deviation 1/5   epoch 1/120   F1 0.411698862426469   accuracy 0.6544561933534743   precision 0.49466783216783217   recall 0.45202599941015575
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deviation 1/5   epoch 2/120   F1 0.44801667623334646   accuracy 0.6351963746223565   precision 0.49565508021390375   recall 0.487650080749472
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deviation 1/5   epoch 3/120   F1 0.45353773584905666   accuracy 0.6510574018126888   precision 0.5063914027149321   recall 0.5228559870550162
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deviation 1/5   epoch 4/120   F1 0.4777033988418924   accuracy 0.6620090634441088   precision 0.521441793500617   recall 0.5697419172755496
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deviation 1/5   epoch 5/120   F1 0.48820768802719505   accuracy 0.6688066465256798   precision 0.5291006787330317   recall 0.5946533287340462
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deviation 1/5   epoch 6/120   F1 0.5080977453201342   accuracy 0.6744712990936556   precision 0.5401917935006171   recall 0.6133318834275772
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deviation 1/5   epoch 7/120   F1 0.5249311922732722   accuracy 0.6790030211480362   precision 0.5498637392019745   recall 0.6249516814843448
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deviation 1/5   epoch 8/120   F1 0.5281800336685033   accuracy 0.6846676737160121   precision 0.5538204442616207   recall 0.6432817432817433
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deviation 1/5   epoch 9/120   F1 0.5385504374054441   accuracy 0.6891993957703928   precision 0.5606386260798025   recall 0.6546078021680883
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deviation 1/5   epoch 10/120   F1 0.5504328244445799   accuracy 0.6937311178247734   precision 0.5683129370629371   recall 0.6639236552920764
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deviation 1/5   epoch 11/120   F1 0.5718034345300369   accuracy 0.7009063444108762   precision 0.5822475318798849   recall 0.6746052538219289
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deviation 1/5   epoch 12/120   F1 0.5954867550007834   accuracy 0.7069486404833837   precision 0.5981874742904155   recall 0.6780341701046546
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deviation 1/5   epoch 13/120   F1 0.5956387624835843   accuracy 0.7111027190332326   precision 0.5993006993006993   recall 0.6907040184660582
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deviation 1/5   epoch 14/120   F1 0.5977530696078531   accuracy 0.7126132930513596   precision 0.6010026737967915   recall 0.6939726095033544
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deviation 1/5   epoch 15/120   F1 0.6076669941826915   accuracy 0.7129909365558912   precision 0.6075637597696422   recall 0.687658108617256
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deviation 1/5   epoch 16/120   F1 0.6184023265053645   accuracy 0.7171450151057401   precision 0.615811394487865   recall 0.6921825320217114
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deviation 1/5   epoch 17/120   F1 0.607363336832822   accuracy 0.7179003021148036   precision 0.6083864664747017   recall 0.7033045795130537
deviation 1/5   epoch 18/120   F1 0.6358170589499024   accuracy 0.7231873111782477   precision 0.6297537021801728   recall 0.6968817018686968
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deviation 1/5   epoch 19/120   F1 0.642196088619341   accuracy 0.7265861027190332   precision 0.6351527149321267   recall 0.7014114780289882
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deviation 1/5   epoch 20/120   F1 0.6401689052603208   accuracy 0.7258308157099698   precision 0.633445598519128   recall 0.7008178962192612
deviation 1/5   epoch 21/120   F1 0.6454084071320836   accuracy 0.7307401812688822   precision 0.6379781982723159   recall 0.7100609520417319
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deviation 1/5   epoch 22/120   F1 0.6471077968944192   accuracy 0.7311178247734139   precision 0.6394025092554504   recall 0.709782255443614
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deviation 1/5   epoch 23/120   F1 0.6649376102723077   accuracy 0.7382930513595166   precision 0.6550493624023036   recall 0.715202983894925
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deviation 1/5   epoch 24/120   F1 0.66979988132197   accuracy 0.7371601208459214   precision 0.6599084738790622   recall 0.709513992750987
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deviation 1/5   epoch 25/120   F1 0.6681044125609292   accuracy 0.7401812688821753   precision 0.6578902714932127   recall 0.7176076026064864
deviation 1/5   epoch 26/120   F1 0.6636917572169371   accuracy 0.7379154078549849   precision 0.6539104278074866   recall 0.7151528873937982
deviation 1/5   epoch 27/120   F1 0.6636660213607055   accuracy 0.7375377643504532   precision 0.65391299876594   recall 0.7142342724378158
deviation 1/5   epoch 28/120   F1 0.6707487322377115   accuracy 0.7379154078549849   precision 0.6607594611271081   recall 0.7106289664093133
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deviation 1/5   epoch 29/120   F1 0.6736055220818017   accuracy 0.7367824773413897   precision 0.6639063142739613   recall 0.7067997421206924
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deviation 1/5   epoch 30/120   F1 0.6695163806552262   accuracy 0.7371601208459214   precision 0.6596230974907445   recall 0.7096719180048292
deviation 1/5   epoch 31/120   F1 0.674798967400239   accuracy 0.7390483383685801   precision 0.6647470176881941   recall 0.710843745141636
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deviation 1/5   epoch 32/120   F1 0.682332566812508   accuracy 0.7401812688821753   precision 0.6727298436857261   recall 0.7095634679268236
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deviation 1/5   epoch 33/120   F1 0.6791913211348555   accuracy 0.7398036253776435   precision 0.6693078979843685   recall 0.7102069463031281
deviation 1/5   epoch 34/120   F1 0.6800139998726322   accuracy 0.7413141993957704   precision 0.6698683669271904   recall 0.7128349403382803
deviation 1/5   epoch 35/120   F1 0.6843106488196296   accuracy 0.7382930513595166   precision 0.6755964623611683   recall 0.7055410310907142
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deviation 1/5   epoch 36/120   F1 0.6752765016647162   accuracy 0.7386706948640483   precision 0.6653203414232826   recall 0.7098148299208744
deviation 1/5   epoch 37/120   F1 0.6826691864610013   accuracy 0.7405589123867069   precision 0.6730126491155903   recall 0.7101315605613396
deviation 1/5   epoch 38/120   F1 0.6824165095610019   accuracy 0.7416918429003021   precision 0.6724341834635952   recall 0.7124189216580521
deviation 1/5   epoch 39/120   F1 0.6908331837032451   accuracy 0.745845921450151   precision 0.6809671945701358   recall 0.7165737084890008
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deviation 1/5   epoch 40/120   F1 0.6807173475464214   accuracy 0.7409365558912386   precision 0.6707270670505965   recall 0.7117301959283882
deviation 1/5   epoch 41/120   F1 0.6904276535565672   accuracy 0.7443353474320241   precision 0.6809774784039491   recall 0.7139515445783041
deviation 1/5   epoch 42/120   F1 0.6880768673618177   accuracy 0.7435800604229608   precision 0.6784142328259976   recall 0.7135184343335279
deviation 1/5   epoch 43/120   F1 0.6829906817464293   accuracy 0.7398036253776435   precision 0.673588543809132   recall 0.7086097600349748
deviation 1/5   epoch 44/120   F1 0.6912751769907559   accuracy 0.743202416918429   precision 0.6824120732208967   recall 0.7116657667144983
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deviation 1/5   epoch 45/120   F1 0.6914723166739747   accuracy 0.7447129909365559   precision 0.682116412998766   recall 0.7142260932680095
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deviation 1/5   epoch 46/120   F1 0.691394463751315   accuracy 0.7428247734138973   precision 0.6827000205676677   recall 0.7109935592674326
deviation 1/5   epoch 47/120   F1 0.6890723542222766   accuracy 0.7428247734138973   precision 0.6798462566844921   recall 0.7117658989788296
deviation 1/5   epoch 48/120   F1 0.6876840286250153   accuracy 0.7420694864048338   precision 0.6784245166598109   recall 0.7109334336330928
deviation 1/5   epoch 49/120   F1 0.6857111417619006   accuracy 0.7409365558912386   precision 0.6764345948169478   recall 0.7096378549281361
deviation 1/5   epoch 50/120   F1 0.6933194080092542   accuracy 0.7447129909365559   precision 0.6843994241053064   recall 0.7135634401686497
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deviation 1/5   epoch 51/120   F1 0.6930912053613987   accuracy 0.7447129909365559   precision 0.6841140477169889   recall 0.7136406893733052
deviation 1/5   epoch 52/120   F1 0.6943328428984615   accuracy 0.7443353474320241   precision 0.6858288770053476   recall 0.7126121541614607
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deviation 1/5   epoch 53/120   F1 0.6917853837662009   accuracy 0.745845921450151   precision 0.6821087001234061   recall 0.7161600487049028
deviation 1/5   epoch 54/120   F1 0.695588316037995   accuracy 0.7469788519637462   precision 0.6863816330728096   recall 0.7166875896700143
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deviation 1/5   epoch 55/120   F1 0.693770932850162   accuracy 0.7454682779456193   precision 0.6846796585767174   recall 0.7147088713534194
deviation 1/5   epoch 56/120   F1 0.6956952693637587   accuracy 0.7481117824773413   precision 0.686088543809132   recall 0.7186818092210361
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deviation 1/5   epoch 57/120   F1 0.6997219452442096   accuracy 0.7481117824773413   precision 0.6912253187988482   recall 0.7171942926599577
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deviation 1/5   epoch 58/120   F1 0.7009643852316266   accuracy 0.7492447129909365   precision 0.6923591114767585   recall 0.7186798540965208
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deviation 1/5   epoch 59/120   F1 0.6962664691800287   accuracy 0.7484894259818731   precision 0.686656725627314   recall 0.7191328494031359
deviation 1/5   epoch 60/120   F1 0.69738278478249   accuracy 0.7469788519637462   precision 0.68866464417935   recall 0.7160560344827587
deviation 1/5   epoch 61/120   F1 0.69638226884461   accuracy 0.747356495468278   precision 0.6872351912793089   recall 0.7170546794377447
deviation 1/5   epoch 62/120   F1 0.6998462100896802   accuracy 0.7484894259818731   precision 0.691222747840395   recall 0.7177832825314839
deviation 1/5   epoch 63/120   F1 0.6971735163100607   accuracy 0.7477341389728097   precision 0.6880887494858083   recall 0.7174225740973541
deviation 1/5   epoch 64/120   F1 0.700969771588011   accuracy 0.7439577039274925   precision 0.694963492389963   recall 0.7107385422572003
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deviation 1/5   epoch 65/120   F1 0.6964958366375893   accuracy 0.7484894259818731   precision 0.6869421020156314   recall 0.7190361721611722
deviation 1/5   epoch 66/120   F1 0.7005061729472342   accuracy 0.7454682779456193   precision 0.6935263266145619   recall 0.712901236837565
deviation 1/5   epoch 67/120   F1 0.6958152479173625   accuracy 0.7469788519637462   precision 0.6866670094611271   recall 0.7166030733615152
deviation 1/5   epoch 68/120   F1 0.6972096840725077   accuracy 0.7450906344410876   precision 0.6892482517482517   recall 0.7130389010885648
deviation 1/5   epoch 69/120   F1 0.6971166933105248   accuracy 0.7454682779456193   precision 0.6889603044014809   recall 0.7136600822686376
