deviation 1/5   epoch 1/150   F1 0.4620822411170102   accuracy 0.6540785498489426   precision 0.5112222336487042   recall 0.5381279316579755
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deviation 1/5   epoch 2/150   F1 0.5063311078936079   accuracy 0.6638972809667674   precision 0.5345562525709584   recall 0.5831909784115666
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deviation 1/5   epoch 3/150   F1 0.5565296698515866   accuracy 0.6967522658610272   precision 0.5725730152200741   recall 0.6708326335840327
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deviation 1/5   epoch 4/150   F1 0.6231538233596906   accuracy 0.724320241691843   precision 0.6203285684903332   recall 0.7099278755584262
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deviation 1/5   epoch 5/150   F1 0.667682424156774   accuracy 0.7424471299093656   precision 0.6573040929658577   recall 0.7237864290730337
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deviation 1/5   epoch 6/150   F1 0.6880232864102819   accuracy 0.7556646525679759   precision 0.6754781982723159   recall 0.7415098345356516
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deviation 1/5   epoch 7/150   F1 0.6995591286307054   accuracy 0.7620845921450151   precision 0.6862787947346771   recall 0.7478619321291735
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deviation 1/5   epoch 8/150   F1 0.6957266640881792   accuracy 0.7647280966767371   precision 0.6816947758124229   recall 0.7604250442428144
deviation 1/5   epoch 9/150   F1 0.7070439455845483   accuracy 0.7696374622356495   precision 0.6925056561085974   recall 0.7616759393871617
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deviation 1/5   epoch 10/150   F1 0.7019155177471399   accuracy 0.7681268882175226   precision 0.6873791649526944   recall 0.7634579236552921
deviation 1/5   epoch 11/150   F1 0.7093496534752877   accuracy 0.7696374622356495   precision 0.6950740436034554   recall 0.7588891201468526
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deviation 1/5   epoch 12/150   F1 0.7116068157741011   accuracy 0.7715256797583081   precision 0.6970588235294117   recall 0.761863825549386
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deviation 1/5   epoch 13/150   F1 0.7261448473143185   accuracy 0.7768126888217523   precision 0.7127185314685315   recall 0.7606053304418832
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deviation 1/5   epoch 14/150   F1 0.7265194125509968   accuracy 0.7760574018126888   precision 0.7135798025503908   recall 0.7582972078225432
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deviation 1/5   epoch 15/150   F1 0.7224318658280923   accuracy 0.7764350453172205   precision 0.7081550802139037   recall 0.7635546875
deviation 1/5   epoch 16/150   F1 0.7301942779195232   accuracy 0.7779456193353474   precision 0.7175622171945701   recall 0.759564626601517
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deviation 1/5   epoch 17/150   F1 0.7293553646606479   accuracy 0.7779456193353474   precision 0.7164207116413   recall 0.7603557433278796
deviation 1/5   epoch 18/150   F1 0.7242227943992168   accuracy 0.7790785498489426   precision 0.7092785890580008   recall 0.7691371433625364
deviation 1/5   epoch 19/150   F1 0.7265675832988986   accuracy 0.7805891238670695   precision 0.7115513163307281   recall 0.7707440319753358
deviation 1/5   epoch 20/150   F1 0.7293403582718652   accuracy 0.7802114803625377   precision 0.7152637803373098   recall 0.7663644461411211
deviation 1/5   epoch 21/150   F1 0.7314169755735982   accuracy 0.7817220543806647   precision 0.7172511312217195   recall 0.7682237027961263
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deviation 1/5   epoch 22/150   F1 0.7339161221111481   accuracy 0.7832326283987915   precision 0.7198092348827643   recall 0.7695875638519266
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deviation 1/5   epoch 23/150   F1 0.7308213608023855   accuracy 0.7824773413897281   precision 0.7161044837515426   recall 0.771078431372549
deviation 1/5   epoch 24/150   F1 0.7337759807529927   accuracy 0.783987915407855   precision 0.7192333401892226   recall 0.7718861096497521
deviation 1/5   epoch 25/150   F1 0.7293913259842799   accuracy 0.7828549848942599   precision 0.7141042780748663   recall 0.774011320348083
deviation 1/5   epoch 26/150   F1 0.7278922050313739   accuracy 0.7824773413897281   precision 0.7123945907034142   recall 0.7748242698841994
deviation 1/5   epoch 27/150   F1 0.7368162254115254   accuracy 0.7847432024169184   precision 0.7229380913204443   recall 0.7704783293563531
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deviation 1/5   epoch 28/150   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
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deviation 1/5   epoch 29/150   F1 0.7366342979740492   accuracy 0.7858761329305136   precision 0.7220742492801316   recall 0.7738735311019955
deviation 1/5   epoch 30/150   F1 0.7332425261425389   accuracy 0.7854984894259819   precision 0.7177961744138215   recall 0.7770713136308331
deviation 1/5   epoch 31/150   F1 0.7381408793549369   accuracy 0.783987915407855   precision 0.7252262443438915   recall 0.7670690811535882
deviation 1/5   epoch 32/150   F1 0.7344825409187683   accuracy 0.7858761329305136   precision 0.7192204853969559   recall 0.7765893434214421
deviation 1/5   epoch 33/150   F1 0.7375877668491015   accuracy 0.7851208459214502   precision 0.7237916495269436   recall 0.7706471188593433
deviation 1/5   epoch 34/150   F1 0.7429156413876215   accuracy 0.7877643504531722   precision 0.7297665569724393   recall 0.7719033232628398
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deviation 1/5   epoch 35/150   F1 0.7343422247185454   accuracy 0.7854984894259819   precision 0.7192230563554093   recall 0.7756276607092638
deviation 1/5   epoch 36/150   F1 0.7412426414126296   accuracy 0.7843655589123867   precision 0.7295043192102015   recall 0.7650461287686302
deviation 1/5   epoch 37/150   F1 0.7373813959722606   accuracy 0.7851208459214502   precision 0.7235062731386261   recall 0.7708780752653747
deviation 1/5   epoch 38/150   F1 0.7405100327741707   accuracy 0.7877643504531722   precision 0.7263420403126286   recall 0.7746081504702195
deviation 1/5   epoch 39/150   F1 0.7398402823967205   accuracy 0.7866314199395771   precision 0.7260643767996708   recall 0.7722427985928084
deviation 1/5   epoch 40/150   F1 0.7431430834359762   accuracy 0.7873867069486404   precision 0.7303398807075278   recall 0.7706837337635608
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deviation 1/5   epoch 41/150   F1 0.7376246082141287   accuracy 0.7862537764350453   precision 0.7232131838749486   recall 0.7737623762376238
deviation 1/5   epoch 42/150   F1 0.7382513464094361   accuracy 0.7847432024169184   precision 0.7249357260386673   recall 0.7689151308752474
deviation 1/5   epoch 43/150   F1 0.7426030404597641   accuracy 0.7888972809667674   precision 0.7286173385438091   recall 0.7753172566731299
deviation 1/5   epoch 44/150   F1 0.7445803880561731   accuracy 0.7888972809667674   precision 0.7314711024269848   recall 0.7730972666158589
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deviation 1/5   epoch 45/150   F1 0.7419640704426056   accuracy 0.7873867069486404   precision 0.7286276223776225   recall 0.7719299251502385
deviation 1/5   epoch 46/150   F1 0.7432402482269505   accuracy 0.7885196374622356   precision 0.7297614150555327   recall 0.7735576452150064
deviation 1/5   epoch 47/150   F1 0.7422306254730491   accuracy 0.7866314199395771   precision 0.7294888934594816   recall 0.7696836967531275
deviation 1/5   epoch 48/150   F1 0.7455205552589429   accuracy 0.7892749244712991   precision 0.7326100370218017   recall 0.7730815085341745
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deviation 1/5   epoch 49/150   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
deviation 1/5   epoch 50/150   F1 0.7454346728423984   accuracy 0.7904078549848943   precision 0.7317461949814891   recall 0.7762033529567226
deviation 1/5   epoch 51/150   F1 0.7455445910485272   accuracy 0.7888972809667674   precision 0.7328979843685726   recall 0.7720819958326294
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deviation 1/5   epoch 52/150   F1 0.7397402157565665   accuracy 0.7873867069486404   precision 0.7254884821061292   recall 0.7744554099142973
deviation 1/5   epoch 53/150   F1 0.7493996159390268   accuracy 0.7911631419939577   precision 0.7371632044426162   recall 0.7738910946870081
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deviation 1/5   epoch 54/150   F1 0.7399956963998087   accuracy 0.7870090634441088   precision 0.7260618058412176   recall 0.7731028099502117
deviation 1/5   epoch 55/150   F1 0.7497488566265917   accuracy 0.7919184290030211   precision 0.7371580625257096   recall 0.7754554406144856
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deviation 1/5   epoch 56/150   F1 0.7427188360095709   accuracy 0.7877643504531722   precision 0.7294811805841217   recall 0.7721145052130968
deviation 1/5   epoch 57/150   F1 0.7439232965776426   accuracy 0.7896525679758308   precision 0.7300390785684903   recall 0.7758729133441913
deviation 1/5   epoch 58/150   F1 0.7470401528458293   accuracy 0.7892749244712991   precision 0.7348930481283422   recall 0.7715263475420749
deviation 1/5   epoch 59/150   F1 0.7477053732506126   accuracy 0.7911631419939577   precision 0.7345948169477581   recall 0.7756839188157265
deviation 1/5   epoch 60/150   F1 0.7501297475819768   accuracy 0.7915407854984894   precision 0.7380167626491156   recall 0.7741010495773564
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deviation 1/5   epoch 61/150   F1 0.751943793911007   accuracy 0.7926737160120846   precision 0.7400066844919786   recall 0.7751067348885868
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deviation 1/5   epoch 62/150   F1 0.7517572479635631   accuracy 0.7930513595166163   precision 0.7394333607568901   recall 0.7762517797816801
deviation 1/5   epoch 63/150   F1 0.7472396641432286   accuracy 0.7922960725075529   precision 0.7331602221308103   recall 0.7793254793254794
deviation 1/5   epoch 64/150   F1 0.7550187143137352   accuracy 0.7956948640483383   precision 0.7425545043192102   recall 0.7795893464794618
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deviation 1/5   epoch 65/150   F1 0.755924375258971   accuracy 0.7964501510574018   precision 0.7434054915672563   recall 0.7805702681457543
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deviation 1/5   epoch 66/150   F1 0.7490779211312778   accuracy 0.7938066465256798   precision 0.7348621966269024   recall 0.7813644413644414
deviation 1/5   epoch 67/150   F1 0.7528358864547302   accuracy 0.7945619335347432   precision 0.7399938296997121   recall 0.7790172166427547
deviation 1/5   epoch 68/150   F1 0.7524655293292826   accuracy 0.7945619335347432   precision 0.739423076923077   recall 0.7794327688226892
deviation 1/5   epoch 69/150   F1 0.7500214354938868   accuracy 0.7941842900302115   precision 0.7360011312217194   recall 0.7812745372161343
