F1 0.6275179113995273   accuracy 0.7280966767371602   precision 0.6240127519539285   recall 0.7181755680995803
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deviation 4/5   epoch 8/120   F1 0.6293965963261262   accuracy 0.7322507552870091   precision 0.6259821061291649   recall 0.7309848864272457
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deviation 4/5   epoch 9/120   F1 0.6499456065550919   accuracy 0.736404833836858   precision 0.6419349033319621   recall 0.7224761029708078
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deviation 4/5   epoch 10/120   F1 0.6572973700192234   accuracy 0.7420694864048338   precision 0.6481746194981489   recall 0.7326655881281368
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deviation 4/5   epoch 11/120   F1 0.666906303493696   accuracy 0.7454682779456193   precision 0.6564273961332785   recall 0.7331160944510217
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deviation 4/5   epoch 12/120   F1 0.6609246938468161   accuracy 0.7469788519637462   precision 0.6512803373097491   recall 0.7449514817728822
deviation 4/5   epoch 13/120   F1 0.6993881913383987   accuracy 0.7613293051359517   precision 0.6862839366515837   recall 0.7459479367148332
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deviation 4/5   epoch 14/120   F1 0.6716845062732474   accuracy 0.7530211480362538   precision 0.6603712464006581   recall 0.7522616520068749
deviation 4/5   epoch 15/120   F1 0.6830998293879134   accuracy 0.7583081570996979   precision 0.6703234265734266   recall 0.7554769296029925
deviation 4/5   epoch 16/120   F1 0.6851193480216964   accuracy 0.7601963746223565   precision 0.6720228301110655   recall 0.759297115314748
deviation 4/5   epoch 17/120   F1 0.7049464761828963   accuracy 0.7673716012084593   precision 0.6908088235294118   recall 0.7572735938989514
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deviation 4/5   epoch 18/120   F1 0.6898386574995073   accuracy 0.7620845921450151   precision 0.6762906211435623   recall 0.7593860528456053
deviation 4/5   epoch 19/120   F1 0.7017614556783817   accuracy 0.7673716012084593   precision 0.6873843068696011   recall 0.761196303078737
deviation 4/5   epoch 20/120   F1 0.6841275979367254   accuracy 0.7594410876132931   precision 0.6711718428630193   recall 0.7580143870952116
deviation 4/5   epoch 21/120   F1 0.6990026400704019   accuracy 0.7658610271903323   precision 0.6848262032085561   recall 0.7598684210526316
deviation 4/5   epoch 22/120   F1 0.7007931487162986   accuracy 0.7666163141993958   precision 0.686533319621555   recall 0.7600101059693309
deviation 4/5   epoch 23/120   F1 0.6996985358398827   accuracy 0.7666163141993958   precision 0.6853918140682846   recall 0.7614244022694727
deviation 4/5   epoch 24/120   F1 0.7002908316670249   accuracy 0.7654833836858006   precision 0.6862556561085973   recall 0.7570613725777192
deviation 4/5   epoch 25/120   F1 0.7089012232580697   accuracy 0.7688821752265861   precision 0.6947938091320445   recall 0.7571833959599868
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deviation 4/5   epoch 26/120   F1 0.7072123255704954   accuracy 0.7692598187311178   precision 0.6927936034553681   recall 0.7602991623212025
deviation 4/5   epoch 27/120   F1 0.7086493903228313   accuracy 0.7688821752265861   precision 0.6945084327437269   recall 0.7574699500415186
deviation 4/5   epoch 28/120   F1 0.700716278150878   accuracy 0.7662386706948641   precision 0.6865358905800083   recall 0.7589051617778119
deviation 4/5   epoch 29/120   F1 0.7083551749058612   accuracy 0.7707703927492447   precision 0.6936394487865076   recall 0.7635765934830252
deviation 4/5   epoch 30/120   F1 0.7080044572383695   accuracy 0.770392749244713   precision 0.6933566433566434   recall 0.7628326996197718
deviation 4/5   epoch 31/120   F1 0.7124578950244935   accuracy 0.7719033232628398   precision 0.6979123817359112   recall 0.7619757422305713
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deviation 4/5   epoch 32/120   F1 0.7127441791192259   accuracy 0.7711480362537765   precision 0.6984882764294529   recall 0.7594054815048771
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deviation 4/5   epoch 33/120   F1 0.7098951635537001   accuracy 0.7707703927492447   precision 0.695351707116413   recall 0.7616495138234269
deviation 4/5   epoch 34/120   F1 0.7153684631536846   accuracy 0.7726586102719033   precision 0.7010463800904977   recall 0.7607850330154071
