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Update training_log.csv

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不小心上传空白csv，现已恢复
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yukun-hh 2026-05-17 20:22:53 +08:00
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training_log.csv
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@ -1 +1,81 @@
epoch,train_loss,train_f1,train_acc,val_loss,val_f1,val_acc,lr,best
1,1.0409312975676923,0.4329540729522705,48.04254100337675,1.1043149583345566,0.4398210048675537,48.66548042704626,0.004998072590601808,best
2,0.9862563783744079,0.4695238769054413,52.5943680656054,0.9867177669753319,0.5062971115112305,58.397207774431976,0.00499229333433282,best
3,0.9462850892451784,0.49421826004981995,55.40279787747226,1.0144445673589866,0.4907984733581543,53.15494114426499,0.004982671142387316,
4,0.910117163585685,0.514958381652832,57.832097202122526,0.8787865286946395,0.5453917980194092,62.544483985765126,0.004969220851487844,best
5,0.8786031692946986,0.5320333242416382,59.74282440906898,1.0686318878927787,0.4803737998008728,52.73063235696688,0.004951963201008076,
6,0.8518873820889128,0.5481140613555908,61.51938615533044,0.7650798693964196,0.6073676347732544,68.98439638653161,0.004930924800994191,best
7,0.8256270786701512,0.5604796409606934,62.90249638205499,0.8796401012116773,0.5789190530776978,62.63345195729537,0.004906138091134118,
8,0.8003699506646013,0.5742803812026978,64.3014351181862,0.9246643470014378,0.5521833896636963,60.88831097727895,0.004877641290737884,
9,0.780536473588097,0.5827116966247559,65.25642185238785,0.8404132533719564,0.5876226425170898,65.89789214344374,0.00484547833980621,
10,0.7604798049209087,0.595557451248169,66.54079232995659,0.9228097118810533,0.564703643321991,60.77881193539557,0.004809698831278217,
11,0.7410275131047088,0.6043155789375305,67.35784491075735,0.7576604621266131,0.6295210123062134,69.83985765124555,0.0047703579345627035,best
12,0.7195374228732343,0.6127941608428955,68.07766521948867,0.9624476881507583,0.5630610585212708,61.59321105940323,0.00472751631047092,
13,0.6997139808122973,0.6210756301879883,68.85175470332851,0.7615812296349155,0.6177672147750854,69.12127018888584,0.004681240017681994,
14,0.6824904908837182,0.630592942237854,69.65448625180898,0.6715762626299165,0.6534035205841064,73.48754448398577,0.004631600410885231,best
15,0.6653590450468583,0.6379610300064087,70.39088880849012,0.694461440047988,0.6517682075500488,73.0906104571585,0.004578674030756364,
16,0.6514209577758935,0.6478185653686523,71.27879281234925,0.7036816360785346,0.6470745801925659,71.76977826444019,0.004522542485937369,
17,0.6330186040776395,0.6530008316040039,71.7935962373372,0.7222367905930823,0.6418735980987549,71.07856556255133,0.004463292327201863,
18,0.6166394593717968,0.6634106040000916,72.6038651712494,0.6067476719332303,0.6886636018753052,77.49110320284697,0.004401014914000078,best
19,0.5973944908975692,0.6721534729003906,73.47367945007235,0.6952472055509845,0.6622275114059448,71.79715302491103,0.004335806273589214,
20,0.5820678306183721,0.6758297681808472,73.73145803183792,0.7708474785342401,0.6217234134674072,68.74486723241172,0.004267766952966369,
21,0.5650806297110982,0.6851130723953247,74.5741377231066,0.7461620579141478,0.6384793519973755,71.35231316725978,0.004197001863832355,
22,0.5500074683958588,0.6915749311447144,75.099493487699,0.6420613189380593,0.672810435295105,74.9452504790583,0.00412362012082546,
23,0.5367840825001858,0.6979560852050781,75.66102870236372,0.6252713002082977,0.6949211359024048,75.32849712565014,0.0040477348732745845,best
24,0.5234906795055925,0.7052106857299805,76.26025084418717,0.7471277477021352,0.6447888016700745,69.70982753900904,0.003969463130731182,
25,0.5044557179049829,0.7132176160812378,76.91148094548963,0.6325626891507145,0.6857903003692627,75.52012044894607,0.0038889255825490052,