deviation 1/5   epoch 70/150   F1 0.7542934817964864   accuracy 0.7953172205438066   precision 0.7417009461127109   recall 0.7793959873158525
deviation 1/5   epoch 71/150   F1 0.7524842467713891   accuracy 0.793429003021148   precision 0.7402869189633896   recall 0.7764561073204135
deviation 1/5   epoch 72/150   F1 0.7519173562101025   accuracy 0.7941842900302115   precision 0.7388548951048951   recall 0.7790411293198927
deviation 1/5   epoch 73/150   F1 0.7535453659963002   accuracy 0.7922960725075529   precision 0.7428630193336075   recall 0.7726745276891769
deviation 1/5   epoch 74/150   F1 0.752992868772763   accuracy 0.7956948640483383   precision 0.739415364047717   recall 0.7819075066202386
deviation 1/5   epoch 75/150   F1 0.7494120233910315   accuracy 0.7945619335347432   precision 0.7348570547099958   recall 0.7831293933871388
deviation 1/5   epoch 76/150   F1 0.7535429748579088   accuracy 0.7960725075528701   precision 0.7399835458658988   recall 0.782296014032541
deviation 1/5   epoch 77/150   F1 0.7526301710610861   accuracy 0.7953172205438066   precision 0.7391325586178528   recall 0.7812949857860038
deviation 1/5   epoch 78/150   F1 0.7555531332179695   accuracy 0.7953172205438066   precision 0.7436985808309338   recall 0.7780551481372837
deviation 1/5   epoch 79/150   F1 0.7492723423500914   accuracy 0.7938066465256798   precision 0.73514757301522   recall 0.7811235968870256
deviation 1/5   epoch 80/150   F1 0.7567970925008272   accuracy 0.7956948640483383   precision 0.7454082682023859   recall 0.7777346588582223
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deviation 1/5   epoch 81/150   F1 0.7580718511507689   accuracy 0.7972054380664653   precision 0.7462541135335253   recall 0.7802034614779846
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deviation 1/5   epoch 82/150   F1 0.7533096874422623   accuracy 0.7972054380664653   precision 0.7388343274372686   recall 0.7858265893463852
deviation 1/5   epoch 83/150   F1 0.7580263593418219   accuracy 0.7960725075528701   precision 0.747117955573838   recall 0.7774517586271594
deviation 1/5   epoch 84/150   F1 0.7591134819954617   accuracy 0.7972054380664653   precision 0.7479663718634307   recall 0.7791385541514875
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deviation 1/5   epoch 85/150   F1 0.7538644239920311   accuracy 0.797583081570997   precision 0.7394025092554504   recall 0.7862104577252664
deviation 1/5   epoch 86/150   F1 0.7536908456150775   accuracy 0.7972054380664653   precision 0.7394050802139037   recall 0.7853314846236638
deviation 1/5   epoch 87/150   F1 0.7553812297451169   accuracy 0.7960725075528701   precision 0.7428373097490745   recall 0.7801791646891314
deviation 1/5   epoch 88/150   F1 0.7544677074062739   accuracy 0.7941842900302115   precision 0.742850164541341   recall 0.7763302336296518
deviation 1/5   epoch 89/150   F1 0.7549962990377498   accuracy 0.797583081570997   precision 0.7411147675853558   recall 0.7847600077730276
deviation 1/5   epoch 90/150   F1 0.7558390953517329   accuracy 0.793429003021148   precision 0.7457090703414233   recall 0.7732647533759224
deviation 1/5   epoch 91/150   F1 0.7540808149805558   accuracy 0.7926737160120846   precision 0.7434312011517894   recall 0.7730738144318003
deviation 1/5   epoch 92/150   F1 0.7539279740374856   accuracy 0.7938066465256798   precision 0.7422819827231593   recall 0.7759345637043479
deviation 1/5   epoch 93/150   F1 0.7530281611011203   accuracy 0.793429003021148   precision 0.7411430481283423   recall 0.7758986856609604
deviation 1/5   epoch 94/150   F1 0.7541427475673828   accuracy 0.7904078549848943   precision 0.7454442616207322   recall 0.7680467512303047
deviation 1/5   epoch 95/150   F1 0.7551840056015744   accuracy 0.7945619335347432   precision 0.7437037227478405   recall 0.7765496859345962
deviation 1/5   epoch 96/150   F1 0.7537449835810834   accuracy 0.793429003021148   precision 0.7422845536816125   recall 0.7751875253227625
deviation 1/5   epoch 97/150   F1 0.7513960705327923   accuracy 0.7926737160120846   precision 0.7391505553270259   recall 0.7756656598142917
deviation 1/5   epoch 98/150   F1 0.7528102192429511   accuracy 0.7862537764350453   precision 0.7468994241053064   recall 0.7609484836380731
deviation 1/5   epoch 99/150   F1 0.7540808149805558   accuracy 0.7926737160120846   precision 0.7434312011517894   recall 0.7730738144318003
deviation 1/5   epoch 100/150   F1 0.75136351061832   accuracy 0.7892749244712991   precision 0.7417420814479638   recall 0.767719001534655
deviation 1/5   epoch 101/150   F1 0.7558553849667923   accuracy 0.7911631419939577   precision 0.7477221308103661   recall 0.7683942348470446
deviation 1/5   epoch 102/150   F1 0.7505012230916848   accuracy 0.7911631419939577   precision 0.7388754627725216   recall 0.7728019431115769
deviation 1/5   epoch 103/150   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
deviation 1/5   epoch 104/150   F1 0.7500320222020601   accuracy 0.7862537764350453   precision 0.7420480255039079   recall 0.7624526092774309
deviation 1/5   epoch 105/150   F1 0.7491993378454833   accuracy 0.7866314199395771   precision 0.7403331962155492   recall 0.7637446349282482
deviation 1/5   epoch 106/150   F1 0.7495870663952158   accuracy 0.7813444108761329   precision 0.7457913410119292   recall 0.75426752439369
deviation 1/5   epoch 107/150   F1 0.75191033454443   accuracy 0.7870090634441088   precision 0.7446112710818593   recall 0.7627793674116464
deviation 1/5   epoch 108/150   F1 0.7454669460000707   accuracy 0.7862537764350453   precision 0.7346282394076511   recall 0.7657726134311842
deviation 1/5   epoch 109/150   F1 0.7495572941820406   accuracy 0.7870090634441088   precision 0.7406160016454134   recall 0.7642710309930424
deviation 1/5   epoch 110/150   F1 0.7478081610707792   accuracy 0.7870090634441088   precision 0.7377622377622377   recall 0.765560928544354
deviation 1/5   epoch 111/150   F1 0.7448249595036733   accuracy 0.7779456193353474   precision 0.7403923282599754   recall 0.7505311894624871
deviation 1/5   epoch 112/150   F1 0.7463960242258232   accuracy 0.7813444108761329   precision 0.740083813245578   recall 0.7554143546297151
deviation 1/5   epoch 113/150   F1 0.7449475163130671   accuracy 0.7843655589123867   precision 0.7352118469765528   recall 0.7620368374736048
deviation 1/5   epoch 114/150   F1 0.7381941073900303   accuracy 0.7673716012084593   precision 0.738466680378445   recall 0.7379259396066119
deviation 1/5   epoch 115/150   F1 0.7435654458870915   accuracy 0.7749244712990937   precision 0.7409836487042369   recall 0.7465600281984307
deviation 1/5   epoch 116/150   F1 0.7426002430133658   accuracy 0.7794561933534743   precision 0.735245269436446   recall 0.7538852340296834
deviation 1/5   epoch 117/150   F1 0.744129122166409   accuracy 0.774546827794562   precision 0.7424131016042781   recall 0.7460223807333914
deviation 1/5   epoch 118/150   F1 0.7402146944149071   accuracy 0.7658610271903323   precision 0.7441844919786096   recall 0.7370846313603323
deviation 1/5   epoch 119/150   F1 0.743442779766615   accuracy 0.7768126888217523   precision 0.7389731591937474   recall 0.7492226121171294
deviation 1/5   epoch 120/150   F1 0.7428229034976822   accuracy 0.777190332326284   precision 0.7375437062937062   recall 0.7499864718614719
deviation 1/5   epoch 121/150   F1 0.742667192582303   accuracy 0.7753021148036254   precision 0.7389834430275607   recall 0.7472248541365382
deviation 1/5   epoch 122/150   F1 0.7433373016590357   accuracy 0.7873867069486404   precision 0.7306252570958454   recall 0.7704846419366681
deviation 2/5   epoch 1/120   F1 0.42978625351123595   accuracy 0.6442598187311178   precision 0.49416649526943646   recall 0.474829162229322
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deviation 2/5   epoch 2/120   F1 0.4562652555810929   accuracy 0.6518126888217523   precision 0.5078131427396133   recall 0.5273635872501351
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deviation 2/5   epoch 3/120   F1 0.48845739573459557   accuracy 0.6680513595166163   precision 0.5288204442616207   recall 0.5920076084793096
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deviation 2/5   epoch 4/120   F1 0.6020800790904597   accuracy 0.7129909365558912   precision 0.6038538667215138   recall 0.6917044349002206
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deviation 2/5   epoch 5/120   F1 0.6499230009504674   accuracy 0.7367824773413897   precision 0.6419323323735089   recall 0.7236529866278558
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deviation 2/5   epoch 6/120   F1 0.675463500052885   accuracy 0.7518882175226587   precision 0.6638034759358289   recall 0.7437154237134155
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deviation 2/5   epoch 7/120   F1 0.6969907242544187   accuracy 0.7639728096676737   precision 0.6831267996709174   recall 0.7563635136655045
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deviation 2/5   epoch 8/120   F1 0.7007674275852654   accuracy 0.7639728096676737   precision 0.6871220691073632   recall 0.751964824003178
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deviation 2/5   epoch 9/120   F1 0.6926133274557343   accuracy 0.7613293051359517   precision 0.6791495269436446   recall 0.7533632939191646
deviation 2/5   epoch 10/120   F1 0.709345191404148   accuracy 0.7677492447129909   precision 0.695657651172357   recall 0.7534808527079497
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deviation 2/5   epoch 11/120   F1 0.7149058261177087   accuracy 0.7719033232628398   precision 0.7007661456190868   recall 0.75913905702453
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deviation 2/5   epoch 12/120   F1 0.7127441791192259   accuracy 0.7711480362537765   precision 0.6984882764294529   recall 0.7594054815048771
deviation 2/5   epoch 13/120   F1 0.7213493840837403   accuracy 0.774546827794562   precision 0.7075971822295352   recall 0.7595100300737502
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deviation 2/5   epoch 14/120   F1 0.7173530035952478   accuracy 0.7753021148036254   precision 0.7024552653229124   recall 0.766273074708927
deviation 2/5   epoch 15/120   F1 0.7243460305508973   accuracy 0.7794561933534743   precision 0.7092760180995474   recall 0.7701231814803016
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deviation 2/5   epoch 16/120   F1 0.7198622207815801   accuracy 0.775679758308157   precision 0.7053064582476347   recall 0.764351188249587
deviation 2/5   epoch 17/120   F1 0.724078877137071   accuracy 0.7779456193353474   precision 0.7095716783216783   recall 0.7659760176197079
deviation 2/5   epoch 18/120   F1 0.7216282218189949   accuracy 0.7768126888217523   precision 0.7070110037021802   recall 0.7655747140179641
deviation 2/5   epoch 19/120   F1 0.720290948116506   accuracy 0.7734138972809668   precision 0.7067487659399424   recall 0.7575660033502125
deviation 2/5   epoch 20/120   F1 0.7293553646606479   accuracy 0.7779456193353474   precision 0.7164207116413   recall 0.7603557433278796
