exp_results/performance_auc_reference.csv

exp_idx,test_mean_auc,test_lower_ci,test_upper_ci,test_auc,test_loss,foundation_model,train_val_overlap_institution,train_val_dropout_institution,weight_decay,seed,dropped_sites,dropped_data_frac,lr,opt,scheduler,max_epochs,mpp,earlystop_patience,batch_size,val_size,max_data_dropout,precompression_layer,feature_size_comp,feature_size_attn,feature_size_comp_post,p_dropout_fc,p_dropout_atn
0,0.8822394460058905,0.8389147257271937,0.924699426324228,0.8818397940939544,0.2635896000347029,hoptimus1,False,6.0,0.0,142231005.0,"['T9', '4N', 'DT', 'BM', 'SS', '4T']",0.0101694915254237,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
1,0.8693664604969775,0.8251503809333696,0.9115306086660252,0.8693832642395427,0.3342872035480168,univ2,True,9.0,0.0001,48872713.0,"['SS', '3L', '5M', 'G5', 'CK', 'WS', 'BM', 'T9', '4N']",0.047457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
2,0.8445658791978103,0.8033874469034018,0.8835332674383566,0.8445684421478672,0.4170764663728676,virchow2,True,8.0,0.0,1164578659.0,"['AH', '3L', 'DC', 'AD', 'SS', 'AU', 'G5', 'AM']",0.0728813559322033,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
3,0.8832283321648247,0.8367833603409751,0.9232224672534404,0.882822170265438,0.389770533807505,hoptimus1,True,4.0,0.0,2088956886.0,"['G4', 'F5', 'DC', 'EF']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
4,0.8700664273136485,0.8254819529542067,0.9111884727439856,0.8702084602235888,0.3049850553646906,univ2,True,3.0,0.0,1995270204.0,"['3L', 'BM', 'AH']",0.0152542372881355,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
5,0.8656349304970827,0.822192559074912,0.906840462462851,0.8653358744130302,0.4101270330214221,virchow2,False,2.0,0.0001,711011853.0,"['WS', 'DM']",0.0406779661016949,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
6,0.8847929230295809,0.8407004772608125,0.9216065098364412,0.8839813741477887,0.2658083199783352,hoptimus1,False,7.0,0.0001,559039946.0,"['AF', '5M', 'AM', 'AZ', 'QG', 'QL', 'G5']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
7,0.9017328446830292,0.86436623855416,0.93581269903165,0.9015659076173448,0.2511787298867393,univ2,False,6.0,0.0,1856249671.0,"['AY', 'G5', 'CL', 'CI', 'CK', 'DY']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
8,0.8539389531492558,0.8063786190642482,0.9004107659233496,0.8535080653083679,0.2486578730347649,virchow2,True,8.0,0.0,1916744934.0,"['G5', 'T9', '5M', 'F5', '4T', 'QL', 'DM', 'BM']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
9,0.8593259236441684,0.8108828520054163,0.9058941129490972,0.859186199579543,0.2792978074860968,hoptimus1,True,8.0,0.0,1972303979.0,"['G4', '5M', 'DT', 'EF', 'G5', 'CI', '4N', 'DY']",0.0779661016949152,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
10,0.8657435356311847,0.8196463558908412,0.9085645891553475,0.86594494763935,0.255194775968209,univ2,True,6.0,0.0001,1654528751.0,"['AF', 'CL', 'NH', 'F5', 'CI', 'WS']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
11,0.88857027156022,0.8450902379777478,0.9275534776982668,0.8880091164508714,0.2455662781170374,virchow2,False,3.0,0.0001,1147662913.0,"['AY', 'EI', 'NH']",0.0610169491525423,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
12,0.8821544845906096,0.8390484373004259,0.9218138080368362,0.8819969742813919,0.264526857431665,hoptimus1,True,8.0,0.0001,431369047.0,"['5M', 'EF', 'F4', 'AH', 'T9', 'QG', 'AD', 'DY']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
13,0.888557718048964,0.8458783148032059,0.9280574008618868,0.8883234768257461,0.3098610101159167,univ2,False,2.0,0.0001,1217751370.0,"['EF', 'AH']",0.0135593220338983,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
14,0.8534603939570325,0.8039539914834269,0.8973592950245394,0.8528400495117591,0.4965512905936173,virchow2,False,2.0,0.0,1755340567.0,"['3L', 'AZ']",0.035593220338983,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
15,0.8643864399485965,0.820930365812143,0.9061328130926568,0.8647660962335698,0.254256996401708,hoptimus1,True,2.0,0.0,1462852464.0,"['AF', '4N']",0.0322033898305084,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
