deviation 1/5   epoch 1/120   F1 0.5014385828831185   accuracy 0.6216012084592145   precision 0.5148678527354998   recall 0.5226730965263076

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deviation 1/5   epoch 2/120   F1 0.5437979903999322   accuracy 0.631797583081571   precision 0.545904463183875   recall 0.5577824702774643

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deviation 1/5   epoch 3/120   F1 0.5660097091406995   accuracy 0.6419939577039275   precision 0.5652406417112299   recall 0.577361136516066

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deviation 1/5   epoch 4/120   F1 0.5871537315759832   accuracy 0.652190332326284   precision 0.5848621966269025   recall 0.5953625317527214

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deviation 1/5   epoch 5/120   F1 0.6010652967229764   accuracy 0.658987915407855   precision 0.598513986013986   recall 0.6069028025089434

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deviation 1/5   epoch 6/120   F1 0.6311068912111686   accuracy 0.6846676737160121   precision 0.6274475524475525   recall 0.6383001650914281

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deviation 1/5   epoch 7/120   F1 0.665114476334151   accuracy 0.7141238670694864   precision 0.660065302344714   recall 0.6742467018608117

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deviation 1/5   epoch 8/120   F1 0.6833062590004606   accuracy 0.7330060422960725   precision 0.6762032085561498   recall 0.6976594703057282

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deviation 1/5   epoch 9/120   F1 0.7032376279072339   accuracy 0.747356495468278   precision 0.696367235705471   recall 0.7151449916798529

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deviation 1/5   epoch 10/120   F1 0.7130458665201868   accuracy 0.7533987915407855   precision 0.7071704031262855   recall 0.7220512202263059

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deviation 1/5   epoch 11/120   F1 0.7152341339030743   accuracy 0.7609516616314199   precision 0.705977478403949   recall 0.7335284091447343

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deviation 1/5   epoch 12/120   F1 0.7187382259810012   accuracy 0.7598187311178247   precision 0.7116927190456602   recall 0.7302649977068582

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deviation 1/5   epoch 13/120   F1 0.720833631133112   accuracy 0.7654833836858006   precision 0.711368778280543   recall 0.7392113189952216

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deviation 1/5   epoch 14/120   F1 0.7251755537948924   accuracy 0.7688821752265861   precision 0.7156262854792266   recall 0.7433779830996379

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deviation 1/5   epoch 15/120   F1 0.7235336499973315   accuracy 0.763595166163142   precision 0.7165184080625258   recall 0.7347708519179305

deviation 1/5   epoch 16/120   F1 0.727167344494958   accuracy 0.7681268882175226   precision 0.7190559440559441   recall 0.7409867548357718

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deviation 1/5   epoch 17/120   F1 0.7282584840479578   accuracy 0.7711480362537765   precision 0.71875   recall 0.7460327099020323

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deviation 1/5   epoch 18/120   F1 0.7294356419527128   accuracy 0.7707703927492447   precision 0.7207502056766762   recall 0.7446770844093624

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deviation 1/5   epoch 19/120   F1 0.730564268426365   accuracy 0.7734138972809668   precision 0.720732208967503   recall 0.7491410530225648

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deviation 1/5   epoch 20/120   F1 0.7308261060983509   accuracy 0.7764350453172205   precision 0.7192847593582887   recall 0.7554332689456897

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deviation 1/5   epoch 21/120   F1 0.7292958491231163   accuracy 0.7700151057401813   precision 0.7210407239819004   recall 0.7433707195664527

deviation 1/5   epoch 22/120   F1 0.7347251939451085   accuracy 0.7764350453172205   precision 0.72499228712464   recall 0.75261015774965

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deviation 1/5   epoch 23/120   F1 0.7343468585260637   accuracy 0.7764350453172205   precision 0.7244215343480049   recall 0.752856882153068

deviation 1/5   epoch 24/120   F1 0.7351379313131966   accuracy 0.775679758308157   precision 0.7261389345948169   recall 0.7508613117035718

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deviation 1/5   epoch 25/120   F1 0.7363075531986181   accuracy 0.7783232628398792   precision 0.7261209378856437   recall 0.7554503426137102

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deviation 1/5   epoch 26/120   F1 0.7359959498380138   accuracy 0.777190332326284   precision 0.7264140271493212   recall 0.7533230929430479

deviation 1/5   epoch 27/120   F1 0.7377492212683288   accuracy 0.7794561933534743   precision 0.7275401069518717   recall 0.7568251462531339

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deviation 1/5   epoch 28/120   F1 0.7354743559888899   accuracy 0.7764350453172205   precision 0.7261337926779103   recall 0.7521392144890395

deviation 1/5   epoch 29/120   F1 0.7356896416134151   accuracy 0.775679758308157   precision 0.7269950637597696   recall 0.7505483903006569

deviation 1/5   epoch 30/120   F1 0.7406765130844459   accuracy 0.7790785498489426   precision 0.7323940765117236   recall 0.7542044825784915

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deviation 1/5   epoch 31/120   F1 0.7371154983577363   accuracy 0.7768126888217523   precision 0.7284142328259975   recall 0.7519055453442882

deviation 1/5   epoch 32/120   F1 0.7392203455509816   accuracy 0.779833836858006   precision 0.7295351707116413   recall 0.7565931993317886

deviation 1/5   epoch 33/120   F1 0.7382919703896282   accuracy 0.779833836858006   precision 0.7281082887700534   recall 0.7572382225991281

deviation 1/5   epoch 34/120   F1 0.7387050972214364   accuracy 0.7787009063444109   precision 0.7295428835870013   recall 0.7546373934768472

deviation 1/5   epoch 35/120   F1 0.7378377251019062   accuracy 0.7768126888217523   precision 0.7295557383792678   recall 0.751507168424707

deviation 1/5   epoch 36/120   F1 0.7393760391794475   accuracy 0.7805891238670695   precision 0.7292446524064171   recall 0.7580633024502657

deviation 1/5   epoch 37/120   F1 0.7379549667825593   accuracy 0.7790785498489426   precision 0.7281134306869601   recall 0.7558907993144675

deviation 1/5   epoch 38/120   F1 0.7384788826878104   accuracy 0.779833836858006   precision 0.728393665158371   recall 0.7571053364638466

deviation 1/5   epoch 39/120   F1 0.7375817261961735   accuracy 0.7790785498489426   precision 0.7275426779103249   recall 0.7561473704774273

deviation 1/5   epoch 40/120   F1 0.7374461747660828   accuracy 0.7779456193353474   precision 0.72812114356232   recall 0.7539205586080586

deviation 1/5   epoch 41/120   F1 0.7377858078052137   accuracy 0.7787009063444109   precision 0.7281160016454133   recall 0.7552273452938791

deviation 1/5   epoch 42/120   F1 0.7388508472380035   accuracy 0.779833836858006   precision 0.7289644179350061   recall 0.7568454112654304

deviation 1/5   epoch 43/120   F1 0.7383099886215259   accuracy 0.7794561933534743   precision 0.7283962361168244   recall 0.7564319425000361

deviation 1/5   epoch 44/120   F1 0.7410998067595755   accuracy 0.7836102719033232   precision 0.7297948375154257   recall 0.7634014447428232

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deviation 1/5   epoch 45/120   F1 0.7402867965367965   accuracy 0.7809667673716012   precision 0.7303835870012341   recall 0.7582123098201936

deviation 1/5   epoch 46/120   F1 0.7392401939660362   accuracy 0.7760574018126888   precision 0.7324146441793501   recall 0.7494868477792151

deviation 1/5   epoch 47/120   F1 0.7406694680642691   accuracy 0.7802114803625377   precision 0.731530234471411   recall 0.7564098183754295

deviation 1/5   epoch 48/120   F1 0.7420861217527521   accuracy 0.7820996978851964   precision 0.732373508844097   recall 0.7593189520684276

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deviation 1/5   epoch 49/120   F1 0.7440360550050469   accuracy 0.7847432024169184   precision 0.7334970176881941   recall 0.763548727829882

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deviation 1/5   epoch 50/120   F1 0.7428871315698602   accuracy 0.7854984894259819   precision 0.731208864664747   recall 0.7662610472087756

deviation 1/5   epoch 51/120   F1 0.7416461983516184   accuracy 0.783987915407855   precision 0.7303630193336075   recall 0.7638084134162426

deviation 1/5   epoch 52/120   F1 0.743495081561177   accuracy 0.7843655589123867   precision 0.7329288358700123   recall 0.7631412707022256

deviation 1/5   epoch 53/120   F1 0.7401149584307383   accuracy 0.7805891238670695   precision 0.7303861579596873   recall 0.7575445025237557

deviation 1/5   epoch 54/120   F1 0.743469174236794   accuracy 0.7851208459214502   precision 0.7323529411764705   recall 0.7648677837149511

deviation 1/5   epoch 55/120   F1 0.7432451220256708   accuracy 0.7858761329305136   precision 0.7314916700946112   recall 0.766837364817659

deviation 1/5   epoch 56/120   F1 0.7427909819670477   accuracy 0.7832326283987915   precision 0.7326511723570547   recall 0.7612091734380186

deviation 1/5   epoch 57/120   F1 0.7408363622864125   accuracy 0.7809667673716012   precision 0.7312397161661868   recall 0.7578323199834882

deviation 1/5   epoch 58/120   F1 0.7438108035474336   accuracy 0.7858761329305136   precision 0.732347799259564   recall 0.7663277672792641

deviation 1/5   epoch 59/120   F1 0.741853204300541   accuracy 0.7836102719033232   precision 0.7309363430686959   recall 0.7627739361604874

deviation 1/5   epoch 60/120   F1 0.7429071379514809   accuracy 0.7851208459214502   precision 0.731496812011518   recall 0.7653523264337838

deviation 1/5   epoch 61/120   F1 0.7419041841902512   accuracy 0.7820996978851964   precision 0.7320881324557795   recall 0.7594471089076898

deviation 1/5   epoch 62/120   F1 0.7409321691275479   accuracy 0.7832326283987915   precision 0.729797408473879   recall 0.7626757769451179

deviation 1/5   epoch 63/120   F1 0.7431987014036945   accuracy 0.7866314199395771   precision 0.7309157754010696   recall 0.7687218903310593

deviation 1/5   epoch 64/120   F1 0.7442987409814359   accuracy 0.7873867069486404   precision 0.7320521390374332   recall 0.7695249890446404

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deviation 1/5   epoch 65/120   F1 0.7420034723555282   accuracy 0.7843655589123867   precision 0.7306458247634718   recall 0.7643768855883035

deviation 1/5   epoch 66/120   F1 0.7456181347393387   accuracy 0.7873867069486404   precision 0.7340497737556562   recall 0.7682786489702247

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deviation 1/5   epoch 67/120   F1 0.744012983980388   accuracy 0.7854984894259819   precision 0.7329211229946524   recall 0.7652734954893228

deviation 1/5   epoch 68/120   F1 0.7463765769849235   accuracy 0.7854984894259819   precision 0.7366310160427807   recall 0.7633928571428572

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deviation 1/5   epoch 69/120   F1 0.7470888457424565   accuracy 0.7873867069486404   precision 0.7363327848621966   recall 0.7669867347464833

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deviation 1/5   epoch 70/120   F1 0.7481664743485468   accuracy 0.7873867069486404   precision 0.738045043192102   recall 0.7661062312514595

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deviation 1/5   epoch 71/120   F1 0.7446977855728893   accuracy 0.7870090634441088   precision 0.7329108391608392   recall 0.7682210478009208

deviation 1/5   epoch 72/120   F1 0.7463482213409093   accuracy 0.7877643504531722   precision 0.7349033319621555   recall 0.7685122327529204

deviation 1/5   epoch 73/120   F1 0.7448856601700544   accuracy 0.7870090634441088   precision 0.7331962155491567   recall 0.7680473302835797

deviation 1/5   epoch 74/120   F1 0.744741143858271   accuracy 0.7858761329305136   precision 0.7337746812011517   recall 0.7655219865456284

deviation 1/5   epoch 75/120   F1 0.7481332661820094   accuracy 0.7900302114803626   precision 0.7360294117647059   recall 0.7723243948742288

deviation 1/5   epoch 76/120   F1 0.7485043032882095   accuracy 0.7900302114803626   precision 0.736600164541341   recall 0.77195999858151

