deviation 1/5   epoch 1/120   F1 0.36765102699435503   accuracy 0.3961407491486947   precision 0.5583946980854197   recall 0.527664720794474
update
deviation 1/5   epoch 2/120   F1 0.4579529611444505   accuracy 0.5391600454029511   precision 0.5819342169857633   recall 0.534410597391887
update
deviation 1/5   epoch 3/120   F1 0.45829008773003266   accuracy 0.5380249716231555   precision 0.5854074619538537   recall 0.5358648484286259
update
deviation 1/5   epoch 4/120   F1 0.4291254199439743   accuracy 0.48354143019296253   precision 0.5915378006872852   recall 0.5392536103743
deviation 1/5   epoch 5/120   F1 0.4928910254877106   accuracy 0.5902383654937571   precision 0.6109290623465882   recall 0.5472008982192281
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deviation 1/5   epoch 6/120   F1 0.5308245195888575   accuracy 0.6753688989784336   precision 0.6016077565046637   recall 0.5485634510024754
update
deviation 1/5   epoch 7/120   F1 0.5178124862510449   accuracy 0.6469920544835415   precision 0.6019698085419735   recall 0.5462817513368984
deviation 1/5   epoch 8/120   F1 0.5116246739547872   accuracy 0.637911464245176   precision 0.5968151693667157   recall 0.5434906055660919
deviation 1/5   epoch 9/120   F1 0.49434513971460103   accuracy 0.6038592508513053   precision 0.5939555719194894   recall 0.5406148867313916
deviation 1/5   epoch 10/120   F1 0.5436971589610785   accuracy 0.6912599318955732   precision 0.6147459499263623   recall 0.5561026102610261
update
deviation 1/5   epoch 11/120   F1 0.4549751950650611   accuracy 0.5255391600454029   precision 0.598907707412862   recall 0.541606005224628
deviation 1/5   epoch 12/120   F1 0.506526751572122   accuracy 0.619750283768445   precision 0.6070937653411881   recall 0.5467736575220575
deviation 1/5   epoch 13/120   F1 0.5371500060474118   accuracy 0.684449489216799   precision 0.6067623956799215   recall 0.5517927100822825
deviation 1/5   epoch 14/120   F1 0.5262448495006635   accuracy 0.6503972758229285   precision 0.6203730976926853   recall 0.5542778085224128
deviation 1/5   epoch 15/120   F1 0.5441876057287801   accuracy 0.6969353007945517   precision 0.6097324496809033   recall 0.5546549300079466
update
deviation 1/5   epoch 16/120   F1 0.5192422628173479   accuracy 0.6424517593643587   precision 0.6117452135493373   recall 0.5500742451740637
deviation 1/5   epoch 17/120   F1 0.5430848703512658   accuracy 0.6855845629965948   precision 0.6197594501718213   recall 0.5575530233326256
deviation 1/5   epoch 18/120   F1 0.5591355403371313   accuracy 0.7150964812712827   precision 0.6241593028964163   recall 0.5638232770585712
update
deviation 1/5   epoch 19/120   F1 0.5177680903604254   accuracy 0.6515323496027242   precision 0.5963119783996073   recall 0.54420429453382
deviation 1/5   epoch 20/120   F1 0.5466128126754413   accuracy 0.7003405221339387   precision 0.611665439371625   recall 0.5559790566896772
deviation 1/5   epoch 21/120   F1 0.5456682219852604   accuracy 0.7150964812712827   precision 0.5953362788414335   recall 0.5507599618385457
deviation 1/5   epoch 22/120   F1 0.5391770266957732   accuracy 0.6923950056753689   precision 0.6030375552282768   recall 0.5511035767329746
deviation 1/5   epoch 23/120   F1 0.5598625198747089   accuracy 0.7264472190692395   precision 0.6141323024054983   recall 0.5614241931861715
update
deviation 1/5   epoch 24/120   F1 0.5450840834554462   accuracy 0.7060158910329172   precision 0.6025343642611685   recall 0.5527071188835895
deviation 1/5   epoch 25/120   F1 0.5548730222044941   accuracy 0.7196367763904654   precision 0.610266323024055   recall 0.5584015860634426
deviation 1/5   epoch 26/120   F1 0.5515959282263629   accuracy 0.7321225879682179   precision 0.5926485027000491   recall 0.552391594025873
deviation 1/5   epoch 27/120   F1 0.5545718377556089   accuracy 0.7423382519863791   precision 0.590212322042219   recall 0.5532228400961566
deviation 1/5   epoch 28/120   F1 0.5371500060474118   accuracy 0.684449489216799   precision 0.6067623956799215   recall 0.5517927100822825
deviation 1/5   epoch 29/120   F1 0.5419077810765025   accuracy 0.7185017026106697   precision 0.5849165439371624   recall 0.5463404506121574
deviation 1/5   epoch 30/120   F1 0.5468550994415597   accuracy 0.713961407491487   precision 0.5988095238095238   recall 0.5521978734439834
deviation 1/5   epoch 31/120   F1 0.5460574429891629   accuracy 0.7185017026106697   precision 0.5931516936671576   recall 0.5502702273088539
deviation 1/5   epoch 32/120   F1 0.5460473925927435   accuracy 0.7128263337116912   precision 0.5981651939126166   recall 0.5517240264359342
deviation 1/5   epoch 33/120   F1 0.5507860443289293   accuracy 0.7434733257661748   precision 0.582621502209131   recall 0.5496028529745501
deviation 1/5   epoch 34/120   F1 0.5388600101075735   accuracy 0.7366628830874007   precision 0.5664027982326951   recall 0.539865751042603
deviation 1/5   epoch 35/120   F1 0.544420312338401   accuracy 0.7446083995459705   precision 0.5709131075110456   recall 0.5436774310595065
deviation 1/5   epoch 36/120   F1 0.5387345110434564   accuracy 0.7548240635641317   precision 0.5561242022582229   recall 0.5373354887168936
deviation 1/5   epoch 37/120   F1 0.5468106995884774   accuracy 0.7412031782065834   precision 0.577215267550319   recall 0.5463571523305678
deviation 1/5   epoch 38/120   F1 0.5371022454924228   accuracy 0.7412031782065834   precision 0.5607449680903289   recall 0.5375559602397754
deviation 1/5   epoch 39/120   F1 0.5376502454714746   accuracy 0.7185017026106697   precision 0.5766813942071674   recall 0.542330623306233
deviation 1/5   epoch 40/120   F1 0.5444343645105687   accuracy 0.7412031782065834   precision 0.5730976926853215   recall 0.5442010271024431
deviation 1/5   epoch 41/120   F1 0.5488339723724985   accuracy 0.7343927355278093   precision 0.5857020127638685   recall 0.5493952040744147
deviation 1/5   epoch 42/120   F1 0.5504627511700743   accuracy 0.7366628830874007   precision 0.5869906725576829   recall 0.5504670767828662
deviation 1/5   epoch 43/120   F1 0.53340949279549   accuracy 0.7253121452894438   precision 0.5640770741286205   recall 0.536931456461767
deviation 1/5   epoch 44/120   F1 0.5609646127600781   accuracy 0.7854710556186152   precision 0.5735211094747177   recall 0.555824247507222
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deviation 1/5   epoch 45/120   F1 0.541956951232193   accuracy 0.7446083995459705   precision 0.5667955326460481   recall 0.5414540330565922
deviation 1/5   epoch 46/120   F1 0.5546926549423954   accuracy 0.7695800227014756   precision 0.5727356406480117   recall 0.5504005510766404
deviation 1/5   epoch 47/120   F1 0.5549827555787575   accuracy 0.7627695800227015   precision 0.5771048109965635   recall 0.5510697621486287
deviation 1/5   epoch 48/120   F1 0.5486646818178442   accuracy 0.7650397275822929   precision 0.5660407461953854   recall 0.5453365911197237
deviation 1/5   epoch 49/120   F1 0.5661704502078981   accuracy 0.8081725312145289   precision 0.5699374079528718   recall 0.5632927560699291
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deviation 1/5   epoch 50/120   F1 0.5554714601072217   accuracy 0.7820658342792282   precision 0.5674705449189985   recall 0.5509508980703999
deviation 1/5   epoch 51/120   F1 0.551369382799873   accuracy 0.7650397275822929   precision 0.5701583210603829   recall 0.5477234021238229
deviation 1/5   epoch 52/120   F1 0.5525079365079365   accuracy 0.7820658342792282   precision 0.563352970054001   recall 0.5483695652173913
deviation 1/5   epoch 53/120   F1 0.5434286898839137   accuracy 0.7502837684449489   precision 0.5658996072655866   recall 0.5420365760095198
deviation 1/5   epoch 54/120   F1 0.5679863519310784   accuracy 0.8104426787741204   precision 0.5712260677466863   recall 0.5653989181879648
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deviation 1/5   epoch 55/120   F1 0.5391531780497434   accuracy 0.7593643586833144   precision 0.5545839469808542   recall 0.5372993508780758
deviation 1/5   epoch 56/120   F1 0.5617065806628697   accuracy 0.8024971623155505   precision 0.5667157584683358   recall 0.5583049102258832
deviation 1/5   epoch 57/120   F1 0.5388600101075735   accuracy 0.7366628830874007   precision 0.5664027982326951   recall 0.539865751042603
deviation 1/5   epoch 58/120   F1 0.5497281426707263   accuracy 0.7866061293984109   precision 0.5576951399116348   recall 0.5461207911466918
deviation 1/5   epoch 59/120   F1 0.5584036227876106   accuracy 0.8024971623155505   precision 0.5625981836033382   recall 0.5554643323183993
deviation 1/5   epoch 60/120   F1 0.5611620658285237   accuracy 0.8104426787741204   precision 0.5629909180166912   recall 0.5595915381757385
deviation 1/5   epoch 61/120   F1 0.5611620658285237   accuracy 0.8104426787741204   precision 0.5629909180166912   recall 0.5595915381757385
deviation 1/5   epoch 62/120   F1 0.5666557012390934   accuracy 0.8217934165720772   precision 0.5653166421207658   recall 0.5681434058898848
deviation 1/5   epoch 63/120   F1 0.556484091824406   accuracy 0.7956867196367764   precision 0.5628497790868925   recall 0.5527894606630381
deviation 1/5   epoch 64/120   F1 0.5702906317473633   accuracy 0.8217934165720772   precision 0.5694342169857634   recall 0.5712011377079715
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deviation 1/5   epoch 65/120   F1 0.5694529068291445   accuracy 0.8251986379114642   precision 0.5672496318114875   recall 0.5720531769408794
deviation 1/5   epoch 66/120   F1 0.5658454325081113   accuracy 0.8036322360953462   precision 0.5714776632302405   recall 0.5620445732304938
deviation 1/5   epoch 67/120   F1 0.5620538067174549   accuracy 0.811577752553916   precision 0.5636352479135984   recall 0.5606645606645606
deviation 1/5   epoch 68/120   F1 0.5898389003842743   accuracy 0.8569807037457434   precision 0.5770557191948944   recall 0.6183729260935144
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deviation 1/5   epoch 69/120   F1 0.5772324204493228   accuracy 0.8388195232690124   precision 0.5708640157093765   recall 0.5871757707521816
deviation 1/5   epoch 70/120   F1 0.5792396703236723   accuracy 0.8410896708286039   precision 0.5721526755031909   recall 0.5907253086419753
deviation 1/5   epoch 71/120   F1 0.5681742617696961   accuracy 0.8376844494892168   precision 0.5619845360824742   recall 0.578815543071161
deviation 1/5   epoch 72/120   F1 0.5842152618623206   accuracy 0.8422247446083996   precision 0.5769145802650958   recall 0.5956531029640709
deviation 1/5   epoch 73/120   F1 0.5732581570177478   accuracy 0.8297389330306469   precision 0.5698269513991163   recall 0.5776363189782217
deviation 1/5   epoch 74/120   F1 0.5791035188790975   accuracy 0.8649262202043133   precision 0.5650957290132548   recall 0.6276534296028881
deviation 1/5   epoch 75/120   F1 0.5631733153031327   accuracy 0.8002270147559591   precision 0.5695446735395189   recall 0.5591752125148812
