deviation 1/5   epoch 1/150   F1 0.4332875745136487   accuracy 0.6363293051359517   precision 0.4907959687371452   recall 0.4682550238863211
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deviation 1/5   epoch 2/150   F1 0.4286207233057774   accuracy 0.6401057401812689   precision 0.49134101192924723   recall 0.46555242183964185
deviation 1/5   epoch 3/150   F1 0.431654797855904   accuracy 0.6499244712990937   precision 0.49812320032908264   recall 0.49087975962544544
deviation 1/5   epoch 4/150   F1 0.4565850652055388   accuracy 0.6567220543806647   precision 0.5106334841628959   recall 0.5413179589767412
update
deviation 1/5   epoch 5/150   F1 0.48343677164220633   accuracy 0.6597432024169184   precision 0.5225987248046071   recall 0.5655521312832444
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deviation 1/5   epoch 6/150   F1 0.5514201505892063   accuracy 0.6831570996978852   precision 0.564960407239819   recall 0.6311047548628542
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deviation 1/5   epoch 7/150   F1 0.5788000254501495   accuracy 0.6978851963746223   precision 0.5854072398190044   recall 0.6613247863247864
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deviation 1/5   epoch 8/150   F1 0.6056390904542687   accuracy 0.7099697885196374   precision 0.6055866927190456   recall 0.6804730997569903
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deviation 1/5   epoch 9/150   F1 0.6276703464408183   accuracy 0.7186555891238671   precision 0.622935520361991   recall 0.6903635826189772
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deviation 1/5   epoch 10/150   F1 0.6414567255182015   accuracy 0.7273413897280967   precision 0.634576820238585   recall 0.7038610730309073
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deviation 1/5   epoch 11/150   F1 0.6650682025257253   accuracy 0.7401812688821753   precision 0.6550365076100371   recall 0.71990817558229
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deviation 1/5   epoch 12/150   F1 0.6789700809675696   accuracy 0.7462235649546828   precision 0.6678373097490744   recall 0.7245003232595568
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deviation 1/5   epoch 13/150   F1 0.6803593153286673   accuracy 0.75   precision 0.668667729329494   recall 0.7331146865272823
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deviation 1/5   epoch 14/150   F1 0.6864042641093582   accuracy 0.752643504531722   precision 0.6743572603866721   recall 0.734776670846867
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deviation 1/5   epoch 15/150   F1 0.6963922619696545   accuracy 0.754154078549849   precision 0.6849059029206088   recall 0.730616735673832
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deviation 1/5   epoch 16/150   F1 0.6927548658486941   accuracy 0.7549093655589124   precision 0.6806201151789387   recall 0.7351663267688564
deviation 1/5   epoch 17/150   F1 0.7051577098700388   accuracy 0.7605740181268882   precision 0.6931381118881119   recall 0.7389864477953808
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deviation 1/5   epoch 18/150   F1 0.7066710905948516   accuracy 0.7617069486404834   precision 0.6945572809543398   recall 0.7404734156519832
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deviation 1/5   epoch 19/150   F1 0.7098109624417748   accuracy 0.763595166163142   precision 0.6976835664335664   recall 0.7424512833448951
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deviation 1/5   epoch 20/150   F1 0.7089906759205873   accuracy 0.7639728096676737   precision 0.6965394899218429   recall 0.7440167676540367
deviation 1/5   epoch 21/150   F1 0.7089984935469652   accuracy 0.7632175226586103   precision 0.6968300082270671   recall 0.7422034602076124
deviation 1/5   epoch 22/150   F1 0.7106078884770664   accuracy 0.7662386706948641   precision 0.6976655697243932   recall 0.7482357147988477
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deviation 1/5   epoch 23/150   F1 0.7151269973111876   accuracy 0.7673716012084593   precision 0.7027946318387495   recall 0.7470999533235804
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deviation 1/5   epoch 24/150   F1 0.7182327403560615   accuracy 0.7662386706948641   precision 0.7073683669271904   recall 0.7422571380300726
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deviation 1/5   epoch 25/150   F1 0.7198830198416772   accuracy 0.7696374622356495   precision 0.7079159810777458   recall 0.7485676875222839
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deviation 1/5   epoch 26/150   F1 0.7238385540576262   accuracy 0.7711480362537765   precision 0.7124717194570136   recall 0.7489486938500096
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deviation 1/5   epoch 27/150   F1 0.7266877302182868   accuracy 0.7726586102719033   precision 0.7156005758946935   recall 0.75017675856123
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deviation 1/5   epoch 28/150   F1 0.7241238464855542   accuracy 0.7719033232628398   precision 0.7124665775401069   recall 0.7504249961363987
deviation 1/5   epoch 29/150   F1 0.7259836130733575   accuracy 0.7719033232628398   precision 0.715034965034965   recall 0.7490441990924357
deviation 1/5   epoch 30/150   F1 0.7259587506949166   accuracy 0.774546827794562   precision 0.7135900863842041   recall 0.7550879495829927
deviation 1/5   epoch 31/150   F1 0.7237523239764707   accuracy 0.7737915407854985   precision 0.7110268408062526   recall 0.7552097300633431
deviation 1/5   epoch 32/150   F1 0.724047087071064   accuracy 0.7734138972809668   precision 0.711600164541341   recall 0.7540246913580246
deviation 1/5   epoch 33/150   F1 0.7304217250769897   accuracy 0.7764350453172205   precision 0.7187140065816537   recall 0.7557610960287897
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deviation 1/5   epoch 34/150   F1 0.7314276472507079   accuracy 0.7764350453172205   precision 0.7201408885232414   recall 0.7549576589130668
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deviation 1/5   epoch 35/150   F1 0.7293521540121917   accuracy 0.7737915407854985   precision 0.7187320032908269   recall 0.7507207137515794
deviation 1/5   epoch 36/150   F1 0.7277884547960463   accuracy 0.7719033232628398   precision 0.7176033525298231   recall 0.7478281111374636
deviation 1/5   epoch 37/150   F1 0.7291025265659714   accuracy 0.775679758308157   precision 0.7172922665569725   recall 0.7550986221571616
deviation 1/5   epoch 38/150   F1 0.728838402598293   accuracy 0.7760574018126888   precision 0.7167189428218841   recall 0.7562050978112618
deviation 1/5   epoch 39/150   F1 0.7308061787020359   accuracy 0.7749244712990937   precision 0.7201511723570546   recall 0.752113953269267
deviation 1/5   epoch 40/150   F1 0.7327709284342498   accuracy 0.7768126888217523   precision 0.7218505758946936   recall 0.7547683632082609
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deviation 1/5   epoch 41/150   F1 0.7309622714354969   accuracy 0.7753021148036254   precision 0.7201486013986014   recall 0.7528138528138528
deviation 1/5   epoch 42/150   F1 0.7313324624922701   accuracy 0.777190332326284   precision 0.7195649938296997   recall 0.7567562285978853
deviation 1/5   epoch 43/150   F1 0.7319359797946521   accuracy 0.777190332326284   precision 0.7204211229946524   recall 0.756261956001913
deviation 1/5   epoch 44/150   F1 0.7361943617325775   accuracy 0.779833836858006   precision 0.7249691484985603   recall 0.7588326294640118
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deviation 1/5   epoch 45/150   F1 0.7361943617325775   accuracy 0.779833836858006   precision 0.7249691484985603   recall 0.7588326294640118
deviation 1/5   epoch 46/150   F1 0.7349680631926099   accuracy 0.7783232628398792   precision 0.7241233031674208   recall 0.7564259067380374
deviation 1/5   epoch 47/150   F1 0.7317354773615321   accuracy 0.777190332326284   precision 0.7201357466063348   recall 0.7564245391791324
deviation 1/5   epoch 48/150   F1 0.7369927725531173   accuracy 0.7794561933534743   precision 0.7263986013986015   recall 0.757377010849233
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deviation 1/5   epoch 49/150   F1 0.7373480246199222   accuracy 0.779833836858006   precision 0.7266814068284657   recall 0.7579324013500714
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deviation 1/5   epoch 50/150   F1 0.733637339055794   accuracy 0.7779456193353474   precision 0.7224136157959686   recall 0.7566148552444234
deviation 1/5   epoch 51/150   F1 0.7281311822780376   accuracy 0.7753021148036254   precision 0.7161533319621556   recall 0.7550248541171385
deviation 1/5   epoch 52/150   F1 0.7372268509110614   accuracy 0.7787009063444109   precision 0.7272598724804606   recall 0.7556039418439224
deviation 1/5   epoch 53/150   F1 0.735161334457177   accuracy 0.7783232628398792   precision 0.7244086795557383   recall 0.7562805033357777
deviation 1/5   epoch 54/150   F1 0.7349343915951274   accuracy 0.7787009063444109   precision 0.7238353558206498   recall 0.7572874924642718
deviation 1/5   epoch 55/150   F1 0.737372255236822   accuracy 0.7794561933534743   precision 0.7269693541752364   recall 0.7570970935989283
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deviation 1/5   epoch 56/150   F1 0.7385324858721424   accuracy 0.7783232628398792   precision 0.7295454545454545   recall 0.7539985989168276
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deviation 1/5   epoch 57/150   F1 0.7389001577642552   accuracy 0.7779456193353474   precision 0.7304041546688606   recall 0.7530552543598085
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deviation 1/5   epoch 58/150   F1 0.7375817261961735   accuracy 0.7790785498489426   precision 0.7275426779103249   recall 0.7561473704774273
deviation 1/5   epoch 59/150   F1 0.7387707200182377   accuracy 0.7813444108761329   precision 0.7278126285479227   recall 0.7601679009300834
deviation 1/5   epoch 60/150   F1 0.7392368404602488   accuracy 0.7828549848942599   precision 0.7275169683257918   recall 0.7632496811449777
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deviation 1/5   epoch 61/150   F1 0.7387707200182377   accuracy 0.7813444108761329   precision 0.7278126285479227   recall 0.7601679009300834
deviation 1/5   epoch 62/150   F1 0.7374551695607727   accuracy 0.7809667673716012   precision 0.7261029411764706   recall 0.76038104543234
deviation 1/5   epoch 63/150   F1 0.7399426945701587   accuracy 0.7802114803625377   precision 0.7303887289181407   recall 0.7568834690677468
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deviation 1/5   epoch 64/150   F1 0.7419113758755032   accuracy 0.7817220543806647   precision 0.7323760798025504   recall 0.7586567078754579
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deviation 1/5   epoch 65/150   F1 0.7388342426725829   accuracy 0.7802114803625377   precision 0.7286764705882353   recall 0.757650940417532
deviation 1/5   epoch 66/150   F1 0.7381406580291919   accuracy 0.7790785498489426   precision 0.7283988070752776   recall 0.755765395320315
deviation 1/5   epoch 67/150   F1 0.7381236875973718   accuracy 0.7794561933534743   precision 0.7281108597285068   recall 0.7565610650381114
deviation 1/5   epoch 68/150   F1 0.7399520090423117   accuracy 0.779833836858006   precision 0.7306766762649115   recall 0.7561115285725601
deviation 1/5   epoch 69/150   F1 0.7389829471487375   accuracy 0.7809667673716012   precision 0.7283859522830111   recall 0.7591674130521673
deviation 1/5   epoch 70/150   F1 0.7388153618169696   accuracy 0.7805891238670695   precision 0.7283885232414644   recall 0.758472988926722
deviation 1/5   epoch 71/150   F1 0.7394280119782315   accuracy 0.7768126888217523   precision 0.7321241258741259   recall 0.7507110403021184
deviation 1/5   epoch 72/150   F1 0.7411992314671506   accuracy 0.7787009063444109   precision 0.7335381530234472   recall 0.7532253568242641
deviation 1/5   epoch 73/150   F1 0.7419041841902512   accuracy 0.7820996978851964   precision 0.7320881324557795   recall 0.7594471089076898
deviation 1/5   epoch 74/150   F1 0.7406703534622227   accuracy 0.7783232628398792   precision 0.7329699712052653   recall 0.752808193333431
deviation 1/5   epoch 75/150   F1 0.7403189188463037   accuracy 0.7794561933534743   precision 0.7315353763883176   recall 0.7551362683438154
deviation 1/5   epoch 76/150   F1 0.7413804716526162   accuracy 0.7809667673716012   precision 0.7320958453311395   recall 0.7574694548068037
deviation 1/5   epoch 77/150   F1 0.7390742189450556   accuracy 0.7764350453172205   precision 0.7318413204442616   recall 0.7502115687161317
deviation 1/5   epoch 78/150   F1 0.7422454239278071   accuracy 0.7790785498489426   precision 0.7349624640065817   recall 0.753384042857727
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deviation 1/5   epoch 79/150   F1 0.7410314051535426   accuracy 0.7794561933534743   precision 0.7326768819415879   recall 0.754719954967633
deviation 1/5   epoch 80/150   F1 0.7422697790906756   accuracy 0.7802114803625377   precision 0.7340986219662691   recall 0.7554510054762547
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deviation 1/5   epoch 81/150   F1 0.7417344716555107   accuracy 0.7794561933534743   precision 0.7338183874948581   recall 0.7543318008434288
deviation 1/5   epoch 82/150   F1 0.7422697790906756   accuracy 0.7802114803625377   precision 0.7340986219662691   recall 0.7554510054762547
deviation 1/5   epoch 83/150   F1 0.7422556629579184   accuracy 0.7794561933534743   precision 0.7346745166598108   recall 0.7540587781776482
deviation 1/5   epoch 84/150   F1 0.7403159523936597   accuracy 0.7779456193353474   precision 0.732687165775401   recall 0.7523026315789474
deviation 1/5   epoch 85/150   F1 0.7447437950393728   accuracy 0.7820996978851964   precision 0.7366541546688605   recall 0.7576211416756751
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deviation 1/5   epoch 86/150   F1 0.7422330780904894   accuracy 0.7787009063444109   precision 0.7352504113533526   recall 0.7527232453572257
deviation 1/5   epoch 87/150   F1 0.7418976262442281   accuracy 0.775679758308157   precision 0.7372686137392019   recall 0.7479560445465414
deviation 1/5   epoch 88/150   F1 0.742632689540099   accuracy 0.7768126888217523   precision 0.7375462772521596   recall 0.7494601882506995
deviation 1/5   epoch 89/150   F1 0.743176907802362   accuracy 0.7775679758308157   precision 0.7378265117235705   recall 0.7504618063006016
deviation 1/5   epoch 90/150   F1 0.7457702728313584   accuracy 0.7820996978851964   precision 0.7383664129987659   recall 0.7570548690084818