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deviation 1/5   epoch 77/120   F1 0.7465541936418814   accuracy 0.7854984894259819   precision 0.7369163924310983   recall 0.763262245204051

deviation 1/5   epoch 78/120   F1 0.7465532911125434   accuracy 0.7866314199395771   precision 0.7360525503907857   recall 0.765727030341619

deviation 1/5   epoch 79/120   F1 0.7472719753125696   accuracy 0.7870090634441088   precision 0.736906108597285   recall 0.7659864043760013

deviation 1/5   epoch 80/120   F1 0.7475996425086708   accuracy 0.7892749244712991   precision 0.7357491772932949   recall 0.7709818315070274

deviation 1/5   epoch 81/120   F1 0.7481664743485468   accuracy 0.7873867069486404   precision 0.738045043192102   recall 0.7661062312514595

deviation 1/5   epoch 82/120   F1 0.7481567342722946   accuracy 0.7866314199395771   precision 0.7386209378856438   recall 0.7644848061722811

deviation 1/5   epoch 83/120   F1 0.7485242983441052   accuracy 0.7888972809667674   precision 0.7374640065816537   recall 0.7692264810495181

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deviation 1/5   epoch 84/120   F1 0.7497762130888052   accuracy 0.790785498489426   precision 0.7380219045660222   recall 0.7725792585264745

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deviation 1/5   epoch 85/120   F1 0.7492449775478826   accuracy 0.7892749244712991   precision 0.738317564788153   recall 0.7694690329801306

deviation 1/5   epoch 86/120   F1 0.7465486869838813   accuracy 0.7870090634441088   precision 0.7357646030440148   recall 0.7665823631157429

deviation 1/5   epoch 87/120   F1 0.744714469143386   accuracy 0.7866314199395771   precision 0.7331987865076101   recall 0.7673032081247444

deviation 1/5   epoch 88/120   F1 0.7445092844004555   accuracy 0.7870090634441088   precision 0.7326254627725216   recall 0.7683970099667774

deviation 1/5   epoch 89/120   F1 0.7485268658133839   accuracy 0.7881419939577039   precision 0.7380399012751954   recall 0.7674935194474358

deviation 1/5   epoch 90/120   F1 0.748165176254487   accuracy 0.7885196374622356   precision 0.7371812011517893   recall 0.7686644533752693

deviation 1/5   epoch 91/120   F1 0.7508611381925276   accuracy 0.7904078549848943   precision 0.7400221102426985   recall 0.7706734654678162

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deviation 1/5   epoch 92/120   F1 0.749419884592013   accuracy 0.7885196374622356   precision 0.7391788358700123   recall 0.7676049855742817

deviation 1/5   epoch 93/120   F1 0.7503076385621795   accuracy 0.7888972809667674   precision 0.7403177704648293   recall 0.7677250715504519

deviation 1/5   epoch 94/120   F1 0.7497825645194067   accuracy 0.7892749244712991   precision 0.7391736939531057   recall 0.7690036665625687

deviation 1/5   epoch 95/120   F1 0.7481681739816739   accuracy 0.7877643504531722   precision 0.7377570958453311   recall 0.7669418505635978

deviation 1/5   epoch 96/120   F1 0.7437973630149493   accuracy 0.7888972809667674   precision 0.7303295968737145   recall 0.7739542553362276

deviation 1/5   epoch 97/120   F1 0.7439598759848537   accuracy 0.7892749244712991   precision 0.7303270259152612   recall 0.7747938003613286

deviation 1/5   epoch 98/120   F1 0.7460726057266125   accuracy 0.7896525679758308   precision 0.7331782188399836   recall 0.7734788367266787

deviation 1/5   epoch 99/120   F1 0.7463482213409093   accuracy 0.7877643504531722   precision 0.7349033319621555   recall 0.7685122327529204

deviation 1/5   epoch 100/120   F1 0.7453760463092508   accuracy 0.7885196374622356   precision 0.7329005553270259   recall 0.771293592680772

deviation 1/5   epoch 101/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141

deviation 1/5   epoch 102/120   F1 0.7449679993618308   accuracy 0.7888972809667674   precision 0.7320418552036199   recall 0.7726838077844271

deviation 1/5   epoch 103/120   F1 0.7455205552589429   accuracy 0.7892749244712991   precision 0.7326100370218017   recall 0.7730815085341745

deviation 1/5   epoch 104/120   F1 0.74482579857885   accuracy 0.7881419939577039   precision 0.7323323735088441   recall 0.7708939894346908

deviation 1/5   epoch 105/120   F1 0.7469115341363175   accuracy 0.7870090634441088   precision 0.7363353558206499   recall 0.7662802452935673

deviation 1/5   epoch 106/120   F1 0.7445428706031222   accuracy 0.7862537764350453   precision 0.7332013574660634   recall 0.7665667474836529

deviation 1/5   epoch 107/120   F1 0.7504817668714348   accuracy 0.7922960725075529   precision 0.7380116207322089   recall 0.7756547682852752

deviation 1/5   epoch 108/120   F1 0.7467071268331418   accuracy 0.7881419939577039   precision 0.7351861373920198   recall 0.7690832130379374

deviation 1/5   epoch 109/120   F1 0.7497601512023255   accuracy 0.7915407854984894   precision 0.7374460098724804   recall 0.7744774624572415

deviation 1/5   epoch 110/120   F1 0.7470401528458293   accuracy 0.7892749244712991   precision 0.7348930481283422   recall 0.7715263475420749

deviation 1/5   epoch 111/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544

deviation 1/5   epoch 112/120   F1 0.745300152187604   accuracy 0.7896525679758308   precision 0.7320367132867133   recall 0.7743137634825292

deviation 1/5   epoch 113/120   F1 0.750123852886362   accuracy 0.7885196374622356   precision 0.7403203414232826   recall 0.7670447240990186

deviation 1/5   epoch 114/120   F1 0.7486965303111546   accuracy 0.7896525679758308   precision 0.7371734882764295   recall 0.7708582443144241

deviation 1/5   epoch 115/120   F1 0.7480862753207146   accuracy 0.7911631419939577   precision 0.7351655697243933   recall 0.77526849361446

deviation 1/5   epoch 116/120   F1 0.7486790876970851   accuracy 0.7904078549848943   precision 0.7365975935828877   recall 0.7727228948154141

deviation 1/5   epoch 117/120   F1 0.7485812458232199   accuracy 0.7843655589123867   precision 0.7412047511312218   recall 0.759715381352032

deviation 1/5   epoch 118/120   F1 0.7501208679888646   accuracy 0.7919184290030211   precision 0.7377288153023447   recall 0.7750653513354726

deviation 1/5   epoch 119/120   F1 0.7501410254663379   accuracy 0.790785498489426   precision 0.7385926573426573   recall 0.7722293927838075

deviation 1/5   epoch 120/120   F1 0.7513989182828367   accuracy 0.790785498489426   precision 0.7405902920608802   recall 0.7710743035580312

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deviation 2/5   epoch 1/120   F1 0.5474227317836923   accuracy 0.584214501510574   precision 0.5505090497737557   recall 0.5474468001606032

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deviation 2/5   epoch 2/120   F1 0.5479135957562791   accuracy 0.6163141993957704   precision 0.5474367544220485   recall 0.5523588586671208

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deviation 2/5   epoch 3/120   F1 0.5652916607177447   accuracy 0.6348187311178247   precision 0.5641479843685726   recall 0.5725978740877439

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deviation 2/5   epoch 4/120   F1 0.5817743105654871   accuracy 0.6487915407854985   precision 0.5797485602632662   recall 0.5903343234900111

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deviation 2/5   epoch 5/120   F1 0.6033370206489675   accuracy 0.6563444108761329   precision 0.6013857466063348   recall 0.6066964285714286

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deviation 2/5   epoch 6/120   F1 0.6301675977653631   accuracy 0.6759818731117825   precision 0.6286481900452489   recall 0.632130823748112

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deviation 2/5   epoch 7/120   F1 0.6622654630172632   accuracy 0.6993957703927492   precision 0.6627339572192514   recall 0.6618207615906737

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deviation 2/5   epoch 8/120   F1 0.688651624013343   accuracy 0.7246978851963746   precision 0.6879602015631427   recall 0.689385976671608

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deviation 2/5   epoch 9/120   F1 0.6984547268880905   accuracy 0.7356495468277946   precision 0.6961615590292061   recall 0.7012130961642427

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deviation 2/5   epoch 10/120   F1 0.7058345566518976   accuracy 0.7428247734138973   precision 0.7029617441382148   recall 0.7094073348537187

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deviation 2/5   epoch 11/120   F1 0.717871734330294   accuracy 0.7560422960725075   precision 0.7128599341834636   recall 0.7249720802458568

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deviation 2/5   epoch 12/120   F1 0.7203474993637224   accuracy 0.756797583081571   precision 0.7162793089263677   recall 0.7257102074546293

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deviation 2/5   epoch 13/120   F1 0.7248292545314411   accuracy 0.7590634441087614   precision 0.7219714109419992   recall 0.7282751527554141

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deviation 2/5   epoch 14/120   F1 0.7278217967444647   accuracy 0.763595166163142   precision 0.7233674413821473   recall 0.7337521523891519

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deviation 2/5   epoch 15/120   F1 0.727986816808569   accuracy 0.7662386706948641   precision 0.7216371863430686   recall 0.7375571362141122

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deviation 2/5   epoch 16/120   F1 0.7312757389093267   accuracy 0.7711480362537765   precision 0.723316022213081   recall 0.744472276949057

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deviation 2/5   epoch 17/120   F1 0.733413070468362   accuracy 0.7726586102719033   precision 0.7255887494858083   recall 0.7461649385043541

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deviation 2/5   epoch 18/120   F1 0.732897844312675   accuracy 0.7715256797583081   precision 0.7255964623611683   recall 0.7444222068555376

deviation 2/5   epoch 19/120   F1 0.7343153228099925   accuracy 0.7719033232628398   precision 0.7275915261209379   recall 0.7444955091308815

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deviation 2/5   epoch 20/120   F1 0.7339659976852086   accuracy 0.7764350453172205   precision 0.7238507815713697   recall 0.7531112370819343

deviation 2/5   epoch 21/120   F1 0.7343468585260637   accuracy 0.7764350453172205   precision 0.7244215343480049   recall 0.752856882153068

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deviation 2/5   epoch 22/120   F1 0.7327933528401287   accuracy 0.7741691842900302   precision 0.7235808309337721   recall 0.7492926617418151

deviation 2/5   epoch 23/120   F1 0.7392584924734343   accuracy 0.7775679758308157   precision 0.7312628547922666   recall 0.7521544429143584

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deviation 2/5   epoch 24/120   F1 0.7399476062643167   accuracy 0.7768126888217523   precision 0.7329802550390786   recall 0.7504755843658679

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deviation 2/5   epoch 25/120   F1 0.7394355024951553   accuracy 0.7779456193353474   precision 0.7312602838338133   recall 0.7527600983491394

deviation 2/5   epoch 26/120   F1 0.7425168492952805   accuracy 0.7775679758308157   precision 0.7366850061703003   recall 0.7506959350855444

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deviation 2/5   epoch 27/120   F1 0.7378377251019062   accuracy 0.7768126888217523   precision 0.7295557383792678   recall 0.751507168424707

deviation 2/5   epoch 28/120   F1 0.7408372309792107   accuracy 0.7779456193353474   precision 0.7335432949403538   recall 0.7520484013729075

deviation 2/5   epoch 29/120   F1 0.741372976872158   accuracy 0.7787009063444109   precision 0.7338235294117648   recall 0.75313749885188

deviation 2/5   epoch 30/120   F1 0.7420970182092492   accuracy 0.7805891238670695   precision 0.7335252982311806   recall 0.7562735631129937

deviation 2/5   epoch 31/120   F1 0.7445789201514392   accuracy 0.7824773413897281   precision 0.7360808309337721   recall 0.7584463833380242