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deviation 4/5   epoch 35/120   F1 0.7279707289614411   accuracy 0.7794561933534743   precision 0.7138420403126285   recall 0.7657991614684528
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deviation 4/5   epoch 36/120   F1 0.7256619954161416   accuracy 0.7779456193353474   precision 0.7115693130399012   recall 0.7641729907418109
deviation 4/5   epoch 37/120   F1 0.7257930188689564   accuracy 0.7783232628398792   precision 0.711566742081448   recall 0.7650805193633828
deviation 4/5   epoch 38/120   F1 0.7229250125989768   accuracy 0.7779456193353474   precision 0.7081447963800904   recall 0.7673535433590912
deviation 4/5   epoch 39/120   F1 0.7139046186007512   accuracy 0.7726586102719033   precision 0.6993341217605923   recall 0.7625033856988082
deviation 4/5   epoch 40/120   F1 0.7180908536312439   accuracy 0.774546827794562   precision 0.7036019127930893   recall 0.7631226145137242
deviation 4/5   epoch 41/120   F1 0.7117071908091923   accuracy 0.7719033232628398   precision 0.6970562525709585   recall 0.7628903637392601
deviation 4/5   epoch 42/120   F1 0.724278824432999   accuracy 0.777190332326284   precision 0.71014757301522   recall 0.7636061661506708
deviation 4/5   epoch 43/120   F1 0.7288468444205045   accuracy 0.7794561933534743   precision 0.7149835458658989   recall 0.7648348028782812
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deviation 4/5   epoch 44/120   F1 0.7291217146822409   accuracy 0.7802114803625377   precision 0.7149784039489921   recall 0.7666092751127903
update
deviation 4/5   epoch 45/120   F1 0.726182786560145   accuracy 0.7794561933534743   precision 0.711559029206088   recall 0.7678645833333333
deviation 4/5   epoch 46/120   F1 0.7354960974242724   accuracy 0.7824773413897281   precision 0.7223827642945291   recall 0.7658630143723029
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deviation 4/5   epoch 47/120   F1 0.7327034502251024   accuracy 0.7828549848942599   precision 0.7183849238996298   recall 0.7699244578226153
deviation 4/5   epoch 48/120   F1 0.7351174842424735   accuracy 0.7836102719033232   precision 0.7212335458658988   recall 0.7692764745688458
deviation 4/5   epoch 49/120   F1 0.7360050466313179   accuracy 0.7832326283987915   precision 0.7226629987659399   recall 0.7673055555555556
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deviation 4/5   epoch 50/120   F1 0.7334898779064547   accuracy 0.7832326283987915   precision 0.7192384821061292   recall 0.7700763910003041
deviation 4/5   epoch 51/120   F1 0.7350852035882216   accuracy 0.7824773413897281   precision 0.7218120115178939   recall 0.766283950617284
deviation 4/5   epoch 52/120   F1 0.740196141163623   accuracy 0.7828549848942599   precision 0.7289438502673797   recall 0.7624260038973429
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deviation 4/5   epoch 53/120   F1 0.7449011170422907   accuracy 0.7866314199395771   precision 0.7334841628959277   recall 0.767135935145645
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deviation 4/5   epoch 54/120   F1 0.7389381141087479   accuracy 0.783987915407855   precision 0.7263677498971617   recall 0.7662795620879452
deviation 4/5   epoch 55/120   F1 0.7441303936645258   accuracy 0.7870090634441088   precision 0.7320547099958865   recall 0.7687557318278725
deviation 4/5   epoch 56/120   F1 0.7416657940908313   accuracy 0.7836102719033232   precision 0.7306509666803784   recall 0.7629276395083112
deviation 4/5   epoch 57/120   F1 0.7427542402366649   accuracy 0.7843655589123867   precision 0.731787330316742   recall 0.7637422431225706
deviation 4/5   epoch 58/120   F1 0.741853204300541   accuracy 0.7836102719033232   precision 0.7309363430686959   recall 0.7627739361604874
deviation 4/5   epoch 59/120   F1 0.7481264351493359   accuracy 0.7854984894259819   precision 0.7394847799259564   recall 0.7621728117084154
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deviation 4/5   epoch 60/120   F1 0.7451263682739298   accuracy 0.7843655589123867   precision 0.7354972233648704   recall 0.7619076722487064
deviation 4/5   epoch 61/120   F1 0.7499557001080597   accuracy 0.7888972809667674   precision 0.7397470176881942   recall 0.7680088376353936
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deviation 4/5   epoch 62/120   F1 0.7527067269098949   accuracy 0.7888972809667674   precision 0.7443130399012752   recall 0.7659585856571615