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deviation 1/5   epoch 91/150   F1 0.7450745250411067   accuracy 0.7817220543806647   precision 0.7375128547922666   recall 0.7567306944120229
deviation 1/5   epoch 92/150   F1 0.7444033968681292   accuracy 0.7787009063444109   precision 0.7389603044014809   recall 0.7518349928876245
deviation 1/5   epoch 93/150   F1 0.7444033968681292   accuracy 0.7787009063444109   precision 0.7389603044014809   recall 0.7518349928876245
deviation 1/5   epoch 94/150   F1 0.7442891206069204   accuracy 0.7794561933534743   precision 0.7380990333196216   recall 0.753116433395375
deviation 1/5   epoch 95/150   F1 0.744536599756596   accuracy 0.7783232628398792   precision 0.7395336281365693   recall 0.7511945484509122
deviation 1/5   epoch 96/150   F1 0.7430589385016356   accuracy 0.7783232628398792   precision 0.7369652406417113   recall 0.7517262309957552
deviation 1/5   epoch 97/150   F1 0.747678401983576   accuracy 0.7832326283987915   precision 0.7406417112299466   recall 0.758122161276712
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deviation 1/5   epoch 98/150   F1 0.7443437963031073   accuracy 0.7779456193353474   precision 0.7395361990950227   recall 0.750672621609987
deviation 1/5   epoch 99/150   F1 0.7454070031645803   accuracy 0.7790785498489426   precision 0.7403846153846154   recall 0.7520869632620322
deviation 1/5   epoch 100/150   F1 0.7469525330755247   accuracy 0.7802114803625377   precision 0.7420891608391609   recall 0.7533442746448558
deviation 1/5   epoch 101/150   F1 0.7466793238698664   accuracy 0.7790785498489426   precision 0.7426676264911558   recall 0.7517068708844927
deviation 1/5   epoch 102/150   F1 0.7499967444101522   accuracy 0.7809667673716012   precision 0.7469354175236529   recall 0.753620203428499
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deviation 1/5   epoch 103/150   F1 0.7464814872904839   accuracy 0.7787009063444109   precision 0.7426701974496093   recall 0.751205608073582
deviation 1/5   epoch 104/150   F1 0.7449990469332429   accuracy 0.7802114803625377   precision 0.7386646441793501   recall 0.7540920338092318
deviation 1/5   epoch 105/150   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
deviation 1/5   epoch 106/150   F1 0.7455200174010419   accuracy 0.7805891238670695   precision 0.7392328259975319   recall 0.7545090276282005
deviation 1/5   epoch 107/150   F1 0.7486756489662528   accuracy 0.7802114803625377   precision 0.745228301110654   recall 0.7528503452754913
deviation 1/5   epoch 108/150   F1 0.7481507389374151   accuracy 0.7775679758308157   precision 0.7469585561497326   recall 0.7494250075464717
deviation 1/5   epoch 109/150   F1 0.7484250864323497   accuracy 0.7794561933534743   precision 0.7455188194158782   recall 0.7518414008623531
deviation 1/5   epoch 110/150   F1 0.7475287836152427   accuracy 0.7764350453172205   precision 0.7469662690250926   recall 0.7481093478799901
deviation 1/5   epoch 111/150   F1 0.7475023430331094   accuracy 0.7794561933534743   precision 0.7438065610859728   recall 0.7520472141674397
deviation 1/5   epoch 112/150   F1 0.7520790703061657   accuracy 0.7802114803625377   precision 0.7517919580419581   recall 0.7523707185338652
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deviation 1/5   epoch 113/150   F1 0.7473617144041316   accuracy 0.7783232628398792   precision 0.7446704031262854   recall 0.7504910550659445
deviation 1/5   epoch 114/150   F1 0.7503363115372352   accuracy 0.7802114803625377   precision 0.7483674413821473   recall 0.7525304014136789
deviation 1/5   epoch 115/150   F1 0.7519047912364366   accuracy 0.7817220543806647   precision 0.7497840394899218   recall 0.754285153438461
deviation 1/5   epoch 116/150   F1 0.7486273114583528   accuracy 0.779833836858006   precision 0.7455162484574249   recall 0.7523253548061076
deviation 1/5   epoch 117/150   F1 0.7505070745204331   accuracy 0.7794561933534743   precision 0.7495140888523242   recall 0.7515558458591561
deviation 1/5   epoch 118/150   F1 0.7464814872904839   accuracy 0.7787009063444109   precision 0.7426701974496093   recall 0.751205608073582
deviation 1/5   epoch 119/150   F1 0.7474287864475134   accuracy 0.7802114803625377   precision 0.7429452900041136   recall 0.7531918257109097
deviation 1/5   epoch 120/150   F1 0.7523455703412208   accuracy 0.7817220543806647   precision 0.7506401686548745   recall 0.7542165595794392
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deviation 1/5   epoch 121/150   F1 0.7509612150463545   accuracy 0.7824773413897281   precision 0.7472105100781572   recall 0.7555662165143272
deviation 1/5   epoch 122/150   F1 0.7527010108710518   accuracy 0.7820996978851964   precision 0.7509229740847387   recall 0.7546589563702899
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deviation 1/5   epoch 123/150   F1 0.7524298227171966   accuracy 0.779833836858006   precision 0.7529360345536816   recall 0.7519374112920109
deviation 1/5   epoch 124/150   F1 0.7531988894661699   accuracy 0.7843655589123867   precision 0.7494806663924312   recall 0.7577426995412251
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deviation 1/5   epoch 125/150   F1 0.7519365271088041   accuracy 0.7802114803625377   precision 0.7515065816536405   recall 0.7523766894811658
deviation 1/5   epoch 126/150   F1 0.7511347689175356   accuracy 0.7775679758308157   precision 0.7529514603044014   recall 0.7494917317256398
deviation 1/5   epoch 127/150   F1 0.7517056522819106   accuracy 0.7783232628398792   precision 0.7532316947758124   recall 0.7503025640276306
deviation 1/5   epoch 128/150   F1 0.7539968175197103   accuracy 0.7820996978851964   precision 0.7534913615795968   recall 0.7545162383234113
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deviation 1/5   epoch 129/150   F1 0.7518438220005876   accuracy 0.7813444108761329   precision 0.7500719868366927   recall 0.7537952988066001
deviation 1/5   epoch 130/150   F1 0.7524679396671763   accuracy 0.7824773413897281   precision 0.7500642739613328   recall 0.7552063244674292
deviation 1/5   epoch 131/150   F1 0.7517944134996393   accuracy 0.7794561933534743   precision 0.7520824763471823   recall 0.7515108607545582
deviation 1/5   epoch 132/150   F1 0.7514398973719616   accuracy 0.7790785498489426   precision 0.751799670917318   recall 0.7510871620344111
deviation 1/5   epoch 133/150   F1 0.7537167651534897   accuracy 0.7783232628398792   precision 0.7575123406005759   recall 0.7506357415295457
deviation 1/5   epoch 134/150   F1 0.7530962191244757   accuracy 0.7790785498489426   precision 0.7552241875771287   recall 0.7512021184867193
deviation 1/5   epoch 135/150   F1 0.7513751301732704   accuracy 0.7768126888217523   precision 0.7543834841628959   recall 0.7488295054530869
deviation 1/5   epoch 136/150   F1 0.7521161907911911   accuracy 0.7783232628398792   precision 0.7540878239407651   recall 0.750347194296451
deviation 1/5   epoch 137/150   F1 0.7465276423280076   accuracy 0.7692598187311178   precision 0.7535787741670095   recall 0.7418673655493739
deviation 1/5   epoch 138/150   F1 0.7487487149537383   accuracy 0.7760574018126888   precision 0.7498226038667215   recall 0.7477374779707253
deviation 1/5   epoch 139/150   F1 0.7501639052311928   accuracy 0.7783232628398792   precision 0.7500925545043192   recall 0.7502355379687206
deviation 1/5   epoch 140/150   F1 0.7538815614764982   accuracy 0.7779456193353474   precision 0.7583710407239819   recall 0.7503762021027456
deviation 1/5   epoch 141/150   F1 0.7517056522819106   accuracy 0.7783232628398792   precision 0.7532316947758124   recall 0.7503025640276306
deviation 1/5   epoch 142/150   F1 0.7529607693574905   accuracy 0.7790785498489426   precision 0.7549388111888111   recall 0.7511856534820438
deviation 1/5   epoch 143/150   F1 0.7508570119531691   accuracy 0.7741691842900302   precision 0.7566844919786097   recall 0.7466677372731653
deviation 1/5   epoch 144/150   F1 0.7517745311654638   accuracy 0.7768126888217523   precision 0.7552396133278486   recall 0.7489157667169999
deviation 1/5   epoch 145/150   F1 0.7508458725222589   accuracy 0.775679758308157   precision 0.7546765734265735   recall 0.747754034234721
deviation 1/5   epoch 146/150   F1 0.7435132677894691   accuracy 0.7654833836858006   precision 0.7518922254216371   recall 0.7384692849949648
deviation 1/5   epoch 147/150   F1 0.7326070184390513   accuracy 0.7511329305135952   precision 0.7468531468531469   recall 0.7273957987337822
deviation 1/5   epoch 148/150   F1 0.7454443093169738   accuracy 0.7685045317220544   precision 0.7521570341423283   recall 0.7409260320308628
deviation 1/5   epoch 149/150   F1 0.7488049255221518   accuracy 0.7726586102719033   precision 0.7541263883175648   recall 0.7448792016806722
deviation 1/5   epoch 150/150   F1 0.7314338702239058   accuracy 0.7515105740181269   precision 0.7434260592348828   recall 0.7261659070714019

deviation 2/5   epoch 1/150   F1 0.42346311475409837   accuracy 0.6533232628398792   precision 0.49752930892636776   recall 0.4843096917450366
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deviation 2/5   epoch 2/150   F1 0.45722775546139877   accuracy 0.6623867069486404   precision 0.5140194364459071   recall 0.5621212121212121
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deviation 2/5   epoch 3/150   F1 0.5135552010026049   accuracy 0.6665407854984894   precision 0.5391042780748663   recall 0.5909016203617239
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deviation 2/5   epoch 4/150   F1 0.5580226498441627   accuracy 0.6740936555891238   precision 0.5658782394076511   recall 0.6114805521384981
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deviation 2/5   epoch 5/150   F1 0.5846288691334814   accuracy 0.6876888217522659   precision 0.5866181612505141   recall 0.6364904679288318
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deviation 2/5   epoch 6/150   F1 0.6110455369474815   accuracy 0.7039274924471299   precision 0.6084815919374743   recall 0.6637883851734538
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deviation 2/5   epoch 7/150   F1 0.6230448624580596   accuracy 0.7148791540785498   precision 0.6189659605100781   recall 0.6835853153171918
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deviation 2/5   epoch 8/150   F1 0.6491129723130011   accuracy 0.7246978851963746   precision 0.6411584738790621   recall 0.6931997420719225
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deviation 2/5   epoch 9/150   F1 0.6673673601717098   accuracy 0.7386706948640483   precision 0.6573298025503909   recall 0.7144461615556326
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deviation 2/5   epoch 10/150   F1 0.6902082560842757   accuracy 0.7503776435045317   precision 0.6789387083504731   recall 0.7262960202300839
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deviation 2/5   epoch 11/150   F1 0.6934403716099848   accuracy 0.7556646525679759   precision 0.6811857260386672   recall 0.7364948929298014
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deviation 2/5   epoch 12/150   F1 0.6986746606640566   accuracy 0.7583081570996979   precision 0.6863045043192102   recall 0.7387211543212927
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deviation 2/5   epoch 13/150   F1 0.7023339338018679   accuracy 0.7590634441087614   precision 0.6902946318387495   recall 0.7376086649460045
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deviation 2/5   epoch 14/150   F1 0.702436376523893   accuracy 0.7594410876132931   precision 0.6902920608802962   recall 0.7384246116975143
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deviation 2/5   epoch 15/150   F1 0.7047554173767765   accuracy 0.7617069486404834   precision 0.6922742698477993   recall 0.7420261890025607
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deviation 2/5   epoch 16/150   F1 0.7092226117109872   accuracy 0.7617069486404834   precision 0.697696421225833   recall 0.7385823931617301
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deviation 2/5   epoch 17/150   F1 0.7078817803884845   accuracy 0.7651057401812689   precision 0.6948195187165775   recall 0.7478413595510028
deviation 2/5   epoch 18/150   F1 0.7110868223447359   accuracy 0.7654833836858006   precision 0.6985268408062526   recall 0.7459299765675572
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deviation 2/5   epoch 19/150   F1 0.7075336711305036   accuracy 0.7647280966767371   precision 0.6945367132867133   recall 0.7471875058699968
deviation 2/5   epoch 20/150   F1 0.7136475648495233   accuracy 0.7685045317220544   precision 0.700503907856849   recall 0.7512194473771312
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deviation 2/5   epoch 21/150   F1 0.7159505776711966   accuracy 0.7685045317220544   precision 0.7033576717400247   recall 0.7491371714341735
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deviation 2/5   epoch 22/150   F1 0.7191405096855938   accuracy 0.7700151057401813   precision 0.7067719045660222   recall 0.7500639337980096
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deviation 2/5   epoch 23/150   F1 0.7164405146170203   accuracy 0.7700151057401813   precision 0.7033473879062114   recall 0.7524692229917638
deviation 2/5   epoch 24/150   F1 0.7175511044889202   accuracy 0.7692598187311178   precision 0.7050647881530234   recall 0.7495965202561304
deviation 2/5   epoch 25/150   F1 0.7190821776992261   accuracy 0.7711480362537765   precision 0.7061934389140272   recall 0.7528883143091379
deviation 2/5   epoch 26/150   F1 0.7216888959073342   accuracy 0.7722809667673716   precision 0.7090394899218428   recall 0.753345080159626
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deviation 2/5   epoch 27/150   F1 0.725393517812005   accuracy 0.7741691842900302   precision 0.7130219045660222   recall 0.7546719205281729
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deviation 2/5   epoch 28/150   F1 0.7270104479150639   accuracy 0.7700151057401813   precision 0.7176162073220897   recall 0.7445427210881406
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deviation 2/5   epoch 29/150   F1 0.7268006058977388   accuracy 0.774546827794562   precision 0.7147315919374744   recall 0.7543674580689763
deviation 2/5   epoch 30/150   F1 0.725040689558216   accuracy 0.7737915407854985   precision 0.712739099136158   recall 0.7540716262325031
deviation 2/5   epoch 31/150   F1 0.726665296141799   accuracy 0.7753021148036254   precision 0.7141556972439326   recall 0.7562922725101477
deviation 2/5   epoch 32/150   F1 0.7270123569118657   accuracy 0.7768126888217523   precision 0.7138600370218018   recall 0.7597425306809409
