deviation 1/5   epoch 1/120   F1 0.413546066246706   accuracy 0.6688066465256798   precision 0.5042729329494036   recall 0.6205068247321768
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deviation 1/5   epoch 2/120   F1 0.43245251075651825   accuracy 0.6710725075528701   precision 0.5111065405183053   recall 0.6304672812521235
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deviation 1/5   epoch 3/120   F1 0.4325169295779603   accuracy 0.6733383685800605   precision 0.5125179967091732   recall 0.6738695710395929
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deviation 1/5   epoch 4/120   F1 0.45265683043564336   accuracy 0.6782477341389728   precision 0.5216166186754422   recall 0.6917008663930688
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deviation 1/5   epoch 5/120   F1 0.5096151523528607   accuracy 0.6873111782477341   precision 0.5469534142328261   recall 0.6697005175666007
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deviation 1/5   epoch 6/120   F1 0.5869416969456416   accuracy 0.7114803625377644   precision 0.5941613533525298   recall 0.699897390554473
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deviation 1/5   epoch 7/120   F1 0.6337259462095352   accuracy 0.7326283987915407   precision 0.6291186754422049   recall 0.7271584165581126
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deviation 1/5   epoch 8/120   F1 0.6705750478463843   accuracy 0.7443353474320241   precision 0.6598596256684492   recall 0.7264152317488928
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deviation 1/5   epoch 9/120   F1 0.6982596931983571   accuracy 0.7609516616314199   precision 0.6851450020567668   recall 0.7460320103996645
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deviation 1/5   epoch 10/120   F1 0.7069535341292066   accuracy 0.7692598187311178   precision 0.6925082270670506   recall 0.7606158641266847
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deviation 1/5   epoch 11/120   F1 0.7130394988175368   accuracy 0.7696374622356495   precision 0.6993546894282188   recall 0.7548276632663793
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deviation 1/5   epoch 12/120   F1 0.7109044999000877   accuracy 0.7707703927492447   precision 0.6964932126696832   recall 0.7604342103581788
deviation 1/5   epoch 13/120   F1 0.7123549444178412   accuracy 0.7715256797583081   precision 0.6979149526943644   recall 0.7609686870458936
deviation 1/5   epoch 14/120   F1 0.7123930534269873   accuracy 0.7707703927492447   precision 0.6982054709995886   recall 0.758710123953942
deviation 1/5   epoch 15/120   F1 0.718143374659027   accuracy 0.777190332326284   precision 0.7027277869189634   recall 0.7711700620383235
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deviation 1/5   epoch 16/120   F1 0.7209200979281356   accuracy 0.7760574018126888   precision 0.7064453928424517   recall 0.7642094552298413
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deviation 1/5   epoch 17/120   F1 0.7192723631449207   accuracy 0.7753021148036254   precision 0.7047382764294529   recall 0.7639422300110619
deviation 1/5   epoch 18/120   F1 0.7198586655286712   accuracy 0.7764350453172205   precision 0.7050159399424105   recall 0.7665964595556893
deviation 1/5   epoch 19/120   F1 0.7176126611080773   accuracy 0.774546827794562   precision 0.703031160016454   recall 0.7636869120690246
deviation 1/5   epoch 20/120   F1 0.7189122421014031   accuracy 0.775679758308157   precision 0.7041649526943644   recall 0.7654898617588553
deviation 1/5   epoch 21/120   F1 0.7246850881753109   accuracy 0.7790785498489426   precision 0.7098493418346359   recall 0.7685658397268376
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deviation 1/5   epoch 22/120   F1 0.7225702582933806   accuracy 0.7775679758308157   precision 0.7078619909502262   recall 0.7666664467809139
deviation 1/5   epoch 23/120   F1 0.7247889442245208   accuracy 0.7787009063444109   precision 0.7101372891814068   recall 0.767327995604223
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deviation 1/5   epoch 24/120   F1 0.7231681113687242   accuracy 0.7787009063444109   precision 0.7081396544631838   recall 0.7693186694743566
deviation 1/5   epoch 25/120   F1 0.7247889442245208   accuracy 0.7787009063444109   precision 0.7101372891814068   recall 0.767327995604223
deviation 1/5   epoch 26/120   F1 0.7294196518945466   accuracy 0.779833836858006   precision 0.7155517276840806   recall 0.7652409293129017
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deviation 1/5   epoch 27/120   F1 0.7322043553055804   accuracy 0.7820996978851964   precision 0.7181046894282188   recall 0.7683824023727137
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deviation 1/5   epoch 28/120   F1 0.7289520646968464   accuracy 0.7809667673716012   precision 0.7144025092554505   recall 0.7689434984520124
deviation 1/5   epoch 29/120   F1 0.7272505022902449   accuracy 0.7805891238670695   precision 0.7124074454956808   recall 0.769894899493404
deviation 1/5   epoch 30/120   F1 0.7346969428069104   accuracy 0.7836102719033232   precision 0.7206627930892637   recall 0.7697483435175021
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deviation 1/5   epoch 31/120   F1 0.7322636091982307   accuracy 0.7805891238670695   precision 0.7189711024269848   recall 0.7642569315436137
deviation 1/5   epoch 32/120   F1 0.7347763388768644   accuracy 0.7843655589123867   precision 0.7203722747840395   recall 0.7717745675049046
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deviation 1/5   epoch 33/120   F1 0.7379399024603601   accuracy 0.783987915407855   precision 0.7249408679555738   recall 0.7672725328771517
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deviation 1/5   epoch 34/120   F1 0.7368455276573034   accuracy 0.7858761329305136   precision 0.7223596256684492   recall 0.773618190805734
deviation 1/5   epoch 35/120   F1 0.735492631614058   accuracy 0.7851208459214502   precision 0.720937885643768   recall 0.7730799266266116
deviation 1/5   epoch 36/120   F1 0.7329863026716257   accuracy 0.7836102719033232   precision 0.7183797819827231   recall 0.7717470676920247
deviation 1/5   epoch 37/120   F1 0.7369248896744145   accuracy 0.783987915407855   precision 0.7235139860139861   recall 0.7683271604938271
deviation 1/5   epoch 38/120   F1 0.7370233050847458   accuracy 0.7847432024169184   precision 0.7232234677087619   recall 0.7702471364541832
deviation 1/5   epoch 39/120   F1 0.7393713432964102   accuracy 0.7854984894259819   precision 0.7260720896750308   recall 0.7697174091080581
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deviation 1/5   epoch 40/120   F1 0.7358927735708641   accuracy 0.783987915407855   precision 0.7220871040723982   recall 0.7694458740778864
deviation 1/5   epoch 41/120   F1 0.7346347113068101   accuracy 0.7851208459214502   precision 0.7197963800904977   recall 0.774132533838896
deviation 1/5   epoch 42/120   F1 0.7365141128302759   accuracy 0.783987915407855   precision 0.7229432332373509   recall 0.7687668141976916
deviation 1/5   epoch 43/120   F1 0.7377834961129051   accuracy 0.7836102719033232   precision 0.7249434389140272   recall 0.7664642414727498
deviation 1/5   epoch 44/120   F1 0.7382027545917537   accuracy 0.7851208459214502   precision 0.7246477786918963   recall 0.7699701154059755
deviation 1/5   epoch 45/120   F1 0.7377396772521867   accuracy 0.7854984894259819   precision 0.7237890785684904   recall 0.7715107846348197
deviation 1/5   epoch 46/120   F1 0.7390973194634614   accuracy 0.7843655589123867   precision 0.7263651789387084   recall 0.7670731291162853
deviation 1/5   epoch 47/120   F1 0.7400478790279523   accuracy 0.7847432024169184   precision 0.7275041135335253   recall 0.7670872130751701
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deviation 1/5   epoch 48/120   F1 0.7402441845096484   accuracy 0.7847432024169184   precision 0.7277894899218429   recall 0.7668962068633121
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deviation 1/5   epoch 49/120   F1 0.7388561965077016   accuracy 0.7847432024169184   precision 0.72579185520362   recall 0.7682836675780116
deviation 1/5   epoch 50/120   F1 0.7387398016386373   accuracy 0.783987915407855   precision 0.7260823735088442   recall 0.7664733350908931
deviation 1/5   epoch 51/120   F1 0.73858079362134   accuracy 0.7836102719033232   precision 0.7260849444672974   recall 0.7656835487113949
deviation 1/5   epoch 52/120   F1 0.7389381141087479   accuracy 0.783987915407855   precision 0.7263677498971617   recall 0.7662795620879452
deviation 1/5   epoch 53/120   F1 0.7377076243992332   accuracy 0.7824773413897281   precision 0.7255219045660222   recall 0.7637221565815543
deviation 1/5   epoch 54/120   F1 0.7379402727287541   accuracy 0.7820996978851964   precision 0.7260952283011106   recall 0.7626061288798209
deviation 1/5   epoch 55/120   F1 0.7385408265850614   accuracy 0.783987915407855   precision 0.7257969971205265   recall 0.7666695005829771
deviation 1/5   epoch 56/120   F1 0.7405281391899636   accuracy 0.7836102719033232   precision 0.728938708350473   recall 0.7638945998187814
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deviation 1/5   epoch 57/120   F1 0.7400055564292616   accuracy 0.7828549848942599   precision 0.728658473879062   recall 0.7625864047858932
deviation 1/5   epoch 58/120   F1 0.7393168099630745   accuracy 0.7817220543806647   precision 0.7283808103661045   recall 0.7605778820768554
deviation 1/5   epoch 59/120   F1 0.7416461983516184   accuracy 0.783987915407855   precision 0.7303630193336075   recall 0.7638084134162426
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deviation 1/5   epoch 60/120   F1 0.7424117079537411   accuracy 0.7836102719033232   precision 0.7317924722336486   recall 0.762325322913022
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deviation 1/5   epoch 61/120   F1 0.7417110343426132   accuracy 0.7824773413897281   precision 0.7315148087206911   recall 0.7603895578148675
deviation 1/5   epoch 62/120   F1 0.740693490014004   accuracy 0.783987915407855   precision 0.7289361373920198   recall 0.7646404127400196
deviation 1/5   epoch 63/120   F1 0.7433302495152248   accuracy 0.7836102719033232   precision 0.7332193541752365   recall 0.7616184710202452
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deviation 1/5   epoch 64/120   F1 0.7403860925651631   accuracy 0.7828549848942599   precision 0.7292292266556972   recall 0.7622677404149143
deviation 1/5   epoch 65/120   F1 0.7409098849286382   accuracy 0.7836102719033232   precision 0.7295094611271082   recall 0.7635636599830973
deviation 1/5   epoch 66/120   F1 0.7412670170518991   accuracy 0.783987915407855   precision 0.7297922665569725   recall 0.7641346619856496
deviation 1/5   epoch 67/120   F1 0.7436934099497643   accuracy 0.7836102719033232   precision 0.7337901069518716   recall 0.761349715291624
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deviation 1/5   epoch 68/120   F1 0.740693490014004   accuracy 0.783987915407855   precision 0.7289361373920198   recall 0.7646404127400196
deviation 1/5   epoch 69/120   F1 0.7433366745649419   accuracy 0.7832326283987915   precision 0.7335073015220074   recall 0.7608085135709445
deviation 1/5   epoch 70/120   F1 0.7458401686576133   accuracy 0.7854984894259819   precision 0.735774886877828   recall 0.7637964808726194
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deviation 1/5   epoch 71/120   F1 0.7461978685513706   accuracy 0.7858761329305136   precision 0.7360576923076922   recall 0.7643419629226835
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deviation 1/5   epoch 72/120   F1 0.740330330751019   accuracy 0.7858761329305136   precision 0.7272110242698477   recall 0.7696957698296625