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deviation 4/5   epoch 63/120   F1 0.753278455334424   accuracy 0.7877643504531722   precision 0.746318387494858   recall 0.7634150364983572
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deviation 4/5   epoch 64/120   F1 0.7488836053920968   accuracy 0.7881419939577039   precision 0.7386106540518305   recall 0.7672008187901397
deviation 4/5   epoch 65/120   F1 0.7525152691910484   accuracy 0.7885196374622356   precision 0.7443156108597285   recall 0.7653292568859851
deviation 4/5   epoch 66/120   F1 0.7470920363001887   accuracy 0.7862537764350453   precision 0.7371966269025092   recall 0.7644742763936785
deviation 4/5   epoch 67/120   F1 0.7513422431935644   accuracy 0.7843655589123867   precision 0.7460561497326204   recall 0.7583968654132369
deviation 4/5   epoch 68/120   F1 0.7490482148589411   accuracy 0.7873867069486404   precision 0.7394719251336899   recall 0.7654280310181343
deviation 4/5   epoch 69/120   F1 0.7509153012755512   accuracy 0.7870090634441088   precision 0.7428990127519539   recall 0.7633753345227475
deviation 4/5   epoch 70/120   F1 0.7506444174910193   accuracy 0.7854984894259819   precision 0.7437654257507198   recall 0.7606848768953713
deviation 4/5   epoch 71/120   F1 0.7469071406247055   accuracy 0.7873867069486404   precision 0.7360474084738791   recall 0.7671407403958972
deviation 4/5   epoch 72/120   F1 0.7533991432296516   accuracy 0.7892749244712991   precision 0.7451665981077746   recall 0.7662534377573955
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deviation 4/5   epoch 73/120   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
deviation 4/5   epoch 74/120   F1 0.7497551657339647   accuracy 0.7877643504531722   precision 0.7403254833401892   recall 0.7657045888666545
deviation 4/5   epoch 75/120   F1 0.7491676460785517   accuracy 0.7858761329305136   precision 0.740909090909091   recall 0.7622530549987231
deviation 4/5   epoch 76/120   F1 0.746198368583935   accuracy 0.7854984894259819   precision 0.7363456396544632   recall 0.7635254254779371
deviation 4/5   epoch 77/120   F1 0.7465133354550443   accuracy 0.7836102719033232   precision 0.7383561291649527   recall 0.7594739070048943
deviation 4/5   epoch 78/120   F1 0.7477208102482924   accuracy 0.783987915407855   precision 0.7400658165364048   recall 0.7594902235413123
deviation 4/5   epoch 79/120   F1 0.7478045500433805   accuracy 0.7866314199395771   precision 0.7380501851090087   recall 0.7647469425305103
deviation 4/5   epoch 80/120   F1 0.7486806371778696   accuracy 0.7866314199395771   precision 0.7394770670505965   recall 0.7641061392123769
deviation 4/5   epoch 81/120   F1 0.7515195387010731   accuracy 0.7832326283987915   precision 0.747490744549568   recall 0.7565377635292331
deviation 4/5   epoch 82/120   F1 0.7415384886043364   accuracy 0.7820996978851964   precision 0.7315173796791443   recall 0.7597092471183192
deviation 4/5   epoch 83/120   F1 0.7488152359784971   accuracy 0.777190332326284   precision 0.7486733854380914   recall 0.748958212681621
deviation 4/5   epoch 84/120   F1 0.7480032734149749   accuracy 0.7775679758308157   precision 0.746673179761415   recall 0.7494360158247038
deviation 4/5   epoch 85/120   F1 0.7465221410229537   accuracy 0.7790785498489426   precision 0.7423822501028383   recall 0.7517492227716394
deviation 4/5   epoch 86/120   F1 0.7411888399880817   accuracy 0.7666163141993958   precision 0.7453208556149733   recall 0.7379580792777964
deviation 4/5   epoch 87/120   F1 0.749244403058688   accuracy 0.7824773413897281   precision 0.7440713698066639   recall 0.7561325692578323
deviation 4/5   epoch 88/120   F1 0.74882916805741   accuracy 0.7802114803625377   precision 0.7455136774989717   recall 0.7528141943409014
deviation 4/5   epoch 89/120   F1 0.74715533141732   accuracy 0.7828549848942599   precision 0.7400735294117647   recall 0.7577083225528245
deviation 4/5   epoch 90/120   F1 0.753031150904682   accuracy 0.7832326283987915   precision 0.7503445084327437   recall 0.7561374989149392
deviation 4/5   epoch 91/120   F1 0.7499424908769619   accuracy 0.7817220543806647   precision 0.7460741464417935   recall 0.7547292837676716
deviation 4/5   epoch 92/120   F1 0.7473110217435759   accuracy 0.7779456193353474   precision 0.7449583504730564   recall 0.7499954083065048
deviation 4/5   epoch 93/120   F1 0.7450193608817506   accuracy 0.7783232628398792   precision 0.740389757301522   recall 0.7510445983942886