26,0.4938347232885195,0.7174828052520752,77.23784973468403,0.5635758755127437,0.70375657081604,78.50396934026827,0.003806246411789872,best
27,0.4793313278116239,0.7242900133132935,77.87475880366618,0.5505193975847648,0.7201660871505737,78.89405967697783,0.003721553103742388,best
28,0.46573570758837524,0.7336312532424927,78.60437771345876,0.640248272807638,0.6859503984451294,75.13003011223651,0.003634976249348867,
29,0.44927708754289913,0.737967312335968,78.9352689339122,0.6151526539644867,0.7065733075141907,74.69887763482069,0.00354664934384357,
30,0.4373503708129221,0.7443608045578003,79.40409430776653,0.5578661908719627,0.7272701263427734,78.20969066520668,0.0034567085809127244,best
31,0.42717206794400175,0.7488712072372437,79.7779486251809,0.58909761693554,0.7034546136856079,76.88201478237066,0.003365292642693732,
32,0.4100124511779706,0.7580570578575134,80.60630728412929,0.6458172935624336,0.6865078210830688,75.32849712565014,0.0032725424859373683,
33,0.3993677339991451,0.763430118560791,80.9876989869754,0.47995706558097007,0.754202127456665,81.65891048453327,0.003178601124662685,best
34,0.3858378949555808,0.7697042226791382,81.54772672455378,0.6427663844838523,0.6931804418563843,74.28141253764029,0.0030836134096397633,
35,0.37397055771404913,0.7764154672622681,81.9992161119151,0.6085299244000101,0.7046636343002319,77.08048179578428,0.0029877258050403205,
36,0.3597575335889638,0.7818952798843384,82.53587795465509,0.5254679805051781,0.7415529489517212,78.89405967697783,0.002891086162600577,
37,0.3487578573732404,0.7871347665786743,82.8999336710082,0.5125140355052995,0.748577356338501,80.1875171092253,0.002793843493644594,
38,0.3325814358527052,0.7965956330299377,83.59035817655571,0.5408413317834649,0.7290798425674438,79.87270736381056,0.002696147739319612,
39,0.3261546248608721,0.7988470792770386,83.75316570188133,0.5301555857539602,0.7376729249954224,80.06433068710649,0.002598149539397671,
40,0.30964642827472305,0.8070269823074341,84.52725518572117,0.5468305750249544,0.7365171313285828,78.73665480427046,0.0024999999999999996,
41,0.3009217412674191,0.8119726777076721,84.96140858658949,0.46898612490165015,0.7599539756774902,82.18587462359704,0.002401850460602329,best
42,0.28925693789887874,0.8200639486312866,85.6458031837916,0.5167866427621677,0.7465909123420715,80.83766767040788,0.0023038522606803878,
43,0.2707157838268379,0.8313596248626709,86.46360950313556,0.5156203284349763,0.7596548199653625,80.6049822064057,0.0022061565063554063,
44,0.2580273799019566,0.836384654045105,86.8412325132658,0.5318487190707494,0.746901273727417,80.27648508075555,0.0021089138373994237,
45,0.2504911308580703,0.8410984873771667,87.30779667149059,0.49164087495639364,0.763725221157074,81.82315904735833,0.00201227419495968,best
46,0.24104372076995695,0.8451772928237915,87.64094910757356,0.5290114263981752,0.7580969333648682,80.94032302217356,0.0019163865903602372,
47,0.22337641519549614,0.8570870161056519,88.56201760733236,0.43634469677838694,0.7913081049919128,85.10128661374213,0.0018213988753373142,best
48,0.2128122905210861,0.8645581603050232,89.1152616980222,0.43183545479456625,0.7972898483276367,85.49137695045168,0.001727457514062632,best
49,0.2003101470318182,0.8717849254608154,89.69187168355042,0.4289672785945178,0.806715726852417,85.7993430057487,0.0016347073573062686,best
50,0.1888495338707803,0.8796613216400146,90.34687047756874,0.4568697272132202,0.7956517338752747,84.64275937585546,0.0015432914190872762,
51,0.1756466486088274,0.886497437953949,90.97096599131693,0.4541556305781541,0.7938134670257568,84.45113605255953,0.001453350656156431,
52,0.16742963044469736,0.8907681703567505,91.3101483357453,0.4230425570913775,0.8147625923156738,86.100465370928,0.0013650237506511336,best
