deviation 1/5   epoch 1/120   F1 0.4665009865396152   accuracy 0.6620090634441088   precision 0.5171611476758535   recall 0.5651704316625783
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deviation 1/5   epoch 2/120   F1 0.5227025612698781   accuracy 0.6722054380664653   precision 0.5459147470176882   recall 0.6057477662050058
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deviation 1/5   epoch 3/120   F1 0.5966966328976637   accuracy 0.7035498489425982   precision 0.5982106129164952   recall 0.6682050604624539
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deviation 1/5   epoch 4/120   F1 0.6423245978233192   accuracy 0.7235649546827795   precision 0.6351732825997531   recall 0.6940375623240074
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deviation 1/5   epoch 5/120   F1 0.6653251243545979   accuracy 0.7394259818731118   precision 0.6553270259152613   recall 0.7177600444055174
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deviation 1/5   epoch 6/120   F1 0.680797826172452   accuracy 0.7511329305135952   precision 0.6689453928424517   recall 0.7358315950025794
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deviation 1/5   epoch 7/120   F1 0.7104510810401183   accuracy 0.7613293051359517   precision 0.6994112505141916   recall 0.736938491851354
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deviation 1/5   epoch 8/120   F1 0.7166472739361702   accuracy 0.7666163141993958   precision 0.7050827848621966   recall 0.7441748702125576
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deviation 1/5   epoch 9/120   F1 0.7225760247202806   accuracy 0.7700151057401813   precision 0.7113379267791032   recall 0.7473775086049617
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deviation 1/5   epoch 10/120   F1 0.7251319031209562   accuracy 0.7707703927492447   precision 0.7144719251336898   recall 0.7472189314918085
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deviation 1/5   epoch 11/120   F1 0.7219908847874682   accuracy 0.7719033232628398   precision 0.7096128136569313   recall 0.7521657908654813
deviation 1/5   epoch 12/120   F1 0.7197116727146873   accuracy 0.770392749244713   precision 0.7073400863842041   recall 0.7504853042119747
deviation 1/5   epoch 13/120   F1 0.723832004755763   accuracy 0.7734138972809668   precision 0.7113147881530235   recall 0.7542132789810808
deviation 1/5   epoch 14/120   F1 0.7255983625368403   accuracy 0.773036253776435   precision 0.7138857466063349   recall 0.7518468176310633
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deviation 1/5   epoch 15/120   F1 0.7344522735069803   accuracy 0.7775679758308157   precision 0.7238430686960098   recall 0.7551670626817512
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deviation 1/5   epoch 16/120   F1 0.7297529442421435   accuracy 0.7768126888217523   precision 0.7175699300699301   recall 0.7572111347929988
deviation 1/5   epoch 17/120   F1 0.7226057421831883   accuracy 0.7749244712990937   precision 0.7090214932126697   recall 0.7592217067610438
deviation 1/5   epoch 18/120   F1 0.732377190682842   accuracy 0.7768126888217523   precision 0.7212798231180584   recall 0.7550663048221486
deviation 1/5   epoch 19/120   F1 0.737205994243938   accuracy 0.7790785498489426   precision 0.7269719251336898   recall 0.7564117086247746
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deviation 1/5   epoch 20/120   F1 0.7362827707399313   accuracy 0.7787009063444109   precision 0.725832990538873   recall 0.7562703675717624
deviation 1/5   epoch 21/120   F1 0.7420779220779221   accuracy 0.7824773413897281   precision 0.7320855614973262   recall 0.7601198709082526
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deviation 1/5   epoch 22/120   F1 0.7369660272377074   accuracy 0.779833836858006   precision 0.7261106540518305   recall 0.7582242021329304
deviation 1/5   epoch 23/120   F1 0.7428082128013133   accuracy 0.7813444108761329   precision 0.7340909090909091   recall 0.7573153456760031
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deviation 1/5   epoch 24/120   F1 0.7357678720715   accuracy 0.7802114803625377   precision 0.7241104483751543   recall 0.7600513718552638
deviation 1/5   epoch 25/120   F1 0.7427999730510447   accuracy 0.7805891238670695   precision 0.7346668037844508   recall 0.7558658943820147
deviation 1/5   epoch 26/120   F1 0.7363994282072921   accuracy 0.7817220543806647   precision 0.724100164541341   recall 0.7630910161025006
deviation 1/5   epoch 27/120   F1 0.7411823593073593   accuracy 0.7817220543806647   precision 0.7312345742492801   recall 0.7591660903642232
deviation 1/5   epoch 28/120   F1 0.744404114340871   accuracy 0.7824773413897281   precision 0.7357954545454546   recall 0.7585538575169921
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deviation 1/5   epoch 29/120   F1 0.7402867965367965   accuracy 0.7809667673716012   precision 0.7303835870012341   recall 0.7582123098201936
deviation 1/5   epoch 30/120   F1 0.744055846083796   accuracy 0.7832326283987915   precision 0.7346488070752777   recall 0.7603015161367603
deviation 1/5   epoch 31/120   F1 0.7449475163130671   accuracy 0.7843655589123867   precision 0.7352118469765528   recall 0.7620368374736048
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deviation 1/5   epoch 32/120   F1 0.7467927169487683   accuracy 0.7802114803625377   precision 0.7418037844508433   recall 0.7533981027203682
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deviation 1/5   epoch 33/120   F1 0.7472657661696814   accuracy 0.7877643504531722   precision 0.7363302139037433   recall 0.7677005067272409
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deviation 1/5   epoch 34/120   F1 0.7462308076943511   accuracy 0.7813444108761329   precision 0.7397984368572604   recall 0.755488103431156
deviation 1/5   epoch 35/120   F1 0.7483319497747197   accuracy 0.7866314199395771   precision 0.7389063142739614   recall 0.7643566574565006
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deviation 1/5   epoch 36/120   F1 0.7429801039997096   accuracy 0.7828549848942599   precision 0.7332244960921431   recall 0.7602686176412574
deviation 1/5   epoch 37/120   F1 0.7464989059080963   accuracy 0.7832326283987915   precision 0.7386440765117236   recall 0.7587617082961642
deviation 1/5   epoch 38/120   F1 0.7479555495625552   accuracy 0.7824773413897281   precision 0.7417883587001235   recall 0.7566617542710551
deviation 1/5   epoch 39/120   F1 0.7472718614687901   accuracy 0.7866314199395771   precision 0.737194055944056   recall 0.7651549280594924
deviation 1/5   epoch 40/120   F1 0.7510575461866855   accuracy 0.7866314199395771   precision 0.7434723364870424   recall 0.762561108234614
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deviation 1/5   epoch 41/120   F1 0.7486225402385088   accuracy 0.7851208459214502   precision 0.74062885643768   recall 0.7611192598993828
deviation 1/5   epoch 42/120   F1 0.7479540571972477   accuracy 0.7854984894259819   precision 0.7391994035376388   recall 0.7622863473752759
deviation 1/5   epoch 43/120   F1 0.752131285593602   accuracy 0.7877643504531722   precision 0.7443207527766351   recall 0.7640894387567946
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deviation 1/5   epoch 44/120   F1 0.7496018474279343   accuracy 0.7847432024169184   precision 0.7426290621143563   recall 0.7598604502599348
deviation 1/5   epoch 45/120   F1 0.7527504976636004   accuracy 0.7896525679758308   precision 0.7437371452077335   recall 0.7674801708358756
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deviation 1/5   epoch 46/120   F1 0.7477014989183477   accuracy 0.779833836858006   precision 0.7438039901275195   recall 0.7525474791524494
deviation 1/5   epoch 47/120   F1 0.7498677218095525   accuracy 0.783987915407855   precision 0.7437757095845332   recall 0.7583940810181085
deviation 1/5   epoch 48/120   F1 0.7486273114583528   accuracy 0.779833836858006   precision 0.7455162484574249   recall 0.7523253548061076
deviation 1/5   epoch 49/120   F1 0.751974035357943   accuracy 0.7858761329305136   precision 0.7457604895104895   recall 0.760687737727808
deviation 1/5   epoch 50/120   F1 0.7526827235312956   accuracy 0.7851208459214502   precision 0.747763266145619   recall 0.7591024976625793
deviation 1/5   epoch 51/120   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
deviation 1/5   epoch 52/120   F1 0.7534401632934378   accuracy 0.7877643504531722   precision 0.7466037638831757   recall 0.7633256465162247
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deviation 1/5   epoch 53/120   F1 0.7530395855444982   accuracy 0.7854984894259819   precision 0.7480460715754833   recall 0.759578131726216
deviation 1/5   epoch 54/120   F1 0.7531475606169704   accuracy 0.7851208459214502   precision 0.7486193953105718   recall 0.7589285056848039
deviation 1/5   epoch 55/120   F1 0.7572221970723723   accuracy 0.7881419939577039   precision 0.7531648498560263   recall 0.7622440453403019
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deviation 1/5   epoch 56/120   F1 0.7547769717549004   accuracy 0.7858761329305136   precision 0.7508972645002057   recall 0.759549527086554
deviation 1/5   epoch 57/120   F1 0.7519694294096756   accuracy 0.7843655589123867   precision 0.7471976552858905   recall 0.7581542441403484
deviation 1/5   epoch 58/120   F1 0.7514699850140939   accuracy 0.7828549848942599   precision 0.7477786918963389   recall 0.7559843608790897
deviation 1/5   epoch 59/120   F1 0.7512732691639377   accuracy 0.7873867069486404   precision 0.7431818181818182   recall 0.7638896154213668
deviation 1/5   epoch 60/120   F1 0.7523599204373368   accuracy 0.7809667673716012   precision 0.7515014397367339   recall 0.7532594625381868
deviation 1/5   epoch 61/120   F1 0.753278455334424   accuracy 0.7877643504531722   precision 0.746318387494858   recall 0.7634150364983572
deviation 1/5   epoch 62/120   F1 0.7550463986289764   accuracy 0.7847432024169184   precision 0.752617235705471   recall 0.7578117825478914
deviation 1/5   epoch 63/120   F1 0.7543071453685979   accuracy 0.7847432024169184   precision 0.7511903537638831   recall 0.757990324999736
deviation 1/5   epoch 64/120   F1 0.752576019741323   accuracy 0.7805891238670695   precision 0.7523601398601398   recall 0.7527944515947094
deviation 1/5   epoch 65/120   F1 0.7495231844330335   accuracy 0.7779456193353474   precision 0.7492389962978199   recall 0.7498118886380738
deviation 1/5   epoch 66/120   F1 0.7536515024653456   accuracy 0.7843655589123867   precision 0.7503367955573838   recall 0.7576131278957865
deviation 1/5   epoch 67/120   F1 0.7500208667610267   accuracy 0.7783232628398792   precision 0.7498071781160016   recall 0.7502370962040785
deviation 1/5   epoch 68/120   F1 0.7501802678064886   accuracy 0.775679758308157   precision 0.7532496914849856   recall 0.7475951568834942
deviation 1/5   epoch 69/120   F1 0.7561082095936469   accuracy 0.7877643504531722   precision 0.7514551624845742   recall 0.7620606132056513