deviation 4/5   epoch 94/120   F1 0.7451397676386223   accuracy 0.779833836858006   precision 0.7392379679144385   recall 0.7534000232829345
deviation 4/5   epoch 95/120   F1 0.749244403058688   accuracy 0.7824773413897281   precision 0.7440713698066639   recall 0.7561325692578323
deviation 4/5   epoch 96/120   F1 0.7519639284250341   accuracy 0.7820996978851964   precision 0.7494960921431509   recall 0.7547864013626204
deviation 4/5   epoch 97/120   F1 0.7413804716526162   accuracy 0.7809667673716012   precision 0.7320958453311395   recall 0.7574694548068037
deviation 4/5   epoch 98/120   F1 0.7461317860477524   accuracy 0.7741691842900302   precision 0.7466963183874948   recall 0.7455850737100738
deviation 4/5   epoch 99/120   F1 0.7488883922620828   accuracy 0.783987915407855   precision 0.7420634512546278   recall 0.7588647704933809
deviation 4/5   epoch 100/120   F1 0.7494773630946653   accuracy 0.7817220543806647   precision 0.7452180172768408   recall 0.7548665945194865
deviation 4/5   epoch 101/120   F1 0.7504495949907937   accuracy 0.7809667673716012   precision 0.7477915466886055   recall 0.7535254614468005
deviation 4/5   epoch 102/120   F1 0.7460977344153956   accuracy 0.7768126888217523   precision 0.7438245577951461   recall 0.7486825173211524
deviation 4/5   epoch 103/120   F1 0.7485368897558222   accuracy 0.7764350453172205   precision 0.7489639037433156   recall 0.7481199539821104
deviation 4/5   epoch 104/120   F1 0.7482010436693216   accuracy 0.7836102719033232   precision 0.7412098930481283   recall 0.7585357284329091
deviation 4/5   epoch 105/120   F1 0.7471079523224182   accuracy 0.7775679758308157   precision 0.7449609214315096   recall 0.7495300687268349
deviation 4/5   epoch 106/120   F1 0.7480195280124089   accuracy 0.7787009063444109   precision 0.7455239613327849   recall 0.7508879688107524
deviation 4/5   epoch 107/120   F1 0.7485318911866734   accuracy 0.7836102719033232   precision 0.7417806458247636   recall 0.7583685852065076
deviation 4/5   epoch 108/120   F1 0.7435036449054455   accuracy 0.7775679758308157   precision 0.7383972645002057   recall 0.7503538559669531
deviation 4/5   epoch 109/120   F1 0.7483667431034045   accuracy 0.7836102719033232   precision 0.741495269436446   recall 0.7584513199157774
deviation 4/5   epoch 110/120   F1 0.751365569587123   accuracy 0.7832326283987915   precision 0.7472053681612505   recall 0.7565858995570263
deviation 4/5   epoch 111/120   F1 0.7523702304284551   accuracy 0.7851208459214502   precision 0.747192513368984   recall 0.7592262817509934
deviation 4/5   epoch 112/120   F1 0.7496416275422719   accuracy 0.7805891238670695   precision 0.7466526120937886   recall 0.7531667949811552
deviation 4/5   epoch 113/120   F1 0.7504400847728537   accuracy 0.774546827794562   precision 0.7552550390785685   recall 0.746770249823685
deviation 4/5   epoch 114/120   F1 0.7486754223908738   accuracy 0.7790785498489426   precision 0.7463775195392842   recall 0.7512863442649925
deviation 4/5   epoch 115/120   F1 0.7427185419273912   accuracy 0.7851208459214502   precision 0.7312114356232003   recall 0.7655181703775054
deviation 4/5   epoch 116/120   F1 0.753179537677684   accuracy 0.7832326283987915   precision 0.7506298848210613   recall 0.7561054423555869
deviation 4/5   epoch 117/120   F1 0.7526444326314896   accuracy 0.7802114803625377   precision 0.7529334635952283   recall 0.7523599183263048
deviation 4/5   epoch 118/120   F1 0.7517838861588861   accuracy 0.7787009063444109   precision 0.7529437474290416   recall 0.7506956335616438
deviation 4/5   epoch 119/120   F1 0.7499852058711082   accuracy 0.7854984894259819   precision 0.7426239201974496   recall 0.7610431102443882
deviation 4/5   epoch 120/120   F1 0.7508276375332552   accuracy 0.783987915407855   precision 0.7454879679144386   recall 0.7579818060482597

deviation 5/5   epoch 1/120   F1 0.42247726981687794   accuracy 0.6706948640483383   precision 0.5079699712052653   recall 0.6481269113149848
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deviation 5/5   epoch 2/120   F1 0.48525266830753067   accuracy 0.6786253776435045   precision 0.5330291032496914   recall 0.6415900918897324
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deviation 5/5   epoch 3/120   F1 0.5883426835176346   accuracy 0.7012839879154078   precision 0.5922331345125462   recall 0.6661404587329098