16,0.8856372627165393,0.8432457356470993,0.9237148514572232,0.8854352908815843,0.2282645343477916,univ2,False,0.0,0.0,730205163.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
17,0.8811871277432628,0.8401778173428576,0.9194903084641164,0.8810538931567676,0.3230186058063221,virchow2,False,1.0,0.0,1305638539.0,['CA'],0.0169491525423728,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
18,0.8759385896375959,0.8307964090376597,0.917658868652162,0.8751792836512958,0.2471873944027092,hoptimus1,False,10.0,0.0001,955108104.0,"['DC', 'DY', '5M', 'QL', 'AM', '4N', 'SS', 'BM', 'T9', 'AD']",0.0728813559322033,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
19,0.8586242211130994,0.8115241223387959,0.9044458225148369,0.8591665520561133,0.2518554835605065,univ2,False,9.0,0.0,630020836.0,"['AH', 'T9', 'CA', 'AU', 'QG', 'BM', '4T', 'CK', 'DC']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
20,0.8423707279761563,0.789472538585443,0.8908356823299867,0.8416213136334166,0.2568860267128715,virchow2,False,9.0,0.0,1859547636.0,"['CI', 'DT', '4N', 'CL', 'AH', 'EI', 'F5', 'T9', 'G5']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
21,0.8748364463746257,0.8325424796845883,0.9155275885190016,0.8753364638387332,0.28864107737813,hoptimus1,False,1.0,0.0,1116799815.0,['AH'],0.011864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
22,0.8961019484293908,0.8555710941673947,0.932140204842982,0.8957305931587323,0.3202879449256713,univ2,True,5.0,0.0,1060292551.0,"['AM', 'AZ', '5M', 'F4', 'T9']",0.0728813559322033,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
23,0.875267786705111,0.829028063743334,0.9171821110837436,0.875277521268444,0.2860683702629029,virchow2,True,8.0,0.0,257033487.0,"['AU', '4T', 'DT', 'BM', 'DM', 'QG', 'T9', 'DC']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
24,0.8677547149271905,0.8217170797367842,0.9100689911078874,0.866789791146826,0.2752261981166177,hoptimus1,False,9.0,0.0001,1127144434.0,"['CI', 'CL', 'AM', 'DM', 'EF', 'WS', 'F5', 'AU', 'QG']",0.0864406779661017,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
25,0.8801713287349249,0.8402888820960676,0.9179265418762051,0.8798750417509873,0.3522576942653736,univ2,False,1.0,0.0001,1945942553.0,['F5'],0.0203389830508474,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
26,0.8566523836009853,0.8133857789135985,0.8944985864058318,0.8567106116274044,0.421968628508531,virchow2,True,8.0,0.0001,494324909.0,"['G5', 'F4', 'CI', 'AU', 'DM', 'WS', 'BM', 'QL']",0.0847457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
27,0.875029011496611,0.8337636304596642,0.9156746487805388,0.875159636127866,0.242407289242623,hoptimus1,True,6.0,0.0001,1386412665.0,"['AY', 'D5', 'AM', 'AH', 'EF', 'QL']",0.0881355932203389,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
28,0.8862963625680454,0.843156168665708,0.9255591918955132,0.8857692987798887,0.2730366375057852,univ2,True,6.0,0.0001,873861818.0,"['3L', '5M', 'G4', 'CL', 'BM', 'F5']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
29,0.8373864442671402,0.7899320052450693,0.8808974710989007,0.8379668742754975,0.2726790376053618,virchow2,True,7.0,0.0,142488027.0,"['DY', 'AY', 'WS', 'F4', 'CL', 'QG', 'F5']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
30,0.8526276274202486,0.8058846403830993,0.8970944623991921,0.8524274515197359,0.4270747994160989,hoptimus1,False,7.0,0.0001,1581494803.0,"['D5', 'AD', 'AH', 'EF', 'BM', '4T', 'QG']",0.1,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
31,0.8881336854812732,0.8485205442322679,0.9235405394995054,0.8876554610291373,0.3645553538098749,univ2,False,0.0,0.0,756864287.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
32,0.8453568622732204,0.8016614924152291,0.8834393220071741,0.8450203351867498,0.9572583251534318,virchow2,True,7.0,0.0001,1532390890.0,"['QL', '5M', 'AD', 'CL', 'AF', 'DC', 'CI']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
33,0.8486858580662744,0.8010021385799829,0.8933260302209035,0.8479674637012005,0.2656887766329677,hoptimus1,False,0.0,0.0001,1024067548.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