deviation 1/5   epoch 70/120   F1 0.7507312280188583   accuracy 0.7783232628398792   precision 0.7512340600575895   recall 0.7502421564051889
deviation 1/5   epoch 71/120   F1 0.7541577979356135   accuracy 0.7847432024169184   precision 0.7509049773755656   recall 0.7580304003765015
deviation 1/5   epoch 72/120   F1 0.7504238457468229   accuracy 0.779833836858006   precision 0.7489407651172357   recall 0.7520330229165297
deviation 1/5   epoch 73/120   F1 0.7488205453595727   accuracy 0.7764350453172205   precision 0.7495346565199507   recall 0.7481343712850405
deviation 1/5   epoch 74/120   F1 0.7479685235329326   accuracy 0.7749244712990937   precision 0.7495449403537638   recall 0.7465261109968175
deviation 1/5   epoch 75/120   F1 0.7477094612086121   accuracy 0.770392749244713   precision 0.7547125668449198   recall 0.7430529489547837
deviation 1/5   epoch 76/120   F1 0.7455405341749494   accuracy 0.7688821752265861   precision 0.7518690867955574   recall 0.7411774408362322
deviation 1/5   epoch 77/120   F1 0.749204169844902   accuracy 0.7749244712990937   precision 0.752113327848622   recall 0.7467340982286634
deviation 1/5   epoch 78/120   F1 0.7500944941513553   accuracy 0.7753021148036254   precision 0.7535376388317565   recall 0.7472559605407407
deviation 1/5   epoch 79/120   F1 0.7414472800947114   accuracy 0.770392749244713   precision 0.7415852529823117   recall 0.7413104162012105
deviation 1/5   epoch 80/120   F1 0.7481820813161097   accuracy 0.7753021148036254   precision 0.7495423693953105   recall 0.7469219658969276
deviation 1/5   epoch 81/120   F1 0.751151685667579   accuracy 0.7783232628398792   precision 0.7520901892225422   recall 0.7502604939335062
deviation 1/5   epoch 82/120   F1 0.7452194663111613   accuracy 0.7722809667673716   precision 0.746994549568079   recall 0.7436162962822086
deviation 1/5   epoch 83/120   F1 0.7481820813161097   accuracy 0.7753021148036254   precision 0.7495423693953105   recall 0.7469219658969276
deviation 1/5   epoch 84/120   F1 0.7499499041937713   accuracy 0.777190332326284   precision 0.7509563965446319   recall 0.7489981352944628
deviation 1/5   epoch 85/120   F1 0.7449961861174677   accuracy 0.7711480362537765   precision 0.7478583916083916   recall 0.7425699476650564
deviation 1/5   epoch 86/120   F1 0.7474633725629805   accuracy 0.7737915407854985   precision 0.7498380296174414   recall 0.7453879442317344
deviation 1/5   epoch 87/120   F1 0.7485267199212964   accuracy 0.777190332326284   precision 0.7481026326614562   recall 0.7489609642458187
deviation 1/5   epoch 88/120   F1 0.7507312280188583   accuracy 0.7783232628398792   precision 0.7512340600575895   recall 0.7502421564051889
deviation 1/5   epoch 89/120   F1 0.7438778237352848   accuracy 0.770392749244713   precision 0.7464366515837104   recall 0.7416722974676524
deviation 1/5   epoch 90/120   F1 0.7456401587953012   accuracy 0.7768126888217523   precision 0.7429684286301934   recall 0.7487485909927505
deviation 1/5   epoch 91/120   F1 0.7484092967775262   accuracy 0.7820996978851964   precision 0.7429324352118469   recall 0.7558389983152277
deviation 1/5   epoch 92/120   F1 0.7414269397546944   accuracy 0.7658610271903323   precision 0.7467528794734677   recall 0.7375556595110626
deviation 1/5   epoch 93/120   F1 0.7486916909238028   accuracy 0.7817220543806647   precision 0.743791135335253   recall 0.7551253766681016
deviation 1/5   epoch 94/120   F1 0.7427860630831646   accuracy 0.7666163141993958   precision 0.7487453722747841   recall 0.7386092635202955
deviation 1/5   epoch 95/120   F1 0.7394516374111024   accuracy 0.7654833836858006   precision 0.7430455573837926   recall 0.7365552787034564
deviation 1/5   epoch 96/120   F1 0.7412669749325341   accuracy 0.7669939577039275   precision 0.7450329082682023   recall 0.7382558535586949
deviation 1/5   epoch 97/120   F1 0.7478161930657143   accuracy 0.7783232628398792   precision 0.7455265322912381   recall 0.7504184019503792
deviation 1/5   epoch 98/120   F1 0.7373114524265525   accuracy 0.7605740181268882   precision 0.7445058617852736   recall 0.7327191308177947
deviation 1/5   epoch 99/120   F1 0.7343882706964273   accuracy 0.7575528700906344   precision 0.7419580419580419   recall 0.7297190754803105
deviation 1/5   epoch 100/120   F1 0.7360908179747983   accuracy 0.7598187311178247   precision 0.7427987453722747   recall 0.7316844896827674
deviation 1/5   epoch 101/120   F1 0.7386761102792281   accuracy 0.7643504531722054   precision 0.7427678938708351   recall 0.7354817391738051
deviation 1/5   epoch 102/120   F1 0.7390856172689788   accuracy 0.7643504531722054   precision 0.7436240230357878   recall 0.735636985756346
deviation 1/5   epoch 103/120   F1 0.7434463841035439   accuracy 0.7677492447129909   precision 0.7487376593994242   recall 0.7395763107962126
deviation 1/5   epoch 104/120   F1 0.732051523204873   accuracy 0.7537764350453172   precision 0.7416983751542575   recall 0.7269596517784072
deviation 1/5   epoch 105/120   F1 0.7408587598131533   accuracy 0.7677492447129909   precision 0.7433155080213903   recall 0.7387344350584444
deviation 1/5   epoch 106/120   F1 0.7359455432293798   accuracy 0.7632175226586103   precision 0.7384949609214315   recall 0.7337640574374404
deviation 1/5   epoch 107/120   F1 0.7370633388980319   accuracy 0.7624622356495468   precision 0.7416392431098313   recall 0.7336070488742245
deviation 1/5   epoch 108/120   F1 0.7363741618213949   accuracy 0.7624622356495468   precision 0.7402123611682435   recall 0.7333411377606289
deviation 1/5   epoch 109/120   F1 0.7364447529660869   accuracy 0.7628398791540786   precision 0.7399244138214727   recall 0.7336325059146044
deviation 1/5   epoch 110/120   F1 0.7346944270675806   accuracy 0.7583081570996979   precision 0.7416675236528177   recall 0.7302119687006355
deviation 1/5   epoch 111/120   F1 0.7345178514763168   accuracy 0.7575528700906344   precision 0.7422434183463595   recall 0.7298009853177894
deviation 1/5   epoch 112/120   F1 0.7415941839174325   accuracy 0.770392749244713   precision 0.7418706293706294   recall 0.7413221698935984
deviation 1/5   epoch 113/120   F1 0.733841690389428   accuracy 0.7549093655589124   precision 0.7442590497737557   recall 0.728605459057072
deviation 1/5   epoch 114/120   F1 0.7339498131547636   accuracy 0.7579305135951662   precision 0.7405285890580008   recall 0.7296169716678682
deviation 1/5   epoch 115/120   F1 0.7221653295700328   accuracy 0.7416918429003021   precision 0.735502365281777   recall 0.7172683780713136
deviation 1/5   epoch 116/120   F1 0.733792758781726   accuracy 0.763595166163142   precision 0.7339263677498972   recall 0.7336602440145557
deviation 1/5   epoch 117/120   F1 0.7322541751871245   accuracy 0.7556646525679759   precision 0.739687885643768   recall 0.7276578014779724
deviation 1/5   epoch 118/120   F1 0.7225223546944858   accuracy 0.7416918429003021   precision 0.7363584944467297   recall 0.7176632699446928
deviation 1/5   epoch 119/120   F1 0.7272800063312321   accuracy 0.7488670694864048   precision 0.7374511517893871   recall 0.7222338521693361
deviation 1/5   epoch 120/120   F1 0.7305022217049786   accuracy 0.752643504531722   precision 0.7397084533113945   recall 0.7255164169212898

deviation 2/5   epoch 1/120   F1 0.5035064519582357   accuracy 0.6567220543806647   precision 0.5300390785684903   recall 0.5669333344790597
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deviation 2/5   epoch 2/120   F1 0.5499969038734818   accuracy 0.6756042296072508   precision 0.5615873097490744   recall 0.6139424294637856
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deviation 2/5   epoch 3/120   F1 0.648536611055118   accuracy 0.7073262839879154   precision 0.6424182435211847   recall 0.664785762890853
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deviation 2/5   epoch 4/120   F1 0.6883182440901982   accuracy 0.7435800604229608   precision 0.6786996092143152   recall 0.7134186922129213
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deviation 2/5   epoch 5/120   F1 0.7110811242577404   accuracy 0.7575528700906344   precision 0.7020053475935829   recall 0.7292312764213174
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deviation 2/5   epoch 6/120   F1 0.7117616068201906   accuracy 0.7639728096676737   precision 0.6999640065816537   recall 0.7418306597734762
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deviation 2/5   epoch 7/120   F1 0.7240119265951213   accuracy 0.7669939577039275   precision 0.715068387494858   recall 0.7404210450683479
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deviation 2/5   epoch 8/120   F1 0.7234914180601082   accuracy 0.7719033232628398   precision 0.7116104483751543   recall 0.7509237241631608
deviation 2/5   epoch 9/120   F1 0.7212191636486182   accuracy 0.7669939577039275   precision 0.7110731180584122   recall 0.7419417461422567
deviation 2/5   epoch 10/120   F1 0.7263085208617842   accuracy 0.7692598187311178   precision 0.7170505964623612   recall 0.7434808439519494
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deviation 2/5   epoch 11/120   F1 0.7273666429339253   accuracy 0.777190332326284   precision 0.714142842451666   recall 0.7603654800755217
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deviation 2/5   epoch 12/120   F1 0.7324169555382434   accuracy 0.7764350453172205   precision 0.7215677704648293   recall 0.7542069913485674
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deviation 2/5   epoch 13/120   F1 0.7364963749892139   accuracy 0.7783232628398792   precision 0.7264063142739613   recall 0.7553189021893154
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deviation 2/5   epoch 14/120   F1 0.7357087381286533   accuracy 0.7787009063444109   precision 0.7249768613739203   recall 0.756694045174538
deviation 2/5   epoch 15/120   F1 0.7328668000576464   accuracy 0.7726586102719033   precision 0.7247326203208556   recall 0.7464232654775698
deviation 2/5   epoch 16/120   F1 0.7335825943311252   accuracy 0.7764350453172205   precision 0.7232800287947347   recall 0.7533733220913577
deviation 2/5   epoch 17/120   F1 0.7396730664085029   accuracy 0.7820996978851964   precision 0.7286636157959687   recall 0.7611397503286599
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deviation 2/5   epoch 18/120   F1 0.7392571586119974   accuracy 0.777190332326284   precision 0.7315508021390374   recall 0.7514665438148287
deviation 2/5   epoch 19/120   F1 0.735529257199929   accuracy 0.7749244712990937   precision 0.7272855820649938   recall 0.7492226328712827
deviation 2/5   epoch 20/120   F1 0.7413655237396135   accuracy 0.7817220543806647   precision 0.7315199506375977   recall 0.7590358499955414
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deviation 2/5   epoch 21/120   F1 0.7451263682739298   accuracy 0.7843655589123867   precision 0.7354972233648704   recall 0.7619076722487064