deviation 1/5   epoch 70/120   F1 0.6958777061592238   accuracy 0.7443353474320241   precision 0.6878265117235705   recall 0.7121888721158112
deviation 1/5   epoch 71/120   F1 0.6983072916666666   accuracy 0.7515105740181269   precision 0.6880630399012752   recall 0.723910887452248
deviation 1/5   epoch 72/120   F1 0.6969932761801013   accuracy 0.7450906344410876   precision 0.6889628753599342   recall 0.7130938531734383
deviation 1/5   epoch 73/120   F1 0.6963832598020887   accuracy 0.7481117824773413   precision 0.6869446729740847   recall 0.7183972517880273
deviation 1/5   epoch 74/120   F1 0.697843299634036   accuracy 0.7477341389728097   precision 0.688944878650761   recall 0.7171826424104873
deviation 1/5   epoch 75/120   F1 0.6972096840725077   accuracy 0.7450906344410876   precision 0.6892482517482517   recall 0.7130389010885648
deviation 1/5   epoch 76/120   F1 0.700355318843969   accuracy 0.7507552870090635   precision 0.6909219457013575   recall 0.721540380008532
deviation 1/5   epoch 77/120   F1 0.699893514666557   accuracy 0.75   precision 0.6906417112299466   recall 0.7203736890125207
deviation 1/5   epoch 78/120   F1 0.6932769041395239   accuracy 0.7469788519637462   precision 0.6835278691896339   recall 0.7176239253704042
deviation 1/5   epoch 79/120   F1 0.7012238681093454   accuracy 0.7481117824773413   precision 0.6932229535170711   recall 0.716751709324987
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deviation 1/5   epoch 80/120   F1 0.6969522840685702   accuracy 0.7484894259818731   precision 0.6875128547922666   recall 0.7188478941872607
deviation 1/5   epoch 81/120   F1 0.699090909090909   accuracy 0.7462235649546828   precision 0.6912381735911147   recall 0.7143384047948363
deviation 1/5   epoch 82/120   F1 0.6972394504214361   accuracy 0.745845921450151   precision 0.6889577334430275   recall 0.7142321540610674
deviation 1/5   epoch 83/120   F1 0.6975201852896132   accuracy 0.7496223564954683   precision 0.6877905183052242   recall 0.7206818832419024
deviation 1/5   epoch 84/120   F1 0.6974829805147431   accuracy 0.7466012084592145   precision 0.688952591526121   recall 0.715394106445631
deviation 1/5   epoch 85/120   F1 0.6941091957700396   accuracy 0.7443353474320241   precision 0.6855435006170301   recall 0.7126785207778478
deviation 1/5   epoch 86/120   F1 0.7001546408466761   accuracy 0.7481117824773413   precision 0.6917960715754834   recall 0.7170603985739963
deviation 1/5   epoch 87/120   F1 0.6961204093550846   accuracy 0.7450906344410876   precision 0.687821369806664   recall 0.7133280771491042
deviation 1/5   epoch 88/120   F1 0.6947601216415187   accuracy 0.7435800604229608   precision 0.686690148087207   recall 0.7112818975945462
deviation 1/5   epoch 89/120   F1 0.6926038564972035   accuracy 0.7409365558912386   precision 0.6849958864664747   recall 0.7077041869326136
deviation 1/5   epoch 90/120   F1 0.6946395042165472   accuracy 0.743202416918429   precision 0.6866927190456602   recall 0.7107205868697186
deviation 1/5   epoch 91/120   F1 0.6981524050031837   accuracy 0.7447129909365559   precision 0.6906777046482928   recall 0.712242445054945
deviation 1/5   epoch 92/120   F1 0.6947891314604375   accuracy 0.7450906344410876   precision 0.6861091114767586   recall 0.713723644925691
deviation 1/5   epoch 93/120   F1 0.6938610351073258   accuracy 0.7428247734138973   precision 0.6858391608391607   recall 0.7103188140979713
deviation 1/5   epoch 94/120   F1 0.6945182145975967   accuracy 0.7428247734138973   precision 0.6866952900041134   recall 0.7101650031293074
deviation 1/5   epoch 95/120   F1 0.6978546054182984   accuracy 0.7450906344410876   precision 0.6901043809132044   recall 0.7128825573084722
deviation 1/5   epoch 96/120   F1 0.6927546682957463   accuracy 0.7435800604229608   precision 0.6841217605923489   recall 0.7118366885136069
deviation 1/5   epoch 97/120   F1 0.6923018645781345   accuracy 0.7428247734138973   precision 0.6838415261209378   recall 0.7107276390868872
deviation 1/5   epoch 98/120   F1 0.695383517391631   accuracy 0.7409365558912386   precision 0.688705779514603   recall 0.7072574997741032
deviation 1/5   epoch 99/120   F1 0.6901561050161017   accuracy 0.7409365558912386   precision 0.6818567461949815   recall 0.7082597277181082
deviation 1/5   epoch 100/120   F1 0.6935950886834005   accuracy 0.7413141993957704   precision 0.6861348210612916   recall 0.7080767365414669
deviation 1/5   epoch 101/120   F1 0.6908331040340514   accuracy 0.7416918429003021   precision 0.68242235705471   recall 0.7092950542594958
deviation 1/5   epoch 102/120   F1 0.6940568244657915   accuracy 0.7420694864048338   precision 0.6864150555327027   recall 0.7091148137172835
deviation 1/5   epoch 103/120   F1 0.6921831911760772   accuracy 0.7439577039274925   precision 0.6832630604689429   recall 0.7126532280439017
deviation 1/5   epoch 104/120   F1 0.6956796003687804   accuracy 0.7450906344410876   precision 0.6872506170300288   recall 0.7134539622389908
deviation 1/5   epoch 105/120   F1 0.6978910738803084   accuracy 0.745845921450151   precision 0.6898138626079802   recall 0.7140535133783446
deviation 1/5   epoch 106/120   F1 0.6946727798700945   accuracy 0.7447129909365559   precision 0.6861116824352118   recall 0.7131324194460147
deviation 1/5   epoch 107/120   F1 0.6960641141911474   accuracy 0.7435800604229608   precision 0.6884024064171123   recall 0.7109766533968347
deviation 1/5   epoch 108/120   F1 0.6942159120328105   accuracy 0.7439577039274925   precision 0.6858314479638008   recall 0.712029920797888
deviation 1/5   epoch 109/120   F1 0.6920727211695807   accuracy 0.7435800604229608   precision 0.6832656314273962   recall 0.7120484436528329
deviation 1/5   epoch 110/120   F1 0.6936592398656378   accuracy 0.7450906344410876   precision 0.6846822295351707   recall 0.7140951273941114
deviation 1/5   epoch 111/120   F1 0.6939342876088159   accuracy 0.7416918429003021   precision 0.6864176264911559   recall 0.7085731626985154
deviation 1/5   epoch 112/120   F1 0.6939462152333417   accuracy 0.7398036253776435   precision 0.6872866104483751   recall 0.7058675370827637
deviation 1/5   epoch 113/120   F1 0.6922929572571701   accuracy 0.7443353474320241   precision 0.6832604895104895   recall 0.7132643604739441
deviation 1/5   epoch 114/120   F1 0.6920231159231303   accuracy 0.7398036253776435   precision 0.6847182229535171   recall 0.7061376799899581
deviation 1/5   epoch 115/120   F1 0.6918267451226856   accuracy 0.7405589123867069   precision 0.6841423282599752   recall 0.7072911051700499
deviation 1/5   epoch 116/120   F1 0.691279830593162   accuracy 0.7409365558912386   precision 0.6832836281365693   recall 0.707986276231682
deviation 1/5   epoch 117/120   F1 0.6917339454975093   accuracy 0.7416918429003021   precision 0.6835638626079803   recall 0.7090605903555545
deviation 1/5   epoch 118/120   F1 0.690602930826941   accuracy 0.7401812688821753   precision 0.6827180172768408   recall 0.7069718679014503
deviation 1/5   epoch 119/120   F1 0.687446100103706   accuracy 0.7386706948640483   precision 0.6793037844508433   recall 0.7053361126813642
deviation 1/5   epoch 120/120   F1 0.6913855009326245   accuracy 0.7405589123867069   precision 0.6835715754833402   recall 0.707382042060489

deviation 2/5   epoch 1/120   F1 0.48984604191792336   accuracy 0.5947885196374623   precision 0.4987839366515837   recall 0.4983965109705939
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deviation 2/5   epoch 2/120   F1 0.45060185232424854   accuracy 0.6544561933534743   precision 0.507224393253805   recall 0.5290878977265375
deviation 2/5   epoch 3/120   F1 0.45897352075841774   accuracy 0.6525679758308157   precision 0.5092348827642945   recall 0.5316911349520045
deviation 2/5   epoch 4/120   F1 0.4627118956707801   accuracy 0.6552114803625377   precision 0.512070649938297   recall 0.5416320287300902
deviation 2/5   epoch 5/120   F1 0.49413018261558683   accuracy 0.6638972809667674   precision 0.5291341011929247   recall 0.5802441597801996
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deviation 2/5   epoch 6/120   F1 0.501190696351703   accuracy 0.6688066465256798   precision 0.5345228301110654   recall 0.5954549089648922
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deviation 2/5   epoch 7/120   F1 0.519657400394588   accuracy 0.6703172205438066   precision 0.5436445907034142   recall 0.6008293055957711
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deviation 2/5   epoch 8/120   F1 0.525704817634598   accuracy 0.6774924471299094   precision 0.5495886466474702   recall 0.620163224620752
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deviation 2/5   epoch 9/120   F1 0.5450412563824356   accuracy 0.6824018126888217   precision 0.5612556561085973   recall 0.6304006950763148
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deviation 2/5   epoch 10/120   F1 0.5589762314272995   accuracy 0.6858006042296072   precision 0.570079185520362   recall 0.6362218890554723
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deviation 2/5   epoch 11/120   F1 0.5688561721628353   accuracy 0.6891993957703928   precision 0.5769050802139037   recall 0.6422817738488925
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deviation 2/5   epoch 12/120   F1 0.5777052523617694   accuracy 0.6952416918429003   precision 0.5839983545865899   recall 0.6547030127834066
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deviation 2/5   epoch 13/120   F1 0.5914237765325263   accuracy 0.7001510574018127   precision 0.5939531057178116   recall 0.661897546993439
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deviation 2/5   epoch 14/120   F1 0.5908502740409056   accuracy 0.7005287009063444   precision 0.5936651583710407   recall 0.6630711007814047
deviation 2/5   epoch 15/120   F1 0.6118308015381679   accuracy 0.7077039274924471   precision 0.6095973879062114   recall 0.6717886100230508
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deviation 2/5   epoch 16/120   F1 0.6097020054680699   accuracy 0.7084592145015106   precision 0.6081653640477169   recall 0.6744944174394878
deviation 2/5   epoch 17/120   F1 0.6251665949599177   accuracy 0.7126132930513596   precision 0.6204082682023859   recall 0.6774433554881786
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deviation 2/5   epoch 18/120   F1 0.6228447563127784   accuracy 0.7137462235649547   precision 0.6186882969971206   recall 0.6809966282443347
deviation 2/5   epoch 19/120   F1 0.6288621262458471   accuracy 0.7145015105740181   precision 0.6235345536816126   recall 0.6800650557620818
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deviation 2/5   epoch 20/120   F1 0.6249367677707857   accuracy 0.7145015105740181   precision 0.6203954134101193   recall 0.6817761888680571
deviation 2/5   epoch 21/120   F1 0.6433063421659527   accuracy 0.7182779456193353   precision 0.6360654051830522   recall 0.6824845958368245
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deviation 2/5   epoch 22/120   F1 0.6371186379093373   accuracy 0.7194108761329305   precision 0.6306355409296586   recall 0.6872413027516682
deviation 2/5   epoch 23/120   F1 0.6439586872322063   accuracy 0.7194108761329305   precision 0.6366284450843274   recall 0.6844681004312054
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deviation 2/5   epoch 24/120   F1 0.6445946190384886   accuracy 0.7197885196374623   precision 0.6371966269025092   recall 0.6849865672935262
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deviation 2/5   epoch 25/120   F1 0.6481594734696254   accuracy 0.724320241691843   precision 0.6403049156725628   recall 0.6928320047489824
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deviation 2/5   epoch 26/120   F1 0.6481286398636736   accuracy 0.7231873111782477   precision 0.6403126285479226   recall 0.6904697090656859