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deviation 2/5   epoch 33/150   F1 0.7322920510053219   accuracy 0.7790785498489426   precision 0.7198375154257508   recall 0.7604158497708631
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deviation 2/5   epoch 34/150   F1 0.7335505834339988   accuracy 0.7768126888217523   precision 0.7229920814479638   recall 0.7541969905784311
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deviation 2/5   epoch 35/150   F1 0.7415606382771068   accuracy 0.7809667673716012   precision 0.732381221719457   recall 0.757352250305365
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deviation 2/5   epoch 36/150   F1 0.7363882424317557   accuracy 0.779833836858006   precision 0.7252545248868778   recall 0.7586773839970771
deviation 2/5   epoch 37/150   F1 0.7363882424317557   accuracy 0.779833836858006   precision 0.7252545248868778   recall 0.7586773839970771
deviation 2/5   epoch 38/150   F1 0.7366758862568213   accuracy 0.7809667673716012   precision 0.7249614356232004   recall 0.7610388331846671
deviation 2/5   epoch 39/150   F1 0.7359643423985001   accuracy 0.7802114803625377   precision 0.7243958247634719   recall 0.7598855420969259
deviation 2/5   epoch 40/150   F1 0.7354839139323792   accuracy 0.7790785498489426   precision 0.7244035376388318   recall 0.757700128799873
deviation 2/5   epoch 41/150   F1 0.7389829471487375   accuracy 0.7809667673716012   precision 0.7283859522830111   recall 0.7591674130521673
deviation 2/5   epoch 42/150   F1 0.7389829471487375   accuracy 0.7809667673716012   precision 0.7283859522830111   recall 0.7591674130521673
deviation 2/5   epoch 43/150   F1 0.745414431102027   accuracy 0.7817220543806647   precision 0.7380836075689017   recall 0.7565519725177305
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deviation 2/5   epoch 44/150   F1 0.748138612536001   accuracy 0.7858761329305136   precision 0.7391968325791856   recall 0.7629278338861747
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deviation 2/5   epoch 45/150   F1 0.7463281509208246   accuracy 0.7832326283987915   precision 0.738358700123406   recall 0.7588599907861122
deviation 2/5   epoch 46/150   F1 0.7468700010094075   accuracy 0.783987915407855   precision 0.738638934594817   recall 0.7599889641727751
deviation 2/5   epoch 47/150   F1 0.7486691994805585   accuracy 0.7862537764350453   precision 0.7397650143973673   recall 0.7633363829402728
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deviation 2/5   epoch 48/150   F1 0.7465541936418814   accuracy 0.7854984894259819   precision 0.7369163924310983   recall 0.763262245204051
deviation 2/5   epoch 49/150   F1 0.7453046263519039   accuracy 0.7843655589123867   precision 0.7357825997531879   recall 0.7617804409677398
deviation 2/5   epoch 50/150   F1 0.7470888321217679   accuracy 0.7858761329305136   precision 0.7374845742492802   recall 0.7636700784327998
deviation 2/5   epoch 51/150   F1 0.747083512699096   accuracy 0.7854984894259819   precision 0.737772521596051   recall 0.7628820265599419
deviation 2/5   epoch 52/150   F1 0.7458301645783649   accuracy 0.783987915407855   precision 0.7369266762649116   recall 0.7606466174345166
deviation 2/5   epoch 53/150   F1 0.745272355605435   accuracy 0.7824773413897281   precision 0.7372223364870424   recall 0.7580343859413627
deviation 2/5   epoch 54/150   F1 0.7454734126686572   accuracy 0.7836102719033232   precision 0.7366438708350473   recall 0.7601215897810889
deviation 2/5   epoch 55/150   F1 0.7496018474279343   accuracy 0.7847432024169184   precision 0.7426290621143563   recall 0.7598604502599348
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deviation 2/5   epoch 56/150   F1 0.7513004276962201   accuracy 0.783987915407855   precision 0.7463440970793911   recall 0.7577970297029702
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deviation 2/5   epoch 57/150   F1 0.7489975640618629   accuracy 0.7858761329305136   precision 0.7406237145207734   recall 0.762360934450413
deviation 2/5   epoch 58/150   F1 0.748841542911342   accuracy 0.7862537764350453   precision 0.7400503907856849   recall 0.7632194698398469
deviation 2/5   epoch 59/150   F1 0.7486225402385088   accuracy 0.7851208459214502   precision 0.74062885643768   recall 0.7611192598993828
deviation 2/5   epoch 60/150   F1 0.7492710827842645   accuracy 0.7847432024169184   precision 0.7420583093377211   recall 0.7600367886695317
deviation 2/5   epoch 61/150   F1 0.7461689988398383   accuracy 0.7836102719033232   precision 0.7377853763883175   recall 0.7596825739990327
deviation 2/5   epoch 62/150   F1 0.7449037212152001   accuracy 0.7817220543806647   precision 0.737227478403949   recall 0.756822616154953
deviation 2/5   epoch 63/150   F1 0.7512229855351469   accuracy 0.7847432024169184   precision 0.7454828259975319   recall 0.7590788716802153
deviation 2/5   epoch 64/150   F1 0.7454789141462517   accuracy 0.783987915407855   precision 0.7363559234882764   recall 0.7608805459782346
deviation 2/5   epoch 65/150   F1 0.7529271501600756   accuracy 0.7858761329305136   precision 0.7474727478403949   recall 0.7602512965993375
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deviation 2/5   epoch 66/150   F1 0.7494618719324206   accuracy 0.7851208459214502   precision 0.7420557383792679   recall 0.7606316753993734
deviation 2/5   epoch 67/150   F1 0.746254354418678   accuracy 0.7817220543806647   precision 0.7395104895104896   recall 0.756134610890395
deviation 2/5   epoch 68/150   F1 0.7501534264359142   accuracy 0.7836102719033232   precision 0.7446344097079391   recall 0.7576313956534364
deviation 2/5   epoch 69/150   F1 0.748175540445611   accuracy 0.7832326283987915   precision 0.7414978403948993   recall 0.7578734969527261
deviation 2/5   epoch 70/150   F1 0.7553930817610062   accuracy 0.7870090634441088   precision 0.7508895516248457   recall 0.7611150355338642
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deviation 2/5   epoch 71/150   F1 0.7549277939182455   accuracy 0.7858761329305136   precision 0.7511826408885232   recall 0.7595010382033603
deviation 2/5   epoch 72/150   F1 0.7515407711757269   accuracy 0.7847432024169184   precision 0.7460535787741671   recall 0.7589420995670996
deviation 2/5   epoch 73/150   F1 0.7502873404628572   accuracy 0.7851208459214502   precision 0.7434826203208555   recall 0.7601873277328701
deviation 2/5   epoch 74/150   F1 0.7485318911866734   accuracy 0.7836102719033232   precision 0.7417806458247636   recall 0.7583685852065076
deviation 2/5   epoch 75/150   F1 0.7510632949973184   accuracy 0.7847432024169184   precision 0.7451974496092144   recall 0.7591496634684622
deviation 2/5   epoch 76/150   F1 0.7488883922620828   accuracy 0.783987915407855   precision 0.7420634512546278   recall 0.7588647704933809
deviation 2/5   epoch 77/150   F1 0.7505081095632277   accuracy 0.7858761329305136   precision 0.7431921020156315   recall 0.7614542758368592
deviation 2/5   epoch 78/150   F1 0.7504191759348366   accuracy 0.7847432024169184   precision 0.744055944055944   recall 0.7594490588521468
deviation 2/5   epoch 79/150   F1 0.7512948981245391   accuracy 0.7854984894259819   precision 0.7449069313039902   recall 0.7603537196316855
deviation 2/5   epoch 80/150   F1 0.7533660753506776   accuracy 0.7870090634441088   precision 0.7471796585767174   recall 0.7620021528525296
deviation 2/5   epoch 81/150   F1 0.7531988894661699   accuracy 0.7843655589123867   precision 0.7494806663924312   recall 0.7577426995412251
deviation 2/5   epoch 82/150   F1 0.7535520285452453   accuracy 0.7858761329305136   precision 0.7486142533936652   recall 0.7599924315292008
deviation 2/5   epoch 83/150   F1 0.7550279182469448   accuracy 0.7877643504531722   precision 0.7494575277663513   recall 0.7625243506493506
deviation 2/5   epoch 84/150   F1 0.753278455334424   accuracy 0.7877643504531722   precision 0.746318387494858   recall 0.7634150364983572
deviation 2/5   epoch 85/150   F1 0.7522938640508052   accuracy 0.7858761329305136   precision 0.7463312422871247   recall 0.7605357525246174
deviation 2/5   epoch 86/150   F1 0.7534040788240732   accuracy 0.7873867069486404   precision 0.7468917112299465   recall 0.7626569706418317
deviation 2/5   epoch 87/150   F1 0.7545148506017507   accuracy 0.7888972809667674   precision 0.7474521801727685   recall 0.7648264818227406
deviation 2/5   epoch 88/150   F1 0.7553858154110783   accuracy 0.7881419939577039   precision 0.7497403331962156   recall 0.7630085876680626
deviation 2/5   epoch 89/150   F1 0.753922064693646   accuracy 0.7877643504531722   precision 0.7474598930481284   recall 0.7630677019703019
deviation 2/5   epoch 90/150   F1 0.7548715171329157   accuracy 0.7877643504531722   precision 0.7491721513780337   recall 0.7625970331233489
deviation 2/5   epoch 91/150   F1 0.7534841869329747   accuracy 0.7866314199395771   precision 0.7477529823118059   recall 0.7612877707936365
deviation 2/5   epoch 92/150   F1 0.7532138517461735   accuracy 0.7817220543806647   precision 0.7523524269847799   recall 0.7541163982809507
deviation 2/5   epoch 93/150   F1 0.754214189038076   accuracy 0.7851208459214502   precision 0.7506170300287947   recall 0.7585760412639403
deviation 2/5   epoch 94/150   F1 0.7502444409271142   accuracy 0.7805891238670695   precision 0.7477941176470588   recall 0.753048338239686
deviation 2/5   epoch 95/150   F1 0.7545431596719142   accuracy 0.7843655589123867   precision 0.7520490538872892   recall 0.7573934960470222
deviation 2/5   epoch 96/150   F1 0.7550463986289764   accuracy 0.7847432024169184   precision 0.752617235705471   recall 0.7578117825478914
deviation 2/5   epoch 97/150   F1 0.7560550297528372   accuracy 0.7885196374622356   precision 0.7505938914027149   recall 0.7633475898552644
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deviation 2/5   epoch 98/150   F1 0.7532658727940218   accuracy 0.7828549848942599   precision 0.7512032085561497   recall 0.7555715329178347
deviation 2/5   epoch 99/150   F1 0.7569869552233733   accuracy 0.7858761329305136   precision 0.7551779103249692   recall 0.7589772441887392
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deviation 2/5   epoch 100/150   F1 0.755549256992149   accuracy 0.7851208459214502   precision 0.7531854175236528   recall 0.7582298827818994
deviation 2/5   epoch 101/150   F1 0.7566295769815206   accuracy 0.7847432024169184   precision 0.7557563759769642   recall 0.7575441412520064
deviation 2/5   epoch 102/150   F1 0.757606825088792   accuracy 0.7847432024169184   precision 0.7577540106951872   recall 0.757460779706371
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deviation 2/5   epoch 103/150   F1 0.7580877150863745   accuracy 0.7888972809667674   precision 0.7540158371040724   recall 0.7631255513573795
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deviation 2/5   epoch 104/150   F1 0.7581942627324586   accuracy 0.7877643504531722   precision 0.7554504319210201   recall 0.7613615738512165
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deviation 2/5   epoch 105/150   F1 0.7581942627324586   accuracy 0.7877643504531722   precision 0.7554504319210201   recall 0.7613615738512165
deviation 2/5   epoch 106/150   F1 0.7581969249632964   accuracy 0.7862537764350453   precision 0.7571729740847388   recall 0.7592774032342932
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deviation 2/5   epoch 107/150   F1 0.7574157148154341   accuracy 0.7858761329305136   precision 0.7560340394899219   recall 0.7589017208422943
deviation 2/5   epoch 108/150   F1 0.7590586784636237   accuracy 0.7877643504531722   precision 0.7571626902509255   recall 0.7611515355635099
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deviation 2/5   epoch 109/150   F1 0.7569765762727777   accuracy 0.7866314199395771   precision 0.7543166392431098   recall 0.76003686872172
deviation 2/5   epoch 110/150   F1 0.7590586784636237   accuracy 0.7877643504531722   precision 0.7571626902509255   recall 0.7611515355635099
deviation 2/5   epoch 111/150   F1 0.7592010562833325   accuracy 0.7877643504531722   precision 0.7574480666392431   recall 0.7611215996328438
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deviation 2/5   epoch 112/150   F1 0.7619212358955414   accuracy 0.7915407854984894   precision 0.7585638626079803   recall 0.7659067894526717
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deviation 2/5   epoch 113/150   F1 0.7596915707061253   accuracy 0.7896525679758308   precision 0.7562937062937063   recall 0.7637431832237027
deviation 2/5   epoch 114/150   F1 0.7616710935762876   accuracy 0.7888972809667674   precision 0.7611502468120115   recall 0.7622060887662746
deviation 2/5   epoch 115/150   F1 0.7594699897956028   accuracy 0.7870090634441088   precision 0.7588800904977375   recall 0.7600783122572113
deviation 2/5   epoch 116/150   F1 0.7581269449676272   accuracy 0.7873867069486404   precision 0.755738379267791   recall 0.7608337097257394
deviation 2/5   epoch 117/150   F1 0.7576910480571144   accuracy 0.7873867069486404   precision 0.7548822501028383   recall 0.7609458395051086
deviation 2/5   epoch 118/150   F1 0.7580578689123725   accuracy 0.7870090634441088   precision 0.7560263266145619   recall 0.7603176594832544
deviation 2/5   epoch 119/150   F1 0.7611962297816222   accuracy 0.7892749244712991   precision 0.7597207939119703   recall 0.7627880963529473
deviation 2/5   epoch 120/150   F1 0.7588343607035992   accuracy 0.7866314199395771   precision 0.7580265322912382   recall 0.7596770531536898
deviation 2/5   epoch 121/150   F1 0.7593334232422322   accuracy 0.7892749244712991   precision 0.756010900863842   recall 0.7632813264272815
deviation 2/5   epoch 122/150   F1 0.7581969249632964   accuracy 0.7862537764350453   precision 0.7571729740847388   recall 0.7592774032342932
deviation 2/5   epoch 123/150   F1 0.7566058219453585   accuracy 0.7820996978851964   precision 0.7589135129576305   recall 0.7545666190809318
deviation 2/5   epoch 124/150   F1 0.7575785511844697   accuracy 0.783987915407855   precision 0.7586152817770465   recall 0.756597256765616
deviation 2/5   epoch 125/150   F1 0.7603403022898   accuracy 0.7885196374622356   precision 0.7588698066639243   recall 0.7619270589459446
deviation 2/5   epoch 126/150   F1 0.7601286611850029   accuracy 0.7896525679758308   precision 0.757149835458659   recall 0.7636031865569517
deviation 2/5   epoch 127/150   F1 0.7575576722878004   accuracy 0.7858761329305136   precision 0.7563194158782394   recall 0.7588793570730725
deviation 2/5   epoch 128/150   F1 0.7611255650932442   accuracy 0.7911631419939577   precision 0.7574249280131633   recall 0.7656001421796863
deviation 2/5   epoch 129/150   F1 0.7578181053434704   accuracy 0.7881419939577039   precision 0.7543063554092966   recall 0.7620391581844685