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deviation 5/5   epoch 4/120   F1 0.6639904023624954   accuracy 0.7258308157099698   precision 0.655704956807898   recall 0.6901339913602571
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deviation 5/5   epoch 5/120   F1 0.6780315851808245   accuracy 0.7379154078549849   precision 0.6684646236116825   recall 0.7070704676671629
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deviation 5/5   epoch 6/120   F1 0.6858067583730503   accuracy 0.7413141993957704   precision 0.6764320238584944   recall 0.7102779575843696
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deviation 5/5   epoch 7/120   F1 0.6942367125148583   accuracy 0.7496223564954683   precision 0.6837952488687783   recall 0.7222766339652091
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deviation 5/5   epoch 8/120   F1 0.699090909090909   accuracy 0.7560422960725075   precision 0.6874614356232004   recall 0.7330088710502096
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deviation 5/5   epoch 9/120   F1 0.7155795311041564   accuracy 0.763595166163142   precision 0.7051033525298231   recall 0.7384534911525586
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deviation 5/5   epoch 10/120   F1 0.711775590489963   accuracy 0.7647280966767371   precision 0.6996734882764295   recall 0.7435603432392914
deviation 5/5   epoch 11/120   F1 0.7167233496877787   accuracy 0.7681268882175226   precision 0.7045017482517483   recall 0.7475815488047808
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deviation 5/5   epoch 12/120   F1 0.72947218007854   accuracy 0.7726586102719033   precision 0.7195958453311395   recall 0.7483001206412884
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deviation 5/5   epoch 13/120   F1 0.7293070975416336   accuracy 0.775679758308157   precision 0.71757764294529   recall 0.7549311981877771
deviation 5/5   epoch 14/120   F1 0.7321684706425413   accuracy 0.7749244712990937   precision 0.7221488070752777   recall 0.7511867905056759
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deviation 5/5   epoch 15/120   F1 0.7359007193882171   accuracy 0.7787009063444109   precision 0.7252622377622377   recall 0.7565508033133932
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deviation 5/5   epoch 16/120   F1 0.7341372101909873   accuracy 0.7722809667673716   precision 0.7270182023858495   recall 0.7451962693379706
deviation 5/5   epoch 17/120   F1 0.7369215142673167   accuracy 0.777190332326284   precision 0.727840909090909   recall 0.7527493525902096
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deviation 5/5   epoch 18/120   F1 0.7352893681193102   accuracy 0.7790785498489426   precision 0.7241181612505141   recall 0.7578535473608783
deviation 5/5   epoch 19/120   F1 0.7381406580291919   accuracy 0.7790785498489426   precision 0.7283988070752776   recall 0.755765395320315
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deviation 5/5   epoch 20/120   F1 0.7390028763345776   accuracy 0.7805891238670695   precision 0.7286738996297819   recall 0.7583344406469035
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deviation 5/5   epoch 21/120   F1 0.7397546448057546   accuracy 0.7760574018126888   precision 0.7332707733443028   recall 0.7492748725746952
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deviation 5/5   epoch 22/120   F1 0.7364469886837985   accuracy 0.7790785498489426   precision 0.7258304195804195   recall 0.7569640943879883
deviation 5/5   epoch 23/120   F1 0.7406627319915117   accuracy 0.7805891238670695   precision 0.73124228712464   recall 0.7571755551123663
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deviation 5/5   epoch 24/120   F1 0.7417402066293586   accuracy 0.7809667673716012   precision 0.7326665981077746   recall 0.7572369019465163
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deviation 5/5   epoch 25/120   F1 0.7433366745649419   accuracy 0.7832326283987915   precision 0.7335073015220074   recall 0.7608085135709445
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deviation 5/5   epoch 26/120   F1 0.7451253191284571   accuracy 0.783987915407855   precision 0.7357851707116413   recall 0.7611219780251068
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deviation 5/5   epoch 27/120   F1 0.744409052948755   accuracy 0.7828549848942599   precision 0.7355075071986836   recall 0.7592989674379568