deviation 1/5   epoch 73/120   F1 0.747434971590522   accuracy 0.7885196374622356   precision 0.7360396955985191   recall 0.7693165151070696
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deviation 1/5   epoch 74/120   F1 0.7478062271588983   accuracy 0.7881419939577039   precision 0.7368983957219251   recall 0.7681038238924722
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deviation 1/5   epoch 75/120   F1 0.7441303936645258   accuracy 0.7870090634441088   precision 0.7320547099958865   recall 0.7687557318278725
deviation 1/5   epoch 76/120   F1 0.7452268206081649   accuracy 0.7877643504531722   precision 0.7331910736322501   recall 0.7695589375986306
deviation 1/5   epoch 77/120   F1 0.748524955608413   accuracy 0.7877643504531722   precision 0.7383278486219662   recall 0.7666528593988661
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deviation 1/5   epoch 78/120   F1 0.7463765769849235   accuracy 0.7854984894259819   precision 0.7366310160427807   recall 0.7633928571428572
deviation 1/5   epoch 79/120   F1 0.7456593687103803   accuracy 0.7843655589123867   precision 0.7363533525298231   recall 0.7615317324002262
deviation 1/5   epoch 80/120   F1 0.752461782490206   accuracy 0.7877643504531722   precision 0.7448915055532703   recall 0.763887965425532
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deviation 1/5   epoch 81/120   F1 0.7516313951524449   accuracy 0.7877643504531722   precision 0.7434646236116824   recall 0.7644050760145746
deviation 1/5   epoch 82/120   F1 0.7483319497747197   accuracy 0.7866314199395771   precision 0.7389063142739614   recall 0.7643566574565006
deviation 1/5   epoch 83/120   F1 0.7472508967098028   accuracy 0.7885196374622356   precision 0.7357543192102016   recall 0.7694849753875541
deviation 1/5   epoch 84/120   F1 0.7465486869838813   accuracy 0.7870090634441088   precision 0.7357646030440148   recall 0.7665823631157429
deviation 1/5   epoch 85/120   F1 0.7510162676974821   accuracy 0.7892749244712991   precision 0.7411713286713286   recall 0.7679903438227607
deviation 1/5   epoch 86/120   F1 0.7492424242424243   accuracy 0.7885196374622356   precision 0.7388934594816947   recall 0.7677501152604886
deviation 1/5   epoch 87/120   F1 0.7495811701926449   accuracy 0.7877643504531722   precision 0.7400401069518716   recall 0.7658341376747841
deviation 1/5   epoch 88/120   F1 0.7508311760322346   accuracy 0.7888972809667674   precision 0.741173899629782   recall 0.7673144807098409
deviation 1/5   epoch 89/120   F1 0.7496014127033345   accuracy 0.7888972809667674   precision 0.739176264911559   recall 0.7683007546769858
deviation 1/5   epoch 90/120   F1 0.7506667071652037   accuracy 0.7892749244712991   precision 0.7406005758946935   recall 0.7682696800566444
deviation 1/5   epoch 91/120   F1 0.7530404217808901   accuracy 0.7888972809667674   precision 0.7448837926779104   recall 0.7657365191026894
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deviation 1/5   epoch 92/120   F1 0.7520675521685114   accuracy 0.7896525679758308   precision 0.7425956396544632   recall 0.7679907157519097
deviation 1/5   epoch 93/120   F1 0.7534883189458451   accuracy 0.790785498489426   precision 0.744014808720691   recall 0.7693341278962529
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deviation 1/5   epoch 94/120   F1 0.7529534179699822   accuracy 0.7877643504531722   precision 0.745747634718223   recall 0.7635989840576474
deviation 1/5   epoch 95/120   F1 0.7530885774154468   accuracy 0.7896525679758308   precision 0.7443078979843686   recall 0.7672364275765968
deviation 1/5   epoch 96/120   F1 0.7563090874780396   accuracy 0.790785498489426   precision 0.7488662073220897   recall 0.7673503319818377
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deviation 1/5   epoch 97/120   F1 0.7512210078470104   accuracy 0.790785498489426   precision 0.7403049156725627   recall 0.7712328210604513
deviation 1/5   epoch 98/120   F1 0.7536013330445777   accuracy 0.7877643504531722   precision 0.7468891402714932   recall 0.7632379667930362
deviation 1/5   epoch 99/120   F1 0.7545137505818842   accuracy 0.7873867069486404   precision 0.7488893459481695   recall 0.7621123889989583
deviation 1/5   epoch 100/120   F1 0.7530885774154468   accuracy 0.7896525679758308   precision 0.7443078979843686   recall 0.7672364275765968
deviation 1/5   epoch 101/120   F1 0.7533115494349852   accuracy 0.7881419939577039   precision 0.7460304401480873   recall 0.7641028029322984
deviation 1/5   epoch 102/120   F1 0.753178315218296   accuracy 0.7885196374622356   precision 0.7454571164129988   recall 0.7649062299703389
deviation 1/5   epoch 103/120   F1 0.7521037502600225   accuracy 0.7873867069486404   precision 0.7446087001234061   recall 0.7633805575413977
deviation 1/5   epoch 104/120   F1 0.7452210187114934   accuracy 0.777190332326284   precision 0.7418243521184698   recall 0.7493405967102734
deviation 1/5   epoch 105/120   F1 0.7472315609177761   accuracy 0.779833836858006   precision 0.7429478609625668   recall 0.7526781052818754
deviation 1/5   epoch 106/120   F1 0.7538416909505663   accuracy 0.7870090634441088   precision 0.7480357877416701   recall 0.7617732289959517
deviation 1/5   epoch 107/120   F1 0.7512948981245391   accuracy 0.7854984894259819   precision 0.7449069313039902   recall 0.7603537196316855
deviation 1/5   epoch 108/120   F1 0.7495870663952158   accuracy 0.7813444108761329   precision 0.7457913410119292   recall 0.75426752439369
deviation 1/5   epoch 109/120   F1 0.7498334343197022   accuracy 0.7836102719033232   precision 0.7440636569313039   recall 0.7577659209780502
deviation 1/5   epoch 110/120   F1 0.7497410805620179   accuracy 0.7813444108761329   precision 0.7460767174002467   recall 0.7542260222169543
deviation 1/5   epoch 111/120   F1 0.7478221119996638   accuracy 0.7809667673716012   precision 0.7429401480872069   recall 0.7542348256564787
deviation 1/5   epoch 112/120   F1 0.7478553089963614   accuracy 0.7775679758308157   precision 0.7463878033730975   recall 0.7494483491469991
deviation 1/5   epoch 113/120   F1 0.7475453774634735   accuracy 0.779833836858006   precision 0.743518613739202   recall 0.7525895569702533
deviation 1/5   epoch 114/120   F1 0.7523344372401317   accuracy 0.7836102719033232   precision 0.7486296791443849   recall 0.7568635302101574
deviation 1/5   epoch 115/120   F1 0.7506912558144809   accuracy 0.7805891238670695   precision 0.7486502468120115   recall 0.7529741761795183
deviation 1/5   epoch 116/120   F1 0.7424111238236597   accuracy 0.7719033232628398   precision 0.7418603455368161   recall 0.7429797917183238
deviation 1/5   epoch 117/120   F1 0.7511601893762032   accuracy 0.7817220543806647   precision 0.748357157548334   recall 0.7544274125579435
deviation 1/5   epoch 118/120   F1 0.7403347529730717   accuracy 0.7688821752265861   precision 0.7410247840394899   recall 0.7396722526875535
deviation 1/5   epoch 119/120   F1 0.7424111238236597   accuracy 0.7719033232628398   precision 0.7418603455368161   recall 0.7429797917183238
deviation 1/5   epoch 120/120   F1 0.7464002275152466   accuracy 0.7768126888217523   precision 0.7443953105717811   recall 0.7486452482823245

deviation 2/5   epoch 1/120   F1 0.5511986335883816   accuracy 0.6348187311178247   precision 0.5521621760592349   recall 0.5641866534849234
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deviation 2/5   epoch 2/120   F1 0.5826737206502925   accuracy 0.649546827794562   precision 0.5805995475113122   recall 0.5912982701380395
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deviation 2/5   epoch 3/120   F1 0.6080084441532002   accuracy 0.652190332326284   precision 0.6079776840806252   recall 0.6080394173192596
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deviation 2/5   epoch 4/120   F1 0.6328591873327113   accuracy 0.665785498489426   precision 0.6369935211846977   recall 0.6306665440556654
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deviation 2/5   epoch 5/120   F1 0.6683475552661533   accuracy 0.7001510574018127   precision 0.6718608597285067   recall 0.6659146190121619
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deviation 2/5   epoch 6/120   F1 0.6907998727330577   accuracy 0.722809667673716   precision 0.6928244549568079   recall 0.6890965842048469
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deviation 2/5   epoch 7/120   F1 0.7031593260609096   accuracy 0.7382930513595166   precision 0.7018510900863841   recall 0.7046065931889449
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deviation 2/5   epoch 8/120   F1 0.7127110938629793   accuracy 0.75   precision 0.7089058000822707   recall 0.7177166757319429
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deviation 2/5   epoch 9/120   F1 0.7194363038526634   accuracy 0.752643504531722   precision 0.7180198477992595   recall 0.7209960733265706
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deviation 2/5   epoch 10/120   F1 0.7243384133706005   accuracy 0.7598187311178247   precision 0.7205393870835047   recall 0.7292169358825337
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deviation 2/5   epoch 11/120   F1 0.7244958536062915   accuracy 0.7624622356495468   precision 0.7188091320444261   recall 0.7327811795918506
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deviation 2/5   epoch 12/120   F1 0.7290468366183299   accuracy 0.7651057401812689   precision 0.7242132867132867   recall 0.7356243735190734
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deviation 2/5   epoch 13/120   F1 0.7309741846932901   accuracy 0.7688821752265861   precision 0.7244729535170711   recall 0.7407788891370832
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deviation 2/5   epoch 14/120   F1 0.7308028798743251   accuracy 0.7681268882175226   precision 0.7247634718222953   recall 0.7396471520245174
deviation 2/5   epoch 15/120   F1 0.7351296723612821   accuracy 0.7700151057401813   precision 0.73045814479638   recall 0.7413402015363937
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deviation 2/5   epoch 16/120   F1 0.734976822587442   accuracy 0.770392749244713   precision 0.7298848210612916   recall 0.7419264069264069
deviation 2/5   epoch 17/120   F1 0.7353640919643806   accuracy 0.7741691842900302   precision 0.727576100370218   recall 0.7479363843380884
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deviation 2/5   epoch 18/120   F1 0.7373074804395889   accuracy 0.774546827794562   precision 0.7304272932949404   recall 0.7477309114981201
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deviation 2/5   epoch 19/120   F1 0.7400791604863848   accuracy 0.775679758308157   precision 0.7341294734677087   recall 0.7485317395338682
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deviation 2/5   epoch 20/120   F1 0.7403217762961922   accuracy 0.7787009063444109   precision 0.7321112710818594   recall 0.7536902002107482
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deviation 2/5   epoch 21/120   F1 0.7401289175608925   accuracy 0.777190332326284   precision 0.7329776840806252   recall 0.7510499778368794
deviation 2/5   epoch 22/120   F1 0.7425376762275159   accuracy 0.7779456193353474   precision 0.7363970588235295   recall 0.7513071118362975
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deviation 2/5   epoch 23/120   F1 0.7420734128718534   accuracy 0.7790785498489426   precision 0.7346770876182641   recall 0.7534684257841922
deviation 2/5   epoch 24/120   F1 0.7427926547664109   accuracy 0.7802114803625377   precision 0.7349547511312218   recall 0.7551632673004705