53,0.15311133117022804,0.9007841944694519,92.11212614568258,0.4146759752586969,0.8208259344100952,86.83274021352314,0.0012784468962576128,best
54,0.1423091164071722,0.9078108668327332,92.6714001447178,0.4709351422719488,0.8029968738555908,85.71721872433616,0.0011937535882101285,
55,0.13160189816137902,0.9135022163391113,93.10932223830197,0.40829240685941226,0.8264325857162476,87.42814125376403,0.0011110744174509947,best
56,0.12707359487800943,0.9174070358276367,93.4409671972986,0.42565728100299705,0.8230471611022949,87.65398302764851,0.0010305368692688178,
57,0.11291898237482914,0.925153374671936,94.10953328509407,0.43774206922898184,0.8247347474098206,87.5376402956474,0.0009522651267254161,
58,0.10370979833767516,0.9329074025154114,94.62584418716835,0.4068256767521223,0.8333848118782043,88.05091705447578,0.0008763798791745416,best
59,0.0946220946482491,0.9380815029144287,95.09768451519537,0.41103389083751746,0.8357677459716797,88.4889132220093,0.0008029981361676465,best
60,0.08804238645213414,0.9423004388809204,95.45194163048721,0.4207381762007377,0.8308929204940796,88.17410347659458,0.0007322330470336316,
61,0.07913849578165794,0.9495129585266113,95.9916184273999,0.4083157278823748,0.8420299291610718,89.00218998083767,0.0006641937264107861,best
62,0.06981624146470565,0.9559226036071777,96.49662325132658,0.41332166066585485,0.843511700630188,88.98850260060225,0.0005989850859999229,best
63,0.06394793773276639,0.9602090120315552,96.79811866859623,0.41052334102789995,0.8489691019058228,89.35121817684096,0.0005367076727981376,best
64,0.057007493751794744,0.9636315107345581,97.11016642547034,0.3970402057488879,0.8546013832092285,90.04927456884752,0.00047745751406263185,best
65,0.05285091761448427,0.967146635055542,97.40035576459238,0.4247235585867853,0.8433754444122314,89.34437448672324,0.0004213259692436376,
66,0.04614944799553407,0.9710246324539185,97.6912988422576,0.4035414461747053,0.8538572788238525,89.85080755543389,0.00036839958911476966,
67,0.042909558690492254,0.9727644920349121,97.8428002894356,0.41578795896298,0.8530543446540833,89.91924445661101,0.0003187599823180077,
68,0.03640206224887977,0.9769999980926514,98.15710926193921,0.42073161891477256,0.8551151156425476,89.94661921708185,0.0002724836895290806,best
69,0.034432517173010414,0.9790080785751343,98.34328268210324,0.4133664407223553,0.8576940298080444,90.28880372296743,0.00022964206543729668,best
70,0.030669637766023813,0.9817556142807007,98.5249336710082,0.418308269951463,0.8569411039352417,90.12455516014235,0.00019030116872178321,
71,0.028112305183924133,0.9827903509140015,98.606337433671,0.4151474575991667,0.8596312999725342,90.37092800437996,0.00015452166019378966,best
72,0.024704152367817256,0.9853801727294922,98.81135431741437,0.4153705465811558,0.8635820746421814,90.68573774979468,0.0001223587092621162,best
73,0.024846541488804174,0.9855506420135498,98.8369814278823,0.4177400436290088,0.8632140159606934,90.59676977826444,9.38619088658821e-05,
74,0.022639600746625622,0.9868491888046265,98.94702725518572,0.41732572613841307,0.8648342490196228,90.78154941144265,6.907519900580863e-05,best
75,0.02120214593173326,0.9878177642822266,99.0231548480463,0.4163925825270714,0.866214394569397,90.89789214344374,4.803679899192394e-05,best
76,0.019741657997631577,0.9883521795272827,99.06385672937772,0.42005763620917286,0.8647006750106812,90.82945524226663,3.077914851215586e-05,
77,0.019116416042495393,0.9889511466026306,99.10003617945007,0.4159400745789841,0.8657370805740356,90.84998631261976,1.7328857612684272e-05,
78,0.019259902796210714,0.9888157844543457,99.0962674867342,0.4192042892654481,0.8641382455825806,90.69942513003011,7.706665667180091e-06,
79,0.01933925595445387,0.9887675046920776,99.0759165460685,0.4180937778044573,0.8662786483764648,90.84998631261976,1.9274093981927482e-06,best