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deviation 2/5   epoch 22/120   F1 0.744741143858271   accuracy 0.7858761329305136   precision 0.7337746812011517   recall 0.7655219865456284
deviation 2/5   epoch 23/120   F1 0.746198368583935   accuracy 0.7854984894259819   precision 0.7363456396544632   recall 0.7635254254779371
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deviation 2/5   epoch 24/120   F1 0.7449163016423133   accuracy 0.7820996978851964   precision 0.7369395310571781   recall 0.7575224224879443
deviation 2/5   epoch 25/120   F1 0.7447693640196412   accuracy 0.783987915407855   precision 0.7352144179350062   recall 0.7613710057565672
deviation 2/5   epoch 26/120   F1 0.7470888321217679   accuracy 0.7858761329305136   precision 0.7374845742492802   recall 0.7636700784327998
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deviation 2/5   epoch 27/120   F1 0.7452983810878548   accuracy 0.7854984894259819   precision 0.7349187577128753   recall 0.7642180505916236
deviation 2/5   epoch 28/120   F1 0.7496280676216517   accuracy 0.7851208459214502   precision 0.7423411147675854   recall 0.7605393848809432
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deviation 2/5   epoch 29/120   F1 0.7477006197140192   accuracy 0.7836102719033232   precision 0.7403537638831756   recall 0.7587990873046906
deviation 2/5   epoch 30/120   F1 0.7480103796476145   accuracy 0.7832326283987915   precision 0.7412124640065817   recall 0.7579547172923855
deviation 2/5   epoch 31/120   F1 0.7469118227868969   accuracy 0.7858761329305136   precision 0.7371991978609626   recall 0.7638005191032424
deviation 2/5   epoch 32/120   F1 0.7488541128974724   accuracy 0.7866314199395771   precision 0.7397624434389141   recall 0.7639837462236931
deviation 2/5   epoch 33/120   F1 0.7474632879602789   accuracy 0.7824773413897281   precision 0.7409322295351708   recall 0.7568865935861273
deviation 2/5   epoch 34/120   F1 0.7472718614687901   accuracy 0.7866314199395771   precision 0.737194055944056   recall 0.7651549280594924
deviation 2/5   epoch 35/120   F1 0.7553858154110783   accuracy 0.7881419939577039   precision 0.7497403331962156   recall 0.7630085876680626
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deviation 2/5   epoch 36/120   F1 0.7476300266248131   accuracy 0.7870090634441088   precision 0.7374768613739202   recall 0.7657007332234504
deviation 2/5   epoch 37/120   F1 0.7496003324628713   accuracy 0.7828549848942599   precision 0.7443541752365281   recall 0.7566095299807294
deviation 2/5   epoch 38/120   F1 0.7506321368769593   accuracy 0.7881419939577039   precision 0.7414644179350062   recall 0.7658576577379879
deviation 2/5   epoch 39/120   F1 0.7505463780829096   accuracy 0.7843655589123867   precision 0.7446292677910324   recall 0.7587356349187466
deviation 2/5   epoch 40/120   F1 0.7533877650395895   accuracy 0.793429003021148   precision 0.7417138009049774   recall 0.7755385768514713
deviation 2/5   epoch 41/120   F1 0.7537078909632   accuracy 0.7919184290030211   precision 0.743436343068696   recall 0.7716646045152151
deviation 2/5   epoch 42/120   F1 0.7517226566188815   accuracy 0.7896525679758308   precision 0.7420248868778281   recall 0.7682577055556941
deviation 2/5   epoch 43/120   F1 0.7533335523162923   accuracy 0.7911631419939577   precision 0.7434414849856026   recall 0.7702838095605095
deviation 2/5   epoch 44/120   F1 0.7535641948490985   accuracy 0.7873867069486404   precision 0.7471770876182642   recall 0.7625741922577183
deviation 2/5   epoch 45/120   F1 0.7550015364677275   accuracy 0.790785498489426   precision 0.7465831962155491   recall 0.768216494960681
deviation 2/5   epoch 46/120   F1 0.7559146917290591   accuracy 0.7919184290030211   precision 0.7471462361168244   recall 0.7699054572816986
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deviation 2/5   epoch 47/120   F1 0.7549567842969285   accuracy 0.7885196374622356   precision 0.7485962566844919   recall 0.7638884340374434
deviation 2/5   epoch 48/120   F1 0.7560550297528372   accuracy 0.7885196374622356   precision 0.7505938914027149   recall 0.7633475898552644
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deviation 2/5   epoch 49/120   F1 0.7574238560079736   accuracy 0.7922960725075529   precision 0.7494266762649116   recall 0.7696084970153734
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deviation 2/5   epoch 50/120   F1 0.7538954757317258   accuracy 0.7892749244712991   precision 0.7460227272727273   recall 0.7659291248429876
deviation 2/5   epoch 51/120   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426
deviation 2/5   epoch 52/120   F1 0.7536013330445777   accuracy 0.7877643504531722   precision 0.7468891402714932   recall 0.7632379667930362
deviation 2/5   epoch 53/120   F1 0.7569898379566053   accuracy 0.7911631419939577   precision 0.749719765528589   recall 0.7676568554845599
deviation 2/5   epoch 54/120   F1 0.7556314410119895   accuracy 0.7888972809667674   precision 0.7494498148909914   recall 0.7642163760724957
deviation 2/5   epoch 55/120   F1 0.7580509919798497   accuracy 0.790785498489426   precision 0.7520053475935828   recall 0.7663449441469055
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deviation 2/5   epoch 56/120   F1 0.7573091375675923   accuracy 0.7911631419939577   precision 0.7502905183052242   recall 0.7674622978383201
deviation 2/5   epoch 57/120   F1 0.758504252883707   accuracy 0.7896525679758308   precision 0.7540106951871658   recall 0.7641840143269023
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deviation 2/5   epoch 58/120   F1 0.7554636073161247   accuracy 0.7904078549848943   precision 0.7477272727272728   recall 0.7671496409230575
deviation 2/5   epoch 59/120   F1 0.7534548687898472   accuracy 0.7851208459214502   precision 0.749190148087207   recall 0.7588202150804666
deviation 2/5   epoch 60/120   F1 0.7528469424778423   accuracy 0.7820996978851964   precision 0.7512083504730563   recall 0.7546376378195919
deviation 2/5   epoch 61/120   F1 0.7521342165542007   accuracy 0.7858761329305136   precision 0.7460458658988072   recall 0.7606109251426421
deviation 2/5   epoch 62/120   F1 0.7507585010104919   accuracy 0.7820996978851964   precision 0.7472130810366104   recall 0.7550639908060672
deviation 2/5   epoch 63/120   F1 0.7509109568327672   accuracy 0.7820996978851964   precision 0.7474984574249279   recall 0.7550242495166986
deviation 2/5   epoch 64/120   F1 0.752571090592343   accuracy 0.7813444108761329   precision 0.7514988687782805   recall 0.7537076240278286
deviation 2/5   epoch 65/120   F1 0.753284344711336   accuracy 0.7862537764350453   precision 0.7477555532702591   recall 0.760733225108225
deviation 2/5   epoch 66/120   F1 0.754039539288563   accuracy 0.783987915407855   precision 0.7514808720691073   recall 0.7569750212797259
deviation 2/5   epoch 67/120   F1 0.7549921450104224   accuracy 0.7836102719033232   precision 0.7537664541341011   recall 0.7563008981112723
deviation 2/5   epoch 68/120   F1 0.7519264850587974   accuracy 0.7809667673716012   precision 0.7506453105717812   recall 0.7533003536139554
deviation 2/5   epoch 69/120   F1 0.7524266177330448   accuracy 0.7813444108761329   precision 0.7512134923899629   recall 0.7537224391494721
deviation 2/5   epoch 70/120   F1 0.7534993867054227   accuracy 0.7817220543806647   precision 0.7529231797614151   recall 0.7540938300686006
deviation 2/5   epoch 71/120   F1 0.7530444239304999   accuracy 0.777190332326284   precision 0.7575200534759359   recall 0.7495515471622901
deviation 2/5   epoch 72/120   F1 0.7520290889883589   accuracy 0.7836102719033232   precision 0.74805892636775   recall 0.7569550092378369
deviation 2/5   epoch 73/120   F1 0.7546349561792981   accuracy 0.7824773413897281   precision 0.7543449197860963   recall 0.7549295484296566
deviation 2/5   epoch 74/120   F1 0.7503602645082221   accuracy 0.7753021148036254   precision 0.7541083916083916   recall 0.7473226914528187
deviation 2/5   epoch 75/120   F1 0.750402182253878   accuracy 0.7749244712990937   precision 0.75468171534348   recall 0.7470379929924313
deviation 2/5   epoch 76/120   F1 0.7527911226086855   accuracy 0.7783232628398792   precision 0.7555147058823529   recall 0.7504461903564924
deviation 2/5   epoch 77/120   F1 0.7510518173030571   accuracy 0.7749244712990937   precision 0.7561085972850679   recall 0.7472474559444031
deviation 2/5   epoch 78/120   F1 0.755063733784546   accuracy 0.7832326283987915   precision 0.7543397778691896   recall 0.7558162988247159
deviation 2/5   epoch 79/120   F1 0.7438774004113871   accuracy 0.7673716012084593   precision 0.7501671122994653   recall 0.7395477138278153
deviation 2/5   epoch 80/120   F1 0.7453933587445486   accuracy 0.7673716012084593   precision 0.753591628959276   recall 0.7403699236027341
deviation 2/5   epoch 81/120   F1 0.7504824444958034   accuracy 0.7764350453172205   precision 0.7529591731797614   recall 0.7483247900782143
deviation 2/5   epoch 82/120   F1 0.7466533818189562   accuracy 0.7692598187311178   precision 0.7538641505553271   recall 0.7419331028986865
deviation 2/5   epoch 83/120   F1 0.7522914228404707   accuracy 0.7805891238670695   precision 0.7517893870835047   recall 0.7528073826694416
deviation 2/5   epoch 84/120   F1 0.7503767203431189   accuracy 0.7737915407854985   precision 0.7561163101604278   recall 0.746233208324605
deviation 2/5   epoch 85/120   F1 0.749798094693078   accuracy 0.773036253776435   precision 0.7558360756890169   recall 0.7455207755703004
deviation 2/5   epoch 86/120   F1 0.7459914004678317   accuracy 0.7677492447129909   precision 0.7544451871657754   recall 0.7408862034239678
deviation 2/5   epoch 87/120   F1 0.7464676200800076   accuracy 0.7700151057401813   precision 0.7524321266968326   recall 0.7422540736624009
deviation 2/5   epoch 88/120   F1 0.7502101744176782   accuracy 0.7764350453172205   precision 0.7523884204031263   recall 0.7482808330909596
deviation 2/5   epoch 89/120   F1 0.7393419184880008   accuracy 0.7601963746223565   precision 0.749645207733443   recall 0.733987629755336
deviation 2/5   epoch 90/120   F1 0.7433175814855204   accuracy 0.7643504531722054   precision 0.7530414438502674   recall 0.737969511236838
deviation 2/5   epoch 91/120   F1 0.7374873547639391   accuracy 0.7560422960725075   precision 0.7513857466063348   recall 0.7320645363408521
deviation 2/5   epoch 92/120   F1 0.7435473884320363   accuracy 0.7647280966767371   precision 0.753038872891814   recall 0.7382396956829312
deviation 2/5   epoch 93/120   F1 0.7370853735411929   accuracy 0.7586858006042296   precision 0.7465163512957631   recall 0.7319212505389263
deviation 2/5   epoch 94/120   F1 0.7337452292525972   accuracy 0.7515105740181269   precision 0.7491335870012341   recall 0.7286289295118016
deviation 2/5   epoch 95/120   F1 0.7374314307428675   accuracy 0.7533987915407855   precision 0.7556843891402715   recall 0.73272986816202
deviation 2/5   epoch 96/120   F1 0.7342835592484533   accuracy 0.75   precision 0.7531391402714932   recall 0.7299179906782115