deviation 1/5   epoch 76/120   F1 0.5865635500159555   accuracy 0.8581157775255391   precision 0.5735824742268041   recall 0.6180727874276262
deviation 1/5   epoch 77/120   F1 0.5770735412128856   accuracy 0.8479001135073779   precision 0.5677835051546392   recall 0.5960354720918101
deviation 1/5   epoch 78/120   F1 0.5801663895931931   accuracy 0.8513053348467651   precision 0.5697164948453608   recall 0.6027512481007162
deviation 1/5   epoch 79/120   F1 0.5842152618623206   accuracy 0.8422247446083996   precision 0.5769145802650958   recall 0.5956531029640709
deviation 1/5   epoch 80/120   F1 0.5758941254458789   accuracy 0.8615209988649262   precision 0.5631627393225331   recall 0.617275088870659
deviation 1/5   epoch 81/120   F1 0.5770735412128856   accuracy 0.8479001135073779   precision 0.5677835051546392   recall 0.5960354720918101
deviation 1/5   epoch 82/120   F1 0.5842152618623206   accuracy 0.8422247446083996   precision 0.5769145802650958   recall 0.5956531029640709
deviation 1/5   epoch 83/120   F1 0.5817551210976275   accuracy 0.8626560726447219   precision 0.5679246440844379   recall 0.6239307626852971
deviation 1/5   epoch 84/120   F1 0.5965994077963308   accuracy 0.8637911464245176   precision 0.5809216985763377   recall 0.6359540599612354
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deviation 1/5   epoch 85/120   F1 0.5731266832792167   accuracy 0.8251986379114642   precision 0.571367206676485   recall 0.5751117311219613
deviation 1/5   epoch 86/120   F1 0.5780247150110164   accuracy 0.8637911464245176   precision 0.5644513991163476   recall 0.6240609496810773
deviation 1/5   epoch 87/120   F1 0.5762033797416225   accuracy 0.8422247446083996   precision 0.5686794305351006   recall 0.589344445508829
deviation 1/5   epoch 88/120   F1 0.5896982116244411   accuracy 0.8524404086265607   precision 0.5785959744722631   recall 0.6113545470352982
deviation 1/5   epoch 89/120   F1 0.5948992140298348   accuracy 0.8535754824063564   precision 0.5833578792341679   recall 0.6166048619695097
deviation 1/5   epoch 90/120   F1 0.5761720092288056   accuracy 0.8331441543700341   precision 0.571759941089838   recall 0.5821323219553308
deviation 1/5   epoch 91/120   F1 0.5619890148047603   accuracy 0.8569807037457434   precision 0.5523502700049092   recall 0.597199434873758
deviation 1/5   epoch 92/120   F1 0.5727510929673701   accuracy 0.8479001135073779   precision 0.5636659302896416   recall 0.5925876347540515
deviation 1/5   epoch 93/120   F1 0.5769846350832266   accuracy 0.8297389330306469   precision 0.5739445262641139   recall 0.5806883621266907
deviation 1/5   epoch 94/120   F1 0.5627933377661731   accuracy 0.8263337116912599   precision 0.5596588119783996   recall 0.5669669917892765
deviation 1/5   epoch 95/120   F1 0.5687026811635453   accuracy 0.8535754824063564   precision 0.5586524300441826   recall 0.5970158343483557
deviation 1/5   epoch 96/120   F1 0.5819383764501825   accuracy 0.8354143019296254   precision 0.5771661757486499   recall 0.5883199887624666
deviation 1/5   epoch 97/120   F1 0.5747696358051777   accuracy 0.8501702610669694   precision 0.564954590083456   recall 0.5970424291319814
deviation 1/5   epoch 98/120   F1 0.5801663895931931   accuracy 0.8513053348467651   precision 0.5697164948453608   recall 0.6027512481007162
deviation 1/5   epoch 99/120   F1 0.5760573170079666   accuracy 0.8467650397275823   precision 0.5671391752577319   recall 0.5939173877214668
deviation 1/5   epoch 100/120   F1 0.5720625801559263   accuracy 0.8422247446083996   precision 0.5645618556701031   recall 0.5859839816933639
deviation 1/5   epoch 101/120   F1 0.5758941254458789   accuracy 0.8615209988649262   precision 0.5631627393225331   recall 0.617275088870659
deviation 1/5   epoch 102/120   F1 0.5737983770287141   accuracy 0.8592508513053349   precision 0.5618740795287187   recall 0.610972925379705
deviation 1/5   epoch 103/120   F1 0.5697060349827529   accuracy 0.8547105561861521   precision 0.5592967599410898   recall 0.5996226648521589
deviation 1/5   epoch 104/120   F1 0.5802644720264543   accuracy 0.8467650397275823   precision 0.5712567501227295   recall 0.5972236176697143
deviation 1/5   epoch 105/120   F1 0.5796503379392499   accuracy 0.8286038592508513   precision 0.5774177712322042   recall 0.582206062501629
deviation 1/5   epoch 106/120   F1 0.5687989445011917   accuracy 0.8433598183881952   precision 0.5610886107020128   recall 0.5843872914688729
deviation 1/5   epoch 107/120   F1 0.5649382716049383   accuracy 0.8547105561861521   precision 0.5551791850760923   recall 0.5957247487651167
deviation 1/5   epoch 108/120   F1 0.5742137825841059   accuracy 0.8399545970488081   precision 0.5673907707412862   recall 0.5856897627965043
deviation 1/5   epoch 109/120   F1 0.5690266832743432   accuracy 0.8649262202043133   precision 0.5568605792832597   recall 0.6206196303046081
deviation 1/5   epoch 110/120   F1 0.5785339506172839   accuracy 0.8592508513053349   precision 0.5659916543937162   recall 0.6144822006472492
deviation 1/5   epoch 111/120   F1 0.5883989659361082   accuracy 0.8467650397275823   precision 0.5794918998527246   recall 0.6034102883417952
deviation 1/5   epoch 112/120   F1 0.5865635500159555   accuracy 0.8581157775255391   precision 0.5735824742268041   recall 0.6180727874276262
deviation 1/5   epoch 113/120   F1 0.5639588721780503   accuracy 0.8592508513053349   precision 0.5536389297987236   recall 0.603248287266714
deviation 1/5   epoch 114/120   F1 0.5920565214793572   accuracy 0.8592508513053349   precision 0.5783443789887088   recall 0.6238696782706563
deviation 1/5   epoch 115/120   F1 0.5717361111111111   accuracy 0.8569807037457434   precision 0.5605854197349043   recall 0.605103474706183
deviation 1/5   epoch 116/120   F1 0.5769549774788182   accuracy 0.8626560726447219   precision 0.5638070692194403   recall 0.6206040642108193
deviation 1/5   epoch 117/120   F1 0.5801915745945597   accuracy 0.8660612939841089   precision 0.565740058910162   recall 0.6313898155416012
deviation 1/5   epoch 118/120   F1 0.5679960771493953   accuracy 0.8637911464245176   precision 0.5562162493863525   recall 0.6168554518087658
deviation 1/5   epoch 119/120   F1 0.5662677192088956   accuracy 0.8354143019296254   precision 0.5606958762886598   recall 0.5754830733538875
deviation 1/5   epoch 120/120   F1 0.5669241573033708   accuracy 0.8569807037457434   precision 0.5564678448699067   recall 0.6012766894122826

deviation 2/5   epoch 1/120   F1 0.47081510329143   accuracy 0.5465909090909091   precision 0.6149615975422427   recall 0.5483222793859377
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deviation 2/5   epoch 2/120   F1 0.4124764777221488   accuracy 0.44886363636363635   precision 0.6171121351766513   recall 0.5529021227462474
deviation 2/5   epoch 3/120   F1 0.44387185979734745   accuracy 0.49204545454545456   precision 0.6375115207373272   recall 0.5595770508561206
deviation 2/5   epoch 4/120   F1 0.4395816500583536   accuracy 0.48409090909090907   precision 0.6412288786482334   recall 0.5617773381855712
deviation 2/5   epoch 5/120   F1 0.47694001100715466   accuracy 0.5397727272727273   precision 0.6563748079877112   recall 0.5660352880124546
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deviation 2/5   epoch 6/120   F1 0.5045279420179287   accuracy 0.5806818181818182   precision 0.6713671274961597   recall 0.5720671834625323
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deviation 2/5   epoch 7/120   F1 0.4807751607011551   accuracy 0.5477272727272727   precision 0.652657450076805   recall 0.5642856773218656
deviation 2/5   epoch 8/120   F1 0.5300317874525906   accuracy 0.6204545454545455   precision 0.6815975422427035   recall 0.5773695150236389
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deviation 2/5   epoch 9/120   F1 0.5094587061712319   accuracy 0.5875   precision 0.6752380952380952   recall 0.5737545514730221
deviation 2/5   epoch 10/120   F1 0.4884626077286628   accuracy 0.5556818181818182   precision 0.6654070660522273   recall 0.5696168487255876
deviation 2/5   epoch 11/120   F1 0.48117403341316856   accuracy 0.5443181818181818   precision 0.6630721966205837   recall 0.5688220894531575
deviation 2/5   epoch 12/120   F1 0.5306027487430913   accuracy 0.6261363636363636   precision 0.6724731182795698   recall 0.5739634056367124
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deviation 2/5   epoch 13/120   F1 0.5244785474981087   accuracy 0.6193181818181818   precision 0.6644854070660522   recall 0.5703599739271221
deviation 2/5   epoch 14/120   F1 0.5501022494887525   accuracy 0.6545454545454545   precision 0.6844854070660522   recall 0.5808519003225998
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deviation 2/5   epoch 15/120   F1 0.48938299440401134   accuracy 0.5625   precision 0.6528110599078341   recall 0.5642316990020455
deviation 2/5   epoch 16/120   F1 0.5355487253897524   accuracy 0.6329545454545454   precision 0.6763440860215053   recall 0.5759355685378037
deviation 2/5   epoch 17/120   F1 0.5442520204519214   accuracy 0.6431818181818182   precision 0.6862672811059908   recall 0.5806357228354835
deviation 2/5   epoch 18/120   F1 0.5160433630661868   accuracy 0.6011363636363637   precision 0.6706298003072196   recall 0.5721508594708071
deviation 2/5   epoch 19/120   F1 0.5388020833333333   accuracy 0.634090909090909   precision 0.6852227342549924   recall 0.5795907590759075
deviation 2/5   epoch 20/120   F1 0.547142395866968   accuracy 0.6522727272727272   precision 0.6790783410138249   recall 0.5784822193139774
deviation 2/5   epoch 21/120   F1 0.5618130557362828   accuracy 0.6738636363636363   precision 0.6872196620583717   recall 0.583939393939394
update
deviation 2/5   epoch 22/120   F1 0.524255698293643   accuracy 0.6125   precision 0.6770814132104455   recall 0.5751836547291093
deviation 2/5   epoch 23/120   F1 0.5306159847116416   accuracy 0.6295454545454545   precision 0.6661751152073733   recall 0.5716086189823077
deviation 2/5   epoch 24/120   F1 0.5229179668538936   accuracy 0.6090909090909091   precision 0.6792626728110599   recall 0.5759453141676081
deviation 2/5   epoch 25/120   F1 0.573150863473444   accuracy 0.7022727272727273   precision 0.674531490015361   recall 0.5828622103979603
update
deviation 2/5   epoch 26/120   F1 0.5382628350016144   accuracy 0.6454545454545455   precision 0.6628571428571428   recall 0.5713731762881101
deviation 2/5   epoch 27/120   F1 0.5655906593406593   accuracy 0.6863636363636364   precision 0.6778494623655914   recall 0.5817844811510011
deviation 2/5   epoch 28/120   F1 0.5613798924551229   accuracy 0.6886363636363636   precision 0.6626728110599078   recall 0.5759557950183327
deviation 2/5   epoch 29/120   F1 0.5667740780522736   accuracy 0.7   precision 0.6608909370199694   recall 0.5769282747031277