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deviation 2/5   epoch 25/120   F1 0.7427423039608052   accuracy 0.7787009063444109   precision 0.7361065405183053   recall 0.7524943980864138
deviation 2/5   epoch 26/120   F1 0.7438490686876233   accuracy 0.7809667673716012   precision 0.7360911147675854   recall 0.7559935325602141
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deviation 2/5   epoch 27/120   F1 0.7456852525885014   accuracy 0.7805891238670695   precision 0.7395182023858495   recall 0.7544382213112459
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deviation 2/5   epoch 28/120   F1 0.7455835369603883   accuracy 0.7817220543806647   precision 0.7383689839572193   recall 0.7564651535897542
deviation 2/5   epoch 29/120   F1 0.7459855747043078   accuracy 0.7802114803625377   precision 0.7403769025092555   recall 0.7536901570487426
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deviation 2/5   epoch 30/120   F1 0.7480103796476145   accuracy 0.7832326283987915   precision 0.7412124640065817   recall 0.7579547172923855
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deviation 2/5   epoch 31/120   F1 0.7484344655582422   accuracy 0.7847432024169184   precision 0.7406314273961333   recall 0.7605077334580261
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deviation 2/5   epoch 32/120   F1 0.7497189102974332   accuracy 0.7824773413897281   precision 0.7449274989716166   recall 0.7559599134862102
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deviation 2/5   epoch 33/120   F1 0.751365569587123   accuracy 0.7832326283987915   precision 0.7472053681612505   recall 0.7565858995570263
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deviation 2/5   epoch 34/120   F1 0.7503670954554782   accuracy 0.7862537764350453   precision 0.742618778280543   recall 0.7622497526706017
deviation 2/5   epoch 35/120   F1 0.7493163707516854   accuracy 0.7832326283987915   precision 0.7434954751131222   recall 0.7573508432988514
deviation 2/5   epoch 36/120   F1 0.7489142508509388   accuracy 0.7843655589123867   precision 0.7417755039078568   recall 0.7595353169469599
deviation 2/5   epoch 37/120   F1 0.7502873404628572   accuracy 0.7851208459214502   precision 0.7434826203208555   recall 0.7601873277328701
deviation 2/5   epoch 38/120   F1 0.7500096155527194   accuracy 0.7858761329305136   precision 0.7423359728506788   recall 0.7617405822304139
deviation 2/5   epoch 39/120   F1 0.7514902728198569   accuracy 0.7858761329305136   precision 0.7449043603455368   recall 0.760928100144149
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deviation 2/5   epoch 40/120   F1 0.7518433357096717   accuracy 0.7885196374622356   precision 0.7431741053064582   recall 0.7657815244116615
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deviation 2/5   epoch 41/120   F1 0.752883613791925   accuracy 0.7854984894259819   precision 0.7477606951871658   recall 0.7596406430597877
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deviation 2/5   epoch 42/120   F1 0.753955109289604   accuracy 0.7866314199395771   precision 0.7486091114767586   recall 0.7610778685619982
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deviation 2/5   epoch 43/120   F1 0.7521342165542007   accuracy 0.7858761329305136   precision 0.7460458658988072   recall 0.7606109251426421
deviation 2/5   epoch 44/120   F1 0.7527696209234962   accuracy 0.7858761329305136   precision 0.7471873714520774   recall 0.7603199916607495
deviation 2/5   epoch 45/120   F1 0.7532406338364395   accuracy 0.7858761329305136   precision 0.7480435006170301   recall 0.7601186965621134
deviation 2/5   epoch 46/120   F1 0.7510016463169815   accuracy 0.7858761329305136   precision 0.744048231180584   recall 0.7611835321616187
deviation 2/5   epoch 47/120   F1 0.7524914869653964   accuracy 0.7862537764350453   precision 0.7463286713286714   recall 0.7611001348939244
deviation 2/5   epoch 48/120   F1 0.755136298094256   accuracy 0.7873867069486404   precision 0.7500308515014398   recall 0.7618371164316575
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deviation 2/5   epoch 49/120   F1 0.7554444636736382   accuracy 0.7873867069486404   precision 0.7506016042780749   recall 0.7617090670133781
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deviation 2/5   epoch 50/120   F1 0.7535251433822364   accuracy 0.7870090634441088   precision 0.7474650349650349   recall 0.7619241988854057
deviation 2/5   epoch 51/120   F1 0.7542664448015179   accuracy 0.7866314199395771   precision 0.7491798642533937   recall 0.76094594621882
deviation 2/5   epoch 52/120   F1 0.755848466598267   accuracy 0.7870090634441088   precision 0.7517456807897984   recall 0.7609482388745425
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deviation 2/5   epoch 53/120   F1 0.7556971798730615   accuracy 0.7870090634441088   precision 0.7514603044014809   recall 0.761002294924481
deviation 2/5   epoch 54/120   F1 0.7530085226686477   accuracy 0.7866314199395771   precision 0.7468968531468532   recall 0.7615122878751055
deviation 2/5   epoch 55/120   F1 0.7556314410119895   accuracy 0.7888972809667674   precision 0.7494498148909914   recall 0.7642163760724957
deviation 2/5   epoch 56/120   F1 0.7550344805633604   accuracy 0.7892749244712991   precision 0.7480203619909502   recall 0.7652351429003478
deviation 2/5   epoch 57/120   F1 0.7558021312277039   accuracy 0.7877643504531722   precision 0.7508844097079391   recall 0.7621851448837302
deviation 2/5   epoch 58/120   F1 0.75635667905837   accuracy 0.7873867069486404   precision 0.7523138626079802   recall 0.7613625393232244
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deviation 2/5   epoch 59/120   F1 0.7573332981711257   accuracy 0.7900302114803626   precision 0.7514397367338543   recall 0.7653657054169335
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deviation 2/5   epoch 60/120   F1 0.7556314410119895   accuracy 0.7888972809667674   precision 0.7494498148909914   recall 0.7642163760724957
deviation 2/5   epoch 61/120   F1 0.7556971798730615   accuracy 0.7870090634441088   precision 0.7514603044014809   recall 0.761002294924481
deviation 2/5   epoch 62/120   F1 0.7557922461442835   accuracy 0.7866314199395771   precision 0.7520336281365693   recall 0.760380207534428
deviation 2/5   epoch 63/120   F1 0.7595925433629541   accuracy 0.7919184290030211   precision 0.7537098930481283   recall 0.7675701085987634
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deviation 2/5   epoch 64/120   F1 0.7571819808056195   accuracy 0.7888972809667674   precision 0.752303578774167   recall 0.7634864784498931
deviation 2/5   epoch 65/120   F1 0.7570719669931538   accuracy 0.7881419939577039   precision 0.7528794734677087   recall 0.7622991039136193
deviation 2/5   epoch 66/120   F1 0.7551950375760468   accuracy 0.7892749244712991   precision 0.7483057383792677   recall 0.7651430297040576
deviation 2/5   epoch 67/120   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
deviation 2/5   epoch 68/120   F1 0.7581043825146307   accuracy 0.7900302114803626   precision 0.7528666186754422   recall 0.7649913919221474
deviation 2/5   epoch 69/120   F1 0.7585652516209342   accuracy 0.7911631419939577   precision 0.7525735294117647   recall 0.7667535561913877
deviation 2/5   epoch 70/120   F1 0.761433911243335   accuracy 0.7930513595166163   precision 0.755985191279309   recall 0.7686351323642093
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deviation 2/5   epoch 71/120   F1 0.7594384333510575   accuracy 0.7919184290030211   precision 0.7534245166598108   recall 0.7676523197127214
deviation 2/5   epoch 72/120   F1 0.7586157112652079   accuracy 0.7904078549848943   precision 0.753434800493624   recall 0.7654017972830078
deviation 2/5   epoch 73/120   F1 0.7579952830188679   accuracy 0.7892749244712991   precision 0.7534425133689839   recall 0.7637720481205583
deviation 2/5   epoch 74/120   F1 0.755315070907009   accuracy 0.7888972809667674   precision 0.7488790621143562   recall 0.7643821858013788
deviation 2/5   epoch 75/120   F1 0.7577297489465374   accuracy 0.7885196374622356   precision 0.7537330316742081   recall 0.7626575540793732
deviation 2/5   epoch 76/120   F1 0.7544186170420895   accuracy 0.7896525679758308   precision 0.7465909090909091   recall 0.766336224700537
deviation 2/5   epoch 77/120   F1 0.7558228332695285   accuracy 0.790785498489426   precision 0.748010078157137   recall 0.7676614789555025
deviation 2/5   epoch 78/120   F1 0.7586601197727609   accuracy 0.7919184290030211   precision 0.7519976347182229   recall 0.7680889326509192
deviation 2/5   epoch 79/120   F1 0.7564603963659858   accuracy 0.7892749244712991   precision 0.7505887494858083   recall 0.764467586311688
deviation 2/5   epoch 80/120   F1 0.7559499285854133   accuracy 0.7904078549848943   precision 0.7485834018922255   recall 0.7668432945235015
deviation 2/5   epoch 81/120   F1 0.7574859163179025   accuracy 0.7888972809667674   precision 0.7528743315508022   recall 0.7633598746899882
deviation 2/5   epoch 82/120   F1 0.7534401632934378   accuracy 0.7877643504531722   precision 0.7466037638831757   recall 0.7633256465162247
deviation 2/5   epoch 83/120   F1 0.7587199210158142   accuracy 0.7911631419939577   precision 0.7528589058000823   recall 0.7666726317694597
deviation 2/5   epoch 84/120   F1 0.753701182864349   accuracy 0.7888972809667674   precision 0.7460252982311806   recall 0.7653142278476801
deviation 2/5   epoch 85/120   F1 0.754941327252451   accuracy 0.7900302114803626   precision 0.7471590909090908   recall 0.7667430626271146
deviation 2/5   epoch 86/120   F1 0.7586687258626283   accuracy 0.790785498489426   precision 0.7531468531468531   recall 0.7660304817587666
deviation 2/5   epoch 87/120   F1 0.7600293852428281   accuracy 0.7941842900302115   precision 0.7522675853558207   recall 0.7716272039674702
deviation 2/5   epoch 88/120   F1 0.7598992235241653   accuracy 0.7919184290030211   precision 0.7542806458247635   recall 0.7674107284681371
deviation 2/5   epoch 89/120   F1 0.7607707326946763   accuracy 0.7926737160120846   precision 0.7551316330728095   recall 0.7683056574517371
deviation 2/5   epoch 90/120   F1 0.7589884562196761   accuracy 0.793429003021148   precision 0.751131221719457   recall 0.7708204670738124
deviation 2/5   epoch 91/120   F1 0.7573874801651936   accuracy 0.7892749244712991   precision 0.7523010078157137   recall 0.7640308867843306
deviation 2/5   epoch 92/120   F1 0.7582284339563883   accuracy 0.7922960725075529   precision 0.7508535582064995   recall 0.7690758068385827
deviation 2/5   epoch 93/120   F1 0.7609278422112646   accuracy 0.7938066465256798   precision 0.7542677910324969   recall 0.7703049882066125
deviation 2/5   epoch 94/120   F1 0.7596433135819682   accuracy 0.7922960725075529   precision 0.7534219457013575   recall 0.7682291666666667
deviation 2/5   epoch 95/120   F1 0.7585465310212334   accuracy 0.7922960725075529   precision 0.7514243109831344   recall 0.768875355704329
deviation 2/5   epoch 96/120   F1 0.7547117566321173   accuracy 0.7892749244712991   precision 0.747449609214315   recall 0.7654245916512924
deviation 2/5   epoch 97/120   F1 0.7600521200215624   accuracy 0.7930513595166163   precision 0.7534168037844509   recall 0.7694003274270736
deviation 2/5   epoch 98/120   F1 0.7534244147838759   accuracy 0.7896525679758308   precision 0.7448786507610037   recall 0.7670002487849832
deviation 2/5   epoch 99/120   F1 0.7574249534524553   accuracy 0.790785498489426   precision 0.7508638420403126   recall 0.7666863450884572
deviation 2/5   epoch 100/120   F1 0.7581562051831428   accuracy 0.7904078549848943   precision 0.7525786713286713   recall 0.7656208705009372