deviation 2/5   epoch 97/120   F1 0.7450419191111355   accuracy 0.7669939577039275   precision 0.7533088235294118   recall 0.7400043359456594
deviation 2/5   epoch 98/120   F1 0.7456728154609191   accuracy 0.7662386706948641   precision 0.7558823529411764   recall 0.7401889598460327
deviation 2/5   epoch 99/120   F1 0.7403769494592999   accuracy 0.7617069486404834   precision 0.7499203002879473   recall 0.7351236673477446
deviation 2/5   epoch 100/120   F1 0.7263176925765666   accuracy 0.7409365558912386   precision 0.7474933155080214   recall 0.7232552853975528
deviation 2/5   epoch 101/120   F1 0.7330761651703095   accuracy 0.7522658610271903   precision 0.7462746812011518   recall 0.7277728240063726
deviation 2/5   epoch 102/120   F1 0.7307501765810138   accuracy 0.745845921450151   precision 0.7508844097079391   recall 0.7270072411131925
deviation 2/5   epoch 103/120   F1 0.7452883562311214   accuracy 0.7669939577039275   precision 0.7538795763060469   recall 0.7401578369767774
deviation 2/5   epoch 104/120   F1 0.7289801752043192   accuracy 0.7447129909365559   precision 0.7480383587001234   recall 0.7249746405960334
deviation 2/5   epoch 105/120   F1 0.7373797480908459   accuracy 0.7564199395770392   precision 0.7505270464829288   recall 0.7319270029126242
deviation 2/5   epoch 106/120   F1 0.7349178942728041   accuracy 0.7530211480362538   precision 0.7496940559440559   recall 0.7296721435530709
deviation 2/5   epoch 107/120   F1 0.7429527364881023   accuracy 0.7662386706948641   precision 0.74960407239819   recall 0.7384867784719292
deviation 2/5   epoch 108/120   F1 0.7321304435522423   accuracy 0.7522658610271903   precision 0.7439916700946113   recall 0.7268436740342716
deviation 2/5   epoch 109/120   F1 0.7173621266933496   accuracy 0.7318731117824774   precision 0.738993726861374   recall 0.7151032025175861
deviation 2/5   epoch 110/120   F1 0.7364492144047872   accuracy 0.7560422960725075   precision 0.7488173591114768   recall 0.7310209752150156
deviation 2/5   epoch 111/120   F1 0.7327179495082194   accuracy 0.752643504531722   precision 0.7448452283011107   recall 0.7274085372223731
deviation 2/5   epoch 112/120   F1 0.7167495369190093   accuracy 0.7280966767371602   precision 0.7447269642122583   recall 0.7181257805428568
deviation 2/5   epoch 113/120   F1 0.7242755404237184   accuracy 0.7401812688821753   precision 0.7432178116001645   recall 0.7205030907073664
deviation 2/5   epoch 114/120   F1 0.7300208803774287   accuracy 0.747356495468278   precision 0.7463081036610448   recall 0.7252294664482644
deviation 2/5   epoch 115/120   F1 0.7308690239976614   accuracy 0.75   precision 0.7442924722336487   recall 0.7256562245448046
deviation 2/5   epoch 116/120   F1 0.7255306241988755   accuracy 0.7413141993957704   precision 0.7446369806663924   recall 0.7217402322756548
deviation 2/5   epoch 117/120   F1 0.7236861207897793   accuracy 0.7394259818731118   precision 0.7429375771287536   recall 0.7200541210224309
deviation 2/5   epoch 118/120   F1 0.7267608305859217   accuracy 0.747356495468278   precision 0.738317564788153   recall 0.7216431833112458
deviation 2/5   epoch 119/120   F1 0.7184350199968339   accuracy 0.7311178247734139   precision 0.7435648909913616   recall 0.7179049275122308
deviation 2/5   epoch 120/120   F1 0.7280606947595576   accuracy 0.7428247734138973   precision 0.7489073426573427   recall 0.7247530102196864

deviation 3/5   epoch 1/120   F1 0.4118668706597842   accuracy 0.648036253776435   precision 0.4907162690250926   recall 0.43726001216227955
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deviation 3/5   epoch 2/120   F1 0.4927589361654205   accuracy 0.6627643504531722   precision 0.5280003085150144   recall 0.5768249993386885
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deviation 3/5   epoch 3/120   F1 0.5712927855941675   accuracy 0.695619335347432   precision 0.5802858905800082   recall 0.6583867155602217
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deviation 3/5   epoch 4/120   F1 0.6563115936745901   accuracy 0.7277190332326284   precision 0.6477015631427396   recall 0.6962748770719683
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deviation 3/5   epoch 5/120   F1 0.6818620331020138   accuracy 0.7469788519637462   precision 0.6706859317153435   recall 0.7242034344764703
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deviation 3/5   epoch 6/120   F1 0.694565166197909   accuracy 0.7549093655589124   precision 0.6826177498971617   recall 0.7337147637508667
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deviation 3/5   epoch 7/120   F1 0.7120986447152993   accuracy 0.7688821752265861   precision 0.6985037021801728   recall 0.753739878010306
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deviation 3/5   epoch 8/120   F1 0.710350361296181   accuracy 0.7669939577039275   precision 0.6970896750308515   recall 0.7504314192447693
deviation 3/5   epoch 9/120   F1 0.7149420170545111   accuracy 0.7654833836858006   precision 0.7033782394076511   recall 0.7428920693771182
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deviation 3/5   epoch 10/120   F1 0.7023346866072151   accuracy 0.7651057401812689   precision 0.6885412381735911   recall 0.7535367573846665
deviation 3/5   epoch 11/120   F1 0.7146967670788361   accuracy 0.7688821752265861   precision 0.701642842451666   recall 0.7512050836111832
deviation 3/5   epoch 12/120   F1 0.7148145809868252   accuracy 0.7700151057401813   precision 0.7013497531879884   recall 0.7540419337704307
deviation 3/5   epoch 13/120   F1 0.7165002849169766   accuracy 0.7681268882175226   precision 0.7042163718634307   recall 0.7477643132300877
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deviation 3/5   epoch 14/120   F1 0.7151654498272222   accuracy 0.770392749244713   precision 0.7016325586178527   recall 0.754696791080887
deviation 3/5   epoch 15/120   F1 0.7148486566400997   accuracy 0.7658610271903323   precision 0.7030902920608803   recall 0.7438086419753087
deviation 3/5   epoch 16/120   F1 0.7135314033767193   accuracy 0.7681268882175226   precision 0.7005064788153024   recall 0.7503595413279915
deviation 3/5   epoch 17/120   F1 0.7163189322093431   accuracy 0.7696374622356495   precision 0.7033499588646648   recall 0.7516224470318763
deviation 3/5   epoch 18/120   F1 0.7121319238710837   accuracy 0.7658610271903323   precision 0.6996657754010696   recall 0.7459650856389988
deviation 3/5   epoch 19/120   F1 0.7185634382363641   accuracy 0.7677492447129909   precision 0.7070727067050596   recall 0.7452948705161462
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deviation 3/5   epoch 20/120   F1 0.7164243693097221   accuracy 0.7692598187311178   precision 0.7036379062114356   recall 0.7505807217004449
deviation 3/5   epoch 21/120   F1 0.7166512289004789   accuracy 0.7692598187311178   precision 0.7039232825997532   recall 0.7503789950338038
deviation 3/5   epoch 22/120   F1 0.7166265581861015   accuracy 0.7685045317220544   precision 0.7042138009049774   recall 0.7485607331870401
deviation 3/5   epoch 23/120   F1 0.717249034070952   accuracy 0.770392749244713   precision 0.7042009461127108   recall 0.752675446968251
deviation 3/5   epoch 24/120   F1 0.7188785290958902   accuracy 0.7692598187311178   precision 0.7067770464829288   recall 0.7484939910261252
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deviation 3/5   epoch 25/120   F1 0.7234512084287178   accuracy 0.7741691842900302   precision 0.7104535170711641   recall 0.7564321046053023
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deviation 3/5   epoch 26/120   F1 0.7214748802746905   accuracy 0.7749244712990937   precision 0.7075946112710818   recall 0.7604037667698658
deviation 3/5   epoch 27/120   F1 0.7251647248097464   accuracy 0.7753021148036254   precision 0.7121580625257096   recall 0.7576754069259575
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deviation 3/5   epoch 28/120   F1 0.7252436791742659   accuracy 0.7749244712990937   precision 0.7124460098724805   recall 0.7566537148678575
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deviation 3/5   epoch 29/120   F1 0.7311178805501708   accuracy 0.775679758308157   precision 0.7201460304401481   recall 0.7535210433598318
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deviation 3/5   epoch 30/120   F1 0.7290671831255566   accuracy 0.777190332326284   precision 0.7164258535582065   recall 0.7587414091987656
deviation 3/5   epoch 31/120   F1 0.7312064495580552   accuracy 0.7805891238670695   precision 0.717544220485397   recall 0.7653589390785538
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deviation 3/5   epoch 32/120   F1 0.7297754511176946   accuracy 0.7802114803625377   precision 0.7158345331139448   recall 0.7658831205026857
deviation 3/5   epoch 33/120   F1 0.7293553646606479   accuracy 0.7779456193353474   precision 0.7164207116413   recall 0.7603557433278796
deviation 3/5   epoch 34/120   F1 0.7293403582718652   accuracy 0.7802114803625377   precision 0.7152637803373098   recall 0.7663644461411211
deviation 3/5   epoch 35/120   F1 0.7325612712092646   accuracy 0.7824773413897281   precision 0.7183874948580831   recall 0.7690280733758994
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deviation 3/5   epoch 36/120   F1 0.7321414761867937   accuracy 0.7787009063444109   precision 0.719840086384204   recall 0.7596343033424018
deviation 3/5   epoch 37/120   F1 0.7340154730522717   accuracy 0.7813444108761329   precision 0.7209635952283011   recall 0.7644396702580754
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deviation 3/5   epoch 38/120   F1 0.7365498425592583   accuracy 0.7802114803625377   precision 0.7252519539284246   recall 0.7594010451362674
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deviation 3/5   epoch 39/120   F1 0.73651140469621   accuracy 0.7824773413897281   precision 0.7238096462361168   recall 0.7648539778449144
deviation 3/5   epoch 40/120   F1 0.7332455175020287   accuracy 0.7809667673716012   precision 0.7201100370218018   recall 0.7642407407407408
deviation 3/5   epoch 41/120   F1 0.7378666935238819   accuracy 0.7828549848942599   precision 0.7255193336075689   recall 0.764496252356647
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deviation 3/5   epoch 42/120   F1 0.7333938469162852   accuracy 0.7813444108761329   precision 0.7201074660633484   recall 0.7650690630720586
deviation 3/5   epoch 43/120   F1 0.7342551293487957   accuracy 0.7824773413897281   precision 0.7206705059646237   recall 0.767156374501992
deviation 3/5   epoch 44/120   F1 0.7403623562723604   accuracy 0.7832326283987915   precision 0.7289412793089264   recall 0.7631564949111671
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deviation 3/5   epoch 45/120   F1 0.7350377735591136   accuracy 0.7813444108761329   precision 0.722390477169889   recall 0.7634400456218065
deviation 3/5   epoch 46/120   F1 0.7386183618145137   accuracy 0.7832326283987915   precision 0.7263728918140683   recall 0.7647172891506498