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deviation 2/5   epoch 32/120   F1 0.7436374925500828   accuracy 0.779833836858006   precision 0.7366695804195804   recall 0.7540543337645537

deviation 2/5   epoch 33/120   F1 0.7420894844158654   accuracy 0.779833836858006   precision 0.7341011929247223   recall 0.7548419936818463

deviation 2/5   epoch 34/120   F1 0.7441781152772168   accuracy 0.7805891238670695   precision 0.7369498148909914   recall 0.755133911115325

deviation 2/5   epoch 35/120   F1 0.7426291429126826   accuracy 0.7809667673716012   precision 0.7340934800493624   recall 0.7566876125878502

deviation 2/5   epoch 36/120   F1 0.7433210823876515   accuracy 0.7805891238670695   precision 0.7355229329494035   recall 0.755578548855415

deviation 2/5   epoch 37/120   F1 0.745752080437377   accuracy 0.7817220543806647   precision 0.7386543603455369   recall 0.7563800170133788

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deviation 2/5   epoch 38/120   F1 0.7481480378753856   accuracy 0.7828549848942599   precision 0.74178578774167   recall 0.7572250086327442

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deviation 2/5   epoch 39/120   F1 0.7487232574189095   accuracy 0.783987915407855   precision 0.7417780748663102   recall 0.7589490263459335

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deviation 2/5   epoch 40/120   F1 0.7493494219754875   accuracy 0.7836102719033232   precision 0.7432075277663512   recall 0.7579797116211273

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deviation 2/5   epoch 41/120   F1 0.7460874873918353   accuracy 0.7817220543806647   precision 0.739225113122172   recall 0.7562147546039298

deviation 2/5   epoch 42/120   F1 0.7455200174010419   accuracy 0.7805891238670695   precision 0.7392328259975319   recall 0.7545090276282005

deviation 2/5   epoch 43/120   F1 0.7505791815303219   accuracy 0.7870090634441088   precision 0.7423282599753188   recall 0.7635882635882636

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deviation 2/5   epoch 44/120   F1 0.750070788107598   accuracy 0.7870090634441088   precision 0.7414721308103661   recall 0.763921320688444

deviation 2/5   epoch 45/120   F1 0.7480571878725941   accuracy 0.783987915407855   precision 0.7406365693130399   recall 0.759302969858156

deviation 2/5   epoch 46/120   F1 0.7502582728128141   accuracy 0.7873867069486404   precision 0.7414695598519128   recall 0.7645602575126034

deviation 2/5   epoch 47/120   F1 0.7487707851329083   accuracy 0.7847432024169184   precision 0.7412021801727684   recall 0.760314148328399

deviation 2/5   epoch 48/120   F1 0.749993697544415   accuracy 0.7836102719033232   precision 0.7443490333196217   recall 0.7576978634764213

deviation 2/5   epoch 49/120   F1 0.7491487431285692   accuracy 0.7854984894259819   precision 0.7411970382558618   recall 0.7615298840321142

deviation 2/5   epoch 50/120   F1 0.7508914158505935   accuracy 0.7866314199395771   precision 0.7431869600987249   recall 0.7626597107244385

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deviation 2/5   epoch 51/120   F1 0.7499588025267783   accuracy 0.7851208459214502   precision 0.7429118675442206   recall 0.7603599538432393

deviation 2/5   epoch 52/120   F1 0.7492951217349099   accuracy 0.7851208459214502   precision 0.7417703619909503   recall 0.7607256951592366

deviation 2/5   epoch 53/120   F1 0.7496280676216517   accuracy 0.7851208459214502   precision 0.7423411147675854   recall 0.7605393848809432

deviation 2/5   epoch 54/120   F1 0.7508655396532522   accuracy 0.7862537764350453   precision 0.7434749074454957   recall 0.761958701575315

deviation 2/5   epoch 55/120   F1 0.7517770947537417   accuracy 0.7854984894259819   precision 0.7457630604689429   recall 0.7601227795193313

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deviation 2/5   epoch 56/120   F1 0.7514561669297417   accuracy 0.7854984894259819   precision 0.7451923076923077   recall 0.7602750941542493

deviation 2/5   epoch 57/120   F1 0.7516520651745108   accuracy 0.7858761329305136   precision 0.7451897367338545   recall 0.7608463166388025

deviation 2/5   epoch 58/120   F1 0.7506136952989393   accuracy 0.7851208459214502   precision 0.7440533730974908   recall 0.7600214340253169

deviation 2/5   epoch 59/120   F1 0.7515407711757269   accuracy 0.7847432024169184   precision 0.7460535787741671   recall 0.7589420995670996

deviation 2/5   epoch 60/120   F1 0.7505337971670634   accuracy 0.7862537764350453   precision 0.7429041546688606   recall 0.762150980985175

deviation 2/5   epoch 61/120   F1 0.7535251433822364   accuracy 0.7870090634441088   precision 0.7474650349650349   recall 0.7619241988854057

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deviation 2/5   epoch 62/120   F1 0.7505463780829096   accuracy 0.7843655589123867   precision 0.7446292677910324   recall 0.7587356349187466

deviation 2/5   epoch 63/120   F1 0.7535977988389192   accuracy 0.7862537764350453   precision 0.7483263060468943   recall 0.7605977703672526

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deviation 2/5   epoch 64/120   F1 0.7514902728198569   accuracy 0.7858761329305136   precision 0.7449043603455368   recall 0.760928100144149

deviation 2/5   epoch 65/120   F1 0.7556971798730615   accuracy 0.7870090634441088   precision 0.7514603044014809   recall 0.761002294924481

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deviation 2/5   epoch 66/120   F1 0.7547145927557062   accuracy 0.7877643504531722   precision 0.7488867749897161   recall 0.7626713481011971

deviation 2/5   epoch 67/120   F1 0.7512229855351469   accuracy 0.7847432024169184   precision 0.7454828259975319   recall 0.7590788716802153

deviation 2/5   epoch 68/120   F1 0.7548733874820832   accuracy 0.7892749244712991   precision 0.7477349856026327   recall 0.7653289937439423

deviation 2/5   epoch 69/120   F1 0.7549965829035274   accuracy 0.7888972809667674   precision 0.7483083093377212   recall 0.7645547646194775

deviation 2/5   epoch 70/120   F1 0.7552731920107312   accuracy 0.7885196374622356   precision 0.7491670094611271   recall 0.7637256182514803

deviation 2/5   epoch 71/120   F1 0.7549150930026485   accuracy 0.7881419939577039   precision 0.7488842040312629   recall 0.7632359289334235

deviation 2/5   epoch 72/120   F1 0.752461782490206   accuracy 0.7877643504531722   precision 0.7448915055532703   recall 0.763887965425532

deviation 2/5   epoch 73/120   F1 0.7522681934463795   accuracy 0.7873867069486404   precision 0.7448940765117236   recall 0.763284057748691

deviation 2/5   epoch 74/120   F1 0.7559124931778287   accuracy 0.7900302114803626   precision 0.7488713492389962   recall 0.766145196101343

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deviation 2/5   epoch 75/120   F1 0.7555453854418532   accuracy 0.7870090634441088   precision 0.7511749280131632   recall 0.7610578914318543

deviation 2/5   epoch 76/120   F1 0.755070468868604   accuracy 0.7896525679758308   precision 0.7477324146441793   recall 0.7659297973264338

deviation 2/5   epoch 77/120   F1 0.7520958873402867   accuracy 0.7854984894259819   precision 0.7463338132455779   recall 0.7599769907854608

deviation 2/5   epoch 78/120   F1 0.7542406637359589   accuracy 0.7877643504531722   precision 0.7480306458247634   recall 0.7629041708111348

deviation 2/5   epoch 79/120   F1 0.7539507217325943   accuracy 0.7843655589123867   precision 0.7509075483340188   recall 0.7575341055952374

deviation 2/5   epoch 80/120   F1 0.7546238700328269   accuracy 0.7870090634441088   precision 0.7494626696832579   recall 0.7614242260139077

deviation 2/5   epoch 81/120   F1 0.7514636525178029   accuracy 0.7877643504531722   precision 0.7431792472233649   recall 0.7645139098627471

deviation 2/5   epoch 82/120   F1 0.7516852890108289   accuracy 0.7862537764350453   precision 0.7449017893870835   recall 0.7615082633283918

deviation 2/5   epoch 83/120   F1 0.7518564405268267   accuracy 0.7847432024169184   precision 0.7466243315508021   recall 0.7588116899234845

deviation 2/5   epoch 84/120   F1 0.7529534179699822   accuracy 0.7877643504531722   precision 0.745747634718223   recall 0.7635989840576474

deviation 2/5   epoch 85/120   F1 0.753178315218296   accuracy 0.7885196374622356   precision 0.7454571164129988   recall 0.7649062299703389

deviation 2/5   epoch 86/120   F1 0.7551152521212403   accuracy 0.7885196374622356   precision 0.7488816330728096   recall 0.7638061887697402

deviation 2/5   epoch 87/120   F1 0.752758248459366   accuracy 0.7873867069486404   precision 0.7457502056766763   recall 0.7630050069921797

deviation 2/5   epoch 88/120   F1 0.7562059133995465   accuracy 0.7873867069486404   precision 0.7520284862196627   recall 0.7614164178278588

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deviation 2/5   epoch 89/120   F1 0.7535641948490985   accuracy 0.7873867069486404   precision 0.7471770876182642   recall 0.7625741922577183

deviation 2/5   epoch 90/120   F1 0.7520134856714741   accuracy 0.7847432024169184   precision 0.7469097079391197   recall 0.7587488515827279

deviation 2/5   epoch 91/120   F1 0.7539239980893663   accuracy 0.7896525679758308   precision 0.7457347799259564   recall 0.7666599709433506

deviation 2/5   epoch 92/120   F1 0.7511650651009492   accuracy 0.7858761329305136   precision 0.7443336075689018   recall 0.7610966989960514

deviation 2/5   epoch 93/120   F1 0.7530395855444982   accuracy 0.7854984894259819   precision 0.7480460715754833   recall 0.759578131726216

deviation 2/5   epoch 94/120   F1 0.7511055074950127   accuracy 0.7873867069486404   precision 0.7428964417935007   recall 0.7639968089126901

deviation 2/5   epoch 95/120   F1 0.7512732691639377   accuracy 0.7873867069486404   precision 0.7431818181818182   recall 0.7638896154213668

deviation 2/5   epoch 96/120   F1 0.7514201210668574   accuracy 0.7851208459214502   precision 0.7454802550390787   recall 0.7596356937216819

deviation 2/5   epoch 97/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894

deviation 2/5   epoch 98/120   F1 0.7516988695698522   accuracy 0.7847432024169184   precision 0.7463389551624846   recall 0.7588761033494271

deviation 2/5   epoch 99/120   F1 0.7545148506017507   accuracy 0.7888972809667674   precision 0.7474521801727685   recall 0.7648264818227406

deviation 2/5   epoch 100/120   F1 0.7570406656641187   accuracy 0.7870090634441088   precision 0.7540286918963389   recall 0.7605704189137514