deviation 2/5   epoch 130/150   F1 0.7598377572595241   accuracy 0.7896525679758308   precision 0.7565790826820238   recall 0.7636950038147643
deviation 2/5   epoch 131/150   F1 0.7594699897956028   accuracy 0.7870090634441088   precision 0.7588800904977375   recall 0.7600783122572113
deviation 2/5   epoch 132/150   F1 0.7599827442882867   accuracy 0.7881419939577039   precision 0.7585870012340601   recall 0.7614832767561828
deviation 2/5   epoch 133/150   F1 0.7617070912751744   accuracy 0.7911631419939577   precision 0.7585664335664335   recall 0.7653952647005853
deviation 2/5   epoch 134/150   F1 0.7597737705512917   accuracy 0.7885196374622356   precision 0.757728301110654   recall 0.7620481612764934
deviation 2/5   epoch 135/150   F1 0.7581549169847237   accuracy 0.7847432024169184   precision 0.7588955162484574   recall 0.757442701742276
deviation 2/5   epoch 136/150   F1 0.7559355389551317   accuracy 0.7820996978851964   precision 0.7574866310160429   recall 0.7545082834248279
deviation 2/5   epoch 137/150   F1 0.7592010562833325   accuracy 0.7877643504531722   precision 0.7574480666392431   recall 0.7611215996328438
deviation 2/5   epoch 138/150   F1 0.7599388446885587   accuracy 0.7911631419939577   precision 0.7551419169066228   recall 0.7660848406849191
deviation 2/5   epoch 139/150   F1 0.7585518258615294   accuracy 0.7881419939577039   precision 0.7557332373508844   recall 0.7618170715417056
deviation 2/5   epoch 140/150   F1 0.7575785511844697   accuracy 0.783987915407855   precision 0.7586152817770465   recall 0.756597256765616
deviation 2/5   epoch 141/150   F1 0.7616710935762876   accuracy 0.7888972809667674   precision 0.7611502468120115   recall 0.7622060887662746
deviation 2/5   epoch 142/150   F1 0.7613361701082915   accuracy 0.7892749244712991   precision 0.7600061703002879   recall 0.7627603713336261
deviation 2/5   epoch 143/150   F1 0.7577139639639641   accuracy 0.783987915407855   precision 0.7589006581653641   recall 0.756599600456621
deviation 2/5   epoch 144/150   F1 0.7590879005297475   accuracy 0.7858761329305136   precision 0.7594585561497327   recall 0.7587243751822619
deviation 2/5   epoch 145/150   F1 0.7574578693166942   accuracy 0.7813444108761329   precision 0.7617724187577128   recall 0.7540383119584682
deviation 2/5   epoch 146/150   F1 0.7622638799109387   accuracy 0.7885196374622356   precision 0.7628650761003702   recall 0.7616809991809992
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deviation 2/5   epoch 147/150   F1 0.7620823264061861   accuracy 0.7877643504531722   precision 0.763440970793912   recall 0.760815781100859
deviation 2/5   epoch 148/150   F1 0.758556210362499   accuracy 0.7836102719033232   precision 0.7611862402303579   recall 0.7562687023671009
deviation 2/5   epoch 149/150   F1 0.7538361062336107   accuracy 0.7768126888217523   precision 0.7598056355409297   recall 0.7495544068193197
deviation 2/5   epoch 150/150   F1 0.7549180303396716   accuracy 0.7775679758308157   precision 0.7612273755656109   recall 0.7504709873633026

deviation 3/5   epoch 1/150   F1 0.42922532588454376   accuracy 0.6503021148036254   precision 0.4975498765939942   recall 0.48743407172995784
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deviation 3/5   epoch 2/150   F1 0.45880327007087573   accuracy 0.6593655589123867   precision 0.5128984985602633   recall 0.5516215993744084
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deviation 3/5   epoch 3/150   F1 0.5476165860213812   accuracy 0.6786253776435045   precision 0.5612813656931304   recall 0.6205947268898262
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deviation 3/5   epoch 4/150   F1 0.5889033873548027   accuracy 0.6839123867069486   precision 0.5889268819415878   recall 0.6298221415267398
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deviation 3/5   epoch 5/150   F1 0.6343253222431053   accuracy 0.706570996978852   precision 0.6281545660222131   recall 0.6640126117989252
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deviation 3/5   epoch 6/150   F1 0.6394640962510155   accuracy 0.7141238670694864   precision 0.6326691690662278   recall 0.6758411388118635
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deviation 3/5   epoch 7/150   F1 0.6549322093431682   accuracy 0.7197885196374623   precision 0.647184800493624   recall 0.6821244512311511
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deviation 3/5   epoch 8/150   F1 0.6692178489097553   accuracy 0.7273413897280967   precision 0.6611168243521184   recall 0.6914374303126575
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deviation 3/5   epoch 9/150   F1 0.6795515534700998   accuracy 0.7390483383685801   precision 0.6698837926779103   recall 0.7085849773549974
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deviation 3/5   epoch 10/150   F1 0.6894320902450505   accuracy 0.7450906344410876   precision 0.6795454545454546   recall 0.7157684681615916
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deviation 3/5   epoch 11/150   F1 0.6935547334196617   accuracy 0.7488670694864048   precision 0.6832296380090498   recall 0.7211237070620494
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deviation 3/5   epoch 12/150   F1 0.7006932525220858   accuracy 0.7549093655589124   precision 0.6897521596051008   recall 0.7294807487366759
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deviation 3/5   epoch 13/150   F1 0.7050711615093013   accuracy 0.7571752265861027   precision 0.694302756067462   recall 0.7315769314738991
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deviation 3/5   epoch 14/150   F1 0.7086184929454356   accuracy 0.7598187311178247   precision 0.6977092760180995   recall 0.7349162224496342
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deviation 3/5   epoch 15/150   F1 0.7111664565019068   accuracy 0.7601963746223565   precision 0.7008458453311395   recall 0.7341814508302438
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deviation 3/5   epoch 16/150   F1 0.7128837144346627   accuracy 0.7639728096676737   precision 0.7013908885232414   recall 0.7410159017327835
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deviation 3/5   epoch 17/150   F1 0.7162512003271619   accuracy 0.7654833836858006   precision 0.7050904977375565   recall 0.7419725562013961
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deviation 3/5   epoch 18/150   F1 0.7176962004646124   accuracy 0.7677492447129909   precision 0.7059312011517893   recall 0.7459410394285868
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deviation 3/5   epoch 19/150   F1 0.7221492686170212   accuracy 0.7711480362537765   precision 0.7101887083504731   recall 0.7502540650406504
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deviation 3/5   epoch 20/150   F1 0.719829052736401   accuracy 0.7688821752265861   precision 0.70820649938297   recall 0.746887384915554
deviation 3/5   epoch 21/150   F1 0.7166696856810695   accuracy 0.7700151057401813   precision 0.703632764294529   recall 0.7522550640908762
deviation 3/5   epoch 22/150   F1 0.7220114828322198   accuracy 0.7707703927492447   precision 0.7101912793089264   recall 0.7494936109146588
deviation 3/5   epoch 23/150   F1 0.7211711612183347   accuracy 0.7696374622356495   precision 0.7096282394076512   recall 0.7475739652157015
deviation 3/5   epoch 24/150   F1 0.7201497648191733   accuracy 0.770392749244713   precision 0.7079108391608392   recall 0.7501183027498817
deviation 3/5   epoch 25/150   F1 0.721244092325722   accuracy 0.7692598187311178   precision 0.709916186754422   recall 0.7466828455131648
deviation 3/5   epoch 26/150   F1 0.724520234960655   accuracy 0.7707703927492447   precision 0.7136157959687371   recall 0.7476367172219551
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deviation 3/5   epoch 27/150   F1 0.7241090473487478   accuracy 0.7707703927492447   precision 0.713045043192102   recall 0.747925316634641
deviation 3/5   epoch 28/150   F1 0.724893924177431   accuracy 0.7722809667673716   precision 0.7133201357466064   recall 0.7506829935548974
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deviation 3/5   epoch 29/150   F1 0.7229107991673253   accuracy 0.7692598187311178   precision 0.7121991978609625   recall 0.7455261758592353
deviation 3/5   epoch 30/150   F1 0.7204729227668534   accuracy 0.7677492447129909   precision 0.7096410941999177   recall 0.74396406450199
deviation 3/5   epoch 31/150   F1 0.723671389156521   accuracy 0.7696374622356495   precision 0.713052756067462   recall 0.7458145467489321
deviation 3/5   epoch 32/150   F1 0.7249831230202005   accuracy 0.770392749244713   precision 0.7144744960921432   recall 0.7465276546449637
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deviation 3/5   epoch 33/150   F1 0.7272821827105774   accuracy 0.7711480362537765   precision 0.7173231180584121   recall 0.7466135493037463
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deviation 3/5   epoch 34/150   F1 0.7276338483849277   accuracy 0.7715256797583081   precision 0.7176059234882763   recall 0.7471574628690736
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deviation 3/5   epoch 35/150   F1 0.7261842563566702   accuracy 0.770392749244713   precision 0.7161867544220486   recall 0.7457678638234194
deviation 3/5   epoch 36/150   F1 0.7286898175285097   accuracy 0.7726586102719033   precision 0.7184543397778691   recall 0.7487972991570113
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deviation 3/5   epoch 37/150   F1 0.7227880403574708   accuracy 0.7711480362537765   precision 0.7110448375154257   recall 0.7497482376636455
deviation 3/5   epoch 38/150   F1 0.7266885585426006   accuracy 0.7711480362537765   precision 0.7164669888934595   recall 0.7469844529187445
deviation 3/5   epoch 39/150   F1 0.727896971679092   accuracy 0.7726586102719033   precision 0.7173128342245989   recall 0.7493252590562771
deviation 3/5   epoch 40/150   F1 0.7307569512088484   accuracy 0.7734138972809668   precision 0.7210175853558207   recall 0.7490216355414968
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deviation 3/5   epoch 41/150   F1 0.7304044742630773   accuracy 0.773036253776435   precision 0.7207347799259565   recall 0.7484836425860741
deviation 3/5   epoch 42/150   F1 0.7329051841883856   accuracy 0.7753021148036254   precision 0.723002365281777   recall 0.7514802613696903
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deviation 3/5   epoch 43/150   F1 0.7271314266132152   accuracy 0.7737915407854985   precision 0.7155928630193336   recall 0.7523580416423722
deviation 3/5   epoch 44/150   F1 0.7333339181066569   accuracy 0.774546827794562   precision 0.7241490127519539   recall 0.749712330307103
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deviation 3/5   epoch 45/150   F1 0.7351656959592752   accuracy 0.7749244712990937   precision 0.7267148292883587   recall 0.749412410235234
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deviation 3/5   epoch 46/150   F1 0.7338740138785464   accuracy 0.7749244712990937   precision 0.7247171945701357   recall 0.7501316391941392
deviation 3/5   epoch 47/150   F1 0.7323570121296716   accuracy 0.7715256797583081   precision 0.7247403331962156   recall 0.7446517843711409
deviation 3/5   epoch 48/150   F1 0.7329285345532   accuracy 0.777190332326284   precision 0.7218480049362401   recall 0.755481043951977
deviation 3/5   epoch 49/150   F1 0.7334755645053381   accuracy 0.7753021148036254   precision 0.7238584944467297   recall 0.7511177395596528
deviation 3/5   epoch 50/150   F1 0.734206091870814   accuracy 0.775679758308157   precision 0.7247120526532291   recall 0.7514188405922168
deviation 3/5   epoch 51/150   F1 0.7367507651625829   accuracy 0.7768126888217523   precision 0.7278434800493624   recall 0.7521153155459779
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deviation 3/5   epoch 52/150   F1 0.7347670541004307   accuracy 0.775679758308157   precision 0.7255681818181818   recall 0.7510788690476191
deviation 3/5   epoch 53/150   F1 0.7362258722946491   accuracy 0.7760574018126888   precision 0.7275632455779515   recall 0.750967038123666
deviation 3/5   epoch 54/150   F1 0.7378133057443764   accuracy 0.7779456193353474   precision 0.7286918963389551   recall 0.7536933730335285
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deviation 3/5   epoch 55/150   F1 0.7388342426725829   accuracy 0.7802114803625377   precision 0.7286764705882353   recall 0.757650940417532
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deviation 3/5   epoch 56/150   F1 0.7399671942739705   accuracy 0.7783232628398792   precision 0.7318284656519951   recall 0.7531771028191545
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deviation 3/5   epoch 57/150   F1 0.7381952501122939   accuracy 0.7768126888217523   precision 0.7301264911559029   recall 0.7513183967677608
deviation 3/5   epoch 58/150   F1 0.7402731956710844   accuracy 0.7813444108761329   precision 0.7300956396544631   recall 0.7590212684366848
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deviation 3/5   epoch 59/150   F1 0.7417420169795247   accuracy 0.7805891238670695   precision 0.7329545454545454   recall 0.7564881001665149
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deviation 3/5   epoch 60/150   F1 0.740998584628839   accuracy 0.7817220543806647   precision 0.7309491978609626   recall 0.7592982810628257
deviation 3/5   epoch 61/150   F1 0.7413741014803257   accuracy 0.7813444108761329   precision 0.7318078979843685   recall 0.7582446814223736
deviation 3/5   epoch 62/150   F1 0.7406556108404143   accuracy 0.7775679758308157   precision 0.7335458658988071   recall 0.7514687349259594
deviation 3/5   epoch 63/150   F1 0.741553929770699   accuracy 0.7790785498489426   precision 0.7338209584533114   recall 0.7537316451740923
deviation 3/5   epoch 64/150   F1 0.7419163701657672   accuracy 0.7813444108761329   precision 0.7326640271493212   recall 0.7578822322513081
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deviation 3/5   epoch 65/150   F1 0.7421628272970204   accuracy 0.777190332326284   precision 0.736402200740436   recall 0.7502149730059213
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deviation 3/5   epoch 66/150   F1 0.7472981033043063   accuracy 0.7824773413897281   precision 0.7406468531468532   recall 0.7569648053588096
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deviation 3/5   epoch 67/150   F1 0.7431554499529069   accuracy 0.7809667673716012   precision 0.7349496092143151   recall 0.7563796121734447
deviation 3/5   epoch 68/150   F1 0.743652593254982   accuracy 0.7802114803625377   precision 0.7363816330728096   recall 0.7547179742907801