deviation 2/5   epoch 27/120   F1 0.6497964013503637   accuracy 0.720166163141994   precision 0.6420454545454546   recall 0.6840245077344418
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deviation 2/5   epoch 28/120   F1 0.6515925763928154   accuracy 0.7205438066465257   precision 0.6437551419169066   recall 0.6842005567360117
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deviation 2/5   epoch 29/120   F1 0.649617567447065   accuracy 0.7220543806646526   precision 0.6417472233648704   recall 0.6876301711112018
deviation 2/5   epoch 30/120   F1 0.6538545604461613   accuracy 0.720166163141994   precision 0.6460407239819005   recall 0.6829803237525076
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deviation 2/5   epoch 31/120   F1 0.6581498126324988   accuracy 0.7231873111782477   precision 0.6500154257507199   recall 0.6871009375087678
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deviation 2/5   epoch 32/120   F1 0.6570687335178469   accuracy 0.7212990936555891   precision 0.6491721513780337   recall 0.684171684500211
deviation 2/5   epoch 33/120   F1 0.6663563566690617   accuracy 0.7258308157099698   precision 0.6582733443027561   recall 0.6896111496111497
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deviation 2/5   epoch 34/120   F1 0.6579188126863649   accuracy 0.7235649546827795   precision 0.6497274784039491   recall 0.6878160474716202
deviation 2/5   epoch 35/120   F1 0.6636324839859002   accuracy 0.726963746223565   precision 0.6551264911559029   recall 0.6921667326193458
deviation 2/5   epoch 36/120   F1 0.6627358033181107   accuracy 0.7246978851963746   precision 0.6545711641299876   recall 0.6885448394544863
deviation 2/5   epoch 37/120   F1 0.6558107011909959   accuracy 0.7224320241691843   precision 0.647737556561086   recall 0.6863997048173962
deviation 2/5   epoch 38/120   F1 0.6608410523177333   accuracy 0.7246978851963746   precision 0.6525735294117647   recall 0.6890041888576863
deviation 2/5   epoch 39/120   F1 0.6655756047461194   accuracy 0.7258308157099698   precision 0.6574172151378034   recall 0.689772628655732
deviation 2/5   epoch 40/120   F1 0.6632690493887482   accuracy 0.7246978851963746   precision 0.6551419169066228   recall 0.6884267611340141
deviation 2/5   epoch 41/120   F1 0.6711391307887852   accuracy 0.726963746223565   precision 0.6634024064171122   recall 0.6905232968141448
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deviation 2/5   epoch 42/120   F1 0.6656434639114212   accuracy 0.7262084592145015   precision 0.65741464417935   recall 0.6903726971201418
deviation 2/5   epoch 43/120   F1 0.6664270598928319   accuracy 0.7262084592145015   precision 0.6582707733443027   recall 0.6902016534236746
deviation 2/5   epoch 44/120   F1 0.6676929874604294   accuracy 0.7288519637462235   precision 0.6591089058000823   recall 0.6942906118143459
deviation 2/5   epoch 45/120   F1 0.6691404322681158   accuracy 0.726963746223565   precision 0.6611193953105717   recall 0.6908593451991653
deviation 2/5   epoch 46/120   F1 0.6721368206795548   accuracy 0.7292296072507553   precision 0.6639577334430276   recall 0.6938308049435624
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deviation 2/5   epoch 47/120   F1 0.6763776221146554   accuracy 0.7348942598187311   precision 0.6673436857260386   recall 0.7021660874075593
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deviation 2/5   epoch 48/120   F1 0.6792158582607375   accuracy 0.7314954682779456   precision 0.671647470176882   recall 0.6960258406240389
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deviation 2/5   epoch 49/120   F1 0.6787835649436309   accuracy 0.7345166163141994   precision 0.6702000205676677   recall 0.7008076166209776
deviation 2/5   epoch 50/120   F1 0.6765492732478081   accuracy 0.7345166163141994   precision 0.6676316330728096   recall 0.7014510519083581
deviation 2/5   epoch 51/120   F1 0.6789919440970197   accuracy 0.7333836858006042   precision 0.6707784862196626   recall 0.698930865639459
deviation 2/5   epoch 52/120   F1 0.680518671112104   accuracy 0.7356495468277946   precision 0.6719045660222132   recall 0.7022137543095627
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deviation 2/5   epoch 53/120   F1 0.6819130540135694   accuracy 0.736404833836858   precision 0.6733263060468944   recall 0.7030828272604588
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deviation 2/5   epoch 54/120   F1 0.6841698862993941   accuracy 0.7386706948640483   precision 0.6753085150143974   recall 0.7062178672957116
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deviation 2/5   epoch 55/120   F1 0.6851533567432286   accuracy 0.7379154078549849   precision 0.6767405388728918   recall 0.7046932504377033
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deviation 2/5   epoch 56/120   F1 0.6830547007821572   accuracy 0.7390483383685801   precision 0.6738790621143562   recall 0.7072352470287226
deviation 2/5   epoch 57/120   F1 0.688011808630483   accuracy 0.7390483383685801   precision 0.6798719662690251   recall 0.7057966815384378
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deviation 2/5   epoch 58/120   F1 0.6824735379597109   accuracy 0.7386706948640483   precision 0.6733108802961745   recall 0.7067701575675037
deviation 2/5   epoch 59/120   F1 0.6876780634022641   accuracy 0.7371601208459214   precision 0.6801701974496093   recall 0.7029986762026423
deviation 2/5   epoch 60/120   F1 0.6860316456566269   accuracy 0.7394259818731118   precision 0.6773010078157138   recall 0.7069295581934059
deviation 2/5   epoch 61/120   F1 0.6895886188419847   accuracy 0.7390483383685801   precision 0.681869600987248   recall 0.7054593100383603
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deviation 2/5   epoch 62/120   F1 0.6872271318351924   accuracy 0.7379154078549849   precision 0.6793089263677499   recall 0.7042146502578157
deviation 2/5   epoch 63/120   F1 0.6866042339052186   accuracy 0.7398036253776435   precision 0.6778691896338955   recall 0.7073912199567285
deviation 2/5   epoch 64/120   F1 0.6875545034654258   accuracy 0.7390483383685801   precision 0.6793012134923899   recall 0.7059056033480586
deviation 2/5   epoch 65/120   F1 0.6898178184213339   accuracy 0.7405589123867069   precision 0.6815739407651172   recall 0.70774395943073
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deviation 2/5   epoch 66/120   F1 0.6908325827650459   accuracy 0.7409365558912386   precision 0.6827128753599341   recall 0.7080914023360066
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deviation 2/5   epoch 67/120   F1 0.6866042339052186   accuracy 0.7398036253776435   precision 0.6778691896338955   recall 0.7073912199567285
deviation 2/5   epoch 68/120   F1 0.6895908677902767   accuracy 0.7405589123867069   precision 0.6812885643767996   recall 0.7078013165504462
deviation 2/5   epoch 69/120   F1 0.6883526704798288   accuracy 0.7379154078549849   precision 0.6807358083093378   recall 0.7039970052929705
deviation 2/5   epoch 70/120   F1 0.6873247066161424   accuracy 0.7390483383685801   precision 0.6790158371040724   recall 0.7059621958948064
deviation 2/5   epoch 71/120   F1 0.6867716469939342   accuracy 0.7379154078549849   precision 0.6787381735911148   recall 0.7043112188670928
deviation 2/5   epoch 72/120   F1 0.6848593194930036   accuracy 0.7360271903323263   precision 0.6770387700534759   recall 0.7018130969991507
deviation 2/5   epoch 73/120   F1 0.6815774076838689   accuracy 0.7360271903323263   precision 0.6730435006170301   recall 0.7025527112682679
deviation 2/5   epoch 74/120   F1 0.6847360951913105   accuracy 0.736404833836858   precision 0.6767508227067051   recall 0.7024124976446203
deviation 2/5   epoch 75/120   F1 0.6889173375768348   accuracy 0.7390483383685801   precision 0.6810134718222953   recall 0.7055956461273968
deviation 2/5   epoch 76/120   F1 0.6881228631516816   accuracy 0.7371601208459214   precision 0.6807409502262443   recall 0.702926955994631
deviation 2/5   epoch 77/120   F1 0.6915627328849132   accuracy 0.7390483383685801   precision 0.6844379884821061   recall 0.7051222666126262
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deviation 2/5   epoch 78/120   F1 0.6865427651329076   accuracy 0.7379154078549849   precision 0.6784527972027972   recall 0.704361574335783
deviation 2/5   epoch 79/120   F1 0.6883441558441559   accuracy 0.7371601208459214   precision 0.681026326614562   recall 0.7028930382664822
deviation 2/5   epoch 80/120   F1 0.6872302945758535   accuracy 0.7371601208459214   precision 0.6795994446729741   recall 0.7030756260992166
deviation 2/5   epoch 81/120   F1 0.6867568574759564   accuracy 0.7386706948640483   precision 0.6784476552858906   recall 0.7055010288522746
deviation 2/5   epoch 82/120   F1 0.6857692562995901   accuracy 0.7360271903323263   precision 0.6781802756067462   recall 0.7016510626287961
deviation 2/5   epoch 83/120   F1 0.687336975773124   accuracy 0.7382930513595166   precision 0.6793063554092966   recall 0.7047724852112267
deviation 2/5   epoch 84/120   F1 0.6869873702795704   accuracy 0.7386706948640483   precision 0.6787330316742082   recall 0.7054446375166968
deviation 2/5   epoch 85/120   F1 0.6831355494698983   accuracy 0.7356495468277946   precision 0.6750437062937062   recall 0.7015810276679841
deviation 2/5   epoch 86/120   F1 0.6845380684752642   accuracy 0.7341389728096677   precision 0.67733700123406   recall 0.699105171244245
deviation 2/5   epoch 87/120   F1 0.6853211668282424   accuracy 0.7345166163141994   precision 0.6781905594405595   recall 0.6995412299270098
deviation 2/5   epoch 88/120   F1 0.686105880402914   accuracy 0.736404833836858   precision 0.6784630810366105   recall 0.7021521346613082
deviation 2/5   epoch 89/120   F1 0.6854342671443685   accuracy 0.7348942598187311   precision 0.678187988482106   recall 0.7000606174318416
deviation 2/5   epoch 90/120   F1 0.6833386786841117   accuracy 0.736404833836858   precision 0.6750385643767997   recall 0.7027220971641596
deviation 2/5   epoch 91/120   F1 0.6843134864187497   accuracy 0.7341389728096677   precision 0.6770516248457426   recall 0.6991336733867703
deviation 2/5   epoch 92/120   F1 0.6842937144881525   accuracy 0.7356495468277946   precision 0.6764705882352942   recall 0.7013493693165151
deviation 2/5   epoch 93/120   F1 0.684966296256147   accuracy 0.736404833836858   precision 0.6770361990950227   recall 0.7023657335978253
deviation 2/5   epoch 94/120   F1 0.6842937144881525   accuracy 0.7356495468277946   precision 0.6764705882352942   recall 0.7013493693165151
deviation 2/5   epoch 95/120   F1 0.6854327675331862   accuracy 0.7356495468277946   precision 0.677897470176882   recall 0.7011511795229581
deviation 2/5   epoch 96/120   F1 0.6899265851398548   accuracy 0.7394259818731118   precision 0.6821524064171123   recall 0.7059622959636042
deviation 2/5   epoch 97/120   F1 0.6845051266312396   accuracy 0.736404833836858   precision 0.6764654463183875   recall 0.7024606290502893
deviation 2/5   epoch 98/120   F1 0.6871175014778232   accuracy 0.7367824773413897   precision 0.6796020156314273   recall 0.702537590919469
deviation 2/5   epoch 99/120   F1 0.6832858684524963   accuracy 0.7345166163141994   precision 0.6756221719457014   recall 0.6998339836250809
deviation 2/5   epoch 100/120   F1 0.6805184977161189   accuracy 0.7337613293051359   precision 0.6724881735911148   recall 0.6992002713762622
deviation 2/5   epoch 101/120   F1 0.6816601777496412   accuracy 0.7345166163141994   precision 0.6736245372274784   recall 0.7001346915097673
deviation 2/5   epoch 102/120   F1 0.686101647290225   accuracy 0.7348942598187311   precision 0.6790441176470587   recall 0.6999776019113035