deviation 3/5   epoch 47/120   F1 0.7387168172994921   accuracy 0.7820996978851964   precision 0.7272367338543809   recall 0.7619327564861964
deviation 3/5   epoch 48/120   F1 0.7420548693772127   accuracy 0.7832326283987915   precision 0.7315096668037844   recall 0.761771246675097
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deviation 3/5   epoch 49/120   F1 0.7389829471487375   accuracy 0.7809667673716012   precision 0.7283859522830111   recall 0.7591674130521673
deviation 3/5   epoch 50/120   F1 0.739049026853905   accuracy 0.7794561933534743   precision 0.7295377416700946   recall 0.7559346181520052
deviation 3/5   epoch 51/120   F1 0.7393168099630745   accuracy 0.7817220543806647   precision 0.7283808103661045   recall 0.7605778820768554
deviation 3/5   epoch 52/120   F1 0.7372925709311322   accuracy 0.7805891238670695   precision 0.7261055121349238   recall 0.7596546391942811
deviation 3/5   epoch 53/120   F1 0.7392924755676704   accuracy 0.7820996978851964   precision 0.7280928630193335   recall 0.7614505630518626
deviation 3/5   epoch 54/120   F1 0.7404582091015138   accuracy 0.7813444108761329   precision 0.7303810160427807   recall 0.7588869700627001
deviation 3/5   epoch 55/120   F1 0.7417300300026661   accuracy 0.7817220543806647   precision 0.7320907034142328   recall 0.7587811708992298
deviation 3/5   epoch 56/120   F1 0.7382919703896282   accuracy 0.779833836858006   precision 0.7281082887700534   recall 0.7572382225991281
deviation 3/5   epoch 57/120   F1 0.7404984373662129   accuracy 0.7787009063444109   precision 0.7323966474701769   recall 0.7535937920818745
deviation 3/5   epoch 58/120   F1 0.740998584628839   accuracy 0.7817220543806647   precision 0.7309491978609626   recall 0.7592982810628257
deviation 3/5   epoch 59/120   F1 0.7429552131697275   accuracy 0.779833836858006   precision 0.7355280748663102   recall 0.7543875542782168
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deviation 3/5   epoch 60/120   F1 0.7429657896141324   accuracy 0.7802114803625377   precision 0.7352401275195393   recall 0.7550708073148974
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deviation 3/5   epoch 61/120   F1 0.7425731273557361   accuracy 0.7787009063444109   precision 0.7358211641299877   recall 0.7525690589479249
deviation 3/5   epoch 62/120   F1 0.7440411208151383   accuracy 0.7817220543806647   precision 0.7358005964623612   recall 0.7573082188706347
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deviation 3/5   epoch 63/120   F1 0.7438761939306009   accuracy 0.7824773413897281   precision 0.7349393253805019   recall 0.7588871890758684
deviation 3/5   epoch 64/120   F1 0.7422637848482991   accuracy 0.779833836858006   precision 0.7343865693130399   recall 0.7547476854487676
deviation 3/5   epoch 65/120   F1 0.7443632550475208   accuracy 0.7809667673716012   precision 0.7369472439325381   recall 0.7557220666864592
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deviation 3/5   epoch 66/120   F1 0.7444983291897416   accuracy 0.7802114803625377   precision 0.7378085150143974   recall 0.7543145044884043
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deviation 3/5   epoch 67/120   F1 0.7479085439711364   accuracy 0.7843655589123867   precision 0.7400632455779514   recall 0.7600962251576768
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deviation 3/5   epoch 68/120   F1 0.7459959692263034   accuracy 0.7836102719033232   precision 0.7375   recall 0.7597896018633938
deviation 3/5   epoch 69/120   F1 0.7464432848118647   accuracy 0.7820996978851964   precision 0.7395079185520362   recall 0.7567115030225788
deviation 3/5   epoch 70/120   F1 0.7478892791158309   accuracy 0.783987915407855   precision 0.7403511929247224   recall 0.7593957320000111
deviation 3/5   epoch 71/120   F1 0.7497590202045021   accuracy 0.7828549848942599   precision 0.7446395516248457   recall 0.7565490373176329
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deviation 3/5   epoch 72/120   F1 0.7466981334018323   accuracy 0.783987915407855   precision 0.7383535582064994   recall 0.7600940389622048
deviation 3/5   epoch 73/120   F1 0.74457071333985   accuracy 0.7820996978851964   precision 0.736368778280543   recall 0.7577216201158428
deviation 3/5   epoch 74/120   F1 0.7437456031125834   accuracy 0.7787009063444109   precision 0.7378187988482107   recall 0.7520799553078715
deviation 3/5   epoch 75/120   F1 0.7468827891986447   accuracy 0.7760574018126888   precision 0.7461127108185932   recall 0.7476870224217973
deviation 3/5   epoch 76/120   F1 0.7465939890135778   accuracy 0.7783232628398792   precision 0.7432435211846977   recall 0.7506399315993422
deviation 3/5   epoch 77/120   F1 0.7539776853662915   accuracy 0.7836102719033232   precision 0.7517688194158783   recall 0.7564649514093356
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deviation 3/5   epoch 78/120   F1 0.7494325349463521   accuracy 0.7813444108761329   precision 0.7455059646236117   recall 0.7543104911866043
deviation 3/5   epoch 79/120   F1 0.7483209807340974   accuracy 0.7787009063444109   precision 0.74609471410942   recall 0.7508411949685534
deviation 3/5   epoch 80/120   F1 0.7469123617436877   accuracy 0.774546827794562   precision 0.7478352529823118   recall 0.7460364404373363
deviation 3/5   epoch 81/120   F1 0.741907381585531   accuracy 0.7681268882175226   precision 0.7450251953928424   recall 0.7393130844406947
deviation 3/5   epoch 82/120   F1 0.755063733784546   accuracy 0.7832326283987915   precision 0.7543397778691896   recall 0.7558162988247159
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deviation 3/5   epoch 83/120   F1 0.7388001151066501   accuracy 0.7624622356495468   precision 0.7453491361579596   recall 0.7344213558737066
deviation 3/5   epoch 84/120   F1 0.7464819739846802   accuracy 0.773036253776435   precision 0.7487016659810777   recall 0.7445262186024202
deviation 3/5   epoch 85/120   F1 0.7423467661902594   accuracy 0.7669939577039275   precision 0.747315919374743   recall 0.7386477882297341
deviation 3/5   epoch 86/120   F1 0.7465425976769817   accuracy 0.7726586102719033   precision 0.7492749897161661   recall 0.7442051708287682
deviation 3/5   epoch 87/120   F1 0.7490349717734395   accuracy 0.7741691842900302   precision 0.7526892225421637   recall 0.7460625633707612
deviation 3/5   epoch 88/120   F1 0.749798094693078   accuracy 0.773036253776435   precision 0.7558360756890169   recall 0.7455207755703004
deviation 3/5   epoch 89/120   F1 0.744587758452619   accuracy 0.7692598187311178   precision 0.749298128342246   recall 0.7410113494082959
deviation 3/5   epoch 90/120   F1 0.7405307076388362   accuracy 0.7632175226586103   precision 0.7481977581242287   recall 0.7357405581619665
deviation 3/5   epoch 91/120   F1 0.7426475294229197   accuracy 0.7677492447129909   precision 0.7470254010695188   recall 0.739267328939349
deviation 3/5   epoch 92/120   F1 0.7409342633218485   accuracy 0.7628398791540786   precision 0.7496272110242699   recall 0.7358535252322828
deviation 3/5   epoch 93/120   F1 0.7395706130553488   accuracy 0.7605740181268882   precision 0.7496426367749898   recall 0.7342447313571098
deviation 3/5   epoch 94/120   F1 0.7433037913130774   accuracy 0.7666163141993958   precision 0.7498868778280543   recall 0.738860695722694
deviation 3/5   epoch 95/120   F1 0.7407536154294676   accuracy 0.7613293051359517   precision 0.7513497531879885   recall 0.7353271086526912
deviation 3/5   epoch 96/120   F1 0.7369053687613369   accuracy 0.7571752265861027   precision 0.7482388934594817   recall 0.7315058188150177
deviation 3/5   epoch 97/120   F1 0.7350397153833801   accuracy 0.7552870090634441   precision 0.7465394899218429   recall 0.72968182645602
deviation 3/5   epoch 98/120   F1 0.7407838143044025   accuracy 0.7632175226586103   precision 0.7487685109008638   recall 0.7358944166421353
deviation 3/5   epoch 99/120   F1 0.7430228545912153   accuracy 0.7688821752265861   precision 0.7464469354175236   recall 0.7402215316760224
deviation 3/5   epoch 100/120   F1 0.7427287457592789   accuracy 0.7681268882175226   precision 0.7467374537227478   recall 0.7395633636871954
deviation 3/5   epoch 101/120   F1 0.740642131155379   accuracy 0.7609516616314199   precision 0.7516377005347594   recall 0.7351728500144464
deviation 3/5   epoch 102/120   F1 0.739008400815864   accuracy 0.7579305135951662   precision 0.752229020979021   recall 0.7335026166016607
deviation 3/5   epoch 103/120   F1 0.7415502904432243   accuracy 0.7628398791540786   precision 0.7510540929658577   recall 0.7362804878048781
deviation 3/5   epoch 104/120   F1 0.7399384872025379   accuracy 0.7639728096676737   precision 0.7459096051007816   recall 0.7357839466799782
deviation 3/5   epoch 105/120   F1 0.7262317160419116   accuracy 0.7450906344410876   precision 0.7403306252570958   recall 0.7212553440139646
deviation 3/5   epoch 106/120   F1 0.7399255689769395   accuracy 0.7628398791540786   precision 0.7473441999177293   recall 0.7352232135216612
deviation 3/5   epoch 107/120   F1 0.7456350014267399   accuracy 0.7692598187311178   precision 0.7515811394487866   recall 0.7414373981854261
deviation 3/5   epoch 108/120   F1 0.732258412424504   accuracy 0.7507552870090635   precision 0.7465703414232826   recall 0.7270673914690506
deviation 3/5   epoch 109/120   F1 0.7312568611667838   accuracy 0.752643504531722   precision 0.7414207116412999   recall 0.7261133287622497
deviation 3/5   epoch 110/120   F1 0.7394090388160846   accuracy 0.7613293051359517   precision 0.7482106129164953   recall 0.7343300970873786
deviation 3/5   epoch 111/120   F1 0.7324257640567852   accuracy 0.7537764350453172   precision 0.7425545043192102   recall 0.7272582743170979
deviation 3/5   epoch 112/120   F1 0.7411042724052351   accuracy 0.7639728096676737   precision 0.7484779925956396   recall 0.736400426336751
deviation 3/5   epoch 113/120   F1 0.7437977147352179   accuracy 0.7681268882175226   precision 0.7490204648292884   recall 0.7399590732519423
deviation 3/5   epoch 114/120   F1 0.7347841398916848   accuracy 0.7556646525679759   precision 0.7453954134101193   recall 0.7295033286746915
deviation 3/5   epoch 115/120   F1 0.7260971890103853   accuracy 0.7435800604229608   precision 0.7423385438091321   recall 0.7214819388011051
deviation 3/5   epoch 116/120   F1 0.7313551749813849   accuracy 0.7530211480362538   precision 0.741132764294529   recall 0.726259746024394
deviation 3/5   epoch 117/120   F1 0.7224012470453803   accuracy 0.7398036253776435   precision 0.7389397367338544   recall 0.7180344454447615
deviation 3/5   epoch 118/120   F1 0.7205467787869458   accuracy 0.7348942598187311   precision 0.7423976758535582   recall 0.7181668826360608
deviation 3/5   epoch 119/120   F1 0.7357296967889986   accuracy 0.7583081570996979   precision 0.7439505347593582   recall 0.7308579408737796