deviation 2/5   epoch 101/120   F1 0.7560805252170837   accuracy 0.7919184290030211   precision 0.7474316125051419   recall 0.7697838373857253
deviation 2/5   epoch 102/120   F1 0.7582284339563883   accuracy 0.7922960725075529   precision 0.7508535582064995   recall 0.7690758068385827
deviation 2/5   epoch 103/120   F1 0.7587047861412648   accuracy 0.7922960725075529   precision 0.7517096873714522   recall 0.7687777960797233
deviation 2/5   epoch 104/120   F1 0.7561822176378374   accuracy 0.7911631419939577   precision 0.7482928835870013   recall 0.7681744816885863
deviation 2/5   epoch 105/120   F1 0.7561109585278769   accuracy 0.7904078549848943   precision 0.748868778280543   recall 0.7667447427793948
deviation 2/5   epoch 106/120   F1 0.7560724747173513   accuracy 0.7900302114803626   precision 0.749156725627314   recall 0.766051721297974
deviation 2/5   epoch 107/120   F1 0.7566625789705439   accuracy 0.7896525679758308   precision 0.750586178527355   recall 0.7650360465392942
deviation 2/5   epoch 108/120   F1 0.7594881940476466   accuracy 0.7922960725075529   precision 0.7531365693130398   recall 0.7683162785627666
deviation 2/5   epoch 109/120   F1 0.7567383672996429   accuracy 0.7919184290030211   precision 0.7485731180584121   recall 0.769316235923641
deviation 2/5   epoch 110/120   F1 0.7528333865540026   accuracy 0.7919184290030211   precision 0.7420094611271082   recall 0.7724327922465533
deviation 2/5   epoch 111/120   F1 0.7558568367812861   accuracy 0.7938066465256798   precision 0.7454211229946524   recall 0.774115275496491
deviation 2/5   epoch 112/120   F1 0.7562339620036131   accuracy 0.7945619335347432   precision 0.7454159810777459   recall 0.7755408662519665
deviation 2/5   epoch 113/120   F1 0.7564105410830408   accuracy 0.7919184290030211   precision 0.7480023652817771   recall 0.7695462829910436
deviation 2/5   epoch 114/120   F1 0.7573024891774891   accuracy 0.7953172205438066   precision 0.7465523447141095   recall 0.7763341401567543
deviation 2/5   epoch 115/120   F1 0.755873160424445   accuracy 0.7896525679758308   precision 0.7491592965857672   recall 0.7654614307383097
deviation 2/5   epoch 116/120   F1 0.759668877474692   accuracy 0.7938066465256798   precision 0.7519847799259565   recall 0.7711146148845829
deviation 2/5   epoch 117/120   F1 0.7573261837486087   accuracy 0.7930513595166163   precision 0.7485654051830523   recall 0.7712373193284855
deviation 2/5   epoch 118/120   F1 0.7540183935563928   accuracy 0.7911631419939577   precision 0.7445829905388729   recall 0.7697371825361101
deviation 2/5   epoch 119/120   F1 0.754448417569515   accuracy 0.7900302114803626   precision 0.7463029617441382   recall 0.7670662355040143
deviation 2/5   epoch 120/120   F1 0.7515526300013666   accuracy 0.7866314199395771   precision 0.7443284656519951   recall 0.762275808538163

deviation 3/5   epoch 1/120   F1 0.4865195309842359   accuracy 0.6695619335347432   precision 0.5288101604278075   recall 0.597399648419081
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deviation 3/5   epoch 2/120   F1 0.5301808702654197   accuracy 0.6858006042296072   precision 0.5552396133278487   recall 0.6465180982515479
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deviation 3/5   epoch 3/120   F1 0.6019159448444751   accuracy 0.7027945619335347   precision 0.6016402714932126   recall 0.6642706888760771
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deviation 3/5   epoch 4/120   F1 0.6749876559834814   accuracy 0.7356495468277946   precision 0.6656262854792266   recall 0.7040323806628155
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deviation 3/5   epoch 5/120   F1 0.6981086789554531   accuracy 0.7560422960725075   precision 0.6863199300699301   recall 0.7337171052631579
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deviation 3/5   epoch 6/120   F1 0.7075628143589309   accuracy 0.7639728096676737   precision 0.6948272315919375   recall 0.7452397422361379
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deviation 3/5   epoch 7/120   F1 0.706003206628925   accuracy 0.763595166163142   precision 0.6931175442204854   recall 0.7456761777673117
deviation 3/5   epoch 8/120   F1 0.7106205746148675   accuracy 0.7639728096676737   precision 0.6985371246400658   recall 0.7427009091501948
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deviation 3/5   epoch 9/120   F1 0.7164019855061754   accuracy 0.7685045317220544   precision 0.7039284245166598   recall 0.7487504851057825
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deviation 3/5   epoch 10/120   F1 0.7131670514618582   accuracy 0.7692598187311178   precision 0.6996426367749897   recall 0.7536753326195417
deviation 3/5   epoch 11/120   F1 0.7226057421831883   accuracy 0.7749244712990937   precision 0.7090214932126697   recall 0.7592217067610438
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deviation 3/5   epoch 12/120   F1 0.7273013195725933   accuracy 0.7764350453172205   precision 0.7144333607568902   recall 0.7585078290623721
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deviation 3/5   epoch 13/120   F1 0.7287086234153523   accuracy 0.7790785498489426   precision 0.7149861168243521   recall 0.7639620507794158
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deviation 3/5   epoch 14/120   F1 0.7251168457130811   accuracy 0.7783232628398792   precision 0.7107106129164953   recall 0.7658524816828651
deviation 3/5   epoch 15/120   F1 0.7281505135811275   accuracy 0.7775679758308157   precision 0.7149964006581654   recall 0.7605645487325813
deviation 3/5   epoch 16/120   F1 0.7289251026715335   accuracy 0.7790785498489426   precision 0.7152714932126697   recall 0.7637330101712585
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deviation 3/5   epoch 17/120   F1 0.7311347575339127   accuracy 0.7809667673716012   precision 0.717256273138626   recall 0.7664564545626538
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deviation 3/5   epoch 18/120   F1 0.7307076211161045   accuracy 0.779833836858006   precision 0.717263986013986   recall 0.7638767781909077
deviation 3/5   epoch 19/120   F1 0.727394392779932   accuracy 0.7790785498489426   precision 0.7132738584944467   recall 0.765393367165349
deviation 3/5   epoch 20/120   F1 0.7293403582718652   accuracy 0.7802114803625377   precision 0.7152637803373098   recall 0.7663644461411211
deviation 3/5   epoch 21/120   F1 0.7312064495580552   accuracy 0.7805891238670695   precision 0.717544220485397   recall 0.7653589390785538
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deviation 3/5   epoch 22/120   F1 0.7346715541787393   accuracy 0.7824773413897281   precision 0.7212412587412588   recall 0.7667150171706276
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deviation 3/5   epoch 23/120   F1 0.7320543176896768   accuracy 0.7828549848942599   precision 0.7175287947346771   recall 0.7706881176042454
deviation 3/5   epoch 24/120   F1 0.7361908117722071   accuracy 0.7847432024169184   precision 0.7220819621554916   recall 0.771188090214989
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deviation 3/5   epoch 25/120   F1 0.7329091826046477   accuracy 0.783987915407855   precision 0.7180918346359523   recall 0.7729419713959362
deviation 3/5   epoch 26/120   F1 0.7355590829294958   accuracy 0.7847432024169184   precision 0.7212258329905389   recall 0.7719225895342922
deviation 3/5   epoch 27/120   F1 0.7358510713031261   accuracy 0.7854984894259819   precision 0.7212206910736323   recall 0.7737354456957435
deviation 3/5   epoch 28/120   F1 0.7320543176896768   accuracy 0.7828549848942599   precision 0.7175287947346771   recall 0.7706881176042454
deviation 3/5   epoch 29/120   F1 0.7342050346506889   accuracy 0.783987915407855   precision 0.7198040929658577   recall 0.771375653482223
deviation 3/5   epoch 30/120   F1 0.7354123651717019   accuracy 0.7843655589123867   precision 0.7212284039489922   recall 0.7710309295398011
deviation 3/5   epoch 31/120   F1 0.735475068931817   accuracy 0.783987915407855   precision 0.7215163512957631   recall 0.7699118786789008
deviation 3/5   epoch 32/120   F1 0.7353267013714029   accuracy 0.7836102719033232   precision 0.7215189222542164   recall 0.769044587578366
deviation 3/5   epoch 33/120   F1 0.7375877668491015   accuracy 0.7851208459214502   precision 0.7237916495269436   recall 0.7706471188593433
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deviation 3/5   epoch 34/120   F1 0.7384009994518401   accuracy 0.7866314199395771   precision 0.724066742081448   recall 0.7739094872663187
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deviation 3/5   epoch 35/120   F1 0.7401992301333489   accuracy 0.7870090634441088   precision 0.7263471822295351   recall 0.7728704082518194
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deviation 3/5   epoch 36/120   F1 0.7369073232508756   accuracy 0.7854984894259819   precision 0.7226475730152201   recall 0.7724715654348955
deviation 3/5   epoch 37/120   F1 0.7399956963998087   accuracy 0.7870090634441088   precision 0.7260618058412176   recall 0.7731028099502117
deviation 3/5   epoch 38/120   F1 0.7398933968701411   accuracy 0.7877643504531722   precision 0.7254859111476759   recall 0.7753447106690778
deviation 3/5   epoch 39/120   F1 0.7394324925654523   accuracy 0.7866314199395771   precision 0.7254936240230359   recall 0.7727054373654767
deviation 3/5   epoch 40/120   F1 0.7412462731469591   accuracy 0.7866314199395771   precision 0.728062011517894   recall 0.7707058777754128
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deviation 3/5   epoch 41/120   F1 0.7386086815839952   accuracy 0.7866314199395771   precision 0.7243521184697655   recall 0.7736631660649395
deviation 3/5   epoch 42/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377
deviation 3/5   epoch 43/120   F1 0.7421995811399784   accuracy 0.7888972809667674   precision 0.7280465857671741   recall 0.7757929151246767
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deviation 3/5   epoch 44/120   F1 0.7401506606896007   accuracy 0.7873867069486404   precision 0.7260592348827644   recall 0.7739721332252127
deviation 3/5   epoch 45/120   F1 0.7462641145635407   accuracy 0.7896525679758308   precision 0.7334635952283011   recall 0.7732762803994959
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deviation 3/5   epoch 46/120   F1 0.7395339605872375   accuracy 0.7873867069486404   precision 0.7252031057178117   recall 0.7747011944382377
deviation 3/5   epoch 47/120   F1 0.7399901247867852   accuracy 0.7885196374622356   precision 0.7251953928424517   recall 0.7774146143711361
deviation 3/5   epoch 48/120   F1 0.740198397264066   accuracy 0.7885196374622356   precision 0.7254807692307692   recall 0.7771525993622864
deviation 3/5   epoch 49/120   F1 0.7468782826455986   accuracy 0.7919184290030211   precision 0.7328774167009461   recall 0.7786976163169486
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deviation 3/5   epoch 50/120   F1 0.7406128539093138   accuracy 0.7885196374622356   precision 0.7260515220074044   recall 0.776637248887001
deviation 3/5   epoch 51/120   F1 0.7424656192385328   accuracy 0.7900302114803626   precision 0.7277534965034964   recall 0.7787200906130539
deviation 3/5   epoch 52/120   F1 0.7408190431446244   accuracy 0.7885196374622356   precision 0.7263368983957219   recall 0.7763838657826
deviation 3/5   epoch 53/120   F1 0.7439232965776426   accuracy 0.7896525679758308   precision 0.7300390785684903   recall 0.7758729133441913
deviation 3/5   epoch 54/120   F1 0.7415392365739234   accuracy 0.7892749244712991   precision 0.7269025092554504   recall 0.7776786697500275