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deviation 2/5   epoch 21/120   F1 0.7267272845627588   accuracy 0.7790785498489426   precision 0.712417729329494   recall 0.7661467556700176
deviation 2/5   epoch 22/120   F1 0.7289520646968464   accuracy 0.7809667673716012   precision 0.7144025092554505   recall 0.7689434984520124
deviation 2/5   epoch 23/120   F1 0.7258408574194168   accuracy 0.777190332326284   precision 0.712145207733443   recall 0.7619198014239326
deviation 2/5   epoch 24/120   F1 0.7239525912763063   accuracy 0.7775679758308157   precision 0.7095742492801316   recall 0.7650394595556826
deviation 2/5   epoch 25/120   F1 0.7302435406320958   accuracy 0.7820996978851964   precision 0.7155363019333607   recall 0.7706784395994146
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deviation 2/5   epoch 26/120   F1 0.7273058787432065   accuracy 0.7794561933534743   precision 0.7129859111476758   recall 0.7665519072057143
deviation 2/5   epoch 27/120   F1 0.7316976867104408   accuracy 0.7802114803625377   precision 0.718402920608803   recall 0.7638501939663874
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deviation 2/5   epoch 28/120   F1 0.7286393044974216   accuracy 0.7813444108761329   precision 0.713829185520362   recall 0.7704204927953493
deviation 2/5   epoch 29/120   F1 0.727345874670137   accuracy 0.7802114803625377   precision 0.7126953928424516   recall 0.7686710638698635
deviation 2/5   epoch 30/120   F1 0.7307655502392345   accuracy 0.7817220543806647   precision 0.7163950020567668   recall 0.7689724153798957
deviation 2/5   epoch 31/120   F1 0.7341281752570468   accuracy 0.7832326283987915   precision 0.7200946112710819   recall 0.7693473028458162
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deviation 2/5   epoch 32/120   F1 0.7225702582933806   accuracy 0.7775679758308157   precision 0.7078619909502262   recall 0.7666664467809139
deviation 2/5   epoch 33/120   F1 0.7325514188944442   accuracy 0.7836102719033232   precision 0.717809029206088   recall 0.7722755054406731
deviation 2/5   epoch 34/120   F1 0.729886712749616   accuracy 0.7817220543806647   precision 0.7152534965034965   recall 0.7700109649122806
deviation 2/5   epoch 35/120   F1 0.7321938526681383   accuracy 0.7832326283987915   precision 0.7175262237762238   recall 0.7716110019646365
deviation 2/5   epoch 36/120   F1 0.739174718317386   accuracy 0.7870090634441088   precision 0.7249203002879474   recall 0.7740595014707772
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deviation 2/5   epoch 37/120   F1 0.7327692259732903   accuracy 0.7836102719033232   precision 0.7180944055944056   recall 0.7720098119771855
deviation 2/5   epoch 38/120   F1 0.7331269751327092   accuracy 0.783987915407855   precision 0.7183772110242699   recall 0.7726735749964688
deviation 2/5   epoch 39/120   F1 0.738663129092848   accuracy 0.7862537764350453   precision 0.7246400658165364   recall 0.7725432399132862
deviation 2/5   epoch 40/120   F1 0.7396367283941487   accuracy 0.7866314199395771   precision 0.7257790004113533   recall 0.7724727838258165
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deviation 2/5   epoch 41/120   F1 0.7378911231509293   accuracy 0.7858761329305136   precision 0.723786507610037   recall 0.7723838357761166
deviation 2/5   epoch 42/120   F1 0.7399457816267012   accuracy 0.7873867069486404   precision 0.7257738584944466   recall 0.7742123969658246
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deviation 2/5   epoch 43/120   F1 0.7422432044387122   accuracy 0.7885196374622356   precision 0.7283345331139448   recall 0.7746881601370765
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deviation 2/5   epoch 44/120   F1 0.7346347113068101   accuracy 0.7851208459214502   precision 0.7197963800904977   recall 0.774132533838896
deviation 2/5   epoch 45/120   F1 0.7315869349020485   accuracy 0.783987915407855   precision 0.7163795763060469   recall 0.7746162003426055
deviation 2/5   epoch 46/120   F1 0.7430038111075442   accuracy 0.7888972809667674   precision 0.7291880913204443   recall 0.7748523722570069
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deviation 2/5   epoch 47/120   F1 0.7366974866883835   accuracy 0.7854984894259819   precision 0.7223621966269025   recall 0.7727186731411995
deviation 2/5   epoch 48/120   F1 0.73650019664033   accuracy 0.7866314199395771   precision 0.7214983545865898   recall 0.7762552557006064
deviation 2/5   epoch 49/120   F1 0.7387600885800947   accuracy 0.7870090634441088   precision 0.7243495475113122   recall 0.7745544071609483
deviation 2/5   epoch 50/120   F1 0.7435239598141121   accuracy 0.7896525679758308   precision 0.7294683257918553   recall 0.776342076033237
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deviation 2/5   epoch 51/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
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deviation 2/5   epoch 52/120   F1 0.7448056267621901   accuracy 0.790785498489426   precision 0.7306021184697655   recall 0.777999900819479
deviation 2/5   epoch 53/120   F1 0.7450742464539007   accuracy 0.7900302114803626   precision 0.7314633895516248   recall 0.7755840434910373
deviation 2/5   epoch 54/120   F1 0.747725735967318   accuracy 0.790785498489426   precision 0.734882764294529   recall 0.7746686148416055
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deviation 2/5   epoch 55/120   F1 0.7477597497827595   accuracy 0.7900302114803626   precision 0.7354586589880707   recall 0.7726980383749598
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deviation 2/5   epoch 56/120   F1 0.7438430136460539   accuracy 0.7904078549848943   precision 0.7294631838749486   recall 0.77809754383833
deviation 2/5   epoch 57/120   F1 0.7458259851266589   accuracy 0.7904078549848943   precision 0.7323169477581242   recall 0.7757564175041636
deviation 2/5   epoch 58/120   F1 0.7495847486423208   accuracy 0.7911631419939577   precision 0.7374485808309338   recall 0.7737038164817067
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deviation 2/5   epoch 59/120   F1 0.7418388537598173   accuracy 0.7866314199395771   precision 0.7289181406828465   recall 0.7700851978660721
deviation 2/5   epoch 60/120   F1 0.7419494553565629   accuracy 0.7892749244712991   precision 0.7274732620320856   recall 0.7771702185646845
deviation 2/5   epoch 61/120   F1 0.7463520253726961   accuracy 0.7911631419939577   precision 0.7325971822295352   recall 0.7772175898086049
deviation 2/5   epoch 62/120   F1 0.7475139675255784   accuracy 0.7911631419939577   precision 0.7343094405594406   recall 0.7758953688224035
deviation 2/5   epoch 63/120   F1 0.7517645995979025   accuracy 0.7919184290030211   precision 0.7402972027972028   recall 0.7734253127434023
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deviation 2/5   epoch 64/120   F1 0.7515554761282872   accuracy 0.7938066465256798   precision 0.7385720896750309   recall 0.7784395741565346
deviation 2/5   epoch 65/120   F1 0.7510185032668972   accuracy 0.7930513595166163   precision 0.73829185520362   recall 0.7770384983261598
deviation 2/5   epoch 66/120   F1 0.7541128780621695   accuracy 0.7945619335347432   precision 0.7419914644179351   recall 0.7776393063515614
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deviation 2/5   epoch 67/120   F1 0.756971697240975   accuracy 0.7956948640483383   precision 0.7456936445907034   recall 0.777561760868192
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deviation 2/5   epoch 68/120   F1 0.7557739570924155   accuracy 0.7922960725075529   precision 0.746572912381736   recall 0.7708135673624288
deviation 2/5   epoch 69/120   F1 0.7488253165253014   accuracy 0.7915407854984894   precision 0.7360191279308926   recall 0.775459990158071
deviation 2/5   epoch 70/120   F1 0.7506826948206452   accuracy 0.7911631419939577   precision 0.7391608391608392   recall 0.7726283605415112
deviation 2/5   epoch 71/120   F1 0.7555113636363635   accuracy 0.7938066465256798   precision 0.7448503702180174   recall 0.7744265790686953
deviation 2/5   epoch 72/120   F1 0.751166568357035   accuracy 0.7941842900302115   precision 0.7377133895516248   recall 0.779903460687627
deviation 2/5   epoch 73/120   F1 0.7533598334599738   accuracy 0.7919184290030211   precision 0.7428655902920609   recall 0.7719655785692333
deviation 2/5   epoch 74/120   F1 0.7560455703007001   accuracy 0.7941842900302115   precision 0.7454185520361991   recall 0.7748244344366895
deviation 2/5   epoch 75/120   F1 0.7481867304332914   accuracy 0.7926737160120846   precision 0.7342991567256273   recall 0.7792460635123697
deviation 2/5   epoch 76/120   F1 0.755737175787397   accuracy 0.7956948640483383   precision 0.7436960098724805   recall 0.7788196024993987
deviation 2/5   epoch 77/120   F1 0.7516739501472325   accuracy 0.7885196374622356   precision 0.7428887289181407   recall 0.7658992400788066
deviation 2/5   epoch 78/120   F1 0.7582118546108401   accuracy 0.7938066465256798   precision 0.7494163924310984   recall 0.7721659260256755
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deviation 2/5   epoch 79/120   F1 0.7542763741050154   accuracy 0.793429003021148   precision 0.7431406828465652   recall 0.7746776628349987
deviation 2/5   epoch 80/120   F1 0.7540682421789513   accuracy 0.7922960725075529   precision 0.7437191484985602   recall 0.7722143095071272
deviation 2/5   epoch 81/120   F1 0.7540913487707482   accuracy 0.7930513595166163   precision 0.7431432538050186   recall 0.7739507385167097
deviation 2/5   epoch 82/120   F1 0.7557483054863755   accuracy 0.7919184290030211   precision 0.7468608597285068   recall 0.7700289872190479
deviation 2/5   epoch 83/120   F1 0.7571126031461116   accuracy 0.7949395770392749   precision 0.7465549156725628   recall 0.7756192631711304
deviation 2/5   epoch 84/120   F1 0.7556262546968251   accuracy 0.7904078549848943   precision 0.7480126491155903   recall 0.7670457337307632
deviation 2/5   epoch 85/120   F1 0.7544186170420895   accuracy 0.7896525679758308   precision 0.7465909090909091   recall 0.766336224700537
deviation 2/5   epoch 86/120   F1 0.7544781966280489   accuracy 0.7885196374622356   precision 0.7477401275195392   recall 0.7641453058225947
deviation 2/5   epoch 87/120   F1 0.7554293368913175   accuracy 0.7900302114803626   precision 0.7480152200740435   recall 0.7664361390677994
deviation 2/5   epoch 88/120   F1 0.749872860406857   accuracy 0.793429003021148   precision 0.7362916495269436   recall 0.7793439483912146
deviation 2/5   epoch 89/120   F1 0.7521700066203592   accuracy 0.7847432024169184   precision 0.7471950843274373   recall 0.7586875807145932
deviation 2/5   epoch 90/120   F1 0.7530822402771901   accuracy 0.7873867069486404   precision 0.7463209584533115   recall 0.7628275863487886
deviation 2/5   epoch 91/120   F1 0.7549277939182455   accuracy 0.7858761329305136   precision 0.7511826408885232   recall 0.7595010382033603
deviation 2/5   epoch 92/120   F1 0.7543531996704202   accuracy 0.7888972809667674   precision 0.7471668037844508   recall 0.7649205173690647