34,0.8520632215006221,0.811253588821095,0.8923526304638534,0.8523488614260172,0.3381273111556896,univ2,True,10.0,0.0001,1730434748.0,"['DY', 'EF', 'G5', 'DT', 'QL', '4T', 'AF', 'AM', 'DM', 'BM']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
35,0.8755615240401557,0.8350010856169108,0.9144522256376184,0.8759258895416232,0.2895671723125147,virchow2,True,4.0,0.0,1672489786.0,"['CK', 'T9', 'BM', 'CA']",0.0440677966101694,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
36,0.8721788441767729,0.8272225322347216,0.9137682014882884,0.8716034343870955,0.2801207448551456,hoptimus1,True,0.0,0.0,84264226.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
37,0.8843244130032983,0.8430011411972196,0.9226696033940354,0.8842564394758041,0.2818031094900173,univ2,True,9.0,0.0,1506927643.0,"['4N', 'CL', 'CK', 'G5', '5M', 'CA', 'NH', 'AY', 'T9']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
38,0.8689676304305218,0.8251150501655249,0.9106869022630646,0.8688724286303712,0.4404253313875679,virchow2,False,5.0,0.0001,293503080.0,"['EI', 'CK', 'T9', 'EF', 'CA']",0.0728813559322033,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
39,0.8885163765235036,0.8451103117085156,0.929724990365992,0.8884020669194648,0.2364935623869699,hoptimus1,False,6.0,0.0001,467090243.0,"['G4', 'AY', '4N', '4T', 'WS', 'AF']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
40,0.8793604103887297,0.8391131648555471,0.9158419806784928,0.8787747804389257,0.2508752161739798,univ2,False,6.0,0.0001,985767717.0,"['BM', 'QG', 'NH', 'CA', 'AF', '5M']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
41,0.8355751780024786,0.7862009333369389,0.8830015197568389,0.8353734011827808,0.2780915878762899,virchow2,False,8.0,0.0,1919297832.0,"['G4', 'AH', 'QL', 'G5', 'AM', '4N', '3L', 'AU']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
42,0.8736862927566087,0.8282891813872794,0.9172079458594332,0.8735681867300626,0.3239091876875306,hoptimus1,True,10.0,0.0,1330523953.0,"['AM', 'NH', 'CL', 'EF', 'BM', 'G5', 'AZ', 'SS', 'AU', 'DY']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
43,0.8654858484814688,0.8215001457917964,0.9070316678929052,0.8659842426862094,0.5139304665429254,univ2,True,0.0,0.0,389812322.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
44,0.8470546807459971,0.8028572901701879,0.8897878931219474,0.8485372418806609,0.4166375865713038,virchow2,False,6.0,0.0,1025281938.0,"['4T', 'EF', 'G4', 'T9', 'CK', 'SS']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
45,0.8710693427330065,0.8296924301928684,0.9111023612099032,0.8708568284967679,0.3428185876903091,hoptimus1,False,10.0,0.0001,1627073677.0,"['CK', 'EF', 'CL', 'AD', '3L', '4T', '4N', 'T9', 'DY', 'BM']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
46,0.8509437749376509,0.8001589210059887,0.8965408883702799,0.8507574120282139,0.341488667290527,univ2,False,9.0,0.0001,542372988.0,"['EI', 'SS', 'CK', 'EF', 'BM', 'AD', 'CI', 'DT', 'WS']",0.0864406779661017,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
47,0.8321792412162164,0.7812749615692828,0.8801544996357502,0.8329371082775014,0.3190471271580905,virchow2,False,5.0,0.0,710626767.0,"['EF', 'AH', 'DT', 'CM', 'G5']",0.0847457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
48,0.8602659606692945,0.8139732897180767,0.9029533545517564,0.8604239935556123,0.2654289299001296,hoptimus1,True,7.0,0.0001,2099174789.0,"['T9', 'SS', 'EF', 'DM', 'WS', 'DT', 'CA']",0.0644067796610169,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
49,0.8827272381316462,0.8412662500897794,0.9242925484726908,0.8827828752185788,0.4962928815300609,univ2,False,8.0,0.0001,7961575.0,"['DC', 'BM', 'G5', 'QG', '3L', 'QL', 'AY', 'NH']",0.0745762711864406,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
50,0.8105824857705968,0.7641267336662028,0.8538808847402598,0.8110497671768473,0.2732464579775737,virchow2,True,0.0,0.0001,2038050846.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
51,0.8926846116826126,0.8487598516502504,0.9313551355529772,0.8922333339882508,0.2228660341713853,hoptimus1,False,4.0,0.0,797361864.0,"['G5', 'BM', 'AH', 'CK']",0.0440677966101694,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