deviation 2/5   epoch 30/120   F1 0.5604956113319024   accuracy 0.6795454545454546   precision 0.6739784946236559   recall 0.5793266132873128
deviation 2/5   epoch 31/120   F1 0.5754944524843222   accuracy 0.7136363636363636   precision 0.6645161290322581   recall 0.5807882397668229
update
deviation 2/5   epoch 32/120   F1 0.5683421156290179   accuracy 0.7   precision 0.6650076804915515   recall 0.578615799858313
deviation 2/5   epoch 33/120   F1 0.5571228470271906   accuracy 0.675   precision 0.6713978494623656   recall 0.5777283645138459
deviation 2/5   epoch 34/120   F1 0.5701623656757392   accuracy 0.6886363636363636   precision 0.687373271889401   recall 0.5859154453403654
deviation 2/5   epoch 35/120   F1 0.5610513395817881   accuracy 0.696590909090909   precision 0.6507219662058372   recall 0.5721963221963222
deviation 2/5   epoch 36/120   F1 0.5578238617194622   accuracy 0.6818181818181818   precision 0.6629185867895545   recall 0.5751392832650378
deviation 2/5   epoch 37/120   F1 0.5687972158560393   accuracy 0.7113636363636363   precision 0.6508755760368663   recall 0.5746992863183641
deviation 2/5   epoch 38/120   F1 0.584482985153068   accuracy 0.7386363636363636   precision 0.6540092165898617   recall 0.5818053642647798
update
deviation 2/5   epoch 39/120   F1 0.5618940670035562   accuracy 0.6977272727272728   precision 0.6513671274961598   recall 0.5726374760430488
deviation 2/5   epoch 40/120   F1 0.5747876558015521   accuracy 0.7170454545454545   precision 0.6582181259600615   recall 0.5788310352428302
deviation 2/5   epoch 41/120   F1 0.6191625787465583   accuracy 0.7897727272727273   precision 0.6665745007680491   recall 0.6050091413343249
update
deviation 2/5   epoch 42/120   F1 0.5862149318819231   accuracy 0.7431818181818182   precision 0.6524731182795699   recall 0.5823045949943948
deviation 2/5   epoch 43/120   F1 0.5947937756695784   accuracy 0.7738636363636363   precision 0.6369585253456221   recall 0.5850114416475973
deviation 2/5   epoch 44/120   F1 0.5925572781337803   accuracy 0.7511363636363636   precision 0.656989247311828   recall 0.5864320316094287
deviation 2/5   epoch 45/120   F1 0.5845170454545454   accuracy 0.7340909090909091   precision 0.6596620583717359   recall 0.5830982852684025
deviation 2/5   epoch 46/120   F1 0.5876889553456737   accuracy 0.7625   precision 0.6346236559139785   recall 0.5799891936096264
deviation 2/5   epoch 47/120   F1 0.5968672639656069   accuracy 0.7636363636363637   precision 0.6517357910906298   recall 0.5880461212644129
deviation 2/5   epoch 48/120   F1 0.6112583617316673   accuracy 0.7931818181818182   precision 0.647926267281106   recall 0.5984171497248816
deviation 2/5   epoch 49/120   F1 0.6174493709470392   accuracy 0.8079545454545455   precision 0.643963133640553   recall 0.6047815820543093
deviation 2/5   epoch 50/120   F1 0.6058725609740312   accuracy 0.803409090909091   precision 0.6290322580645161   recall 0.5948886639676113
deviation 2/5   epoch 51/120   F1 0.6024137139829355   accuracy 0.7829545454545455   precision 0.6421198156682028   recall 0.5910371863093926
deviation 2/5   epoch 52/120   F1 0.59085690428974   accuracy 0.7772727272727272   precision 0.6265437788018433   recall 0.581390937329571
deviation 2/5   epoch 53/120   F1 0.5916511215673173   accuracy 0.7727272727272727   precision 0.6321966205837174   recall 0.582370462254688
deviation 2/5   epoch 54/120   F1 0.5953528091312906   accuracy 0.7693181818181818   precision 0.6426113671274962   recall 0.5859400456174649
deviation 2/5   epoch 55/120   F1 0.5994069977190347   accuracy 0.7875   precision 0.6323502304147466   recall 0.5884410721324399
deviation 2/5   epoch 56/120   F1 0.6013161743956963   accuracy 0.8011363636363636   precision 0.6236251920122888   recall 0.5909123770965876
deviation 2/5   epoch 57/120   F1 0.6092531406620381   accuracy 0.7784090909090909   precision 0.6601228878648233   recall 0.5971923857262202
deviation 2/5   epoch 58/120   F1 0.6018801806568363   accuracy 0.7988636363636363   precision 0.6264516129032258   recall 0.5911070973225669
deviation 2/5   epoch 59/120   F1 0.6033018763348286   accuracy 0.7920454545454545   precision 0.6349308755760369   recall 0.5917937399678973
deviation 2/5   epoch 60/120   F1 0.591793041926851   accuracy 0.7784090909090909   precision 0.6271889400921659   recall 0.5821428571428571
deviation 2/5   epoch 61/120   F1 0.6063787096889626   accuracy 0.8011363636363636   precision 0.6318586789554532   recall 0.5950028332625018
deviation 2/5   epoch 62/120   F1 0.6132661432087192   accuracy 0.7954545454545454   precision 0.6492165898617511   recall 0.6001534159800064
deviation 2/5   epoch 63/120   F1 0.6000697766229951   accuracy 0.775   precision 0.6458371735791091   recall 0.5895045666749629
deviation 2/5   epoch 64/120   F1 0.6051948051948053   accuracy 0.8272727272727273   precision 0.6096466973886329   recall 0.6014208581983518
deviation 2/5   epoch 65/120   F1 0.6027025100393654   accuracy 0.8056818181818182   precision 0.6220890937019969   recall 0.5927083722145496
deviation 2/5   epoch 66/120   F1 0.6150136713895104   accuracy 0.8   precision 0.6476804915514593   recall 0.6018648018648018
deviation 2/5   epoch 67/120   F1 0.6133975327733455   accuracy 0.8295454545454546   precision 0.6191705069124425   recall 0.6086299022078838
deviation 2/5   epoch 68/120   F1 0.6063787096889626   accuracy 0.8011363636363636   precision 0.6318586789554532   recall 0.5950028332625018
deviation 2/5   epoch 69/120   F1 0.6061101752158663   accuracy 0.8125   precision 0.6218433179723503   recall 0.5968299542950897
deviation 2/5   epoch 70/120   F1 0.6088098605778945   accuracy 0.8125   precision 0.6259600614439325   recall 0.5989382239382239
deviation 2/5   epoch 71/120   F1 0.6114644738849003   accuracy 0.8125   precision 0.6300768049155145   recall 0.6010057635787626
deviation 2/5   epoch 72/120   F1 0.6214657738095237   accuracy 0.8318181818181818   precision 0.628694316436252   recall 0.6156428405790699
update
deviation 2/5   epoch 73/120   F1 0.5948378095570281   accuracy 0.8125   precision 0.6053763440860215   recall 0.587948717948718
deviation 2/5   epoch 74/120   F1 0.6133204304680336   accuracy 0.803409090909091   precision 0.6413824884792627   recall 0.6008538167537432
deviation 2/5   epoch 75/120   F1 0.6148905939187268   accuracy 0.825   precision 0.6248233486943164   recall 0.6076291390728477
deviation 2/5   epoch 76/120   F1 0.6133975327733455   accuracy 0.8295454545454546   precision 0.6191705069124425   recall 0.6086299022078838
deviation 2/5   epoch 77/120   F1 0.6163504464285715   accuracy 0.8295454545454546   precision 0.6232872503840245   recall 0.6107841296834109
deviation 2/5   epoch 78/120   F1 0.5955707426791816   accuracy 0.8068181818181818   precision 0.610384024577573   recall 0.5872095845590735
deviation 2/5   epoch 79/120   F1 0.6019421922953598   accuracy 0.8204545454545454   precision 0.6098924731182795   recall 0.5960412840588115
deviation 2/5   epoch 80/120   F1 0.5914716828712386   accuracy 0.7988636363636363   precision 0.609984639016897   recall 0.582613351055974
deviation 2/5   epoch 81/120   F1 0.6019421922953598   accuracy 0.8204545454545454   precision 0.6098924731182795   recall 0.5960412840588115
deviation 2/5   epoch 82/120   F1 0.6030544189193543   accuracy 0.8090909090909091   precision 0.6199078341013825   recall 0.5936429332335244
deviation 2/5   epoch 83/120   F1 0.5816878747988884   accuracy 0.8227272727272728   precision 0.5823655913978495   recall 0.5810351706544474
deviation 2/5   epoch 84/120   F1 0.601861607043987   accuracy 0.8375   precision 0.5989861751152074   recall 0.6051072602954225
deviation 2/5   epoch 85/120   F1 0.5793257739449681   accuracy 0.8011363636363636   precision 0.5906912442396313   recall 0.5729364326375711
deviation 2/5   epoch 86/120   F1 0.6029782379429354   accuracy 0.821590909090909   precision 0.6105376344086021   recall 0.5972684804706085
deviation 2/5   epoch 87/120   F1 0.5978866950790099   accuracy 0.8261363636363637   precision 0.6007680491551459   recall 0.5953311011904762
deviation 2/5   epoch 88/120   F1 0.6010411332991978   accuracy 0.8068181818181818   precision 0.6186175115207373   recall 0.5915875169606513
deviation 2/5   epoch 89/120   F1 0.5955707426791816   accuracy 0.8068181818181818   precision 0.610384024577573   recall 0.5872095845590735
deviation 2/5   epoch 90/120   F1 0.592765600670739   accuracy 0.8068181818181818   precision 0.6062672811059908   recall 0.584953483117368
deviation 2/5   epoch 91/120   F1 0.6020434659563356   accuracy 0.8238636363636364   precision 0.6077112135176651   recall 0.5974798701009831
deviation 2/5   epoch 92/120   F1 0.5948378095570281   accuracy 0.8125   precision 0.6053763440860215   recall 0.587948717948718
deviation 2/5   epoch 93/120   F1 0.5965503568596352   accuracy 0.8318181818181818   precision 0.5957603686635944   recall 0.5973685196986167
deviation 2/5   epoch 94/120   F1 0.5958916026571668   accuracy 0.8170454545454545   precision 0.6038402457757297   recall 0.5901391022358764
deviation 2/5   epoch 95/120   F1 0.6083994612207353   accuracy 0.8306818181818182   precision 0.6115821812596006   recall 0.6055617559523809
deviation 2/5   epoch 96/120   F1 0.6130934420717777   accuracy 0.8261363636363637   precision 0.6213517665130569   recall 0.6067844629958044
deviation 2/5   epoch 97/120   F1 0.6073492643079108   accuracy 0.8079545454545455   precision 0.6274961597542242   recall 0.596814228658878
deviation 2/5   epoch 98/120   F1 0.6041385515069726   accuracy 0.8261363636363637   precision 0.6090015360983103   recall 0.6000857555515436
deviation 2/5   epoch 99/120   F1 0.5993264632585708   accuracy 0.8079545454545455   precision 0.6151459293394778   recall 0.5904440154440155
deviation 2/5   epoch 100/120   F1 0.6063660117411518   accuracy 0.8352272727272727   precision 0.6059293394777265   recall 0.6068100713719271
deviation 2/5   epoch 101/120   F1 0.6083994612207353   accuracy 0.8306818181818182   precision 0.6115821812596006   recall 0.6055617559523809
deviation 2/5   epoch 102/120   F1 0.5984158744443274   accuracy 0.8375   precision 0.5948694316436252   recall 0.6025722789115646
deviation 2/5   epoch 103/120   F1 0.6020434659563356   accuracy 0.8238636363636364   precision 0.6077112135176651   recall 0.5974798701009831
deviation 2/5   epoch 104/120   F1 0.6109515429308127   accuracy 0.8238636363636364   precision 0.6200614439324117   recall 0.6042200034135518
deviation 2/5   epoch 105/120   F1 0.6080358400073564   accuracy 0.8238636363636364   precision 0.6159447004608295   recall 0.6020264717332064
deviation 2/5   epoch 106/120   F1 0.6095937143364164   accuracy 0.8352272727272727   precision 0.6100460829493087   recall 0.6091487494515138
deviation 2/5   epoch 107/120   F1 0.6071783889762539   accuracy 0.8261363636363637   precision 0.6131182795698925   recall 0.602373326215579
deviation 2/5   epoch 108/120   F1 0.6082428332103234   accuracy 0.8272727272727273   precision 0.6137634408602151   recall 0.603701089939622