deviation 2/5   epoch 93/120   F1 0.7551503246871247   accuracy 0.793429003021148   precision 0.744567564788153   recall 0.7738714824808708
deviation 2/5   epoch 94/120   F1 0.7518433357096717   accuracy 0.7885196374622356   precision 0.7431741053064582   recall 0.7657815244116615
deviation 2/5   epoch 95/120   F1 0.7497841688784161   accuracy 0.7896525679758308   precision 0.7388857466063348   recall 0.7698708327796766
deviation 2/5   epoch 96/120   F1 0.7514848313248679   accuracy 0.7881419939577039   precision 0.742891299876594   recall 0.7652586921532141
deviation 2/5   epoch 97/120   F1 0.7491742213783903   accuracy 0.7768126888217523   precision 0.7498174619498149   recall 0.7485536380152595
deviation 2/5   epoch 98/120   F1 0.7548260646549505   accuracy 0.7873867069486404   precision 0.7494600987248046   recall 0.761971536278252
deviation 2/5   epoch 99/120   F1 0.7484745508480022   accuracy 0.7828549848942599   precision 0.7423565405183052   recall 0.7570770362522337
deviation 2/5   epoch 100/120   F1 0.7509707422941638   accuracy 0.7854984894259819   precision 0.744336178527355   recall 0.760515949704361
deviation 2/5   epoch 101/120   F1 0.7474632879602789   accuracy 0.7824773413897281   precision 0.7409322295351708   recall 0.7568865935861273
deviation 2/5   epoch 102/120   F1 0.7467248085930318   accuracy 0.7813444108761329   precision 0.740654566022213   recall 0.7552716855144466
deviation 2/5   epoch 103/120   F1 0.7469076595541322   accuracy 0.7854984894259819   precision 0.7374871452077334   recall 0.7630068418849778
deviation 2/5   epoch 104/120   F1 0.7462308076943511   accuracy 0.7813444108761329   precision 0.7397984368572604   recall 0.755488103431156
deviation 2/5   epoch 105/120   F1 0.7513821437113203   accuracy 0.7847432024169184   precision 0.7457682023858494   recall 0.7590096863781075
deviation 2/5   epoch 106/120   F1 0.746665167119138   accuracy 0.7805891238670695   precision 0.7412304607157548   recall 0.754046600977019
deviation 2/5   epoch 107/120   F1 0.7494411134780308   accuracy 0.7828549848942599   precision 0.7440687988482106   recall 0.7566715806649377
deviation 2/5   epoch 108/120   F1 0.7485696043075196   accuracy 0.7820996978851964   precision 0.7432178116001645   recall 0.7557766516813377
deviation 2/5   epoch 109/120   F1 0.7499852058711082   accuracy 0.7854984894259819   precision 0.7426239201974496   recall 0.7610431102443882
deviation 2/5   epoch 110/120   F1 0.755136298094256   accuracy 0.7873867069486404   precision 0.7500308515014398   recall 0.7618371164316575
deviation 2/5   epoch 111/120   F1 0.7473110217435759   accuracy 0.7779456193353474   precision 0.7449583504730564   recall 0.7499954083065048
deviation 2/5   epoch 112/120   F1 0.748442908628869   accuracy 0.7824773413897281   precision 0.7426444878650762   recall 0.756451433214046
deviation 2/5   epoch 113/120   F1 0.7494773630946653   accuracy 0.7817220543806647   precision 0.7452180172768408   recall 0.7548665945194865
deviation 2/5   epoch 114/120   F1 0.7486756489662528   accuracy 0.7802114803625377   precision 0.745228301110654   recall 0.7528503452754913
deviation 2/5   epoch 115/120   F1 0.7476574269161582   accuracy 0.7794561933534743   precision 0.7440919374742905   recall 0.7520093433136912
deviation 2/5   epoch 116/120   F1 0.7460099217534149   accuracy 0.7787009063444109   precision 0.7418140682846566   recall 0.7513287105695619
deviation 2/5   epoch 117/120   F1 0.7458753388681802   accuracy 0.7809667673716012   precision 0.7395156314273962   recall 0.7549980292546203
deviation 2/5   epoch 118/120   F1 0.7465975884336473   accuracy 0.779833836858006   precision 0.7418063554092966   recall 0.7528729605962288
deviation 2/5   epoch 119/120   F1 0.7405396598288287   accuracy 0.7692598187311178   precision 0.7410222130810367   recall 0.7400706270842576
deviation 2/5   epoch 120/120   F1 0.7453737524900971   accuracy 0.7787009063444109   precision 0.7406725627313863   recall 0.7515133196308387

deviation 3/5   epoch 1/120   F1 0.49753629619484385   accuracy 0.6620090634441088   precision 0.5297177087618264   recall 0.5763052142556545
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deviation 3/5   epoch 2/120   F1 0.5438109051637533   accuracy 0.668429003021148   precision 0.5556432538050186   recall 0.5995794684923439
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deviation 3/5   epoch 3/120   F1 0.6300573425876466   accuracy 0.698262839879154   precision 0.6245012340600575   recall 0.6521960326134355
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deviation 3/5   epoch 4/120   F1 0.6530737069411103   accuracy 0.724320241691843   precision 0.6448709378856438   recall 0.6907807421451788
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deviation 3/5   epoch 5/120   F1 0.6723932437414943   accuracy 0.7330060422960725   precision 0.6633612710818593   recall 0.7001368556739591
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deviation 3/5   epoch 6/120   F1 0.6797301349273155   accuracy 0.7375377643504532   precision 0.6704648292883587   recall 0.7057189840329192
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deviation 3/5   epoch 7/120   F1 0.6895272039314699   accuracy 0.7496223564954683   precision 0.6783730974907446   recall 0.7250524070762732
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deviation 3/5   epoch 8/120   F1 0.6942100515343135   accuracy 0.7533987915407855   precision 0.6826280337309749   recall 0.7304208379455615
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deviation 3/5   epoch 9/120   F1 0.7102494414246173   accuracy 0.7620845921450151   precision 0.6988353558206499   recall 0.7387006172839505
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deviation 3/5   epoch 10/120   F1 0.7169734544904665   accuracy 0.7651057401812689   precision 0.7062345742492802   recall 0.7406981768426613
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deviation 3/5   epoch 11/120   F1 0.7189335031620323   accuracy 0.7658610271903323   precision 0.7085124434389141   recall 0.7410314934186868
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deviation 3/5   epoch 12/120   F1 0.7129283729748273   accuracy 0.7654833836858006   precision 0.7008098519127931   recall 0.744417584910679
deviation 3/5   epoch 13/120   F1 0.7194907093422379   accuracy 0.7662386706948641   precision 0.7090806252570958   recall 0.7414595529862895
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deviation 3/5   epoch 14/120   F1 0.7208204241544218   accuracy 0.7692598187311178   precision 0.7093454339777869   recall 0.7469926707843739
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deviation 3/5   epoch 15/120   F1 0.7246840124874638   accuracy 0.7696374622356495   precision 0.7144796380090498   recall 0.7451664095217103
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deviation 3/5   epoch 16/120   F1 0.7218056249246507   accuracy 0.7696374622356495   precision 0.7104843685726039   recall 0.7471062282118226
deviation 3/5   epoch 17/120   F1 0.7233793155844015   accuracy 0.7673716012084593   precision 0.7139243109831346   recall 0.7414569597919956
deviation 3/5   epoch 18/120   F1 0.7275905765012058   accuracy 0.7719033232628398   precision 0.7173179761415056   recall 0.7479554121443239
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deviation 3/5   epoch 19/120   F1 0.7257797160329656   accuracy 0.7719033232628398   precision 0.7147495886466475   recall 0.7491892972318267
deviation 3/5   epoch 20/120   F1 0.7237577554494043   accuracy 0.770392749244713   precision 0.7127622377622378   recall 0.7473577235772357
deviation 3/5   epoch 21/120   F1 0.7284293714871755   accuracy 0.7688821752265861   precision 0.7204776840806253   recall 0.7417576531547151
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deviation 3/5   epoch 22/120   F1 0.7267903029472   accuracy 0.7681268882175226   precision 0.7184851912793089   recall 0.741155521502859
deviation 3/5   epoch 23/120   F1 0.7247805140495465   accuracy 0.7688821752265861   precision 0.7150555327025916   recall 0.7436018405265303
deviation 3/5   epoch 24/120   F1 0.7283012134189863   accuracy 0.7741691842900302   precision 0.7170171740024681   recall 0.7523045193687231
deviation 3/5   epoch 25/120   F1 0.7260736729001378   accuracy 0.7696374622356495   precision 0.7164772727272728   recall 0.744338494753459
deviation 3/5   epoch 26/120   F1 0.7290823003164482   accuracy 0.7726586102719033   precision 0.7190250925545043   recall 0.7485449129573496
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deviation 3/5   epoch 27/120   F1 0.7298920426835611   accuracy 0.7722809667673716   precision 0.7204545454545455   recall 0.747299291755801
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deviation 3/5   epoch 28/120   F1 0.7350190104888614   accuracy 0.773036253776435   precision 0.7278691896338956   recall 0.7461153978319952
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deviation 3/5   epoch 29/120   F1 0.7389032008452703   accuracy 0.7768126888217523   precision 0.7312679967091732   recall 0.7509612896521084
update
deviation 3/5   epoch 30/120   F1 0.737372255236822   accuracy 0.7794561933534743   precision 0.7269693541752364   recall 0.7570970935989283
deviation 3/5   epoch 31/120   F1 0.739604161613248   accuracy 0.7790785498489426   precision 0.7306818181818182   recall 0.7548297473670609
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deviation 3/5   epoch 32/120   F1 0.7401410326506008   accuracy 0.7779456193353474   precision 0.7324017893870836   recall 0.7523907246862392
update
deviation 3/5   epoch 33/120   F1 0.7386651742766539   accuracy 0.779833836858006   precision 0.7286790415466886   recall 0.7569744035327588
deviation 3/5   epoch 34/120   F1 0.7374589672325336   accuracy 0.7775679758308157   precision 0.7284090909090909   recall 0.7531661080220418
deviation 3/5   epoch 35/120   F1 0.7392322552098509   accuracy 0.7794561933534743   precision 0.7298231180584122   recall 0.7558150183150183
deviation 3/5   epoch 36/120   F1 0.7408530049897812   accuracy 0.779833836858006   precision 0.7321035582064994   recall 0.7555511444093675
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deviation 3/5   epoch 37/120   F1 0.7394148751529204   accuracy 0.7794561933534743   precision 0.7301084944467298   recall 0.7556972874141157
deviation 3/5   epoch 38/120   F1 0.739770004735028   accuracy 0.779833836858006   precision 0.730391299876594   recall 0.7562291316850984
deviation 3/5   epoch 39/120   F1 0.7367507651625829   accuracy 0.7768126888217523   precision 0.7278434800493624   recall 0.7521153155459779
deviation 3/5   epoch 40/120   F1 0.740998584628839   accuracy 0.7817220543806647   precision 0.7309491978609626   recall 0.7592982810628257
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deviation 3/5   epoch 41/120   F1 0.7425564387969992   accuracy 0.7783232628398792   precision 0.7361091114767586   recall 0.7519314161249329
update
deviation 3/5   epoch 42/120   F1 0.7415266731604945   accuracy 0.7824773413897281   precision 0.7312294323323735   recall 0.7605273753762105