deviation 2/5   epoch 103/120   F1 0.6862197037776161   accuracy 0.7360271903323263   precision 0.6787510283833813   recall 0.7015779307145626
deviation 2/5   epoch 104/120   F1 0.6864438061728636   accuracy 0.7360271903323263   precision 0.6790364047716988   recall 0.7015433092515349
deviation 2/5   epoch 105/120   F1 0.6899942474861177   accuracy 0.7375377643504532   precision 0.6830213903743316   recall 0.7032016795508829
deviation 2/5   epoch 106/120   F1 0.6846494931895897   accuracy 0.7345166163141994   precision 0.6773344302756068   recall 0.6996273772786965
deviation 2/5   epoch 107/120   F1 0.6864068127617664   accuracy 0.7337613293051359   precision 0.6799079596873714   recall 0.6984106337688224
deviation 2/5   epoch 108/120   F1 0.6842460177136701   accuracy 0.7371601208459214   precision 0.6758895516248458   recall 0.7037076738009314
deviation 2/5   epoch 109/120   F1 0.6839371894679198   accuracy 0.7360271903323263   precision 0.6758972645002057   recall 0.7019965825592425
deviation 2/5   epoch 110/120   F1 0.6839776121184236   accuracy 0.7337613293051359   precision 0.6767688194158783   recall 0.6986411243695501
deviation 2/5   epoch 111/120   F1 0.6877856612776818   accuracy 0.7367824773413897   precision 0.68045814479638   recall 0.7024325300605428
deviation 2/5   epoch 112/120   F1 0.6864426403324532   accuracy 0.7367824773413897   precision 0.6787458864664747   recall 0.7026544010108673
deviation 2/5   epoch 113/120   F1 0.6881284945676557   accuracy 0.7386706948640483   precision 0.680159913615796   recall 0.7051838382773634
deviation 2/5   epoch 114/120   F1 0.6888041106573302   accuracy 0.7386706948640483   precision 0.6810160427807486   recall 0.7050439746053935
deviation 2/5   epoch 115/120   F1 0.6839576294200223   accuracy 0.7352719033232629   precision 0.6761877828054299   recall 0.7008430248958308
deviation 2/5   epoch 116/120   F1 0.6855322829925936   accuracy 0.7367824773413897   precision 0.6776043809132044   recall 0.7028287864140739
deviation 2/5   epoch 117/120   F1 0.6879008331639911   accuracy 0.7371601208459214   precision 0.6804555738379268   recall 0.7029621661635264
deviation 2/5   epoch 118/120   F1 0.6858799267564164   accuracy 0.7348942598187311   precision 0.6787587412587412   recall 0.7000040271197752
deviation 2/5   epoch 119/120   F1 0.6876780634022641   accuracy 0.7371601208459214   precision 0.6801701974496093   recall 0.7029986762026423
deviation 2/5   epoch 120/120   F1 0.6857692562995901   accuracy 0.7360271903323263   precision 0.6781802756067462   recall 0.7016510626287961

deviation 3/5   epoch 1/120   F1 0.4382801778140312   accuracy 0.6582326283987915   precision 0.505201048951049   recall 0.5287350811592041
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deviation 3/5   epoch 2/120   F1 0.47093265424301634   accuracy 0.665785498489426   precision 0.5208453311394488   recall 0.5809975849573059
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deviation 3/5   epoch 3/120   F1 0.49864893751608674   accuracy 0.6722054380664653   precision 0.5350704442616208   recall 0.6065744755654519
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deviation 3/5   epoch 4/120   F1 0.5098852971845673   accuracy 0.6782477341389728   precision 0.542734471410942   recall 0.6265685916179338
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deviation 3/5   epoch 5/120   F1 0.528916324263267   accuracy 0.677870090634441   precision 0.5512983340189223   recall 0.6207532782309126
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deviation 3/5   epoch 6/120   F1 0.5323030341260329   accuracy 0.6827794561933535   precision 0.5549748046071575   recall 0.6349911302184934
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deviation 3/5   epoch 7/120   F1 0.544379797792726   accuracy 0.6884441087613293   precision 0.5632121554915672   recall 0.6487977172286599
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deviation 3/5   epoch 8/120   F1 0.5560127525563432   accuracy 0.6873111782477341   precision 0.5689273961332785   recall 0.6409272497897393
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deviation 3/5   epoch 9/120   F1 0.5619360410660633   accuracy 0.6918429003021148   precision 0.5737479432332374   recall 0.6515776012851202
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deviation 3/5   epoch 10/120   F1 0.5726684732590244   accuracy 0.6948640483383686   precision 0.5808617852735499   recall 0.6556659803611022
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deviation 3/5   epoch 11/120   F1 0.5791577987832669   accuracy 0.697129909365559   precision 0.5854123817359111   recall 0.6591069093834858
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deviation 3/5   epoch 12/120   F1 0.5974590409851159   accuracy 0.699773413897281   precision 0.5979509461127108   recall 0.6588956255636824
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deviation 3/5   epoch 13/120   F1 0.6018771368933828   accuracy 0.7058157099697885   precision 0.6021904566022213   recall 0.6715688549091126
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deviation 3/5   epoch 14/120   F1 0.6071601940591985   accuracy 0.7058157099697885   precision 0.6059003496503497   recall 0.6692861406758747
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deviation 3/5   epoch 15/120   F1 0.6085045751734123   accuracy 0.7084592145015106   precision 0.6073092348827642   recall 0.6750539979449326
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deviation 3/5   epoch 16/120   F1 0.6166061815762415   accuracy 0.7107250755287009   precision 0.6135720896750309   recall 0.676779197080292
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deviation 3/5   epoch 17/120   F1 0.6173950224260628   accuracy 0.7126132930513596   precision 0.614415364047717   recall 0.6809346371946045
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deviation 3/5   epoch 18/120   F1 0.6337393313643649   accuracy 0.7111027190332326   precision 0.6275529617441382   recall 0.6717534426070604
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deviation 3/5   epoch 19/120   F1 0.6258802802036514   accuracy 0.7156344410876133   precision 0.621243829699712   recall 0.683969251984899
deviation 3/5   epoch 20/120   F1 0.6398080406801208   accuracy 0.7171450151057401   precision 0.632933977786919   recall 0.68144254649803
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deviation 3/5   epoch 21/120   F1 0.644125088011908   accuracy 0.7156344410876133   precision 0.6369395310571782   recall 0.6774096177369648
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deviation 3/5   epoch 22/120   F1 0.6368165203231677   accuracy 0.7186555891238671   precision 0.6303553064582477   recall 0.6857240841862735
deviation 3/5   epoch 23/120   F1 0.646637794033798   accuracy 0.7175226586102719   precision 0.6392096873714521   recall 0.6801279428349019
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deviation 3/5   epoch 24/120   F1 0.6481205657631435   accuracy 0.7175226586102719   precision 0.6406365693130399   recall 0.6797704805973288
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deviation 3/5   epoch 25/120   F1 0.6553335712921706   accuracy 0.7186555891238671   precision 0.6477632661456191   recall 0.6802406124681006
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deviation 3/5   epoch 26/120   F1 0.652141903758342   accuracy 0.7175226586102719   precision 0.6446318387494858   recall 0.6789654514220271
deviation 3/5   epoch 27/120   F1 0.6426934235318154   accuracy 0.7194108761329305   precision 0.6354869395310572   recall 0.6849271024233103
deviation 3/5   epoch 28/120   F1 0.6560891287373225   accuracy 0.720166163141994   precision 0.648323735088441   recall 0.6825154720711815
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deviation 3/5   epoch 29/120   F1 0.6595949318337362   accuracy 0.720166163141994   precision 0.6520336281365693   recall 0.6819472680603086
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deviation 3/5   epoch 30/120   F1 0.6596873202084157   accuracy 0.724320241691843   precision 0.6514345948169478   recall 0.6886560395107281
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deviation 3/5   epoch 31/120   F1 0.6550706781204088   accuracy 0.7209214501510574   precision 0.6471770876182641   recall 0.6839809674861221
deviation 3/5   epoch 32/120   F1 0.6613869545380633   accuracy 0.7246978851963746   precision 0.6531442821883998   recall 0.6888655054198125
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deviation 3/5   epoch 33/120   F1 0.6677491163293816   accuracy 0.7239425981873112   precision 0.6602838338132455   recall 0.6865259085785493
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deviation 3/5   epoch 34/120   F1 0.6652458807144788   accuracy 0.726963746223565   precision 0.6568387494858083   recall 0.6917268982271925
deviation 3/5   epoch 35/120   F1 0.6707187086595815   accuracy 0.7284743202416919   precision 0.6625359934183463   recall 0.6929275659526485
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deviation 3/5   epoch 36/120   F1 0.6672948862922479   accuracy 0.7280966767371602   precision 0.6588286713286713   recall 0.6931117696337696
deviation 3/5   epoch 37/120   F1 0.6711391307887852   accuracy 0.726963746223565   precision 0.6634024064171122   recall 0.6905232968141448
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deviation 3/5   epoch 38/120   F1 0.6684517054519523   accuracy 0.7273413897280967   precision 0.6602606951871658   recall 0.6915948461339858
deviation 3/5   epoch 39/120   F1 0.668782652971827   accuracy 0.7277190332326284   precision 0.66054350061703   recall 0.6921315152452181
deviation 3/5   epoch 40/120   F1 0.6738815006468304   accuracy 0.7303625377643505   precision 0.665662278897573   recall 0.6952588309803245
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deviation 3/5   epoch 41/120   F1 0.6763201955769211   accuracy 0.7303625377643505   precision 0.6685160427807486   recall 0.6947973597477435
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deviation 3/5   epoch 42/120   F1 0.673045267914322   accuracy 0.7288519637462235   precision 0.6651018099547511   recall 0.6930677441757687
deviation 3/5   epoch 43/120   F1 0.6733579493589691   accuracy 0.7280966767371602   precision 0.6656777046482929   recall 0.6918807541596694
deviation 3/5   epoch 44/120   F1 0.6710504370044381   accuracy 0.7288519637462235   precision 0.6628187988482106   recall 0.6934596997143774
deviation 3/5   epoch 45/120   F1 0.6740390386172269   accuracy 0.726963746223565   precision 0.666826923076923   recall 0.6901722317593108
deviation 3/5   epoch 46/120   F1 0.6736903606865091   accuracy 0.7284743202416919   precision 0.6659605100781572   recall 0.6923917457408008
deviation 3/5   epoch 47/120   F1 0.6745483336749236   accuracy 0.7262084592145015   precision 0.6676881941587824   recall 0.6891023480507809
deviation 3/5   epoch 48/120   F1 0.6727531685974463   accuracy 0.7265861027190332   precision 0.6654026120937886   recall 0.6897681250903341
deviation 3/5   epoch 49/120   F1 0.6733248870631294   accuracy 0.726963746223565   precision 0.6659707939119703   recall 0.690243381331801
deviation 3/5   epoch 50/120   F1 0.6715724012828874   accuracy 0.7246978851963746   precision 0.6645593377211024   recall 0.6872459931179996
deviation 3/5   epoch 51/120   F1 0.6749333592341977   accuracy 0.7250755287009063   precision 0.6685520361990951   recall 0.6876144688644689
deviation 3/5   epoch 52/120   F1 0.6752659270746058   accuracy 0.725453172205438   precision 0.6688348416289593   recall 0.6880897944745938
deviation 3/5   epoch 53/120   F1 0.6778382531856311   accuracy 0.7273413897280967   precision 0.6713903743315508   recall 0.6904495264759238