deviation 3/5   epoch 69/150   F1 0.7431554499529069   accuracy 0.7809667673716012   precision 0.7349496092143151   recall 0.7563796121734447
deviation 3/5   epoch 70/150   F1 0.745752080437377   accuracy 0.7817220543806647   precision 0.7386543603455369   recall 0.7563800170133788
deviation 3/5   epoch 71/150   F1 0.7459393674956181   accuracy 0.7820996978851964   precision 0.7386517893870835   recall 0.7569664992100078
deviation 3/5   epoch 72/150   F1 0.7464824143612234   accuracy 0.7828549848942599   precision 0.7389320238584944   recall 0.7580640682543154
deviation 3/5   epoch 73/150   F1 0.743859024831537   accuracy 0.7813444108761329   precision 0.7358031674208145   recall 0.7566947590110655
deviation 3/5   epoch 74/150   F1 0.7411823593073593   accuracy 0.7817220543806647   precision 0.7312345742492801   recall 0.7591660903642232
deviation 3/5   epoch 75/150   F1 0.7475688184363274   accuracy 0.7843655589123867   precision 0.7394924928013163   recall 0.7602971595271211
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deviation 3/5   epoch 76/150   F1 0.7456394191024136   accuracy 0.7832326283987915   precision 0.7372171945701358   recall 0.7592708113804004
deviation 3/5   epoch 77/150   F1 0.7452980649384986   accuracy 0.7836102719033232   precision 0.7363584944467297   recall 0.7602359231951041
deviation 3/5   epoch 78/150   F1 0.74904732504509   accuracy 0.7820996978851964   precision 0.7440739407651172   recall 0.7555989249417946
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deviation 3/5   epoch 79/150   F1 0.7462953500255494   accuracy 0.7824773413897281   precision 0.7389345948169478   recall 0.7574689716312056
deviation 3/5   epoch 80/150   F1 0.7470803952207583   accuracy 0.7817220543806647   precision 0.7409373714520773   recall 0.7557584193002566
deviation 3/5   epoch 81/150   F1 0.7518756454315101   accuracy 0.7836102719033232   precision 0.7477735499794322   recall 0.757002987399056
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deviation 3/5   epoch 82/150   F1 0.7468387151792304   accuracy 0.7832326283987915   precision 0.7392148292883587   recall 0.7585703804982159
deviation 3/5   epoch 83/150   F1 0.7524914869653964   accuracy 0.7862537764350453   precision 0.7463286713286714   recall 0.7611001348939244
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deviation 3/5   epoch 84/150   F1 0.7493805066079295   accuracy 0.783987915407855   precision 0.7429195804195805   recall 0.7586220110361741
deviation 3/5   epoch 85/150   F1 0.7503424980416212   accuracy 0.7858761329305136   precision 0.7429067256273139   recall 0.7615479694467149
deviation 3/5   epoch 86/150   F1 0.7472120249594278   accuracy 0.783987915407855   precision 0.7392096873714521   recall 0.7597841716575225
deviation 3/5   epoch 87/150   F1 0.7475967268747624   accuracy 0.7851208459214502   precision 0.7389165981077745   recall 0.7617631669937686
deviation 3/5   epoch 88/150   F1 0.7495612698479419   accuracy 0.7824773413897281   precision 0.7446421225832991   recall 0.7560159276797245
deviation 3/5   epoch 89/150   F1 0.7494411134780308   accuracy 0.7828549848942599   precision 0.7440687988482106   recall 0.7566715806649377
deviation 3/5   epoch 90/150   F1 0.7472120249594278   accuracy 0.783987915407855   precision 0.7392096873714521   recall 0.7597841716575225
deviation 3/5   epoch 91/150   F1 0.7499440478173772   accuracy 0.7805891238670695   precision 0.7472233648704236   recall 0.7531047511757355
deviation 3/5   epoch 92/150   F1 0.7486029053173544   accuracy 0.7847432024169184   precision 0.7409168037844509   recall 0.7604100665844088
deviation 3/5   epoch 93/150   F1 0.7491210751972751   accuracy 0.7828549848942599   precision 0.7434980460715754   recall 0.7568003866471174
deviation 3/5   epoch 94/150   F1 0.7514122183365977   accuracy 0.7836102719033232   precision 0.7469174208144795   recall 0.7571559580827301
deviation 3/5   epoch 95/150   F1 0.7541168954393894   accuracy 0.7854984894259819   precision 0.7500437062937062   recall 0.7591840487364188
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deviation 3/5   epoch 96/150   F1 0.7492450441745968   accuracy 0.7843655589123867   precision 0.7423462566844921   recall 0.7593620573310579
deviation 3/5   epoch 97/150   F1 0.7502873404628572   accuracy 0.7851208459214502   precision 0.7434826203208555   recall 0.7601873277328701
deviation 3/5   epoch 98/150   F1 0.7529448044359155   accuracy 0.7847432024169184   precision 0.748621966269025   recall 0.7584044784694108
deviation 3/5   epoch 99/150   F1 0.7536365495305584   accuracy 0.7881419939577039   precision 0.7466011929247223   recall 0.76391574440746
deviation 3/5   epoch 100/150   F1 0.7542406637359589   accuracy 0.7877643504531722   precision 0.7480306458247634   recall 0.7629041708111348
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deviation 3/5   epoch 101/150   F1 0.7536582809224318   accuracy 0.7854984894259819   precision 0.7491875771287535   recall 0.7593436938094015
deviation 3/5   epoch 102/150   F1 0.7556596658698497   accuracy 0.790785498489426   precision 0.7477247017688193   recall 0.7677688109291805
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deviation 3/5   epoch 103/150   F1 0.7517389422386949   accuracy 0.7851208459214502   precision 0.7460510078157137   recall 0.7594928171350289
deviation 3/5   epoch 104/150   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426
deviation 3/5   epoch 105/150   F1 0.7531482353879555   accuracy 0.7881419939577039   precision 0.7457450637597696   recall 0.764198948704607
deviation 3/5   epoch 106/150   F1 0.752790085131152   accuracy 0.7877643504531722   precision 0.7454622583299053   recall 0.7636935603256847
deviation 3/5   epoch 107/150   F1 0.7552848050629108   accuracy 0.7862537764350453   precision 0.7514654463183874   recall 0.7599649694479366
deviation 3/5   epoch 108/150   F1 0.7532382816140155   accuracy 0.7836102719033232   precision 0.7503419374742903   recall 0.7566244397137607
deviation 3/5   epoch 109/150   F1 0.7530841539242574   accuracy 0.7858761329305136   precision 0.7477581242287125   recall 0.7601842008457445
deviation 3/5   epoch 110/150   F1 0.7515195387010731   accuracy 0.7832326283987915   precision 0.747490744549568   recall 0.7565377635292331
deviation 3/5   epoch 111/150   F1 0.7526511190679891   accuracy 0.7862537764350453   precision 0.7466140477169889   recall 0.7610234892023685
deviation 3/5   epoch 112/150   F1 0.7542664448015179   accuracy 0.7866314199395771   precision 0.7491798642533937   recall 0.76094594621882
deviation 3/5   epoch 113/150   F1 0.7509005557059668   accuracy 0.7832326283987915   precision 0.7463492389962978   recall 0.7567393407088063
deviation 3/5   epoch 114/150   F1 0.7519694294096756   accuracy 0.7843655589123867   precision 0.7471976552858905   recall 0.7581542441403484
deviation 3/5   epoch 115/150   F1 0.7521342165542007   accuracy 0.7858761329305136   precision 0.7460458658988072   recall 0.7606109251426421
deviation 3/5   epoch 116/150   F1 0.7532861691009107   accuracy 0.7813444108761329   precision 0.7529257507198683   recall 0.7536536943034405
deviation 3/5   epoch 117/150   F1 0.754214189038076   accuracy 0.7851208459214502   precision 0.7506170300287947   recall 0.7585760412639403
deviation 3/5   epoch 118/150   F1 0.7497189102974332   accuracy 0.7824773413897281   precision 0.7449274989716166   recall 0.7559599134862102
deviation 3/5   epoch 119/150   F1 0.7497590202045021   accuracy 0.7828549848942599   precision 0.7446395516248457   recall 0.7565490373176329
deviation 3/5   epoch 120/150   F1 0.7544801740263698   accuracy 0.783987915407855   precision 0.75233700123406   recall 0.7568841196100242
deviation 3/5   epoch 121/150   F1 0.7534450651769088   accuracy 0.783987915407855   precision 0.7503393665158371   recall 0.7571163006854886
deviation 3/5   epoch 122/150   F1 0.7529687891454265   accuracy 0.7862537764350453   precision 0.7471848004936241   recall 0.7608751098907063
deviation 3/5   epoch 123/150   F1 0.7553175498177649   accuracy 0.7854984894259819   precision 0.7523267174002468   recall 0.7588246153034719
deviation 3/5   epoch 124/150   F1 0.754871078104139   accuracy 0.7854984894259819   precision 0.7514705882352941   recall 0.7589482378854626
deviation 3/5   epoch 125/150   F1 0.7510463303064588   accuracy 0.7809667673716012   precision 0.7489330522418758   recall 0.7534188313812733
deviation 3/5   epoch 126/150   F1 0.7520290889883589   accuracy 0.7836102719033232   precision 0.74805892636775   recall 0.7569550092378369
deviation 3/5   epoch 127/150   F1 0.7533274259877764   accuracy 0.7832326283987915   precision 0.7509152612093788   recall 0.7560748104942498
deviation 3/5   epoch 128/150   F1 0.7512110837652903   accuracy 0.7832326283987915   precision 0.746919991772933   recall 0.7566355364944487
deviation 3/5   epoch 129/150   F1 0.7522131985589109   accuracy 0.7851208459214502   precision 0.7469071369806664   recall 0.7592905331294907
deviation 3/5   epoch 130/150   F1 0.75335026703118   accuracy 0.7843655589123867   precision 0.7497660427807487   recall 0.757698028649472
deviation 3/5   epoch 131/150   F1 0.7525545862384101   accuracy 0.7820996978851964   precision 0.7506375976964212   recall 0.7546816577244986
deviation 3/5   epoch 132/150   F1 0.75659733811749   accuracy 0.7870090634441088   precision 0.7531725627313862   recall 0.7607008217553372
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deviation 3/5   epoch 133/150   F1 0.7559058849495766   accuracy 0.7854984894259819   precision 0.753468222953517   recall 0.758680268574712
deviation 3/5   epoch 134/150   F1 0.7544927627995686   accuracy 0.7832326283987915   precision 0.7531982723159194   recall 0.7558803584465928
deviation 3/5   epoch 135/150   F1 0.7546256430303655   accuracy 0.7858761329305136   precision 0.7506118881118882   recall 0.7595995272890694
deviation 3/5   epoch 136/150   F1 0.7540594418267489   accuracy 0.7832326283987915   precision 0.7523421431509667   recall 0.7559428195927904
deviation 3/5   epoch 137/150   F1 0.7533568608492467   accuracy 0.7817220543806647   precision 0.7526378033730975   recall 0.7541044438410716
deviation 3/5   epoch 138/150   F1 0.7515156867212687   accuracy 0.7820996978851964   precision 0.7486399629781982   recall 0.754879753002963
deviation 3/5   epoch 139/150   F1 0.7528585749511219   accuracy 0.7813444108761329   precision 0.7520696215549156   recall 0.7536820377877436
deviation 3/5   epoch 140/150   F1 0.7537681148150741   accuracy 0.7832326283987915   precision 0.7517713903743315   recall 0.7559914050001568
deviation 3/5   epoch 141/150   F1 0.7537094376266538   accuracy 0.7813444108761329   precision 0.753781879884821   recall 0.7536372787264563
deviation 3/5   epoch 142/150   F1 0.7529931331424771   accuracy 0.7851208459214502   precision 0.7483340189222543   recall 0.7589849549721654
deviation 3/5   epoch 143/150   F1 0.7534993867054227   accuracy 0.7817220543806647   precision 0.7529231797614151   recall 0.7540938300686006
deviation 3/5   epoch 144/150   F1 0.7517568717820959   accuracy 0.7817220543806647   precision 0.7494986631016043   recall 0.7543107966457023
deviation 3/5   epoch 145/150   F1 0.7517935001082283   accuracy 0.7802114803625377   precision 0.7512212052653229   recall 0.7523839780147119
deviation 3/5   epoch 146/150   F1 0.7535043826498069   accuracy 0.7854984894259819   precision 0.748902200740436   recall 0.7593999769572288
deviation 3/5   epoch 147/150   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 3/5   epoch 148/150   F1 0.7522816880841121   accuracy 0.7832326283987915   precision 0.7489176264911559   recall 0.7563193620806505
deviation 3/5   epoch 149/150   F1 0.7500944941513553   accuracy 0.7753021148036254   precision 0.7535376388317565   recall 0.7472559605407407
deviation 3/5   epoch 150/150   F1 0.7528474152371356   accuracy 0.779833836858006   precision 0.7537921637186343   recall 0.7519501153319743

deviation 4/5   epoch 1/150   F1 0.4185084829870688   accuracy 0.6423716012084593   precision 0.4893279514603044   recall 0.44735156559651207
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deviation 4/5   epoch 2/150   F1 0.4304285946150322   accuracy 0.6491691842900302   precision 0.4972722130810366   recall 0.48674441775698307
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deviation 4/5   epoch 3/150   F1 0.46635414341344844   accuracy 0.6563444108761329   precision 0.51406057178116   recall 0.547301504929943
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deviation 4/5   epoch 4/150   F1 0.5176031806600117   accuracy 0.6646525679758308   precision 0.5402586384204031   recall 0.5874008584361726
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deviation 4/5   epoch 5/150   F1 0.5661510699228567   accuracy 0.6782477341389728   precision 0.5721282394076511   recall 0.6194627900341931
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deviation 4/5   epoch 6/150   F1 0.5980572997141488   accuracy 0.6944864048338368   precision 0.5974161867544221   recall 0.6478143923102655
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deviation 4/5   epoch 7/150   F1 0.6188642260363959   accuracy 0.7107250755287009   precision 0.6152843480049363   recall 0.6758056927781699
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deviation 4/5   epoch 8/150   F1 0.6481161233883419   accuracy 0.722809667673716   precision 0.6403151995063759   recall 0.6897010775112965
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deviation 4/5   epoch 9/150   F1 0.6594210977732792   accuracy 0.7333836858006042   precision 0.650231386260798   recall 0.7070519702784008
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deviation 4/5   epoch 10/150   F1 0.671466556351617   accuracy 0.7390483383685801   precision 0.6613225010283834   recall 0.7127182444337659
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deviation 4/5   epoch 11/150   F1 0.6780146347799731   accuracy 0.7454682779456193   precision 0.6669863225010284   recall 0.7233620369478795
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deviation 4/5   epoch 12/150   F1 0.6852524204702628   accuracy 0.7507552870090635   precision 0.673513986013986   recall 0.7308771209633278
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deviation 4/5   epoch 13/150   F1 0.7036430045629577   accuracy 0.7594410876132931   precision 0.691718942821884   recall 0.7374965265364652
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deviation 4/5   epoch 14/150   F1 0.7033310531033988   accuracy 0.7609516616314199   precision 0.6908525298231181   recall 0.7413629133011501