deviation 2/5   epoch 109/120   F1 0.5988238857663865   accuracy 0.8306818181818182   precision 0.599231950844854   recall 0.5984227975232802
deviation 2/5   epoch 110/120   F1 0.5948751357220412   accuracy 0.8193181818181818   precision 0.6010138248847926   recall 0.5901315789473685
deviation 2/5   epoch 111/120   F1 0.6088324145878103   accuracy 0.821590909090909   precision 0.6187711213517665   recall 0.6017325586291103
deviation 2/5   epoch 112/120   F1 0.6155844155844156   accuracy 0.8318181818181818   precision 0.6204608294930876   recall 0.6114236999147485
deviation 2/5   epoch 113/120   F1 0.6130934420717777   accuracy 0.8261363636363637   precision 0.6213517665130569   recall 0.6067844629958044
deviation 2/5   epoch 114/120   F1 0.6166288635744018   accuracy 0.8238636363636364   precision 0.6282949308755761   recall 0.6084607712765957
deviation 2/5   epoch 115/120   F1 0.6125608348504861   accuracy 0.8318181818181818   precision 0.6163440860215054   recall 0.6092349228692412
deviation 2/5   epoch 116/120   F1 0.609651260136697   accuracy 0.8386363636363636   precision 0.6078648233486943   recall 0.6115608993505256
deviation 2/5   epoch 117/120   F1 0.6046932618169628   accuracy 0.8477272727272728   precision 0.5965591397849462   recall 0.6162782093969663
deviation 2/5   epoch 118/120   F1 0.6127595133394637   accuracy 0.8352272727272727   precision 0.6141628264208909   recall 0.6114229514488582
deviation 2/5   epoch 119/120   F1 0.5797415095936453   accuracy 0.8204545454545454   precision 0.5810752688172043   recall 0.5785052178155381
deviation 2/5   epoch 120/120   F1 0.6172248803827751   accuracy 0.8397727272727272   precision 0.6167434715821812   recall 0.6177141157811261

deviation 3/5   epoch 1/120   F1 0.48818349375383985   accuracy 0.5965909090909091   precision 0.5857142857142856   recall 0.5369634340222575
update
deviation 3/5   epoch 2/120   F1 0.35047172781111063   accuracy 0.37386363636363634   precision 0.5457142857142857   recall 0.5224941950464397
deviation 3/5   epoch 3/120   F1 0.4083091076770181   accuracy 0.4556818181818182   precision 0.5715821812596006   recall 0.5312828940302035
deviation 3/5   epoch 4/120   F1 0.448071458993343   accuracy 0.5113636363636364   precision 0.603195084485407   recall 0.5436844213472333
deviation 3/5   epoch 5/120   F1 0.44928292046936114   accuracy 0.509090909090909   precision 0.6142549923195084   recall 0.5485319065640089
deviation 3/5   epoch 6/120   F1 0.501136946649016   accuracy 0.5931818181818181   precision 0.6331797235023042   recall 0.5565186100724376
update
deviation 3/5   epoch 7/120   F1 0.4700199947002   accuracy 0.5454545454545454   precision 0.6143164362519202   recall 0.5480523371437722
deviation 3/5   epoch 8/120   F1 0.551337359792925   accuracy 0.675   precision 0.6549308755760368   recall 0.571039775512619
update
deviation 3/5   epoch 9/120   F1 0.5584530142081421   accuracy 0.6806818181818182   precision 0.6663901689708142   recall 0.5764039364391478
update
deviation 3/5   epoch 10/120   F1 0.526357540437639   accuracy 0.6306818181818182   precision 0.6503533026113671   recall 0.5652477655240087
deviation 3/5   epoch 11/120   F1 0.5098318609290396   accuracy 0.6090909090909091   precision 0.633978494623656   recall 0.5574181452398633
deviation 3/5   epoch 12/120   F1 0.5091174886512272   accuracy 0.6045454545454545   precision 0.6396313364055299   recall 0.5595546959762253
deviation 3/5   epoch 13/120   F1 0.5219770151051074   accuracy 0.6227272727272727   precision 0.6499539170506912   recall 0.564618537484312
deviation 3/5   epoch 14/120   F1 0.46469146404737627   accuracy 0.5363636363636364   precision 0.6132718894009217   recall 0.5476526513330335
deviation 3/5   epoch 15/120   F1 0.5174903230438841   accuracy 0.6181818181818182   precision 0.6432565284178188   recall 0.561643690742474
deviation 3/5   epoch 16/120   F1 0.4833261336464689   accuracy 0.5613636363636364   precision 0.6315821812596005   recall 0.5553213364952907
deviation 3/5   epoch 17/120   F1 0.5353184944674669   accuracy 0.6488636363636363   precision 0.6483256528417819   recall 0.5657407407407408
deviation 3/5   epoch 18/120   F1 0.5091573649362495   accuracy 0.6136363636363636   precision 0.6242089093701997   recall 0.553603911772973
deviation 3/5   epoch 19/120   F1 0.489644542613774   accuracy 0.5784090909090909   precision 0.6206758832565284   recall 0.5509928547690263
deviation 3/5   epoch 20/120   F1 0.49120412496208676   accuracy 0.5840909090909091   precision 0.6156682027649769   recall 0.5490441279914964
deviation 3/5   epoch 21/120   F1 0.4868594410928507   accuracy 0.5795454545454546   precision 0.6089708141321044   recall 0.5461659004888614
deviation 3/5   epoch 22/120   F1 0.5320731382052497   accuracy 0.6443181818181818   precision 0.6457450076804916   recall 0.5643222839291913
deviation 3/5   epoch 23/120   F1 0.5286976702668927   accuracy 0.6454545454545455   precision 0.6340399385560676   recall 0.5596067566164455
deviation 3/5   epoch 24/120   F1 0.5197269191077241   accuracy 0.625   precision 0.6388940092165898   recall 0.5602250747318446
deviation 3/5   epoch 25/120   F1 0.5058558145446881   accuracy 0.6034090909090909   precision 0.630752688172043   recall 0.5558635752688172
deviation 3/5   epoch 26/120   F1 0.48925490196078436   accuracy 0.5795454545454546   precision 0.6172043010752688   recall 0.5495776478232619
deviation 3/5   epoch 27/120   F1 0.5038148262707496   accuracy 0.6022727272727273   precision 0.6259907834101383   recall 0.5538610251587857
deviation 3/5   epoch 28/120   F1 0.5146986491253347   accuracy 0.6215909090909091   precision 0.6287250384024577   recall 0.5558618997845517
deviation 3/5   epoch 29/120   F1 0.5038148262707496   accuracy 0.6022727272727273   precision 0.6259907834101383   recall 0.5538610251587857
deviation 3/5   epoch 30/120   F1 0.5296730438933774   accuracy 0.6488636363636363   precision 0.6318586789554532   recall 0.5589767830445871
deviation 3/5   epoch 31/120   F1 0.5445556421166178   accuracy 0.6761363636363636   precision 0.6349923195084486   recall 0.5629310937464195
deviation 3/5   epoch 32/120   F1 0.506736273722894   accuracy 0.615909090909091   precision 0.6131490015360983   recall 0.5491436226709152
deviation 3/5   epoch 33/120   F1 0.5362502753910553   accuracy 0.6602272727272728   precision 0.6341935483870967   recall 0.5609375
deviation 3/5   epoch 34/120   F1 0.5193214588634436   accuracy 0.634090909090909   precision 0.6234715821812596   recall 0.55443586617906
deviation 3/5   epoch 35/120   F1 0.5662372384640317   accuracy 0.7079545454545455   precision 0.6489400921658985   recall 0.5732875386996904
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deviation 3/5   epoch 36/120   F1 0.561164861612515   accuracy 0.7056818181818182   precision 0.639416282642089   recall 0.568882817243473
deviation 3/5   epoch 37/120   F1 0.5432719466726923   accuracy 0.6659090909090909   precision 0.6456528417818741   recall 0.5662302538570287
deviation 3/5   epoch 38/120   F1 0.5696128241569187   accuracy 0.7102272727272727   precision 0.654347158218126   recall 0.5759481424148607
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deviation 3/5   epoch 39/120   F1 0.5842192298606189   accuracy 0.7454545454545455   precision 0.6455299539170507   recall 0.5798921952897842
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deviation 3/5   epoch 40/120   F1 0.5517750725818774   accuracy 0.6818181818181818   precision 0.6464516129032258   recall 0.5683817327388841
deviation 3/5   epoch 41/120   F1 0.5662398033038561   accuracy 0.7125   precision 0.6432872503840246   recall 0.5716991341991342
deviation 3/5   epoch 42/120   F1 0.5542641683322027   accuracy 0.6852272727272727   precision 0.6483870967741936   recall 0.5696222237597731
deviation 3/5   epoch 43/120   F1 0.5636918382913806   accuracy 0.7045454545454546   precision 0.6470046082949308   recall 0.571900826446281
deviation 3/5   epoch 44/120   F1 0.5637068011314721   accuracy 0.7068181818181818   precision 0.6441781874039938   recall 0.5710892576906065
deviation 3/5   epoch 45/120   F1 0.5534332194281375   accuracy 0.6840909090909091   precision 0.6477419354838709   recall 0.5692065922553089
deviation 3/5   epoch 46/120   F1 0.5628051948051949   accuracy 0.7011363636363637   precision 0.6491858678955453   recall 0.5722619047619047
deviation 3/5   epoch 47/120   F1 0.5782909622512178   accuracy 0.7306818181818182   precision 0.6494930875576037   recall 0.57799876894668
deviation 3/5   epoch 48/120   F1 0.5792124578614748   accuracy 0.7272727272727273   precision 0.6557910906298003   recall 0.57991817488385
deviation 3/5   epoch 49/120   F1 0.570486959977194   accuracy 0.7431818181818182   precision 0.6195391705069124   recall 0.5676126530016473
deviation 3/5   epoch 50/120   F1 0.5696128241569187   accuracy 0.7102272727272727   precision 0.654347158218126   recall 0.5759481424148607
deviation 3/5   epoch 51/120   F1 0.5800720340409354   accuracy 0.7261363636363637   precision 0.6592626728110599   recall 0.5811298076923077
deviation 3/5   epoch 52/120   F1 0.5722381618571124   accuracy 0.7204545454545455   precision 0.6478033794162827   recall 0.575119760666038
deviation 3/5   epoch 53/120   F1 0.5858681794457136   accuracy 0.75   precision 0.6439938556067588   recall 0.5804557845082704
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deviation 3/5   epoch 54/120   F1 0.5869150104396993   accuracy 0.7488636363636364   precision 0.6474654377880185   recall 0.581663763066202
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deviation 3/5   epoch 55/120   F1 0.5943178772447064   accuracy 0.7556818181818182   precision 0.6554531490015361   recall 0.5871212121212122
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deviation 3/5   epoch 56/120   F1 0.5932225002789422   accuracy 0.7693181818181818   precision 0.6384946236559139   recall 0.5840643274853801
deviation 3/5   epoch 57/120   F1 0.6143458453510533   accuracy 0.8045454545454546   precision 0.6420276497695853   recall 0.6018183259772181
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deviation 3/5   epoch 58/120   F1 0.5971626836426487   accuracy 0.7568181818181818   precision 0.6602150537634408   recall 0.5895192908492917
deviation 3/5   epoch 59/120   F1 0.6024137139829355   accuracy 0.7829545454545455   precision 0.6421198156682028   recall 0.5910371863093926
deviation 3/5   epoch 60/120   F1 0.6092664092664093   accuracy 0.7909090909090909   precision 0.6466359447004608   recall 0.5967173252279635
deviation 3/5   epoch 61/120   F1 0.5978860788868661   accuracy 0.7829545454545455   precision 0.6338863287250385   recall 0.5871906911232754
deviation 3/5   epoch 62/120   F1 0.5783354110374802   accuracy 0.7261363636363637   precision 0.6551459293394777   recall 0.5794005182259566
deviation 3/5   epoch 63/120   F1 0.5972977053140096   accuracy 0.7795454545454545   precision 0.6360675883256528   recall 0.5868084138893462
