deviation 1/5   epoch 1/120   F1 0.4394874582624964   accuracy 0.6537009063444109   precision 0.5029488893459482   recall 0.5139145414236626
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deviation 1/5   epoch 2/120   F1 0.47499357392443287   accuracy 0.6586102719033232   precision 0.5186111682435212   recall 0.5586044704225124
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deviation 1/5   epoch 3/120   F1 0.4806511827669129   accuracy 0.665785498489426   precision 0.5245552241875772   recall 0.5830148172452831
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deviation 1/5   epoch 4/120   F1 0.5113307545872365   accuracy 0.6744712990936556   precision 0.5416186754422049   recall 0.6128909655148367
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deviation 1/5   epoch 5/120   F1 0.5380601818428598   accuracy 0.6835347432024169   precision 0.5581088029617441   recall 0.6355011600510783
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deviation 1/5   epoch 6/120   F1 0.5423662409027036   accuracy 0.6888217522658611   precision 0.5623534553681613   recall 0.6510949132479831
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deviation 1/5   epoch 7/120   F1 0.5858090266307505   accuracy 0.699773413897281   precision 0.5902457836281365   recall 0.6632744191238803
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deviation 1/5   epoch 8/120   F1 0.5942884844903895   accuracy 0.7054380664652568   precision 0.5970562525709584   recall 0.6744476740156098
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deviation 1/5   epoch 9/120   F1 0.6113901286793824   accuracy 0.7145015105740181   precision 0.6104072398190045   recall 0.6894777713065424
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deviation 1/5   epoch 10/120   F1 0.6117773883864696   accuracy 0.7175226586102719   precision 0.6112428013163307   recall 0.6982243234699907
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deviation 1/5   epoch 11/120   F1 0.633212851367573   accuracy 0.7239425981873112   precision 0.6277509255450432   recall 0.7005960556978019
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deviation 1/5   epoch 12/120   F1 0.6478660753868878   accuracy 0.7262084592145015   precision 0.6400066844919786   recall 0.6971381536375821
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deviation 1/5   epoch 13/120   F1 0.6481798937099378   accuracy 0.7288519637462235   precision 0.640274064171123   recall 0.7032067039106145
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deviation 1/5   epoch 14/120   F1 0.6534082819174182   accuracy 0.7333836858006042   precision 0.6448092348827643   recall 0.7110752188511812
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deviation 1/5   epoch 15/120   F1 0.6629207761987443   accuracy 0.7356495468277946   precision 0.6533551007815714   recall 0.7101834070367694
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deviation 1/5   epoch 16/120   F1 0.6689172293073269   accuracy 0.7394259818731118   precision 0.658751542575072   recall 0.7152075643988108
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deviation 1/5   epoch 17/120   F1 0.668235340664558   accuracy 0.7416918429003021   precision 0.6578799876593995   recall 0.7213391579531652
deviation 1/5   epoch 18/120   F1 0.6778246002355313   accuracy 0.7409365558912386   precision 0.6675879267791032   recall 0.7131984510119445
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deviation 1/5   epoch 19/120   F1 0.673470840616558   accuracy 0.7435800604229608   precision 0.6627185314685314   recall 0.7220956989596337
deviation 1/5   epoch 20/120   F1 0.6727499821947722   accuracy 0.7450906344410876   precision 0.6618521184697655   recall 0.7265805871105613
deviation 1/5   epoch 21/120   F1 0.6799828891812549   accuracy 0.747356495468278   precision 0.6686857260386672   recall 0.7265343731523002
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deviation 1/5   epoch 22/120   F1 0.6830058388260782   accuracy 0.7488670694864048   precision 0.6715292060880296   recall 0.7279385073714113
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deviation 1/5   epoch 23/120   F1 0.6821142203293411   accuracy 0.7484894259818731   precision 0.6706756478815302   recall 0.7276963180188987
deviation 1/5   epoch 24/120   F1 0.6899505196669335   accuracy 0.7492447129909365   precision 0.6789464212258329   recall 0.7239514792709021
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deviation 1/5   epoch 25/120   F1 0.6882098182651158   accuracy 0.7507552870090635   precision 0.6766531262854792   recall 0.7285772264415192
deviation 1/5   epoch 26/120   F1 0.6892702192978746   accuracy 0.7484894259818731   precision 0.6783808103661044   recall 0.7227326425003531
deviation 1/5   epoch 27/120   F1 0.6870212498428265   accuracy 0.7515105740181269   precision 0.6752211024269847   recall 0.7313418396961334
deviation 1/5   epoch 28/120   F1 0.6924772778902905   accuracy 0.7503776435045317   precision 0.6815070958453311   recall 0.7248463514898272
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deviation 1/5   epoch 29/120   F1 0.6906314945332972   accuracy 0.75   precision 0.6795120320855614   recall 0.7251773735810114
deviation 1/5   epoch 30/120   F1 0.6934639317564921   accuracy 0.7503776435045317   precision 0.6826486013986014   recall 0.7242577339845497
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deviation 1/5   epoch 31/120   F1 0.6936552185548618   accuracy 0.7492447129909365   precision 0.6832270670505964   recall 0.7218251992031872
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deviation 1/5   epoch 32/120   F1 0.6930027091561584   accuracy 0.7515105740181269   precision 0.6817847593582887   recall 0.7269829346276822
deviation 1/5   epoch 33/120   F1 0.7008168544133697   accuracy 0.7515105740181269   precision 0.6912021801727684   recall 0.7227213512420826
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deviation 1/5   epoch 34/120   F1 0.6944374469184554   accuracy 0.7503776435045317   precision 0.6837901069518717   recall 0.7237018435288733
deviation 1/5   epoch 35/120   F1 0.6954623756949339   accuracy 0.7515105740181269   precision 0.6846385232414645   recall 0.7254652652200121
deviation 1/5   epoch 36/120   F1 0.6974021454533402   accuracy 0.75   precision 0.6875025709584532   recall 0.7214432326078508
deviation 1/5   epoch 37/120   F1 0.7016061684277147   accuracy 0.7518882175226587   precision 0.6920557383792678   recall 0.7230697850808532
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deviation 1/5   epoch 38/120   F1 0.6929722591902054   accuracy 0.7503776435045317   precision 0.6820778486219663   recall 0.7245478865703585
deviation 1/5   epoch 39/120   F1 0.6995670463275152   accuracy 0.752643504531722   precision 0.6891968325791855   recall 0.725491510362605
deviation 1/5   epoch 40/120   F1 0.7034228736427666   accuracy 0.7533987915407855   precision 0.6937577128753599   recall 0.7250466022708015
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deviation 1/5   epoch 41/120   F1 0.7084847055123064   accuracy 0.756797583081571   precision 0.6988713492389963   recall 0.7290210359580169
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deviation 1/5   epoch 42/120   F1 0.7077464867302223   accuracy 0.7571752265861027   precision 0.6977272727272728   recall 0.7300996820377113
deviation 1/5   epoch 43/120   F1 0.7026485073070569   accuracy 0.756797583081571   precision 0.6914515631427396   recall 0.7322774840530888
deviation 1/5   epoch 44/120   F1 0.7147736415534871   accuracy 0.7586858006042296   precision 0.7065636569313041   recall 0.7297292757215943
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deviation 1/5   epoch 45/120   F1 0.7109436792569905   accuracy 0.7571752265861027   precision 0.7020079185520363   recall 0.7286174005328965
deviation 1/5   epoch 46/120   F1 0.710773508092543   accuracy 0.7590634441087614   precision 0.7008535582064994   recall 0.7321781486731871
deviation 1/5   epoch 47/120   F1 0.7026630817888623   accuracy 0.7552870090634441   precision 0.692032599753188   recall 0.729106279081894
deviation 1/5   epoch 48/120   F1 0.7111438819540603   accuracy 0.7583081570996979   precision 0.7017148292883587   recall 0.7305752700022041
deviation 1/5   epoch 49/120   F1 0.6981356321297297   accuracy 0.7533987915407855   precision 0.6871940559440559   recall 0.7278449918052344
deviation 1/5   epoch 50/120   F1 0.7069899812199582   accuracy 0.7575528700906344   precision 0.6965831962155491   recall 0.7312435734591423
deviation 1/5   epoch 51/120   F1 0.719438218685279   accuracy 0.7639728096676737   precision 0.710237556561086   recall 0.7370853582960957
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deviation 1/5   epoch 52/120   F1 0.7137134018284081   accuracy 0.7601963746223565   precision 0.7042703619909503   recall 0.732855404305391
deviation 1/5   epoch 53/120   F1 0.7072516144773058   accuracy 0.7590634441087614   precision 0.6962875359934183   recall 0.7341826703351645
deviation 1/5   epoch 54/120   F1 0.7092557714336064   accuracy 0.7590634441087614   precision 0.6988559234882764   recall 0.7329953489492964
deviation 1/5   epoch 55/120   F1 0.717844283380159   accuracy 0.7624622356495468   precision 0.7088209584533114   recall 0.7350721187762057
deviation 1/5   epoch 56/120   F1 0.7214329093467071   accuracy 0.7654833836858006   precision 0.7122249074454957   recall 0.7389039827218824
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deviation 1/5   epoch 57/120   F1 0.717844283380159   accuracy 0.7624622356495468   precision 0.7088209584533114   recall 0.7350721187762057
deviation 1/5   epoch 58/120   F1 0.7237399671841627   accuracy 0.7632175226586103   precision 0.7170917317976142   recall 0.7341122055662644
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deviation 1/5   epoch 59/120   F1 0.716947126888522   accuracy 0.7617069486404834   precision 0.7079699712052654   recall 0.7341141527897865
deviation 1/5   epoch 60/120   F1 0.7201869538711645   accuracy 0.7643504531722054   precision 0.7110911147675854   recall 0.7374186011543311
deviation 1/5   epoch 61/120   F1 0.7195303926343967   accuracy 0.7647280966767371   precision 0.7099470382558618   recall 0.7384584779696528
deviation 1/5   epoch 62/120   F1 0.7194118324567129   accuracy 0.7654833836858006   precision 0.70937114356232   recall 0.739990864451296
deviation 1/5   epoch 63/120   F1 0.7183652849052089   accuracy 0.7643504531722054   precision 0.7085227272727272   recall 0.7383572110792741
deviation 1/5   epoch 64/120   F1 0.7196385963634331   accuracy 0.7639728096676737   precision 0.7105229329494036   recall 0.736988050749044
deviation 1/5   epoch 65/120   F1 0.7201725531690053   accuracy 0.7628398791540786   precision 0.7119575277663512   recall 0.7347338839869142
deviation 1/5   epoch 66/120   F1 0.7176010016638148   accuracy 0.7613293051359517   precision 0.7091140477169889   recall 0.7331621961742101
deviation 1/5   epoch 67/120   F1 0.7200849447345882   accuracy 0.763595166163142   precision 0.7113816330728095   recall 0.7360959557092154
deviation 1/5   epoch 68/120   F1 0.7128117117554267   accuracy 0.7594410876132931   precision 0.7034193747429042   recall 0.731885332202071
deviation 1/5   epoch 69/120   F1 0.7120267716387096   accuracy 0.7601963746223565   precision 0.7019873508844097   recall 0.7337105056687403
deviation 1/5   epoch 70/120   F1 0.7184452545305327   accuracy 0.7624622356495468   precision 0.7096770876182641   recall 0.7348004522923028
deviation 1/5   epoch 71/120   F1 0.7134330233298078   accuracy 0.7605740181268882   precision 0.7036970382558618   recall 0.7337037157209478