deviation 4/5   epoch 15/150   F1 0.7110862775859221   accuracy 0.7647280966767371   precision 0.6988173591114768   recall 0.7441098923819829
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deviation 4/5   epoch 16/150   F1 0.7112033171738936   accuracy 0.7651057401812689   precision 0.6988147881530234   recall 0.744916768014594
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deviation 4/5   epoch 17/150   F1 0.7120172995674581   accuracy 0.7662386706948641   precision 0.6993778280542986   recall 0.7469841578214437
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deviation 4/5   epoch 18/150   F1 0.7171672469891422   accuracy 0.7681268882175226   precision 0.7050725010283834   recall 0.7472229454135209
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deviation 4/5   epoch 19/150   F1 0.7082585943428442   accuracy 0.7647280966767371   precision 0.695392842451666   recall 0.7465261305534268
deviation 4/5   epoch 20/150   F1 0.7176778862825375   accuracy 0.7696374622356495   precision 0.7050622171945702   recall 0.7504049879445449
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deviation 4/5   epoch 21/150   F1 0.7228526256180137   accuracy 0.7719033232628398   precision 0.7107543192102016   recall 0.7514424005962843
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deviation 4/5   epoch 22/150   F1 0.7178278161506734   accuracy 0.7707703927492447   precision 0.7047691279308926   recall 0.7530952908679684
deviation 4/5   epoch 23/150   F1 0.7230983823058317   accuracy 0.7737915407854985   precision 0.7101707116412999   recall 0.7558112426706721
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deviation 4/5   epoch 24/150   F1 0.7238878996422671   accuracy 0.7741691842900302   precision 0.7110242698477993   recall 0.7560239554578205
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deviation 4/5   epoch 25/150   F1 0.7264530726457761   accuracy 0.7753021148036254   precision 0.713870320855615   recall 0.7564826326876843
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deviation 4/5   epoch 26/150   F1 0.725265633187888   accuracy 0.7768126888217523   precision 0.7115770259152612   recall 0.7615098743452919
deviation 4/5   epoch 27/150   F1 0.727514244692353   accuracy 0.7764350453172205   precision 0.7147187371452077   recall 0.75830825521228
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deviation 4/5   epoch 28/150   F1 0.7257907312755605   accuracy 0.7764350453172205   precision 0.7124357260386672   recall 0.7599745150785785
deviation 4/5   epoch 29/150   F1 0.7309643150085425   accuracy 0.7783232628398792   precision 0.7184157754010696   recall 0.7597839440343035
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deviation 4/5   epoch 30/150   F1 0.7305965175647838   accuracy 0.773036253776435   precision 0.721020156314274   recall 0.7483678541480232
deviation 4/5   epoch 31/150   F1 0.7292509633682966   accuracy 0.7760574018126888   precision 0.7172896955985191   recall 0.7558549094962868
deviation 4/5   epoch 32/150   F1 0.7296129691915911   accuracy 0.7749244712990937   precision 0.7184389140271493   recall 0.7529865056395231
deviation 4/5   epoch 33/150   F1 0.7310272882007358   accuracy 0.7764350453172205   precision 0.7195701357466063   recall 0.7552725968436156
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deviation 4/5   epoch 34/150   F1 0.7314318240620958   accuracy 0.7779456193353474   precision 0.7192744755244755   recall 0.758449165613646
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deviation 4/5   epoch 35/150   F1 0.7316838035944497   accuracy 0.7737915407854985   precision 0.7221565199506377   recall 0.7492085156577268
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deviation 4/5   epoch 36/150   F1 0.7318996851238748   accuracy 0.7734138972809668   precision 0.722729843685726   recall 0.7483438108260736
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deviation 4/5   epoch 37/150   F1 0.7331250700360499   accuracy 0.777190332326284   precision 0.7221333813245578   recall 0.7553311583153066
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deviation 4/5   epoch 38/150   F1 0.7343843745060428   accuracy 0.7783232628398792   precision 0.7232671740024681   recall 0.7568744652577448
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deviation 4/5   epoch 39/150   F1 0.7361418121846715   accuracy 0.7779456193353474   precision 0.726123508844097   recall 0.7547745054588537
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deviation 4/5   epoch 40/150   F1 0.7370171887485839   accuracy 0.7790785498489426   precision 0.7266865487453722   recall 0.756546821933572
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deviation 4/5   epoch 41/150   F1 0.7371828295428667   accuracy 0.7794561933534743   precision 0.726683977786919   recall 0.757236049398564
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deviation 4/5   epoch 42/150   F1 0.7362827707399313   accuracy 0.7787009063444109   precision 0.725832990538873   recall 0.7562703675717624
deviation 4/5   epoch 43/150   F1 0.7386272224292041   accuracy 0.7805891238670695   precision 0.7281031468531468   recall 0.7586135407535013
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deviation 4/5   epoch 44/150   F1 0.74120922825472   accuracy 0.779833836858006   precision 0.7326743109831345   recall 0.7553396791360868
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deviation 4/5   epoch 45/150   F1 0.7415480799626071   accuracy 0.7817220543806647   precision 0.7318053270259153   recall 0.7589075475815807
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deviation 4/5   epoch 46/150   F1 0.7400294937586542   accuracy 0.7824773413897281   precision 0.728946421225833   recall 0.7617030343104843
deviation 4/5   epoch 47/150   F1 0.7422512439263738   accuracy 0.7828549848942599   precision 0.7320829905388728   recall 0.7607995365926414
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deviation 4/5   epoch 48/150   F1 0.7420943238982659   accuracy 0.7802114803625377   precision 0.7338132455779515   recall 0.7555504039339656
deviation 4/5   epoch 49/150   F1 0.7420228638388904   accuracy 0.783987915407855   precision 0.7309337721102427   recall 0.7634907597535934
deviation 4/5   epoch 50/150   F1 0.7423609200283763   accuracy 0.7847432024169184   precision 0.7309286301933361   recall 0.7649468023916064
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deviation 4/5   epoch 51/150   F1 0.7453024106758501   accuracy 0.783987915407855   precision 0.7360705470999589   recall 0.7610003183554666
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deviation 4/5   epoch 52/150   F1 0.7438769492085211   accuracy 0.7832326283987915   precision 0.7343634306869601   recall 0.7604253860328253
deviation 4/5   epoch 53/150   F1 0.745283026759   accuracy 0.7828549848942599   precision 0.7369343891402715   recall 0.7587532209733359
deviation 4/5   epoch 54/150   F1 0.7481487157461162   accuracy 0.7862537764350453   precision 0.7389088852324146   recall 0.763698406617574
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deviation 4/5   epoch 55/150   F1 0.7481487157461162   accuracy 0.7862537764350453   precision 0.7389088852324146   recall 0.763698406617574
deviation 4/5   epoch 56/150   F1 0.7497937105677481   accuracy 0.7851208459214502   precision 0.742626491155903   recall 0.7604488141440275
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deviation 4/5   epoch 57/150   F1 0.7499001926482842   accuracy 0.7870090634441088   precision 0.7411867544220485   recall 0.764036025893611
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deviation 4/5   epoch 58/150   F1 0.7458408700212524   accuracy 0.7851208459214502   precision 0.736062834224599   recall 0.7629848764864127
deviation 4/5   epoch 59/150   F1 0.7453024106758501   accuracy 0.783987915407855   precision 0.7360705470999589   recall 0.7610003183554666
deviation 4/5   epoch 60/150   F1 0.7473981056628802   accuracy 0.7843655589123867   precision 0.7392071164129987   recall 0.7604002896695039
deviation 4/5   epoch 61/150   F1 0.748791526303987   accuracy 0.7851208459214502   precision 0.7409142328259976   recall 0.7610182262342733
deviation 4/5   epoch 62/150   F1 0.7482828758707158   accuracy 0.7851208459214502   precision 0.7400581036610449   recall 0.7613266723341134
deviation 4/5   epoch 63/150   F1 0.7482654640550782   accuracy 0.7847432024169184   precision 0.7403460510078157   recall 0.7606071587867975
deviation 4/5   epoch 64/150   F1 0.7486806371778696   accuracy 0.7866314199395771   precision 0.7394770670505965   recall 0.7641061392123769
deviation 4/5   epoch 65/150   F1 0.7454822925123542   accuracy 0.7843655589123867   precision 0.7360679761415055   recall 0.7616551316347212
deviation 4/5   epoch 66/150   F1 0.7460080540905127   accuracy 0.7866314199395771   precision 0.735196421225833   recall 0.7661776568993222
deviation 4/5   epoch 67/150   F1 0.744055846083796   accuracy 0.7832326283987915   precision 0.7346488070752777   recall 0.7603015161367603
deviation 4/5   epoch 68/150   F1 0.747093114164946   accuracy 0.7866314199395771   precision 0.7369086795557384   recall 0.7652949148785022
deviation 4/5   epoch 69/150   F1 0.7438407598859899   accuracy 0.7851208459214502   precision 0.7329236939531056   recall 0.764555432667915
deviation 4/5   epoch 70/150   F1 0.7486972772998641   accuracy 0.7873867069486404   precision 0.7389011723570547   recall 0.7656933659577784
deviation 4/5   epoch 71/150   F1 0.7467312205149759   accuracy 0.7854984894259819   precision 0.7372017688194159   recall 0.763133577466717
deviation 4/5   epoch 72/150   F1 0.7461952177741651   accuracy 0.7862537764350453   precision 0.7357697449609214   recall 0.7651751737858126
deviation 4/5   epoch 73/150   F1 0.7456481780273663   accuracy 0.7836102719033232   precision 0.7369292472233648   recall 0.760009099020621
deviation 4/5   epoch 74/150   F1 0.746373773099001   accuracy 0.7851208459214502   precision 0.7369189633895517   recall 0.7625983564805745
deviation 4/5   epoch 75/150   F1 0.7502873404628572   accuracy 0.7851208459214502   precision 0.7434826203208555   recall 0.7601873277328701
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deviation 4/5   epoch 76/150   F1 0.7484139095090221   accuracy 0.7843655589123867   precision 0.7409193747429041   recall 0.759807988621548
deviation 4/5   epoch 77/150   F1 0.7485575713146437   accuracy 0.783987915407855   precision 0.7414926984779926   recall 0.7590349650735344
deviation 4/5   epoch 78/150   F1 0.7449143467128513   accuracy 0.7862537764350453   precision 0.7337721102426984   recall 0.7662426835088706
deviation 4/5   epoch 79/150   F1 0.7495811701926449   accuracy 0.7877643504531722   precision 0.7400401069518716   recall 0.7658341376747841
deviation 4/5   epoch 80/150   F1 0.750070788107598   accuracy 0.7870090634441088   precision 0.7414721308103661   recall 0.763921320688444
deviation 4/5   epoch 81/150   F1 0.7489142508509388   accuracy 0.7843655589123867   precision 0.7417755039078568   recall 0.7595353169469599
deviation 4/5   epoch 82/150   F1 0.749184514306561   accuracy 0.7862537764350453   precision 0.74062114356232   recall 0.7629912188268353
deviation 4/5   epoch 83/150   F1 0.7516852890108289   accuracy 0.7862537764350453   precision 0.7449017893870835   recall 0.7615082633283918
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deviation 4/5   epoch 84/150   F1 0.7498423410401975   accuracy 0.7858761329305136   precision 0.7420505964623612   recall 0.7618395208082016
deviation 4/5   epoch 85/150   F1 0.7512229855351469   accuracy 0.7847432024169184   precision 0.7454828259975319   recall 0.7590788716802153
deviation 4/5   epoch 86/150   F1 0.7514848313248679   accuracy 0.7881419939577039   precision 0.742891299876594   recall 0.7652586921532141
deviation 4/5   epoch 87/150   F1 0.7504804374369591   accuracy 0.7854984894259819   precision 0.7434800493624023   recall 0.760771874173936
deviation 4/5   epoch 88/150   F1 0.7534841869329747   accuracy 0.7866314199395771   precision 0.7477529823118059   recall 0.7612877707936365
update
deviation 4/5   epoch 89/150   F1 0.7518627077090712   accuracy 0.7888972809667674   precision 0.7428861579596874   recall 0.7665462868589688
deviation 4/5   epoch 90/150   F1 0.7526550164463415   accuracy 0.7881419939577039   precision 0.744888934594817   recall 0.7644979677124877
deviation 4/5   epoch 91/150   F1 0.7532434278616922   accuracy 0.7873867069486404   precision 0.746606334841629   recall 0.7627414323818132
deviation 4/5   epoch 92/150   F1 0.7531162074640335   accuracy 0.7877643504531722   precision 0.7460330111065405   recall 0.7635061459159398
deviation 4/5   epoch 93/150   F1 0.7555874945608461   accuracy 0.7885196374622356   precision 0.7497377622377622   recall 0.7635694672064426
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deviation 4/5   epoch 94/150   F1 0.7564603963659858   accuracy 0.7892749244712991   precision 0.7505887494858083   recall 0.764467586311688
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deviation 4/5   epoch 95/150   F1 0.7542406637359589   accuracy 0.7877643504531722   precision 0.7480306458247634   recall 0.7629041708111348
deviation 4/5   epoch 96/150   F1 0.7550204021533833   accuracy 0.7854984894259819   precision 0.7517559646236116   recall 0.7589055547182981
deviation 4/5   epoch 97/150   F1 0.7528489064854282   accuracy 0.7866314199395771   precision 0.7466114767585357   recall 0.7615904130967015
deviation 4/5   epoch 98/150   F1 0.7524125579435315   accuracy 0.7854984894259819   precision 0.7469045660222131   recall 0.7598376623376624
deviation 4/5   epoch 99/150   F1 0.7580981332503395   accuracy 0.7911631419939577   precision 0.751717400246812   recall 0.7670064653100629
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deviation 4/5   epoch 100/150   F1 0.7530085226686477   accuracy 0.7866314199395771   precision 0.7468968531468532   recall 0.7615122878751055
deviation 4/5   epoch 101/150   F1 0.7565417609389116   accuracy 0.7915407854984894   precision 0.7485756890168656   recall 0.7686886539722768
deviation 4/5   epoch 102/150   F1 0.7565179012410546   accuracy 0.7885196374622356   precision 0.7514500205676676   recall 0.7631403357727077
deviation 4/5   epoch 103/150   F1 0.7545143693568857   accuracy 0.7851208459214502   precision 0.7511877828054299   recall 0.7584888500854887
deviation 4/5   epoch 104/150   F1 0.7532951937178437   accuracy 0.783987915407855   precision 0.7500539901275195   recall 0.7571552460347047
deviation 4/5   epoch 105/150   F1 0.7523344372401317   accuracy 0.7836102719033232   precision 0.7486296791443849   recall 0.7568635302101574