deviation 3/5   epoch 64/120   F1 0.5936754619118593   accuracy 0.7806818181818181   precision 0.6284792626728111   recall 0.5836694516469797
deviation 3/5   epoch 65/120   F1 0.5946218293841591   accuracy 0.7818181818181819   precision 0.6291244239631336   recall 0.5844443908672277
deviation 3/5   epoch 66/120   F1 0.626503823705689   accuracy 0.8125   precision 0.6547772657450077   recall 0.6126524990161354
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deviation 3/5   epoch 67/120   F1 0.6011298141150425   accuracy 0.7840909090909091   precision 0.6386482334869432   recall 0.589915444018521
deviation 3/5   epoch 68/120   F1 0.6130331125827815   accuracy 0.8113636363636364   precision 0.6335483870967742   recall 0.6019704433497537
deviation 3/5   epoch 69/120   F1 0.6208835169422361   accuracy 0.8170454545454545   precision 0.6408909370199694   recall 0.6094030306500248
deviation 3/5   epoch 70/120   F1 0.6068110948140142   accuracy 0.7829545454545455   precision 0.650353302611367   recall 0.5947832419199901
deviation 3/5   epoch 71/120   F1 0.6107401283497851   accuracy 0.7875   precision 0.6529339477726575   recall 0.5979643565603452
deviation 3/5   epoch 72/120   F1 0.6236842105263158   accuracy 0.8227272727272728   precision 0.64   recall 0.6132736763609247
deviation 3/5   epoch 73/120   F1 0.6187793290884054   accuracy 0.7965909090909091   precision 0.6580952380952381   recall 0.6047263195597669
deviation 3/5   epoch 74/120   F1 0.6069864755968505   accuracy 0.7909090909090909   precision 0.6425192012288786   recall 0.5948197627359764
deviation 3/5   epoch 75/120   F1 0.61367781231264   accuracy 0.8011363636363636   precision 0.6442089093701997   recall 0.600888957667045
deviation 3/5   epoch 76/120   F1 0.6266821320789167   accuracy 0.8204545454545454   precision 0.6469431643625192   recall 0.614756379619766
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deviation 3/5   epoch 77/120   F1 0.5894919617481146   accuracy 0.7545454545454545   precision 0.6465745007680491   recall 0.582904129393693
deviation 3/5   epoch 78/120   F1 0.6117315520300595   accuracy 0.7886363636363637   precision 0.65357910906298   recall 0.5987796299370055
deviation 3/5   epoch 79/120   F1 0.6043532560214095   accuracy 0.7852272727272728   precision 0.643410138248848   recall 0.5926190476190476
deviation 3/5   epoch 80/120   F1 0.6206438708119946   accuracy 0.8011363636363636   precision 0.6565591397849462   recall 0.6065074906367042
deviation 3/5   epoch 81/120   F1 0.6182932578972183   accuracy 0.8170454545454545   precision 0.636774193548387   recall 0.6074324324324324
deviation 3/5   epoch 82/120   F1 0.6133204304680336   accuracy 0.803409090909091   precision 0.6413824884792627   recall 0.6008538167537432
deviation 3/5   epoch 83/120   F1 0.61875297350886   accuracy 0.8147727272727273   precision 0.639600614439324   recall 0.6071859903381642
deviation 3/5   epoch 84/120   F1 0.6094096759875721   accuracy 0.8045454545454546   precision 0.6337941628264209   recall 0.5978818854456042
deviation 3/5   epoch 85/120   F1 0.6095270811863048   accuracy 0.7886363636363637   precision 0.6494623655913978   recall 0.5969285697208297
deviation 3/5   epoch 86/120   F1 0.6072594177206985   accuracy 0.7965909090909091   precision 0.6375115207373272   recall 0.5952956806104375
deviation 3/5   epoch 87/120   F1 0.6252078636902485   accuracy 0.821590909090909   precision 0.6434715821812595   recall 0.6140181257080355
deviation 3/5   epoch 88/120   F1 0.625593038470904   accuracy 0.8193181818181818   precision 0.6462980030721966   recall 0.613601664185656
deviation 3/5   epoch 89/120   F1 0.6232086462006201   accuracy 0.8306818181818182   precision 0.6321658986175116   recall 0.616300445521
deviation 3/5   epoch 90/120   F1 0.6094096759875721   accuracy 0.8045454545454546   precision 0.6337941628264209   recall 0.5978818854456042
deviation 3/5   epoch 91/120   F1 0.6102604314144032   accuracy 0.7920454545454545   precision 0.6472811059907834   recall 0.5975627625280844
deviation 3/5   epoch 92/120   F1 0.6185858585858586   accuracy 0.7988636363636363   precision 0.6552688172043011   recall 0.6046810273405137
deviation 3/5   epoch 93/120   F1 0.6184931718948379   accuracy 0.8090909090909091   precision 0.6446082949308756   recall 0.6057933489764544
deviation 3/5   epoch 94/120   F1 0.6208835169422361   accuracy 0.8170454545454545   precision 0.6408909370199694   recall 0.6094030306500248
deviation 3/5   epoch 95/120   F1 0.6167205653371661   accuracy 0.8181818181818182   precision 0.6333026113671275   recall 0.6065663958503208
deviation 3/5   epoch 96/120   F1 0.6344620226177999   accuracy 0.8284090909090909   precision 0.6514592933947773   recall 0.6232943859789524
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deviation 3/5   epoch 97/120   F1 0.6058725609740312   accuracy 0.803409090909091   precision 0.6290322580645161   recall 0.5948886639676113
deviation 3/5   epoch 98/120   F1 0.6205950797872342   accuracy 0.8113636363636364   precision 0.6458986175115208   recall 0.6078543591420708
deviation 3/5   epoch 99/120   F1 0.6114644738849003   accuracy 0.8125   precision 0.6300768049155145   recall 0.6010057635787626
deviation 3/5   epoch 100/120   F1 0.5966786946497576   accuracy 0.7761363636363636   precision 0.6382488479262672   recall 0.5864746033698192
deviation 3/5   epoch 101/120   F1 0.61367781231264   accuracy 0.8011363636363636   precision 0.6442089093701997   recall 0.600888957667045
deviation 3/5   epoch 102/120   F1 0.6234308511345182   accuracy 0.8170454545454545   precision 0.6450076804915514   recall 0.6113375603864735
deviation 3/5   epoch 103/120   F1 0.6321744308552059   accuracy 0.8340909090909091   precision 0.6423348694316436   recall 0.6243945398502863
deviation 3/5   epoch 104/120   F1 0.6236842105263158   accuracy 0.8227272727272728   precision 0.64   recall 0.6132736763609247
deviation 3/5   epoch 105/120   F1 0.6234308511345182   accuracy 0.8170454545454545   precision 0.6450076804915514   recall 0.6113375603864735
deviation 3/5   epoch 106/120   F1 0.6225831580360086   accuracy 0.8329545454545455   precision 0.6293394777265745   recall 0.6170536945593665
deviation 3/5   epoch 107/120   F1 0.622895622895623   accuracy 0.8011363636363636   precision 0.6606758832565285   recall 0.6083264291632146
deviation 3/5   epoch 108/120   F1 0.6299546584759397   accuracy 0.8431818181818181   precision 0.6310291858678956   recall 0.6289127201944119
deviation 3/5   epoch 109/120   F1 0.6310935441370223   accuracy 0.825   precision 0.6495238095238095   recall 0.6195341434900924
deviation 3/5   epoch 110/120   F1 0.6305465074194716   accuracy 0.8352272727272727   precision 0.638863287250384   recall 0.6239035087719298
deviation 3/5   epoch 111/120   F1 0.6214657738095237   accuracy 0.8318181818181818   precision 0.628694316436252   recall 0.6156428405790699
deviation 3/5   epoch 112/120   F1 0.6225951229106286   accuracy 0.821590909090909   precision 0.6393548387096775   recall 0.612073055028463
deviation 3/5   epoch 113/120   F1 0.6071783889762539   accuracy 0.8261363636363637   precision 0.6131182795698925   recall 0.602373326215579
deviation 3/5   epoch 114/120   F1 0.6198156682027649   accuracy 0.8159090909090909   precision 0.6402457757296467   recall 0.6082872351529068
deviation 3/5   epoch 115/120   F1 0.6039015879202978   accuracy 0.7795454545454545   precision 0.6484178187403994   recall 0.5924777371955374
deviation 3/5   epoch 116/120   F1 0.6258792610342429   accuracy 0.825   precision 0.6412903225806452   recall 0.61572606214331
deviation 3/5   epoch 117/120   F1 0.613951423941205   accuracy 0.8068181818181818   precision 0.6392012288786483   recall 0.6018376172110294
deviation 3/5   epoch 118/120   F1 0.6109637488947834   accuracy 0.8090909090909091   precision 0.6322580645161291   recall 0.599883063730267
deviation 3/5   epoch 119/120   F1 0.6083949181883892   accuracy 0.803409090909091   precision 0.6331490015360983   recall 0.5969106650924833
deviation 3/5   epoch 120/120   F1 0.6085235108323324   accuracy 0.8181818181818182   precision 0.6209523809523809   recall 0.6003118662032838

deviation 4/5   epoch 1/120   F1 0.4145530145530145   accuracy 0.45454545454545453   precision 0.6079877112135177   recall 0.5481309051074901
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deviation 4/5   epoch 2/120   F1 0.4204650035991206   accuracy 0.4625   precision 0.6125038402457758   recall 0.5497565164460096
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deviation 4/5   epoch 3/120   F1 0.45764603961835215   accuracy 0.5181818181818182   precision 0.6276497695852534   recall 0.5541243962296594
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deviation 4/5   epoch 4/120   F1 0.523266626238124   accuracy 0.6193181818181818   precision 0.6603686635944701   recall 0.5686842105263158
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deviation 4/5   epoch 5/120   F1 0.48938299440401134   accuracy 0.5625   precision 0.6528110599078341   recall 0.5642316990020455
deviation 4/5   epoch 6/120   F1 0.5100245642765235   accuracy 0.5943181818181819   precision 0.6626420890937019   recall 0.568681888946549
deviation 4/5   epoch 7/120   F1 0.5093905229451017   accuracy 0.5965909090909091   precision 0.6556989247311829   recall 0.5658852649970879
deviation 4/5   epoch 8/120   F1 0.5261127956337175   accuracy 0.6215909090909091   precision 0.6657757296466974   recall 0.571
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deviation 4/5   epoch 9/120   F1 0.5086848635235732   accuracy 0.5909090909090909   precision 0.6648233486943165   recall 0.5695038217385672
deviation 4/5   epoch 10/120   F1 0.5166984126984127   accuracy 0.6068181818181818   precision 0.661505376344086   recall 0.5686023750489364
deviation 4/5   epoch 11/120   F1 0.52734375   accuracy 0.625   precision 0.663594470046083   recall 0.5702970297029702
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deviation 4/5   epoch 12/120   F1 0.5310292226682247   accuracy 0.6284090909090909   precision 0.6696466973886328   recall 0.5729481515926529
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deviation 4/5   epoch 13/120   F1 0.5531884027936087   accuracy 0.6659090909090909   precision 0.6744700460829494   recall 0.5779435742872672
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deviation 4/5   epoch 14/120   F1 0.5199571253572887   accuracy 0.6113636363636363   precision 0.6640860215053763   recall 0.5698356162950643
deviation 4/5   epoch 15/120   F1 0.5590774425234681   accuracy 0.6738636363636363   precision 0.6789861751152073   recall 0.5806460543509557
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deviation 4/5   epoch 16/120   F1 0.5434227330779056   accuracy 0.6454545454545455   precision 0.6793241167434716   recall 0.5780184881227979