deviation 3/5   epoch 43/120   F1 0.7441924299720448   accuracy 0.7809667673716012   precision 0.7366618675442205   recall 0.7558108513689266
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deviation 3/5   epoch 44/120   F1 0.7454789141462517   accuracy 0.783987915407855   precision 0.7363559234882764   recall 0.7608805459782346
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deviation 3/5   epoch 45/120   F1 0.7432977403343783   accuracy 0.7847432024169184   precision 0.7323555121349239   recall 0.7641490132809577
deviation 3/5   epoch 46/120   F1 0.7466514850572463   accuracy 0.7828549848942599   precision 0.739217400246812   recall 0.7579725755461706
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deviation 3/5   epoch 47/120   F1 0.7435121317106443   accuracy 0.7836102719033232   precision 0.733504730563554   recall 0.7614831070552273
deviation 3/5   epoch 48/120   F1 0.7417216404834934   accuracy 0.7820996978851964   precision 0.7318027560674619   recall 0.7595772031435899
deviation 3/5   epoch 49/120   F1 0.7465359679818955   accuracy 0.7843655589123867   precision 0.737780234471411   recall 0.7609429829975278
deviation 3/5   epoch 50/120   F1 0.7424241499897983   accuracy 0.7832326283987915   precision 0.7320804195804196   recall 0.7614861870291032
deviation 3/5   epoch 51/120   F1 0.7498423410401975   accuracy 0.7858761329305136   precision 0.7420505964623612   recall 0.7618395208082016
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deviation 3/5   epoch 52/120   F1 0.7475326972831342   accuracy 0.7836102719033232   precision 0.7400683874948581   recall 0.7588902820838592
deviation 3/5   epoch 53/120   F1 0.746142579305435   accuracy 0.7828549848942599   precision 0.7383612710818593   recall 0.7582522230044839
deviation 3/5   epoch 54/120   F1 0.7491048720889641   accuracy 0.7847432024169184   precision 0.7417729329494036   recall 0.7601275189134614
deviation 3/5   epoch 55/120   F1 0.7420959272912615   accuracy 0.7813444108761329   precision 0.7329494035376388   recall 0.7577651656585269
deviation 3/5   epoch 56/120   F1 0.7461790857690593   accuracy 0.783987915407855   precision 0.7374974290415467   recall 0.7604201024461341
deviation 3/5   epoch 57/120   F1 0.7501763339607977   accuracy 0.7858761329305136   precision 0.7426213492389964   recall 0.7616434016969253
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deviation 3/5   epoch 58/120   F1 0.7508276375332552   accuracy 0.783987915407855   precision 0.7454879679144386   recall 0.7579818060482597
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deviation 3/5   epoch 59/120   F1 0.7499967444101522   accuracy 0.7809667673716012   precision 0.7469354175236529   recall 0.753620203428499
deviation 3/5   epoch 60/120   F1 0.7500326133913535   accuracy 0.7824773413897281   precision 0.7454982517482518   recall 0.7558524619593322
deviation 3/5   epoch 61/120   F1 0.7507760583497294   accuracy 0.7851208459214502   precision 0.7443387494858082   recall 0.759940989637288
deviation 3/5   epoch 62/120   F1 0.7523313212715385   accuracy 0.7862537764350453   precision 0.7460432949403537   recall 0.7611784291250477
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deviation 3/5   epoch 63/120   F1 0.7512491905245402   accuracy 0.7870090634441088   precision 0.7434697655285891   recall 0.7631695957136981
deviation 3/5   epoch 64/120   F1 0.7445908119257074   accuracy 0.7836102719033232   precision 0.7352169888934594   recall 0.7607119067888679
deviation 3/5   epoch 65/120   F1 0.7502991519692004   accuracy 0.7809667673716012   precision 0.7475061703002879   recall 0.753555625790139
deviation 3/5   epoch 66/120   F1 0.7520212267832058   accuracy 0.7824773413897281   precision 0.7492081447963801   recall 0.7552991993257481
deviation 3/5   epoch 67/120   F1 0.746651358591657   accuracy 0.7719033232628398   precision 0.750421637186343   recall 0.7436147543443681
deviation 3/5   epoch 68/120   F1 0.7527150758624495   accuracy 0.7813444108761329   precision 0.7517842451665981   recall 0.7536941585763347
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deviation 3/5   epoch 69/120   F1 0.7500070604430408   accuracy 0.7790785498489426   precision 0.7489459070341423   recall 0.7511322412378955
deviation 3/5   epoch 70/120   F1 0.7510560796645702   accuracy 0.7832326283987915   precision 0.7466346153846153   recall 0.7566866812227074
deviation 3/5   epoch 71/120   F1 0.7512261314782323   accuracy 0.7787009063444109   precision 0.7518022418757713   recall 0.7506679975429975
deviation 3/5   epoch 72/120   F1 0.7445424533728411   accuracy 0.7685045317220544   precision 0.7501593994241054   recall 0.7405061648520936
deviation 3/5   epoch 73/120   F1 0.7487674006098741   accuracy 0.7741691842900302   precision 0.7521184697655285   recall 0.7459945364649574
deviation 3/5   epoch 74/120   F1 0.7501519474417511   accuracy 0.7768126888217523   precision 0.7518150966680378   recall 0.7486357160309316
deviation 3/5   epoch 75/120   F1 0.7488324585630841   accuracy 0.7700151057401813   precision 0.7578542780748663   recall 0.7435303708802798
deviation 3/5   epoch 76/120   F1 0.7461140017538731   accuracy 0.7677492447129909   precision 0.754730563554093   recall 0.7409628298783695
deviation 3/5   epoch 77/120   F1 0.7487378765259944   accuracy 0.7753021148036254   precision 0.7506838749485808   recall 0.7469933575540804
deviation 3/5   epoch 78/120   F1 0.7506242071283464   accuracy 0.7753021148036254   precision 0.7546791443850267   recall 0.7473941017260272
deviation 3/5   epoch 79/120   F1 0.7494611896833492   accuracy 0.7673716012084593   precision 0.7635798025503908   recall 0.7436243524547312
deviation 3/5   epoch 80/120   F1 0.746913485967027   accuracy 0.7707703927492447   precision 0.752426984779926   recall 0.7429071971746922
deviation 3/5   epoch 81/120   F1 0.747056521564966   accuracy 0.7658610271903323   precision 0.7598801933360757   recall 0.7412925525693266
deviation 3/5   epoch 82/120   F1 0.748891789327039   accuracy 0.7715256797583081   precision 0.7558463595228302   recall 0.7442398490589192
deviation 3/5   epoch 83/120   F1 0.7514259494069928   accuracy 0.7722809667673716   precision 0.7606926162073221   recall 0.7460174919191314
deviation 3/5   epoch 84/120   F1 0.7389269591069898   accuracy 0.7560422960725075   precision 0.7550956396544632   recall 0.7337082356820671
deviation 3/5   epoch 85/120   F1 0.7496573109159147   accuracy 0.7707703927492447   precision 0.7587052653229124   recall 0.7443340854499132
deviation 3/5   epoch 86/120   F1 0.7439148591590028   accuracy 0.7632175226586103   precision 0.7561882969971205   recall 0.7382635527683579
deviation 3/5   epoch 87/120   F1 0.7488422244503506   accuracy 0.7692598187311178   precision 0.7590009255450432   recall 0.7432982843825378
deviation 3/5   epoch 88/120   F1 0.7388991174950619   accuracy 0.7556646525679759   precision 0.7556689633895517   recall 0.7337892393944684
deviation 3/5   epoch 89/120   F1 0.7362061620539552   accuracy 0.752643504531722   precision 0.7536918963389552   recall 0.7313775765921189
deviation 3/5   epoch 90/120   F1 0.7401288887434984   accuracy 0.7564199395770392   precision 0.7576614561908679   recall 0.7351181661158406
deviation 3/5   epoch 91/120   F1 0.7356510728516348   accuracy 0.7503776435045317   precision 0.7562757095845332   recall 0.7317873056565604
deviation 3/5   epoch 92/120   F1 0.7345640798835027   accuracy 0.7507552870090635   precision 0.7525632455779514   recall 0.7299452973767553
deviation 3/5   epoch 93/120   F1 0.7362356983587383   accuracy 0.7530211480362538   precision 0.7531185726038667   recall 0.7312731970871507
deviation 3/5   epoch 94/120   F1 0.7377687750578883   accuracy 0.7549093655589124   precision 0.7539618469765528   recall 0.732605535922745
deviation 3/5   epoch 95/120   F1 0.7412039085780747   accuracy 0.756797583081571   precision 0.7599418963389551   recall 0.7364329393057163
deviation 3/5   epoch 96/120   F1 0.722133682258905   accuracy 0.7345166163141994   precision 0.7478223981900453   recall 0.7216248187240588
deviation 3/5   epoch 97/120   F1 0.7304064999509021   accuracy 0.7447129909365559   precision 0.7520336281365693   recall 0.7272629272872692
deviation 3/5   epoch 98/120   F1 0.7340513819157901   accuracy 0.7488670694864048   precision 0.7545737350884409   recall 0.7302479631906478
deviation 3/5   epoch 99/120   F1 0.730456635774892   accuracy 0.7450906344410876   precision 0.7514603044014809   recall 0.727058228823706
deviation 3/5   epoch 100/120   F1 0.7214359736512846   accuracy 0.7337613293051359   precision 0.7472567873303168   recall 0.7210610576787704
deviation 3/5   epoch 101/120   F1 0.7416213967601428   accuracy 0.7590634441087614   precision 0.7570727067050596   recall 0.7361843348450492
deviation 3/5   epoch 102/120   F1 0.7386895002125462   accuracy 0.7545317220543807   precision 0.7571035582064993   recall 0.733964550754747
deviation 3/5   epoch 103/120   F1 0.721528386774284   accuracy 0.7337613293051359   precision 0.7475421637186344   recall 0.7212592386199448
deviation 3/5   epoch 104/120   F1 0.720224847526333   accuracy 0.7322507552870091   precision 0.7466963183874948   recall 0.7203391484605479
deviation 4/5   epoch 1/120   F1 0.43368958357528703   accuracy 0.6578549848942599   precision 0.5034913615795968   recall 0.5209170863946522
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deviation 4/5   epoch 2/120   F1 0.4673974978766713   accuracy 0.6608761329305136   precision 0.5168834841628959   recall 0.5616805049404516
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deviation 4/5   epoch 3/120   F1 0.5446491550989981   accuracy 0.6888217522658611   precision 0.5634949609214315   recall 0.6499377713019459
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deviation 4/5   epoch 4/120   F1 0.5966877293995188   accuracy 0.7084592145015106   precision 0.5993186960098725   recall 0.6816911941077702
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deviation 4/5   epoch 5/120   F1 0.6261661218970425   accuracy 0.7231873111782477   precision 0.6223339160839161   recall 0.7037922760401777
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deviation 4/5   epoch 6/120   F1 0.6566908433941858   accuracy 0.7382930513595166   precision 0.6476295763060469   recall 0.7217992655231386
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deviation 4/5   epoch 7/120   F1 0.6815583904283111   accuracy 0.7503776435045317   precision 0.669806663924311   recall 0.7330543124733704
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deviation 4/5   epoch 8/120   F1 0.6915370726309045   accuracy 0.7583081570996979   precision 0.6785993418346359   recall 0.74546302578019
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deviation 4/5   epoch 9/120   F1 0.6957877150447032   accuracy 0.7605740181268882   precision 0.682579185520362   recall 0.7475089135412637
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deviation 4/5   epoch 10/120   F1 0.7062604062782514   accuracy 0.7654833836858006   precision 0.6928193130399013   recall 0.7504242661010342