deviation 3/5   epoch 55/120   F1 0.7428037606621973   accuracy 0.7888972809667674   precision 0.7289027149321268   recall 0.775083478353559
deviation 3/5   epoch 56/120   F1 0.7515287623975853   accuracy 0.7945619335347432   precision 0.737996194981489   recall 0.7805156316760757
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deviation 3/5   epoch 57/120   F1 0.7459595105317898   accuracy 0.7911631419939577   precision 0.7320264294529   recall 0.7776791915984576
deviation 3/5   epoch 58/120   F1 0.7421536596803462   accuracy 0.790785498489426   precision 0.7268922254216372   recall 0.7813844118162833
deviation 3/5   epoch 59/120   F1 0.742153536876492   accuracy 0.7892749244712991   precision 0.7277586384204031   recall 0.7769202395688761
deviation 3/5   epoch 60/120   F1 0.7442836340191861   accuracy 0.7900302114803626   precision 0.7303218839983545   recall 0.7765
deviation 3/5   epoch 61/120   F1 0.7541111229896684   accuracy 0.7953172205438066   precision 0.7414155697243933   recall 0.7795970748323626
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deviation 3/5   epoch 62/120   F1 0.7439570844192347   accuracy 0.7911631419939577   precision 0.7291726655697244   recall 0.7801512028895434
deviation 3/5   epoch 63/120   F1 0.7430293953076492   accuracy 0.7919184290030211   precision 0.7274552653229124   recall 0.783684782216593
deviation 3/5   epoch 64/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 3/5   epoch 65/120   F1 0.7456891901242806   accuracy 0.7919184290030211   precision 0.7311651583710408   recall 0.7801602491448887
deviation 3/5   epoch 66/120   F1 0.7511305333043247   accuracy 0.7949395770392749   precision 0.7371374948580831   recall 0.7820515760801843
deviation 3/5   epoch 67/120   F1 0.7425692118819609   accuracy 0.790785498489426   precision 0.7274629781982723   recall 0.7808315055405135
deviation 3/5   epoch 68/120   F1 0.7449666697145048   accuracy 0.7911631419939577   precision 0.7305995475113123   recall 0.7788803928838768
deviation 3/5   epoch 69/120   F1 0.7426703356935915   accuracy 0.7900302114803626   precision 0.7280388728918141   recall 0.7784621760096444
deviation 3/5   epoch 70/120   F1 0.7399316162491261   accuracy 0.7888972809667674   precision 0.7249074454956808   recall 0.7786095954380385
deviation 3/5   epoch 71/120   F1 0.7434384009678408   accuracy 0.7904078549848943   precision 0.7288924310983134   recall 0.7785985581906584
deviation 3/5   epoch 72/120   F1 0.7459254443753021   accuracy 0.7915407854984894   precision 0.7317384821061292   recall 0.7787831363682758
deviation 3/5   epoch 73/120   F1 0.7474355096933155   accuracy 0.7922960725075529   precision 0.7334455985191279   recall 0.7790888525517292
deviation 3/5   epoch 74/120   F1 0.7420541229978941   accuracy 0.7900302114803626   precision 0.7271827437268614   recall 0.7792446032934841
deviation 3/5   epoch 75/120   F1 0.7438843474364221   accuracy 0.7900302114803626   precision 0.7297511312217195   recall 0.776974002305947
deviation 3/5   epoch 76/120   F1 0.7457269060879586   accuracy 0.7915407854984894   precision 0.7314531057178115   recall 0.779025799333011
deviation 3/5   epoch 77/120   F1 0.7455277028593872   accuracy 0.7915407854984894   precision 0.731167729329494   recall 0.7792712206060946
deviation 3/5   epoch 78/120   F1 0.7458502603621336   accuracy 0.7922960725075529   precision 0.7311625874125873   recall 0.7810589294422146
deviation 3/5   epoch 79/120   F1 0.7424656192385328   accuracy 0.7900302114803626   precision 0.7277534965034964   recall 0.7787200906130539
deviation 3/5   epoch 80/120   F1 0.7474047667326411   accuracy 0.7926737160120846   precision 0.733157651172357   recall 0.7801968413011423
deviation 3/5   epoch 81/120   F1 0.7407105058305671   accuracy 0.7892749244712991   precision 0.7257610037021802   recall 0.7787302050831156
deviation 3/5   epoch 82/120   F1 0.7428263794576088   accuracy 0.7904078549848943   precision 0.7280363019333607   recall 0.7793714088181356
deviation 3/5   epoch 83/120   F1 0.7418996276718703   accuracy 0.7896525679758308   precision 0.7271853146853147   recall 0.7783288489083438
deviation 3/5   epoch 84/120   F1 0.7428743677029551   accuracy 0.7900302114803626   precision 0.7283242492801316   recall 0.7782071242626536
deviation 3/5   epoch 85/120   F1 0.7475139675255784   accuracy 0.7911631419939577   precision 0.7343094405594406   recall 0.7758953688224035
deviation 3/5   epoch 86/120   F1 0.7448013040796546   accuracy 0.7885196374622356   precision 0.7320444261620732   recall 0.771881627144785
deviation 3/5   epoch 87/120   F1 0.7370734912295156   accuracy 0.7870090634441088   precision 0.7220665364047717   recall 0.7766487625673005
deviation 3/5   epoch 88/120   F1 0.7481867304332914   accuracy 0.7926737160120846   precision 0.7342991567256273   recall 0.7792460635123697
deviation 3/5   epoch 89/120   F1 0.7450742464539007   accuracy 0.7900302114803626   precision 0.7314633895516248   recall 0.7755840434910373
deviation 3/5   epoch 90/120   F1 0.7458259851266589   accuracy 0.7904078549848943   precision 0.7323169477581242   recall 0.7757564175041636
deviation 3/5   epoch 91/120   F1 0.7446441630903748   accuracy 0.7904078549848943   precision 0.7306046894282188   recall 0.7771288235325923
deviation 3/5   epoch 92/120   F1 0.7416369313113291   accuracy 0.7885196374622356   precision 0.7274784039489921   recall 0.775398406374502
deviation 3/5   epoch 93/120   F1 0.7485043032882095   accuracy 0.7900302114803626   precision 0.736600164541341   recall 0.77195999858151
deviation 3/5   epoch 94/120   F1 0.7472967926642048   accuracy 0.7915407854984894   precision 0.7337361168243521   recall 0.7771599292726054
deviation 3/5   epoch 95/120   F1 0.7459042611367572   accuracy 0.7892749244712991   precision 0.7331807897984368   recall 0.7726783497034144
deviation 3/5   epoch 96/120   F1 0.7458804573247579   accuracy 0.7896525679758308   precision 0.732892842451666   recall 0.7736838447948602
deviation 3/5   epoch 97/120   F1 0.7477849006593578   accuracy 0.7892749244712991   precision 0.7360345536816125   recall 0.7708048811423549
deviation 3/5   epoch 98/120   F1 0.741803244678644   accuracy 0.7870090634441088   precision 0.7286301933360757   recall 0.7711054204011951
deviation 3/5   epoch 99/120   F1 0.7443708643097754   accuracy 0.7858761329305136   precision 0.7332039284245166   recall 0.7658378558182712
deviation 3/5   epoch 100/120   F1 0.7468677658066136   accuracy 0.7888972809667674   precision 0.7348956190867956   recall 0.7707610514828291
deviation 3/5   epoch 101/120   F1 0.7432451220256708   accuracy 0.7858761329305136   precision 0.7314916700946112   recall 0.766837364817659
deviation 3/5   epoch 102/120   F1 0.7396844188037038   accuracy 0.7862537764350453   precision 0.7260669477581243   recall 0.771391975308642
deviation 3/5   epoch 103/120   F1 0.7456620507405822   accuracy 0.7851208459214502   precision 0.7357774578362813   recall 0.7631176143597468
deviation 3/5   epoch 104/120   F1 0.7483390232641217   accuracy 0.7870090634441088   precision 0.7386183669271904   recall 0.7651534846515349
deviation 3/5   epoch 105/120   F1 0.748841542911342   accuracy 0.7862537764350453   precision 0.7400503907856849   recall 0.7632194698398469
deviation 3/5   epoch 106/120   F1 0.7506572436614962   accuracy 0.7888972809667674   precision 0.7408885232414644   recall 0.7674493533629196
deviation 3/5   epoch 107/120   F1 0.7486806371778696   accuracy 0.7866314199395771   precision 0.7394770670505965   recall 0.7641061392123769
deviation 3/5   epoch 108/120   F1 0.742171677831438   accuracy 0.7847432024169184   precision 0.7306432538050185   recall 0.7651128290601321
deviation 3/5   epoch 109/120   F1 0.7466690933867213   accuracy 0.7832326283987915   precision 0.7389294529000412   recall 0.7586651748064897
deviation 3/5   epoch 110/120   F1 0.7419578473424028   accuracy 0.7851208459214502   precision 0.73006993006993   recall 0.7662035986926015
deviation 3/5   epoch 111/120   F1 0.7483390232641217   accuracy 0.7870090634441088   precision 0.7386183669271904   recall 0.7651534846515349
deviation 3/5   epoch 112/120   F1 0.7547145927557062   accuracy 0.7877643504531722   precision 0.7488867749897161   recall 0.7626713481011971
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deviation 3/5   epoch 113/120   F1 0.7483227877859724   accuracy 0.7862537764350453   precision 0.7391942616207322   recall 0.7635758399909344
deviation 3/5   epoch 114/120   F1 0.7486806371778696   accuracy 0.7866314199395771   precision 0.7394770670505965   recall 0.7641061392123769
deviation 3/5   epoch 115/120   F1 0.7484344655582422   accuracy 0.7847432024169184   precision 0.7406314273961333   recall 0.7605077334580261
deviation 3/5   epoch 116/120   F1 0.7510305839577082   accuracy 0.7862537764350453   precision 0.7437602838338133   recall 0.7618651744976082
deviation 3/5   epoch 117/120   F1 0.7540413500187007   accuracy 0.7873867069486404   precision 0.7480332167832169   recall 0.7623358701304881
deviation 3/5   epoch 118/120   F1 0.748841542911342   accuracy 0.7862537764350453   precision 0.7400503907856849   recall 0.7632194698398469
deviation 3/5   epoch 119/120   F1 0.7532064756133351   accuracy 0.7870090634441088   precision 0.7468942821883999   recall 0.7620817640958463
deviation 3/5   epoch 120/120   F1 0.7504191759348366   accuracy 0.7847432024169184   precision 0.744055944055944   recall 0.7594490588521468

deviation 4/5   epoch 1/120   F1 0.43452635175536003   accuracy 0.6487915407854985   precision 0.4984162895927602   recall 0.4928864253132398
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deviation 4/5   epoch 2/120   F1 0.4440075338253382   accuracy 0.6699395770392749   precision 0.5139680172768408   recall 0.6057827102803739
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deviation 4/5   epoch 3/120   F1 0.46598848860031544   accuracy 0.6710725075528701   precision 0.5219508432743727   recall 0.6066693319423926
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deviation 4/5   epoch 4/120   F1 0.49161771065797555   accuracy 0.6756042296072508   precision 0.5339058000822707   recall 0.6218924383340073
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deviation 4/5   epoch 5/120   F1 0.5374914753941171   accuracy 0.6876888217522659   precision 0.5595074043603455   recall 0.6496304652436926
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deviation 4/5   epoch 6/120   F1 0.5663251441386762   accuracy 0.69297583081571   precision 0.5765939942410531   recall 0.6530135193956912
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deviation 4/5   epoch 7/120   F1 0.6055533755715695   accuracy 0.7088368580060423   precision 0.605309029206088   recall 0.6775018823363721
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deviation 4/5   epoch 8/120   F1 0.6345846261352617   accuracy 0.716012084592145   precision 0.6283756684491979   recall 0.6810248880671416
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deviation 4/5   epoch 9/120   F1 0.6432670806785852   accuracy 0.725453172205438   precision 0.6360165569724393   recall 0.6979520077227661
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deviation 4/5   epoch 10/120   F1 0.6583420035588439   accuracy 0.7394259818731118   precision 0.6490487453722747   recall 0.7235659333243353
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deviation 4/5   epoch 11/120   F1 0.6652843463222757   accuracy 0.7450906344410876   precision 0.655003085150144   recall 0.7336425509240196
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deviation 4/5   epoch 12/120   F1 0.6817110545426657   accuracy 0.7537764350453172   precision 0.6694981489099135   recall 0.7425785561851498