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deviation 3/5   epoch 54/120   F1 0.6766060804541236   accuracy 0.729607250755287   precision 0.6690919374742904   recall 0.6936416525343885
deviation 3/5   epoch 55/120   F1 0.6767299827808869   accuracy 0.7258308157099698   precision 0.6705445290004114   recall 0.6885545524831727
deviation 3/5   epoch 56/120   F1 0.6781395244757521   accuracy 0.7292296072507553   precision 0.6710921431509667   recall 0.692940988870406
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deviation 3/5   epoch 57/120   F1 0.6744482828693354   accuracy 0.7258308157099698   precision 0.6676907651172357   recall 0.688605318250691
deviation 3/5   epoch 58/120   F1 0.6751726274180859   accuracy 0.729607250755287   precision 0.667379679144385   recall 0.693851907433213
deviation 3/5   epoch 59/120   F1 0.6756458302434702   accuracy 0.7277190332326284   precision 0.6685340394899218   recall 0.6910766479606671
deviation 3/5   epoch 60/120   F1 0.6741341918294244   accuracy 0.7273413897280967   precision 0.6668243521184698   recall 0.6906928219822203
deviation 3/5   epoch 61/120   F1 0.6753129593852492   accuracy 0.7273413897280967   precision 0.6682512340600576   recall 0.6905847748849672
deviation 3/5   epoch 62/120   F1 0.6721243795692446   accuracy 0.7231873111782477   precision 0.6657111271081859   recall 0.6852454599342566
deviation 3/5   epoch 63/120   F1 0.6704762097658026   accuracy 0.7262084592145015   precision 0.6628367955573837   recall 0.6894968476780376
deviation 3/5   epoch 64/120   F1 0.6713284632034632   accuracy 0.722809667673716   precision 0.6648575689016866   recall 0.6847712079299216
deviation 3/5   epoch 65/120   F1 0.6717928904715458   accuracy 0.722809667673716   precision 0.6654283216783217   recall 0.6847698739963933
deviation 3/5   epoch 66/120   F1 0.6781679525096549   accuracy 0.725453172205438   precision 0.6725447346770876   recall 0.6881319050972889
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deviation 3/5   epoch 67/120   F1 0.6715234804747949   accuracy 0.7235649546827795   precision 0.66485242698478   recall 0.685740066450572
deviation 3/5   epoch 68/120   F1 0.6729864587983083   accuracy 0.7246978851963746   precision 0.6662715960510078   recall 0.6871738194552472
deviation 3/5   epoch 69/120   F1 0.6786033817919614   accuracy 0.725453172205438   precision 0.6731154874537228   recall 0.6881539965085257
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deviation 3/5   epoch 70/120   F1 0.6744482828693354   accuracy 0.7258308157099698   precision 0.6676907651172357   recall 0.688605318250691
deviation 3/5   epoch 71/120   F1 0.6802728187344808   accuracy 0.7273413897280967   precision 0.6745295146030441   recall 0.6904485366729509
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deviation 3/5   epoch 72/120   F1 0.6768254177248523   accuracy 0.726963746223565   precision 0.6702514397367338   recall 0.6899933652518515
deviation 3/5   epoch 73/120   F1 0.6705298509319735   accuracy 0.7224320241691843   precision 0.6640040106951872   recall 0.6842968753949905
deviation 3/5   epoch 74/120   F1 0.6718924826246113   accuracy 0.7231873111782477   precision 0.6654257507198684   recall 0.685246950589729
deviation 3/5   epoch 75/120   F1 0.6797318159408409   accuracy 0.7277190332326284   precision 0.673670814479638   recall 0.6909009018556396
deviation 3/5   epoch 76/120   F1 0.6822598963719486   accuracy 0.7288519637462235   precision 0.6765168654874538   recall 0.6923090927933808
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deviation 3/5   epoch 77/120   F1 0.6719039653833141   accuracy 0.7250755287009063   precision 0.6648421431509667   recall 0.6877384539255043
deviation 3/5   epoch 78/120   F1 0.6823790090194835   accuracy 0.7292296072507553   precision 0.6765142945290004   recall 0.6927691561488565
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deviation 3/5   epoch 79/120   F1 0.6786221657077391   accuracy 0.726963746223565   precision 0.6725344508432745   recall 0.6899642414090569
deviation 3/5   epoch 80/120   F1 0.6789370315443505   accuracy 0.7258308157099698   precision 0.6733982928835871   recall 0.6886109153551014
deviation 3/5   epoch 81/120   F1 0.677288351528613   accuracy 0.725453172205438   precision 0.6714032291238174   recall 0.6881000327987953
deviation 3/5   epoch 82/120   F1 0.6736200110157311   accuracy 0.722809667673716   precision 0.6677113327848623   recall 0.6848065046178253
deviation 3/5   epoch 83/120   F1 0.6729405318886145   accuracy 0.722809667673716   precision 0.6668552036199096   recall 0.684784991700335
deviation 3/5   epoch 84/120   F1 0.6727125279190005   accuracy 0.722809667673716   precision 0.666569827231592   recall 0.6847798806712527
deviation 3/5   epoch 85/120   F1 0.6763699048687681   accuracy 0.7224320241691843   precision 0.6714237967914438   recall 0.6845792694700374
deviation 3/5   epoch 86/120   F1 0.6745154989429798   accuracy 0.722809667673716   precision 0.6688528383381325   recall 0.6848494230227976
deviation 3/5   epoch 87/120   F1 0.6757215532002562   accuracy 0.7224320241691843   precision 0.6705676676264911   recall 0.6845124821398152
deviation 3/5   epoch 88/120   F1 0.6709520547025081   accuracy 0.7205438066465257   precision 0.6651583710407241   recall 0.6819933140687857
deviation 3/5   epoch 89/120   F1 0.6782240248292293   accuracy 0.7235649546827795   precision 0.6734137186343068   recall 0.6860106613277297
deviation 3/5   epoch 90/120   F1 0.6748469486203448   accuracy 0.7224320241691843   precision 0.6694261620732209   recall 0.6844369111715173
deviation 3/5   epoch 91/120   F1 0.6737081877552409   accuracy 0.7239425981873112   precision 0.6674182435211847   recall 0.6861937980672661
deviation 3/5   epoch 92/120   F1 0.6732967352875839   accuracy 0.7216767371601208   precision 0.6677190456602222   recall 0.6834596383030631
deviation 3/5   epoch 93/120   F1 0.6697064426473809   accuracy 0.720166163141994   precision 0.6637340600575895   recall 0.6814810197371937
deviation 3/5   epoch 94/120   F1 0.6776031381758019   accuracy 0.724320241691843   precision 0.67226707116413   recall 0.686789139161463
deviation 3/5   epoch 95/120   F1 0.6775093505060674   accuracy 0.725453172205438   precision 0.6716886055121349   recall 0.6881064499977818
deviation 3/5   epoch 96/120   F1 0.6777331537179956   accuracy 0.7262084592145015   precision 0.6716834635952282   recall 0.6890272856519096
deviation 3/5   epoch 97/120   F1 0.6767301352855553   accuracy 0.724320241691843   precision 0.6711255656108597   recall 0.6867341098841907
deviation 3/5   epoch 98/120   F1 0.6709571428740952   accuracy 0.7231873111782477   precision 0.6642842451665981   recall 0.6852637072311556
deviation 3/5   epoch 99/120   F1 0.6769540064163964   accuracy 0.7258308157099698   precision 0.670829905388729   recall 0.6885554562351905
deviation 3/5   epoch 100/120   F1 0.6745093297868052   accuracy 0.7235649546827795   precision 0.6685623200329083   recall 0.6857442348008386
deviation 3/5   epoch 101/120   F1 0.6707213568902675   accuracy 0.7231873111782477   precision 0.6639988687782805   recall 0.6852706238060073
deviation 3/5   epoch 102/120   F1 0.6704329004329004   accuracy 0.7220543806646526   precision 0.6640065816536405   recall 0.6838174273858921
deviation 3/5   epoch 103/120   F1 0.6748469486203448   accuracy 0.7224320241691843   precision 0.6694261620732209   recall 0.6844369111715173
deviation 3/5   epoch 104/120   F1 0.6741638455806147   accuracy 0.7239425981873112   precision 0.6679889962978198   recall 0.6861971439664599
deviation 3/5   epoch 105/120   F1 0.6720786936163519   accuracy 0.7205438066465257   precision 0.6665852529823117   recall 0.6820723568668774
deviation 3/5   epoch 106/120   F1 0.6705298509319735   accuracy 0.7224320241691843   precision 0.6640040106951872   recall 0.6842968753949905
deviation 3/5   epoch 107/120   F1 0.6750698873348697   accuracy 0.7231873111782477   precision 0.6694210201563142   recall 0.6853213447313637
deviation 3/5   epoch 108/120   F1 0.6707639326242413   accuracy 0.7224320241691843   precision 0.6642893870835047   recall 0.684294902992247
deviation 3/5   epoch 109/120   F1 0.6731811498545779   accuracy 0.7220543806646526   precision 0.6674310983134513   recall 0.6838912984548658
deviation 3/5   epoch 110/120   F1 0.6720493616757769   accuracy 0.7220543806646526   precision 0.6660042163718635   recall 0.6838425597703996
deviation 3/5   epoch 111/120   F1 0.6673971517209969   accuracy 0.7212990936555891   precision 0.6605872069107364   recall 0.6828925138277657
deviation 3/5   epoch 112/120   F1 0.6736286201935058   accuracy 0.7220543806646526   precision 0.6680018510900865   recall 0.6839178159301998
deviation 3/5   epoch 113/120   F1 0.669868052168797   accuracy 0.7216767371601208   precision 0.6634383998354587   recall 0.683340291041284
deviation 3/5   epoch 114/120   F1 0.6722542385685456   accuracy 0.722809667673716   precision 0.6659990744549569   recall 0.6847727793040292
deviation 3/5   epoch 115/120   F1 0.6716598130796855   accuracy 0.7231873111782477   precision 0.6651403743315508   recall 0.68524951494321
deviation 3/5   epoch 116/120   F1 0.6738504797553457   accuracy 0.7212990936555891   precision 0.6685777457836282   recall 0.6830771593304574
deviation 3/5   epoch 117/120   F1 0.671229766689488   accuracy 0.7224320241691843   precision 0.6648601398601399   recall 0.6842941567422895
deviation 3/5   epoch 118/120   F1 0.6736043193960606   accuracy 0.7235649546827795   precision 0.6674208144796381   recall 0.6857239011145715
deviation 3/5   epoch 119/120   F1 0.6706989346966699   accuracy 0.7212990936555891   precision 0.6645824763471823   recall 0.6828845686859886
deviation 3/5   epoch 120/120   F1 0.6753890145852155   accuracy 0.7220543806646526   precision 0.6702848621966269   recall 0.6840630940074033

deviation 4/5   epoch 1/120   F1 0.44859377806602163   accuracy 0.6537009063444109   precision 0.5060880296174414   recall 0.5248130247422951
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deviation 4/5   epoch 2/120   F1 0.47018105495251017   accuracy 0.6578549848942599   precision 0.5163332990538873   recall 0.5538901330076005
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deviation 4/5   epoch 3/120   F1 0.47847812984971316   accuracy 0.6608761329305136   precision 0.5211641299876594   recall 0.5666434591128777
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deviation 4/5   epoch 4/120   F1 0.48825225649683496   accuracy 0.6654078549848943   precision 0.5274115590292061   recall 0.5833001289112856
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deviation 4/5   epoch 5/120   F1 0.5002795795124133   accuracy 0.6737160120845922   precision 0.5364870423693953   recall 0.6118537200504414
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deviation 4/5   epoch 6/120   F1 0.5384630934045205   accuracy 0.6808912386706949   precision 0.5572706705059647   recall 0.6276110029831851
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deviation 4/5   epoch 7/120   F1 0.5533161005327605   accuracy 0.6850453172205438   precision 0.5666598107774579   recall 0.6355818757026694
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deviation 4/5   epoch 8/120   F1 0.5559254827601462   accuracy 0.6922205438066465   precision 0.5706062320032909   recall 0.6554992802007794
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deviation 4/5   epoch 9/120   F1 0.579470449949345   accuracy 0.6933534743202417   precision 0.5845819621554915   recall 0.6494356249006382
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deviation 4/5   epoch 10/120   F1 0.5920815207656964   accuracy 0.698262839879154   precision 0.5939659605100782   recall 0.6571447458796745