deviation 5/5   epoch 28/120   F1 0.7496280676216517   accuracy 0.7851208459214502   precision 0.7423411147675854   recall 0.7605393848809432
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deviation 5/5   epoch 29/120   F1 0.7456548314727495   accuracy 0.783987915407855   precision 0.736641299876594   recall 0.7607626494418946
deviation 5/5   epoch 30/120   F1 0.7529271501600756   accuracy 0.7858761329305136   precision 0.7474727478403949   recall 0.7602512965993375
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deviation 5/5   epoch 31/120   F1 0.7514201210668574   accuracy 0.7851208459214502   precision 0.7454802550390787   recall 0.7596356937216819
deviation 5/5   epoch 32/120   F1 0.7504507899071424   accuracy 0.7851208459214502   precision 0.7437679967091733   recall 0.7601035437928245
deviation 5/5   epoch 33/120   F1 0.7469137713370018   accuracy 0.7866314199395771   precision 0.7366233031674208   recall 0.7654369188240969
deviation 5/5   epoch 34/120   F1 0.7503424980416212   accuracy 0.7858761329305136   precision 0.7429067256273139   recall 0.7615479694467149
deviation 5/5   epoch 35/120   F1 0.7513154253681609   accuracy 0.7881419939577039   precision 0.7426059234882765   recall 0.765374721148296
deviation 5/5   epoch 36/120   F1 0.7584630542843456   accuracy 0.7904078549848943   precision 0.7531494241053065   recall 0.7654731854288344
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deviation 5/5   epoch 37/120   F1 0.7514153031841408   accuracy 0.7870090634441088   precision 0.7437551419169066   recall 0.7630693973135629
deviation 5/5   epoch 38/120   F1 0.7554444636736382   accuracy 0.7873867069486404   precision 0.7506016042780749   recall 0.7617090670133781
deviation 5/5   epoch 39/120   F1 0.7545659423089726   accuracy 0.7828549848942599   precision 0.7537715960510079   recall 0.7553948993208711
deviation 5/5   epoch 40/120   F1 0.753922064693646   accuracy 0.7877643504531722   precision 0.7474598930481284   recall 0.7630677019703019
deviation 5/5   epoch 41/120   F1 0.7561163163657787   accuracy 0.7858761329305136   precision 0.7534656519950638   recall 0.759166740601269
deviation 5/5   epoch 42/120   F1 0.755848466598267   accuracy 0.7870090634441088   precision 0.7517456807897984   recall 0.7609482388745425
deviation 5/5   epoch 43/120   F1 0.7564084863173084   accuracy 0.7858761329305136   precision 0.7540364047716989   recall 0.7590978250965127
deviation 5/5   epoch 44/120   F1 0.7566566983703215   accuracy 0.7873867069486404   precision 0.7528846153846154   recall 0.7612593768654957
deviation 5/5   epoch 45/120   F1 0.7555609192477459   accuracy 0.7843655589123867   precision 0.7540466886055122   recall 0.757202370455591
deviation 5/5   epoch 46/120   F1 0.7545601822289798   accuracy 0.7820996978851964   precision 0.7546328671328671   recall 0.7544877810945657
deviation 5/5   epoch 47/120   F1 0.7562388743762487   accuracy 0.7828549848942599   precision 0.7571961127108187   recall 0.7553293581289102
deviation 5/5   epoch 48/120   F1 0.757630093062458   accuracy 0.7862537764350453   precision 0.7560314685314685   recall 0.7593689364639085
deviation 5/5   epoch 49/120   F1 0.7587561414838199   accuracy 0.7862537764350453   precision 0.758314479638009   recall 0.75920813995186
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deviation 5/5   epoch 50/120   F1 0.7584573274569015   accuracy 0.7854984894259819   precision 0.7586049979432332   recall 0.7583107988382216
deviation 5/5   epoch 51/120   F1 0.7534302786203761   accuracy 0.777190332326284   precision 0.7583761826408886   recall 0.749670205180822
deviation 5/5   epoch 52/120   F1 0.7561020539743945   accuracy 0.7828549848942599   precision 0.756910736322501   recall 0.7553275753806963
deviation 5/5   epoch 53/120   F1 0.7563390836226871   accuracy 0.7820996978851964   precision 0.7583427601809956   recall 0.7545394902244145
deviation 5/5   epoch 54/120   F1 0.752569494185451   accuracy 0.779833836858006   precision 0.7532214109419992   recall 0.7519403664649935
deviation 5/5   epoch 55/120   F1 0.7495432536330793   accuracy 0.773036253776435   precision 0.7552653229123818   recall 0.7454150592571034
deviation 5/5   epoch 56/120   F1 0.7496348933357192   accuracy 0.7715256797583081   precision 0.7575586178527356   recall 0.74463159051436
deviation 5/5   epoch 57/120   F1 0.7497415098827094   accuracy 0.7719033232628398   precision 0.7572706705059646   recall 0.7448685949199825