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deviation 4/5   epoch 11/120   F1 0.6941543569238797   accuracy 0.7605740181268882   precision 0.6808669271904566   recall 0.7492744995907434
deviation 4/5   epoch 12/120   F1 0.7163189322093431   accuracy 0.7696374622356495   precision 0.7033499588646648   recall 0.7516224470318763
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deviation 4/5   epoch 13/120   F1 0.7025895440967513   accuracy 0.7662386706948641   precision 0.6885335252982312   recall 0.7566265534573038
deviation 4/5   epoch 14/120   F1 0.720545644554448   accuracy 0.7715256797583081   precision 0.7079031262854792   recall 0.7525075975384989
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deviation 4/5   epoch 15/120   F1 0.7228025930517232   accuracy 0.7775679758308157   precision 0.7081473673385438   recall 0.7663876474783394
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deviation 4/5   epoch 16/120   F1 0.7288468444205045   accuracy 0.7794561933534743   precision 0.7149835458658989   recall 0.7648348028782812
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deviation 4/5   epoch 17/120   F1 0.7219825806690412   accuracy 0.777190332326284   precision 0.7072938091320444   recall 0.7662604847764348
deviation 4/5   epoch 18/120   F1 0.7239525912763063   accuracy 0.7775679758308157   precision 0.7095742492801316   recall 0.7650394595556826
deviation 4/5   epoch 19/120   F1 0.7161917507437308   accuracy 0.7764350453172205   precision 0.700735294117647   recall 0.7713868613138686
deviation 4/5   epoch 20/120   F1 0.729886712749616   accuracy 0.7817220543806647   precision 0.7152534965034965   recall 0.7700109649122806
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deviation 4/5   epoch 21/120   F1 0.7235234747502872   accuracy 0.7790785498489426   precision 0.7084224598930481   recall 0.7700180777016421
deviation 4/5   epoch 22/120   F1 0.7296309952417183   accuracy 0.7775679758308157   precision 0.7169940353763884   recall 0.7591532429849508
deviation 4/5   epoch 23/120   F1 0.7347284418766602   accuracy 0.7820996978851964   precision 0.7215292060880296   recall 0.7656675024723456
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deviation 4/5   epoch 24/120   F1 0.7338167144076171   accuracy 0.779833836858006   precision 0.7215446318387495   recall 0.7608650243278159
deviation 4/5   epoch 25/120   F1 0.7341723156532989   accuracy 0.7802114803625377   precision 0.7218274372686138   recall 0.7614582291676136
deviation 4/5   epoch 26/120   F1 0.733201792592437   accuracy 0.7824773413897281   precision 0.7192436240230358   recall 0.7683058819827898
deviation 4/5   epoch 27/120   F1 0.7339187339794393   accuracy 0.7805891238670695   precision 0.7212541135335253   recall 0.7626250142094113
deviation 4/5   epoch 28/120   F1 0.7374262956521258   accuracy 0.7832326283987915   precision 0.724660633484163   recall 0.7658610271903323
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deviation 4/5   epoch 29/120   F1 0.7375825035631992   accuracy 0.7836102719033232   precision 0.7246580625257095   recall 0.766665445992412
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deviation 4/5   epoch 30/120   F1 0.7368682552616412   accuracy 0.7828549848942599   precision 0.724092451665981   recall 0.7654561761891021
deviation 4/5   epoch 31/120   F1 0.7392956156548016   accuracy 0.7843655589123867   precision 0.7266505553270259   recall 0.7668771621256509
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deviation 4/5   epoch 32/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 4/5   epoch 33/120   F1 0.7415137656139843   accuracy 0.7858761329305136   precision 0.7289232825997531   recall 0.768488512076661
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deviation 4/5   epoch 34/120   F1 0.7398509179055703   accuracy 0.7847432024169184   precision 0.7272187371452077   recall 0.7672805903344826
deviation 4/5   epoch 35/120   F1 0.7431379358998014   accuracy 0.783987915407855   precision 0.7326460304401481   recall 0.7625882161760609
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deviation 4/5   epoch 36/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 4/5   epoch 37/120   F1 0.7388116066087227   accuracy 0.7851208459214502   precision 0.725503907856849   recall 0.7693164764898464
deviation 4/5   epoch 38/120   F1 0.7366665611672593   accuracy 0.7828549848942599   precision 0.7238070752776635   recall 0.7656553380466617
deviation 4/5   epoch 39/120   F1 0.7375099127676448   accuracy 0.7824773413897281   precision 0.7252365281777047   recall 0.7639049546944283
deviation 4/5   epoch 40/120   F1 0.739174718317386   accuracy 0.7870090634441088   precision 0.7249203002879474   recall 0.7740595014707772
deviation 4/5   epoch 41/120   F1 0.7456415278305524   accuracy 0.7866314199395771   precision 0.7346256684491979   recall 0.7664885404233419
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deviation 4/5   epoch 42/120   F1 0.739529099229794   accuracy 0.783987915407855   precision 0.7272238790621144   recall 0.7657124217197454
deviation 4/5   epoch 43/120   F1 0.7392368404602488   accuracy 0.7828549848942599   precision 0.7275169683257918   recall 0.7632496811449777
deviation 4/5   epoch 44/120   F1 0.7412834053271762   accuracy 0.7862537764350453   precision 0.7283499588646647   recall 0.7696845851146522
deviation 4/5   epoch 45/120   F1 0.7436871806361521   accuracy 0.783987915407855   precision 0.7335021596051008   recall 0.7621646196256151
deviation 4/5   epoch 46/120   F1 0.7449679993618308   accuracy 0.7888972809667674   precision 0.7320418552036199   recall 0.7726838077844271
deviation 4/5   epoch 47/120   F1 0.7497788510056722   accuracy 0.7888972809667674   precision 0.7394616412998766   recall 0.7681537707459585
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deviation 4/5   epoch 48/120   F1 0.7492121065570467   accuracy 0.7870090634441088   precision 0.7400452488687783   recall 0.7645135701739476
deviation 4/5   epoch 49/120   F1 0.7496014127033345   accuracy 0.7888972809667674   precision 0.739176264911559   recall 0.7683007546769858
deviation 4/5   epoch 50/120   F1 0.7519450613835483   accuracy 0.7922960725075529   precision 0.7402946318387496   recall 0.7741713112349663
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deviation 4/5   epoch 51/120   F1 0.7493996159390268   accuracy 0.7911631419939577   precision 0.7371632044426162   recall 0.7738910946870081
deviation 4/5   epoch 52/120   F1 0.7523234556353896   accuracy 0.7881419939577039   precision 0.7443181818181819   recall 0.7647062305406589
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deviation 4/5   epoch 53/120   F1 0.7497788510056722   accuracy 0.7888972809667674   precision 0.7394616412998766   recall 0.7681537707459585
deviation 4/5   epoch 54/120   F1 0.7472594199172837   accuracy 0.7881419939577039   precision 0.7360422665569725   recall 0.7685837779329865
deviation 4/5   epoch 55/120   F1 0.7477550709359481   accuracy 0.7847432024169184   precision 0.739489921842863   recall 0.7609160856985202
deviation 4/5   epoch 56/120   F1 0.7492228101294993   accuracy 0.7873867069486404   precision 0.7397573015220074   recall 0.7652982991419255
deviation 4/5   epoch 57/120   F1 0.7501998377297634   accuracy 0.7862537764350453   precision 0.7423334018922254   recall 0.7623502921095626
deviation 4/5   epoch 58/120   F1 0.746684646171656   accuracy 0.7836102719033232   precision 0.7386415055532702   recall 0.7593722471807289
deviation 4/5   epoch 59/120   F1 0.7490643726507783   accuracy 0.7885196374622356   precision 0.7386080830933772   recall 0.7678972967511943
deviation 4/5   epoch 60/120   F1 0.747093114164946   accuracy 0.7866314199395771   precision 0.7369086795557384   recall 0.7652949148785022
deviation 4/5   epoch 61/120   F1 0.7527296095107086   accuracy 0.7892749244712991   precision 0.7440250925545043   recall 0.76671162627327
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deviation 4/5   epoch 62/120   F1 0.7508655396532522   accuracy 0.7862537764350453   precision 0.7434749074454957   recall 0.761958701575315
deviation 4/5   epoch 63/120   F1 0.7518133187911882   accuracy 0.7858761329305136   precision 0.745475113122172   recall 0.7607661987140578
deviation 4/5   epoch 64/120   F1 0.7535368167442155   accuracy 0.7888972809667674   precision 0.7457399218428631   recall 0.7654170962065123
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deviation 4/5   epoch 65/120   F1 0.7536158833117454   accuracy 0.7900302114803626   precision 0.7448760798025504   recall 0.7676417281348789
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deviation 4/5   epoch 66/120   F1 0.7531268304221179   accuracy 0.7862537764350453   precision 0.7474701768819416   recall 0.7608033597507282
deviation 4/5   epoch 67/120   F1 0.7541170654802464   accuracy 0.7900302114803626   precision 0.7457322089675031   recall 0.7672908486861976
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deviation 4/5   epoch 68/120   F1 0.753284344711336   accuracy 0.7862537764350453   precision 0.7477555532702591   recall 0.760733225108225
deviation 4/5   epoch 69/120   F1 0.749244403058688   accuracy 0.7824773413897281   precision 0.7440713698066639   recall 0.7561325692578323
deviation 4/5   epoch 70/120   F1 0.7527328760482342   accuracy 0.7832326283987915   precision 0.7497737556561086   recall 0.7562059098880523
deviation 4/5   epoch 71/120   F1 0.7554351089632629   accuracy 0.7862537764350453   precision 0.751750822706705   recall 0.7599166533949142
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deviation 4/5   epoch 72/120   F1 0.7530470033016723   accuracy 0.7843655589123867   precision 0.7491952900041134   recall 0.7577888595222659
deviation 4/5   epoch 73/120   F1 0.7537601250163632   accuracy 0.7851208459214502   precision 0.749760900863842   recall 0.7587180212719918
deviation 4/5   epoch 74/120   F1 0.7547047403309255   accuracy 0.7836102719033232   precision 0.753195701357466   recall 0.7563408125324143
deviation 4/5   epoch 75/120   F1 0.7561082095936469   accuracy 0.7877643504531722   precision 0.7514551624845742   recall 0.7620606132056513
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deviation 4/5   epoch 76/120   F1 0.7546349561792981   accuracy 0.7824773413897281   precision 0.7543449197860963   recall 0.7549295484296566
deviation 4/5   epoch 77/120   F1 0.7559172315293305   accuracy 0.7847432024169184   precision 0.7543294940353764   recall 0.7576447760805303
deviation 4/5   epoch 78/120   F1 0.7531454024817055   accuracy 0.7787009063444109   precision 0.7557975113122172   recall 0.7508521839103643
deviation 4/5   epoch 79/120   F1 0.7557464711504216   accuracy 0.7824773413897281   precision 0.7566279308926368   recall 0.7549056661593307
deviation 4/5   epoch 80/120   F1 0.7571695344804589   accuracy 0.783987915407855   precision 0.7577591526120938   recall 0.7565980753480753
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deviation 4/5   epoch 81/120   F1 0.7554447725326277   accuracy 0.7817220543806647   precision 0.756918449197861   recall 0.7540833968980423