deviation 3/5   epoch 120/120   F1 0.7248430940604349   accuracy 0.743202416918429   precision 0.7397727272727272   recall 0.7200385047328735

deviation 4/5   epoch 1/120   F1 0.42339542217334547   accuracy 0.6552114803625377   precision 0.4986579596873715   recall 0.49083209294360947
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deviation 4/5   epoch 2/120   F1 0.4374399836840599   accuracy 0.6601208459214502   precision 0.5060443233237351   recall 0.536212128213422
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deviation 4/5   epoch 3/120   F1 0.47418717139471855   accuracy 0.6688066465256798   precision 0.523678527354998   recall 0.5941989889717634
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deviation 4/5   epoch 4/120   F1 0.5615879666512579   accuracy 0.6948640483383686   precision 0.5745835047305635   recall 0.661005661005661
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deviation 4/5   epoch 5/120   F1 0.5977442072058712   accuracy 0.7137462235649547   precision 0.6012803373097491   recall 0.6978375175143002
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deviation 4/5   epoch 6/120   F1 0.6412593808453124   accuracy 0.7360271903323263   precision 0.635088440970794   recall 0.7304341581450016
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deviation 4/5   epoch 7/120   F1 0.6683066236770512   accuracy 0.7488670694864048   precision 0.657545763060469   recall 0.7422920857406923
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deviation 4/5   epoch 8/120   F1 0.6779172008061959   accuracy 0.7556646525679759   precision 0.6657754010695187   recall 0.7532284367522903
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deviation 4/5   epoch 9/120   F1 0.6867992694867118   accuracy 0.7617069486404834   precision 0.67343942821884   recall 0.7622964205001093
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deviation 4/5   epoch 10/120   F1 0.6915659596911188   accuracy 0.7639728096676737   precision 0.6777046482928836   recall 0.7635514820481291
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deviation 4/5   epoch 11/120   F1 0.7006808752083408   accuracy 0.7688821752265861   precision 0.6859471410942   recall 0.767731284055911
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deviation 4/5   epoch 12/120   F1 0.703428466018394   accuracy 0.7688821752265861   precision 0.6888009049773756   recall 0.7639266255516741
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deviation 4/5   epoch 13/120   F1 0.7174348625149699   accuracy 0.7764350453172205   precision 0.7021621760592349   recall 0.7697021145238463
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deviation 4/5   epoch 14/120   F1 0.696670744311611   accuracy 0.7669939577039275   precision 0.6822501028383381   recall 0.7668938220940028
deviation 4/5   epoch 15/120   F1 0.7293913259842799   accuracy 0.7828549848942599   precision 0.7141042780748663   recall 0.774011320348083
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deviation 4/5   epoch 16/120   F1 0.7149809191428291   accuracy 0.775679758308157   precision 0.6995989304812834   recall 0.7705813057858728
deviation 4/5   epoch 17/120   F1 0.7219651594094131   accuracy 0.7802114803625377   precision 0.7061317359111476   recall 0.7757232072850324
deviation 4/5   epoch 18/120   F1 0.7218638718751027   accuracy 0.7790785498489426   precision 0.7064248251748252   recall 0.7721897202115047
deviation 4/5   epoch 19/120   F1 0.7274300529468152   accuracy 0.7824773413897281   precision 0.7118238379267792   recall 0.7754492419303612
deviation 4/5   epoch 20/120   F1 0.7325514188944442   accuracy 0.7836102719033232   precision 0.717809029206088   recall 0.7722755054406731
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deviation 4/5   epoch 21/120   F1 0.7275350461394099   accuracy 0.7820996978851964   precision 0.7121117852735499   recall 0.7741202513508239
deviation 4/5   epoch 22/120   F1 0.7340600975972801   accuracy 0.7847432024169184   precision 0.7192281982723159   recall 0.773736148028301
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deviation 4/5   epoch 23/120   F1 0.736275697998025   accuracy 0.7854984894259819   precision 0.7217914438502674   recall 0.7732213438735178
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deviation 4/5   epoch 24/120   F1 0.7277649639237298   accuracy 0.7820996978851964   precision 0.7123971616618675   recall 0.7738158270877611
deviation 4/5   epoch 25/120   F1 0.7360637407020827   accuracy 0.7854984894259819   precision 0.7215060674619498   recall 0.7734769539396209
deviation 4/5   epoch 26/120   F1 0.7310060891778147   accuracy 0.7836102719033232   precision 0.715811394487865   recall 0.7742201173264339
deviation 4/5   epoch 27/120   F1 0.7329676092130208   accuracy 0.7847432024169184   precision 0.7178013163307281   recall 0.7751207282340065
deviation 4/5   epoch 28/120   F1 0.7370734912295156   accuracy 0.7870090634441088   precision 0.7220665364047717   recall 0.7766487625673005
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deviation 4/5   epoch 29/120   F1 0.7251898381368305   accuracy 0.7813444108761329   precision 0.7095485396955985   recall 0.7749014095670452
deviation 4/5   epoch 30/120   F1 0.7444822786611547   accuracy 0.7900302114803626   precision 0.7306072603866722   recall 0.7762670362670363
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deviation 4/5   epoch 31/120   F1 0.7421975982412143   accuracy 0.7870090634441088   precision 0.7292009461127108   recall 0.7706896132918772
deviation 4/5   epoch 32/120   F1 0.7363999812782094   accuracy 0.7847432024169184   precision 0.7223673385438092   recall 0.7709487843768699
deviation 4/5   epoch 33/120   F1 0.7351343876763857   accuracy 0.7847432024169184   precision 0.7206550802139038   recall 0.772426303710922
deviation 4/5   epoch 34/120   F1 0.7392275724504873   accuracy 0.7866314199395771   precision 0.7252082476347181   recall 0.7729407805719333
deviation 4/5   epoch 35/120   F1 0.7416821211054163   accuracy 0.7881419939577039   precision 0.7277663512957631   recall 0.7742924373130227
deviation 4/5   epoch 36/120   F1 0.7373520858733615   accuracy 0.7866314199395771   precision 0.7226398601398601   recall 0.7751835724959424
deviation 4/5   epoch 37/120   F1 0.7424838511555245   accuracy 0.7881419939577039   precision 0.7289078568490333   recall 0.7733817698918046
deviation 4/5   epoch 38/120   F1 0.7424439479329932   accuracy 0.7885196374622356   precision 0.7286199095022625   recall 0.7744567901234568
deviation 4/5   epoch 39/120   F1 0.7410474241564335   accuracy 0.7866314199395771   precision 0.7277766351295762   recall 0.7709177600572439
deviation 4/5   epoch 40/120   F1 0.7421995811399784   accuracy 0.7888972809667674   precision 0.7280465857671741   recall 0.7757929151246767
deviation 4/5   epoch 41/120   F1 0.7382985452245414   accuracy 0.7885196374622356   precision 0.7229123817359111   recall 0.7796181630546956
deviation 4/5   epoch 42/120   F1 0.7384922570712341   accuracy 0.7873867069486404   precision 0.7237762237762237   recall 0.7759724946990865
deviation 4/5   epoch 43/120   F1 0.741433484614832   accuracy 0.7885196374622356   precision 0.7271930275606746   recall 0.775640605748686
deviation 4/5   epoch 44/120   F1 0.7418996276718703   accuracy 0.7896525679758308   precision 0.7271853146853147   recall 0.7783288489083438
deviation 4/5   epoch 45/120   F1 0.7307823402339435   accuracy 0.7836102719033232   precision 0.7155260180995475   recall 0.7745103496829808
deviation 4/5   epoch 46/120   F1 0.7471533482801508   accuracy 0.790785498489426   precision 0.7340266351295763   recall 0.7752888163067804
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deviation 4/5   epoch 47/120   F1 0.7457127279936558   accuracy 0.7892749244712991   precision 0.7328954134101193   recall 0.7728787112010796
deviation 4/5   epoch 48/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959
deviation 4/5   epoch 49/120   F1 0.7454942328216252   accuracy 0.7896525679758308   precision 0.7323220896750309   recall 0.7741012895324544
deviation 4/5   epoch 50/120   F1 0.7475549344229264   accuracy 0.7904078549848943   precision 0.7348853352529823   recall 0.7738706817539702
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deviation 4/5   epoch 51/120   F1 0.7484932854360937   accuracy 0.7904078549848943   precision 0.7363122171945702   recall 0.7729083206960772
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deviation 4/5   epoch 52/120   F1 0.7475139675255784   accuracy 0.7911631419939577   precision 0.7343094405594406   recall 0.7758953688224035
deviation 4/5   epoch 53/120   F1 0.7528010973197223   accuracy 0.790785498489426   precision 0.7428733031674208   recall 0.7698815832702444
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deviation 4/5   epoch 54/120   F1 0.7464928588126594   accuracy 0.7888972809667674   precision 0.7343248663101605   recall 0.7711267946053078
deviation 4/5   epoch 55/120   F1 0.7510401283150544   accuracy 0.7919184290030211   precision 0.7391556972439326   recall 0.7741312940431065
deviation 4/5   epoch 56/120   F1 0.7475355758216583   accuracy 0.790785498489426   precision 0.7345973879062114   recall 0.7748728793136688
deviation 4/5   epoch 57/120   F1 0.7504968909748486   accuracy 0.7915407854984894   precision 0.7385875154257507   recall 0.7737339205177292
deviation 4/5   epoch 58/120   F1 0.7510350745834915   accuracy 0.7922960725075529   precision 0.7388677498971616   recall 0.775081049873429
deviation 4/5   epoch 59/120   F1 0.745603112574404   accuracy 0.7877643504531722   precision 0.7337618264088852   recall 0.7692010480969933
deviation 4/5   epoch 60/120   F1 0.7546018732101576   accuracy 0.7926737160120846   precision 0.7442873303167421   recall 0.772614270088045
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deviation 4/5   epoch 61/120   F1 0.7534690122706889   accuracy 0.7904078549848943   precision 0.744302756067462   recall 0.7685403220963463
deviation 4/5   epoch 62/120   F1 0.7508635636617789   accuracy 0.7911631419939577   precision 0.7394462155491568   recall 0.7724570057813192
deviation 4/5   epoch 63/120   F1 0.748701998432602   accuracy 0.7892749244712991   precision 0.7374614356232003   recall 0.7699535867938645
deviation 4/5   epoch 64/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
deviation 4/5   epoch 65/120   F1 0.7505791815303219   accuracy 0.7870090634441088   precision 0.7423282599753188   recall 0.7635882635882636
deviation 4/5   epoch 66/120   F1 0.7512164180506737   accuracy 0.7904078549848943   precision 0.7405928630193336   recall 0.7703623692423478
deviation 4/5   epoch 67/120   F1 0.7503896928554613   accuracy 0.7866314199395771   precision 0.7423308309337722   recall 0.7629661635807055
deviation 4/5   epoch 68/120   F1 0.7506321368769593   accuracy 0.7881419939577039   precision 0.7414644179350062   recall 0.7658576577379879
deviation 4/5   epoch 69/120   F1 0.7523668503407746   accuracy 0.7866314199395771   precision 0.745755347593583   recall 0.7618347662629812