deviation 1/5   epoch 72/120   F1 0.7217327176673052   accuracy 0.7662386706948641   precision 0.7122197655285891   recall 0.7401744024917967
deviation 1/5   epoch 73/120   F1 0.7164814770753527   accuracy 0.7620845921450151   precision 0.7071112710818593   recall 0.735025367382127
deviation 1/5   epoch 74/120   F1 0.7194898165703343   accuracy 0.763595166163142   precision 0.7105255039078568   recall 0.7363675725605092
deviation 1/5   epoch 75/120   F1 0.7134330233298078   accuracy 0.7605740181268882   precision 0.7036970382558618   recall 0.7337037157209478
deviation 1/5   epoch 76/120   F1 0.7180973701660147   accuracy 0.7620845921450151   precision 0.7093942821883998   recall 0.7342805694347363
deviation 1/5   epoch 77/120   F1 0.7225720150840145   accuracy 0.7658610271903323   precision 0.7136492184286303   recall 0.7390412003118141
deviation 1/5   epoch 78/120   F1 0.7181922755985947   accuracy 0.7628398791540786   precision 0.7091037638831756   recall 0.7355982724009976
deviation 1/5   epoch 79/120   F1 0.7218351101854134   accuracy 0.763595166163142   precision 0.7139500205676677   recall 0.7353696512361305
deviation 1/5   epoch 80/120   F1 0.7186277052461947   accuracy 0.7609516616314199   precision 0.7108288770053477   recall 0.7321272504806852
deviation 1/5   epoch 81/120   F1 0.723072765194912   accuracy 0.7647280966767371   precision 0.7150838132455779   recall 0.7368120292664218
deviation 1/5   epoch 82/120   F1 0.7185404209850719   accuracy 0.7632175226586103   precision 0.7093865693130399   recall 0.7361256980911894
deviation 1/5   epoch 83/120   F1 0.7178734647389486   accuracy 0.763595166163142   precision 0.7082424928013163   recall 0.7371670429224386
deviation 1/5   epoch 84/120   F1 0.723312494566644   accuracy 0.7662386706948641   precision 0.7145027766351295   recall 0.7393759750390017
deviation 1/5   epoch 85/120   F1 0.7238581829193537   accuracy 0.7643504531722054   precision 0.716513266145619   recall 0.7358838045034017
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deviation 1/5   epoch 86/120   F1 0.7192372778359051   accuracy 0.7624622356495468   precision 0.7108185931715343   recall 0.7344613928579342
deviation 1/5   epoch 87/120   F1 0.7225105390904445   accuracy 0.7620845921450151   precision 0.7159579391197037   recall 0.7327099955673759
deviation 1/5   epoch 88/120   F1 0.7194328332866511   accuracy 0.7605740181268882   precision 0.7122583299053887   recall 0.7312481968746761
deviation 1/5   epoch 89/120   F1 0.7161450136452987   accuracy 0.7628398791540786   precision 0.70625   recall 0.7366327550963221
deviation 1/5   epoch 90/120   F1 0.7218684494735959   accuracy 0.7632175226586103   precision 0.7142379679144386   recall 0.7347246253116975
deviation 1/5   epoch 91/120   F1 0.7161943627424379   accuracy 0.7613293051359517   precision 0.7071164129987659   recall 0.7337728665614263
deviation 1/5   epoch 92/120   F1 0.7184946693800687   accuracy 0.7620845921450151   precision 0.709965034965035   recall 0.7341110470899517
deviation 1/5   epoch 93/120   F1 0.7217993179628717   accuracy 0.7639728096676737   precision 0.7136620732208967   recall 0.7360283639601337
deviation 1/5   epoch 94/120   F1 0.7191906474334208   accuracy 0.7628398791540786   precision 0.7105306458247636   recall 0.7351454727145335
deviation 1/5   epoch 95/120   F1 0.7185858803271632   accuracy 0.7613293051359517   precision 0.7105409296585767   recall 0.7327746952883392
deviation 1/5   epoch 96/120   F1 0.7169062496627492   accuracy 0.7605740181268882   precision 0.7085484368572604   recall 0.7321342719780219
deviation 1/5   epoch 97/120   F1 0.717649436919011   accuracy 0.7609516616314199   precision 0.7094019950637598   recall 0.7324910602593113
deviation 1/5   epoch 98/120   F1 0.719464522058793   accuracy 0.7601963746223565   precision 0.7125462772521596   recall 0.7306453491575595
deviation 1/5   epoch 99/120   F1 0.717543724969818   accuracy 0.7601963746223565   precision 0.709692513368984   recall 0.7312583864905997
deviation 1/5   epoch 100/120   F1 0.7167203110755549   accuracy 0.756797583081571   precision 0.7105717811600165   recall 0.7262116508501165
deviation 1/5   epoch 101/120   F1 0.7170336022512382   accuracy 0.7624622356495468   precision 0.7076794529000412   recall 0.735458034653101
deviation 1/5   epoch 102/120   F1 0.7157167021048174   accuracy 0.7590634441087614   precision 0.707702591526121   recall 0.7300217243372369
deviation 1/5   epoch 103/120   F1 0.7167448255846576   accuracy 0.7617069486404834   precision 0.7076845948169478   recall 0.7342063776813769
deviation 1/5   epoch 104/120   F1 0.7163115084459384   accuracy 0.7571752265861027   precision 0.7097130810366105   recall 0.7268582414105983
deviation 1/5   epoch 105/120   F1 0.7171771595262975   accuracy 0.7628398791540786   precision 0.7076768819415878   recall 0.7360935746352413
deviation 1/5   epoch 106/120   F1 0.7140335061227556   accuracy 0.756797583081571   precision 0.7065765117235705   recall 0.7268851088822625
deviation 1/5   epoch 107/120   F1 0.7170546188379412   accuracy 0.7609516616314199   precision 0.7085458658988071   recall 0.7327283160291929
deviation 1/5   epoch 108/120   F1 0.7150832926930015   accuracy 0.7560422960725075   precision 0.7085792883587001   recall 0.7254560309467436
deviation 1/5   epoch 109/120   F1 0.7147254644393535   accuracy 0.7575528700906344   precision 0.707142122583299   recall 0.7278801797699419
deviation 1/5   epoch 110/120   F1 0.7138248636264162   accuracy 0.7583081570996979   precision 0.7054247223364871   recall 0.7294425747464421
deviation 1/5   epoch 111/120   F1 0.7139090970669918   accuracy 0.7590634441087614   precision 0.7051342040312629   recall 0.7307187387950078
deviation 1/5   epoch 112/120   F1 0.7157357853584787   accuracy 0.7549093655589124   precision 0.7102992595639654   recall 0.7237279095767049
deviation 1/5   epoch 113/120   F1 0.7161066017316017   accuracy 0.7605740181268882   precision 0.7074069313039901   recall 0.7324602351313969
deviation 1/5   epoch 114/120   F1 0.7159606692769643   accuracy 0.7586858006042296   precision 0.7082759152612094   recall 0.7293163832092433
deviation 1/5   epoch 115/120   F1 0.7168047783039173   accuracy 0.7598187311178247   precision 0.7088389551624845   recall 0.7308929870838639
deviation 1/5   epoch 116/120   F1 0.7164538358518975   accuracy 0.7609516616314199   precision 0.7076897367338544   recall 0.7329801124913569
deviation 1/5   epoch 117/120   F1 0.717649436919011   accuracy 0.7609516616314199   precision 0.7094019950637598   recall 0.7324910602593113
deviation 1/5   epoch 118/120   F1 0.7193405001441082   accuracy 0.7632175226586103   precision 0.7105280748663102   recall 0.7357534042481216
deviation 1/5   epoch 119/120   F1 0.7182006888042988   accuracy 0.7594410876132931   precision 0.7111245372274784   recall 0.7298296617373873
deviation 1/5   epoch 120/120   F1 0.715613458228751   accuracy 0.7598187311178247   precision 0.7071266968325792   recall 0.731343540735806

deviation 2/5   epoch 1/120   F1 0.44015955804170814   accuracy 0.6638972809667674   precision 0.5091577540106952   recall 0.5593478731734951
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deviation 2/5   epoch 2/120   F1 0.4822505179661505   accuracy 0.6612537764350453   precision 0.5228738173591114   recall 0.5692094817845732
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deviation 2/5   epoch 3/120   F1 0.4990917261860837   accuracy 0.6718277945619335   precision 0.535073015220074   recall 0.6052105927832567
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deviation 2/5   epoch 4/120   F1 0.504614760795547   accuracy 0.675226586102719   precision 0.5390451460304402   recall 0.6166266059484407
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deviation 2/5   epoch 5/120   F1 0.5339003705025788   accuracy 0.6759818731117825   precision 0.5530234471410942   recall 0.6151130534764433
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deviation 2/5   epoch 6/120   F1 0.5520231102348372   accuracy 0.6854229607250756   precision 0.5660864870423694   recall 0.6369153433869303
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deviation 2/5   epoch 7/120   F1 0.5636879930380979   accuracy 0.6914652567975831   precision 0.5746066433566434   recall 0.6498035116247556
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deviation 2/5   epoch 8/120   F1 0.5789750075420561   accuracy 0.6944864048338368   precision 0.5845742492801316   recall 0.6523444329053045
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deviation 2/5   epoch 9/120   F1 0.5865695883220761   accuracy 0.6990181268882175   precision 0.5905363019333607   recall 0.6609815692903028
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deviation 2/5   epoch 10/120   F1 0.6069741920510257   accuracy 0.706570996978852   precision 0.605895207733443   recall 0.6711475035189138
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deviation 2/5   epoch 11/120   F1 0.6161226383265856   accuracy 0.709214501510574   precision 0.6130116207322089   recall 0.673507168119237
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deviation 2/5   epoch 12/120   F1 0.6180170386243663   accuracy 0.7133685800604229   precision 0.6149809749074455   recall 0.6824804786119031
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deviation 2/5   epoch 13/120   F1 0.6280426416131241   accuracy 0.7156344410876133   precision 0.6229560880296174   recall 0.6829405323732063
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deviation 2/5   epoch 14/120   F1 0.6423757935814549   accuracy 0.7197885196374623   precision 0.6351989921842862   recall 0.6858145352781546
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deviation 2/5   epoch 15/120   F1 0.6380596731966305   accuracy 0.7209214501510574   precision 0.631481386260798   recall 0.6901776326248296
deviation 2/5   epoch 16/120   F1 0.646569980770354   accuracy 0.7246978851963746   precision 0.6388754627725216   recall 0.6944150264312225
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deviation 2/5   epoch 17/120   F1 0.6446098891212587   accuracy 0.7250755287009063   precision 0.6371606334841629   recall 0.6962984767091029
deviation 2/5   epoch 18/120   F1 0.6526207437511329   accuracy 0.726963746223565   precision 0.6442821883998355   recall 0.6963928732343845
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deviation 2/5   epoch 19/120   F1 0.6575308508918467   accuracy 0.7280966767371602   precision 0.6488404977375566   recall 0.6965119160361571
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deviation 2/5   epoch 20/120   F1 0.6570973395858483   accuracy 0.7303625377643505   precision 0.6482543192102016   recall 0.7015244072914337
deviation 2/5   epoch 21/120   F1 0.6668153689532503   accuracy 0.7299848942598187   precision 0.657959687371452   recall 0.6965616114596955
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deviation 2/5   epoch 22/120   F1 0.668090493783244   accuracy 0.729607250755287   precision 0.6593891402714932   recall 0.6954846440058018
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deviation 2/5   epoch 23/120   F1 0.66487274262181   accuracy 0.7318731117824774   precision 0.655663821472645   recall 0.7009231974089413
deviation 2/5   epoch 24/120   F1 0.6693491427267455   accuracy 0.7307401812688822   precision 0.6605229329494036   recall 0.6970916224933257
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deviation 2/5   epoch 25/120   F1 0.6712839444398822   accuracy 0.7299848942598187   precision 0.6628110859728507   recall 0.6952501674566096
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deviation 2/5   epoch 26/120   F1 0.6686793389171481   accuracy 0.7314954682779456   precision 0.6596616618675442   recall 0.6986795116352541