deviation 4/5   epoch 17/120   F1 0.5072796038523024   accuracy 0.5920454545454545   precision 0.6572350230414747   recall 0.566398546964193
deviation 4/5   epoch 18/120   F1 0.5492643638397168   accuracy 0.6534090909090909   precision 0.6838402457757297   recall 0.5804924242424242
deviation 4/5   epoch 19/120   F1 0.5601149180750358   accuracy 0.6715909090909091   precision 0.6859293394777266   recall 0.5831611115996834
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deviation 4/5   epoch 20/120   F1 0.5302083333333332   accuracy 0.6272727272727273   precision 0.6690015360983103   recall 0.5726204620462045
deviation 4/5   epoch 21/120   F1 0.5513238554845441   accuracy 0.6579545454545455   precision 0.6823041474654378   recall 0.580291615249724
deviation 4/5   epoch 22/120   F1 0.5604956113319024   accuracy 0.6795454545454546   precision 0.6739784946236559   recall 0.5793266132873128
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deviation 4/5   epoch 23/120   F1 0.5034007544031601   accuracy 0.5897727272727272   precision 0.6477112135176651   recall 0.56241691591891
deviation 4/5   epoch 24/120   F1 0.559650676950443   accuracy 0.678409090909091   precision 0.6733333333333333   recall 0.5789241030461738
deviation 4/5   epoch 25/120   F1 0.5740158575601614   accuracy 0.7034090909090909   precision 0.6751766513056836   recall 0.5833138515488019
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deviation 4/5   epoch 26/120   F1 0.5765266063875591   accuracy 0.7193181818181819   precision 0.6595084485407066   recall 0.5798160173160173
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deviation 4/5   epoch 27/120   F1 0.5454545454545454   accuracy 0.6590909090909091   precision 0.6623655913978495   recall 0.5723675201971793
deviation 4/5   epoch 28/120   F1 0.5712639878945126   accuracy 0.7102272727272727   precision 0.6584639016897081   recall 0.5776601382766013
deviation 4/5   epoch 29/120   F1 0.5594480343132612   accuracy 0.7056818181818182   precision 0.635299539170507   recall 0.5671275973075798
deviation 4/5   epoch 30/120   F1 0.5503270348837209   accuracy 0.6931818181818182   precision 0.6282027649769585   recall 0.5622170933748412
deviation 4/5   epoch 31/120   F1 0.587936507936508   accuracy 0.7318181818181818   precision 0.6707219662058372   recall 0.5871686274509804
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deviation 4/5   epoch 32/120   F1 0.5944367633225377   accuracy 0.7511363636363636   precision 0.66110599078341   recall 0.5881901840490797
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deviation 4/5   epoch 33/120   F1 0.5809061998173746   accuracy 0.725   precision 0.6627342549923195   recall 0.5823338866817128
deviation 4/5   epoch 34/120   F1 0.5835322466980382   accuracy 0.7397727272727272   precision 0.6505376344086021   recall 0.5806005895357406
deviation 4/5   epoch 35/120   F1 0.5703125   accuracy 0.725   precision 0.6380337941628265   recall 0.5718415616145723
deviation 4/5   epoch 36/120   F1 0.586013986013986   accuracy 0.7477272727272727   precision 0.6468202764976958   recall 0.5810687022900763
deviation 4/5   epoch 37/120   F1 0.5586000374321543   accuracy 0.6954545454545454   precision 0.6459600614439325   recall 0.5700427539436828
deviation 4/5   epoch 38/120   F1 0.5674582050983967   accuracy 0.7261363636363637   precision 0.6304454685099846   recall 0.5687517811342263
deviation 4/5   epoch 39/120   F1 0.5381547181694133   accuracy 0.6761363636363636   precision 0.6185253456221198   recall 0.5559831441108867
deviation 4/5   epoch 40/120   F1 0.5922928078925136   accuracy 0.7681818181818182   precision 0.6378494623655915   recall 0.5833698746200325
deviation 4/5   epoch 41/120   F1 0.561679643605703   accuracy 0.7159090909090909   precision 0.6287557603686635   recall 0.5660495111296027
deviation 4/5   epoch 42/120   F1 0.5774858824254918   accuracy 0.7522727272727273   precision 0.624700460829493   recall 0.5723586163620676
deviation 4/5   epoch 43/120   F1 0.5638686466344831   accuracy 0.7238636363636364   precision 0.6250384024577573   recall 0.5659019663721858
deviation 4/5   epoch 44/120   F1 0.5436652131782945   accuracy 0.6886363636363636   precision 0.6173886328725038   recall 0.5569689704733449
deviation 4/5   epoch 45/120   F1 0.5577108548297268   accuracy 0.7056818181818182   precision 0.6311827956989247   recall 0.5653608777644437
deviation 4/5   epoch 46/120   F1 0.5728300858427579   accuracy 0.740909090909091   precision 0.6264823348694316   recall 0.5702506978998164
deviation 4/5   epoch 47/120   F1 0.5726204278342313   accuracy 0.7329545454545454   precision 0.6343164362519201   recall 0.5719154647857669
deviation 4/5   epoch 48/120   F1 0.5647161743424548   accuracy 0.725   precision 0.6256835637480799   recall 0.5664127689140839
deviation 4/5   epoch 49/120   F1 0.6014492753623188   accuracy 0.7818181818181819   precision 0.6414746543778802   recall 0.5902580144412823
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deviation 4/5   epoch 50/120   F1 0.5910621533333791   accuracy 0.7693181818181818   precision 0.6343778801843318   recall 0.5821661507018123
deviation 4/5   epoch 51/120   F1 0.59114975980925   accuracy 0.759090909090909   precision 0.6450384024577573   recall 0.5836113885760029
deviation 4/5   epoch 52/120   F1 0.582257882895315   accuracy 0.7556818181818182   precision 0.630752688172043   recall 0.5761217948717948
deviation 4/5   epoch 53/120   F1 0.5517013416293992   accuracy 0.7022727272727273   precision 0.6210138248847926   recall 0.5604233778186839
deviation 4/5   epoch 54/120   F1 0.5969722285511759   accuracy 0.7738636363636363   precision 0.6410752688172043   recall 0.586906492248062
deviation 4/5   epoch 55/120   F1 0.6116475806511934   accuracy 0.7988636363636363   precision 0.6429185867895546   recall 0.5990427851205886
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deviation 4/5   epoch 56/120   F1 0.6060009825774022   accuracy 0.7897727272727273   precision 0.6418740399385561   recall 0.5939809840122432
deviation 4/5   epoch 57/120   F1 0.6018801806568363   accuracy 0.7988636363636363   precision 0.6264516129032258   recall 0.5911070973225669
deviation 4/5   epoch 58/120   F1 0.569656797761084   accuracy 0.7170454545454545   precision 0.645867895545315   recall 0.5736352357320099
deviation 4/5   epoch 59/120   F1 0.5888765294771968   accuracy 0.7613636363636364   precision 0.638095238095238   recall 0.5812104787714544
deviation 4/5   epoch 60/120   F1 0.6030672079386558   accuracy 0.7863636363636364   precision 0.6399385560675883   recall 0.5915165834880376
deviation 4/5   epoch 61/120   F1 0.5660359653483631   accuracy 0.7193181818181819   precision 0.6348079877112136   recall 0.5693180669295319
deviation 4/5   epoch 62/120   F1 0.5931682180851063   accuracy 0.7977272727272727   precision 0.6134562211981567   recall 0.5838715831357479
deviation 4/5   epoch 63/120   F1 0.5878260998862507   accuracy 0.7852272727272728   precision 0.6145929339477727   recall 0.5786760487327461
deviation 4/5   epoch 64/120   F1 0.6122994652406416   accuracy 0.8022727272727272   precision 0.64073732718894   recall 0.5999005574019313
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deviation 4/5   epoch 65/120   F1 0.5734879867439933   accuracy 0.7340909090909091   precision 0.6349615975422427   recall 0.5724558799274286
deviation 4/5   epoch 66/120   F1 0.6036593947923998   accuracy 0.7818181818181819   precision 0.6455913978494623   recall 0.5921446626482598
deviation 4/5   epoch 67/120   F1 0.5763814205971219   accuracy 0.7329545454545454   precision 0.6425499231950844   recall 0.5755208333333334
deviation 4/5   epoch 68/120   F1 0.5806914251207729   accuracy 0.7704545454545455   precision 0.6144393241167434   recall 0.5730100116816018
deviation 4/5   epoch 69/120   F1 0.6073846153846154   accuracy 0.8022727272727272   precision 0.6325038402457757   recall 0.5959510567296996
deviation 4/5   epoch 70/120   F1 0.5789738027662858   accuracy 0.7488636363636364   precision 0.6309984639016897   recall 0.5743250780901383
deviation 4/5   epoch 71/120   F1 0.5955716929059021   accuracy 0.7829545454545455   precision 0.6297695852534562   recall 0.5852272727272727
deviation 4/5   epoch 72/120   F1 0.6018891374596073   accuracy 0.7931818181818182   precision 0.6314592933947772   recall 0.5906759906759906
deviation 4/5   epoch 73/120   F1 0.5792328278322926   accuracy 0.7715909090909091   precision 0.6109677419354839   recall 0.5716666666666667
deviation 4/5   epoch 74/120   F1 0.6282678280322231   accuracy 0.8386363636363636   precision 0.6325652841781874   recall 0.6244649305996238
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deviation 4/5   epoch 75/120   F1 0.5813551587879494   accuracy 0.7772727272727272   precision 0.6100768049155146   recall 0.5732354408025443
deviation 4/5   epoch 76/120   F1 0.5856270449227663   accuracy 0.7795454545454545   precision 0.6154838709677419   recall 0.5768328277914496
deviation 4/5   epoch 77/120   F1 0.5666047995832113   accuracy 0.725   precision 0.6298003072196621   recall 0.5682371714117747
deviation 4/5   epoch 78/120   F1 0.5771301446051168   accuracy 0.7545454545454545   precision 0.6218740399385561   recall 0.5716711833785004
deviation 4/5   epoch 79/120   F1 0.5754385964912281   accuracy 0.8   precision 0.5859293394777265   recall 0.5695252299279145
deviation 4/5   epoch 80/120   F1 0.5759178940678591   accuracy 0.7397727272727272   precision 0.6340706605222735   recall 0.5733909159401571
deviation 4/5   epoch 81/120   F1 0.5912426841730405   accuracy 0.7954545454545454   precision 0.6121658986175116   recall 0.5820589583839038
deviation 4/5   epoch 82/120   F1 0.592765600670739   accuracy 0.8068181818181818   precision 0.6062672811059908   recall 0.584953483117368
deviation 4/5   epoch 83/120   F1 0.5819537615524141   accuracy 0.775   precision 0.6129032258064516   recall 0.5738361019360128
deviation 4/5   epoch 84/120   F1 0.6063787096889626   accuracy 0.8011363636363636   precision 0.6318586789554532   recall 0.5950028332625018
deviation 4/5   epoch 85/120   F1 0.5813621587335148   accuracy 0.7545454545454545   precision 0.6301075268817204   recall 0.5754961173425367
deviation 4/5   epoch 86/120   F1 0.5748251748251748   accuracy 0.740909090909091   precision 0.6305990783410138   recall 0.5721119592875318
deviation 4/5   epoch 87/120   F1 0.5895511693049312   accuracy 0.7965909090909091   precision 0.6086943164362519   recall 0.5807762557077626
deviation 4/5   epoch 88/120   F1 0.5925556864047669   accuracy 0.7909090909090909   precision 0.6178187403993856   recall 0.5828229338539552
deviation 4/5   epoch 89/120   F1 0.6054126469317973   accuracy 0.8147727272727273   precision 0.6190168970814132   recall 0.5968848785562803
deviation 4/5   epoch 90/120   F1 0.5969034858687188   accuracy 0.8181818181818182   precision 0.6044854070660522   recall 0.5913157414268991
deviation 4/5   epoch 91/120   F1 0.5794687386966382   accuracy 0.7943181818181818   precision 0.5950537634408603   recall 0.5721790899929081