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deviation 2/5   epoch 101/120   F1 0.7547769717549004   accuracy 0.7858761329305136   precision 0.7508972645002057   recall 0.759549527086554

deviation 2/5   epoch 102/120   F1 0.7515808635666836   accuracy 0.7870090634441088   precision 0.7440405183052242   recall 0.7629709663120567

deviation 2/5   epoch 103/120   F1 0.7505554280707609   accuracy 0.7817220543806647   precision 0.7472156519950637   recall 0.754566778210776

deviation 2/5   epoch 104/120   F1 0.7526115645858348   accuracy 0.7858761329305136   precision 0.7469019950637599   recall 0.7603902939643328

deviation 2/5   epoch 105/120   F1 0.7499885049064006   accuracy 0.7820996978851964   precision 0.7457861990950225   recall 0.755284718926053

deviation 2/5   epoch 106/120   F1 0.7496947105428408   accuracy 0.7862537764350453   precision 0.7414772727272727   recall 0.76266261731378

deviation 2/5   epoch 107/120   F1 0.7537237776129135   accuracy 0.7873867069486404   precision 0.7474624640065817   recall 0.762493088465595

deviation 2/5   epoch 108/120   F1 0.7519387584125734   accuracy 0.7873867069486404   precision 0.7443233237350885   recall 0.7634788147723027

deviation 2/5   epoch 109/120   F1 0.7518975560943022   accuracy 0.7851208459214502   precision 0.7463363842040314   recall 0.7594237929916452

deviation 2/5   epoch 110/120   F1 0.7549277939182455   accuracy 0.7858761329305136   precision 0.7511826408885232   recall 0.7595010382033603

deviation 2/5   epoch 111/120   F1 0.7504507899071424   accuracy 0.7851208459214502   precision 0.7437679967091733   recall 0.7601035437928245

deviation 2/5   epoch 112/120   F1 0.7504453888835227   accuracy 0.7877643504531722   precision 0.7414669888934595   recall 0.7652056790458119

deviation 2/5   epoch 113/120   F1 0.7539593904005393   accuracy 0.7881419939577039   precision 0.7471719457013575   recall 0.7637356005341098

deviation 2/5   epoch 114/120   F1 0.7509707422941638   accuracy 0.7854984894259819   precision 0.744336178527355   recall 0.760515949704361

deviation 2/5   epoch 115/120   F1 0.7507760583497294   accuracy 0.7851208459214502   precision 0.7443387494858082   recall 0.759940989637288

deviation 2/5   epoch 116/120   F1 0.752503424381597   accuracy 0.7809667673716012   precision 0.7517868161250514   recall 0.7532485163492495

deviation 2/5   epoch 117/120   F1 0.7487666034155598   accuracy 0.7809667673716012   precision 0.7446524064171123   recall 0.7539360623365534

deviation 2/5   epoch 118/120   F1 0.7549965829035274   accuracy 0.7888972809667674   precision 0.7483083093377212   recall 0.7645547646194775

deviation 2/5   epoch 119/120   F1 0.7534548687898472   accuracy 0.7851208459214502   precision 0.749190148087207   recall 0.7588202150804666

deviation 2/5   epoch 120/120   F1 0.7539507217325943   accuracy 0.7843655589123867   precision 0.7509075483340188   recall 0.7575341055952374



deviation 3/5   epoch 1/120   F1 0.4408949006486791   accuracy 0.6654078549848943   precision 0.5102889757301522   recall 0.5695334897054991

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deviation 3/5   epoch 2/120   F1 0.4226681513291732   accuracy 0.6688066465256798   precision 0.5068413204442617   recall 0.6046083085178524

deviation 3/5   epoch 3/120   F1 0.4524073038582419   accuracy 0.6759818731117825   precision 0.5202051624845743   recall 0.6608209871490546

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deviation 3/5   epoch 4/120   F1 0.47445596338843754   accuracy 0.6790030211480362   precision 0.5293166392431098   recall 0.6552949828403334

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deviation 3/5   epoch 5/120   F1 0.55560439747669   accuracy 0.702416918429003   precision 0.5742467091731798   recall 0.6954942696804154

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deviation 3/5   epoch 6/120   F1 0.6088987548081095   accuracy 0.7197885196374623   precision 0.609800493624023   recall 0.708377448708253

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deviation 3/5   epoch 7/120   F1 0.6356112012609428   accuracy 0.7330060422960725   precision 0.6305429864253393   recall 0.726337297222603

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deviation 3/5   epoch 8/120   F1 0.6575194822439544   accuracy 0.7450906344410876   precision 0.6484394282188399   recall 0.7426049239929366

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deviation 3/5   epoch 9/120   F1 0.6827773985847678   accuracy 0.7552870090634441   precision 0.6703439942410531   recall 0.7460131514946737

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deviation 3/5   epoch 10/120   F1 0.7019913885009519   accuracy 0.7685045317220544   precision 0.6873765939942411   recall 0.7646100168190486

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deviation 3/5   epoch 11/120   F1 0.7114942872552086   accuracy 0.773036253776435   precision 0.6964777869189634   recall 0.7667120365401981

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deviation 3/5   epoch 12/120   F1 0.7160426826513411   accuracy 0.7768126888217523   precision 0.7004473467708762   recall 0.7728433135173205

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deviation 3/5   epoch 13/120   F1 0.7147695354512265   accuracy 0.7768126888217523   precision 0.6990204648292884   recall 0.7746787664275988

deviation 3/5   epoch 14/120   F1 0.7122449505833122   accuracy 0.777190332326284   precision 0.6961641299876594   recall 0.7799024193400466

deviation 3/5   epoch 15/120   F1 0.7209858090081949   accuracy 0.7802114803625377   precision 0.7049902303578774   recall 0.7771393812999652

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deviation 3/5   epoch 16/120   F1 0.7229034323139804   accuracy 0.7817220543806647   precision 0.7066922048539696   recall 0.779440389294404

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deviation 3/5   epoch 17/120   F1 0.7230153140536695   accuracy 0.7820996978851964   precision 0.7066896338955162   recall 0.7805742778992004

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deviation 3/5   epoch 18/120   F1 0.7209552464425355   accuracy 0.7809667673716012   precision 0.7046997120526532   recall 0.7797807294960994

deviation 3/5   epoch 19/120   F1 0.7226909808567499   accuracy 0.7802114803625377   precision 0.7069878650761003   recall 0.774700340859074

deviation 3/5   epoch 20/120   F1 0.7216091296128689   accuracy 0.779833836858006   precision 0.7058489304812834   recall 0.7749820337996389

deviation 3/5   epoch 21/120   F1 0.7247144844450395   accuracy 0.7820996978851964   precision 0.7086872686137392   recall 0.778042151109269

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deviation 3/5   epoch 22/120   F1 0.7209858090081949   accuracy 0.7802114803625377   precision 0.7049902303578774   recall 0.7771393812999652

deviation 3/5   epoch 23/120   F1 0.7210951429205926   accuracy 0.7805891238670695   precision 0.7049876593994241   recall 0.7782639043393667

deviation 3/5   epoch 24/120   F1 0.7194235965066872   accuracy 0.7790785498489426   precision 0.7035710612916495   recall 0.7755926271724007

deviation 3/5   epoch 25/120   F1 0.7236439328125686   accuracy 0.7809667673716012   precision 0.7078388523241465   recall 0.7758297137670899

deviation 3/5   epoch 26/120   F1 0.726382128759977   accuracy 0.7828549848942599   precision 0.710394385026738   recall 0.7781386614778718

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deviation 3/5   epoch 27/120   F1 0.7260246807134774   accuracy 0.7824773413897281   precision 0.7101115795968738   recall 0.7774072226012634

deviation 3/5   epoch 28/120   F1 0.7270976580605442   accuracy 0.7836102719033232   precision 0.7109599958864665   recall 0.779608639908677

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deviation 3/5   epoch 29/120   F1 0.728270616179183   accuracy 0.7836102719033232   precision 0.7123868778280543   recall 0.7779200571921192

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deviation 3/5   epoch 30/120   F1 0.7237602885505683   accuracy 0.7813444108761329   precision 0.7078362813656931   recall 0.7769083477556431

deviation 3/5   epoch 31/120   F1 0.7293453117435043   accuracy 0.7847432024169184   precision 0.7132352941176471   recall 0.7800938824443207

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deviation 3/5   epoch 32/120   F1 0.7297818424964337   accuracy 0.783987915407855   precision 0.7140965651995064   recall 0.7770265100481366

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deviation 3/5   epoch 33/120   F1 0.728986869734249   accuracy 0.7843655589123867   precision 0.7129524886877828   recall 0.7793669638362619

deviation 3/5   epoch 34/120   F1 0.7304983787335553   accuracy 0.7847432024169184   precision 0.7146621760592349   recall 0.7784466084172614

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deviation 3/5   epoch 35/120   F1 0.7308569584095411   accuracy 0.7851208459214502   precision 0.7149449814890991   recall 0.77915999903168

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deviation 3/5   epoch 36/120   F1 0.7358405631326739   accuracy 0.7877643504531722   precision 0.7200637597696422   recall 0.780625141384635

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deviation 3/5   epoch 37/120   F1 0.726382128759977   accuracy 0.7828549848942599   precision 0.710394385026738   recall 0.7781386614778718

deviation 3/5   epoch 38/120   F1 0.7334266977762692   accuracy 0.7866314199395771   precision 0.717503085150144   recall 0.7803982251388941

deviation 3/5   epoch 39/120   F1 0.7362854304980122   accuracy 0.7866314199395771   precision 0.7212129781982723   recall 0.7765306638963143

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deviation 3/5   epoch 40/120   F1 0.731085225868228   accuracy 0.7851208459214502   precision 0.7152303578774167   recall 0.7788379310316114

deviation 3/5   epoch 41/120   F1 0.7350388113550428   accuracy 0.7873867069486404   precision 0.7192102015631427   recall 0.7805458970935776

deviation 3/5   epoch 42/120   F1 0.7312157466558872   accuracy 0.7854984894259819   precision 0.7152277869189634   recall 0.7798756331176973

deviation 3/5   epoch 43/120   F1 0.7320802864512885   accuracy 0.7847432024169184   precision 0.7166598107774578   recall 0.7762844281831623

deviation 3/5   epoch 44/120   F1 0.7349815591364421   accuracy 0.7866314199395771   precision 0.719500719868367   recall 0.7782480317366425

deviation 3/5   epoch 45/120   F1 0.735700572787277   accuracy 0.7873867069486404   precision 0.7200663307280954   recall 0.7796266396177214

deviation 3/5   epoch 46/120   F1 0.7340434407617038   accuracy 0.7858761329305136   precision 0.7186497326203208   recall 0.7771692857218513

deviation 3/5   epoch 47/120   F1 0.7349815591364421   accuracy 0.7866314199395771   precision 0.719500719868367   recall 0.7782480317366425

deviation 3/5   epoch 48/120   F1 0.7372179782257818   accuracy 0.7885196374622356   precision 0.7214854997943233   recall 0.7810963373847786

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deviation 3/5   epoch 49/120   F1 0.7356376871812935   accuracy 0.7854984894259819   precision 0.7209353146853147   recall 0.7739968434645368

deviation 3/5   epoch 50/120   F1 0.7353139423937824   accuracy 0.7881419939577039   precision 0.7192050596462362   recall 0.7825923578226051

deviation 3/5   epoch 51/120   F1 0.739361100037895   accuracy 0.7885196374622356   precision 0.724339263677499   recall 0.7782183110941062

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deviation 3/5   epoch 52/120   F1 0.7395714787495609   accuracy 0.7885196374622356   precision 0.7246246400658165   recall 0.777947445441242

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deviation 3/5   epoch 53/120   F1 0.7412515781447819   accuracy 0.7911631419939577   precision 0.7254627725215961   recall 0.7838023810390651

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deviation 3/5   epoch 54/120   F1 0.7373520858733615   accuracy 0.7866314199395771   precision 0.7226398601398601   recall 0.7751835724959424

deviation 3/5   epoch 55/120   F1 0.7376246082141287   accuracy 0.7862537764350453   precision 0.7232131838749486   recall 0.7737623762376238

deviation 3/5   epoch 56/120   F1 0.7384922570712341   accuracy 0.7873867069486404   precision 0.7237762237762237   recall 0.7759724946990865

deviation 3/5   epoch 57/120   F1 0.736209707358237   accuracy 0.7858761329305136   precision 0.7215034965034965   recall 0.7743928704224926

deviation 3/5   epoch 58/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377

deviation 3/5   epoch 59/120   F1 0.7388156694537478   accuracy 0.7866314199395771   precision 0.7246374948580832   recall 0.7734196228452069

deviation 3/5   epoch 60/120   F1 0.7390859392006881   accuracy 0.7888972809667674   precision 0.7237659399424106   recall 0.779722032738045

deviation 3/5   epoch 61/120   F1 0.7420541229978941   accuracy 0.7900302114803626   precision 0.7271827437268614   recall 0.7792446032934841