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deviation 4/5   epoch 13/120   F1 0.6852744229911312   accuracy 0.7564199395770392   precision 0.6726192924722336   recall 0.7466753187827152
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deviation 4/5   epoch 14/120   F1 0.6969372506583569   accuracy 0.7609516616314199   precision 0.683718120115179   recall 0.7473813164948284
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deviation 4/5   epoch 15/120   F1 0.6956056509868831   accuracy 0.7624622356495468   precision 0.6819955779514604   recall 0.753322919714037
deviation 4/5   epoch 16/120   F1 0.6960092488736043   accuracy 0.7647280966767371   precision 0.6819801522007405   recall 0.760052114762696
deviation 4/5   epoch 17/120   F1 0.702488976375802   accuracy 0.7669939577039275   precision 0.688243006993007   recall 0.7590779818745549
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deviation 4/5   epoch 18/120   F1 0.6999735992959812   accuracy 0.7666163141993958   precision 0.6856771904566022   recall 0.761064921920185
deviation 4/5   epoch 19/120   F1 0.7005209019597509   accuracy 0.7666163141993958   precision 0.6862479432332373   recall 0.7603578154425612
deviation 4/5   epoch 20/120   F1 0.6987266864413062   accuracy 0.7658610271903323   precision 0.6845408268202386   recall 0.7602244095201842
deviation 4/5   epoch 21/120   F1 0.701412856373461   accuracy 0.7669939577039275   precision 0.6871015014397368   recall 0.7604299464915318
deviation 4/5   epoch 22/120   F1 0.7016043155183027   accuracy 0.7666163141993958   precision 0.6873894487865077   recall 0.758989865969271
deviation 4/5   epoch 23/120   F1 0.7044177350378713   accuracy 0.7685045317220544   precision 0.6899449814890992   recall 0.7614204015197421
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deviation 4/5   epoch 24/120   F1 0.7067833666253511   accuracy 0.7696374622356495   precision 0.6922202797202798   recall 0.7620031328518413
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deviation 4/5   epoch 25/120   F1 0.7048511100956175   accuracy 0.7692598187311178   precision 0.6902252159605101   recall 0.76327986072748
deviation 4/5   epoch 26/120   F1 0.7063464936999406   accuracy 0.7700151057401813   precision 0.6916469559851913   recall 0.7637628211649292
deviation 4/5   epoch 27/120   F1 0.7105342016886701   accuracy 0.7722809667673716   precision 0.6956267996709173   recall 0.7655568497602813
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deviation 4/5   epoch 28/120   F1 0.7097601129008774   accuracy 0.7722809667673716   precision 0.6947706705059646   recall 0.7665772891336802
deviation 4/5   epoch 29/120   F1 0.7085368021318127   accuracy 0.7715256797583081   precision 0.693634306869601   recall 0.7657570039705118
deviation 4/5   epoch 30/120   F1 0.7045842422458586   accuracy 0.7692598187311178   precision 0.6899398395721925   recall 0.7636297215489347
deviation 4/5   epoch 31/120   F1 0.7139688998938396   accuracy 0.7737915407854985   precision 0.6990410324969148   recall 0.7658877449477843
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deviation 4/5   epoch 32/120   F1 0.70333812275057   accuracy 0.7711480362537765   precision 0.6882147264500206   recall 0.7718223100143693
deviation 4/5   epoch 33/120   F1 0.707305218096585   accuracy 0.7719033232628398   precision 0.6922048539695599   recall 0.7686850390304912
deviation 4/5   epoch 34/120   F1 0.712510786842951   accuracy 0.773036253776435   precision 0.6976192924722336   recall 0.7653903421130998
deviation 4/5   epoch 35/120   F1 0.7144742947138667   accuracy 0.775679758308157   precision 0.6990281777046483   recall 0.7712825418852479
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deviation 4/5   epoch 36/120   F1 0.7204435486400571   accuracy 0.7775679758308157   precision 0.7052936034553681   recall 0.7693194667305245
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deviation 4/5   epoch 37/120   F1 0.7133543756502951   accuracy 0.7753021148036254   precision 0.6978892431098314   recall 0.7715967703092871
deviation 4/5   epoch 38/120   F1 0.7112611337863188   accuracy 0.7741691842900302   precision 0.6958993212669684   recall 0.7707513111701749
deviation 4/5   epoch 39/120   F1 0.7157344113258615   accuracy 0.775679758308157   precision 0.7004550596462361   recall 0.7695576114614449
deviation 4/5   epoch 40/120   F1 0.7195885200553249   accuracy 0.7779456193353474   precision 0.7041495269436446   recall 0.7716406677613574
deviation 4/5   epoch 41/120   F1 0.7213928065394118   accuracy 0.7783232628398792   precision 0.7061445907034142   recall 0.7704358552978288
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deviation 4/5   epoch 42/120   F1 0.7205579995635245   accuracy 0.7779456193353474   precision 0.7052910324969148   recall 0.7703480498374864
deviation 4/5   epoch 43/120   F1 0.7256599306988891   accuracy 0.7813444108761329   precision 0.7101192924722337   recall 0.7742607856708403
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deviation 4/5   epoch 44/120   F1 0.7273043503092576   accuracy 0.7820996978851964   precision 0.7118264088852324   recall 0.7744280043666267
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deviation 4/5   epoch 45/120   F1 0.7256674428580072   accuracy 0.7820996978851964   precision 0.7098287741670095   recall 0.776678133477749
deviation 4/5   epoch 46/120   F1 0.7212318979520221   accuracy 0.7802114803625377   precision 0.7052756067461949   recall 0.7767796169512089
deviation 4/5   epoch 47/120   F1 0.717609573776581   accuracy 0.7779456193353474   precision 0.701866515837104   recall 0.7744003019458734
deviation 4/5   epoch 48/120   F1 0.7209858090081949   accuracy 0.7802114803625377   precision 0.7049902303578774   recall 0.7771393812999652
deviation 4/5   epoch 49/120   F1 0.7218334006832627   accuracy 0.7805891238670695   precision 0.7058437885643768   recall 0.7771741152991007
deviation 4/5   epoch 50/120   F1 0.7295527590098133   accuracy 0.783987915407855   precision 0.7138111888111889   recall 0.7773427599546454
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deviation 4/5   epoch 51/120   F1 0.7262340714375349   accuracy 0.7809667673716012   precision 0.7109779925956397   recall 0.7723200063714559
deviation 4/5   epoch 52/120   F1 0.7304644680384602   accuracy 0.783987915407855   precision 0.7149526943644591   recall 0.7760980120203421
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deviation 4/5   epoch 53/120   F1 0.7270512785592249   accuracy 0.7813444108761329   precision 0.711831550802139   recall 0.7724203116695474
deviation 4/5   epoch 54/120   F1 0.7332425261425389   accuracy 0.7854984894259819   precision 0.7177961744138215   recall 0.7770713136308331
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deviation 4/5   epoch 55/120   F1 0.7262608975316157   accuracy 0.7824773413897281   precision 0.7103969559851913   recall 0.7770720476706392
deviation 4/5   epoch 56/120   F1 0.7256686803395107   accuracy 0.7828549848942599   precision 0.7095382558617853   recall 0.7791759544628949
deviation 4/5   epoch 57/120   F1 0.7281450320512821   accuracy 0.7832326283987915   precision 0.7123894487865077   recall 0.7768762065637065
deviation 4/5   epoch 58/120   F1 0.7275551988805893   accuracy 0.7828549848942599   precision 0.7118212669683258   recall 0.7764823087732544
deviation 4/5   epoch 59/120   F1 0.7231707711375761   accuracy 0.7802114803625377   precision 0.7075586178527355   recall 0.7740365848277173
deviation 4/5   epoch 60/120   F1 0.7241171461717104   accuracy 0.7817220543806647   precision 0.7081190867955574   recall 0.7776491571058634
deviation 4/5   epoch 61/120   F1 0.7242400419145812   accuracy 0.7813444108761329   precision 0.7084070341423283   recall 0.7762249170468243
deviation 4/5   epoch 62/120   F1 0.7269647643113435   accuracy 0.7824773413897281   precision 0.711253085150144   recall 0.7760878841740615
deviation 4/5   epoch 63/120   F1 0.7243574227754725   accuracy 0.7817220543806647   precision 0.708404463183875   recall 0.777302271483306
deviation 4/5   epoch 64/120   F1 0.7289649159379035   accuracy 0.7836102719033232   precision 0.713243006993007   recall 0.7769495580370149
deviation 4/5   epoch 65/120   F1 0.7242331291111779   accuracy 0.7820996978851964   precision 0.7081165158371041   recall 0.7787464004855309
deviation 4/5   epoch 66/120   F1 0.7297996933159248   accuracy 0.7820996978851964   precision 0.7149655491567256   recall 0.7712209125521536
deviation 4/5   epoch 67/120   F1 0.7295766471416447   accuracy 0.7820996978851964   precision 0.714680172768408   recall 0.7714966994432826
deviation 4/5   epoch 68/120   F1 0.7307823402339435   accuracy 0.7836102719033232   precision 0.7155260180995475   recall 0.7745103496829808
deviation 4/5   epoch 69/120   F1 0.7274300529468152   accuracy 0.7824773413897281   precision 0.7118238379267792   recall 0.7754492419303612
deviation 4/5   epoch 70/120   F1 0.7270883539355397   accuracy 0.7828549848942599   precision 0.7112505141916907   recall 0.7771341867016536
deviation 4/5   epoch 71/120   F1 0.7281221123241726   accuracy 0.7824773413897281   precision 0.7126799670917318   recall 0.7745168312626102
deviation 4/5   epoch 72/120   F1 0.7284500784224861   accuracy 0.7820996978851964   precision 0.7132532908268202   recall 0.7729222242238339
deviation 4/5   epoch 73/120   F1 0.7285796041785894   accuracy 0.7824773413897281   precision 0.7132507198683669   recall 0.7739118948550294
deviation 4/5   epoch 74/120   F1 0.7257876614803118   accuracy 0.7824773413897281   precision 0.7098262032085562   recall 0.7777460148922557
deviation 4/5   epoch 75/120   F1 0.7267158998385875   accuracy 0.7817220543806647   precision 0.7112582270670506   recall 0.7740312145667978
deviation 4/5   epoch 76/120   F1 0.7287342652254264   accuracy 0.7836102719033232   precision 0.7129576306046894   recall 0.7772695815030874
deviation 4/5   epoch 77/120   F1 0.7314513324300909   accuracy 0.7836102719033232   precision 0.7163821472645002   recall 0.7736491127391492
deviation 4/5   epoch 78/120   F1 0.7275088308606923   accuracy 0.7813444108761329   precision 0.7124023035787741   recall 0.7718331280995848
deviation 4/5   epoch 79/120   F1 0.7296173746674601   accuracy 0.7828549848942599   precision 0.7143896544631838   recall 0.7737172938130583
deviation 4/5   epoch 80/120   F1 0.7322513950837616   accuracy 0.783987915407855   precision 0.7172357054709996   recall 0.7737652440999987
deviation 4/5   epoch 81/120   F1 0.7334068100168503   accuracy 0.7847432024169184   precision 0.7183720691073632   recall 0.7745577202186429
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deviation 4/5   epoch 82/120   F1 0.7266183356037335   accuracy 0.7828549848942599   precision 0.7106797614150555   recall 0.7778002367943102
deviation 4/5   epoch 83/120   F1 0.7306005659117644   accuracy 0.7824773413897281   precision 0.715819107363225   recall 0.7713478987467797
deviation 4/5   epoch 84/120   F1 0.7269239112268013   accuracy 0.7809667673716012   precision 0.7118341217605924   recall 0.7714335128724613
deviation 4/5   epoch 85/120   F1 0.7302909672627509   accuracy 0.7828549848942599   precision 0.7152457836281365   recall 0.7728543016626865
deviation 4/5   epoch 86/120   F1 0.7341929379396548   accuracy 0.7828549848942599   precision 0.7203825586178527   recall 0.7682406874997556
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deviation 4/5   epoch 87/120   F1 0.7308213608023855   accuracy 0.7824773413897281   precision 0.7161044837515426   recall 0.771078431372549
deviation 4/5   epoch 88/120   F1 0.7350285288966999   accuracy 0.7828549848942599   precision 0.721524064171123   recall 0.7673378761494398