deviation 5/5   epoch 58/120   F1 0.7504645344120048   accuracy 0.7696374622356495   precision 0.7624228712464007   recall 0.7446484939564113
deviation 5/5   epoch 59/120   F1 0.7485909383221281   accuracy 0.7700151057401813   precision 0.7572835252982312   recall 0.7433778085831456
deviation 5/5   epoch 60/120   F1 0.7484802431610943   accuracy 0.7696374622356495   precision 0.757571472645002   recall 0.7431674757281553
deviation 5/5   epoch 61/120   F1 0.7534929994357499   accuracy 0.7779456193353474   precision 0.7575149115590292   recall 0.7502704769138897
deviation 5/5   epoch 62/120   F1 0.7454246281557078   accuracy 0.7643504531722054   precision 0.7581782188399835   recall 0.7397123098994326
deviation 5/5   epoch 63/120   F1 0.7492653046467868   accuracy 0.7715256797583081   precision 0.7567024886877829   recall 0.744430830545102
deviation 5/5   epoch 64/120   F1 0.7512760253758568   accuracy 0.7734138972809668   precision 0.7586872686137391   recall 0.746424941527987
deviation 5/5   epoch 65/120   F1 0.7507203954017307   accuracy 0.7715256797583081   precision 0.7601270053475936   recall 0.7452920872640437
deviation 5/5   epoch 66/120   F1 0.7484639530917396   accuracy 0.7673716012084593   precision 0.7610114150555327   recall 0.7426672530792637
deviation 5/5   epoch 67/120   F1 0.7559873740858394   accuracy 0.7753021148036254   precision 0.7672357054709995   recall 0.7501096323031806
deviation 5/5   epoch 68/120   F1 0.7575568950593559   accuracy 0.7787009063444109   precision 0.765785684903332   recall 0.7523414444826854
deviation 5/5   epoch 69/120   F1 0.7560166663146937   accuracy 0.7775679758308157   precision 0.763795763060469   recall 0.7509736584793133
deviation 5/5   epoch 70/120   F1 0.7534281728038268   accuracy 0.7741691842900302   precision 0.7626773961332785   recall 0.7479878640776699
deviation 5/5   epoch 71/120   F1 0.7475206263401941   accuracy 0.7662386706948641   precision 0.7604483751542574   recall 0.7417400299597852
deviation 5/5   epoch 72/120   F1 0.7420130889831451   accuracy 0.7601963746223565   precision 0.756208864664747   recall 0.7364441439116909
deviation 5/5   epoch 73/120   F1 0.7497707547562298   accuracy 0.7692598187311178   precision 0.7612839366515838   recall 0.7440143797746752
deviation 5/5   epoch 74/120   F1 0.7460758749834104   accuracy 0.7639728096676737   precision 0.7604638009049773   recall 0.7403708416004555
deviation 5/5   epoch 75/120   F1 0.7462941702999233   accuracy 0.7639728096676737   precision 0.7610345536816125   recall 0.7406041407600101
deviation 5/5   epoch 76/120   F1 0.7485902444811761   accuracy 0.7639728096676737   precision 0.767312834224599   recall 0.743433979823876
deviation 5/5   epoch 77/120   F1 0.7513321917876646   accuracy 0.7692598187311178   precision 0.7652792060880296   recall 0.7454273595502612
deviation 5/5   epoch 78/120   F1 0.7470208765958493   accuracy 0.7651057401812689   precision 0.7610268408062526   recall 0.741264673732237
deviation 5/5   epoch 79/120   F1 0.7464274138896256   accuracy 0.7643504531722054   precision 0.7607466063348416   recall 0.7407059314954052
deviation 5/5   epoch 80/120   F1 0.7550485540129974   accuracy 0.7726586102719033   precision 0.7692513368983958   recall 0.7490233144297417
deviation 5/5   epoch 81/120   F1 0.7424116707627876   accuracy 0.7575528700906344   precision 0.7619343891402715   recall 0.7377959261792117
deviation 5/5   epoch 82/120   F1 0.7486404833836857   accuracy 0.7643504531722054   precision 0.7667395104895105   recall 0.7433395956028079
deviation 5/5   epoch 83/120   F1 0.7482071771995775   accuracy 0.7666163141993958   precision 0.7615873097490744   recall 0.7424002020259775
deviation 5/5   epoch 84/120   F1 0.745591199637762   accuracy 0.7632175226586103   precision 0.760468942821884   recall 0.7399383765342958
deviation 5/5   epoch 85/120   F1 0.7510562432931411   accuracy 0.770392749244713   precision 0.7627031057178115   recall 0.7452530392309815
deviation 5/5   epoch 86/120   F1 0.7267167435183866   accuracy 0.7382930513595166   precision 0.7540749691484986   recall 0.7268221657987979
deviation 5/5   epoch 87/120   F1 0.7535580513974003   accuracy 0.7715256797583081   precision 0.7672614150555327   recall 0.7475780498769005
deviation 5/5   epoch 88/120   F1 0.7332826425215808   accuracy 0.7454682779456193   precision 0.7591628959276018   recall 0.7319877198675329
deviation 5/5   epoch 89/120   F1 0.7445848887857855   accuracy 0.7613293051359517   precision 0.7610525503907857   recall 0.7391657146894984