deviation 4/5   epoch 106/150   F1 0.7543568092801146   accuracy 0.7873867069486404   precision 0.7486039695598519   recall 0.7621852476229405
deviation 4/5   epoch 107/150   F1 0.7546900276669896   accuracy 0.7843655589123867   precision 0.7523344302756068   recall 0.757361940467286
deviation 4/5   epoch 108/150   F1 0.7557519774911079   accuracy 0.7900302114803626   precision 0.7485859728506787   recall 0.7662404176579434
deviation 4/5   epoch 109/150   F1 0.7562992958573858   accuracy 0.7870090634441088   precision 0.7526018099547511   recall 0.7607952434039391
deviation 4/5   epoch 110/150   F1 0.7541168954393894   accuracy 0.7854984894259819   precision 0.7500437062937062   recall 0.7591840487364188
deviation 4/5   epoch 111/150   F1 0.754039539288563   accuracy 0.783987915407855   precision 0.7514808720691073   recall 0.7569750212797259
deviation 4/5   epoch 112/150   F1 0.7569262617894343   accuracy 0.7892749244712991   precision 0.751444878650761   recall 0.7642418871564318
deviation 4/5   epoch 113/150   F1 0.7528469424778423   accuracy 0.7820996978851964   precision 0.7512083504730563   recall 0.7546376378195919
deviation 4/5   epoch 114/150   F1 0.7526158445440957   accuracy 0.7824773413897281   precision 0.7503496503496503   recall 0.7551781970649896
deviation 4/5   epoch 115/150   F1 0.754039539288563   accuracy 0.783987915407855   precision 0.7514808720691073   recall 0.7569750212797259
deviation 4/5   epoch 116/150   F1 0.7583535874580889   accuracy 0.7896525679758308   precision 0.7537253187988482   recall 0.7642461484910251
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deviation 4/5   epoch 117/150   F1 0.7570406656641187   accuracy 0.7870090634441088   precision 0.7540286918963389   recall 0.7605704189137514
deviation 4/5   epoch 118/150   F1 0.7532511098599508   accuracy 0.7847432024169184   precision 0.7491927190456602   recall 0.758301953667357
deviation 4/5   epoch 119/150   F1 0.7516533085120256   accuracy 0.7794561933534743   precision 0.7517970999588647   recall 0.7515106457834172
deviation 4/5   epoch 120/150   F1 0.7543214597607089   accuracy 0.7858761329305136   precision 0.750041135335253   recall 0.7597040891190701
deviation 4/5   epoch 121/150   F1 0.7488905629860331   accuracy 0.7768126888217523   precision 0.7492467091731798   recall 0.7485414243184607
deviation 4/5   epoch 122/150   F1 0.7518259330496657   accuracy 0.7832326283987915   precision 0.7480614973262032   recall 0.756445967101049
deviation 4/5   epoch 123/150   F1 0.7577297489465374   accuracy 0.7885196374622356   precision 0.7537330316742081   recall 0.7626575540793732
deviation 4/5   epoch 124/150   F1 0.7529931331424771   accuracy 0.7851208459214502   precision 0.7483340189222543   recall 0.7589849549721654
deviation 4/5   epoch 125/150   F1 0.7521706322667192   accuracy 0.7824773413897281   precision 0.7494935211846976   recall 0.755266819758893
deviation 4/5   epoch 126/150   F1 0.756129766352909   accuracy 0.7851208459214502   precision 0.7543269230769231   recall 0.7581135866250492
deviation 4/5   epoch 127/150   F1 0.7542687453600594   accuracy 0.7854984894259819   precision 0.7503290826820239   recall 0.7591338783852837
deviation 4/5   epoch 128/150   F1 0.7519639284250341   accuracy 0.7820996978851964   precision 0.7494960921431509   recall 0.7547864013626204
deviation 4/5   epoch 129/150   F1 0.7559853718711531   accuracy 0.7851208459214502   precision 0.7540415466886055   recall 0.7581405297377435
deviation 4/5   epoch 130/150   F1 0.7528236721739943   accuracy 0.7828549848942599   precision 0.750347079391197   recall 0.7556554329240878
deviation 4/5   epoch 131/150   F1 0.7573979970848521   accuracy 0.7873867069486404   precision 0.7543114973262032   recall 0.761027954086503
deviation 4/5   epoch 132/150   F1 0.7585538276073813   accuracy 0.7866314199395771   precision 0.7574557795146031   recall 0.7597168505376728
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deviation 4/5   epoch 133/150   F1 0.7576082148066926   accuracy 0.7877643504531722   precision 0.7543089263677498   recall 0.7615310177436883
deviation 4/5   epoch 134/150   F1 0.7518143244389387   accuracy 0.7775679758308157   precision 0.7543783422459893   recall 0.7495889814876127
deviation 4/5   epoch 135/150   F1 0.7584865238290217   accuracy 0.7870090634441088   precision 0.7568824557795146   recall 0.7602310166555977
deviation 4/5   epoch 136/150   F1 0.7529242466217256   accuracy 0.7802114803625377   precision 0.7535042163718635   recall 0.7523623054873054
deviation 4/5   epoch 137/150   F1 0.7542102973168963   accuracy 0.7824773413897281   precision 0.7534887906211436   recall 0.7549603713328938
deviation 4/5   epoch 138/150   F1 0.7515000881568396   accuracy 0.775679758308157   precision 0.7561034553681613   recall 0.7479421947765225
deviation 4/5   epoch 139/150   F1 0.7557733133122768   accuracy 0.7847432024169184   precision 0.7540441176470588   recall 0.7576690796061416
deviation 4/5   epoch 140/150   F1 0.7554169916028561   accuracy 0.7843655589123867   precision 0.7537613122171946   recall 0.7572254504729012
deviation 4/5   epoch 141/150   F1 0.7551927628300946   accuracy 0.7847432024169184   precision 0.7529026120937885   recall 0.757780398322851
deviation 4/5   epoch 142/150   F1 0.7551927628300946   accuracy 0.7847432024169184   precision 0.7529026120937885   recall 0.757780398322851
deviation 4/5   epoch 143/150   F1 0.7527150758624495   accuracy 0.7813444108761329   precision 0.7517842451665981   recall 0.7536941585763347
deviation 4/5   epoch 144/150   F1 0.75241431524357   accuracy 0.7790785498489426   precision 0.7537973056355409   recall 0.7511322217494694
deviation 4/5   epoch 145/150   F1 0.7542048156163541   accuracy 0.7817220543806647   precision 0.7543500617030029   recall 0.7540607031789688
deviation 4/5   epoch 146/150   F1 0.7538053479237896   accuracy 0.779833836858006   precision 0.7557897984368572   recall 0.7520241126676364
deviation 4/5   epoch 147/150   F1 0.7525236780944995   accuracy 0.777190332326284   precision 0.7563785479226656   recall 0.749409746190862
deviation 4/5   epoch 148/150   F1 0.7500944941513553   accuracy 0.7753021148036254   precision 0.7535376388317565   recall 0.7472559605407407
deviation 4/5   epoch 149/150   F1 0.7539401842981246   accuracy 0.7787009063444109   precision 0.7575097696421226   recall 0.751004911788292
deviation 4/5   epoch 150/150   F1 0.7521698252595264   accuracy 0.7768126888217523   precision 0.7560957424928013   recall 0.7490127148700546

deviation 5/5   epoch 1/150   F1 0.5279825310755458   accuracy 0.6435045317220544   precision 0.538119600987248   recall 0.5591294291240454
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deviation 5/5   epoch 2/150   F1 0.5686682551353609   accuracy 0.6348187311178247   precision 0.5672871246400658   recall 0.5747063319268094
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deviation 5/5   epoch 3/150   F1 0.58826299058505   accuracy 0.650679758308157   precision 0.586013986013986   recall 0.5950179884081803
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deviation 5/5   epoch 4/150   F1 0.6143380198683795   accuracy 0.658987915407855   precision 0.6139243109831345   recall 0.6147884856621249
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deviation 5/5   epoch 5/150   F1 0.6329930757808568   accuracy 0.6676737160120846   precision 0.6361245372274784   recall 0.6310507674144038
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deviation 5/5   epoch 6/150   F1 0.6526301980847435   accuracy 0.6797583081570997   precision 0.6602992595639654   recall 0.6497574098092904
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deviation 5/5   epoch 7/150   F1 0.6605952918040373   accuracy 0.6861782477341389   precision 0.6693875976964212   recall 0.6575360439766703
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deviation 5/5   epoch 8/150   F1 0.6830489392842899   accuracy 0.7133685800604229   precision 0.6868958247634718   recall 0.6803453466397825
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deviation 5/5   epoch 9/150   F1 0.6897991828055128   accuracy 0.7179003021148036   precision 0.6951408885232415   recall 0.6864493692146795
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deviation 5/5   epoch 10/150   F1 0.6886236168388451   accuracy 0.7126132930513596   precision 0.6980306458247635   recall 0.684681965719492
deviation 5/5   epoch 11/150   F1 0.7009613528435195   accuracy 0.7348942598187311   precision 0.7007327231591938   recall 0.7011941206180361
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deviation 5/5   epoch 12/150   F1 0.7088094236866613   accuracy 0.7424471299093656   precision 0.7081010900863842   recall 0.7095557396572256
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deviation 5/5   epoch 13/150   F1 0.7107318410425314   accuracy 0.7413141993957704   precision 0.7123894487865077   recall 0.7092626942024094
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deviation 5/5   epoch 14/150   F1 0.7130807783582581   accuracy 0.7496223564954683   precision 0.7097645002056767   recall 0.7172872384693487
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deviation 5/5   epoch 15/150   F1 0.7138175801889309   accuracy 0.7552870090634441   precision 0.7071575483340189   recall 0.7246208742194469
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deviation 5/5   epoch 16/150   F1 0.7154522558280942   accuracy 0.7533987915407855   precision 0.7108802961744138   recall 0.7217693503045395
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deviation 5/5   epoch 17/150   F1 0.7269169414572123   accuracy 0.7613293051359517   precision 0.7236682435211848   recall 0.7309231830970961
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deviation 5/5   epoch 18/150   F1 0.7281781388659172   accuracy 0.7647280966767371   precision 0.7230743521184697   recall 0.7352609427438253
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deviation 5/5   epoch 19/150   F1 0.7309680001936458   accuracy 0.7669939577039275   precision 0.7259126902509255   recall 0.7379150249331405
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deviation 5/5   epoch 20/150   F1 0.734694623504317   accuracy 0.7681268882175226   precision 0.7313271287535994   recall 0.7388304931783193
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deviation 5/5   epoch 21/150   F1 0.7365360019826734   accuracy 0.7715256797583081   precision 0.7315893665158371   recall 0.7432045142369232
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deviation 5/5   epoch 22/150   F1 0.7377172199001372   accuracy 0.7719033232628398   precision 0.7332990538872892   recall 0.7434721014842718
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deviation 5/5   epoch 23/150   F1 0.7374742282739957   accuracy 0.7741691842900302   precision 0.7310006170300288   recall 0.7470340788804422
deviation 5/5   epoch 24/150   F1 0.7402472495714583   accuracy 0.775679758308157   precision 0.7344148498560263   recall 0.7484718834734504
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deviation 5/5   epoch 25/150   F1 0.744374600270792   accuracy 0.7783232628398792   precision 0.7392482517482517   recall 0.7512475236832069
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deviation 5/5   epoch 26/150   F1 0.7413642117019192   accuracy 0.7783232628398792   precision 0.7341114767585356   recall 0.7524663363200383
deviation 5/5   epoch 27/150   F1 0.7446440105762606   accuracy 0.779833836858006   precision 0.7383818387494858   recall 0.7536037006266859
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deviation 5/5   epoch 28/150   F1 0.7436656087202025   accuracy 0.7805891238670695   precision 0.7360936857260387   recall 0.7553956009191694
deviation 5/5   epoch 29/150   F1 0.7469421894137455   accuracy 0.7820996978851964   precision 0.7403640477169889   recall 0.7564714870515394
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deviation 5/5   epoch 30/150   F1 0.7449163016423133   accuracy 0.7820996978851964   precision 0.7369395310571781   recall 0.7575224224879443
deviation 5/5   epoch 31/150   F1 0.7456156268346052   accuracy 0.7824773413897281   precision 0.7377930892636775   recall 0.7578389830508474
deviation 5/5   epoch 32/150   F1 0.7435047077152341   accuracy 0.783987915407855   precision 0.7332167832167832   recall 0.7623038042032455
deviation 5/5   epoch 33/150   F1 0.746198368583935   accuracy 0.7854984894259819   precision 0.7363456396544632   recall 0.7635254254779371
deviation 5/5   epoch 34/150   F1 0.7508914158505935   accuracy 0.7866314199395771   precision 0.7431869600987249   recall 0.7626597107244385
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deviation 5/5   epoch 35/150   F1 0.7488541128974724   accuracy 0.7866314199395771   precision 0.7397624434389141   recall 0.7639837462236931
deviation 5/5   epoch 36/150   F1 0.7545571434885839   accuracy 0.7877643504531722   precision 0.7486013986013986   recall 0.7627473038076839
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deviation 5/5   epoch 37/150   F1 0.7467312205149759   accuracy 0.7854984894259819   precision 0.7372017688194159   recall 0.763133577466717
deviation 5/5   epoch 38/150   F1 0.7474237579364247   accuracy 0.7851208459214502   precision 0.738631221719457   recall 0.7618768669744346
deviation 5/5   epoch 39/150   F1 0.7488102395553596   accuracy 0.7854984894259819   precision 0.7406262854792267   recall 0.7617369710392967
deviation 5/5   epoch 40/150   F1 0.7426078710289237   accuracy 0.7832326283987915   precision 0.7323657959687371   recall 0.7613466810090566
deviation 5/5   epoch 41/150   F1 0.7481264351493359   accuracy 0.7854984894259819   precision 0.7394847799259564   recall 0.7621728117084154
deviation 5/5   epoch 42/150   F1 0.7456593687103803   accuracy 0.7843655589123867   precision 0.7363533525298231   recall 0.7615317324002262
deviation 5/5   epoch 43/150   F1 0.7492951217349099   accuracy 0.7851208459214502   precision 0.7417703619909503   recall 0.7607256951592366
deviation 5/5   epoch 44/150   F1 0.7517732161484674   accuracy 0.7873867069486404   precision 0.7440379473467709   recall 0.7635788392184631
deviation 5/5   epoch 45/150   F1 0.7498636470752382   accuracy 0.7862537764350453   precision 0.7417626491155903   recall 0.7625567142717539
deviation 5/5   epoch 46/150   F1 0.7516852890108289   accuracy 0.7862537764350453   precision 0.7449017893870835   recall 0.7615082633283918
deviation 5/5   epoch 47/150   F1 0.7474119667044872   accuracy 0.7847432024169184   precision 0.7389191690662279   recall 0.7611310151036179
deviation 5/5   epoch 48/150   F1 0.7481121939174603   accuracy 0.7851208459214502   precision 0.7397727272727272   recall 0.7614330715834989