80,0.01922732148408437,0.9889604449272156,99.10078991799324,0.41794140280912484,0.864332914352417,90.82261155214891,0.0,

1 epoch train_loss train_f1 train_acc val_loss val_f1 val_acc lr best
2 1 1.0409312975676923 0.4329540729522705 48.04254100337675 1.1043149583345566 0.4398210048675537 48.66548042704626 0.004998072590601808 best
3 2 0.9862563783744079 0.4695238769054413 52.5943680656054 0.9867177669753319 0.5062971115112305 58.397207774431976 0.00499229333433282 best
4 3 0.9462850892451784 0.49421826004981995 55.40279787747226 1.0144445673589866 0.4907984733581543 53.15494114426499 0.004982671142387316
5 4 0.910117163585685 0.514958381652832 57.832097202122526 0.8787865286946395 0.5453917980194092 62.544483985765126 0.004969220851487844 best
6 5 0.8786031692946986 0.5320333242416382 59.74282440906898 1.0686318878927787 0.4803737998008728 52.73063235696688 0.004951963201008076
7 6 0.8518873820889128 0.5481140613555908 61.51938615533044 0.7650798693964196 0.6073676347732544 68.98439638653161 0.004930924800994191 best
8 7 0.8256270786701512 0.5604796409606934 62.90249638205499 0.8796401012116773 0.5789190530776978 62.63345195729537 0.004906138091134118
9 8 0.8003699506646013 0.5742803812026978 64.3014351181862 0.9246643470014378 0.5521833896636963 60.88831097727895 0.004877641290737884
10 9 0.780536473588097 0.5827116966247559 65.25642185238785 0.8404132533719564 0.5876226425170898 65.89789214344374 0.00484547833980621
11 10 0.7604798049209087 0.595557451248169 66.54079232995659 0.9228097118810533 0.564703643321991 60.77881193539557 0.004809698831278217
12 11 0.7410275131047088 0.6043155789375305 67.35784491075735 0.7576604621266131 0.6295210123062134 69.83985765124555 0.0047703579345627035 best
13 12 0.7195374228732343 0.6127941608428955 68.07766521948867 0.9624476881507583 0.5630610585212708 61.59321105940323 0.00472751631047092
14 13 0.6997139808122973 0.6210756301879883 68.85175470332851 0.7615812296349155 0.6177672147750854 69.12127018888584 0.004681240017681994
15 14 0.6824904908837182 0.630592942237854 69.65448625180898 0.6715762626299165 0.6534035205841064 73.48754448398577 0.004631600410885231 best
16 15 0.6653590450468583 0.6379610300064087 70.39088880849012 0.694461440047988 0.6517682075500488 73.0906104571585 0.004578674030756364
17 16 0.6514209577758935 0.6478185653686523 71.27879281234925 0.7036816360785346 0.6470745801925659 71.76977826444019 0.004522542485937369
18 17 0.6330186040776395 0.6530008316040039 71.7935962373372 0.7222367905930823 0.6418735980987549 71.07856556255133 0.004463292327201863
19 18 0.6166394593717968 0.6634106040000916 72.6038651712494 0.6067476719332303 0.6886636018753052 77.49110320284697 0.004401014914000078 best
20 19 0.5973944908975692 0.6721534729003906 73.47367945007235 0.6952472055509845 0.6622275114059448 71.79715302491103 0.004335806273589214
21 20 0.5820678306183721 0.6758297681808472 73.73145803183792 0.7708474785342401 0.6217234134674072 68.74486723241172 0.004267766952966369
22 21 0.5650806297110982 0.6851130723953247 74.5741377231066 0.7461620579141478 0.6384793519973755 71.35231316725978 0.004197001863832355
23 22 0.5500074683958588 0.6915749311447144 75.099493487699 0.6420613189380593 0.672810435295105 74.9452504790583 0.00412362012082546
24 23 0.5367840825001858 0.6979560852050781 75.66102870236372 0.6252713002082977 0.6949211359024048 75.32849712565014 0.0040477348732745845 best
25 24 0.5234906795055925 0.7052106857299805 76.26025084418717 0.7471277477021352 0.6447888016700745 69.70982753900904 0.003969463130731182
26 25 0.5044557179049829 0.7132176160812378 76.91148094548963 0.6325626891507145 0.6857903003692627 75.52012044894607 0.0038889255825490052
27 26 0.4938347232885195 0.7174828052520752 77.23784973468403 0.5635758755127437 0.70375657081604 78.50396934026827 0.003806246411789872 best