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deviation 3/5   epoch 62/120   F1 0.738715088494659   accuracy 0.7858761329305136   precision 0.7249280131633073   recall 0.7714458022905412

deviation 3/5   epoch 63/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385

deviation 3/5   epoch 64/120   F1 0.7396864712447043   accuracy 0.7877643504531722   precision 0.7252005347593583   recall 0.7755958280239748

deviation 3/5   epoch 65/120   F1 0.7397914808206958   accuracy 0.7870090634441088   precision 0.7257764294529001   recall 0.7733378984063745

deviation 3/5   epoch 66/120   F1 0.7404020844704173   accuracy 0.7870090634441088   precision 0.7266325586178528   recall 0.772640672021477

deviation 3/5   epoch 67/120   F1 0.7410858594757896   accuracy 0.7862537764350453   precision 0.7280645824763472   recall 0.769889224572004

deviation 3/5   epoch 68/120   F1 0.7416821211054163   accuracy 0.7881419939577039   precision 0.7277663512957631   recall 0.7742924373130227

deviation 3/5   epoch 69/120   F1 0.741433484614832   accuracy 0.7885196374622356   precision 0.7271930275606746   recall 0.775640605748686

deviation 3/5   epoch 70/120   F1 0.7446802607081517   accuracy 0.7900302114803626   precision 0.7308926367749897   recall 0.7760367360487848

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deviation 3/5   epoch 71/120   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589

deviation 3/5   epoch 72/120   F1 0.74356315016713   accuracy 0.7892749244712991   precision 0.729756273138626   recall 0.7752475552475553

deviation 3/5   epoch 73/120   F1 0.7515655618416437   accuracy 0.793429003021148   precision 0.7388600370218017   recall 0.7774322578044339

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deviation 3/5   epoch 74/120   F1 0.746908244680851   accuracy 0.7915407854984894   precision 0.7331653640477169   recall 0.7776104417670683

deviation 3/5   epoch 75/120   F1 0.7482568933744381   accuracy 0.7915407854984894   precision 0.7351629987659399   recall 0.7760786562636766

deviation 3/5   epoch 76/120   F1 0.7485969486394821   accuracy 0.7922960725075529   precision 0.7351578568490333   recall 0.7777248105324523

deviation 3/5   epoch 77/120   F1 0.75140257329567   accuracy 0.7911631419939577   precision 0.7403023447141095   recall 0.7719561578787721

deviation 3/5   epoch 78/120   F1 0.750096566163938   accuracy 0.7926737160120846   precision 0.737152920608803   recall 0.7770528054663888

deviation 3/5   epoch 79/120   F1 0.7487882708063821   accuracy 0.7922960725075529   precision 0.7354432332373508   recall 0.777506568122108

deviation 3/5   epoch 80/120   F1 0.7504253344675585   accuracy 0.7938066465256798   precision 0.7368598313451254   recall 0.7797348668869024

deviation 3/5   epoch 81/120   F1 0.750269847563662   accuracy 0.7930513595166163   precision 0.7371503496503496   recall 0.7778641314825525

deviation 3/5   epoch 82/120   F1 0.7491279753260585   accuracy 0.7930513595166163   precision 0.7354380913204442   recall 0.7791780988964088

deviation 3/5   epoch 83/120   F1 0.7513891059009932   accuracy 0.7930513595166163   precision 0.738862607980255   recall 0.7766403449220471

deviation 3/5   epoch 84/120   F1 0.752301731478028   accuracy 0.793429003021148   precision 0.740001542575072   recall 0.7766465814805842

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deviation 3/5   epoch 85/120   F1 0.7517305968350623   accuracy 0.7941842900302115   precision 0.7385695187165775   recall 0.7792529200443885

deviation 3/5   epoch 86/120   F1 0.7489973556993015   accuracy 0.7919184290030211   precision 0.7360165569724393   recall 0.7762646002219422

deviation 3/5   epoch 87/120   F1 0.748715826873217   accuracy 0.793429003021148   precision 0.7345793911970382   recall 0.7807344657539304

deviation 3/5   epoch 88/120   F1 0.7519348725769672   accuracy 0.793429003021148   precision 0.7394307897984369   recall 0.7770346297005553

deviation 3/5   epoch 89/120   F1 0.7504968909748486   accuracy 0.7915407854984894   precision 0.7385875154257507   recall 0.7737339205177292

deviation 3/5   epoch 90/120   F1 0.7515828830304023   accuracy 0.7922960725075529   precision 0.7397238790621143   recall 0.7745283352176371

deviation 3/5   epoch 91/120   F1 0.750645422927292   accuracy 0.7930513595166163   precision 0.7377211024269847   recall 0.7774463794903801

deviation 3/5   epoch 92/120   F1 0.750861598185377   accuracy 0.7915407854984894   precision 0.7391582682023858   recall 0.7733759459260892

deviation 3/5   epoch 93/120   F1 0.7495111415535203   accuracy 0.7930513595166163   precision 0.7360088440970793   recall 0.7787298387096775

deviation 3/5   epoch 94/120   F1 0.7535704839199089   accuracy 0.7941842900302115   precision 0.7414232825997532   recall 0.7772452327439541

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deviation 3/5   epoch 95/120   F1 0.7528418748710185   accuracy 0.7941842900302115   precision 0.7402817770464829   recall 0.7780192688830965

deviation 3/5   epoch 96/120   F1 0.7512122769448927   accuracy 0.7926737160120846   precision 0.7388651789387084   recall 0.7758566426688698

deviation 3/5   epoch 97/120   F1 0.7521186074478257   accuracy 0.793429003021148   precision 0.7397161661867544   recall 0.7768394166598006

deviation 3/5   epoch 98/120   F1 0.7499414585191793   accuracy 0.7953172205438066   precision 0.7351372891814068   recall 0.7846706922310757

deviation 3/5   epoch 99/120   F1 0.7528400316332176   accuracy 0.7922960725075529   precision 0.7417215137803373   recall 0.7733179261326473

deviation 3/5   epoch 100/120   F1 0.7522794230437202   accuracy 0.7945619335347432   precision 0.7391377005347594   recall 0.7796442776870833

deviation 3/5   epoch 101/120   F1 0.7522375818982386   accuracy 0.7956948640483383   precision 0.7382738584944467   recall 0.782827173124415

deviation 3/5   epoch 102/120   F1 0.7476307021356086   accuracy 0.7922960725075529   precision 0.7337309749074454   recall 0.7788549133639451

deviation 3/5   epoch 103/120   F1 0.7518561405544821   accuracy 0.7956948640483383   precision 0.7377031057178116   recall 0.7833030109198991

deviation 3/5   epoch 104/120   F1 0.7563707565642029   accuracy 0.7938066465256798   precision 0.746277252159605   recall 0.773664062165212

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deviation 3/5   epoch 105/120   F1 0.756446135497927   accuracy 0.7956948640483383   precision 0.7448375154257507   recall 0.7780871869559027

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deviation 3/5   epoch 106/120   F1 0.7530229692145147   accuracy 0.7926737160120846   precision 0.741718942821884   recall 0.7740505448204348

deviation 3/5   epoch 107/120   F1 0.7540808149805558   accuracy 0.7926737160120846   precision 0.7434312011517894   recall 0.7730738144318003

deviation 3/5   epoch 108/120   F1 0.7537305430456396   accuracy 0.7926737160120846   precision 0.7428604483751543   recall 0.7733907582329724

deviation 3/5   epoch 109/120   F1 0.756099557884395   accuracy 0.7960725075528701   precision 0.7439788153023448   recall 0.7794010269455436

deviation 3/5   epoch 110/120   F1 0.7569408159142754   accuracy 0.7949395770392749   precision 0.7462695392842452   recall 0.7757773863925083

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deviation 3/5   epoch 111/120   F1 0.7580472523169299   accuracy 0.7938066465256798   precision 0.7491310160427808   recall 0.7722922374429224

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deviation 3/5   epoch 112/120   F1 0.7567970925008272   accuracy 0.7956948640483383   precision 0.7454082682023859   recall 0.7777346588582223

deviation 3/5   epoch 113/120   F1 0.7546375586758851   accuracy 0.7938066465256798   precision 0.7434234882764295   recall 0.7752423727089057

deviation 3/5   epoch 114/120   F1 0.7548293367699489   accuracy 0.7945619335347432   precision 0.7431329699712053   recall 0.7769037517238957

deviation 3/5   epoch 115/120   F1 0.759522256774394   accuracy 0.7956948640483383   precision 0.7499742904154669   recall 0.7752272153094608

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deviation 3/5   epoch 116/120   F1 0.7562834694180384   accuracy 0.7964501510574018   precision 0.7439762443438914   recall 0.7801769983355662

deviation 3/5   epoch 117/120   F1 0.7542550790735493   accuracy 0.7926737160120846   precision 0.7437165775401069   recall 0.7729185305250521

deviation 3/5   epoch 118/120   F1 0.7540682421789513   accuracy 0.7922960725075529   precision 0.7437191484985602   recall 0.7722143095071272

deviation 3/5   epoch 119/120   F1 0.750322888741765   accuracy 0.7900302114803626   precision 0.7394539284245166   recall 0.7702723094066302

deviation 3/5   epoch 120/120   F1 0.7531609135822822   accuracy 0.7911631419939577   precision 0.7431561085972851   recall 0.7704254830941184



deviation 4/5   epoch 1/120   F1 0.5414379519984223   accuracy 0.5755287009063444   precision 0.5454314068284656   recall 0.5421819761626838

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deviation 4/5   epoch 2/120   F1 0.561403401589128   accuracy 0.6314199395770392   precision 0.5604612299465241   recall 0.5683643657611303

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deviation 4/5   epoch 3/120   F1 0.5727459235872571   accuracy 0.6472809667673716   precision 0.57148292883587   recall 0.5845921450151057

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deviation 4/5   epoch 4/120   F1 0.5882638289453964   accuracy 0.665785498489426   precision 0.5861965240641711   recall 0.6067780510545395

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deviation 4/5   epoch 5/120   F1 0.609011762885669   accuracy 0.6763595166163142   precision 0.6052447552447553   recall 0.6236782932298854

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deviation 4/5   epoch 6/120   F1 0.6263824522178929   accuracy 0.6858006042296072   precision 0.6220176881941588   recall 0.637721701179311

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deviation 4/5   epoch 7/120   F1 0.6487784173806934   accuracy 0.699773413897281   precision 0.6444672974084739   recall 0.6567692019046543

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deviation 4/5   epoch 8/120   F1 0.6660452002500186   accuracy 0.7073262839879154   precision 0.6641068490333196   recall 0.6684409690679618

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deviation 4/5   epoch 9/120   F1 0.6775519052532022   accuracy 0.7163897280966768   precision 0.6760309543397778   recall 0.6793143815665161

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deviation 4/5   epoch 10/120   F1 0.688640973136009   accuracy 0.726963746223565   precision 0.6865178938708351   recall 0.691198688058845

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deviation 4/5   epoch 11/120   F1 0.6988759108525533   accuracy 0.7345166163141994   precision 0.6975961538461539   recall 0.700293572100096

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deviation 4/5   epoch 12/120   F1 0.7088431948997509   accuracy 0.7496223564954683   precision 0.7032008432743727   recall 0.7174681362281576

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deviation 4/5   epoch 13/120   F1 0.7189256187449728   accuracy 0.756797583081571   precision 0.7139962978198272   recall 0.7258484647861336

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deviation 4/5   epoch 14/120   F1 0.7226056451283706   accuracy 0.7586858006042296   precision 0.7185494652406417   recall 0.7279229549788686

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deviation 4/5   epoch 15/120   F1 0.7273009927266403   accuracy 0.7632175226586103   precision 0.7227992595639654   recall 0.7333196696208555

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deviation 4/5   epoch 16/120   F1 0.7320052907932182   accuracy 0.7711480362537765   precision 0.7244575277663513   recall 0.7441496918241104

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deviation 4/5   epoch 17/120   F1 0.7353283243396159   accuracy 0.7707703927492447   precision 0.7301676264911559   recall 0.7423960182786623