deviation 5/5   epoch 49/150   F1 0.7524529795100718   accuracy 0.7858761329305136   precision 0.7466166186754422   recall 0.7604622115420514
deviation 5/5   epoch 50/150   F1 0.7506731702845574   accuracy 0.7858761329305136   precision 0.7434774784039491   recall 0.7613623113410953
deviation 5/5   epoch 51/150   F1 0.7509371864942234   accuracy 0.7873867069486404   precision 0.7426110654051831   recall 0.7641058203279423
deviation 5/5   epoch 52/150   F1 0.7492314380752418   accuracy 0.7877643504531722   precision 0.7394693541752365   recall 0.7660991043752767
deviation 5/5   epoch 53/150   F1 0.7575926508763612   accuracy 0.7896525679758308   precision 0.7522984368572604   recall 0.7645807706177141
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deviation 5/5   epoch 54/150   F1 0.7579413849938748   accuracy 0.7911631419939577   precision 0.7514320238584944   recall 0.7670941761168696
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deviation 5/5   epoch 55/150   F1 0.7601472890350403   accuracy 0.7915407854984894   precision 0.7551393459481694   recall 0.7666317387391018
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deviation 5/5   epoch 56/150   F1 0.7545148506017507   accuracy 0.7888972809667674   precision 0.7474521801727685   recall 0.7648264818227406
deviation 5/5   epoch 57/150   F1 0.7529205143771328   accuracy 0.7873867069486404   precision 0.7460355820649938   recall 0.7629154415224139
deviation 5/5   epoch 58/150   F1 0.7559898405065215   accuracy 0.7892749244712991   precision 0.7497326203208556   recall 0.7647082067283455
deviation 5/5   epoch 59/150   F1 0.7597461395570484   accuracy 0.7919184290030211   precision 0.7539952694364459   recall 0.7674895810135844
deviation 5/5   epoch 60/150   F1 0.7569081061231984   accuracy 0.7904078549848943   precision 0.7502956602221309   recall 0.76627827864789
deviation 5/5   epoch 61/150   F1 0.7533335523162923   accuracy 0.7911631419939577   precision 0.7434414849856026   recall 0.7702838095605095
deviation 5/5   epoch 62/150   F1 0.7545021571127823   accuracy 0.790785498489426   precision 0.7457270670505964   recall 0.7685718299964875
deviation 5/5   epoch 63/150   F1 0.7526141372055282   accuracy 0.7904078549848943   precision 0.7428758741258741   recall 0.7692009304015472
deviation 5/5   epoch 64/150   F1 0.755195155072681   accuracy 0.7911631419939577   precision 0.7465806252570959   recall 0.7688559745188113
deviation 5/5   epoch 65/150   F1 0.7557483054863755   accuracy 0.7919184290030211   precision 0.7468608597285068   recall 0.7700289872190479
deviation 5/5   epoch 66/150   F1 0.7550287196482208   accuracy 0.7911631419939577   precision 0.7462952488687783   recall 0.7689761042560017
deviation 5/5   epoch 67/150   F1 0.7532007463640557   accuracy 0.7926737160120846   precision 0.7420043192102016   recall 0.7738823248719222
deviation 5/5   epoch 68/150   F1 0.7574908401278939   accuracy 0.7930513595166163   precision 0.7488507815713699   recall 0.7711144224817166
deviation 5/5   epoch 69/150   F1 0.7576685184067651   accuracy 0.7915407854984894   precision 0.7505733237350884   recall 0.7679653025033336
deviation 5/5   epoch 70/150   F1 0.7535616367633193   accuracy 0.7930513595166163   precision 0.7422871246400659   recall 0.7744481332634399
deviation 5/5   epoch 71/150   F1 0.763659287572331   accuracy 0.7968277945619335   precision 0.7562448580830934   recall 0.7744432328839546
update
deviation 5/5   epoch 72/150   F1 0.759942311481868   accuracy 0.793429003021148   precision 0.7528434800493624   recall 0.7701904116278638
deviation 5/5   epoch 73/150   F1 0.7593488573378384   accuracy 0.7938066465256798   precision 0.7514140271493213   recall 0.7713351442690544
deviation 5/5   epoch 74/150   F1 0.7632978613136737   accuracy 0.7964501510574018   precision 0.7559620526532291   recall 0.7739338559755449
deviation 5/5   epoch 75/150   F1 0.7606077898788172   accuracy 0.7968277945619335   precision 0.7508227067050597   recall 0.7768484229344912
deviation 5/5   epoch 76/150   F1 0.7661484844044555   accuracy 0.7972054380664653   precision 0.7605229329494035   recall 0.7735892165895507
update
deviation 5/5   epoch 77/150   F1 0.759522256774394   accuracy 0.7956948640483383   precision 0.7499742904154669   recall 0.7752272153094608
deviation 5/5   epoch 78/150   F1 0.7568289143381897   accuracy 0.7930513595166163   precision 0.7477092760180996   recall 0.7716175720209855
deviation 5/5   epoch 79/150   F1 0.7655087727584008   accuracy 0.7960725075528701   precision 0.7605306458247635   recall 0.7718911319316999
deviation 5/5   epoch 80/150   F1 0.7645834820566921   accuracy 0.7968277945619335   precision 0.7579571164129988   recall 0.7738251187162273
deviation 5/5   epoch 81/150   F1 0.7665916037544915   accuracy 0.7972054380664653   precision 0.7613790621143562   recall 0.7733414395285232
update
deviation 5/5   epoch 82/150   F1 0.7634532100342355   accuracy 0.7964501510574018   precision 0.7562474290415466   recall 0.7738278966805888
deviation 5/5   epoch 83/150   F1 0.7667383250315163   accuracy 0.7972054380664653   precision 0.7616644385026738   recall 0.7732622413507253
update
deviation 5/5   epoch 84/150   F1 0.7624230915934243   accuracy 0.7911631419939577   precision 0.7599933155080214   recall 0.7651734212988062
deviation 5/5   epoch 85/150   F1 0.761958019031302   accuracy 0.7945619335347432   precision 0.7554041546688606   recall 0.7711151138038317
deviation 5/5   epoch 86/150   F1 0.7655791753427679   accuracy 0.7941842900302115   precision 0.7628265117235705   recall 0.7687381499262297
deviation 5/5   epoch 87/150   F1 0.759063057877055   accuracy 0.7941842900302115   precision 0.7505553270259153   recall 0.7723210200302204
deviation 5/5   epoch 88/150   F1 0.7624802681243539   accuracy 0.7930513595166163   precision 0.7579828259975319   recall 0.7681336593317034
deviation 5/5   epoch 89/150   F1 0.7653614784038438   accuracy 0.7960725075528701   precision 0.7602452694364459   recall 0.7719676513655476
deviation 5/5   epoch 90/150   F1 0.760230363354916   accuracy 0.7945619335347432   precision 0.7522650143973673   recall 0.7722535605974423
deviation 5/5   epoch 91/150   F1 0.7627543837194419   accuracy 0.7938066465256798   precision 0.7576923076923077   recall 0.7692996950523248
deviation 5/5   epoch 92/150   F1 0.7645741639422854   accuracy 0.7949395770392749   precision 0.7599676059234883   recall 0.770379503812686
deviation 5/5   epoch 93/150   F1 0.7637173311139325   accuracy 0.793429003021148   precision 0.7599778897573015   recall 0.768234180023091
deviation 5/5   epoch 94/150   F1 0.7614431371096957   accuracy 0.7941842900302115   precision 0.7548359728506787   recall 0.7707101632041906
deviation 5/5   epoch 95/150   F1 0.7623045903993814   accuracy 0.7938066465256798   precision 0.756836178527355   recall 0.7695281725860934
deviation 5/5   epoch 96/150   F1 0.7625689101132391   accuracy 0.7919184290030211   precision 0.7594174208144796   recall 0.7662687268234016
deviation 5/5   epoch 97/150   F1 0.7613757736707931   accuracy 0.7926737160120846   precision 0.7562731386260798   recall 0.7680018363287943
deviation 5/5   epoch 98/150   F1 0.7615257736355725   accuracy 0.7926737160120846   precision 0.7565585150143974   recall 0.7679300070411805
deviation 5/5   epoch 99/150   F1 0.7606570150695819   accuracy 0.7919184290030211   precision 0.7557075277663513   recall 0.767041301322923
deviation 5/5   epoch 100/150   F1 0.7616978071968248   accuracy 0.7938066465256798   precision 0.7556946729740848   recall 0.7698563009431607
deviation 5/5   epoch 101/150   F1 0.7597461395570484   accuracy 0.7919184290030211   precision 0.7539952694364459   recall 0.7674895810135844
deviation 5/5   epoch 102/150   F1 0.7632127910103675   accuracy 0.7930513595166163   precision 0.7594097079391198   recall 0.7678239634761375
deviation 5/5   epoch 103/150   F1 0.7597560434338766   accuracy 0.7900302114803626   precision 0.7560057589469353   recall 0.7643096034400383
deviation 5/5   epoch 104/150   F1 0.7590128267831036   accuracy 0.7900302114803626   precision 0.7545788770053476   recall 0.7645957753817788
deviation 5/5   epoch 105/150   F1 0.7579952830188679   accuracy 0.7892749244712991   precision 0.7534425133689839   recall 0.7637720481205583
deviation 5/5   epoch 106/150   F1 0.7552052733026171   accuracy 0.7832326283987915   precision 0.7546251542575072   recall 0.7558036821224895
deviation 5/5   epoch 107/150   F1 0.7596915707061253   accuracy 0.7896525679758308   precision 0.7562937062937063   recall 0.7637431832237027
deviation 5/5   epoch 108/150   F1 0.7583856028223974   accuracy 0.7888972809667674   precision 0.7545865898807075   recall 0.7630177155276311
deviation 5/5   epoch 109/150   F1 0.7547844501048211   accuracy 0.7805891238670695   precision 0.7569261620732208   recall 0.7528772716259551
deviation 5/5   epoch 110/150   F1 0.7564784999655938   accuracy 0.783987915407855   precision 0.756332270670506   recall 0.756625870301018
deviation 5/5   epoch 111/150   F1 0.7579144664539301   accuracy 0.7862537764350453   precision 0.7566022213081036   recall 0.7593203648901095
deviation 5/5   epoch 112/150   F1 0.7570555568163029   accuracy 0.7862537764350453   precision 0.7548899629781982   recall 0.7594830857815873
deviation 5/5   epoch 113/150   F1 0.7572791061124785   accuracy 0.7885196374622356   precision 0.7528769025092554   recall 0.7628268334068166
deviation 5/5   epoch 114/150   F1 0.7524298227171966   accuracy 0.779833836858006   precision 0.7529360345536816   recall 0.7519374112920109
deviation 5/5   epoch 115/150   F1 0.7539403346146485   accuracy 0.779833836858006   precision 0.7560751748251748   recall 0.7520396950563372
deviation 5/5   epoch 116/150   F1 0.7568430682793389   accuracy 0.7858761329305136   precision 0.7548925339366516   recall 0.7590052477410548
deviation 5/5   epoch 117/150   F1 0.7546998328216945   accuracy 0.7820996978851964   precision 0.7549182435211848   recall 0.754483973320415
deviation 5/5   epoch 118/150   F1 0.7515059891284999   accuracy 0.7802114803625377   precision 0.7506504524886878   recall 0.7524025267954229
deviation 5/5   epoch 119/150   F1 0.7577445474225931   accuracy 0.7847432024169184   precision 0.7580393870835047   recall 0.7574542637567847
deviation 5/5   epoch 120/150   F1 0.7535858926696537   accuracy 0.7783232628398792   precision 0.7572269642122583   recall 0.7506050592660639
deviation 5/5   epoch 121/150   F1 0.7557043618335324   accuracy 0.7843655589123867   precision 0.7543320649938297   recall 0.7571806835663688
deviation 5/5   epoch 122/150   F1 0.7535448433242464   accuracy 0.7787009063444109   precision 0.7566536404771699   recall 0.7509231028320217
deviation 5/5   epoch 123/150   F1 0.7578447964224773   accuracy 0.7828549848942599   precision 0.7606206293706294   recall 0.755450830232208
deviation 5/5   epoch 124/150   F1 0.755844192942517   accuracy 0.7805891238670695   precision 0.7592091731797614   recall 0.7530394817336199
deviation 5/5   epoch 125/150   F1 0.755359985064946   accuracy 0.7813444108761329   precision 0.7572063965446318   recall 0.7536884713280906
deviation 5/5   epoch 126/150   F1 0.7515000881568396   accuracy 0.775679758308157   precision 0.7561034553681613   recall 0.7479421947765225
deviation 5/5   epoch 127/150   F1 0.7572226200143206   accuracy 0.7836102719033232   precision 0.7583324763471823   recall 0.7561763234295875
deviation 5/5   epoch 128/150   F1 0.7568945282907426   accuracy 0.783987915407855   precision 0.7571883998354587   recall 0.7566052061850381
deviation 5/5   epoch 129/150   F1 0.7559369438087973   accuracy 0.7809667673716012   precision 0.7589212258329905   recall 0.7533967391304348
deviation 5/5   epoch 130/150   F1 0.7527418280553368   accuracy 0.7787009063444109   precision 0.7549413821472645   recall 0.7507922457289546
deviation 5/5   epoch 131/150   F1 0.753397606951199   accuracy 0.779833836858006   precision 0.7549336692719046   recall 0.7519848517865095
deviation 5/5   epoch 132/150   F1 0.7541600865229084   accuracy 0.7802114803625377   precision 0.7560726038667215   recall 0.7524362395865806
deviation 5/5   epoch 133/150   F1 0.7499609204833007   accuracy 0.7753021148036254   precision 0.7532522624434389   recall 0.7472243572649842
deviation 5/5   epoch 134/150   F1 0.7497412113339288   accuracy 0.7749244712990937   precision 0.7532548334018923   recall 0.7468574578989575
deviation 5/5   epoch 135/150   F1 0.755308869506718   accuracy 0.7817220543806647   precision 0.7566330728095434   recall 0.754075723830735
deviation 5/5   epoch 136/150   F1 0.7518979435094507   accuracy 0.7779456193353474   precision 0.7540903948992184   recall 0.7499551081829563
deviation 5/5   epoch 137/150   F1 0.745371836203787   accuracy 0.7677492447129909   precision 0.7530183052241877   recall 0.7405188504883317
deviation 5/5   epoch 138/150   F1 0.7544707297514034   accuracy 0.7764350453172205   precision 0.7618058412176059   recall 0.7496078123774415
deviation 5/5   epoch 139/150   F1 0.7435585130058907   accuracy 0.7643504531722054   precision 0.7536121966269025   recall 0.7381469705638805
deviation 5/5   epoch 140/150   F1 0.7475039266884762   accuracy 0.7696374622356495   precision 0.7552884615384616   recall 0.7425759263602252
deviation 5/5   epoch 141/150   F1 0.7444790376813111   accuracy 0.7658610271903323   precision 0.7536019127930893   recall 0.7392323493959833
deviation 5/5   epoch 142/150   F1 0.7455485761659629   accuracy 0.7647280966767371   precision 0.7578902714932128   recall 0.7398464450976068
deviation 5/5   epoch 143/150   F1 0.7474241361673736   accuracy 0.7685045317220544   precision 0.7567230563554093   recall 0.7420822638467577
deviation 5/5   epoch 144/150   F1 0.7464656778569455   accuracy 0.7681268882175226   precision 0.7550133689839572   recall 0.7413270432753718
deviation 5/5   epoch 145/150   F1 0.7443804408488206   accuracy 0.7651057401812689   precision 0.7544631838749486   recall 0.7389460647628429
deviation 5/5   epoch 146/150   F1 0.7482537818415681   accuracy 0.7688821752265861   precision 0.7581473673385438   recall 0.7427713100980428
deviation 5/5   epoch 147/150   F1 0.7501336513294479   accuracy 0.7707703927492447   precision 0.7598467708761827   recall 0.7446494284070011
deviation 5/5   epoch 148/150   F1 0.740513375029183   accuracy 0.7590634441087614   precision 0.754218942821884   recall 0.7349721971389193
deviation 5/5   epoch 149/150   F1 0.7389711374796419   accuracy 0.756797583081571   precision 0.7539489921842863   recall 0.7335858944162243
deviation 5/5   epoch 150/150   F1 0.7523689341180289   accuracy 0.7760574018126888   precision 0.7575277663512958   recall 0.7485017220195851