28 27 0.4793313278116239 0.7242900133132935 77.87475880366618 0.5505193975847648 0.7201660871505737 78.89405967697783 0.003721553103742388 best
29 28 0.46573570758837524 0.7336312532424927 78.60437771345876 0.640248272807638 0.6859503984451294 75.13003011223651 0.003634976249348867
30 29 0.44927708754289913 0.737967312335968 78.9352689339122 0.6151526539644867 0.7065733075141907 74.69887763482069 0.00354664934384357
31 30 0.4373503708129221 0.7443608045578003 79.40409430776653 0.5578661908719627 0.7272701263427734 78.20969066520668 0.0034567085809127244 best
32 31 0.42717206794400175 0.7488712072372437 79.7779486251809 0.58909761693554 0.7034546136856079 76.88201478237066 0.003365292642693732
33 32 0.4100124511779706 0.7580570578575134 80.60630728412929 0.6458172935624336 0.6865078210830688 75.32849712565014 0.0032725424859373683
34 33 0.3993677339991451 0.763430118560791 80.9876989869754 0.47995706558097007 0.754202127456665 81.65891048453327 0.003178601124662685 best
35 34 0.3858378949555808 0.7697042226791382 81.54772672455378 0.6427663844838523 0.6931804418563843 74.28141253764029 0.0030836134096397633
36 35 0.37397055771404913 0.7764154672622681 81.9992161119151 0.6085299244000101 0.7046636343002319 77.08048179578428 0.0029877258050403205
37 36 0.3597575335889638 0.7818952798843384 82.53587795465509 0.5254679805051781 0.7415529489517212 78.89405967697783 0.002891086162600577
38 37 0.3487578573732404 0.7871347665786743 82.8999336710082 0.5125140355052995 0.748577356338501 80.1875171092253 0.002793843493644594
39 38 0.3325814358527052 0.7965956330299377 83.59035817655571 0.5408413317834649 0.7290798425674438 79.87270736381056 0.002696147739319612
40 39 0.3261546248608721 0.7988470792770386 83.75316570188133 0.5301555857539602 0.7376729249954224 80.06433068710649 0.002598149539397671
41 40 0.30964642827472305 0.8070269823074341 84.52725518572117 0.5468305750249544 0.7365171313285828 78.73665480427046 0.0024999999999999996
42 41 0.3009217412674191 0.8119726777076721 84.96140858658949 0.46898612490165015 0.7599539756774902 82.18587462359704 0.002401850460602329 best
43 42 0.28925693789887874 0.8200639486312866 85.6458031837916 0.5167866427621677 0.7465909123420715 80.83766767040788 0.0023038522606803878
44 43 0.2707157838268379 0.8313596248626709 86.46360950313556 0.5156203284349763 0.7596548199653625 80.6049822064057 0.0022061565063554063
45 44 0.2580273799019566 0.836384654045105 86.8412325132658 0.5318487190707494 0.746901273727417 80.27648508075555 0.0021089138373994237
46 45 0.2504911308580703 0.8410984873771667 87.30779667149059 0.49164087495639364 0.763725221157074 81.82315904735833 0.00201227419495968 best
47 46 0.24104372076995695 0.8451772928237915 87.64094910757356 0.5290114263981752 0.7580969333648682 80.94032302217356 0.0019163865903602372
48 47 0.22337641519549614 0.8570870161056519 88.56201760733236 0.43634469677838694 0.7913081049919128 85.10128661374213 0.0018213988753373142 best
49 48 0.2128122905210861 0.8645581603050232 89.1152616980222 0.43183545479456625 0.7972898483276367 85.49137695045168 0.001727457514062632 best
50 49 0.2003101470318182 0.8717849254608154 89.69187168355042 0.4289672785945178 0.806715726852417 85.7993430057487 0.0016347073573062686 best
51 50 0.1888495338707803 0.8796613216400146 90.34687047756874 0.4568697272132202 0.7956517338752747 84.64275937585546 0.0015432914190872762
52 51 0.1756466486088274 0.886497437953949 90.97096599131693 0.4541556305781541 0.7938134670257568 84.45113605255953 0.001453350656156431
53 52 0.16742963044469736 0.8907681703567505 91.3101483357453 0.4230425570913775 0.8147625923156738 86.100465370928 0.0013650237506511336 best
54 53 0.15311133117022804 0.9007841944694519 92.11212614568258 0.4146759752586969 0.8208259344100952 86.83274021352314 0.0012784468962576128 best