deviation 4/5   epoch 82/120   F1 0.7575393293198444   accuracy 0.7832326283987915   precision 0.7594765528589058   recall 0.7557918507310619
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deviation 4/5   epoch 83/120   F1 0.7570732657987573   accuracy 0.7813444108761329   precision 0.7609162895927601   recall 0.7539487916062725
deviation 4/5   epoch 84/120   F1 0.7541033081834011   accuracy 0.7764350453172205   precision 0.7609497120526532   recall 0.7494353857685265
deviation 4/5   epoch 85/120   F1 0.7529101639956144   accuracy 0.7824773413897281   precision 0.7509204031262855   recall 0.7551261541035373
deviation 4/5   epoch 86/120   F1 0.7548304167992363   accuracy 0.7802114803625377   precision 0.7574994858083093   recall 0.7525212541726757
deviation 4/5   epoch 87/120   F1 0.7572544562733527   accuracy 0.7805891238670695   precision 0.7623483134512546   recall 0.7533896763628078
deviation 4/5   epoch 88/120   F1 0.7542470915789374   accuracy 0.775679758308157   precision 0.7623817359111478   recall 0.749109677482346
deviation 4/5   epoch 89/120   F1 0.756828112923098   accuracy 0.7824773413897281   precision 0.7589109419991773   recall 0.7549648083447262
deviation 4/5   epoch 90/120   F1 0.7489284688493973   accuracy 0.7677492447129909   precision 0.7615795968737145   recall 0.7431137116453557
deviation 4/5   epoch 91/120   F1 0.7521430660467743   accuracy 0.775679758308157   precision 0.7575303373097491   recall 0.7481592872998256
deviation 4/5   epoch 92/120   F1 0.7490734501347709   accuracy 0.7688821752265861   precision 0.7601450020567668   recall 0.7433853525246306
deviation 4/5   epoch 93/120   F1 0.7544621873942846   accuracy 0.7809667673716012   precision 0.7557820855614974   recall 0.7532332166719695
deviation 4/5   epoch 94/120   F1 0.7586118654058844   accuracy 0.7805891238670695   precision 0.7654874537227478   recall 0.7538834912667929
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deviation 4/5   epoch 95/120   F1 0.7548423297048592   accuracy 0.775679758308157   precision 0.7638086178527355   recall 0.7494505868510362
deviation 4/5   epoch 96/120   F1 0.7415650903039941   accuracy 0.7583081570996979   precision 0.7582193541752364   recall 0.736311788414165
deviation 4/5   epoch 97/120   F1 0.7524583779802241   accuracy 0.774546827794562   precision 0.7598210612916496   recall 0.7476100521448736
deviation 4/5   epoch 98/120   F1 0.7476686559046901   accuracy 0.7677492447129909   precision 0.7584404566022214   recall 0.7420539295567514
deviation 4/5   epoch 99/120   F1 0.7513085309156187   accuracy 0.7749244712990937   precision 0.7566793500617031   recall 0.7473392658950373
deviation 4/5   epoch 100/120   F1 0.7515223610180353   accuracy 0.7707703927492447   precision 0.7632712875359935   recall 0.7456969385055847
deviation 4/5   epoch 101/120   F1 0.7419056294406996   accuracy 0.7575528700906344   precision 0.7605075071986837   recall 0.7370621484788081
deviation 4/5   epoch 102/120   F1 0.7545800763561687   accuracy 0.7768126888217523   precision 0.7615178938708351   recall 0.7498699617469526
deviation 4/5   epoch 103/120   F1 0.7511876578018448   accuracy 0.7722809667673716   precision 0.760121863430687   recall 0.7458666125572355
deviation 4/5   epoch 104/120   F1 0.7497597311954145   accuracy 0.7688821752265861   precision 0.7618572603866722   recall 0.7439522116941472
deviation 4/5   epoch 105/120   F1 0.7449317683539187   accuracy 0.7632175226586103   precision 0.7587566844919786   recall 0.7392415752538551
deviation 4/5   epoch 106/120   F1 0.7416360829806143   accuracy 0.7579305135951662   precision 0.7590780542986425   recall 0.7365329037898993
deviation 4/5   epoch 107/120   F1 0.7416711379932687   accuracy 0.7583081570996979   precision 0.758504730563554   recall 0.7364455564752803
deviation 4/5   epoch 108/120   F1 0.731886751098278   accuracy 0.743202416918429   precision 0.7597490744549569   recall 0.7318609091576707
deviation 4/5   epoch 109/120   F1 0.7356395242118572   accuracy 0.7496223564954683   precision 0.7577077334430276   recall 0.7323347922150993
deviation 4/5   epoch 110/120   F1 0.7219041838850658   accuracy 0.7333836858006042   precision 0.7495423693953105   recall 0.7226013966768723
deviation 4/5   epoch 111/120   F1 0.7317548754866495   accuracy 0.7447129909365559   precision 0.7560288975730152   recall 0.7297321924965916
deviation 4/5   epoch 112/120   F1 0.7433906790244224   accuracy 0.7598187311178247   precision 0.7604920814479638   recall 0.7381362007168459
deviation 4/5   epoch 113/120   F1 0.7420513338768787   accuracy 0.7579305135951662   precision 0.7602195598519128   recall 0.7370920241015644
deviation 4/5   epoch 114/120   F1 0.746832848338497   accuracy 0.7639728096676737   precision 0.7624614356232003   recall 0.7412048547181814
deviation 4/5   epoch 115/120   F1 0.7503624095690151   accuracy 0.7715256797583081   precision 0.7592708761826409   recall 0.7450622612841553
deviation 4/5   epoch 116/120   F1 0.7491945038504031   accuracy 0.7647280966767371   precision 0.7675930686960099   recall 0.7439324775553082
deviation 4/5   epoch 117/120   F1 0.7455741053228828   accuracy 0.7609516616314199   precision 0.7644796380090497   recall 0.7406183868215636
deviation 4/5   epoch 118/120   F1 0.7381506373131073   accuracy 0.7533987915407855   precision 0.7576820238584945   recall 0.7337746093037061
deviation 4/5   epoch 119/120   F1 0.7421541547398942   accuracy 0.7579305135951662   precision 0.7605049362402303   recall 0.7372342262453504
deviation 4/5   epoch 120/120   F1 0.7224743325653982   accuracy 0.7322507552870091   precision 0.7541161044837515   recall 0.7259007283304965

deviation 5/5   epoch 1/120   F1 0.44155352354944905   accuracy 0.6544561933534743   precision 0.5040852529823118   recall 0.5190017788008789
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deviation 5/5   epoch 2/120   F1 0.5138799869143622   accuracy 0.672583081570997   precision 0.541916906622789   recall 0.6068738067730226
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deviation 5/5   epoch 3/120   F1 0.615371356056621   accuracy 0.7046827794561934   precision 0.6119009666803784   recall 0.6641288444424334
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deviation 5/5   epoch 4/120   F1 0.6655105131341372   accuracy 0.7379154078549849   precision 0.655622686137392   recall 0.7138844131614654
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deviation 5/5   epoch 5/120   F1 0.6854623627408089   accuracy 0.7556646525679759   precision 0.6729098107774578   recall 0.7441802733345012
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deviation 5/5   epoch 6/120   F1 0.6950221621949025   accuracy 0.7594410876132931   precision 0.6820161456190867   recall 0.7450895627406536
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deviation 5/5   epoch 7/120   F1 0.7123930534269873   accuracy 0.7707703927492447   precision 0.6982054709995886   recall 0.758710123953942
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deviation 5/5   epoch 8/120   F1 0.7162180748070748   accuracy 0.7707703927492447   precision 0.7027714932126696   recall 0.754647921884724
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deviation 5/5   epoch 9/120   F1 0.7195062078877212   accuracy 0.774546827794562   precision 0.7053141711229947   recall 0.761503763707139
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deviation 5/5   epoch 10/120   F1 0.72240952832746   accuracy 0.775679758308157   precision 0.7084455985191279   recall 0.7614712332301341
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deviation 5/5   epoch 11/120   F1 0.731419299031199   accuracy 0.7805891238670695   precision 0.7178295968737145   recall 0.7651333262924847
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deviation 5/5   epoch 12/120   F1 0.736464192725574   accuracy 0.7828549848942599   precision 0.723521698889346   recall 0.765856934592271
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deviation 5/5   epoch 13/120   F1 0.7287085862324864   accuracy 0.7828549848942599   precision 0.7132481489099136   recall 0.7749128934296166
deviation 5/5   epoch 14/120   F1 0.7357053184254569   accuracy 0.7851208459214502   precision 0.7212232620320855   recall 0.7728240493034501
deviation 5/5   epoch 15/120   F1 0.7353519275971201   accuracy 0.7858761329305136   precision 0.7203619909502262   recall 0.775466874282404
deviation 5/5   epoch 16/120   F1 0.7340608242462696   accuracy 0.7836102719033232   precision 0.719806663924311   recall 0.770476717745922
deviation 5/5   epoch 17/120   F1 0.7375326325194399   accuracy 0.7854984894259819   precision 0.7235037021801728   recall 0.7717468772272028
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deviation 5/5   epoch 18/120   F1 0.7377934485951692   accuracy 0.7851208459214502   precision 0.7240770259152611   recall 0.7704188207552658
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deviation 5/5   epoch 19/120   F1 0.7357703651626384   accuracy 0.7847432024169184   precision 0.7215112093788565   recall 0.7716749700447751
deviation 5/5   epoch 20/120   F1 0.7398129023245004   accuracy 0.7851208459214502   precision 0.726930789798437   recall 0.7682775415921068
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deviation 5/5   epoch 21/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
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deviation 5/5   epoch 22/120   F1 0.743042169447165   accuracy 0.7885196374622356   precision 0.7294760386672152   recall 0.7737785221106745
deviation 5/5   epoch 23/120   F1 0.7437238010023628   accuracy 0.7873867069486404   precision 0.7311960098724805   recall 0.7700936719791256
deviation 5/5   epoch 24/120   F1 0.7420417887848854   accuracy 0.7885196374622356   precision 0.7280491567256273   recall 0.7749222052788832
deviation 5/5   epoch 25/120   F1 0.7413226444545646   accuracy 0.7877643504531722   precision 0.7274835458658988   recall 0.7736644160792767
deviation 5/5   epoch 26/120   F1 0.7382818130030133   accuracy 0.7873867069486404   precision 0.7234908473879063   recall 0.7762353954306078
deviation 5/5   epoch 27/120   F1 0.7447745169019863   accuracy 0.7888972809667674   precision 0.7317564788153024   recall 0.772889299923486
deviation 5/5   epoch 28/120   F1 0.7425138546650222   accuracy 0.7896525679758308   precision 0.7280414438502674   recall 0.777562771121568
deviation 5/5   epoch 29/120   F1 0.7431987014036945   accuracy 0.7866314199395771   precision 0.7309157754010696   recall 0.7687218903310593
deviation 5/5   epoch 30/120   F1 0.7423597003692244   accuracy 0.7873867069486404   precision 0.7291983751542574   recall 0.7715045678909889
deviation 5/5   epoch 31/120   F1 0.746475045297315   accuracy 0.7892749244712991   precision 0.7340369189633895   recall 0.7720917025346724
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deviation 5/5   epoch 32/120   F1 0.7430777177479024   accuracy 0.7900302114803626   precision 0.7286096256684491   recall 0.7779549120372107