deviation 2/5   epoch 27/120   F1 0.6717676167316733   accuracy 0.7311178247734139   precision 0.6630887494858083   recall 0.6970257451943236
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deviation 2/5   epoch 28/120   F1 0.672060536728204   accuracy 0.7326283987915407   precision 0.663078465651995   recall 0.6995721050230466
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deviation 2/5   epoch 29/120   F1 0.6774608758777625   accuracy 0.736404833836858   precision 0.6681895310571782   recall 0.7044931667854508
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deviation 2/5   epoch 30/120   F1 0.6795593136707663   accuracy 0.7367824773413897   precision 0.6704699712052653   recall 0.7044350372412709
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deviation 2/5   epoch 31/120   F1 0.6821729101628184   accuracy 0.7330060422960725   precision 0.6747763266145619   recall 0.697798728642496
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deviation 2/5   epoch 32/120   F1 0.6745420916023704   accuracy 0.7375377643504532   precision 0.6647573015220074   recall 0.70787342829455
deviation 2/5   epoch 33/120   F1 0.6813982846109626   accuracy 0.7382930513595166   precision 0.6721719457013575   recall 0.7064761194156399
deviation 2/5   epoch 34/120   F1 0.6833527887708909   accuracy 0.7382930513595166   precision 0.674454956807898   recall 0.7058277312039554
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deviation 2/5   epoch 35/120   F1 0.6843106488196296   accuracy 0.7382930513595166   precision 0.6755964623611683   recall 0.7055410310907142
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deviation 2/5   epoch 36/120   F1 0.6832372555511592   accuracy 0.7398036253776435   precision 0.6738739201974496   recall 0.7085172015900092
deviation 2/5   epoch 37/120   F1 0.6818918161332951   accuracy 0.7382930513595166   precision 0.6727426984779926   recall 0.7063044287594944
deviation 2/5   epoch 38/120   F1 0.6807030563853376   accuracy 0.736404833836858   precision 0.6718994241053065   recall 0.703423967774421
deviation 2/5   epoch 39/120   F1 0.6836892517427666   accuracy 0.7386706948640483   precision 0.6747377622377623   recall 0.7063678099494752
deviation 2/5   epoch 40/120   F1 0.6832987081276027   accuracy 0.7390483383685801   precision 0.6741644385026738   recall 0.7071513591985854
deviation 2/5   epoch 41/120   F1 0.6889950279920135   accuracy 0.7416918429003021   precision 0.6801393459481695   recall 0.7098348382073283
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deviation 2/5   epoch 42/120   F1 0.6891000996174312   accuracy 0.7420694864048338   precision 0.6801367749897163   recall 0.7104439563740121
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deviation 2/5   epoch 43/120   F1 0.6896718584606079   accuracy 0.7424471299093656   precision 0.680704956807898   recall 0.7109023368580242
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deviation 2/5   epoch 44/120   F1 0.6926180183593683   accuracy 0.7454682779456193   precision 0.6832527766351296   recall 0.7151366524304665
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deviation 2/5   epoch 45/120   F1 0.6920625055933715   accuracy 0.7443353474320241   precision 0.682975113122172   recall 0.7133446045952876
deviation 2/5   epoch 46/120   F1 0.6923007942542478   accuracy 0.7435800604229608   precision 0.6835510078157137   recall 0.7119763332583634
deviation 2/5   epoch 47/120   F1 0.6928052969858156   accuracy 0.7469788519637462   precision 0.6829571164129988   recall 0.7178316926241551
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deviation 2/5   epoch 48/120   F1 0.6937413851113017   accuracy 0.7424471299093656   precision 0.6858417317976142   recall 0.7097600752158975
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deviation 2/5   epoch 49/120   F1 0.6929797234636321   accuracy 0.7443353474320241   precision 0.6841166186754422   recall 0.7130330828353741
deviation 2/5   epoch 50/120   F1 0.6932071247571809   accuracy 0.7443353474320241   precision 0.6844019950637599   recall 0.7129591072492942
deviation 2/5   epoch 51/120   F1 0.6900128944764954   accuracy 0.7454682779456193   precision 0.6801136363636364   recall 0.7162253086419753
deviation 2/5   epoch 52/120   F1 0.6934309949599808   accuracy 0.7450906344410876   precision 0.6843968531468532   recall 0.7141741077260854
deviation 2/5   epoch 53/120   F1 0.692228226085134   accuracy 0.7466012084592145   precision 0.682388934594817   recall 0.7173776155475462
deviation 2/5   epoch 54/120   F1 0.6954580932855103   accuracy 0.7450906344410876   precision 0.6869652406417113   recall 0.7135191297984147
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deviation 2/5   epoch 55/120   F1 0.6964915257948674   accuracy 0.7469788519637462   precision 0.6875231386260798   recall 0.716359159943047
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deviation 2/5   epoch 56/120   F1 0.694791641437448   accuracy 0.7466012084592145   precision 0.6855280748663102   recall 0.7163212969145669
deviation 2/5   epoch 57/120   F1 0.692100291390219   accuracy 0.7488670694864048   precision 0.6815173796791444   recall 0.7218951904061123
deviation 2/5   epoch 58/120   F1 0.6962668501912284   accuracy 0.7469788519637462   precision 0.6872377622377622   recall 0.7164388691256318
deviation 2/5   epoch 59/120   F1 0.7001149255421637   accuracy 0.747356495468278   precision 0.6920865898807075   recall 0.7158542231390215
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deviation 2/5   epoch 60/120   F1 0.6979620747638843   accuracy 0.7481117824773413   precision 0.6889423076923077   recall 0.7177912815030327
deviation 2/5   epoch 61/120   F1 0.6950003617758203   accuracy 0.7481117824773413   precision 0.6852324146441794   recall 0.7189817294869896
deviation 2/5   epoch 62/120   F1 0.699873071752354   accuracy 0.7492447129909365   precision 0.6909322295351707   recall 0.7190585188440766
deviation 2/5   epoch 63/120   F1 0.7000129741499062   accuracy 0.7503776435045317   precision 0.6906391402714932   recall 0.7210007488292558
deviation 2/5   epoch 64/120   F1 0.7012498551849188   accuracy 0.7469788519637462   precision 0.6938014191690662   recall 0.7149885348574558
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deviation 2/5   epoch 65/120   F1 0.6982040498482531   accuracy 0.7496223564954683   precision 0.6886466474701769   recall 0.720385575641531
deviation 2/5   epoch 66/120   F1 0.6957984006828698   accuracy 0.7454682779456193   precision 0.6872480460715755   recall 0.7140386452134304
deviation 2/5   epoch 67/120   F1 0.6968324467689131   accuracy 0.747356495468278   precision 0.6878059440559441   recall 0.7168902032130178
deviation 2/5   epoch 68/120   F1 0.6966110653334989   accuracy 0.7481117824773413   precision 0.6872300493624024   recall 0.7183057584607533
deviation 2/5   epoch 69/120   F1 0.6983035166856442   accuracy 0.7484894259818731   precision 0.6892251131221719   recall 0.7183228523967726
deviation 2/5   epoch 70/120   F1 0.6981846299753502   accuracy 0.7481117824773413   precision 0.6892276840806253   recall 0.7177111811324075
deviation 2/5   epoch 71/120   F1 0.698986848547725   accuracy 0.7492447129909365   precision 0.6897907239819004   recall 0.7193899840407985
deviation 2/5   epoch 72/120   F1 0.6993287395219914   accuracy 0.7496223564954683   precision 0.6900735294117647   recall 0.7199255571131629
deviation 2/5   epoch 73/120   F1 0.6979768544984336   accuracy 0.7496223564954683   precision 0.6883612710818594   recall 0.7204826302029455
deviation 2/5   epoch 74/120   F1 0.7026254894308124   accuracy 0.747356495468278   precision 0.6955111065405183   recall 0.7152620468520339
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deviation 2/5   epoch 75/120   F1 0.6961204093550846   accuracy 0.7450906344410876   precision 0.687821369806664   recall 0.7133280771491042
deviation 2/5   epoch 76/120   F1 0.6990896235886176   accuracy 0.7488670694864048   precision 0.6900786713286713   recall 0.718690263235541
deviation 2/5   epoch 77/120   F1 0.6995597100860258   accuracy 0.7469788519637462   precision 0.6915184080625256   recall 0.7154047676879836
deviation 2/5   epoch 78/120   F1 0.6981068405641447   accuracy 0.745845921450151   precision 0.6900992389962978   recall 0.7139968670749839
deviation 2/5   epoch 79/120   F1 0.6954580932855103   accuracy 0.7450906344410876   precision 0.6869652406417113   recall 0.7135191297984147
deviation 2/5   epoch 80/120   F1 0.6934192574382411   accuracy 0.7428247734138973   precision 0.6852684080625258   recall 0.7104284155159639
deviation 2/5   epoch 81/120   F1 0.6958101274911024   accuracy 0.7462235649546828   precision 0.6869575277663513   recall 0.7153010318130005
deviation 2/5   epoch 82/120   F1 0.6958777061592238   accuracy 0.7443353474320241   precision 0.6878265117235705   recall 0.7121888721158112
deviation 2/5   epoch 83/120   F1 0.6950197857630469   accuracy 0.745845921450151   precision 0.6861039695598519   recall 0.714924655231156
deviation 2/5   epoch 84/120   F1 0.6950446203018996   accuracy 0.7424471299093656   precision 0.6875539901275195   recall 0.7094824318581225
deviation 2/5   epoch 85/120   F1 0.6926353082299728   accuracy 0.7424471299093656   precision 0.6844148498560263   recall 0.7100297783751022
deviation 2/5   epoch 86/120   F1 0.692228226085134   accuracy 0.7466012084592145   precision 0.682388934594817   recall 0.7173776155475462
deviation 2/5   epoch 87/120   F1 0.6932071247571809   accuracy 0.7443353474320241   precision 0.6844019950637599   recall 0.7129591072492942
deviation 2/5   epoch 88/120   F1 0.6921707536352111   accuracy 0.7447129909365559   precision 0.6829725421637186   recall 0.7139655281267756
deviation 2/5   epoch 89/120   F1 0.6957984006828698   accuracy 0.7454682779456193   precision 0.6872480460715755   recall 0.7140386452134304
deviation 2/5   epoch 90/120   F1 0.6962179297891911   accuracy 0.7447129909365559   precision 0.6881093171534347   recall 0.7126978589805084
deviation 2/5   epoch 91/120   F1 0.6959253644877028   accuracy 0.7481117824773413   precision 0.6863739201974497   recall 0.7185852655764843
deviation 2/5   epoch 92/120   F1 0.6956796003687804   accuracy 0.7450906344410876   precision 0.6872506170300288   recall 0.7134539622389908
deviation 2/5   epoch 93/120   F1 0.694113455260114   accuracy 0.7450906344410876   precision 0.6852529823118059   recall 0.7139418812402252
deviation 2/5   epoch 94/120   F1 0.698480301016645   accuracy 0.7469788519637462   precision 0.6900915261209379   recall 0.7157117308460949
deviation 2/5   epoch 95/120   F1 0.6939994734880731   accuracy 0.7447129909365559   precision 0.6852555532702591   recall 0.7133410312208553
deviation 2/5   epoch 96/120   F1 0.6971793693606446   accuracy 0.7484894259818731   precision 0.6877982311805841   recall 0.7187562703083119
deviation 2/5   epoch 97/120   F1 0.6941091957700396   accuracy 0.7443353474320241   precision 0.6855435006170301   recall 0.7126785207778478
deviation 2/5   epoch 98/120   F1 0.6918312846866779   accuracy 0.7443353474320241   precision 0.6826897367338544   recall 0.7134264421542678
deviation 2/5   epoch 99/120   F1 0.6897013526181867   accuracy 0.7409365558912386   precision 0.6812859934183464   recall 0.7083791387401445
deviation 2/5   epoch 100/120   F1 0.6947050626640029   accuracy 0.7420694864048338   precision 0.6872711846976552   recall 0.7089866767084476
deviation 2/5   epoch 101/120   F1 0.6973870094048755   accuracy 0.7443353474320241   precision 0.6898241464417935   recall 0.7118356734269371
deviation 2/5   epoch 102/120   F1 0.6972627860660405   accuracy 0.7466012084592145   precision 0.6886672151378034   recall 0.7154628285955675