deviation 4/5   epoch 92/120   F1 0.5948378095570281   accuracy 0.8125   precision 0.6053763440860215   recall 0.587948717948718
deviation 4/5   epoch 93/120   F1 0.5977393617021276   accuracy 0.8   precision 0.6188632872503841   recall 0.5878687124701352
deviation 4/5   epoch 94/120   F1 0.6120196051486417   accuracy 0.825   precision 0.6207066052227342   recall 0.6054923693226364
deviation 4/5   epoch 95/120   F1 0.5958373940025317   accuracy 0.8136363636363636   precision 0.606021505376344   recall 0.5890543874317448
deviation 4/5   epoch 96/120   F1 0.6130934420717777   accuracy 0.8261363636363637   precision 0.6213517665130569   recall 0.6067844629958044
deviation 4/5   epoch 97/120   F1 0.6067354148924509   accuracy 0.8193181818181818   precision 0.6174807987711214   recall 0.5993184840425532
deviation 4/5   epoch 98/120   F1 0.5826691429113416   accuracy 0.8238636363636364   precision 0.583010752688172   recall 0.5823338696309297
deviation 4/5   epoch 99/120   F1 0.6074544012688343   accuracy 0.8363636363636363   precision 0.6065745007680492   recall 0.6083642588496958
deviation 4/5   epoch 100/120   F1 0.592883122592584   accuracy 0.7943181818181818   precision 0.6156374807987711   recall 0.5833156254426972
deviation 4/5   epoch 101/120   F1 0.5893546580738964   accuracy 0.7840909090909091   precision 0.6180645161290323   recall 0.5799565575612313
deviation 4/5   epoch 102/120   F1 0.5913104760791267   accuracy 0.8375   precision 0.5866359447004608   recall 0.5972467446479806
deviation 4/5   epoch 103/120   F1 0.5815976780658118   accuracy 0.7715909090909091   precision 0.6150844854070661   recall 0.5737192606820114
deviation 4/5   epoch 104/120   F1 0.6085235108323324   accuracy 0.8181818181818182   precision 0.6209523809523809   recall 0.6003118662032838
deviation 4/5   epoch 105/120   F1 0.579426705759792   accuracy 0.7977272727272727   precision 0.5928725038402458   recall 0.5725294868472826
deviation 4/5   epoch 106/120   F1 0.5820284421822098   accuracy 0.7875   precision 0.6035330261136713   recall 0.573854272590203
deviation 4/5   epoch 107/120   F1 0.61367781231264   accuracy 0.8011363636363636   precision 0.6442089093701997   recall 0.600888957667045
deviation 4/5   epoch 108/120   F1 0.5896103896103897   accuracy 0.8204545454545454   precision 0.5934254992319509   recall 0.5864165956237568
deviation 4/5   epoch 109/120   F1 0.5924138267271221   accuracy 0.8272727272727273   precision 0.5931797235023042   recall 0.5916746261077729
deviation 4/5   epoch 110/120   F1 0.5967269956602878   accuracy 0.8113636363636364   precision 0.6088479262672811   recall 0.5891536069088383
deviation 4/5   epoch 111/120   F1 0.5906857077549111   accuracy 0.8011363636363636   precision 0.60715821812596   recall 0.5822765700483092
deviation 4/5   epoch 112/120   F1 0.5897245983381333   accuracy 0.8397727272727272   precision 0.5838095238095238   recall 0.5978535353535354
deviation 4/5   epoch 113/120   F1 0.5913104760791267   accuracy 0.8375   precision 0.5866359447004608   recall 0.5972467446479806
deviation 4/5   epoch 114/120   F1 0.5913104760791267   accuracy 0.8375   precision 0.5866359447004608   recall 0.5972467446479806
deviation 4/5   epoch 115/120   F1 0.6036300547177366   accuracy 0.8159090909090909   precision 0.6155453149001536   recall 0.595827515567831
deviation 4/5   epoch 116/120   F1 0.5852542279618461   accuracy 0.7761363636363636   precision 0.6176651305683564   recall 0.5766269726943885
deviation 4/5   epoch 117/120   F1 0.5605174552542973   accuracy 0.7534090909090909   precision 0.5924116743471581   recall 0.5569282945736435
deviation 4/5   epoch 118/120   F1 0.5893333333333334   accuracy 0.7931818181818182   precision 0.6108755760368664   recall 0.5802892102335928
deviation 4/5   epoch 119/120   F1 0.5986555209856181   accuracy 0.8340909090909091   precision 0.5970506912442397   recall 0.6003762122040188
deviation 4/5   epoch 120/120   F1 0.573477835478287   accuracy 0.8170454545454545   precision 0.5750230414746544   recall 0.5720779220779221

deviation 5/5   epoch 1/120   F1 0.42345600185744137   accuracy 0.4857792946530148   precision 0.562698511166253   recall 0.5264583922344737
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deviation 5/5   epoch 2/120   F1 0.43350068273848763   accuracy 0.5017064846416383   precision 0.5675682382133995   recall 0.5283306455808147
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deviation 5/5   epoch 3/120   F1 0.4574342007802084   accuracy 0.5449374288964732   precision 0.5712717121588089   recall 0.5297867817105167
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deviation 5/5   epoch 4/120   F1 0.4865786756163677   accuracy 0.5881683731513083   precision 0.595787841191067   recall 0.5406171085858587
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deviation 5/5   epoch 5/120   F1 0.48818968738323576   accuracy 0.5745164960182025   precision 0.6255086848635236   recall 0.5525479195885927
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deviation 5/5   epoch 6/120   F1 0.5269139002015714   accuracy 0.6427758816837316   precision 0.6350806451612903   recall 0.5594101276874386
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deviation 5/5   epoch 7/120   F1 0.5149444946430877   accuracy 0.6109215017064846   precision 0.6503163771712159   recall 0.5637389520202021
deviation 5/5   epoch 8/120   F1 0.567486814706163   accuracy 0.7007963594994312   precision 0.6638213399503723   recall 0.5777144740559375
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deviation 5/5   epoch 9/120   F1 0.573663739923761   accuracy 0.7007963594994312   precision 0.6804714640198511   recall 0.5844323194799164
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deviation 5/5   epoch 10/120   F1 0.540213974438111   accuracy 0.646188850967008   precision 0.6703163771712158   recall 0.573931752819397
deviation 5/5   epoch 11/120   F1 0.5612302154079343   accuracy 0.6882821387940842   precision 0.6650496277915632   recall 0.5763425803711824
deviation 5/5   epoch 12/120   F1 0.5580693815987934   accuracy 0.6723549488054608   precision 0.6809925558312655   recall 0.5807179850382896
deviation 5/5   epoch 13/120   F1 0.5703382393693999   accuracy 0.7110352673492605   precision 0.6571401985111662   recall 0.576712254094389
deviation 5/5   epoch 14/120   F1 0.5524852086428441   accuracy 0.6666666666666666   precision 0.6736042183622829   recall 0.5771412662359141
deviation 5/5   epoch 15/120   F1 0.5332673879852649   accuracy 0.6348122866894198   precision 0.6680272952853599   recall 0.5721869836362667
deviation 5/5   epoch 16/120   F1 0.5652842791054173   accuracy 0.6916951080773607   precision 0.6711476426799008   recall 0.579288760647898
deviation 5/5   epoch 17/120   F1 0.5541015126145812   accuracy 0.6746302616609784   precision 0.6656327543424317   recall 0.5748326774963844
deviation 5/5   epoch 18/120   F1 0.5667506960644142   accuracy 0.70193401592719   precision 0.6603039702233251   recall 0.5764617114451415
deviation 5/5   epoch 19/120   F1 0.5881001881001882   accuracy 0.757679180887372   precision 0.6419665012406948   recall 0.5811824218860856
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deviation 5/5   epoch 20/120   F1 0.5185446009389671   accuracy 0.6177474402730375   precision 0.6500248138957816   recall 0.5639355357218392
deviation 5/5   epoch 21/120   F1 0.5616758220012981   accuracy 0.7133105802047781   precision 0.6334553349875931   recall 0.5671366513125866
deviation 5/5   epoch 22/120   F1 0.5777127937336815   accuracy 0.7121729237770194   precision 0.6744354838709677   recall 0.5839874551971327
deviation 5/5   epoch 23/120   F1 0.5566163475699558   accuracy 0.6882821387940842   precision 0.6525620347394541   recall 0.571255968661629
deviation 5/5   epoch 24/120   F1 0.5694108497875674   accuracy 0.7076222980659841   precision 0.6593672456575682   recall 0.5770296364704894
deviation 5/5   epoch 25/120   F1 0.5592260157145654   accuracy 0.6939704209328783   precision 0.6516253101736973   recall 0.5716732156471761
deviation 5/5   epoch 26/120   F1 0.5939793825265928   accuracy 0.7599544937428896   precision 0.6515818858560793   recall 0.5861248572516178
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deviation 5/5   epoch 27/120   F1 0.589752435064935   accuracy 0.7383390216154722   precision 0.6684615384615384   recall 0.5871960852309945
deviation 5/5   epoch 28/120   F1 0.5813680404916848   accuracy 0.7189988623435722   precision 0.6741439205955335   recall 0.5851864439697029
deviation 5/5   epoch 29/120   F1 0.5878622363155169   accuracy 0.7599544937428896   precision 0.6390942928039702   recall 0.580594375431332
deviation 5/5   epoch 30/120   F1 0.5977027759045734   accuracy 0.764505119453925   precision 0.6541625310173698   recall 0.5887345568806684
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deviation 5/5   epoch 31/120   F1 0.6104330119183086   accuracy 0.7895335608646189   precision 0.6517059553349875   recall 0.597585794094174
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deviation 5/5   epoch 32/120   F1 0.585006044413205   accuracy 0.7463026166097838   precision 0.6480024813895782   recall 0.5805991729953245
deviation 5/5   epoch 33/120   F1 0.5467755991285403   accuracy 0.676905574516496   precision 0.6419478908188585   recall 0.5654519450800916
deviation 5/5   epoch 34/120   F1 0.6027897268943754   accuracy 0.7940841865756542   precision 0.6334739454094293   recall 0.5913165266106443
deviation 5/5   epoch 35/120   F1 0.607764390896921   accuracy 0.7997724687144482   precision 0.6366997518610422   recall 0.5957753824756606
deviation 5/5   epoch 36/120   F1 0.6087378771733412   accuracy 0.8122866894197952   precision 0.6271464019851116   recall 0.5984835380268696
deviation 5/5   epoch 37/120   F1 0.6082970822281168   accuracy 0.8088737201365188   precision 0.6293734491315136   recall 0.5974368797772338
deviation 5/5   epoch 38/120   F1 0.5950365276657151   accuracy 0.7849829351535836   precision 0.6283126550868486   recall 0.584674712210778
deviation 5/5   epoch 39/120   F1 0.5972080498866214   accuracy 0.7792946530147895   precision 0.6375744416873449   recall 0.5867101970597435
deviation 5/5   epoch 40/120   F1 0.5748473894017299   accuracy 0.7599544937428896   precision 0.6141191066997519   recall 0.5689608636977058
deviation 5/5   epoch 41/120   F1 0.5691561320230655   accuracy 0.7440273037542662   precision 0.6175744416873449   recall 0.5663806388344075
deviation 5/5   epoch 42/120   F1 0.5940589409416461   accuracy 0.7986348122866894   precision 0.615241935483871   recall 0.584496215704825
deviation 5/5   epoch 43/120   F1 0.5960106627447376   accuracy 0.800910125142207   precision 0.6165322580645161   recall 0.586351935276271
deviation 5/5   epoch 44/120   F1 0.6006276837419406   accuracy 0.8031854379977247   precision 0.621985111662531   recall 0.5903925714811069