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deviation 4/5   epoch 89/120   F1 0.7326906569079243   accuracy 0.783987915407855   precision 0.7178064582476347   recall 0.7732133642930856
deviation 4/5   epoch 90/120   F1 0.7371401845809593   accuracy 0.7866314199395771   precision 0.7223544837515425   recall 0.7754470516763791
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deviation 4/5   epoch 91/120   F1 0.7370734912295156   accuracy 0.7870090634441088   precision 0.7220665364047717   recall 0.7766487625673005
deviation 4/5   epoch 92/120   F1 0.7341237629503088   accuracy 0.7854984894259819   precision 0.7189376799670917   recall 0.7759101100296781
deviation 4/5   epoch 93/120   F1 0.7415392365739234   accuracy 0.7892749244712991   precision 0.7269025092554504   recall 0.7776786697500275
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deviation 4/5   epoch 94/120   F1 0.7321672040122273   accuracy 0.7843655589123867   precision 0.7169477581242287   recall 0.7750117936922689
deviation 4/5   epoch 95/120   F1 0.7430777177479024   accuracy 0.7900302114803626   precision 0.7286096256684491   recall 0.7779549120372107
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deviation 4/5   epoch 96/120   F1 0.7323032392627591   accuracy 0.7847432024169184   precision 0.7169451871657754   recall 0.7759887227389877
deviation 4/5   epoch 97/120   F1 0.738715088494659   accuracy 0.7858761329305136   precision 0.7249280131633073   recall 0.7714458022905412
deviation 4/5   epoch 98/120   F1 0.7316728323570623   accuracy 0.7836102719033232   precision 0.7166675236528177   recall 0.7733682848998691
deviation 4/5   epoch 99/120   F1 0.7395281057351262   accuracy 0.7858761329305136   precision 0.7260695187165775   recall 0.770550218569021
deviation 4/5   epoch 100/120   F1 0.7325737613393501   accuracy 0.7854984894259819   precision 0.7169400452488688   recall 0.777975984582695
deviation 4/5   epoch 101/120   F1 0.7334639493432931   accuracy 0.7854984894259819   precision 0.718081550802139   recall 0.7767762460233298
deviation 4/5   epoch 102/120   F1 0.7369930937277795   accuracy 0.7862537764350453   precision 0.7223570547099959   recall 0.7745276041683199
deviation 4/5   epoch 103/120   F1 0.7357822576174726   accuracy 0.7858761329305136   precision 0.7209327437268613   recall 0.7749239179553625
deviation 4/5   epoch 104/120   F1 0.7354807287115361   accuracy 0.7873867069486404   precision 0.7197809543397778   recall 0.7799297605062483
deviation 4/5   epoch 105/120   F1 0.7332671444193767   accuracy 0.7843655589123867   precision 0.7183746400658165   recall 0.7736104098164608
deviation 4/5   epoch 106/120   F1 0.7346347113068101   accuracy 0.7851208459214502   precision 0.7197963800904977   recall 0.774132533838896
deviation 4/5   epoch 107/120   F1 0.7296522085412429   accuracy 0.7836102719033232   precision 0.7140991361579596   recall 0.7760099597714721
deviation 4/5   epoch 108/120   F1 0.7376246082141287   accuracy 0.7862537764350453   precision 0.7232131838749486   recall 0.7737623762376238
deviation 4/5   epoch 109/120   F1 0.7356376871812935   accuracy 0.7854984894259819   precision 0.7209353146853147   recall 0.7739968434645368
deviation 4/5   epoch 110/120   F1 0.7357703651626384   accuracy 0.7847432024169184   precision 0.7215112093788565   recall 0.7716749700447751
deviation 4/5   epoch 111/120   F1 0.7369930937277795   accuracy 0.7862537764350453   precision 0.7223570547099959   recall 0.7745276041683199
deviation 4/5   epoch 112/120   F1 0.7331053223869657   accuracy 0.7851208459214502   precision 0.7177987453722747   recall 0.7760905397070601
deviation 4/5   epoch 113/120   F1 0.738132911392405   accuracy 0.7870090634441088   precision 0.7234934183463595   recall 0.7753179791223269
deviation 4/5   epoch 114/120   F1 0.7360637407020827   accuracy 0.7854984894259819   precision 0.7215060674619498   recall 0.7734769539396209
deviation 4/5   epoch 115/120   F1 0.7374749852906077   accuracy 0.7858761329305136   precision 0.723215754833402   recall 0.7728692013291145
deviation 4/5   epoch 116/120   F1 0.7304983787335553   accuracy 0.7847432024169184   precision 0.7146621760592349   recall 0.7784466084172614
deviation 4/5   epoch 117/120   F1 0.7448013040796546   accuracy 0.7885196374622356   precision 0.7320444261620732   recall 0.771881627144785
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deviation 4/5   epoch 118/120   F1 0.7452702548390915   accuracy 0.7900302114803626   precision 0.7317487659399424   recall 0.7753616104840311
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deviation 4/5   epoch 119/120   F1 0.7418996276718703   accuracy 0.7896525679758308   precision 0.7271853146853147   recall 0.7783288489083438
deviation 4/5   epoch 120/120   F1 0.7351356758069816   accuracy 0.7858761329305136   precision 0.7200766145619086   recall 0.7757428824297303

deviation 5/5   epoch 1/120   F1 0.4255635905325819   accuracy 0.6642749244712991   precision 0.5048745372274784   recall 0.5480587046202006
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deviation 5/5   epoch 2/120   F1 0.41220985406662514   accuracy 0.6706948640483383   precision 0.5051162073220897   recall 0.7516439049064239
deviation 5/5   epoch 3/120   F1 0.47792196880585386   accuracy 0.6880664652567976   precision 0.5355332167832167   recall 0.7454012784090909
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deviation 5/5   epoch 4/120   F1 0.578708430323573   accuracy 0.7175226586102719   precision 0.5915518305224188   recall 0.7393145161290322
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deviation 5/5   epoch 5/120   F1 0.6333143405536044   accuracy 0.7398036253776435   precision 0.6299259563965447   recall 0.7569560702032702
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deviation 5/5   epoch 6/120   F1 0.6686450225367013   accuracy 0.7556646525679759   precision 0.6577848621966269   recall 0.7670068859601895
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deviation 5/5   epoch 7/120   F1 0.6906822718199963   accuracy 0.7666163141993958   precision 0.6765451460304401   recall 0.7747991100012805
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deviation 5/5   epoch 8/120   F1 0.7126866404633971   accuracy 0.7768126888217523   precision 0.6967374537227479   recall 0.7778292626031675
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deviation 5/5   epoch 9/120   F1 0.7188195599624545   accuracy 0.7787009063444109   precision 0.7030028794734677   recall 0.7751957842347947
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deviation 5/5   epoch 10/120   F1 0.7187129870865478   accuracy 0.7783232628398792   precision 0.703005450431921   recall 0.7740866281193838
deviation 5/5   epoch 11/120   F1 0.7216985405771734   accuracy 0.7809667673716012   precision 0.705555841217606   recall 0.7786566430714861
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deviation 5/5   epoch 12/120   F1 0.728270616179183   accuracy 0.7836102719033232   precision 0.7123868778280543   recall 0.7779200571921192
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deviation 5/5   epoch 13/120   F1 0.7310060891778147   accuracy 0.7836102719033232   precision 0.715811394487865   recall 0.7742201173264339
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deviation 5/5   epoch 14/120   F1 0.7346312200625816   accuracy 0.783987915407855   precision 0.7203748457424928   recall 0.7708765875686933
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deviation 5/5   epoch 15/120   F1 0.7353409637845374   accuracy 0.7870090634441088   precision 0.7197835252982312   recall 0.7789362917040542
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deviation 5/5   epoch 16/120   F1 0.7300671924559222   accuracy 0.7828549848942599   precision 0.714960407239819   recall 0.7731388128681764
deviation 5/5   epoch 17/120   F1 0.73426336036276   accuracy 0.7858761329305136   precision 0.7189351090086384   recall 0.776877732682949
deviation 5/5   epoch 18/120   F1 0.733822779343492   accuracy 0.7858761329305136   precision 0.7183643562320032   recall 0.7774640307012064
deviation 5/5   epoch 19/120   F1 0.7422432044387122   accuracy 0.7885196374622356   precision 0.7283345331139448   recall 0.7746881601370765
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deviation 5/5   epoch 20/120   F1 0.7359963411951568   accuracy 0.7858761329305136   precision 0.7212181201151789   recall 0.7746569182532975
deviation 5/5   epoch 21/120   F1 0.7398705817483506   accuracy 0.7892749244712991   precision 0.7246194981489099   recall 0.7798292224368152
deviation 5/5   epoch 22/120   F1 0.7443183845677521   accuracy 0.7915407854984894   precision 0.7294554709995886   recall 0.7808029323391068
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deviation 5/5   epoch 23/120   F1 0.7459254443753021   accuracy 0.7915407854984894   precision 0.7317384821061292   recall 0.7787831363682758
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deviation 5/5   epoch 24/120   F1 0.7468460043594494   accuracy 0.7922960725075529   precision 0.7325894693541752   recall 0.7798068804260754
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deviation 5/5   epoch 25/120   F1 0.7482357671179811   accuracy 0.7919184290030211   precision 0.7348750514191691   recall 0.7771133582822412
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deviation 5/5   epoch 26/120   F1 0.7485484086732972   accuracy 0.7930513595166163   precision 0.7345819621554915   recall 0.7798701916145991
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deviation 5/5   epoch 27/120   F1 0.7502534181491708   accuracy 0.793429003021148   precision 0.7368624023035788   recall 0.778901437721321
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deviation 5/5   epoch 28/120   F1 0.7466481854137268   accuracy 0.7922960725075529   precision 0.7323040929658577   recall 0.7800516978465429
deviation 5/5   epoch 29/120   F1 0.7507874020507077   accuracy 0.7941842900302115   precision 0.7371426367749897   recall 0.7803499853729517
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deviation 5/5   epoch 30/120   F1 0.7494661152109858   accuracy 0.7938066465256798   precision 0.7354329494035377   recall 0.7808854698652532
deviation 5/5   epoch 31/120   F1 0.7537488771650698   accuracy 0.7949395770392749   precision 0.741132764294529   recall 0.7790039080656377
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deviation 5/5   epoch 32/120   F1 0.754632680476145   accuracy 0.7972054380664653   precision 0.7408319621554915   recall 0.7841415186984102
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deviation 5/5   epoch 33/120   F1 0.7525825236592295   accuracy 0.7964501510574018   precision 0.7382687165775401   recall 0.7845613267471896
deviation 5/5   epoch 34/120   F1 0.7570156774867998   accuracy 0.7979607250755287   precision 0.7439659605100781   recall 0.7833627093742791
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deviation 5/5   epoch 35/120   F1 0.7516423783639576   accuracy 0.7960725075528701   precision 0.7371297819827232   recall 0.7846728395061728
deviation 5/5   epoch 36/120   F1 0.7505282442960394   accuracy 0.7953172205438066   precision 0.7359934183463595   recall 0.7839018566572746
deviation 5/5   epoch 37/120   F1 0.7522375818982386   accuracy 0.7956948640483383   precision 0.7382738584944467   recall 0.782827173124415
deviation 5/5   epoch 38/120   F1 0.7549723544371181   accuracy 0.7983383685800605   precision 0.7405388728918141   recall 0.7869771393691778
deviation 5/5   epoch 39/120   F1 0.7561073248792737   accuracy 0.7972054380664653   precision 0.7431149732620321   recall 0.7823743007793049