deviation 2/5   epoch 103/120   F1 0.6970466441899786   accuracy 0.7439577039274925   precision 0.6895413410119292   recall 0.7113386251121565
deviation 2/5   epoch 104/120   F1 0.6917231417815572   accuracy 0.7439577039274925   precision 0.6826923076923077   recall 0.7128086489076562
deviation 2/5   epoch 105/120   F1 0.6953530878932028   accuracy 0.7454682779456193   precision 0.6866772932949403   recall 0.7141767865517863
deviation 2/5   epoch 106/120   F1 0.6957801246078388   accuracy 0.7447129909365559   precision 0.6875385643767997   recall 0.71281468536569
deviation 2/5   epoch 107/120   F1 0.6939994734880731   accuracy 0.7447129909365559   precision 0.6852555532702591   recall 0.7133410312208553
deviation 2/5   epoch 108/120   F1 0.6920761459623082   accuracy 0.7428247734138973   precision 0.6835561497326204   recall 0.7107918793340788
deviation 2/5   epoch 109/120   F1 0.6964042207792208   accuracy 0.7439577039274925   precision 0.6886852118469765   recall 0.7114770631627478
deviation 2/5   epoch 110/120   F1 0.6966528316953026   accuracy 0.7447129909365559   precision 0.6886800699300699   recall 0.7125867927315704
deviation 2/5   epoch 111/120   F1 0.6947779102957989   accuracy 0.7443353474320241   precision 0.6863996297819828   recall 0.7124838901356709
deviation 2/5   epoch 112/120   F1 0.6929745301498362   accuracy 0.7428247734138973   precision 0.6846976552858905   recall 0.7105437459290309
deviation 2/5   epoch 113/120   F1 0.6930941464865585   accuracy 0.7439577039274925   precision 0.6844045660222131   recall 0.7123610309247828
deviation 2/5   epoch 114/120   F1 0.69581306236287   accuracy 0.7428247734138973   precision 0.6884075483340188   recall 0.709894691769174
deviation 2/5   epoch 115/120   F1 0.69584858537668   accuracy 0.7435800604229608   precision 0.6881170300287947   recall 0.7110240376192094
deviation 2/5   epoch 116/120   F1 0.6955376233217925   accuracy 0.7439577039274925   precision 0.6875437062937062   recall 0.7116810985235398
deviation 2/5   epoch 117/120   F1 0.6984477853539102   accuracy 0.7462235649546828   precision 0.690382044426162   recall 0.714504416037356
deviation 2/5   epoch 118/120   F1 0.6906635468945066   accuracy 0.7443353474320241   precision 0.6812628547922666   recall 0.71385991453672
deviation 2/5   epoch 119/120   F1 0.695900371558229   accuracy 0.7450906344410876   precision 0.6875359934183463   recall 0.7133902810942454
deviation 2/5   epoch 120/120   F1 0.6936592398656378   accuracy 0.7450906344410876   precision 0.6846822295351707   recall 0.7140951273941114

deviation 3/5   epoch 1/120   F1 0.45614725405899703   accuracy 0.6544561933534743   precision 0.509222027972028   recall 0.534247441824939
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deviation 3/5   epoch 2/120   F1 0.509000119621136   accuracy 0.6552114803625377   precision 0.5320469971205265   recall 0.5663936882053331
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deviation 3/5   epoch 3/120   F1 0.507396644029673   accuracy 0.668429003021148   precision 0.5370937885643768   recall 0.5949091889829561
deviation 3/5   epoch 4/120   F1 0.5220259795167079   accuracy 0.6756042296072508   precision 0.5470331139448786   recall 0.6151060124864918
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deviation 3/5   epoch 5/120   F1 0.5636274078380028   accuracy 0.6907099697885196   precision 0.5743264088852323   recall 0.6477353590094423
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deviation 3/5   epoch 6/120   F1 0.5510265531501857   accuracy 0.6899546827794562   precision 0.5671971410941999   recall 0.6506162345941351
deviation 3/5   epoch 7/120   F1 0.5767041862660067   accuracy 0.7001510574018127   precision 0.5848210612916496   recall 0.6690207228668767
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deviation 3/5   epoch 8/120   F1 0.6003590762801893   accuracy 0.709214501510574   precision 0.6018819415878239   recall 0.6815441422373707
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deviation 3/5   epoch 9/120   F1 0.6114818990021215   accuracy 0.7126132930513596   precision 0.6101347182229535   recall 0.6841847006482666
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deviation 3/5   epoch 10/120   F1 0.6067067389682292   accuracy 0.7133685800604229   precision 0.6069904360345537   recall 0.6894279494418782
deviation 3/5   epoch 11/120   F1 0.6335783415952398   accuracy 0.7239425981873112   precision 0.6280363019333608   recall 0.7003389199816963
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deviation 3/5   epoch 12/120   F1 0.6370614035087719   accuracy 0.7250755287009063   precision 0.6308823529411764   recall 0.700944170771757
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deviation 3/5   epoch 13/120   F1 0.6330118804810755   accuracy 0.725453172205438   precision 0.6277406417112299   recall 0.7049433308137862
deviation 3/5   epoch 14/120   F1 0.6587852141523132   accuracy 0.7330060422960725   precision 0.6496632044426163   recall 0.7065581768747311
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deviation 3/5   epoch 15/120   F1 0.64298678727536   accuracy 0.7303625377643505   precision 0.6359831345125463   recall 0.7109309884149868
deviation 3/5   epoch 16/120   F1 0.665934098081304   accuracy 0.7394259818731118   precision 0.6558977786918964   recall 0.7173070100307122
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deviation 3/5   epoch 17/120   F1 0.6731496630245921   accuracy 0.7390483383685801   precision 0.6630347593582887   recall 0.7117415486943957
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deviation 3/5   epoch 18/120   F1 0.6716681788874528   accuracy 0.743202416918429   precision 0.6610088440970794   recall 0.7225293858464688
deviation 3/5   epoch 19/120   F1 0.6676554766308427   accuracy 0.7420694864048338   precision 0.657306663924311   recall 0.7227993755092195
deviation 3/5   epoch 20/120   F1 0.6768182199026702   accuracy 0.7398036253776435   precision 0.6667395104895104   recall 0.711365778819588
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deviation 3/5   epoch 21/120   F1 0.670441094311713   accuracy 0.7428247734138973   precision 0.6598699095022624   recall 0.7225258036782263
deviation 3/5   epoch 22/120   F1 0.6828401497778948   accuracy 0.7413141993957704   precision 0.6730075071986836   recall 0.711492331034071
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deviation 3/5   epoch 23/120   F1 0.6753470610084502   accuracy 0.7447129909365559   precision 0.6644230769230769   recall 0.7235028517110267
deviation 3/5   epoch 24/120   F1 0.6865556726378643   accuracy 0.7454682779456193   precision 0.6761183669271904   recall 0.7179264490678883
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deviation 3/5   epoch 25/120   F1 0.6970644053900847   accuracy 0.7481117824773413   precision 0.6878008021390374   recall 0.7181277421059822
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deviation 3/5   epoch 26/120   F1 0.6918875861162259   accuracy 0.75   precision 0.6809389140271493   recall 0.7243945988170963
deviation 3/5   epoch 27/120   F1 0.6931227749783625   accuracy 0.75   precision 0.6823657959687371   recall 0.7236646276092578
deviation 3/5   epoch 28/120   F1 0.6997708896639105   accuracy 0.754154078549849   precision 0.6889011723570547   recall 0.7284515894836092
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deviation 3/5   epoch 29/120   F1 0.7089130394706566   accuracy 0.756797583081571   precision 0.6994421020156314   recall 0.7288219834286573
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deviation 3/5   epoch 30/120   F1 0.7005653976630231   accuracy 0.7552870090634441   precision 0.6894642122583299   recall 0.730359978493817
deviation 3/5   epoch 31/120   F1 0.7077783487805361   accuracy 0.7579305135951662   precision 0.6974367544220486   recall 0.7315601096665303
deviation 3/5   epoch 32/120   F1 0.6995770987003864   accuracy 0.7560422960725075   precision 0.6880321883998355   recall 0.7326684481771331
deviation 3/5   epoch 33/120   F1 0.7099714820619993   accuracy 0.756797583081571   precision 0.7008689839572193   recall 0.7283541432846988
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deviation 3/5   epoch 34/120   F1 0.7042621211486646   accuracy 0.7583081570996979   precision 0.6928681612505142   recall 0.7344986683671555
deviation 3/5   epoch 35/120   F1 0.7088155888136033   accuracy 0.7590634441087614   precision 0.6982851707116413   recall 0.7332456299522168
deviation 3/5   epoch 36/120   F1 0.7115639256117047   accuracy 0.7583081570996979   precision 0.7022855820649938   recall 0.7303827267856045
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deviation 3/5   epoch 37/120   F1 0.7079027850167806   accuracy 0.7583081570996979   precision 0.6974341834635952   recall 0.7322446017056795
deviation 3/5   epoch 38/120   F1 0.706176577905716   accuracy 0.7564199395770392   precision 0.6960201563142739   recall 0.7294475896702842
deviation 3/5   epoch 39/120   F1 0.7093057647565557   accuracy 0.7579305135951662   precision 0.6994343891402715   recall 0.7307565881211167
deviation 3/5   epoch 40/120   F1 0.711690725356196   accuracy 0.7564199395770392   precision 0.7034399424105306   recall 0.727030322592214
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deviation 3/5   epoch 41/120   F1 0.7105475697212806   accuracy 0.7609516616314199   precision 0.6996991978609626   recall 0.73608435817652
deviation 3/5   epoch 42/120   F1 0.712452649887656   accuracy 0.7601963746223565   precision 0.7025581036610449   recall 0.7334860281637132
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deviation 3/5   epoch 43/120   F1 0.7131582891635215   accuracy 0.7598187311178247   precision 0.7037021801727684   recall 0.7324200645350543
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deviation 3/5   epoch 44/120   F1 0.7124099817516825   accuracy 0.7632175226586103   precision 0.7011106540518305   recall 0.7396908262889579
deviation 3/5   epoch 45/120   F1 0.7148935044769498   accuracy 0.7617069486404834   precision 0.7051162073220897   recall 0.7351136602238946
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deviation 3/5   epoch 46/120   F1 0.7149590568275728   accuracy 0.7624622356495468   precision 0.7048256890168655   recall 0.736545683031635
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deviation 3/5   epoch 47/120   F1 0.7179969196860372   accuracy 0.7613293051359517   precision 0.709684800493624   recall 0.7330024140443099
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deviation 3/5   epoch 48/120   F1 0.7187808981476067   accuracy 0.7613293051359517   precision 0.7108263060468942   recall 0.7327019395848409
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deviation 3/5   epoch 49/120   F1 0.7175942604740131   accuracy 0.7662386706948641   precision 0.7065122377622377   recall 0.7426826974714321
deviation 3/5   epoch 50/120   F1 0.7194898165703343   accuracy 0.763595166163142   precision 0.7105255039078568   recall 0.7363675725605092
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deviation 3/5   epoch 51/120   F1 0.7177296246898343   accuracy 0.7632175226586103   precision 0.7082450637597697   recall 0.736525370214226
deviation 3/5   epoch 52/120   F1 0.7194898165703343   accuracy 0.763595166163142   precision 0.7105255039078568   recall 0.7363675725605092
deviation 3/5   epoch 53/120   F1 0.7168920572039508   accuracy 0.7590634441087614   precision 0.7094148498560263   recall 0.7296270611152929
deviation 3/5   epoch 54/120   F1 0.7134330233298078   accuracy 0.7605740181268882   precision 0.7036970382558618   recall 0.7337037157209478