52,0.8692236254509037,0.8256909588817656,0.9085889287007504,0.8698548048018547,0.3103533202654815,univ2,False,1.0,0.0,1665154380.0,['AD'],0.0220338983050847,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
53,0.8442356896658926,0.797525761685594,0.889571096310231,0.8437235986403914,0.2799708026020881,virchow2,False,5.0,0.0001,1982553815.0,"['WS', 'EF', 'CM', 'F5', 'QL']",0.0881355932203389,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
54,0.8606254723626519,0.8145078869016196,0.905045182330956,0.8607187064070574,0.3462090416998176,hoptimus1,True,4.0,0.0,1480304920.0,"['CI', 'G5', 'EI', '3L']",0.0406779661016949,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
55,0.8852362300622358,0.843129920410471,0.9261415988529604,0.8852584631707173,0.266299169852568,univ2,True,0.0,0.0001,1921917956.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
56,0.7883013166477779,0.7334904887763761,0.8380147209574292,0.7893392537870602,0.4372948332535744,virchow2,True,1.0,0.0,1416502730.0,['G5'],0.0067796610169491,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
57,0.8989213115129818,0.862584324557942,0.9354711304682348,0.8985794840560347,0.2895978263492234,hoptimus1,False,4.0,0.0001,469829263.0,"['G4', 'AM', '5M', 'DY']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
58,0.8700067757232179,0.826688884486155,0.912150375394822,0.8702674027938779,0.2388541196185217,univ2,False,0.0,0.0001,1998815178.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
59,0.8529870856012773,0.8046303797872424,0.8999959662475985,0.8527418118946106,0.2952701881260366,virchow2,True,1.0,0.0,2102246130.0,['AH'],0.011864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
60,0.8617426281551587,0.8162575388392909,0.9041066799486874,0.8612295420162289,0.2785279728248098,hoptimus1,False,7.0,0.0,687747068.0,"['QG', '4N', 'G5', 'CK', 'BM', 'CI', 'AU']",0.0491525423728813,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
61,0.881183273113307,0.8378614374113759,0.9224162611187864,0.8810931882036268,0.2284931441781465,univ2,False,7.0,0.0001,1202630185.0,"['DY', 'CI', '4T', 'CL', '4N', 'F5', '3L']",0.0440677966101694,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
62,0.8581152247521724,0.8128557692307693,0.9053155462110652,0.858459241212645,0.3602325484606338,virchow2,False,1.0,0.0,2129079201.0,['AH'],0.011864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
63,0.8780635700371606,0.8337129210658624,0.9190402013824532,0.878028174548598,0.2552517396524478,hoptimus1,True,4.0,0.0001,1701648984.0,"['CA', 'QL', 'DY', 'F5']",0.0491525423728813,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
64,0.8909013413367366,0.8541774402513034,0.92686441159046,0.8907401222075957,0.543895629206849,univ2,False,6.0,0.0,1159880812.0,"['CI', 'WS', '4T', 'AM', 'F5', 'F4']",0.0576271186440677,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
65,0.8684356155051703,0.8281867001143651,0.9073582900686288,0.8683812405446293,0.3420198671890181,virchow2,True,10.0,0.0001,1630367469.0,"['AY', 'AH', 'CI', 'EF', 'WS', 'BM', 'DT', 'QL', 'QG', 'G4']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
66,0.8669513995790996,0.8225658824322051,0.908522222308372,0.8670452089514117,0.4184888993442907,hoptimus1,False,2.0,0.0001,202468046.0,"['DY', 'AY']",0.0271186440677966,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
67,0.8835955236224279,0.8412139669506206,0.9219338474797152,0.8835884236791951,0.2945702040937261,univ2,True,10.0,0.0,85695900.0,"['EF', 'F4', 'AU', 'T9', 'NH', 'CI', 'AM', 'DT', 'EI', '3L']",0.088135593220339,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
68,0.849987391152981,0.8044008430938405,0.8910340133599554,0.8495785606224335,0.260437920156407,virchow2,False,2.0,0.0001,190684713.0,"['5M', 'DT']",0.0084745762711864,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
69,0.8724126609146751,0.827780769738826,0.9148374072182636,0.8727036956991572,0.2800450806484391,hoptimus1,False,0.0,0.0,254954079.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