deviation 5/5   epoch 33/120   F1 0.7432749412204881   accuracy 0.7881419939577039   precision 0.7300493624023036   recall 0.7725126331746366
deviation 5/5   epoch 34/120   F1 0.7461334867269969   accuracy 0.7885196374622356   precision 0.7340420608802962   recall 0.7705426425703528
deviation 5/5   epoch 35/120   F1 0.7439598759848537   accuracy 0.7892749244712991   precision 0.7303270259152612   recall 0.7747938003613286
deviation 5/5   epoch 36/120   F1 0.7501434476919586   accuracy 0.7904078549848943   precision 0.7388806046894283   recall 0.7713213098119089
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deviation 5/5   epoch 37/120   F1 0.7461865488864328   accuracy 0.790785498489426   precision 0.7325997531879884   recall 0.776372745184891
deviation 5/5   epoch 38/120   F1 0.7475869549331606   accuracy 0.7896525679758308   precision 0.7354612299465241   recall 0.7719255467051462
deviation 5/5   epoch 39/120   F1 0.7484646463709519   accuracy 0.7911631419939577   precision 0.7357363225010284   recall 0.7748629125270634
deviation 5/5   epoch 40/120   F1 0.7496027081156391   accuracy 0.7900302114803626   precision 0.7383124228712464   recall 0.7709210157126825
deviation 5/5   epoch 41/120   F1 0.7481445129236499   accuracy 0.7896525679758308   precision 0.7363173591114768   recall 0.7713817015607297
deviation 5/5   epoch 42/120   F1 0.75320378396011   accuracy 0.7945619335347432   precision 0.7405645824763472   recall 0.7786114981955907
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deviation 5/5   epoch 43/120   F1 0.7477053732506126   accuracy 0.7911631419939577   precision 0.7345948169477581   recall 0.7756839188157265
deviation 5/5   epoch 44/120   F1 0.7524862180012009   accuracy 0.7930513595166163   precision 0.7405748663101605   recall 0.7755028735632183
deviation 5/5   epoch 45/120   F1 0.7604310250173321   accuracy 0.7949395770392749   precision 0.752262443438914   recall 0.7728862406179711
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deviation 5/5   epoch 46/120   F1 0.7521121274072835   accuracy 0.7938066465256798   precision 0.7394282188399836   recall 0.7778256757845246
deviation 5/5   epoch 47/120   F1 0.755667760811292   accuracy 0.793429003021148   precision 0.7454236939531057   recall 0.7734133056272989
deviation 5/5   epoch 48/120   F1 0.7552458121822515   accuracy 0.7919184290030211   precision 0.7460047305635541   recall 0.7704111514997368
deviation 5/5   epoch 49/120   F1 0.7584080335573042   accuracy 0.7941842900302115   precision 0.749413821472645   recall 0.772821546861499
deviation 5/5   epoch 50/120   F1 0.7560604213235792   accuracy 0.7945619335347432   precision 0.7451306046894283   recall 0.7757035289218919
deviation 5/5   epoch 51/120   F1 0.7566097224784831   accuracy 0.7953172205438066   precision 0.7454108391608392   recall 0.7769958909833783
deviation 5/5   epoch 52/120   F1 0.7580718511507689   accuracy 0.7972054380664653   precision 0.7462541135335253   recall 0.7802034614779846
deviation 5/5   epoch 53/120   F1 0.7559414286240955   accuracy 0.7922960725075529   precision 0.7468582887700534   recall 0.7706844495564145
deviation 5/5   epoch 54/120   F1 0.7557306995024125   accuracy 0.7953172205438066   precision 0.7439839572192514   recall 0.7778729397434433
deviation 5/5   epoch 55/120   F1 0.757180325767632   accuracy 0.7968277945619335   precision 0.7451151789387084   recall 0.7801851443685255
deviation 5/5   epoch 56/120   F1 0.7586332447846504   accuracy 0.7949395770392749   precision 0.7491233031674208   recall 0.7742902595523135
deviation 5/5   epoch 57/120   F1 0.7553884309138192   accuracy 0.7915407854984894   precision 0.7465780542986425   recall 0.7695019318580962
deviation 5/5   epoch 58/120   F1 0.7536382876181296   accuracy 0.7904078549848943   precision 0.7445881324557795   recall 0.7684140548127824
deviation 5/5   epoch 59/120   F1 0.7562339620036131   accuracy 0.7945619335347432   precision 0.7454159810777459   recall 0.7755408662519665
deviation 5/5   epoch 60/120   F1 0.7559146917290591   accuracy 0.7919184290030211   precision 0.7471462361168244   recall 0.7699054572816986
deviation 5/5   epoch 61/120   F1 0.7565068808060256   accuracy 0.7911631419939577   precision 0.7488636363636363   recall 0.7679620277781045
deviation 5/5   epoch 62/120   F1 0.7546132681585662   accuracy 0.7900302114803626   precision 0.7465883381324558   recall 0.766956688738404
deviation 5/5   epoch 63/120   F1 0.7548134842679923   accuracy 0.7938066465256798   precision 0.7437088646647471   recall 0.775074867675736
deviation 5/5   epoch 64/120   F1 0.7585394204176519   accuracy 0.7938066465256798   precision 0.7499871452077334   recall 0.771919080058615
deviation 5/5   epoch 65/120   F1 0.755268186679088   accuracy 0.7922960725075529   precision 0.7457167832167833   recall 0.7712127016558123
deviation 5/5   epoch 66/120   F1 0.7573465194702084   accuracy 0.7964501510574018   precision 0.7456885026737968   recall 0.7790537408336162
deviation 5/5   epoch 67/120   F1 0.7582118546108401   accuracy 0.7938066465256798   precision 0.7494163924310984   recall 0.7721659260256755
deviation 5/5   epoch 68/120   F1 0.7587366356502915   accuracy 0.7941842900302115   precision 0.7499845742492801   recall 0.7725674259864674
deviation 5/5   epoch 69/120   F1 0.75881682302283   accuracy 0.7919184290030211   precision 0.7522830111065405   recall 0.7679981728886999
deviation 5/5   epoch 70/120   F1 0.7621169178894585   accuracy 0.7990936555891238   precision 0.751378033730975   recall 0.7807686564592642
update
deviation 5/5   epoch 71/120   F1 0.7605073759390968   accuracy 0.7956948640483383   precision 0.7516865487453723   recall 0.7744231517202956
deviation 5/5   epoch 72/120   F1 0.7634839192004118   accuracy 0.7979607250755287   precision 0.7548102632661455   recall 0.7769455817621815
update
deviation 5/5   epoch 73/120   F1 0.7614296163914485   accuracy 0.7968277945619335   precision 0.7522495886466474   recall 0.7761469180973826
deviation 5/5   epoch 74/120   F1 0.7627597611741288   accuracy 0.7972054380664653   precision 0.754244652406417   recall 0.7758944893499637
deviation 5/5   epoch 75/120   F1 0.7613624782806805   accuracy 0.7979607250755287   precision 0.7511003702180172   recall 0.7787871781532789
deviation 5/5   epoch 76/120   F1 0.7618537415106823   accuracy 0.7949395770392749   precision 0.7548308309337721   recall 0.7719077282020016
deviation 5/5   epoch 77/120   F1 0.7624195602424814   accuracy 0.7956948640483383   precision 0.755111065405183   recall 0.7730231185602645
deviation 5/5   epoch 78/120   F1 0.7618537415106823   accuracy 0.7949395770392749   precision 0.7548308309337721   recall 0.7719077282020016
deviation 5/5   epoch 79/120   F1 0.7636234152809092   accuracy 0.7945619335347432   precision 0.7585432949403538   recall 0.770189013823399
update
deviation 5/5   epoch 80/120   F1 0.7609100113520288   accuracy 0.7949395770392749   precision 0.7531185726038667   recall 0.7725434980148116
deviation 5/5   epoch 81/120   F1 0.7574835082903573   accuracy 0.7854984894259819   precision 0.7566073632250103   recall 0.7584010769947704
deviation 5/5   epoch 82/120   F1 0.7592222911406347   accuracy 0.7926737160120846   precision 0.7522778691896339   recall 0.7691836856460377
deviation 5/5   epoch 83/120   F1 0.7619892467284535   accuracy 0.7904078549848943   precision 0.759998457424928   recall 0.7641935557609225
deviation 5/5   epoch 84/120   F1 0.7596915707061253   accuracy 0.7896525679758308   precision 0.7562937062937063   recall 0.7637431832237027
deviation 5/5   epoch 85/120   F1 0.7624673415850927   accuracy 0.7960725075528701   precision 0.7548231180584122   recall 0.7737496823801053
deviation 5/5   epoch 86/120   F1 0.7620521572734442   accuracy 0.7900302114803626   precision 0.7605717811600164   recall 0.76364913375995
deviation 5/5   epoch 87/120   F1 0.760895112216188   accuracy 0.7915407854984894   precision 0.7565662278897574   recall 0.7663019693654267
deviation 5/5   epoch 88/120   F1 0.7632343988738245   accuracy 0.7949395770392749   precision 0.7573992184286302   recall 0.7710743756900019
deviation 5/5   epoch 89/120   F1 0.7616321235584338   accuracy 0.7870090634441088   precision 0.7634461127108186   recall 0.7599811236502395
deviation 5/5   epoch 90/120   F1 0.7612568694423302   accuracy 0.7888972809667674   precision 0.7602941176470588   recall 0.7622685828302982
deviation 5/5   epoch 91/120   F1 0.7580282407552855   accuracy 0.7836102719033232   precision 0.7600447346770877   recall 0.7562164085955998
deviation 5/5   epoch 92/120   F1 0.7644272854393936   accuracy 0.7949395770392749   precision 0.7596822295351707   recall 0.7704500650982833
update
deviation 5/5   epoch 93/120   F1 0.7566472117230822   accuracy 0.7817220543806647   precision 0.759486836692719   recall 0.7542093266336721
deviation 5/5   epoch 94/120   F1 0.7544756805466162   accuracy 0.779833836858006   precision 0.757216680378445   recall 0.7521144036483975
deviation 5/5   epoch 95/120   F1 0.7579346039458053   accuracy 0.7843655589123867   precision 0.7588980872069108   recall 0.7570189795273782
deviation 5/5   epoch 96/120   F1 0.7606932585360302   accuracy 0.7858761329305136   precision 0.7628830728095435   recall 0.7587403076132799
deviation 5/5   epoch 97/120   F1 0.7562561297385595   accuracy 0.7768126888217523   precision 0.7655131633072809   recall 0.7507638020069797
deviation 5/5   epoch 98/120   F1 0.7613429632291826   accuracy 0.7858761329305136   precision 0.7643099547511312   recall 0.7588021908793915
deviation 5/5   epoch 99/120   F1 0.755481206571397   accuracy 0.7787009063444109   precision 0.7609342863019334   recall 0.751439372918979
deviation 5/5   epoch 100/120   F1 0.75130969670018   accuracy 0.7719033232628398   precision 0.7609805635540929   recall 0.7458113680886665
deviation 5/5   epoch 101/120   F1 0.760697992748669   accuracy 0.7888972809667674   precision 0.7591526120937886   recall 0.7623717179946523
deviation 5/5   epoch 102/120   F1 0.755764772317297   accuracy 0.7779456193353474   precision 0.7626516865487454   recall 0.7510622611601931
deviation 5/5   epoch 103/120   F1 0.7576201372997713   accuracy 0.7824773413897281   precision 0.7606232003290827   recall 0.7550623993558776
deviation 5/5   epoch 104/120   F1 0.7519963087578347   accuracy 0.7737915407854985   precision 0.7598262032085561   recall 0.7469904288825957
deviation 5/5   epoch 105/120   F1 0.7523672821382745   accuracy 0.7726586102719033   precision 0.7624023035787741   recall 0.7467728091490468
deviation 5/5   epoch 106/120   F1 0.7591216347609812   accuracy 0.7888972809667674   precision 0.7560134718222953   recall 0.762774878332136
deviation 5/5   epoch 107/120   F1 0.7545440538933172   accuracy 0.7775679758308157   precision 0.7603712464006582   recall 0.7503239536621131
deviation 5/5   epoch 108/120   F1 0.7531394536292474   accuracy 0.7805891238670695   precision 0.7535016454134101   recall 0.7527843205117113
deviation 5/5   epoch 109/120   F1 0.753536857781087   accuracy 0.7734138972809668   precision 0.7641094199917728   recall 0.7478192064227265