deviation 5/5   epoch 45/120   F1 0.6112044888726004   accuracy 0.800910125142207   precision 0.6415074441687345   recall 0.5986652018201006
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deviation 5/5   epoch 46/120   F1 0.5887761945256812   accuracy 0.7690557451649602   precision 0.6317679900744417   recall 0.5802164685267149
deviation 5/5   epoch 47/120   F1 0.5940589409416461   accuracy 0.7986348122866894   precision 0.615241935483871   recall 0.584496215704825
deviation 5/5   epoch 48/120   F1 0.6220330237358103   accuracy 0.8293515358361775   precision 0.6326612903225807   recall 0.614211706900235
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deviation 5/5   epoch 49/120   F1 0.6035704218735319   accuracy 0.7815699658703071   precision 0.6471898263027296   recall 0.5920378904249872
deviation 5/5   epoch 50/120   F1 0.6133340371621623   accuracy 0.8293515358361775   precision 0.6201736972704714   recall 0.6078643176908172
deviation 5/5   epoch 51/120   F1 0.6155220388288117   accuracy 0.8111490329920364   precision 0.6389888337468983   recall 0.6035466040595999
deviation 5/5   epoch 52/120   F1 0.6171655889280038   accuracy 0.8213879408418657   precision 0.6323076923076923   recall 0.6074804974903747
deviation 5/5   epoch 53/120   F1 0.6139657444005271   accuracy 0.8395904436860068   precision 0.6134925558312655   recall 0.6144467520768692
deviation 5/5   epoch 54/120   F1 0.6057620593037554   accuracy 0.7974971558589306   precision 0.635409429280397   recall 0.593961464951702
deviation 5/5   epoch 55/120   F1 0.6130282531068635   accuracy 0.825938566552901   precision 0.6224007444168734   recall 0.6060943347528713
deviation 5/5   epoch 56/120   F1 0.6115987119267832   accuracy 0.8339021615472128   precision 0.6144292803970224   recall 0.6090318004492257
deviation 5/5   epoch 57/120   F1 0.6146959216025364   accuracy 0.8339021615472128   precision 0.618591811414392   recall 0.6112695567144719
deviation 5/5   epoch 58/120   F1 0.6349764020354892   accuracy 0.856655290102389   precision 0.6273325062034739   recall 0.6445289395859738
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deviation 5/5   epoch 59/120   F1 0.6173850805568134   accuracy 0.8304891922639362   precision 0.6249813895781637   recall 0.6113832375055286
deviation 5/5   epoch 60/120   F1 0.6176447326795318   accuracy 0.8248009101251422   precision 0.6300806451612904   recall 0.6090681175099867
deviation 5/5   epoch 61/120   F1 0.632061273593497   accuracy 0.850967007963595   precision 0.6282692307692308   recall 0.636294724075197
deviation 5/5   epoch 62/120   F1 0.6188512456750509   accuracy 0.8350398179749715   precision 0.6233995037220843   recall 0.6149056124217288
deviation 5/5   epoch 63/120   F1 0.6162235170323371   accuracy 0.8418657565415245   precision 0.6147828784119107   recall 0.6177365165822495
deviation 5/5   epoch 64/120   F1 0.6237168201804744   accuracy 0.8282138794084186   precision 0.6361786600496278   recall 0.6149271234712682
deviation 5/5   epoch 65/120   F1 0.5930555555555554   accuracy 0.7770193401592719   precision 0.63212158808933   recall 0.583273381294964
deviation 5/5   epoch 66/120   F1 0.6124065594301592   accuracy 0.8077360637087599   precision 0.6370533498759305   recall 0.6004885015646605
deviation 5/5   epoch 67/120   F1 0.6165623021177795   accuracy 0.8236632536973834   precision 0.6294354838709677   recall 0.607829457364341
deviation 5/5   epoch 68/120   F1 0.6273818741088226   accuracy 0.8623435722411832   precision 0.6139081885856079   recall 0.6486705314635489
deviation 5/5   epoch 69/120   F1 0.6310762000753637   accuracy 0.8441410693970421   precision 0.6327233250620348   recall 0.6295034138782626
deviation 5/5   epoch 70/120   F1 0.6260884796316685   accuracy 0.8452787258248009   precision 0.625043424317618   recall 0.627167083049436
deviation 5/5   epoch 71/120   F1 0.6255524084847341   accuracy 0.850967007963595   precision 0.6199441687344913   recall 0.6322539604366741
deviation 5/5   epoch 72/120   F1 0.6231735973001635   accuracy 0.8486916951080774   precision 0.6186538461538462   recall 0.6284035982814179
deviation 5/5   epoch 73/120   F1 0.6220424604066279   accuracy 0.8236632536973834   precision 0.6377605459057072   recall 0.6119101372734786
deviation 5/5   epoch 74/120   F1 0.6260884796316685   accuracy 0.8452787258248009   precision 0.625043424317618   recall 0.627167083049436
deviation 5/5   epoch 75/120   F1 0.6231735973001635   accuracy 0.8486916951080774   precision 0.6186538461538462   recall 0.6284035982814179
deviation 5/5   epoch 76/120   F1 0.6210117849956884   accuracy 0.8498293515358362   precision 0.615136476426799   recall 0.628169714380421
deviation 5/5   epoch 77/120   F1 0.6268549280177187   accuracy 0.8430034129692833   precision 0.6279156327543425   recall 0.6258268446874466
deviation 5/5   epoch 78/120   F1 0.6115131760676206   accuracy 0.8543799772468714   precision 0.6010669975186104   recall 0.6274405506883605
deviation 5/5   epoch 79/120   F1 0.6310762000753637   accuracy 0.8441410693970421   precision 0.6327233250620348   recall 0.6295034138782626
deviation 5/5   epoch 80/120   F1 0.6196645371478021   accuracy 0.8452787258248009   precision 0.6167183622828785   recall 0.62291280148423
deviation 5/5   epoch 81/120   F1 0.6257982120051085   accuracy 0.8543799772468714   precision 0.6177171215880893   recall 0.6363061717044018
deviation 5/5   epoch 82/120   F1 0.6152015103012394   accuracy 0.8543799772468714   precision 0.6052295285359801   recall 0.629777825381767
deviation 5/5   epoch 83/120   F1 0.6211642339960923   accuracy 0.863481228668942   precision 0.6062282878411911   recall 0.6473564642709624
deviation 5/5   epoch 84/120   F1 0.6095332044593267   accuracy 0.8350398179749715   precision 0.6109119106699752   recall 0.6082211515180863
deviation 5/5   epoch 85/120   F1 0.5981583072100314   accuracy 0.856655290102389   precision 0.5857071960297767   recall 0.6219848137029843
deviation 5/5   epoch 86/120   F1 0.6175832826915639   accuracy 0.856655290102389   precision 0.6065198511166253   recall 0.6343163329161452
deviation 5/5   epoch 87/120   F1 0.6197762397724274   accuracy 0.8657565415244596   precision 0.6033560794044666   recall 0.6510571552912163
deviation 5/5   epoch 88/120   F1 0.6237531017369727   accuracy 0.8430034129692833   precision 0.6237531017369727   recall 0.6237531017369727
deviation 5/5   epoch 89/120   F1 0.6307223200975741   accuracy 0.8589306029579067   precision 0.6202977667493796   recall 0.645193171608266
deviation 5/5   epoch 90/120   F1 0.6315871784606146   accuracy 0.8475540386803185   precision 0.6304962779156327   recall 0.6327125444772503
deviation 5/5   epoch 91/120   F1 0.6346588089330025   accuracy 0.8475540386803185   precision 0.6346588089330025   recall 0.6346588089330025
deviation 5/5   epoch 92/120   F1 0.6208224859235938   accuracy 0.8703071672354948   precision 0.6017741935483871   recall 0.6619418012397836
deviation 5/5   epoch 93/120   F1 0.6163880345698527   accuracy 0.8555176336746303   precision 0.6058746898263028   recall 0.6320198644760048
deviation 5/5   epoch 94/120   F1 0.6091890338996964   accuracy 0.8521046643913538   precision 0.5997766749379653   recall 0.6230529118340117
deviation 5/5   epoch 95/120   F1 0.6176447326795318   accuracy 0.8248009101251422   precision 0.6300806451612904   recall 0.6090681175099867
deviation 5/5   epoch 96/120   F1 0.6425845761185067   accuracy 0.8521046643913538   precision 0.6414019851116625   recall 0.6438034673328791
update
deviation 5/5   epoch 97/120   F1 0.627637997432606   accuracy 0.8498293515358362   precision 0.6234615384615385   recall 0.6323834610472542
deviation 5/5   epoch 98/120   F1 0.6259478324446437   accuracy 0.8304891922639362   precision 0.637468982630273   recall 0.6175596816976128
deviation 5/5   epoch 99/120   F1 0.6279639746050494   accuracy 0.8532423208191127   precision 0.6212344913151364   recall 0.6362679198973615
deviation 5/5   epoch 100/120   F1 0.632061273593497   accuracy 0.850967007963595   precision 0.6282692307692308   recall 0.636294724075197
deviation 5/5   epoch 101/120   F1 0.6334569918545998   accuracy 0.8464163822525598   precision 0.6340136476426799   recall 0.6329088224437062
deviation 5/5   epoch 102/120   F1 0.6158043075253583   accuracy 0.8350398179749715   precision 0.6192369727047147   recall 0.6127357826576576
deviation 5/5   epoch 103/120   F1 0.624589051300303   accuracy 0.8532423208191127   precision 0.6170719602977668   recall 0.6342056606457118
deviation 5/5   epoch 104/120   F1 0.6208265033215425   accuracy 0.8464163822525598   precision 0.6173635235732009   recall 0.624706673346165
deviation 5/5   epoch 105/120   F1 0.6050360704922499   accuracy 0.8555176336746303   precision 0.5933870967741935   recall 0.6248258706467662
deviation 5/5   epoch 106/120   F1 0.6057074086905783   accuracy 0.8600682593856656   precision 0.5918052109181141   recall 0.6323939881910896
deviation 5/5   epoch 107/120   F1 0.6188101368749153   accuracy 0.8543799772468714   precision 0.6093920595533499   recall 0.632030548068284
deviation 5/5   epoch 108/120   F1 0.6345067221933917   accuracy 0.8532423208191127   precision 0.6295595533498759   recall 0.6402054242749732
deviation 5/5   epoch 109/120   F1 0.6261295810788197   accuracy 0.8612059158134243   precision 0.6132630272952854   recall 0.6461154326322865
deviation 5/5   epoch 110/120   F1 0.630050505050505   accuracy 0.8521046643913538   precision 0.6247518610421836   recall 0.6362650765686407
deviation 5/5   epoch 111/120   F1 0.6348331220954795   accuracy 0.8657565415244596   precision 0.6200062034739454   recall 0.6584928229665071
deviation 5/5   epoch 112/120   F1 0.6095917330495882   accuracy 0.8418657565415245   precision 0.6064578163771712   recall 0.6131186226171329
deviation 5/5   epoch 113/120   F1 0.6164406552094521   accuracy 0.8521046643913538   precision 0.6081017369727046   recall 0.6277603448781489
deviation 5/5   epoch 114/120   F1 0.6099550142301926   accuracy 0.8680318543799772   precision 0.5921588089330024   recall 0.6511599511599512
deviation 5/5   epoch 115/120   F1 0.6341433941997852   accuracy 0.8589306029579067   precision 0.6244602977667494   recall 0.6470937564151442
deviation 5/5   epoch 116/120   F1 0.6337319749987697   accuracy 0.8555176336746303   precision 0.6266873449131514   recall 0.6423969431583645
deviation 5/5   epoch 117/120   F1 0.6282424812030075   accuracy 0.856655290102389   precision 0.6190074441687345   recall 0.6406492859028123
deviation 5/5   epoch 118/120   F1 0.6316451149425287   accuracy 0.856655290102389   precision 0.6231699751861042   recall 0.6426201011378003
deviation 5/5   epoch 119/120   F1 0.6235495260351858   accuracy 0.8555176336746303   precision 0.6141997518610421   recall 0.6363831678767224
deviation 5/5   epoch 120/120   F1 0.6284540843364372   accuracy 0.8475540386803185   precision 0.626333746898263   recall 0.6307124518613607