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deviation 4/5   epoch 18/120   F1 0.7390587673196369   accuracy 0.775679758308157   precision 0.7324172151378034   recall 0.74892336329192

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deviation 4/5   epoch 19/120   F1 0.7402911288107662   accuracy 0.7768126888217523   precision 0.7335510078157137   recall 0.7503267140864234

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deviation 4/5   epoch 20/120   F1 0.7443478159721962   accuracy 0.7805891238670695   precision 0.7372351912793089   recall 0.7550500391454475

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deviation 4/5   epoch 21/120   F1 0.743652593254982   accuracy 0.7802114803625377   precision 0.7363816330728096   recall 0.7547179742907801

deviation 4/5   epoch 22/120   F1 0.7485575713146437   accuracy 0.783987915407855   precision 0.7414926984779926   recall 0.7590349650735344

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deviation 4/5   epoch 23/120   F1 0.7462308076943511   accuracy 0.7813444108761329   precision 0.7397984368572604   recall 0.755488103431156

deviation 4/5   epoch 24/120   F1 0.746254354418678   accuracy 0.7817220543806647   precision 0.7395104895104896   recall 0.756134610890395

deviation 4/5   epoch 25/120   F1 0.7452447610645982   accuracy 0.7817220543806647   precision 0.7377982311805842   recall 0.7566404830148472

deviation 4/5   epoch 26/120   F1 0.7474361286464117   accuracy 0.7820996978851964   precision 0.7412201768819415   recall 0.7562462148549065

deviation 4/5   epoch 27/120   F1 0.7489931334242712   accuracy 0.7832326283987915   precision 0.742924722336487   recall 0.7574920630595032

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deviation 4/5   epoch 28/120   F1 0.74715533141732   accuracy 0.7828549848942599   precision 0.7400735294117647   recall 0.7577083225528245

deviation 4/5   epoch 29/120   F1 0.7494381145621976   accuracy 0.7802114803625377   precision 0.7466551830522419   recall 0.7526838390223346

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deviation 4/5   epoch 30/120   F1 0.7492813616067202   accuracy 0.7828549848942599   precision 0.7437834224598932   recall 0.7567351969843321

deviation 4/5   epoch 31/120   F1 0.750029046125247   accuracy 0.783987915407855   precision 0.7440610859728507   recall 0.7583213601532567

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deviation 4/5   epoch 32/120   F1 0.7491646710767401   accuracy 0.7817220543806647   precision 0.7446472645002056   recall 0.7549655832098581

deviation 4/5   epoch 33/120   F1 0.7494325349463521   accuracy 0.7813444108761329   precision 0.7455059646236117   recall 0.7543104911866043

deviation 4/5   epoch 34/120   F1 0.7504992475299351   accuracy 0.7824773413897281   precision 0.7463543809132045   recall 0.7557026204835353

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deviation 4/5   epoch 35/120   F1 0.7496329254727474   accuracy 0.7817220543806647   precision 0.7455033936651583   recall 0.7548193414100444

deviation 4/5   epoch 36/120   F1 0.7489821726289948   accuracy 0.7802114803625377   precision 0.7457990538872892   recall 0.7527794743257213

deviation 4/5   epoch 37/120   F1 0.7504029640936325   accuracy 0.7817220543806647   precision 0.7469302756067462   recall 0.7546052195581003

deviation 4/5   epoch 38/120   F1 0.7505879418589004   accuracy 0.7832326283987915   precision 0.7457784862196626   recall 0.7568492322572845

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deviation 4/5   epoch 39/120   F1 0.7499440478173772   accuracy 0.7805891238670695   precision 0.7472233648704236   recall 0.7531047511757355

deviation 4/5   epoch 40/120   F1 0.7485329731896702   accuracy 0.7817220543806647   precision 0.7435057589469354   recall 0.7551816856744881

deviation 4/5   epoch 41/120   F1 0.7471029080440588   accuracy 0.7787009063444109   precision 0.7438117030028795   recall 0.7510616104710268

deviation 4/5   epoch 42/120   F1 0.7470339593011843   accuracy 0.7794561933534743   precision 0.7429504319210201   recall 0.7521695041895715

deviation 4/5   epoch 43/120   F1 0.7501878693764812   accuracy 0.7802114803625377   precision 0.7480820649938297   recall 0.7525525093240856

deviation 4/5   epoch 44/120   F1 0.7504238457468229   accuracy 0.779833836858006   precision 0.7489407651172357   recall 0.7520330229165297

deviation 4/5   epoch 45/120   F1 0.7467358203565329   accuracy 0.7760574018126888   precision 0.7458273344302756   recall 0.7476920615985603

deviation 4/5   epoch 46/120   F1 0.7505428188443549   accuracy 0.7805891238670695   precision 0.7483648704236939   recall 0.7529975100680852

deviation 4/5   epoch 47/120   F1 0.7463269094661288   accuracy 0.7722809667673716   precision 0.7492775606746195   recall 0.7438350600760609

deviation 4/5   epoch 48/120   F1 0.7484614446194804   accuracy 0.7768126888217523   precision 0.7483905800082271   recall 0.7485325904160324

deviation 4/5   epoch 49/120   F1 0.7461153366021904   accuracy 0.7749244712990937   precision 0.7458350473056355   recall 0.7464001154436851

deviation 4/5   epoch 50/120   F1 0.7479637622021529   accuracy 0.7764350453172205   precision 0.7478223981900453   recall 0.7481062507239102

deviation 4/5   epoch 51/120   F1 0.7457838109394006   accuracy 0.773036253776435   precision 0.7472747840394899   recall 0.7444145568715547

deviation 4/5   epoch 52/120   F1 0.74790132444768   accuracy 0.7753021148036254   precision 0.7489716166186754   recall 0.7468935934248391

deviation 4/5   epoch 53/120   F1 0.7498749748870939   accuracy 0.7768126888217523   precision 0.7512443438914027   recall 0.7486060682379443

deviation 4/5   epoch 54/120   F1 0.748888860103917   accuracy 0.7760574018126888   precision 0.750107980255039   recall 0.7477501309969713

deviation 4/5   epoch 55/120   F1 0.7480315261834392   accuracy 0.774546827794562   precision 0.7501182640888523   recall 0.7461766590690122

deviation 4/5   epoch 56/120   F1 0.7498749748870939   accuracy 0.7768126888217523   precision 0.7512443438914027   recall 0.7486060682379443

deviation 4/5   epoch 57/120   F1 0.7512410780748622   accuracy 0.7768126888217523   precision 0.7540981077745783   recall 0.7488031411918933

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deviation 4/5   epoch 58/120   F1 0.7517620319423293   accuracy 0.7779456193353474   precision 0.7538050185109009   recall 0.7499367056559826

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deviation 4/5   epoch 59/120   F1 0.7534545681795723   accuracy 0.7783232628398792   precision 0.7569415878239407   recall 0.750575572893259

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deviation 4/5   epoch 60/120   F1 0.7547799788909637   accuracy 0.7794561933534743   precision 0.7583607568901687   recall 0.7518344025661587

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deviation 4/5   epoch 61/120   F1 0.7538471868482943   accuracy 0.7783232628398792   precision 0.7577977169888934   recall 0.7506676166102637

deviation 4/5   epoch 62/120   F1 0.7496923899375565   accuracy 0.7753021148036254   precision 0.7526815096668038   recall 0.7471646903274115

deviation 4/5   epoch 63/120   F1 0.7524583779802241   accuracy 0.774546827794562   precision 0.7598210612916496   recall 0.7476100521448736

deviation 4/5   epoch 64/120   F1 0.7542357592807711   accuracy 0.7783232628398792   precision 0.7586538461538461   recall 0.7507703687363336

deviation 4/5   epoch 65/120   F1 0.7497859691691141   accuracy 0.774546827794562   precision 0.7538281571369807   recall 0.7465674567868861

deviation 4/5   epoch 66/120   F1 0.7580100714904473   accuracy 0.7824773413897281   precision 0.7614793294940354   recall 0.755128021814004

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deviation 4/5   epoch 67/120   F1 0.7560682749625647   accuracy 0.7809667673716012   precision 0.7592066022213081   recall 0.7534190622934173

deviation 4/5   epoch 68/120   F1 0.7513254092103445   accuracy 0.777190332326284   precision 0.7538101604278075   recall 0.7491601866644457

deviation 4/5   epoch 69/120   F1 0.7553584626755359   accuracy 0.7802114803625377   precision 0.7586409913615796   recall 0.7526114643284016

deviation 4/5   epoch 70/120   F1 0.7525235202344188   accuracy 0.775679758308157   precision 0.7583864664747018   recall 0.7483032945856135

deviation 4/5   epoch 71/120   F1 0.7550521192973149   accuracy 0.7805891238670695   precision 0.757496914849856   recall 0.7529104103077229

deviation 4/5   epoch 72/120   F1 0.7555611582823114   accuracy 0.7836102719033232   precision 0.7549079596873715   recall 0.7562375344609362

deviation 4/5   epoch 73/120   F1 0.7548468883163435   accuracy 0.7787009063444109   precision 0.7595074043603456   recall 0.751237669969609

deviation 4/5   epoch 74/120   F1 0.7528768142530985   accuracy 0.7787009063444109   precision 0.7552267585355821   recall 0.7508109992723745

deviation 4/5   epoch 75/120   F1 0.7518160810645647   accuracy 0.7764350453172205   precision 0.7558129370629371   recall 0.7486163825305645

deviation 4/5   epoch 76/120   F1 0.7528768142530985   accuracy 0.7787009063444109   precision 0.7552267585355821   recall 0.7508109992723745

deviation 4/5   epoch 77/120   F1 0.7552013084754601   accuracy 0.7790785498489426   precision 0.7597902097902098   recall 0.7516312464708984

deviation 4/5   epoch 78/120   F1 0.7532041147786763   accuracy 0.7768126888217523   precision 0.7583787535993418   recall 0.7493228831687393

deviation 4/5   epoch 79/120   F1 0.7554106006324592   accuracy 0.7775679758308157   precision 0.7623688811188811   recall 0.7506830462665972

deviation 4/5   epoch 80/120   F1 0.753622968251557   accuracy 0.7779456193353474   precision 0.7578002879473468   recall 0.7503045371036026

deviation 4/5   epoch 81/120   F1 0.753272576116453   accuracy 0.775679758308157   precision 0.7600987248046072   recall 0.7486219480726933

deviation 4/5   epoch 82/120   F1 0.753104432798031   accuracy 0.7764350453172205   precision 0.7586667009461128   recall 0.749025417121472

deviation 4/5   epoch 83/120   F1 0.7535274712684548   accuracy 0.7775679758308157   precision 0.7580882352941176   recall 0.7499827241333585

deviation 4/5   epoch 84/120   F1 0.7510671794771799   accuracy 0.7760574018126888   precision 0.7546740024681201   recall 0.7481178195198224

deviation 4/5   epoch 85/120   F1 0.7558001023855383   accuracy 0.7820996978851964   precision 0.7572012546277253   recall 0.754500426431503

deviation 4/5   epoch 86/120   F1 0.7557822760131827   accuracy 0.779833836858006   precision 0.7600704442616207   recall 0.7523866225633995

deviation 4/5   epoch 87/120   F1 0.7542518427290406   accuracy 0.7753021148036254   precision 0.7629550596462362   recall 0.7489425981873112

deviation 4/5   epoch 88/120   F1 0.7554563644759119   accuracy 0.7790785498489426   precision 0.7603609625668449   recall 0.7517064501797326

deviation 4/5   epoch 89/120   F1 0.7544185226269833   accuracy 0.7775679758308157   precision 0.7600858700123406   recall 0.7502772426035137

deviation 4/5   epoch 90/120   F1 0.7548342943222104   accuracy 0.7764350453172205   precision 0.7626619703825586   recall 0.7497903438361088

deviation 4/5   epoch 91/120   F1 0.7535459105377806   accuracy 0.7741691842900302   precision 0.7629627725215959   recall 0.7480628051309289

deviation 4/5   epoch 92/120   F1 0.757668298266167   accuracy 0.7794561933534743   precision 0.7649244138214726   recall 0.752797342616512

deviation 4/5   epoch 93/120   F1 0.7562561297385595   accuracy 0.7768126888217523   precision 0.7655131633072809   recall 0.7507638020069797

deviation 4/5   epoch 94/120   F1 0.7584906086884722   accuracy 0.7805891238670695   precision 0.7652020773344304   recall 0.7538327570074197