deviation 3/5   epoch 55/120   F1 0.7162135048055358   accuracy 0.763595166163142   precision 0.7059594816947758   recall 0.7380803785035203
deviation 3/5   epoch 56/120   F1 0.7178866155590704   accuracy 0.7647280966767371   precision 0.7076640271493213   recall 0.7393715581614684
deviation 3/5   epoch 57/120   F1 0.7190402587756906   accuracy 0.7624622356495468   precision 0.7105332167832168   recall 0.7345437061021778
deviation 3/5   epoch 58/120   F1 0.7217323934665385   accuracy 0.7688821752265861   precision 0.7107748868778281   recall 0.7455205666112634
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deviation 3/5   epoch 59/120   F1 0.7180778692093348   accuracy 0.763595166163142   precision 0.708527869189634   recall 0.7370610035540591
deviation 3/5   epoch 60/120   F1 0.716654763303382   accuracy 0.7609516616314199   precision 0.707975113122172   recall 0.7328945483806655
deviation 3/5   epoch 61/120   F1 0.7189335580669878   accuracy 0.7617069486404834   precision 0.710823735088441   recall 0.7332824818374815
deviation 3/5   epoch 62/120   F1 0.7214789156688023   accuracy 0.7666163141993958   precision 0.7116464417935007   recall 0.7410437950006294
deviation 3/5   epoch 63/120   F1 0.7209792420357557   accuracy 0.7643504531722054   precision 0.7122326203208555   recall 0.7370464387038973
deviation 3/5   epoch 64/120   F1 0.7206849582686652   accuracy 0.7651057401812689   precision 0.7113713492389964   recall 0.7385754248305321
deviation 3/5   epoch 65/120   F1 0.7201300050923887   accuracy 0.7632175226586103   precision 0.7116695804195805   recall 0.7354078162852022
deviation 3/5   epoch 66/120   F1 0.7230386353852778   accuracy 0.7651057401812689   precision 0.7147958658988072   recall 0.7374789657995271
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deviation 3/5   epoch 67/120   F1 0.7226318042014979   accuracy 0.7669939577039275   precision 0.7130707527766351   recall 0.7411374859883717
deviation 3/5   epoch 68/120   F1 0.7238025478390591   accuracy 0.7651057401812689   precision 0.7159373714520774   recall 0.737166237462727
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deviation 3/5   epoch 69/120   F1 0.721829118584563   accuracy 0.7654833836858006   precision 0.7127956602221308   recall 0.7387077841971346
deviation 3/5   epoch 70/120   F1 0.7193840535407139   accuracy 0.7643504531722054   precision 0.7099496092143152   recall 0.7378181606383598
deviation 3/5   epoch 71/120   F1 0.7206741641193976   accuracy 0.763595166163142   precision 0.7122377622377623   recall 0.7358392732155357
deviation 3/5   epoch 72/120   F1 0.7221099513436711   accuracy 0.7647280966767371   precision 0.7136569313039902   recall 0.7372151539219611
deviation 3/5   epoch 73/120   F1 0.7190897524278985   accuracy 0.763595166163142   precision 0.7099547511312218   recall 0.7365570840538904
deviation 3/5   epoch 74/120   F1 0.7202283418335707   accuracy 0.7654833836858006   precision 0.7105126491155903   recall 0.7395345690704911
deviation 3/5   epoch 75/120   F1 0.7174402912469009   accuracy 0.7624622356495468   precision 0.7082502056766763   recall 0.7352616563813574
deviation 3/5   epoch 76/120   F1 0.7164103102949378   accuracy 0.7598187311178247   precision 0.7082682023858495   recall 0.7310368823938761
deviation 3/5   epoch 77/120   F1 0.7169549137396584   accuracy 0.7601963746223565   precision 0.7088363842040313   recall 0.7314719365674167
deviation 3/5   epoch 78/120   F1 0.7179969196860372   accuracy 0.7613293051359517   precision 0.709684800493624   recall 0.7330024140443099
deviation 3/5   epoch 79/120   F1 0.7184262699613232   accuracy 0.7639728096676737   precision 0.7088106746194982   recall 0.7375979551463248
deviation 3/5   epoch 80/120   F1 0.7195545143462334   accuracy 0.7613293051359517   precision 0.7119678116001645   recall 0.7324264285090056
deviation 3/5   epoch 81/120   F1 0.7163973219399871   accuracy 0.7613293051359517   precision 0.7074017893870835   recall 0.733680649095212
deviation 3/5   epoch 82/120   F1 0.7160707392740218   accuracy 0.7620845921450151   precision 0.7065405183052242   recall 0.7352286668833432
deviation 3/5   epoch 83/120   F1 0.7121595032531459   accuracy 0.7605740181268882   precision 0.7019847799259564   recall 0.734377377290776
deviation 3/5   epoch 84/120   F1 0.7147449681109412   accuracy 0.7601963746223565   precision 0.7056972439325381   recall 0.732377558348164
deviation 3/5   epoch 85/120   F1 0.7085155890976079   accuracy 0.7601963746223565   precision 0.6974213286713287   recall 0.7357778059236912
deviation 3/5   epoch 86/120   F1 0.7129966296800901   accuracy 0.7556646525679759   precision 0.7057280954339777   recall 0.7254009902489142
deviation 3/5   epoch 87/120   F1 0.7121190184084569   accuracy 0.7586858006042296   precision 0.7028537638831757   recall 0.7308198064117426
deviation 3/5   epoch 88/120   F1 0.7132944366945324   accuracy 0.7590634441087614   precision 0.7042780748663102   recall 0.7309801014549631
deviation 3/5   epoch 89/120   F1 0.7129480530028386   accuracy 0.7560422960725075   precision 0.7054401480872069   recall 0.7260078119033948
deviation 3/5   epoch 90/120   F1 0.7134199134199135   accuracy 0.7583081570996979   precision 0.7048539695598519   recall 0.7295988934993084
deviation 3/5   epoch 91/120   F1 0.7146023682813794   accuracy 0.7598187311178247   precision 0.7056998148909914   recall 0.7317630257894263
deviation 3/5   epoch 92/120   F1 0.7055320025522784   accuracy 0.7594410876132931   precision 0.6940019539284245   recall 0.7361312883579567
deviation 3/5   epoch 93/120   F1 0.7152735564839627   accuracy 0.7560422960725075   precision 0.7088646647470177   recall 0.7254143278496572
deviation 3/5   epoch 94/120   F1 0.7123202272174995   accuracy 0.7575528700906344   precision 0.7037176059234883   recall 0.7287240030597371
deviation 3/5   epoch 95/120   F1 0.7141711849177999   accuracy 0.7586858006042296   precision 0.7057075277663514   recall 0.7299567099567099
deviation 3/5   epoch 96/120   F1 0.7145734902347635   accuracy 0.7586858006042296   precision 0.7062782805429865   recall 0.7298035110381385
deviation 3/5   epoch 97/120   F1 0.7145286744851489   accuracy 0.7575528700906344   precision 0.7068567461949815   recall 0.7279420930364326
deviation 3/5   epoch 98/120   F1 0.7071050459269961   accuracy 0.7552870090634441   precision 0.6977401275195393   recall 0.7268692905117413
deviation 3/5   epoch 99/120   F1 0.7101067216938365   accuracy 0.7549093655589124   precision 0.7020233443027561   recall 0.7250633159740993
deviation 3/5   epoch 100/120   F1 0.7101149841348602   accuracy 0.7560422960725075   precision 0.701444878650761   recall 0.7269689675249624
deviation 3/5   epoch 101/120   F1 0.707958474681851   accuracy 0.7552870090634441   precision 0.6988816330728096   recall 0.7265059747074136
deviation 3/5   epoch 102/120   F1 0.708735432541082   accuracy 0.7545317220543807   precision 0.700313656931304   recall 0.724902218309351
deviation 3/5   epoch 103/120   F1 0.7095579922175312   accuracy 0.7545317220543807   precision 0.7014551624845743   recall 0.7246225379325371
deviation 3/5   epoch 104/120   F1 0.7063150525847379   accuracy 0.7530211480362538   precision 0.6977555532702592   recall 0.7232072383693936
deviation 3/5   epoch 105/120   F1 0.7027095980416868   accuracy 0.7518882175226587   precision 0.6934826203208556   recall 0.7226065916480746
deviation 3/5   epoch 106/120   F1 0.7064161344904755   accuracy 0.7545317220543807   precision 0.6971745166598108   recall 0.7258014179385717
deviation 3/5   epoch 107/120   F1 0.7059712531821725   accuracy 0.752643504531722   precision 0.6974727478403949   recall 0.7226904552225013
deviation 3/5   epoch 108/120   F1 0.7089916256147702   accuracy 0.7530211480362538   precision 0.7014654463183875   recall 0.7223697839072631
deviation 3/5   epoch 109/120   F1 0.7051506378646645   accuracy 0.7515105740181269   precision 0.6969097079391198   recall 0.7210804335589649
deviation 3/5   epoch 110/120   F1 0.7113616499562991   accuracy 0.7530211480362538   precision 0.7048899629781983   recall 0.7218140017757589
deviation 3/5   epoch 111/120   F1 0.7068769890687698   accuracy 0.7522658610271903   precision 0.698902200740436   recall 0.7217759851853126
deviation 3/5   epoch 112/120   F1 0.7055514802487519   accuracy 0.7545317220543807   precision 0.6960330111065405   recall 0.7261776222116754
deviation 3/5   epoch 113/120   F1 0.7061130232710059   accuracy 0.7549093655589124   precision 0.6966011929247223   recall 0.7266195764996655
deviation 3/5   epoch 114/120   F1 0.7112712989125781   accuracy 0.7537764350453172   precision 0.7043140682846565   recall 0.7229497710746027
deviation 3/5   epoch 115/120   F1 0.7118995567887989   accuracy 0.7533987915407855   precision 0.7054581447963801   recall 0.722255441489861
deviation 3/5   epoch 116/120   F1 0.709769874955426   accuracy 0.7556646525679759   precision 0.7011620732208967   recall 0.7264504248984331
deviation 3/5   epoch 117/120   F1 0.709070772378962   accuracy 0.7560422960725075   precision 0.7000179967091732   recall 0.727386714365881
deviation 3/5   epoch 118/120   F1 0.7072693530128875   accuracy 0.7545317220543807   precision 0.6983160222130811   recall 0.7254518565282454
deviation 3/5   epoch 119/120   F1 0.7093543218390219   accuracy 0.7556646525679759   precision 0.7005913204442616   recall 0.7266093622817775
deviation 3/5   epoch 120/120   F1 0.7083809478489342   accuracy 0.7552870090634441   precision 0.6994523858494447   recall 0.7263342309409125

deviation 4/5   epoch 1/120   F1 0.4523707331389057   accuracy 0.6593655589123867   precision 0.5106154874537228   recall 0.5470380496696287
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deviation 4/5   epoch 2/120   F1 0.5079182974379094   accuracy 0.6672960725075529   precision 0.5368161250514192   recall 0.5919411820412932
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deviation 4/5   epoch 3/120   F1 0.5245940560833909   accuracy 0.676737160120846   precision 0.5487376593994241   recall 0.6181011120456033
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deviation 4/5   epoch 4/120   F1 0.5398783666377063   accuracy 0.6869335347432024   precision 0.5603686754422048   recall 0.6458069103198394
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deviation 4/5   epoch 5/120   F1 0.5600051658033688   accuracy 0.6948640483383686   precision 0.5737273755656108   recall 0.6619044392879525
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deviation 4/5   epoch 6/120   F1 0.5827190792199521   accuracy 0.7005287009063444   precision 0.5885283833813246   recall 0.666829980850453
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deviation 4/5   epoch 7/120   F1 0.5822231601372706   accuracy 0.7035498489425982   precision 0.5890785684903332   recall 0.676171717595435
deviation 4/5   epoch 8/120   F1 0.6115472857290594   accuracy 0.7107250755287009   precision 0.6098621966269024   recall 0.6792186549793444
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deviation 4/5   epoch 9/120   F1 0.6141064521610404   accuracy 0.7133685800604229   precision 0.6121272110242698   recall 0.6846492551136514
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deviation 4/5   epoch 10/120   F1 0.6138333333333333   accuracy 0.7145015105740181   precision 0.6121194981489099   recall 0.6878704852495174
deviation 4/5   epoch 11/120   F1 0.6229159212095783   accuracy 0.7179003021148036   precision 0.6192307692307693   recall 0.6912903415412823
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deviation 4/5   epoch 12/120   F1 0.6283536815417352   accuracy 0.7190332326283988   precision 0.6235037021801728   recall 0.6909148716318259