deviation 5/5   epoch 90/120   F1 0.7433520963249742   accuracy 0.7594410876132931   precision 0.7610654051830522   recall 0.7382242971469459
deviation 5/5   epoch 91/120   F1 0.7364509183195572   accuracy 0.7511329305135952   precision 0.7571266968325792   recall 0.7325569768895167
deviation 5/5   epoch 92/120   F1 0.7425837314741847   accuracy 0.7590634441087614   precision 0.7596410941999177   recall 0.7373582466654915
deviation 5/5   epoch 93/120   F1 0.7513988508768636   accuracy 0.7734138972809668   precision 0.7589726450020569   recall 0.7464885234669407
deviation 5/5   epoch 94/120   F1 0.7343809339847502   accuracy 0.7511329305135952   precision 0.751419169066228   recall 0.7295405000190713
deviation 5/5   epoch 95/120   F1 0.7253730175036934   accuracy 0.7398036253776435   precision 0.7469302756067462   recall 0.7225338520986071
deviation 5/5   epoch 96/120   F1 0.7421043056732128   accuracy 0.7598187311178247   precision 0.7570675647881531   recall 0.736593716799292
deviation 5/5   epoch 97/120   F1 0.7494165838448796   accuracy 0.7707703927492447   precision 0.7581345125462773   recall 0.7441828014847376
deviation 5/5   epoch 98/120   F1 0.7402058484207085   accuracy 0.7552870090634441   precision 0.7599521801727684   recall 0.7357806615598075
deviation 5/5   epoch 99/120   F1 0.7339224699037036   accuracy 0.747356495468278   precision 0.7571524064171122   recall 0.7312413484185125
deviation 5/5   epoch 100/120   F1 0.7207561513708803   accuracy 0.7326283987915407   precision 0.7475498765939942   recall 0.7210227181430666
deviation 5/5   epoch 101/120   F1 0.7338938355252166   accuracy 0.7492447129909365   precision 0.7534296585767174   recall 0.7297612277054178
deviation 5/5   epoch 102/120   F1 0.7469290830840829   accuracy 0.7654833836858006   precision 0.7601681406828465   recall 0.7411634087939625
deviation 5/5   epoch 103/120   F1 0.7297513656409649   accuracy 0.7435800604229608   precision 0.7523267174002468   recall 0.7270625367636214
deviation 5/5   epoch 104/120   F1 0.7415650903039941   accuracy 0.7583081570996979   precision 0.7582193541752364   recall 0.736311788414165
deviation 5/5   epoch 105/120   F1 0.731105138187472   accuracy 0.7454682779456193   precision 0.7525992389962978   recall 0.7278611649674851
deviation 5/5   epoch 106/120   F1 0.7288004867948488   accuracy 0.7424471299093656   precision 0.7517636774989715   recall 0.7263562164398698
deviation 5/5   epoch 107/120   F1 0.7236402671755726   accuracy 0.7356495468277946   precision 0.7500976964212258   recall 0.7234590929138489
deviation 5/5   epoch 108/120   F1 0.7388956310679613   accuracy 0.7545317220543807   precision 0.7576743109831345   recall 0.734258133881825
deviation 5/5   epoch 109/120   F1 0.7410287944098211   accuracy 0.7583081570996979   precision 0.7567924722336488   recall 0.7356574588763791
deviation 5/5   epoch 110/120   F1 0.7366904914001953   accuracy 0.7507552870090635   precision 0.7585561497326203   recall 0.7332346911324064
deviation 5/5   epoch 111/120   F1 0.7136339017931916   accuracy 0.722809667673716   precision 0.7467605923488276   recall 0.7191229147594054
deviation 5/5   epoch 112/120   F1 0.706586494153123   accuracy 0.7156344410876133   precision 0.7399604072398189   recall 0.7130285557777734
deviation 5/5   epoch 113/120   F1 0.7362984093005911   accuracy 0.7515105740181269   precision 0.7559826203208556   recall 0.7320757619549307
deviation 5/5   epoch 114/120   F1 0.7399183647364899   accuracy 0.7564199395770392   precision 0.7570907034142328   recall 0.7348408657111976
deviation 5/5   epoch 115/120   F1 0.7199484059900245   accuracy 0.7322507552870091   precision 0.7458401892225421   recall 0.71973797220012
deviation 5/5   epoch 116/120   F1 0.709300115101414   accuracy 0.7171450151057401   precision 0.7459430275606747   recall 0.718294877901985
deviation 5/5   epoch 117/120   F1 0.7160275575198232   accuracy 0.7258308157099698   precision 0.7475961538461539   recall 0.7200412184578264
deviation 5/5   epoch 118/120   F1 0.7335846563652507   accuracy 0.7492447129909365   precision 0.7525735294117647   recall 0.7292977128812934
deviation 5/5   epoch 119/120   F1 0.7270144117337661   accuracy 0.7409365558912386   precision 0.7494909502262443   recall 0.7244705827926397
deviation 5/5   epoch 120/120   F1 0.7379890502995414   accuracy 0.7537764350453172   precision 0.7565379473467708   recall 0.7333368409975798