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deviation 4/5   epoch 11/120   F1 0.5977599422078559   accuracy 0.7001510574018127   precision 0.5982337515425751   recall 0.659651189998663
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deviation 4/5   epoch 12/120   F1 0.6033299684307822   accuracy 0.7050604229607251   precision 0.6030517276840807   recall 0.6690611335063325
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deviation 4/5   epoch 13/120   F1 0.6182039549654912   accuracy 0.7050604229607251   precision 0.6141814068284657   recall 0.664152224835176
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deviation 4/5   epoch 14/120   F1 0.6145743555783516   accuracy 0.7073262839879154   precision 0.6115975935828877   recall 0.6698985567801197
deviation 4/5   epoch 15/120   F1 0.6234056763242195   accuracy 0.709214501510574   precision 0.6187191484985602   recall 0.6709347607202085
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deviation 4/5   epoch 16/120   F1 0.6368921141848203   accuracy 0.7103474320241692   precision 0.6304118675442205   recall 0.6697954838920237
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deviation 4/5   epoch 17/120   F1 0.6294324565317577   accuracy 0.7114803625377644   precision 0.6238404977375566   recall 0.6736176439845302
deviation 4/5   epoch 18/120   F1 0.6240909034098105   accuracy 0.7126132930513596   precision 0.6195521390374332   recall 0.6778759580948556
deviation 4/5   epoch 19/120   F1 0.644548920479614   accuracy 0.7182779456193353   precision 0.6372069107363225   recall 0.682091762401777
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deviation 4/5   epoch 20/120   F1 0.6458245687936484   accuracy 0.7194108761329305   precision 0.6383407034142328   recall 0.6838355937400442
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deviation 4/5   epoch 21/120   F1 0.6525951605906606   accuracy 0.7190332326283988   precision 0.6449069313039901   recall 0.6813510513360896
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deviation 4/5   epoch 22/120   F1 0.6473708089730189   accuracy 0.7197885196374623   precision 0.6397650143973673   recall 0.684056744312026
deviation 4/5   epoch 23/120   F1 0.6507124359720274   accuracy 0.7205438066465257   precision 0.6428990127519539   recall 0.684447010725284
deviation 4/5   epoch 24/120   F1 0.6610931744772977   accuracy 0.722809667673716   precision 0.6531571369806664   recall 0.6858169965220917
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deviation 4/5   epoch 25/120   F1 0.653801595663217   accuracy 0.7224320241691843   precision 0.645739921842863   recall 0.6869699550855863
deviation 4/5   epoch 26/120   F1 0.658901266668257   accuracy 0.7246978851963746   precision 0.6505758946935418   recall 0.689538152854132
deviation 4/5   epoch 27/120   F1 0.6572424265053642   accuracy 0.7250755287009063   precision 0.6488610654051831   recall 0.6907430284462452
deviation 4/5   epoch 28/120   F1 0.6627967100821079   accuracy 0.7250755287009063   precision 0.6545685931715344   recall 0.6891578963927825
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deviation 4/5   epoch 29/120   F1 0.6694746967423534   accuracy 0.7299848942598187   precision 0.6608134512546278   recall 0.6957355926634357
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deviation 4/5   epoch 30/120   F1 0.666897230777856   accuracy 0.7288519637462235   precision 0.6582527766351296   recall 0.6945184440799765
deviation 4/5   epoch 31/120   F1 0.6662997079111133   accuracy 0.7284743202416919   precision 0.6576845948169477   recall 0.6940342066238261
deviation 4/5   epoch 32/120   F1 0.6686862365985409   accuracy 0.7299848942598187   precision 0.6599573220896751   recall 0.6959666160347919
deviation 4/5   epoch 33/120   F1 0.6706201971994452   accuracy 0.7292296072507553   precision 0.6622454751131222   recall 0.6941683646821999
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deviation 4/5   epoch 34/120   F1 0.670399243045172   accuracy 0.7307401812688822   precision 0.6616644385026738   recall 0.696771379732526
deviation 4/5   epoch 35/120   F1 0.6701341429570968   accuracy 0.7280966767371602   precision 0.6619678116001645   recall 0.6924485650135175
deviation 4/5   epoch 36/120   F1 0.6716346510555216   accuracy 0.7292296072507553   precision 0.6633869806663925   recall 0.6939376738983987
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deviation 4/5   epoch 37/120   F1 0.6763691556847673   accuracy 0.729607250755287   precision 0.6688065610859728   recall 0.6936735109241665
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deviation 4/5   epoch 38/120   F1 0.6732033032022235   accuracy 0.7284743202416919   precision 0.665389757301522   recall 0.692467786777526
deviation 4/5   epoch 39/120   F1 0.6753544590442948   accuracy 0.7303625377643505   precision 0.6673745372274784   recall 0.6949657847056886
deviation 4/5   epoch 40/120   F1 0.6756536305509327   accuracy 0.729607250755287   precision 0.6679504319210201   recall 0.6937766967252017
deviation 4/5   epoch 41/120   F1 0.6710589043647227   accuracy 0.7277190332326284   precision 0.663111888111888   recall 0.6916808099393407
deviation 4/5   epoch 42/120   F1 0.6745337792481162   accuracy 0.7299848942598187   precision 0.666520979020979   recall 0.6945373655459819
deviation 4/5   epoch 43/120   F1 0.6771757498853767   accuracy 0.7299848942598187   precision 0.6696601192924723   recall 0.6941130141846841
update
deviation 4/5   epoch 44/120   F1 0.6747779785808872   accuracy 0.7299848942598187   precision 0.6668063554092966   recall 0.6944922199065174
deviation 4/5   epoch 45/120   F1 0.6764107790456311   accuracy 0.7288519637462235   precision 0.669097079391197   recall 0.692584394023243
deviation 4/5   epoch 46/120   F1 0.6738682666328617   accuracy 0.7292296072507553   precision 0.6659553681612504   recall 0.6934999891334244
deviation 4/5   epoch 47/120   F1 0.6710504370044381   accuracy 0.7288519637462235   precision 0.6628187988482106   recall 0.6934596997143774
deviation 4/5   epoch 48/120   F1 0.6792665542397673   accuracy 0.7299848942598187   precision 0.6722285067873304   recall 0.6938795813601815
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deviation 4/5   epoch 49/120   F1 0.6788816067365209   accuracy 0.7311178247734139   precision 0.6713646647470177   recall 0.695523613963039
deviation 4/5   epoch 50/120   F1 0.6766452237896203   accuracy 0.7288519637462235   precision 0.6693824557795146   recall 0.69255927328844
deviation 4/5   epoch 51/120   F1 0.6738682666328617   accuracy 0.7292296072507553   precision 0.6659553681612504   recall 0.6934999891334244
deviation 4/5   epoch 52/120   F1 0.6795790661550019   accuracy 0.7311178247734139   precision 0.6722207939119704   recall 0.695432412483261
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deviation 4/5   epoch 53/120   F1 0.6816229763598184   accuracy 0.7318731117824774   precision 0.6744986631016043   recall 0.6962623038042033
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deviation 4/5   epoch 54/120   F1 0.6747985280094784   accuracy 0.7322507552870091   precision 0.6662201768819416   recall 0.6981071153617815
deviation 4/5   epoch 55/120   F1 0.6800162299754848   accuracy 0.7318731117824774   precision 0.6725010283833813   recall 0.6964611461014338
deviation 4/5   epoch 56/120   F1 0.6807877694670788   accuracy 0.7330060422960725   precision 0.6730640682846565   recall 0.6980075699692686
deviation 4/5   epoch 57/120   F1 0.6833916965295472   accuracy 0.7348942598187311   precision 0.675619600987248   recall 0.7003784100909358
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deviation 4/5   epoch 58/120   F1 0.6813555947805728   accuracy 0.7333836858006042   precision 0.6736322501028383   recall 0.6984747630592902
deviation 4/5   epoch 59/120   F1 0.6803915424687036   accuracy 0.7307401812688822   precision 0.673364870423694   recall 0.6948159913096675
deviation 4/5   epoch 60/120   F1 0.6804982487678335   accuracy 0.7311178247734139   precision 0.6733622994652406   recall 0.6953281829794999
deviation 4/5   epoch 61/120   F1 0.6803915424687036   accuracy 0.7307401812688822   precision 0.673364870423694   recall 0.6948159913096675
deviation 4/5   epoch 62/120   F1 0.6824010904794259   accuracy 0.7330060422960725   precision 0.6750617030028795   recall 0.6977683819498448
deviation 4/5   epoch 63/120   F1 0.6812242039697904   accuracy 0.7337613293051359   precision 0.6733443027560675   recall 0.6990648169676303
deviation 4/5   epoch 64/120   F1 0.682412756740089   accuracy 0.7314954682779456   precision 0.6756427396133278   recall 0.6956741065770564
deviation 4/5   epoch 65/120   F1 0.6787512200486644   accuracy 0.7333836858006042   precision 0.6704931098313451   recall 0.6989840008641695
deviation 4/5   epoch 66/120   F1 0.6816229763598184   accuracy 0.7318731117824774   precision 0.6744986631016043   recall 0.6962623038042033
deviation 4/5   epoch 67/120   F1 0.68385439087387   accuracy 0.7318731117824774   precision 0.6773524269847799   recall 0.6960813853010733
update
deviation 4/5   epoch 68/120   F1 0.6829707792207792   accuracy 0.7326283987915407   precision 0.6759204031262855   recall 0.6971703550023052
deviation 4/5   epoch 69/120   F1 0.6773697768702021   accuracy 0.7307401812688822   precision 0.6696549773755656   recall 0.6951922927603387
deviation 4/5   epoch 70/120   F1 0.6834025174975483   accuracy 0.7311178247734139   precision 0.6770721925133689   recall 0.6951215366309706
deviation 4/5   epoch 71/120   F1 0.6743715169434945   accuracy 0.7273413897280967   precision 0.6671097285067873   recall 0.6906688178351423
deviation 4/5   epoch 72/120   F1 0.6783969099820013   accuracy 0.7277190332326284   precision 0.6719585561497327   recall 0.6909190360279934
deviation 4/5   epoch 73/120   F1 0.6796238080162609   accuracy 0.7280966767371602   precision 0.6733828671328672   recall 0.69137331687453
deviation 4/5   epoch 74/120   F1 0.6774111654802073   accuracy 0.7299848942598187   precision 0.6699454956807898   recall 0.6940821418268861
deviation 4/5   epoch 75/120   F1 0.6792812826072966   accuracy 0.7292296072507553   precision 0.6725190250925546   recall 0.6928558854699933
deviation 4/5   epoch 76/120   F1 0.6779088852528266   accuracy 0.7292296072507553   precision 0.6708067667626492   recall 0.6929615518945227
deviation 4/5   epoch 77/120   F1 0.6772123459371789   accuracy 0.7292296072507553   precision 0.6699506375976965   recall 0.6930304457171224
deviation 4/5   epoch 78/120   F1 0.67811272990946   accuracy 0.7299848942598187   precision 0.6708016248457425   recall 0.6939969995948359
deviation 4/5   epoch 79/120   F1 0.6748438044235457   accuracy 0.7273413897280967   precision 0.6676804812834225   recall 0.6906244154508043
deviation 4/5   epoch 80/120   F1 0.6773684791224293   accuracy 0.7280966767371602   precision 0.6705291032496915   recall 0.6914616017434728
deviation 4/5   epoch 81/120   F1 0.6782747704834693   accuracy 0.7314954682779456   precision 0.6705059646236117   recall 0.696171374863472
deviation 4/5   epoch 82/120   F1 0.6762643769773833   accuracy 0.7265861027190332   precision 0.6696832579185521   recall 0.6895222889698027
deviation 4/5   epoch 83/120   F1 0.6769494768127053   accuracy 0.724320241691843   precision 0.6714109419991774   recall 0.68674636363891
deviation 4/5   epoch 84/120   F1 0.6767441088361711   accuracy 0.7292296072507553   precision 0.6693798848210613   recall 0.6930824480692708
deviation 4/5   epoch 85/120   F1 0.6773438958411822   accuracy 0.7288519637462235   precision 0.6702385849444673   recall 0.6924911699297955
deviation 4/5   epoch 86/120   F1 0.676603943531684   accuracy 0.7231873111782477   precision 0.6714186548745372   recall 0.6854330421239627