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deviation 4/5   epoch 13/120   F1 0.6350971401391812   accuracy 0.7190332326283988   precision 0.6289258535582065   recall 0.6873428598113385
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deviation 4/5   epoch 14/120   F1 0.6380399051380587   accuracy 0.7212990936555891   precision 0.6314788153023447   recall 0.6910525824227141
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deviation 4/5   epoch 15/120   F1 0.6406768681500303   accuracy 0.722809667673716   precision 0.6337515425750719   recall 0.6931658269067253
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deviation 4/5   epoch 16/120   F1 0.6491648589324124   accuracy 0.7277190332326284   precision 0.6411379062114356   recall 0.6998989526579548
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deviation 4/5   epoch 17/120   F1 0.6497772017313479   accuracy 0.7322507552870091   precision 0.641677807486631   recall 0.7107956909041355
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deviation 4/5   epoch 18/120   F1 0.6543792524463538   accuracy 0.7330060422960725   precision 0.6456679350061703   recall 0.7094186460176582
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deviation 4/5   epoch 19/120   F1 0.6658452526572645   accuracy 0.7352719033232629   precision 0.6562114356232004   recall 0.7075833164646266
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deviation 4/5   epoch 20/120   F1 0.6610456787926351   accuracy 0.7348942598187311   precision 0.6516479843685726   recall 0.7095917961254743
deviation 4/5   epoch 21/120   F1 0.6728715135615526   accuracy 0.7390483383685801   precision 0.6627493829699712   recall 0.711898738626255
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deviation 4/5   epoch 22/120   F1 0.6710304625556811   accuracy 0.7379154078549849   precision 0.6610448375154258   recall 0.7104704336752694
deviation 4/5   epoch 23/120   F1 0.6800881720202202   accuracy 0.7416918429003021   precision 0.6698657959687371   recall 0.7135711122532429
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deviation 4/5   epoch 24/120   F1 0.6789670478390883   accuracy 0.7428247734138973   precision 0.6684312011517893   recall 0.7166064504503611
deviation 4/5   epoch 25/120   F1 0.677605645058491   accuracy 0.7428247734138973   precision 0.6670043192102015   recall 0.7174386405649695
deviation 4/5   epoch 26/120   F1 0.6927515635393138   accuracy 0.7443353474320241   precision 0.6838312422871247   recall 0.7131086100462336
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deviation 4/5   epoch 27/120   F1 0.6829321675459341   accuracy 0.7454682779456193   precision 0.6721230974907446   recall 0.7200185350720371
deviation 4/5   epoch 28/120   F1 0.6879975779688154   accuracy 0.747356495468278   precision 0.6772470176881942   recall 0.7210644872961349
deviation 4/5   epoch 29/120   F1 0.692936694400976   accuracy 0.7466012084592145   precision 0.6832450637597697   recall 0.7170690425740078
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deviation 4/5   epoch 30/120   F1 0.698774747048555   accuracy 0.7507552870090635   precision 0.6889243109831344   recall 0.7222343192403073
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deviation 4/5   epoch 31/120   F1 0.6968371325102285   accuracy 0.7488670694864048   precision 0.6872249074454957   recall 0.7195833305064878
deviation 4/5   epoch 32/120   F1 0.6921252000932903   accuracy 0.7462235649546828   precision 0.6823915055532703   recall 0.7167157978341556
deviation 4/5   epoch 33/120   F1 0.6925683098742866   accuracy 0.7469788519637462   precision 0.6826717400246812   recall 0.717938218324699
deviation 4/5   epoch 34/120   F1 0.6931128951014054   accuracy 0.7481117824773413   precision 0.6829494035376389   recall 0.7198591585196583
deviation 4/5   epoch 35/120   F1 0.691567085219121   accuracy 0.7477341389728097   precision 0.6812397161661867   recall 0.7198880207114895
deviation 4/5   epoch 36/120   F1 0.6961560527825588   accuracy 0.747356495468278   precision 0.6869498148909914   recall 0.717139333511008
deviation 4/5   epoch 37/120   F1 0.6963832598020887   accuracy 0.7481117824773413   precision 0.6869446729740847   recall 0.7183972517880273
deviation 4/5   epoch 38/120   F1 0.690433804140073   accuracy 0.7481117824773413   precision 0.6798102632661456   recall 0.7212603064755314
deviation 4/5   epoch 39/120   F1 0.6924321102521414   accuracy 0.747356495468278   precision 0.6823837926779104   recall 0.718722612461855
deviation 4/5   epoch 40/120   F1 0.6934860164119754   accuracy 0.7477341389728097   precision 0.6835227272727273   recall 0.718953496575353
deviation 4/5   epoch 41/120   F1 0.7020665383201679   accuracy 0.7481117824773413   precision 0.6943644590703414   recall 0.7165309648588288
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deviation 4/5   epoch 42/120   F1 0.700474237566433   accuracy 0.7511329305135952   precision 0.6909193747429041   recall 0.722177177772409
deviation 4/5   epoch 43/120   F1 0.696607727326686   accuracy 0.7488670694864048   precision 0.6869395310571782   recall 0.7196818462314694
deviation 4/5   epoch 44/120   F1 0.6992305312814168   accuracy 0.7515105740181269   precision 0.6892045454545455   recall 0.7234532889623009
deviation 4/5   epoch 45/120   F1 0.6998019945490264   accuracy 0.7518882175226587   precision 0.6897727272727272   recall 0.7239001437026757
deviation 4/5   epoch 46/120   F1 0.7048251543718054   accuracy 0.7530211480362538   precision 0.6957579185520362   recall 0.7237660715597678
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deviation 4/5   epoch 47/120   F1 0.7053839035784271   accuracy 0.7533987915407855   precision 0.696326100370218   recall 0.7242094731827554
update
deviation 4/5   epoch 48/120   F1 0.7033960404352986   accuracy 0.752643504531722   precision 0.6940482311805841   recall 0.7236768115007879
deviation 4/5   epoch 49/120   F1 0.7010589171094932   accuracy 0.7530211480362538   precision 0.6909065199506377   recall 0.7254633453167509
deviation 4/5   epoch 50/120   F1 0.701648935554607   accuracy 0.75   precision 0.692924722336487   recall 0.7197216585705795
deviation 4/5   epoch 51/120   F1 0.703300137334397   accuracy 0.7530211480362538   precision 0.6937602838338133   recall 0.7244047831731399
deviation 4/5   epoch 52/120   F1 0.703322656475537   accuracy 0.7537764350453172   precision 0.6934697655285891   recall 0.7258002568503427
deviation 4/5   epoch 53/120   F1 0.7045513557815264   accuracy 0.754154078549849   precision 0.6948940765117235   recall 0.7259333355686446
deviation 4/5   epoch 54/120   F1 0.7055127995196768   accuracy 0.7537764350453172   precision 0.6963235294117647   recall 0.7248268795929904
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deviation 4/5   epoch 55/120   F1 0.7067425522796982   accuracy 0.756797583081571   precision 0.6965883381324558   recall 0.7298876492323049
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deviation 4/5   epoch 56/120   F1 0.704009694983343   accuracy 0.7518882175226587   precision 0.695194878650761   recall 0.7221050437529939
deviation 4/5   epoch 57/120   F1 0.7069866241860149   accuracy 0.7503776435045317   precision 0.7000565610859728   recall 0.7188320604407772
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deviation 4/5   epoch 58/120   F1 0.7064482465860262   accuracy 0.7533987915407855   precision 0.6977529823118058   recall 0.7238019830500214
deviation 4/5   epoch 59/120   F1 0.7042699422590821   accuracy 0.756797583081571   precision 0.6934491978609625   recall 0.7312723606722648
deviation 4/5   epoch 60/120   F1 0.7046965010985943   accuracy 0.752643504531722   precision 0.6957604895104895   recall 0.7231546832721909
deviation 4/5   epoch 61/120   F1 0.7092186899467414   accuracy 0.7583081570996979   precision 0.6991464417935006   recall 0.7315279770444764
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deviation 4/5   epoch 62/120   F1 0.7056410734529555   accuracy 0.754154078549849   precision 0.6963209584533114   recall 0.7254507072921396
deviation 4/5   epoch 63/120   F1 0.7077578382758591   accuracy 0.7518882175226587   precision 0.7003316536404771   recall 0.7209348070637553
deviation 4/5   epoch 64/120   F1 0.7079088947595045   accuracy 0.7533987915407855   precision 0.6997506170300288   recall 0.7232975876129404
deviation 4/5   epoch 65/120   F1 0.7083032613905198   accuracy 0.7556646525679759   precision 0.6991644385026738   recall 0.7270349716854709
deviation 4/5   epoch 66/120   F1 0.7044543394660947   accuracy 0.7545317220543807   precision 0.6946061291649527   recall 0.7266864321758532
deviation 4/5   epoch 67/120   F1 0.7093533771205788   accuracy 0.7545317220543807   precision 0.7011697860962567   recall 0.7246901597730326
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deviation 4/5   epoch 68/120   F1 0.7074015713175384   accuracy 0.7549093655589124   precision 0.6983134512546277   recall 0.726064899582151
deviation 4/5   epoch 69/120   F1 0.7054245788814888   accuracy 0.754154078549849   precision 0.6960355820649938   recall 0.725543837957475
deviation 4/5   epoch 70/120   F1 0.7052395788578186   accuracy 0.7549093655589124   precision 0.695459687371452   recall 0.7270234194607499
deviation 4/5   epoch 71/120   F1 0.703322656475537   accuracy 0.7537764350453172   precision 0.6934697655285891   recall 0.7258002568503427
deviation 4/5   epoch 72/120   F1 0.7050805858703466   accuracy 0.7537764350453172   precision 0.6957527766351296   recall 0.7250079790063477
deviation 4/5   epoch 73/120   F1 0.7085975527812033   accuracy 0.754154078549849   precision 0.7003162278897573   recall 0.7243179807782969
deviation 4/5   epoch 74/120   F1 0.7054590321078503   accuracy 0.7549093655589124   precision 0.6957450637597696   recall 0.7269198529165224
deviation 4/5   epoch 75/120   F1 0.7064998812445571   accuracy 0.754154078549849   precision 0.6974624640065816   recall 0.7250948274788309
deviation 4/5   epoch 76/120   F1 0.7044902212391521   accuracy 0.7560422960725075   precision 0.6940250925545043   recall 0.7296072507552871
deviation 4/5   epoch 77/120   F1 0.704481557188162   accuracy 0.752643504531722   precision 0.6954751131221719   recall 0.723237623784179
deviation 4/5   epoch 78/120   F1 0.7112608510406297   accuracy 0.7552870090634441   precision 0.7034476552858906   recall 0.7253095646875596
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deviation 4/5   epoch 79/120   F1 0.7090800996664637   accuracy 0.7549093655589124   precision 0.7005964623611682   recall 0.7254170557887278
deviation 4/5   epoch 80/120   F1 0.7080909427492226   accuracy 0.7556646525679759   precision 0.6988790621143562   recall 0.7271250213784847
deviation 4/5   epoch 81/120   F1 0.7090800996664637   accuracy 0.7549093655589124   precision 0.7005964623611682   recall 0.7254170557887278
deviation 4/5   epoch 82/120   F1 0.7060719065389933   accuracy 0.754154078549849   precision 0.6968917112299465   recall 0.7252694604613608
deviation 4/5   epoch 83/120   F1 0.7061897670001402   accuracy 0.7515105740181269   precision 0.6983365898807075   recall 0.7207675137362637
deviation 4/5   epoch 84/120   F1 0.7067605141133761   accuracy 0.7549093655589124   precision 0.697457322089675   recall 0.726334692614572
deviation 4/5   epoch 85/120   F1 0.7046986518636003   accuracy 0.7552870090634441   precision 0.6946009872480461   recall 0.7280099286678234
deviation 4/5   epoch 86/120   F1 0.7021888652032959   accuracy 0.7530211480362538   precision 0.6923334018922254   recall 0.724911986386827
deviation 4/5   epoch 87/120   F1 0.7058568485174237   accuracy 0.754154078549849   precision 0.6966063348416289   recall 0.7253592517690917