deviation 4/5   epoch 70/120   F1 0.749542273320875   accuracy 0.7866314199395771   precision 0.7409039489921843   recall 0.7635130147199953
deviation 4/5   epoch 71/120   F1 0.7502408168507577   accuracy 0.7870090634441088   precision 0.7417575071986837   recall 0.7638084657509651
deviation 4/5   epoch 72/120   F1 0.7488102395553596   accuracy 0.7854984894259819   precision 0.7406262854792267   recall 0.7617369710392967
deviation 4/5   epoch 73/120   F1 0.7469162871760274   accuracy 0.7817220543806647   precision 0.7406519950637598   recall 0.7558304157339915
deviation 4/5   epoch 74/120   F1 0.7526278585381121   accuracy 0.790785498489426   precision 0.7425879267791032   recall 0.7700234661172161
deviation 4/5   epoch 75/120   F1 0.7528199706384613   accuracy 0.7881419939577039   precision 0.7451743109831346   recall 0.7643965213099915
deviation 4/5   epoch 76/120   F1 0.7494850003864163   accuracy 0.7854984894259819   precision 0.7417677910324969   recall 0.7613299096275052
deviation 4/5   epoch 77/120   F1 0.7503896928554613   accuracy 0.7866314199395771   precision 0.7423308309337722   recall 0.7629661635807055
deviation 4/5   epoch 78/120   F1 0.7476163412559171   accuracy 0.7858761329305136   precision 0.7383407034142329   recall 0.7632903699001781
deviation 4/5   epoch 79/120   F1 0.7520675521685114   accuracy 0.7896525679758308   precision 0.7425956396544632   recall 0.7679907157519097
deviation 4/5   epoch 80/120   F1 0.7543531996704202   accuracy 0.7888972809667674   precision 0.7471668037844508   recall 0.7649205173690647
deviation 4/5   epoch 81/120   F1 0.7502873404628572   accuracy 0.7851208459214502   precision 0.7434826203208555   recall 0.7601873277328701
deviation 4/5   epoch 82/120   F1 0.753326161240195   accuracy 0.7866314199395771   precision 0.7474676059234884   recall 0.7613609750633852
deviation 4/5   epoch 83/120   F1 0.7551560924736358   accuracy 0.7888972809667674   precision 0.7485936857260387   recall 0.7644676246448608
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deviation 4/5   epoch 84/120   F1 0.7544396328780538   accuracy 0.7881419939577039   precision 0.7480280748663102   recall 0.7634781890295486
deviation 4/5   epoch 85/120   F1 0.750029046125247   accuracy 0.783987915407855   precision 0.7440610859728507   recall 0.7583213601532567
deviation 4/5   epoch 86/120   F1 0.75490801961948   accuracy 0.7919184290030211   precision 0.745433977786919   recall 0.7706756897567324
deviation 4/5   epoch 87/120   F1 0.7523234556353896   accuracy 0.7881419939577039   precision 0.7443181818181819   recall 0.7647062305406589
deviation 4/5   epoch 88/120   F1 0.7490643726507783   accuracy 0.7885196374622356   precision 0.7386080830933772   recall 0.7678972967511943
deviation 4/5   epoch 89/120   F1 0.7534548687898472   accuracy 0.7851208459214502   precision 0.749190148087207   recall 0.7588202150804666
deviation 4/5   epoch 90/120   F1 0.7519652099012845   accuracy 0.7877643504531722   precision 0.7440353763883176   recall 0.7641928507610991
deviation 4/5   epoch 91/120   F1 0.7566305675001327   accuracy 0.790785498489426   precision 0.7494369600987247   recall 0.7671518415719447
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deviation 4/5   epoch 92/120   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
deviation 4/5   epoch 93/120   F1 0.7557883612126832   accuracy 0.7904078549848943   precision 0.7482980255039078   recall 0.7669436215723549
deviation 4/5   epoch 94/120   F1 0.7566834713995091   accuracy 0.7866314199395771   precision 0.7537458864664747   recall 0.7601138131353562
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deviation 4/5   epoch 95/120   F1 0.7522148623141729   accuracy 0.7794561933534743   precision 0.752938605512135   recall 0.7515192187240352
deviation 4/5   epoch 96/120   F1 0.7546043390042141   accuracy 0.7847432024169184   precision 0.7517611065405183   recall 0.7579145596291614
deviation 4/5   epoch 97/120   F1 0.7519488436397201   accuracy 0.7775679758308157   precision 0.7546637186343068   recall 0.7496120837105398
deviation 4/5   epoch 98/120   F1 0.7505057531617958   accuracy 0.777190332326284   precision 0.7520979020979021   recall 0.7490481887011935
deviation 4/5   epoch 99/120   F1 0.7546804484961458   accuracy 0.7813444108761329   precision 0.755779514603044   recall 0.7536446697919289
deviation 4/5   epoch 100/120   F1 0.7503602645082221   accuracy 0.7753021148036254   precision 0.7541083916083916   recall 0.7473226914528187
deviation 4/5   epoch 101/120   F1 0.749917699450892   accuracy 0.774546827794562   precision 0.7541135335252982   recall 0.7466057096806589
deviation 4/5   epoch 102/120   F1 0.7516533085120256   accuracy 0.7794561933534743   precision 0.7517970999588647   recall 0.7515106457834172
deviation 4/5   epoch 103/120   F1 0.7532607620290621   accuracy 0.779833836858006   precision 0.754648292883587   recall 0.7519742729199778
deviation 4/5   epoch 104/120   F1 0.7417089348419821   accuracy 0.7643504531722054   precision 0.749331550802139   recall 0.7369156504065041
deviation 4/5   epoch 105/120   F1 0.7450419191111355   accuracy 0.7669939577039275   precision 0.7533088235294118   recall 0.7400043359456594
deviation 4/5   epoch 106/120   F1 0.739081025702236   accuracy 0.7605740181268882   precision 0.7485011312217195   recall 0.7338777584204413
deviation 4/5   epoch 107/120   F1 0.7511549998349093   accuracy 0.7764350453172205   precision 0.7543860551213493   recall 0.7484557206134932
deviation 4/5   epoch 108/120   F1 0.7416932574916759   accuracy 0.7620845921450151   precision 0.7524861168243522   recall 0.7362198853140394
deviation 4/5   epoch 109/120   F1 0.7457959875139213   accuracy 0.7688821752265861   precision 0.7524398395721925   recall 0.7413010088101937
deviation 4/5   epoch 110/120   F1 0.7439111306029471   accuracy 0.7669939577039275   precision 0.7507404360345538   recall 0.7393655565952355
deviation 4/5   epoch 111/120   F1 0.7418102689391647   accuracy 0.7609516616314199   precision 0.754491464417935   recall 0.736211011861617
deviation 4/5   epoch 112/120   F1 0.7440352152341579   accuracy 0.7643504531722054   precision 0.7547537021801728   recall 0.7385140681152409
deviation 4/5   epoch 113/120   F1 0.7451539855072464   accuracy 0.7688821752265861   precision 0.7510129576306047   recall 0.7410001974723539
deviation 4/5   epoch 114/120   F1 0.7390104474669821   accuracy 0.7590634441087614   precision 0.7505090497737557   recall 0.733541617232197
deviation 4/5   epoch 115/120   F1 0.7399569684170163   accuracy 0.7624622356495468   precision 0.7479175236528177   recall 0.7350874690918976
deviation 4/5   epoch 116/120   F1 0.7393074520178515   accuracy 0.7609516616314199   precision 0.7484985602632661   recall 0.734145159776286
deviation 4/5   epoch 117/120   F1 0.7454238050697956   accuracy 0.7700151057401813   precision 0.7501491155902921   recall 0.7418340494676372
deviation 4/5   epoch 118/120   F1 0.7413051973427119   accuracy 0.7628398791540786   precision 0.7504833401892226   recall 0.7361066682176404
deviation 4/5   epoch 119/120   F1 0.7459230439265208   accuracy 0.7688821752265861   precision 0.7527252159605101   recall 0.7413644086940294
deviation 4/5   epoch 120/120   F1 0.7453933587445486   accuracy 0.7673716012084593   precision 0.753591628959276   recall 0.7403699236027341

deviation 5/5   epoch 1/120   F1 0.4281700830455776   accuracy 0.6499244712990937   precision 0.4969816947758124   recall 0.4843961309316135
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deviation 5/5   epoch 2/120   F1 0.4844799943621276   accuracy 0.6661631419939577   precision 0.5262649115590292   recall 0.5850284648932982
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deviation 5/5   epoch 3/120   F1 0.590404869934323   accuracy 0.7050604229607251   precision 0.5944904360345538   recall 0.6756149305899821
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deviation 5/5   epoch 4/120   F1 0.6625154492535019   accuracy 0.7390483383685801   precision 0.6527612093788564   recall 0.7189542573978316
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deviation 5/5   epoch 5/120   F1 0.6974793504907195   accuracy 0.7575528700906344   precision 0.6851681406828466   recall 0.7378409616273693
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deviation 5/5   epoch 6/120   F1 0.7058503843284816   accuracy 0.7613293051359517   precision 0.6937037227478404   recall 0.7402251024279816
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deviation 5/5   epoch 7/120   F1 0.7171650450926139   accuracy 0.7662386706948641   precision 0.7059414849856026   recall 0.7429765791179916
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deviation 5/5   epoch 8/120   F1 0.7271407710579846   accuracy 0.7685045317220544   precision 0.7187679967091731   recall 0.7416687789822118
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deviation 5/5   epoch 9/120   F1 0.7250278768956289   accuracy 0.7749244712990937   precision 0.7121606334841629   recall 0.7568538346613546
deviation 5/5   epoch 10/120   F1 0.7294117727742508   accuracy 0.7749244712990937   precision 0.7181535376388317   recall 0.7531391425494403
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deviation 5/5   epoch 11/120   F1 0.732489224137931   accuracy 0.775679758308157   precision 0.722143665158371   recall 0.752539866255144
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deviation 5/5   epoch 12/120   F1 0.7341825872145038   accuracy 0.7760574018126888   precision 0.7244241053064582   recall 0.7521929872079056
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deviation 5/5   epoch 13/120   F1 0.7384788826878104   accuracy 0.779833836858006   precision 0.728393665158371   recall 0.7571053364638466
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deviation 5/5   epoch 14/120   F1 0.7381859690205508   accuracy 0.7775679758308157   precision 0.7295505964623612   recall 0.7527402771379257
deviation 5/5   epoch 15/120   F1 0.7442325068624336   accuracy 0.7828549848942599   precision 0.7352221308103661   recall 0.759413603109266
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deviation 5/5   epoch 16/120   F1 0.7359042553191488   accuracy 0.7824773413897281   precision 0.7229535170711641   recall 0.7654520521108825
deviation 5/5   epoch 17/120   F1 0.7412050669364816   accuracy 0.7805891238670695   precision 0.7320984162895927   recall 0.756823523973102
deviation 5/5   epoch 18/120   F1 0.74482579857885   accuracy 0.7881419939577039   precision 0.7323323735088441   recall 0.7708939894346908
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deviation 5/5   epoch 19/120   F1 0.7469005790665273   accuracy 0.7877643504531722   precision 0.7357594611271082   recall 0.768018728956229
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deviation 5/5   epoch 20/120   F1 0.7489599507087696   accuracy 0.7851208459214502   precision 0.7411996092143152   recall 0.7609189608240542