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deviation 4/5   epoch 95/120   F1 0.7561370195959289   accuracy 0.7802114803625377   precision 0.760353249691485   recall 0.7527832694304657

deviation 4/5   epoch 96/120   F1 0.7536262240717546   accuracy 0.7760574018126888   precision 0.7603815302344714   recall 0.7490007381906401

deviation 4/5   epoch 97/120   F1 0.7553552227887456   accuracy 0.7787009063444109   precision 0.7606489099136158   recall 0.7513966896038684

deviation 4/5   epoch 98/120   F1 0.7546877698745427   accuracy 0.777190332326284   precision 0.7612299465240642   recall 0.7501409393825255

deviation 4/5   epoch 99/120   F1 0.7499222595632256   accuracy 0.7677492447129909   precision 0.7641479843685726   recall 0.7440731033901153

deviation 4/5   epoch 100/120   F1 0.756959202085004   accuracy 0.7787009063444109   precision 0.7643588029617441   recall 0.7520418268099459

deviation 4/5   epoch 101/120   F1 0.7546664031327593   accuracy 0.7734138972809668   precision 0.7669631838749486   recall 0.7487090067735229

deviation 4/5   epoch 102/120   F1 0.7540049842561217   accuracy 0.7737915407854985   precision 0.7646776018099548   recall 0.7482602622372458

deviation 4/5   epoch 103/120   F1 0.7513085855850444   accuracy 0.7715256797583081   precision 0.7615538872891814   recall 0.74569646582199

deviation 4/5   epoch 104/120   F1 0.7531777692838469   accuracy 0.7749244712990937   precision 0.7609599958864666   recall 0.7481717738011702

deviation 4/5   epoch 105/120   F1 0.7494291387441052   accuracy 0.7696374622356495   precision 0.7598544837515426   recall 0.7438267137563687

deviation 4/5   epoch 106/120   F1 0.755189041090782   accuracy 0.7753021148036254   precision 0.7652380707527766   recall 0.7495345429874267

deviation 4/5   epoch 107/120   F1 0.7480763121384031   accuracy 0.7662386706948641   precision 0.7618752570958454   recall 0.7422781409382364

deviation 4/5   epoch 108/120   F1 0.7522504376541737   accuracy 0.7726586102719033   precision 0.7621169271904567   recall 0.7466923151374371

deviation 4/5   epoch 109/120   F1 0.7502250467499791   accuracy 0.7692598187311178   precision 0.762425442204854   recall 0.7443973956771401

deviation 4/5   epoch 110/120   F1 0.753272576116453   accuracy 0.775679758308157   precision 0.7600987248046072   recall 0.7486219480726933

deviation 4/5   epoch 111/120   F1 0.7455639734606485   accuracy 0.7628398791540786   precision 0.7610422665569725   recall 0.7399702208619406

deviation 4/5   epoch 112/120   F1 0.7516353947715886   accuracy 0.7707703927492447   precision 0.763556663924311   recall 0.7457910621322967

deviation 4/5   epoch 113/120   F1 0.7472807933033474   accuracy 0.7658610271903323   precision 0.7604509461127108   recall 0.7415042612789797

deviation 4/5   epoch 114/120   F1 0.7454266058292023   accuracy 0.7624622356495468   precision 0.7613302139037432   recall 0.7398897866829508

deviation 4/5   epoch 115/120   F1 0.7518858425012306   accuracy 0.7734138972809668   precision 0.760114150555327   recall 0.7467538168869812

deviation 4/5   epoch 116/120   F1 0.7372009583131365   accuracy 0.7522658610271903   precision 0.7571189839572192   recall 0.7330022669080353

deviation 4/5   epoch 117/120   F1 0.745591199637762   accuracy 0.7632175226586103   precision 0.760468942821884   recall 0.7399383765342958

deviation 4/5   epoch 118/120   F1 0.7462405748603369   accuracy 0.7651057401812689   precision 0.7590292060880297   recall 0.7405024312343795

deviation 4/5   epoch 119/120   F1 0.7440773523295501   accuracy 0.7617069486404834   precision 0.7590523447141094   recall 0.7384911019393778

deviation 4/5   epoch 120/120   F1 0.7447239021513532   accuracy 0.7617069486404834   precision 0.7607646030440147   recall 0.7392350761120496



deviation 5/5   epoch 1/120   F1 0.42431098359549385   accuracy 0.6703172205438066   precision 0.5082579185520362   recall 0.6329924332605298

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deviation 5/5   epoch 2/120   F1 0.4709290709290709   accuracy 0.6756042296072508   precision 0.5262006375976964   recall 0.6333171990437163

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deviation 5/5   epoch 3/120   F1 0.4601502215715414   accuracy 0.6790030211480362   precision 0.5244652406417113   recall 0.6809022299108416

deviation 5/5   epoch 4/120   F1 0.4638952625185585   accuracy 0.6827794561933535   precision 0.5278640477169889   recall 0.7217811246623558

deviation 5/5   epoch 5/120   F1 0.4798045040271933   accuracy 0.6884441087613293   precision 0.5363867749897162   recall 0.7432967892490772

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deviation 5/5   epoch 6/120   F1 0.4974049113021923   accuracy 0.6937311178247734   precision 0.545482825997532   recall 0.7470335654814892

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deviation 5/5   epoch 7/120   F1 0.5220024870632597   accuracy 0.7009063444108762   precision 0.558561291649527   recall 0.7462486486486486

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deviation 5/5   epoch 8/120   F1 0.5472806579287717   accuracy 0.7084592145015106   precision 0.5727786918963389   recall 0.7448365334717177

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deviation 5/5   epoch 9/120   F1 0.5862977551698433   accuracy 0.7224320241691843   precision 0.597225935828877   recall 0.7532313497424462

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deviation 5/5   epoch 10/120   F1 0.6069001307372182   accuracy 0.7303625377643505   precision 0.6111553887289182   recall 0.7575903815447678

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deviation 5/5   epoch 11/120   F1 0.6414223080069537   accuracy 0.7439577039274925   precision 0.6361759563965447   recall 0.7621505780804562

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deviation 5/5   epoch 12/120   F1 0.6648306555335525   accuracy 0.754154078549849   precision 0.6546560057589469   recall 0.7670448933296488

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deviation 5/5   epoch 13/120   F1 0.6713781574462689   accuracy 0.7575528700906344   precision 0.6600550185109009   recall 0.7703119301109818

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deviation 5/5   epoch 14/120   F1 0.6850813796211522   accuracy 0.7632175226586103   precision 0.6717168860551214   recall 0.7705866505427148

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deviation 5/5   epoch 15/120   F1 0.6892147384655896   accuracy 0.7643504531722054   precision 0.6754190662278897   recall 0.7684114664264388

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deviation 5/5   epoch 16/120   F1 0.6955701527479476   accuracy 0.7673716012084593   precision 0.6811060263266145   recall 0.7698934495005805

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deviation 5/5   epoch 17/120   F1 0.7017866785201803   accuracy 0.7719033232628398   precision 0.6864973262032086   recall 0.7770351812529598

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deviation 5/5   epoch 18/120   F1 0.7081533432962845   accuracy 0.774546827794562   precision 0.6924722336487042   recall 0.7767065693970236

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deviation 5/5   epoch 19/120   F1 0.7105456926376299   accuracy 0.7768126888217523   precision 0.6944544426162074   recall 0.781263276892884

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deviation 5/5   epoch 20/120   F1 0.704888508483341   accuracy 0.7734138972809668   precision 0.689340806252571   recall 0.7777124153430773

deviation 5/5   epoch 21/120   F1 0.7173529475845217   accuracy 0.779833836858006   precision 0.7009975318798848   recall 0.7813811719716568

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deviation 5/5   epoch 22/120   F1 0.7141958322742727   accuracy 0.7787009063444109   precision 0.6978661044837515   recall 0.7823309305012931

deviation 5/5   epoch 23/120   F1 0.7205610169649073   accuracy 0.7813444108761329   precision 0.7041263883175648   recall 0.7817257239675506

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deviation 5/5   epoch 24/120   F1 0.7192922069492934   accuracy 0.7813444108761329   precision 0.702699506375977   recall 0.7837638060960521

deviation 5/5   epoch 25/120   F1 0.7268613299289934   accuracy 0.7843655589123867   precision 0.7103841011929247   recall 0.7825326813605114

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deviation 5/5   epoch 26/120   F1 0.7246697009895995   accuracy 0.7843655589123867   precision 0.7078157136980666   recall 0.7860158077942068

deviation 5/5   epoch 27/120   F1 0.7292552601429294   accuracy 0.7866314199395771   precision 0.7123663101604278   recall 0.7867251384343832

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deviation 5/5   epoch 28/120   F1 0.7298535918297946   accuracy 0.7870090634441088   precision 0.7129344919786096   recall 0.7871063350376982

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deviation 5/5   epoch 29/120   F1 0.7340936396076532   accuracy 0.7885196374622356   precision 0.7174902303578774   recall 0.7856829272411057

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deviation 5/5   epoch 30/120   F1 0.735497115426614   accuracy 0.7892749244712991   precision 0.7189119703825586   recall 0.7860973257755721

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deviation 5/5   epoch 31/120   F1 0.7372011870112954   accuracy 0.7896525679758308   precision 0.7209070341423283   recall 0.784786490506316

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deviation 5/5   epoch 32/120   F1 0.7374355487563035   accuracy 0.7885196374622356   precision 0.7217708761826409   recall 0.7807942708333333

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deviation 5/5   epoch 33/120   F1 0.737422387145921   accuracy 0.7896525679758308   precision 0.7211924105306459   recall 0.7844585954619208

deviation 5/5   epoch 34/120   F1 0.7341264043265746   accuracy 0.7892749244712991   precision 0.7171997120526532   recall 0.788252815755264

deviation 5/5   epoch 35/120   F1 0.7373600841025733   accuracy 0.7888972809667674   precision 0.7214829288358701   recall 0.7820975248355553

deviation 5/5   epoch 36/120   F1 0.7333728926766483   accuracy 0.7877643504531722   precision 0.7169246194981489   recall 0.7842172278588464

deviation 5/5   epoch 37/120   F1 0.7334683967223649   accuracy 0.7873867069486404   precision 0.7172125668449199   recall 0.7828094834418022

deviation 5/5   epoch 38/120   F1 0.7353986863956248   accuracy 0.7877643504531722   precision 0.719493006993007   recall 0.7812472204378119

deviation 5/5   epoch 39/120   F1 0.739954712928717   accuracy 0.7900302114803626   precision 0.7243289798436857   recall 0.7820473036529902

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deviation 5/5   epoch 40/120   F1 0.7379389605414379   accuracy 0.7892749244712991   precision 0.7220511106540519   recall 0.7824842680900611

deviation 5/5   epoch 41/120   F1 0.7356316750297316   accuracy 0.7896525679758308   precision 0.7189093994241054   recall 0.787181683807391

deviation 5/5   epoch 42/120   F1 0.7350433051804832   accuracy 0.7892749244712991   precision 0.7183412176059235   recall 0.7868007362004626

deviation 5/5   epoch 43/120   F1 0.7432918861959958   accuracy 0.7915407854984894   precision 0.7280285890580008   recall 0.7821594451867404

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deviation 5/5   epoch 44/120   F1 0.7409529450024721   accuracy 0.7904078549848943   precision 0.7254679144385027   recall 0.7818496119658656

deviation 5/5   epoch 45/120   F1 0.7419448353504081   accuracy 0.790785498489426   precision 0.7266068490333196   recall 0.7816654310256672

deviation 5/5   epoch 46/120   F1 0.7446869566060401   accuracy 0.793429003021148   precision 0.728871863430687   recall 0.7861047704215065