deviation 4/5   epoch 88/120   F1 0.7055981911715756   accuracy 0.7533987915407855   precision 0.6966114767585356   recall 0.724124755375511
deviation 4/5   epoch 89/120   F1 0.7085911325230492   accuracy 0.7552870090634441   precision 0.6997377622377623   recall 0.7262508008620188
deviation 4/5   epoch 90/120   F1 0.7048818906147415   accuracy 0.7507552870090635   precision 0.6969148498560263   recall 0.7199377447996232
deviation 4/5   epoch 91/120   F1 0.7088688876657925   accuracy 0.7537764350453172   precision 0.7008895516248457   recall 0.7236092032967033
deviation 4/5   epoch 92/120   F1 0.7085911325230492   accuracy 0.7552870090634441   precision 0.6997377622377623   recall 0.7262508008620188
deviation 4/5   epoch 93/120   F1 0.7089932891394877   accuracy 0.7564199395770392   precision 0.6997300493624024   recall 0.7280968707770612
deviation 4/5   epoch 94/120   F1 0.7085975527812033   accuracy 0.754154078549849   precision 0.7003162278897573   recall 0.7243179807782969
deviation 4/5   epoch 95/120   F1 0.7092049514635013   accuracy 0.7564199395770392   precision 0.7000154257507198   recall 0.728005043788791
deviation 4/5   epoch 96/120   F1 0.7062401774983822   accuracy 0.7552870090634441   precision 0.696598621966269   recall 0.7272596238145761
deviation 4/5   epoch 97/120   F1 0.7108721917450366   accuracy 0.7575528700906344   precision 0.7017199712052653   recall 0.7293215722035167
deviation 4/5   epoch 98/120   F1 0.7066178967617793   accuracy 0.7564199395770392   precision 0.696590909090909   recall 0.7292202969647781
deviation 4/5   epoch 99/120   F1 0.7124546286334796   accuracy 0.7552870090634441   precision 0.705159913615796   recall 0.7249614487924381
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deviation 4/5   epoch 100/120   F1 0.710369680827792   accuracy 0.7545317220543807   precision 0.7025966680378445   recall 0.7243671327576242
deviation 4/5   epoch 101/120   F1 0.7092867922083437   accuracy 0.7549093655589124   precision 0.7008818387494858   recall 0.7253432168836533
deviation 4/5   epoch 102/120   F1 0.7032195086679078   accuracy 0.754154078549849   precision 0.6931818181818181   recall 0.7265697850165125
deviation 4/5   epoch 103/120   F1 0.706046836533769   accuracy 0.7522658610271903   precision 0.6977606951871658   recall 0.7220358797465614
deviation 4/5   epoch 104/120   F1 0.7052055650025286   accuracy 0.7522658610271903   precision 0.6966191896338956   recall 0.7223200918618002
deviation 4/5   epoch 105/120   F1 0.7069430352028732   accuracy 0.7530211480362538   precision 0.6986116824352119   recall 0.7229913259341578
deviation 4/5   epoch 106/120   F1 0.7054940300167437   accuracy 0.7518882175226587   precision 0.697192513368984   recall 0.7215919227288453
deviation 4/5   epoch 107/120   F1 0.7068070615540524   accuracy 0.752643504531722   precision 0.6986142533936652   recall 0.7224120768666594
deviation 4/5   epoch 108/120   F1 0.7084847055123064   accuracy 0.756797583081571   precision 0.6988713492389963   recall 0.7290210359580169
deviation 4/5   epoch 109/120   F1 0.7079018555665298   accuracy 0.7545317220543807   precision 0.6991721513780338   recall 0.7252067617261879
deviation 4/5   epoch 110/120   F1 0.7069749114344188   accuracy 0.7549093655589124   precision 0.6977426984779926   recall 0.7262430994075069
deviation 4/5   epoch 111/120   F1 0.7089916256147702   accuracy 0.7530211480362538   precision 0.7014654463183875   recall 0.7223697839072631
deviation 4/5   epoch 112/120   F1 0.7057687245077626   accuracy 0.7545317220543807   precision 0.6963183874948581   recall 0.726081035069799
deviation 4/5   epoch 113/120   F1 0.7050734554819653   accuracy 0.7518882175226587   precision 0.6966217605923488   recall 0.721730795017595
deviation 4/5   epoch 114/120   F1 0.7052970523833355   accuracy 0.7537764350453172   precision 0.6960381530234472   recall 0.7249165975948251
deviation 4/5   epoch 115/120   F1 0.7035201791418857   accuracy 0.7530211480362538   precision 0.6940456602221308   recall 0.7243085088994095
deviation 4/5   epoch 116/120   F1 0.7045195852682216   accuracy 0.7533987915407855   precision 0.6951845948169477   recall 0.7245647558543415
deviation 4/5   epoch 117/120   F1 0.7091480803300152   accuracy 0.7545317220543807   precision 0.7008844097079392   recall 0.7247593076805804
deviation 4/5   epoch 118/120   F1 0.7075647825182438   accuracy 0.7530211480362538   precision 0.6994678116001645   recall 0.7227891937836689
deviation 4/5   epoch 119/120   F1 0.7017453752511735   accuracy 0.7545317220543807   precision 0.691181612505142   recall 0.7280910008312399
deviation 4/5   epoch 120/120   F1 0.7117500160081962   accuracy 0.7560422960725075   precision 0.7037278897573016   recall 0.7263830759781165

deviation 5/5   epoch 1/120   F1 0.4935289737711745   accuracy 0.6083836858006042   precision 0.5055404154668861   recall 0.5079411360983596
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deviation 5/5   epoch 2/120   F1 0.48615669065650163   accuracy 0.6574773413897281   precision 0.522614150555327   recall 0.5611097505692565
deviation 5/5   epoch 3/120   F1 0.5240119132835668   accuracy 0.6601208459214502   precision 0.5417163718634307   recall 0.5803076496674058
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deviation 5/5   epoch 4/120   F1 0.520729317065086   accuracy 0.668429003021148   precision 0.5433720691073632   recall 0.596358703412823
deviation 5/5   epoch 5/120   F1 0.5456478795749197   accuracy 0.6744712990936556   precision 0.5587412587412588   recall 0.6114781293454661
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deviation 5/5   epoch 6/120   F1 0.5562167987036406   accuracy 0.679380664652568   precision 0.56641299876594   recall 0.6217664908817724
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deviation 5/5   epoch 7/120   F1 0.5665790759663685   accuracy 0.6861782477341389   precision 0.5746426367749897   recall 0.6356417614787769
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deviation 5/5   epoch 8/120   F1 0.5751002878852235   accuracy 0.6918429003021148   precision 0.5814531057178116   recall 0.647043534762833
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deviation 5/5   epoch 9/120   F1 0.5828453391811441   accuracy 0.697129909365559   precision 0.5876953928424516   recall 0.657622583790428
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deviation 5/5   epoch 10/120   F1 0.6150564092121378   accuracy 0.7088368580060423   precision 0.6121580625257096   recall 0.6730795362460289
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deviation 5/5   epoch 11/120   F1 0.602861779910693   accuracy 0.7080815709969789   precision 0.6033165364047717   recall 0.6769499622969678
deviation 5/5   epoch 12/120   F1 0.6243085815252385   accuracy 0.7137462235649547   precision 0.6198298025503908   recall 0.6803279322778835
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deviation 5/5   epoch 13/120   F1 0.6265101174701188   accuracy 0.7163897280966768   precision 0.6218094405594405   recall 0.685445290429776
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deviation 5/5   epoch 14/120   F1 0.6417320422566031   accuracy 0.7197885196374623   precision 0.6346282394076511   recall 0.6860689057236664
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deviation 5/5   epoch 15/120   F1 0.6370614035087719   accuracy 0.7250755287009063   precision 0.6308823529411764   recall 0.700944170771757
deviation 5/5   epoch 16/120   F1 0.6542530247295693   accuracy 0.7288519637462235   precision 0.6456962155491568   recall 0.6996863933473105
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deviation 5/5   epoch 17/120   F1 0.6585148705574346   accuracy 0.7292296072507553   precision 0.6496889140271493   recall 0.6983992912242143
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deviation 5/5   epoch 18/120   F1 0.6520971497953595   accuracy 0.7311178247734139   precision 0.6436831550802139   recall 0.7062532522890579
deviation 5/5   epoch 19/120   F1 0.6669533285747458   accuracy 0.7348942598187311   precision 0.6573555121349239   recall 0.7061690717760082
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deviation 5/5   epoch 20/120   F1 0.6626462018281003   accuracy 0.7360271903323263   precision 0.6530671534348005   recall 0.7112561485680323
deviation 5/5   epoch 21/120   F1 0.6738576938689358   accuracy 0.7420694864048338   precision 0.6632995680789798   recall 0.7181427284755475
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deviation 5/5   epoch 22/120   F1 0.678399972157954   accuracy 0.7443353474320241   precision 0.6675647881530234   recall 0.7203844453405086
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deviation 5/5   epoch 23/120   F1 0.6839849283245509   accuracy 0.7454682779456193   precision 0.6732646030440148   recall 0.7193782552083333
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deviation 5/5   epoch 24/120   F1 0.6794992976572665   accuracy 0.7443353474320241   precision 0.6687062937062938   recall 0.7196546013404554
deviation 5/5   epoch 25/120   F1 0.6954623756949339   accuracy 0.7515105740181269   precision 0.6846385232414645   recall 0.7254652652200121
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deviation 5/5   epoch 26/120   F1 0.6865385883121826   accuracy 0.7477341389728097   precision 0.6755321883998355   recall 0.7227751040052206
deviation 5/5   epoch 27/120   F1 0.6892709134400528   accuracy 0.7496223564954683   precision 0.678087721102427   recall 0.7252198135821506
deviation 5/5   epoch 28/120   F1 0.694338232335735   accuracy 0.7518882175226587   precision 0.6832090703414233   recall 0.7269547139976003
deviation 5/5   epoch 29/120   F1 0.6896946334145471   accuracy 0.7503776435045317   precision 0.678367955573838   recall 0.7266427211631046
deviation 5/5   epoch 30/120   F1 0.6991314301104229   accuracy 0.7552870090634441   precision 0.6877519539284245   recall 0.7312886388973345
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deviation 5/5   epoch 31/120   F1 0.7013809546468411   accuracy 0.7556646525679759   precision 0.6903177704648293   recall 0.7306553217874806
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deviation 5/5   epoch 32/120   F1 0.7029949330671768   accuracy 0.754154078549849   precision 0.6928964417935006   recall 0.7266821053045014
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deviation 5/5   epoch 33/120   F1 0.7055245197053004   accuracy 0.7571752265861027   precision 0.694873508844097   recall 0.7313116678911555
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deviation 5/5   epoch 34/120   F1 0.7066178967617793   accuracy 0.7564199395770392   precision 0.696590909090909   recall 0.7292202969647781
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deviation 5/5   epoch 35/120   F1 0.7010370205173952   accuracy 0.7552870090634441   precision 0.6900349650349651   recall 0.7300672310756973
deviation 5/5   epoch 36/120   F1 0.6988485268057352   accuracy 0.7533987915407855   precision 0.6880501851090086   recall 0.7274224302305425
deviation 5/5   epoch 37/120   F1 0.7071127526726422   accuracy 0.7579305135951662   precision 0.6965806252570959   recall 0.7319323270354403
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deviation 5/5   epoch 38/120   F1 0.7075276087098048   accuracy 0.7571752265861027   precision 0.6974418963389551   recall 0.7302125277378713
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deviation 5/5   epoch 39/120   F1 0.7052982189957289   accuracy 0.7571752265861027   precision 0.6945881324557794   recall 0.7314433214304553
deviation 5/5   epoch 40/120   F1 0.7114132113271181   accuracy 0.7590634441087614   precision 0.7017096873714521   recall 0.7318551485277256