deviation 4/5   epoch 87/120   F1 0.6764451323198486   accuracy 0.7280966767371602   precision 0.6693875976964212   recall 0.6915289466416663
deviation 4/5   epoch 88/120   F1 0.676159280782791   accuracy 0.7262084592145015   precision 0.6696858288770053   recall 0.6890378334874017
deviation 4/5   epoch 89/120   F1 0.6762123694700546   accuracy 0.7280966767371602   precision 0.6691022213081037   recall 0.6915487215329955
deviation 4/5   epoch 90/120   F1 0.676472280453325   accuracy 0.7273413897280967   precision 0.6696781160016454   recall 0.6905061555558762
deviation 4/5   epoch 91/120   F1 0.6725388849868832   accuracy 0.7277190332326284   precision 0.6648241464417934   recall 0.6914407100416788
deviation 4/5   epoch 92/120   F1 0.6701988897695943   accuracy 0.7220543806646526   precision 0.663721205265323   recall 0.6838180322427007
deviation 4/5   epoch 93/120   F1 0.6704329004329004   accuracy 0.7220543806646526   precision 0.6640065816536405   recall 0.6838174273858921
deviation 4/5   epoch 94/120   F1 0.6715234804747949   accuracy 0.7235649546827795   precision 0.66485242698478   recall 0.685740066450572
deviation 4/5   epoch 95/120   F1 0.6750213654931709   accuracy 0.7299848942598187   precision 0.6670917317976142   recall 0.6944484128438515
deviation 4/5   epoch 96/120   F1 0.6754734650789129   accuracy 0.7262084592145015   precision 0.6688296997120526   recall 0.6890587584130039
deviation 4/5   epoch 97/120   F1 0.6755463687985146   accuracy 0.7273413897280967   precision 0.6685366104483752   recall 0.6905667233535371
deviation 4/5   epoch 98/120   F1 0.6759564633585127   accuracy 0.7239425981873112   precision 0.6702720074043604   recall 0.6862521979455141
deviation 4/5   epoch 99/120   F1 0.6733184341334028   accuracy 0.7250755287009063   precision 0.6665544014808721   recall 0.6876576897563575
deviation 4/5   epoch 100/120   F1 0.6760640725497749   accuracy 0.7250755287009063   precision 0.6699789181406829   recall 0.6876161693554108
deviation 4/5   epoch 101/120   F1 0.6757206013272052   accuracy 0.725453172205438   precision 0.6694055944055944   recall 0.6880845798304036
deviation 4/5   epoch 102/120   F1 0.674647605277181   accuracy 0.7265861027190332   precision 0.6676856232003291   recall 0.6896045000654079
deviation 4/5   epoch 103/120   F1 0.6745483336749236   accuracy 0.7262084592145015   precision 0.6676881941587824   recall 0.6891023480507809
deviation 4/5   epoch 104/120   F1 0.6767299827808869   accuracy 0.7258308157099698   precision 0.6705445290004114   recall 0.6885545524831727
deviation 4/5   epoch 105/120   F1 0.6775048070970693   accuracy 0.726963746223565   precision 0.6711075689016865   recall 0.6899742172954635
deviation 4/5   epoch 106/120   F1 0.6773859544323961   accuracy 0.7273413897280967   precision 0.6708196215549157   recall 0.6904639049658443
deviation 4/5   epoch 107/120   F1 0.6761392153569068   accuracy 0.726963746223565   precision 0.6693953105717811   recall 0.6900225746980246
deviation 4/5   epoch 108/120   F1 0.6739827647959017   accuracy 0.7258308157099698   precision 0.6671200123406006   recall 0.6886288188318321
deviation 4/5   epoch 109/120   F1 0.6767194396779659   accuracy 0.7265861027190332   precision 0.6702540106951872   recall 0.6895089285714285
deviation 4/5   epoch 110/120   F1 0.6752659270746058   accuracy 0.725453172205438   precision 0.6688348416289593   recall 0.6880897944745938
deviation 4/5   epoch 111/120   F1 0.6787306679967511   accuracy 0.7280966767371602   precision 0.6722413615795969   recall 0.6913951461996657
deviation 4/5   epoch 112/120   F1 0.6754734650789129   accuracy 0.7262084592145015   precision 0.6688296997120526   recall 0.6890587584130039
deviation 4/5   epoch 113/120   F1 0.6782646777915335   accuracy 0.7288519637462235   precision 0.6713800904977376   recall 0.6924170479310693
deviation 4/5   epoch 114/120   F1 0.6765052127399648   accuracy 0.7258308157099698   precision 0.6702591526120938   recall 0.688554719420077
deviation 4/5   epoch 115/120   F1 0.6782646777915335   accuracy 0.7288519637462235   precision 0.6713800904977376   recall 0.6924170479310693
deviation 4/5   epoch 116/120   F1 0.6815194030319035   accuracy 0.7307401812688822   precision 0.6747917523652818   recall 0.6947260675642486
deviation 4/5   epoch 117/120   F1 0.6806186176341279   accuracy 0.7307401812688822   precision 0.6736502468120116   recall 0.6947956344528394
deviation 4/5   epoch 118/120   F1 0.6808500058071099   accuracy 0.7299848942598187   precision 0.6742261415055533   recall 0.6937651854854101
deviation 4/5   epoch 119/120   F1 0.6811796536796537   accuracy 0.7311178247734139   precision 0.6742184286301933   recall 0.6952627939142462
deviation 4/5   epoch 120/120   F1 0.6795253957190917   accuracy 0.724320241691843   precision 0.674835458658988   recall 0.6869705676147533

deviation 5/5   epoch 1/120   F1 0.4317143078472384   accuracy 0.6537009063444109   precision 0.5003805018510901   recall 0.5020666422300187
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deviation 5/5   epoch 2/120   F1 0.4523905391895038   accuracy 0.6578549848942599   precision 0.5097696421225832   recall 0.5416105471786954
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deviation 5/5   epoch 3/120   F1 0.47713017383651907   accuracy 0.6635196374622356   precision 0.522002262443439   recall 0.5743839185410043
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deviation 5/5   epoch 4/120   F1 0.49916912322927354   accuracy 0.675226586102719   precision 0.5367621349238996   recall 0.6179055864770151
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deviation 5/5   epoch 5/120   F1 0.5140786250573862   accuracy 0.6816465256797583   precision 0.546135849444673   recall 0.6383964292255931
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deviation 5/5   epoch 6/120   F1 0.5444282638963687   accuracy 0.6869335347432024   precision 0.5626516865487454   recall 0.643853295494291
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deviation 5/5   epoch 7/120   F1 0.5645922162750613   accuracy 0.6933534743202417   precision 0.5757352941176471   recall 0.6548465096719933
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deviation 5/5   epoch 8/120   F1 0.5663386804483522   accuracy 0.7005287009063444   precision 0.5791109625668449   recall 0.6773199737803165
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deviation 5/5   epoch 9/120   F1 0.5859330301296535   accuracy 0.7077039274924471   precision 0.5924748046071575   recall 0.6871163410117153
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deviation 5/5   epoch 10/120   F1 0.6013054171659205   accuracy 0.7114803625377644   precision 0.6030080213903743   recall 0.6876030116871441
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deviation 5/5   epoch 11/120   F1 0.602107156603007   accuracy 0.7141238670694864   precision 0.6041315302344714   recall 0.695323435267736
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deviation 5/5   epoch 12/120   F1 0.6157152639442232   accuracy 0.7182779456193353   precision 0.6140914232825998   recall 0.6974065836298933
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deviation 5/5   epoch 13/120   F1 0.6199629629629629   accuracy 0.7190332326283988   precision 0.6172254216371863   recall 0.6964261097325614
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deviation 5/5   epoch 14/120   F1 0.6104805383761338   accuracy 0.722809667673716   precision 0.6114921842863019   recall 0.717784987168735
deviation 5/5   epoch 15/120   F1 0.6367168960607499   accuracy 0.7205438066465257   precision 0.6303424516659811   recall 0.6899883079505935
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deviation 5/5   epoch 16/120   F1 0.6337912145728295   accuracy 0.7220543806646526   precision 0.6280491567256273   recall 0.6952717007762879
deviation 5/5   epoch 17/120   F1 0.6386596386856307   accuracy 0.7224320241691843   precision 0.6320418552036199   recall 0.6933669987716664
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deviation 5/5   epoch 18/120   F1 0.6452765376365427   accuracy 0.7231873111782477   precision 0.6377442410530646   recall 0.6917286876424157
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deviation 5/5   epoch 19/120   F1 0.6416093559208499   accuracy 0.7246978851963746   precision 0.6345948169477581   recall 0.6971056508050055
deviation 5/5   epoch 20/120   F1 0.6560393724652532   accuracy 0.7280966767371602   precision 0.6474136157959687   recall 0.6971814517793031
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deviation 5/5   epoch 21/120   F1 0.6560393724652532   accuracy 0.7280966767371602   precision 0.6474136157959687   recall 0.6971814517793031
deviation 5/5   epoch 22/120   F1 0.6575623318421138   accuracy 0.7284743202416919   precision 0.6488379267791032   recall 0.6972713836035966
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deviation 5/5   epoch 23/120   F1 0.6629851549624621   accuracy 0.7330060422960725   precision 0.6536584738790621   recall 0.704190784646829
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deviation 5/5   epoch 24/120   F1 0.6550040013634957   accuracy 0.7322507552870091   precision 0.6462438296997121   recall 0.7071306651373015
deviation 5/5   epoch 25/120   F1 0.6751734990987094   accuracy 0.7352719033232629   precision 0.6659142328259975   recall 0.7032645354033344
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deviation 5/5   epoch 26/120   F1 0.6750767083870132   accuracy 0.7375377643504532   precision 0.6653280542986425   recall 0.7076250699216313
deviation 5/5   epoch 27/120   F1 0.6752032337907907   accuracy 0.7367824773413897   precision 0.6656185726038667   recall 0.706092162249709
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deviation 5/5   epoch 28/120   F1 0.6757286878812896   accuracy 0.7367824773413897   precision 0.6661893253805018   recall 0.7058710889198703
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deviation 5/5   epoch 29/120   F1 0.6725827724213207   accuracy 0.7371601208459214   precision 0.6627622377622377   recall 0.7080528972552318
deviation 5/5   epoch 30/120   F1 0.6690842083640017   accuracy 0.7360271903323263   precision 0.6593454339777869   recall 0.7074668170752832
deviation 5/5   epoch 31/120   F1 0.6765412448409246   accuracy 0.7382930513595166   precision 0.6667497943233237   recall 0.708448128606058
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deviation 5/5   epoch 32/120   F1 0.6742779884032115   accuracy 0.7333836858006042   precision 0.6653563348416289   recall 0.7001898655378487
deviation 5/5   epoch 33/120   F1 0.6734636886697647   accuracy 0.7345166163141994   precision 0.6642071164129988   recall 0.7025087688009036
deviation 5/5   epoch 34/120   F1 0.6741217656118004   accuracy 0.7326283987915407   precision 0.6653614767585356   recall 0.6989310998598924
deviation 5/5   epoch 35/120   F1 0.676876143990238   accuracy 0.7386706948640483   precision 0.667032599753188   recall 0.7090413294937177
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deviation 5/5   epoch 36/120   F1 0.679136093132965   accuracy 0.7382930513595166   precision 0.6696035582064994   recall 0.7073311872852543
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deviation 5/5   epoch 37/120   F1 0.6793098768900743   accuracy 0.7367824773413897   precision 0.6701845948169478   recall 0.7045190696769081
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deviation 5/5   epoch 38/120   F1 0.6835930025120609   accuracy 0.7413141993957704   precision 0.6738636363636363   recall 0.7111651224388313
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deviation 5/5   epoch 39/120   F1 0.6848894058427526   accuracy 0.7405589123867069   precision 0.6755810366104484   recall 0.7092637207324874