deviation 5/5   epoch 40/120   F1 0.7615341829040623   accuracy 0.8009818731117825   precision 0.7487967914438503   recall 0.7862469283517479
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deviation 5/5   epoch 41/120   F1 0.7593692514712898   accuracy 0.7994712990936556   precision 0.746524064171123   recall 0.7847016085872476
deviation 5/5   epoch 42/120   F1 0.7584682267045326   accuracy 0.7990936555891238   precision 0.7453851295763061   recall 0.7847379050903482
deviation 5/5   epoch 43/120   F1 0.757547057307528   accuracy 0.800226586102719   precision 0.7430944055944055   recall 0.7891367317311463
deviation 5/5   epoch 44/120   F1 0.7597407353093776   accuracy 0.800226586102719   precision 0.7465189222542163   recall 0.7863279351592017
deviation 5/5   epoch 45/120   F1 0.7604702931676937   accuracy 0.8009818731117825   precision 0.7470845331139448   recall 0.787537837961152
deviation 5/5   epoch 46/120   F1 0.7617094404142972   accuracy 0.8009818731117825   precision 0.7490821678321679   recall 0.7860405295187904
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deviation 5/5   epoch 47/120   F1 0.7602909016952832   accuracy 0.8009818731117825   precision 0.7467991567256274   recall 0.7877619125772745
deviation 5/5   epoch 48/120   F1 0.7611819124771557   accuracy 0.8009818731117825   precision 0.7482260386672152   recall 0.7866671565691092
deviation 5/5   epoch 49/120   F1 0.7615574405244296   accuracy 0.801737160120846   precision 0.7482208967503086   recall 0.7883047523491502
deviation 5/5   epoch 50/120   F1 0.7597491260644968   accuracy 0.8009818731117825   precision 0.7459430275606747   recall 0.7884498106767317
deviation 5/5   epoch 51/120   F1 0.7595470190399138   accuracy 0.7994712990936556   precision 0.7468094405594405   recall 0.7844939548109244
deviation 5/5   epoch 52/120   F1 0.7593692514712898   accuracy 0.7994712990936556   precision 0.746524064171123   recall 0.7847016085872476
deviation 5/5   epoch 53/120   F1 0.760097893223429   accuracy 0.800226586102719   precision 0.7470896750308516   recall 0.7858963823434264
deviation 5/5   epoch 54/120   F1 0.7633063558423847   accuracy 0.801737160120846   precision 0.7510746606334842   recall 0.7862093699879913
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deviation 5/5   epoch 55/120   F1 0.7647881973199083   accuracy 0.8036253776435045   precision 0.7519179350061703   recall 0.7895670059221959
update
deviation 5/5   epoch 56/120   F1 0.7606560081382401   accuracy 0.8013595166163142   precision 0.7470819621554916   recall 0.7883715208180804
deviation 5/5   epoch 57/120   F1 0.7662310829111796   accuracy 0.8047583081570997   precision 0.7533371040723982   recall 0.7909268055048106
update
deviation 5/5   epoch 58/120   F1 0.7676169017763845   accuracy 0.8051359516616314   precision 0.7553321678321678   recall 0.7902695940890385
update
deviation 5/5   epoch 59/120   F1 0.7649608393241327   accuracy 0.8036253776435045   precision 0.7522033113944879   recall 0.7893554638530584
deviation 5/5   epoch 60/120   F1 0.7676458045067227   accuracy 0.8055135951661632   precision 0.7550442204853969   recall 0.7912670816845291
update
deviation 5/5   epoch 61/120   F1 0.7660591509703989   accuracy 0.8047583081570997   precision 0.7530517276840807   recall 0.791142338867415
deviation 5/5   epoch 62/120   F1 0.7613867971965246   accuracy 0.8021148036253777   precision 0.7476475730152201   recall 0.7895956033780391
deviation 5/5   epoch 63/120   F1 0.7621103255913343   accuracy 0.8024924471299094   precision 0.7485011312217195   recall 0.7897463741234607
deviation 5/5   epoch 64/120   F1 0.764091852314811   accuracy 0.8036253776435045   precision 0.7507764294529   recall 0.7904384178368529
deviation 5/5   epoch 65/120   F1 0.7653044040876741   accuracy 0.8036253776435045   precision 0.752774064171123   recall 0.7889398280802292
deviation 5/5   epoch 66/120   F1 0.7642080459153661   accuracy 0.8024924471299094   precision 0.7519256478815303   recall 0.7871794420913113
deviation 5/5   epoch 67/120   F1 0.7640364189456621   accuracy 0.8024924471299094   precision 0.7516402714932127   recall 0.7873796840902234
deviation 5/5   epoch 68/120   F1 0.767448415024437   accuracy 0.8051359516616314   precision 0.7550467914438503   recall 0.7904723839975638
deviation 5/5   epoch 69/120   F1 0.7682502488868439   accuracy 0.8047583081570997   precision 0.756761620732209   recall 0.7885317512767898
update
deviation 5/5   epoch 70/120   F1 0.7610141107999782   accuracy 0.8013595166163142   precision 0.7476527149321267   recall 0.7879214490674318
deviation 5/5   epoch 71/120   F1 0.7651329075923804   accuracy 0.8036253776435045   precision 0.7524886877828054   recall 0.7891464104013567
deviation 5/5   epoch 72/120   F1 0.7639897847743702   accuracy 0.801737160120846   precision 0.7522161661867544   recall 0.7854393268308224
deviation 5/5   epoch 73/120   F1 0.7624046657694035   accuracy 0.8009818731117825   precision 0.7502236733854382   recall 0.7852392978846714
deviation 5/5   epoch 74/120   F1 0.7604112243120864   accuracy 0.7990936555891238   precision 0.7485242698477993   recall 0.7825301627384961
deviation 5/5   epoch 75/120   F1 0.760629189290795   accuracy 0.800226586102719   precision 0.7479458041958043   recall 0.7852678462486145
deviation 5/5   epoch 76/120   F1 0.7591830175971226   accuracy 0.7990936555891238   precision 0.7465266351295763   recall 0.7839010525380823
deviation 5/5   epoch 77/120   F1 0.7634551476961786   accuracy 0.8013595166163142   precision 0.7516479843685726   recall 0.7850515463917526
deviation 5/5   epoch 78/120   F1 0.7618484393316145   accuracy 0.800226586102719   precision 0.7499434389140271   recall 0.7838865102221833
deviation 5/5   epoch 79/120   F1 0.7614844172221222   accuracy 0.7998489425981873   precision 0.7496606334841629   recall 0.7833094587222075
deviation 5/5   epoch 80/120   F1 0.757906227825992   accuracy 0.797583081570997   precision 0.7456807897984369   recall 0.7813501036367062
deviation 5/5   epoch 81/120   F1 0.763121757654289   accuracy 0.797583081570997   precision 0.7545274578362813   recall 0.7764194273429101
deviation 5/5   epoch 82/120   F1 0.7662940664080338   accuracy 0.800226586102719   precision 0.7576486013986015   recall 0.7795882967126091
deviation 5/5   epoch 83/120   F1 0.766431093510201   accuracy 0.8013595166163142   precision 0.7567847593582888   recall 0.7820293439956627
deviation 5/5   epoch 84/120   F1 0.763344341200721   accuracy 0.7998489425981873   precision 0.7527997737556562   recall 0.7813902243589743
deviation 5/5   epoch 85/120   F1 0.7612925251717916   accuracy 0.7994712990936556   precision 0.7496632044426162   recall 0.7825500763410973
deviation 5/5   epoch 86/120   F1 0.7648563287128547   accuracy 0.800226586102719   precision 0.7550802139037434   recall 0.7808489498523445
deviation 5/5   epoch 87/120   F1 0.7622228798966852   accuracy 0.7983383685800605   precision 0.7522393048128342   recall 0.7788765462979808
deviation 5/5   epoch 88/120   F1 0.7645670500561749   accuracy 0.8006042296072508   precision 0.7542215137803374   recall 0.7820139863330937
deviation 5/5   epoch 89/120   F1 0.7584213742590062   accuracy 0.7972054380664653   precision 0.7468248663101604   recall 0.7798394213455349
deviation 5/5   epoch 90/120   F1 0.7605446047551311   accuracy 0.7983383685800605   precision 0.7493855409296586   recall 0.7804891448928369
deviation 5/5   epoch 91/120   F1 0.7631780551927562   accuracy 0.7998489425981873   precision 0.7525143973673385   recall 0.781553592877025
deviation 5/5   epoch 92/120   F1 0.7642917670724808   accuracy 0.7994712990936556   precision 0.7547999794323323   recall 0.7796206625356643
deviation 5/5   epoch 93/120   F1 0.7630783047333678   accuracy 0.7987160120845922   precision 0.7533782394076511   recall 0.77897503833805
deviation 5/5   epoch 94/120   F1 0.7597461395570484   accuracy 0.7919184290030211   precision 0.7539952694364459   recall 0.7674895810135844
deviation 5/5   epoch 95/120   F1 0.755070468868604   accuracy 0.7896525679758308   precision 0.7477324146441793   recall 0.7659297973264338
deviation 5/5   epoch 96/120   F1 0.7601460499075156   accuracy 0.7953172205438066   precision 0.7514037433155081   recall 0.773895787058952
deviation 5/5   epoch 97/120   F1 0.7622104104043739   accuracy 0.7941842900302115   precision 0.7562628547922665   recall 0.7702625390866751
deviation 5/5   epoch 98/120   F1 0.7566684031542591   accuracy 0.7911631419939577   precision 0.749149012751954   recall 0.7678585125282708
deviation 5/5   epoch 99/120   F1 0.7595512268618165   accuracy 0.7960725075528701   precision 0.749686343068696   recall 0.7760539839912679
deviation 5/5   epoch 100/120   F1 0.761972773488609   accuracy 0.7926737160120846   precision 0.7574146441793501   recall 0.7677242940330644
deviation 5/5   epoch 101/120   F1 0.7614431371096957   accuracy 0.7941842900302115   precision 0.7548359728506787   recall 0.7707101632041906
deviation 5/5   epoch 102/120   F1 0.7559554264633728   accuracy 0.7877643504531722   precision 0.7511697860962567   recall 0.7621220902153965
deviation 5/5   epoch 103/120   F1 0.7533660753506776   accuracy 0.7870090634441088   precision 0.7471796585767174   recall 0.7620021528525296
deviation 5/5   epoch 104/120   F1 0.7511055074950127   accuracy 0.7873867069486404   precision 0.7428964417935007   recall 0.7639968089126901
deviation 5/5   epoch 105/120   F1 0.7566057702013534   accuracy 0.7922960725075529   precision 0.7479997943233238   recall 0.7701873009559715
deviation 5/5   epoch 106/120   F1 0.7615541716654894   accuracy 0.7896525679758308   precision 0.7600035993418346   recall 0.7632332759178293
deviation 5/5   epoch 107/120   F1 0.7584151067531031   accuracy 0.7873867069486404   precision 0.7563091320444262   recall 0.7607662463944673
deviation 5/5   epoch 108/120   F1 0.7578952649534734   accuracy 0.790785498489426   precision 0.7517199712052653   recall 0.766427747300592
deviation 5/5   epoch 109/120   F1 0.7589194979376006   accuracy 0.7904078549848943   precision 0.7540055532702592   recall 0.7652638898864081
deviation 5/5   epoch 110/120   F1 0.7599827442882867   accuracy 0.7881419939577039   precision 0.7585870012340601   recall 0.7614832767561828
deviation 5/5   epoch 111/120   F1 0.7584128480469261   accuracy 0.7866314199395771   precision 0.7571704031262855   recall 0.7597388433936727
deviation 5/5   epoch 112/120   F1 0.7596083950794672   accuracy 0.7900302114803626   precision 0.7557203825586178   recall 0.764363722381546
deviation 5/5   epoch 113/120   F1 0.7565679753856436   accuracy 0.7888972809667674   precision 0.7511620732208968   recall 0.7637588717107595
deviation 5/5   epoch 114/120   F1 0.7591270677973359   accuracy 0.7873867069486404   precision 0.757736013986014   recall 0.7606227581182199
deviation 5/5   epoch 115/120   F1 0.7562924110930883   accuracy 0.779833836858006   precision 0.761211949814891   recall 0.7525291502390739
deviation 5/5   epoch 116/120   F1 0.758145966447791   accuracy 0.7892749244712991   precision 0.7537278897573015   recall 0.7637113043942978
deviation 5/5   epoch 117/120   F1 0.7605361813675829   accuracy 0.7911631419939577   precision 0.7562834224598931   recall 0.7658298482566617
deviation 5/5   epoch 118/120   F1 0.7598796871184161   accuracy 0.790785498489426   precision 0.7554298642533936   recall 0.7654802463692599
deviation 5/5   epoch 119/120   F1 0.7579140177462808   accuracy 0.7870090634441088   precision 0.7557409502262443   recall 0.7603494078387751
deviation 5/5   epoch 120/120   F1 0.761055816128713   accuracy 0.7892749244712991   precision 0.7594354175236528   recall 0.7628172572306651