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deviation 5/5   epoch 41/120   F1 0.7133666510766314   accuracy 0.7598187311178247   precision 0.703987556561086   recall 0.7323211028247
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deviation 5/5   epoch 42/120   F1 0.7056316769907532   accuracy 0.7605740181268882   precision 0.693708864664747   recall 0.7386268622681667
deviation 5/5   epoch 43/120   F1 0.7165599341674217   accuracy 0.7628398791540786   precision 0.7068207527766351   recall 0.7364117258100066
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deviation 5/5   epoch 44/120   F1 0.7198214458226695   accuracy 0.7654833836858006   precision 0.7099418963389552   recall 0.7397590635599783
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deviation 5/5   epoch 45/120   F1 0.7105136528481131   accuracy 0.7601963746223565   precision 0.6999897161661868   recall 0.7345543044565408
deviation 5/5   epoch 46/120   F1 0.7101273980932357   accuracy 0.7617069486404834   precision 0.6988379267791032   recall 0.7379606275773107
deviation 5/5   epoch 47/120   F1 0.7107182917087643   accuracy 0.7628398791540786   precision 0.6991155902920608   recall 0.7400416558187972
deviation 5/5   epoch 48/120   F1 0.7134199134199135   accuracy 0.763595166163142   precision 0.7022495886466474   recall 0.7398237912322418
deviation 5/5   epoch 49/120   F1 0.7248670085849606   accuracy 0.7681268882175226   precision 0.7156314273961333   recall 0.7421002496860882
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deviation 5/5   epoch 50/120   F1 0.718654860475906   accuracy 0.7662386706948641   precision 0.7079391197038256   recall 0.7419834384356645
deviation 5/5   epoch 51/120   F1 0.7109595738730086   accuracy 0.763595166163142   precision 0.6991104483751542   recall 0.7415695815592882
deviation 5/5   epoch 52/120   F1 0.7203154980526656   accuracy 0.7662386706948641   precision 0.7102221308103661   recall 0.7409663052967764
deviation 5/5   epoch 53/120   F1 0.7190042796769945   accuracy 0.7666163141993958   precision 0.7082219251336899   recall 0.7425467559109354
deviation 5/5   epoch 54/120   F1 0.7206815731857603   accuracy 0.7677492447129909   precision 0.7099264705882353   recall 0.7438263655753112
deviation 5/5   epoch 55/120   F1 0.7168367981849586   accuracy 0.7647280966767371   precision 0.7062371452077334   recall 0.740002812369339
deviation 5/5   epoch 56/120   F1 0.716198462070172   accuracy 0.7647280966767371   precision 0.7053810160427807   recall 0.7404047623525871
deviation 5/5   epoch 57/120   F1 0.7210340554281802   accuracy 0.7654833836858006   precision 0.7116541546688606   recall 0.739107120425615
deviation 5/5   epoch 58/120   F1 0.7203316343627947   accuracy 0.7685045317220544   precision 0.7090651995063759   recall 0.7456828085027316
deviation 5/5   epoch 59/120   F1 0.7215092593400132   accuracy 0.7677492447129909   precision 0.7110679761415055   recall 0.7432952448266383
deviation 5/5   epoch 60/120   F1 0.7275418857730812   accuracy 0.7681268882175226   precision 0.7196266968325792   recall 0.7408245306901442
update
deviation 5/5   epoch 61/120   F1 0.7255195744460307   accuracy 0.7673716012084593   precision 0.7170634512546277   recall 0.7403884755665269
deviation 5/5   epoch 62/120   F1 0.7204307766066779   accuracy 0.7654833836858006   precision 0.7107980255039079   recall 0.7394250318473663
deviation 5/5   epoch 63/120   F1 0.7229314496419421   accuracy 0.7677492447129909   precision 0.7130656108597285   recall 0.7424394899567406
deviation 5/5   epoch 64/120   F1 0.7222909850578005   accuracy 0.7692598187311178   precision 0.7113430686960098   recall 0.7459446905683155
deviation 5/5   epoch 65/120   F1 0.7231160313539697   accuracy 0.7692598187311178   precision 0.7124845742492801   recall 0.7453906489500128
deviation 5/5   epoch 66/120   F1 0.7254126404063399   accuracy 0.7685045317220544   precision 0.716199609214315   recall 0.7425262320009863
deviation 5/5   epoch 67/120   F1 0.7204729227668534   accuracy 0.7677492447129909   precision 0.7096410941999177   recall 0.74396406450199
deviation 5/5   epoch 68/120   F1 0.7227847154714724   accuracy 0.7700151057401813   precision 0.7116233031674208   recall 0.7472279476638322
deviation 5/5   epoch 69/120   F1 0.722064610535025   accuracy 0.7681268882175226   precision 0.7116361579596874   recall 0.7437210403991059
deviation 5/5   epoch 70/120   F1 0.720963925425308   accuracy 0.7685045317220544   precision 0.7099213286713286   recall 0.7452396238103283
deviation 5/5   epoch 71/120   F1 0.7307402692671017   accuracy 0.7707703927492447   precision 0.7227478403948993   recall 0.7440482603744806
update
deviation 5/5   epoch 72/120   F1 0.7272044013172285   accuracy 0.7700151057401813   precision 0.7179015837104072   recall 0.7444354559029123
deviation 5/5   epoch 73/120   F1 0.7257228025867288   accuracy 0.7692598187311178   precision 0.7161944672974085   recall 0.7438029797304399
deviation 5/5   epoch 74/120   F1 0.7253344383733696   accuracy 0.7707703927492447   precision 0.7147573015220074   recall 0.7470836442264105
deviation 5/5   epoch 75/120   F1 0.724932696468084   accuracy 0.7692598187311178   precision 0.7150529617441382   recall 0.7442578012359333
deviation 5/5   epoch 76/120   F1 0.7254279112869791   accuracy 0.7715256797583081   precision 0.7144667832167833   recall 0.7486232345698329
deviation 5/5   epoch 77/120   F1 0.7269306781661391   accuracy 0.7707703927492447   precision 0.7170403126285478   recall 0.7460709749491178
deviation 5/5   epoch 78/120   F1 0.7311403992686911   accuracy 0.7734138972809668   precision 0.7215883381324557   recall 0.7487883729992639
update
deviation 5/5   epoch 79/120   F1 0.7267413533657018   accuracy 0.7722809667673716   precision 0.7158885232414645   recall 0.7493217449137364
deviation 5/5   epoch 80/120   F1 0.7302125535486562   accuracy 0.7749244712990937   precision 0.719295043192102   recall 0.7525410430637592
deviation 5/5   epoch 81/120   F1 0.727518397987143   accuracy 0.7707703927492447   precision 0.7178964417935005   recall 0.7457223001402524
deviation 5/5   epoch 82/120   F1 0.7274913904433922   accuracy 0.7688821752265861   precision 0.7190508021390374   recall 0.7421832363107149
deviation 5/5   epoch 83/120   F1 0.7283376652586846   accuracy 0.7722809667673716   precision 0.7181715343480048   recall 0.7482493317292398
deviation 5/5   epoch 84/120   F1 0.7244828339064462   accuracy 0.7696374622356495   precision 0.7141942616207322   recall 0.7452921848501979
deviation 5/5   epoch 85/120   F1 0.7236951104945546   accuracy 0.7707703927492447   precision 0.7124742904154668   recall 0.748222109590584
deviation 5/5   epoch 86/120   F1 0.7295400432900434   accuracy 0.7719033232628398   precision 0.7201717400246812   recall 0.7467669432918396
deviation 5/5   epoch 87/120   F1 0.7249783624718713   accuracy 0.7688821752265861   precision 0.7153409090909091   recall 0.7434890042006425
deviation 5/5   epoch 88/120   F1 0.7260736729001378   accuracy 0.7696374622356495   precision 0.7164772727272728   recall 0.744338494753459
deviation 5/5   epoch 89/120   F1 0.7244299772698837   accuracy 0.7685045317220544   precision 0.7147727272727273   recall 0.7430636529815218
deviation 5/5   epoch 90/120   F1 0.7252355241642605   accuracy 0.7700151057401813   precision 0.7150478198272316   recall 0.745590159951437
deviation 5/5   epoch 91/120   F1 0.7238385540576262   accuracy 0.7711480362537765   precision 0.7124717194570136   recall 0.7489486938500096
deviation 5/5   epoch 92/120   F1 0.7291882018934377   accuracy 0.7715256797583081   precision 0.719888934594817   recall 0.7462358757621277
deviation 5/5   epoch 93/120   F1 0.7278134826083587   accuracy 0.7696374622356495   precision 0.7190456602221309   recall 0.7434042310054709
deviation 5/5   epoch 94/120   F1 0.7253698785192633   accuracy 0.7719033232628398   precision 0.7141788358700123   recall 0.7494856475450339
deviation 5/5   epoch 95/120   F1 0.7282929562798623   accuracy 0.7707703927492447   precision 0.719037947346771   recall 0.745282923806309
deviation 5/5   epoch 96/120   F1 0.7238178014613766   accuracy 0.7700151057401813   precision 0.7130501851090086   recall 0.7465108150417765
deviation 5/5   epoch 97/120   F1 0.726620600286936   accuracy 0.7700151057401813   precision 0.7170454545454545   recall 0.7447626399353462
deviation 5/5   epoch 98/120   F1 0.7261842563566702   accuracy 0.770392749244713   precision 0.7161867544220486   recall 0.7457678638234194
deviation 5/5   epoch 99/120   F1 0.7262281503382695   accuracy 0.7700151057401813   precision 0.7164747017688193   recall 0.7449898199746718
deviation 5/5   epoch 100/120   F1 0.7253861688772446   accuracy 0.770392749244713   precision 0.7150452488687783   recall 0.7462667231957791
deviation 5/5   epoch 101/120   F1 0.7270804421493591   accuracy 0.7692598187311178   precision 0.7181921020156314   recall 0.7430760572174482
deviation 5/5   epoch 102/120   F1 0.7261870884411736   accuracy 0.7685045317220544   precision 0.7173411147675854   recall 0.7421280182046404
deviation 5/5   epoch 103/120   F1 0.7294356419527128   accuracy 0.7707703927492447   precision 0.7207502056766762   recall 0.7446770844093624
deviation 5/5   epoch 104/120   F1 0.7305296148624669   accuracy 0.7737915407854985   precision 0.7204442616207323   recall 0.7499302259658511
deviation 5/5   epoch 105/120   F1 0.7268633104517979   accuracy 0.7669939577039275   precision 0.7193490333196215   recall 0.7391643627775617
deviation 5/5   epoch 106/120   F1 0.7267334644126464   accuracy 0.7707703927492447   precision 0.7167549362402303   recall 0.7461909089913601
deviation 5/5   epoch 107/120   F1 0.7278304123402212   accuracy 0.7715256797583081   precision 0.7178912998765941   recall 0.7470357877033011
deviation 5/5   epoch 108/120   F1 0.7282430213464697   accuracy 0.7688821752265861   precision 0.7201923076923077   recall 0.7418394777265744
deviation 5/5   epoch 109/120   F1 0.7257669143448928   accuracy 0.7666163141993958   precision 0.7179247223364871   recall 0.7389582857610022
deviation 5/5   epoch 110/120   F1 0.7274462192024049   accuracy 0.7662386706948641   precision 0.7207810571781159   recall 0.7377243242158384
deviation 5/5   epoch 111/120   F1 0.7252835466736329   accuracy 0.7696374622356495   precision 0.7153357671740025   recall 0.7448004349046016
deviation 5/5   epoch 112/120   F1 0.727167344494958   accuracy 0.7681268882175226   precision 0.7190559440559441   recall 0.7409867548357718
deviation 5/5   epoch 113/120   F1 0.7256345574503134   accuracy 0.7700151057401813   precision 0.7156185726038667   recall 0.7453444108429903
deviation 5/5   epoch 114/120   F1 0.7284849909939037   accuracy 0.7707703927492447   precision 0.7193233237350884   recall 0.7451775610281834
deviation 5/5   epoch 115/120   F1 0.7275903781141473   accuracy 0.7700151057401813   precision 0.7184723364870425   recall 0.7442262578362163
deviation 5/5   epoch 116/120   F1 0.7300536724051374   accuracy 0.7696374622356495   precision 0.7224701768819416   recall 0.7423736551836176
deviation 5/5   epoch 117/120   F1 0.7235794989356477   accuracy 0.7688821752265861   precision 0.7133432743726862   recall 0.7443176465046165
deviation 5/5   epoch 118/120   F1 0.7270104479150639   accuracy 0.7700151057401813   precision 0.7176162073220897   recall 0.7445427210881406
deviation 5/5   epoch 119/120   F1 0.7270045889822518   accuracy 0.7677492447129909   precision 0.7190585150143973   recall 0.7403975355055776
deviation 5/5   epoch 120/120   F1 0.7264912967061592   accuracy 0.7669939577039275   precision 0.7187782805429864   recall 0.7393108311520855