55 54 0.1423091164071722 0.9078108668327332 92.6714001447178 0.4709351422719488 0.8029968738555908 85.71721872433616 0.0011937535882101285
56 55 0.13160189816137902 0.9135022163391113 93.10932223830197 0.40829240685941226 0.8264325857162476 87.42814125376403 0.0011110744174509947 best
57 56 0.12707359487800943 0.9174070358276367 93.4409671972986 0.42565728100299705 0.8230471611022949 87.65398302764851 0.0010305368692688178
58 57 0.11291898237482914 0.925153374671936 94.10953328509407 0.43774206922898184 0.8247347474098206 87.5376402956474 0.0009522651267254161
59 58 0.10370979833767516 0.9329074025154114 94.62584418716835 0.4068256767521223 0.8333848118782043 88.05091705447578 0.0008763798791745416 best
60 59 0.0946220946482491 0.9380815029144287 95.09768451519537 0.41103389083751746 0.8357677459716797 88.4889132220093 0.0008029981361676465 best
61 60 0.08804238645213414 0.9423004388809204 95.45194163048721 0.4207381762007377 0.8308929204940796 88.17410347659458 0.0007322330470336316
62 61 0.07913849578165794 0.9495129585266113 95.9916184273999 0.4083157278823748 0.8420299291610718 89.00218998083767 0.0006641937264107861 best
63 62 0.06981624146470565 0.9559226036071777 96.49662325132658 0.41332166066585485 0.843511700630188 88.98850260060225 0.0005989850859999229 best
64 63 0.06394793773276639 0.9602090120315552 96.79811866859623 0.41052334102789995 0.8489691019058228 89.35121817684096 0.0005367076727981376 best
65 64 0.057007493751794744 0.9636315107345581 97.11016642547034 0.3970402057488879 0.8546013832092285 90.04927456884752 0.00047745751406263185 best
66 65 0.05285091761448427 0.967146635055542 97.40035576459238 0.4247235585867853 0.8433754444122314 89.34437448672324 0.0004213259692436376
67 66 0.04614944799553407 0.9710246324539185 97.6912988422576 0.4035414461747053 0.8538572788238525 89.85080755543389 0.00036839958911476966
68 67 0.042909558690492254 0.9727644920349121 97.8428002894356 0.41578795896298 0.8530543446540833 89.91924445661101 0.0003187599823180077
69 68 0.03640206224887977 0.9769999980926514 98.15710926193921 0.42073161891477256 0.8551151156425476 89.94661921708185 0.0002724836895290806 best
70 69 0.034432517173010414 0.9790080785751343 98.34328268210324 0.4133664407223553 0.8576940298080444 90.28880372296743 0.00022964206543729668 best
71 70 0.030669637766023813 0.9817556142807007 98.5249336710082 0.418308269951463 0.8569411039352417 90.12455516014235 0.00019030116872178321
72 71 0.028112305183924133 0.9827903509140015 98.606337433671 0.4151474575991667 0.8596312999725342 90.37092800437996 0.00015452166019378966 best
73 72 0.024704152367817256 0.9853801727294922 98.81135431741437 0.4153705465811558 0.8635820746421814 90.68573774979468 0.0001223587092621162 best
74 73 0.024846541488804174 0.9855506420135498 98.8369814278823 0.4177400436290088 0.8632140159606934 90.59676977826444 9.38619088658821e-05
75 74 0.022639600746625622 0.9868491888046265 98.94702725518572 0.41732572613841307 0.8648342490196228 90.78154941144265 6.907519900580863e-05 best
76 75 0.02120214593173326 0.9878177642822266 99.0231548480463 0.4163925825270714 0.866214394569397 90.89789214344374 4.803679899192394e-05 best
77 76 0.019741657997631577 0.9883521795272827 99.06385672937772 0.42005763620917286 0.8647006750106812 90.82945524226663 3.077914851215586e-05
78 77 0.019116416042495393 0.9889511466026306 99.10003617945007 0.4159400745789841 0.8657370805740356 90.84998631261976 1.7328857612684272e-05
79 78 0.019259902796210714 0.9888157844543457 99.0962674867342 0.4192042892654481 0.8641382455825806 90.69942513003011 7.706665667180091e-06
80 79 0.01933925595445387 0.9887675046920776 99.0759165460685 0.4180937778044573 0.8662786483764648 90.84998631261976 1.9274093981927482e-06 best
81 80 0.01922732148408437 0.9889604449272156 99.10078991799324 0.41794140280912484 0.864332914352417 90.82261155214891 0.0