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deviation 5/5   epoch 21/120   F1 0.7491048720889641   accuracy 0.7847432024169184   precision 0.7417729329494036   recall 0.7601275189134614
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deviation 5/5   epoch 22/120   F1 0.7421921023560141   accuracy 0.7843655589123867   precision 0.7309312011517893   recall 0.7642150183072066
deviation 5/5   epoch 23/120   F1 0.7463772485890336   accuracy 0.7858761329305136   precision 0.7363430686960099   recall 0.7642036248675252
deviation 5/5   epoch 24/120   F1 0.7510305839577082   accuracy 0.7862537764350453   precision 0.7437602838338133   recall 0.7618651744976082
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deviation 5/5   epoch 25/120   F1 0.7520121585752205   accuracy 0.7885196374622356   precision 0.7434594816947758   recall 0.7656656791453451
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deviation 5/5   epoch 26/120   F1 0.7537986593305869   accuracy 0.7866314199395771   precision 0.748323735088441   recall 0.7611462255829374
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deviation 5/5   epoch 27/120   F1 0.7537237776129135   accuracy 0.7873867069486404   precision 0.7474624640065817   recall 0.762493088465595
deviation 5/5   epoch 28/120   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426
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deviation 5/5   epoch 29/120   F1 0.7547117566321173   accuracy 0.7892749244712991   precision 0.747449609214315   recall 0.7654245916512924
deviation 5/5   epoch 30/120   F1 0.7485268658133839   accuracy 0.7881419939577039   precision 0.7380399012751954   recall 0.7674935194474358
deviation 5/5   epoch 31/120   F1 0.7543531996704202   accuracy 0.7888972809667674   precision 0.7471668037844508   recall 0.7649205173690647
deviation 5/5   epoch 32/120   F1 0.7554636073161247   accuracy 0.7904078549848943   precision 0.7477272727272728   recall 0.7671496409230575
deviation 5/5   epoch 33/120   F1 0.7566834713995091   accuracy 0.7866314199395771   precision 0.7537458864664747   recall 0.7601138131353562
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deviation 5/5   epoch 34/120   F1 0.7550015364677275   accuracy 0.790785498489426   precision 0.7465831962155491   recall 0.768216494960681
deviation 5/5   epoch 35/120   F1 0.7539239980893663   accuracy 0.7896525679758308   precision 0.7457347799259564   recall 0.7666599709433506
deviation 5/5   epoch 36/120   F1 0.7545823950902368   accuracy 0.7896525679758308   precision 0.7468762854792266   recall 0.7662319343853689
deviation 5/5   epoch 37/120   F1 0.7545495863045957   accuracy 0.7892749244712991   precision 0.7471642328259975   recall 0.7655219461537612
deviation 5/5   epoch 38/120   F1 0.7560320992984171   accuracy 0.7896525679758308   precision 0.7494446729740847   recall 0.7653729516463754
deviation 5/5   epoch 39/120   F1 0.758428487037411   accuracy 0.7926737160120846   precision 0.750850987248046   recall 0.7696882944401027
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deviation 5/5   epoch 40/120   F1 0.7566872717456543   accuracy 0.793429003021148   precision 0.7471359522830111   recall 0.7725527041979768
deviation 5/5   epoch 41/120   F1 0.7541910091517946   accuracy 0.7888972809667674   precision 0.7468814273961333   recall 0.7650163001293662
deviation 5/5   epoch 42/120   F1 0.7545823950902368   accuracy 0.7896525679758308   precision 0.7468762854792266   recall 0.7662319343853689
deviation 5/5   epoch 43/120   F1 0.7522546808311577   accuracy 0.7900302114803626   precision 0.7425930686960098   recall 0.7686614334645905
deviation 5/5   epoch 44/120   F1 0.7508311760322346   accuracy 0.7888972809667674   precision 0.741173899629782   recall 0.7673144807098409
deviation 5/5   epoch 45/120   F1 0.7526818594225331   accuracy 0.7885196374622356   precision 0.7446009872480461   recall 0.765220785013381
deviation 5/5   epoch 46/120   F1 0.7516536744950706   accuracy 0.7881419939577039   precision 0.7431766762649116   recall 0.7651445230511551
deviation 5/5   epoch 47/120   F1 0.7535914971177307   accuracy 0.7896525679758308   precision 0.7451640271493213   recall 0.7668849683217711
deviation 5/5   epoch 48/120   F1 0.7529398103244246   accuracy 0.7900302114803626   precision 0.7437345742492801   recall 0.7681360889007052
deviation 5/5   epoch 49/120   F1 0.7529843763692232   accuracy 0.7881419939577039   precision 0.7454596873714521   recall 0.764296851588739
deviation 5/5   epoch 50/120   F1 0.7521568454724139   accuracy 0.7881419939577039   precision 0.7440328054298643   recall 0.7648130672620281
deviation 5/5   epoch 51/120   F1 0.750070788107598   accuracy 0.7870090634441088   precision 0.7414721308103661   recall 0.763921320688444
deviation 5/5   epoch 52/120   F1 0.7549724026339415   accuracy 0.7904078549848943   precision 0.7468711435623201   recall 0.7674722337704482
deviation 5/5   epoch 53/120   F1 0.7527067269098949   accuracy 0.7888972809667674   precision 0.7443130399012752   recall 0.7659585856571615
deviation 5/5   epoch 54/120   F1 0.7562149757164967   accuracy 0.7915407854984894   precision 0.7480049362402303   recall 0.7689116859946477
deviation 5/5   epoch 55/120   F1 0.758948339238205   accuracy 0.7930513595166163   precision 0.751419169066228   recall 0.7700929107239525
update
deviation 5/5   epoch 56/120   F1 0.7538650024784237   accuracy 0.7888972809667674   precision 0.7463106746194981   recall 0.7652131456360804
deviation 5/5   epoch 57/120   F1 0.7568644288918027   accuracy 0.7900302114803626   precision 0.7505836075689016   recall 0.7656102246869507
deviation 5/5   epoch 58/120   F1 0.7587199210158142   accuracy 0.7911631419939577   precision 0.7528589058000823   recall 0.7666726317694597
deviation 5/5   epoch 59/120   F1 0.7537580242890267   accuracy 0.7896525679758308   precision 0.7454494035376389   recall 0.7667715459518668
deviation 5/5   epoch 60/120   F1 0.7560320992984171   accuracy 0.7896525679758308   precision 0.7494446729740847   recall 0.7653729516463754
deviation 5/5   epoch 61/120   F1 0.7590791017814054   accuracy 0.7915407854984894   precision 0.7531417112299466   recall 0.7671619436274244
update
deviation 5/5   epoch 62/120   F1 0.7582061999762655   accuracy 0.790785498489426   precision 0.7522907239819004   recall 0.7662638245221789
deviation 5/5   epoch 63/120   F1 0.7572232621228543   accuracy 0.7904078549848943   precision 0.7508664129987659   recall 0.7661037899411693
deviation 5/5   epoch 64/120   F1 0.7566625789705439   accuracy 0.7896525679758308   precision 0.750586178527355   recall 0.7650360465392942
deviation 5/5   epoch 65/120   F1 0.760895112216188   accuracy 0.7915407854984894   precision 0.7565662278897574   recall 0.7663019693654267
update
deviation 5/5   epoch 66/120   F1 0.7619089656543384   accuracy 0.7922960725075529   precision 0.757702591526121   recall 0.767122904357976
update
deviation 5/5   epoch 67/120   F1 0.7579413849938748   accuracy 0.7911631419939577   precision 0.7514320238584944   recall 0.7670941761168696
deviation 5/5   epoch 68/120   F1 0.7640769779044904   accuracy 0.7938066465256798   precision 0.7602606951871658   recall 0.7687025534851621
update
deviation 5/5   epoch 69/120   F1 0.7630715711263568   accuracy 0.7922960725075529   precision 0.7599856026326615   recall 0.7666807315497304
deviation 5/5   epoch 70/120   F1 0.7653716527666206   accuracy 0.7945619335347432   precision 0.7619678116001645   recall 0.7694074068198583
update
deviation 5/5   epoch 71/120   F1 0.7613378310860898   accuracy 0.7915407854984894   precision 0.75742235705471   recall 0.7661232235549897
deviation 5/5   epoch 72/120   F1 0.762202549089401   accuracy 0.7922960725075529   precision 0.7582733443027561   recall 0.7670029741417116
deviation 5/5   epoch 73/120   F1 0.7600517968470297   accuracy 0.7919184290030211   precision 0.754566022213081   recall 0.7673335425757745
deviation 5/5   epoch 74/120   F1 0.7643595586191129   accuracy 0.7930513595166163   precision 0.7616927190456602   recall 0.767409968369395
deviation 5/5   epoch 75/120   F1 0.7673570879760356   accuracy 0.7953172205438066   precision 0.7651018099547511   recall 0.76987895046784
update
deviation 5/5   epoch 76/120   F1 0.763143038272285   accuracy 0.7926737160120846   precision 0.7596976552858905   recall 0.767246071982512
deviation 5/5   epoch 77/120   F1 0.7634995570082337   accuracy 0.7922960725075529   precision 0.7608417317976142   recall 0.7665403894452559
deviation 5/5   epoch 78/120   F1 0.7616310057398128   accuracy 0.7900302114803626   precision 0.7597156519950637   recall 0.7637440962458781
deviation 5/5   epoch 79/120   F1 0.7622100132031799   accuracy 0.7915407854984894   precision 0.7591346153846154   recall 0.7658078297445905
deviation 5/5   epoch 80/120   F1 0.7653912413388537   accuracy 0.7926737160120846   precision 0.7642636774989716   recall 0.7665845379774946
deviation 5/5   epoch 81/120   F1 0.7671304828381609   accuracy 0.7926737160120846   precision 0.7679735705471   recall 0.7663222371057696
deviation 5/5   epoch 82/120   F1 0.7615873426236582   accuracy 0.7885196374622356   precision 0.7614381941587824   recall 0.7617376420472826
deviation 5/5   epoch 83/120   F1 0.7613710427197466   accuracy 0.7854984894259819   precision 0.7648832784862196   recall 0.7584492892136574
deviation 5/5   epoch 84/120   F1 0.7663157369683535   accuracy 0.7915407854984894   precision 0.7676959070341423   recall 0.7650283168946865
deviation 5/5   epoch 85/120   F1 0.7694345847150061   accuracy 0.7972054380664653   precision 0.7670865898807075   recall 0.7720684374449619
update
deviation 5/5   epoch 86/120   F1 0.7626408660316494   accuracy 0.7873867069486404   precision 0.7651558000822707   recall 0.7604328763837114
deviation 5/5   epoch 87/120   F1 0.7649435508939244   accuracy 0.790785498489426   precision 0.7657034142328261   recall 0.7642123966202656
deviation 5/5   epoch 88/120   F1 0.7602980612512231   accuracy 0.7858761329305136   precision 0.7620269436445908   recall 0.7587186297188296
deviation 5/5   epoch 89/120   F1 0.7531865026151967   accuracy 0.774546827794562   precision 0.761533319621555   recall 0.7479986298957002
deviation 5/5   epoch 90/120   F1 0.7551961025041412   accuracy 0.7760574018126888   precision 0.7640914232825997   recall 0.749817751795882
deviation 5/5   epoch 91/120   F1 0.758022996987874   accuracy 0.779833836858006   precision 0.7652072192513368   recall 0.7531760519090058
deviation 5/5   epoch 92/120   F1 0.7490642027955461   accuracy 0.770392749244713   precision 0.757851707116413   recall 0.7438178865583399
deviation 5/5   epoch 93/120   F1 0.7515444602103201   accuracy 0.7722809667673716   precision 0.7609779925956397   recall 0.7460945431183652
deviation 5/5   epoch 94/120   F1 0.7503670106571088   accuracy 0.770392749244713   precision 0.7609908473879061   recall 0.7447117528655972
deviation 5/5   epoch 95/120   F1 0.7462405748603369   accuracy 0.7651057401812689   precision 0.7590292060880297   recall 0.7405024312343795