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deviation 5/5   epoch 47/120   F1 0.744894880641169   accuracy 0.793429003021148   precision 0.7291572398190045   recall 0.7858075040783035

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deviation 5/5   epoch 48/120   F1 0.7419750970833181   accuracy 0.7919184290030211   precision 0.7260283833813246   recall 0.7851788328123036

deviation 5/5   epoch 49/120   F1 0.7433913222429895   accuracy 0.7922960725075529   precision 0.7277380707527766   recall 0.7843618783466235

deviation 5/5   epoch 50/120   F1 0.7435440670512046   accuracy 0.7926737160120846   precision 0.7277354997943233   recall 0.785339009189443

deviation 5/5   epoch 51/120   F1 0.7423989443471141   accuracy 0.7919184290030211   precision 0.7265991361579597   recall 0.7845715549521466

deviation 5/5   epoch 52/120   F1 0.742136527412601   accuracy 0.793429003021148   precision 0.7254473467708762   recall 0.7899305426402724

deviation 5/5   epoch 53/120   F1 0.7492761917586857   accuracy 0.7960725075528701   precision 0.7337052653229124   recall 0.787897790615182

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deviation 5/5   epoch 54/120   F1 0.7483475850614958   accuracy 0.7953172205438066   precision 0.7328542780748664   recall 0.7868494729907773

deviation 5/5   epoch 55/120   F1 0.7481023290768604   accuracy 0.7956948640483383   precision 0.7322809543397779   recall 0.7883921581771042

deviation 5/5   epoch 56/120   F1 0.7446869566060401   accuracy 0.793429003021148   precision 0.728871863430687   recall 0.7861047704215065

deviation 5/5   epoch 57/120   F1 0.7473754340309042   accuracy 0.7949395770392749   precision 0.7317153434800494   recall 0.7870430454691306

deviation 5/5   epoch 58/120   F1 0.7457213751655929   accuracy 0.7949395770392749   precision 0.7294323323735088   recall 0.7894735775077344

deviation 5/5   epoch 59/120   F1 0.7507690447124724   accuracy 0.7972054380664653   precision 0.7351244343891403   recall 0.7893255561047948

update

deviation 5/5   epoch 60/120   F1 0.7552637036423601   accuracy 0.800226586102719   precision 0.7396698889345947   recall 0.7923476767843073

update

deviation 5/5   epoch 61/120   F1 0.7554349765430675   accuracy 0.8006042296072508   precision 0.7396673179761415   recall 0.7932999826954237

update

deviation 5/5   epoch 62/120   F1 0.7536897080991851   accuracy 0.800226586102719   precision 0.7373868778280543   recall 0.7947314996803996

deviation 5/5   epoch 63/120   F1 0.7551310442167766   accuracy 0.7990936555891238   precision 0.7402483545865899   recall 0.7890205769462735

deviation 5/5   epoch 64/120   F1 0.751088976858355   accuracy 0.7998489425981873   precision 0.7339649321266968   recall 0.7976405405758991

deviation 5/5   epoch 65/120   F1 0.7554349765430675   accuracy 0.8006042296072508   precision 0.7396673179761415   recall 0.7932999826954237

deviation 5/5   epoch 66/120   F1 0.749523311676997   accuracy 0.7990936555891238   precision 0.7322578157136981   recall 0.7976033997133962

deviation 5/5   epoch 67/120   F1 0.756051604200924   accuracy 0.7998489425981873   precision 0.7410993418346359   recall 0.7900443210040733

update

deviation 5/5   epoch 68/120   F1 0.7518272484250769   accuracy 0.7987160120845922   precision 0.7356849033319621   recall 0.7926183858459677

deviation 5/5   epoch 69/120   F1 0.7538804721628405   accuracy 0.7972054380664653   precision 0.7396904566022213   recall 0.7850880713591679

deviation 5/5   epoch 70/120   F1 0.7541163402677767   accuracy 0.7998489425981873   precision 0.7382455779514603   recall 0.7928426288462693

deviation 5/5   epoch 71/120   F1 0.7535230066736915   accuracy 0.7998489425981873   precision 0.7373894487865076   recall 0.7937424444868613

deviation 5/5   epoch 72/120   F1 0.756619672977195   accuracy 0.7998489425981873   precision 0.7419554709995886   recall 0.789262574228211

update

deviation 5/5   epoch 73/120   F1 0.7586491786698184   accuracy 0.8009818731117825   precision 0.7442307692307693   recall 0.7898979287446662

update

deviation 5/5   epoch 74/120   F1 0.7559174949169578   accuracy 0.7979607250755287   precision 0.7422537021801727   recall 0.7846842519096251

deviation 5/5   epoch 75/120   F1 0.7521234911668775   accuracy 0.797583081570997   precision 0.7368341217605923   recall 0.7885761812423446

deviation 5/5   epoch 76/120   F1 0.7517492548971281   accuracy 0.7994712990936556   precision 0.7351090086384204   recall 0.7952585667619403

deviation 5/5   epoch 77/120   F1 0.748036858974359   accuracy 0.7990936555891238   precision 0.7302601809954752   recall 0.8001729407979408

deviation 5/5   epoch 78/120   F1 0.7543384246391176   accuracy 0.7994712990936556   precision 0.7388189016865487   recall 0.791309648411009

deviation 5/5   epoch 79/120   F1 0.7523195264620066   accuracy 0.797583081570997   precision 0.7371194981489099   recall 0.7883016367205572

deviation 5/5   epoch 80/120   F1 0.755537114642546   accuracy 0.7983383685800605   precision 0.7413950020567668   recall 0.7862416925797207

deviation 5/5   epoch 81/120   F1 0.7525149067027678   accuracy 0.797583081570997   precision 0.7374048745372275   recall 0.7880300690902853

deviation 5/5   epoch 82/120   F1 0.7553046066854743   accuracy 0.7994712990936556   precision 0.7402457836281365   recall 0.7899314699254973

deviation 5/5   epoch 83/120   F1 0.7522912118703265   accuracy 0.7979607250755287   precision 0.736831550802139   recall 0.7895137763243807

deviation 5/5   epoch 84/120   F1 0.7545085938784577   accuracy 0.7998489425981873   precision 0.7388163307280954   recall 0.7922585618323974

deviation 5/5   epoch 85/120   F1 0.7543829667859845   accuracy 0.7987160120845922   precision 0.7393947963800904   recall 0.7889044883902219

deviation 5/5   epoch 86/120   F1 0.7580812796656329   accuracy 0.8013595166163142   precision 0.7430866927190456   recall 0.7918240740740741

deviation 5/5   epoch 87/120   F1 0.7553685824515538   accuracy 0.797583081570997   precision 0.741685520361991   recall 0.7842980705256155

deviation 5/5   epoch 88/120   F1 0.7552852622247517   accuracy 0.7998489425981873   precision 0.7399578362813657   recall 0.7911274349256852

deviation 5/5   epoch 89/120   F1 0.756382049207301   accuracy 0.8009818731117825   precision 0.7408062525709584   recall 0.7930995771579223

deviation 5/5   epoch 90/120   F1 0.75624159357944   accuracy 0.7998489425981873   precision 0.7413847182229535   recall 0.7897808641975308

deviation 5/5   epoch 91/120   F1 0.7556058881023773   accuracy 0.8009818731117825   precision 0.7396647470176883   recall 0.7942627135965504

deviation 5/5   epoch 92/120   F1 0.7601074630595732   accuracy 0.802870090634441   precision 0.7450740436034553   recall 0.7935982135982136

update

deviation 5/5   epoch 93/120   F1 0.7571142616488451   accuracy 0.801737160120846   precision 0.741371863430687   recall 0.7944237335309037

deviation 5/5   epoch 94/120   F1 0.7578927241692189   accuracy 0.8013595166163142   precision 0.7428013163307281   recall 0.7920918091196729

deviation 5/5   epoch 95/120   F1 0.7586431805878728   accuracy 0.8013595166163142   precision 0.7439428218839983   recall 0.7910382523717943

deviation 5/5   epoch 96/120   F1 0.7591883345655487   accuracy 0.8021148036253777   precision 0.7442230563554093   recall 0.7925787325787326

deviation 5/5   epoch 97/120   F1 0.7576893372327537   accuracy 0.801737160120846   precision 0.7422279925956397   recall 0.79356783363752

deviation 5/5   epoch 98/120   F1 0.7560782358156029   accuracy 0.7990936555891238   precision 0.7416752365281777   recall 0.787742433147223

deviation 5/5   epoch 99/120   F1 0.7586530706939029   accuracy 0.8006042296072508   precision 0.7445187165775401   recall 0.7887801204819277

deviation 5/5   epoch 100/120   F1 0.7580992160812823   accuracy 0.7983383685800605   precision 0.7453902714932127   recall 0.78312470336972

deviation 5/5   epoch 101/120   F1 0.7584555718631365   accuracy 0.7983383685800605   precision 0.7459610242698478   recall 0.782719836400818

deviation 5/5   epoch 102/120   F1 0.7609077949787358   accuracy 0.7987160120845922   precision 0.7496683463595228   recall 0.7810544861243257

update

deviation 5/5   epoch 103/120   F1 0.7601054192060616   accuracy 0.8006042296072508   precision 0.7468017276840806   recall 0.7869320899091343

deviation 5/5   epoch 104/120   F1 0.7636752585791149   accuracy 0.7998489425981873   precision 0.7533705265322912   recall 0.7810699658897748

update

deviation 5/5   epoch 105/120   F1 0.7620250281241774   accuracy 0.7979607250755287   precision 0.7522418757712875   recall 0.77818374752171

deviation 5/5   epoch 106/120   F1 0.7639605863430436   accuracy 0.7979607250755287   precision 0.7556663924310982   recall 0.776568480554561

update

deviation 5/5   epoch 107/120   F1 0.7576643368023326   accuracy 0.7956948640483383   precision 0.7468351501439737   recall 0.7768922622356522

deviation 5/5   epoch 108/120   F1 0.7635660025030727   accuracy 0.7987160120845922   precision 0.7542343685726038   recall 0.7785457101067781

deviation 5/5   epoch 109/120   F1 0.7610235175452567   accuracy 0.7945619335347432   precision 0.7536918963389552   recall 0.7717089611419508

deviation 5/5   epoch 110/120   F1 0.7623164951409226   accuracy 0.797583081570997   precision 0.7531005758946936   recall 0.7770785251899803

deviation 5/5   epoch 111/120   F1 0.7640208733864322   accuracy 0.7972054380664653   precision 0.7565276635129576   recall 0.7749537571258804

update

deviation 5/5   epoch 112/120   F1 0.7595399578992255   accuracy 0.7915407854984894   precision 0.7539978403948993   recall 0.7669247790599342

deviation 5/5   epoch 113/120   F1 0.7618343313532832   accuracy 0.7960725075528701   precision 0.753681612505142   recall 0.7742077122308556

deviation 5/5   epoch 114/120   F1 0.7558221739531357   accuracy 0.7858761329305136   precision 0.7528948992184286   recall 0.7592414697799573

deviation 5/5   epoch 115/120   F1 0.760230363354916   accuracy 0.7945619335347432   precision 0.7522650143973673   recall 0.7722535605974423

deviation 5/5   epoch 116/120   F1 0.7584928723210205   accuracy 0.7953172205438066   precision 0.7485499794323324   recall 0.7752584569741386

deviation 5/5   epoch 117/120   F1 0.7578441440938375   accuracy 0.7866314199395771   precision 0.7560288975730152   recall 0.759840901752429

deviation 5/5   epoch 118/120   F1 0.7634412068942356   accuracy 0.7990936555891238   precision 0.7536610448375154   recall 0.7795172531021588

deviation 5/5   epoch 119/120   F1 0.7555849094757716   accuracy 0.7862537764350453   precision 0.7520361990950226   recall 0.7598698424059274

deviation 5/5   epoch 120/120   F1 0.7532138517461735   accuracy 0.7817220543806647   precision 0.7523524269847799   recall 0.7541163982809507