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deviation 5/5   epoch 40/120   F1 0.6847948477145591   accuracy 0.7401812688821753   precision 0.6755836075689017   recall 0.7086267202272762
deviation 5/5   epoch 41/120   F1 0.6847653663428015   accuracy 0.7420694864048338   precision 0.675   recall 0.7120909740284526
deviation 5/5   epoch 42/120   F1 0.6798072580274013   accuracy 0.7390483383685801   precision 0.6701691690662279   recall 0.7084773349522935
deviation 5/5   epoch 43/120   F1 0.6812822371180609   accuracy 0.7367824773413897   precision 0.6724676059234883   recall 0.7038911747609332
deviation 5/5   epoch 44/120   F1 0.6829622596198764   accuracy 0.7386706948640483   precision 0.6738816330728096   recall 0.7066044508255565
deviation 5/5   epoch 45/120   F1 0.6842460177136701   accuracy 0.7371601208459214   precision 0.6758895516248458   recall 0.7037076738009314
deviation 5/5   epoch 46/120   F1 0.6854197533908202   accuracy 0.7398036253776435   precision 0.6764423076923077   recall 0.7077578071136063
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deviation 5/5   epoch 47/120   F1 0.6838785536672177   accuracy 0.7394259818731118   precision 0.6747326203208557   recall 0.7076155855264163
deviation 5/5   epoch 48/120   F1 0.6836748002760734   accuracy 0.7367824773413897   precision 0.6753213698066639   recall 0.7032434365674561
deviation 5/5   epoch 49/120   F1 0.6843383344247644   accuracy 0.7413141993957704   precision 0.674719765528589   recall 0.7108538917092959
deviation 5/5   epoch 50/120   F1 0.685956480733717   accuracy 0.7382930513595166   precision 0.6775940970793912   recall 0.7050969153218474
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deviation 5/5   epoch 51/120   F1 0.6850365821611828   accuracy 0.7401812688821753   precision 0.6758689839572193   recall 0.7085421620632888
deviation 5/5   epoch 52/120   F1 0.6857955917282481   accuracy 0.7394259818731118   precision 0.6770156314273962   recall 0.7069996001431067
deviation 5/5   epoch 53/120   F1 0.6850826900962168   accuracy 0.7394259818731118   precision 0.6761595022624435   recall 0.7072188955422489
deviation 5/5   epoch 54/120   F1 0.686060695772787   accuracy 0.7386706948640483   precision 0.677591526120938   recall 0.705678827074475
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deviation 5/5   epoch 55/120   F1 0.6849190776935068   accuracy 0.7379154078549849   precision 0.6764551624845743   recall 0.7047535374086747
deviation 5/5   epoch 56/120   F1 0.6825307636696691   accuracy 0.7360271903323263   precision 0.6741850061703003   recall 0.7023132045863951
deviation 5/5   epoch 57/120   F1 0.6867716469939342   accuracy 0.7379154078549849   precision 0.6787381735911148   recall 0.7043112188670928
update
deviation 5/5   epoch 58/120   F1 0.6857458464666728   accuracy 0.7375377643504532   precision 0.6775992389962978   recall 0.7039510929536505
deviation 5/5   epoch 59/120   F1 0.6857692562995901   accuracy 0.7360271903323263   precision 0.6781802756067462   recall 0.7016510626287961
deviation 5/5   epoch 60/120   F1 0.681424828219052   accuracy 0.7345166163141994   precision 0.6733391608391608   recall 0.700183045367193
deviation 5/5   epoch 61/120   F1 0.6827997385498059   accuracy 0.7352719033232629   precision 0.674760900863842   recall 0.7010667853791392
deviation 5/5   epoch 62/120   F1 0.6791364186444533   accuracy 0.7330060422960725   precision 0.6710664335664336   recall 0.6983108498280673
deviation 5/5   epoch 63/120   F1 0.6775354894351013   accuracy 0.7333836858006042   precision 0.6690662278897573   recall 0.6992709157189481
deviation 5/5   epoch 64/120   F1 0.6797836246951261   accuracy 0.7318731117824774   precision 0.6722156519950637   recall 0.6964945731886183
deviation 5/5   epoch 65/120   F1 0.6786089144623253   accuracy 0.7318731117824774   precision 0.6707887700534759   recall 0.6966810261876212
deviation 5/5   epoch 66/120   F1 0.6773697768702021   accuracy 0.7307401812688822   precision 0.6696549773755656   recall 0.6951922927603387
deviation 5/5   epoch 67/120   F1 0.6774452985916339   accuracy 0.7292296072507553   precision 0.670236013986014   recall 0.6930062734690339
deviation 5/5   epoch 68/120   F1 0.6781395244757521   accuracy 0.7292296072507553   precision 0.6710921431509667   recall 0.692940988870406
deviation 5/5   epoch 69/120   F1 0.679470992581579   accuracy 0.7333836858006042   precision 0.6713492389962978   recall 0.6988287694322545
deviation 5/5   epoch 70/120   F1 0.6827997385498059   accuracy 0.7352719033232629   precision 0.674760900863842   recall 0.7010667853791392
deviation 5/5   epoch 71/120   F1 0.6826285129767875   accuracy 0.7330060422960725   precision 0.6753470793911971   recall 0.6977392898949375
deviation 5/5   epoch 72/120   F1 0.6819955986686519   accuracy 0.7348942598187311   precision 0.6739073426573426   recall 0.7006496203132415
deviation 5/5   epoch 73/120   F1 0.6814813796516503   accuracy 0.7356495468277946   precision 0.6730460715754834   recall 0.7019635848626331
deviation 5/5   epoch 74/120   F1 0.6789919440970197   accuracy 0.7333836858006042   precision 0.6707784862196626   recall 0.698930865639459
deviation 5/5   epoch 75/120   F1 0.6848712579474701   accuracy 0.7337613293051359   precision 0.6779103249691485   recall 0.6985403554073197
deviation 5/5   epoch 76/120   F1 0.6854342671443685   accuracy 0.7348942598187311   precision 0.678187988482106   recall 0.7000606174318416
deviation 5/5   epoch 77/120   F1 0.6829294252497135   accuracy 0.7348942598187311   precision 0.675048848210613   recall 0.7004634209534577
deviation 5/5   epoch 78/120   F1 0.685321906077409   accuracy 0.7352719033232629   precision 0.6779000411353353   recall 0.7006182705096564
deviation 5/5   epoch 79/120   F1 0.6873409626645006   accuracy 0.7367824773413897   precision 0.679887392019745   recall 0.702501275237954
update
deviation 5/5   epoch 80/120   F1 0.6850050460282193   accuracy 0.7307401812688822   precision 0.6793577745783628   recall 0.6946307273717682
deviation 5/5   epoch 81/120   F1 0.686668342833783   accuracy 0.7367824773413897   precision 0.6790312628547923   recall 0.7026141461253711
deviation 5/5   epoch 82/120   F1 0.6850964136153854   accuracy 0.7352719033232629   precision 0.6776146647470177   recall 0.7006524799830381
deviation 5/5   epoch 83/120   F1 0.6866626996389664   accuracy 0.7375377643504532   precision 0.6787407445495681   recall 0.7037532412057909
deviation 5/5   epoch 84/120   F1 0.6866501749660492   accuracy 0.7382930513595166   precision 0.6784502262443439   recall 0.7049283481508546
deviation 5/5   epoch 85/120   F1 0.6883289625624589   accuracy 0.736404833836858   precision 0.6813168449197862   recall 0.7018229166666667
update
deviation 5/5   epoch 86/120   F1 0.6874545513745834   accuracy 0.7371601208459214   precision 0.6798848210612916   recall 0.7030364936391493
deviation 5/5   epoch 87/120   F1 0.6874545513745834   accuracy 0.7371601208459214   precision 0.6798848210612916   recall 0.7030364936391493
deviation 5/5   epoch 88/120   F1 0.6858689716250406   accuracy 0.7371601208459214   precision 0.6778871863430687   recall 0.703338476232459
deviation 5/5   epoch 89/120   F1 0.6855147193896078   accuracy 0.7375377643504532   precision 0.6773138626079802   recall 0.7040040316885394
deviation 5/5   epoch 90/120   F1 0.6880642928916295   accuracy 0.7348942598187311   precision 0.6816125051419168   recall 0.6997946617717352
deviation 5/5   epoch 91/120   F1 0.6812419046518459   accuracy 0.7356495468277946   precision 0.6727606951871659   recall 0.7020239372976288
deviation 5/5   epoch 92/120   F1 0.6895351663592559   accuracy 0.7367824773413897   precision 0.6827411559029206   recall 0.7022083062184623
update
deviation 5/5   epoch 93/120   F1 0.6861071597913703   accuracy 0.7356495468277946   precision 0.6787535993418345   recall 0.7010479197751484
deviation 5/5   epoch 94/120   F1 0.6849849977728164   accuracy 0.7341389728096677   precision 0.6779077540106953   recall 0.6990519009443595
deviation 5/5   epoch 95/120   F1 0.6840900687892164   accuracy 0.7333836858006042   precision 0.677056766762649   recall 0.6980997747689439
deviation 5/5   epoch 96/120   F1 0.6879924643730002   accuracy 0.7333836858006042   precision 0.6821935417523652   recall 0.6978640532730243
deviation 5/5   epoch 97/120   F1 0.685050150230784   accuracy 0.7375377643504532   precision 0.6767431098313451   recall 0.7041141413309164
deviation 5/5   epoch 98/120   F1 0.6858794777755495   accuracy 0.736404833836858   precision 0.6781777046482929   recall 0.7021921852708723
deviation 5/5   epoch 99/120   F1 0.6852103231050599   accuracy 0.7348942598187311   precision 0.6779026120937885   recall 0.7000907965809593
deviation 5/5   epoch 100/120   F1 0.6809897513232712   accuracy 0.7337613293051359   precision 0.6730589263677499   recall 0.6991086211728723
deviation 5/5   epoch 101/120   F1 0.6839741168976873   accuracy 0.7379154078549849   precision 0.6753136569313041   recall 0.7050093350049156
deviation 5/5   epoch 102/120   F1 0.6835735245275782   accuracy 0.736404833836858   precision 0.6753239407651173   recall 0.7026669995215211
deviation 5/5   epoch 103/120   F1 0.6839701320337288   accuracy 0.7322507552870091   precision 0.6773498560263267   recall 0.696572617270846
deviation 5/5   epoch 104/120   F1 0.6826971330875791   accuracy 0.7348942598187311   precision 0.6747634718222953   recall 0.700507936133373
deviation 5/5   epoch 105/120   F1 0.6815876606123367   accuracy 0.7333836858006042   precision 0.6739176264911559   recall 0.6984364916397771
deviation 5/5   epoch 106/120   F1 0.6783693977481304   accuracy 0.7292296072507553   precision 0.6713775195392843   recall 0.6929216153737623
deviation 5/5   epoch 107/120   F1 0.6807386512125401   accuracy 0.729607250755287   precision 0.6742287124640065   recall 0.6932760646611223
deviation 5/5   epoch 108/120   F1 0.6806186176341279   accuracy 0.7307401812688822   precision 0.6736502468120116   recall 0.6947956344528394
deviation 5/5   epoch 109/120   F1 0.6824896785709419   accuracy 0.7341389728096677   precision 0.6747686137392019   recall 0.6994074508653564
deviation 5/5   epoch 110/120   F1 0.6799851427720884   accuracy 0.7326283987915407   precision 0.6722105100781571   recall 0.6975788967579988
deviation 5/5   epoch 111/120   F1 0.6844154177154287   accuracy 0.7352719033232629   precision 0.676758535582065   recall 0.7007628767388296
deviation 5/5   epoch 112/120   F1 0.6837523366979525   accuracy 0.7337613293051359   precision 0.6764834430275607   recall 0.6986694112922773
deviation 5/5   epoch 113/120   F1 0.6826971330875791   accuracy 0.7348942598187311   precision 0.6747634718222953   recall 0.700507936133373
deviation 5/5   epoch 114/120   F1 0.6806186176341279   accuracy 0.7307401812688822   precision 0.6736502468120116   recall 0.6947956344528394
deviation 5/5   epoch 115/120   F1 0.6858689716250406   accuracy 0.7371601208459214   precision 0.6778871863430687   recall 0.703338476232459
deviation 5/5   epoch 116/120   F1 0.6835281875765606   accuracy 0.7322507552870091   precision 0.6767791032496915   recall 0.6966044557672142
deviation 5/5   epoch 117/120   F1 0.6812880598811335   accuracy 0.7314954682779456   precision 0.6742158576717401   recall 0.6957722745746382
deviation 5/5   epoch 118/120   F1 0.6813957255971372   accuracy 0.7318731117824774   precision 0.6742132867132867   recall 0.6962869946323929
deviation 5/5   epoch 119/120   F1 0.6831927420523518   accuracy 0.7318731117824774   precision 0.6764962978198272   recall 0.6961232448183754
deviation 5/5   epoch 120/120   F1 0.6834166497324392   accuracy 0.7333836858006042   precision 0.6762006375976964   recall 0.6981765501925813