70,0.8971482741723458,0.8593846153846153,0.9319954742869884,0.8974595752205435,0.2776609360420859,univ2,True,8.0,0.0001,114344651.0,"['BM', 'CL', '4N', 'G5', 'AY', 'CA', '5M', 'CK']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
71,0.87408426360452,0.8286709990552077,0.9159461774131334,0.8739807847220858,0.232488762381768,virchow2,False,2.0,0.0,1306082395.0,"['5M', 'WS']",0.0084745762711864,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
72,0.8457919148728483,0.7937000090434053,0.8929845623295327,0.8458062361239367,0.2418029173785255,hoptimus1,True,6.0,0.0,1417476381.0,"['CL', 'CI', 'DT', '4T', 'AF', 'AU']",0.0457627118644067,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
73,0.8658715148333141,0.8208344988344988,0.9102257186958004,0.8653948169833192,0.3179793945208868,univ2,True,2.0,0.0,943749379.0,"['F4', 'AH']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
74,0.8678158055266445,0.8185877376476293,0.9100089369946528,0.8672220366622787,0.4344066545098444,virchow2,False,2.0,0.0,949110659.0,"['NH', 'CL']",0.0203389830508474,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
75,0.9036206153367904,0.8615595945125895,0.93976517737136,0.9027054639762656,0.2417098075652193,hoptimus1,False,1.0,0.0,2058844876.0,['A6'],0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
76,0.8874439761808596,0.8465754994434779,0.9260409154691992,0.8871642729433956,0.24779463696185,univ2,False,7.0,0.0,1757730653.0,"['NH', 'DM', 'CI', 'G5', 'AU', 'AH', '3L']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
77,0.8976093196608318,0.8584151334974117,0.9322720849509772,0.8971059197988094,0.2392309582846644,virchow2,False,2.0,0.0,1834302283.0,"['DT', 'CA']",0.0186440677966101,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
78,0.8926148614047539,0.8525611451831061,0.930271561181404,0.8929209973082892,0.2592413026552469,hoptimus1,True,9.0,0.0001,141259611.0,"['AU', '4N', 'SS', 'CA', 'F5', 'CL', 'WS', '4T', 'G5']",0.059322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
79,0.8370553473409706,0.79353028589058,0.8776805388112725,0.8374363911428964,0.2787999912552525,univ2,True,9.0,0.0,2008673522.0,"['AH', 'CA', 'AM', 'AF', 'SS', 'CK', 'WS', 'AU', 'DT']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
80,0.8291499726272153,0.7834885423560385,0.8735856712488534,0.8298327995756135,0.3082716744370237,virchow2,True,6.0,0.0,773291161.0,"['AF', 'WS', 'AD', 'DM', 'DT', '4N']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
81,0.8690318619815541,0.8221833896021103,0.9143994348919532,0.8689510187240899,0.2850406257206003,hoptimus1,True,8.0,0.0,379189474.0,"['QG', '4T', 'DT', 'T9', 'QL', 'AU', 'CI', 'AZ']",0.0559322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
82,0.8778443932020855,0.8354383714034116,0.9192517547795984,0.8777924042674422,0.3466945202449503,univ2,False,6.0,0.0001,1516197175.0,"['DM', '4T', 'EF', 'CL', '5M', 'G4']",0.1,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
83,0.8288110112117761,0.7828908737131254,0.8747616388666408,0.8284181778886771,0.2849444399583393,virchow2,False,4.0,0.0001,904521074.0,"['DY', 'BM', 'WS', 'NH']",0.0288135593220338,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
84,0.8692393208185358,0.822115052272003,0.9125178162629848,0.8686759533960744,0.273023215202024,hoptimus1,True,10.0,0.0001,65324404.0,"['SS', 'CI', 'WS', 'G5', '4T', 'AH', 'AZ', 'DY', 'QG', 'AM']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
85,0.8957801292034125,0.8525660779972051,0.9357921703856996,0.895514470401006,0.2949631142652111,univ2,True,7.0,0.0001,2042772717.0,"['AF', 'SS', 'WS', 'AH', 'CA', '3L', 'T9']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
86,0.8723651452559388,0.8285492460853244,0.9151354928776132,0.8719963848556889,0.4539602694668249,virchow2,False,5.0,0.0001,667811495.0,"['WS', 'AU', '3L', 'QG', 'DC']",0.0372881355932203,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
87,0.8985067006550519,0.8568872388898464,0.9327945469072556,0.8978132306422776,0.2171980774122843,hoptimus1,False,9.0,0.0001,277940059.0,"['CI', 'CA', 'CK', 'SS', 'QL', 'F5', 'DY', '3L', 'AY']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
88,0.8884124305140478,0.8491392212991521,0.9262145431318104,0.8880287639743011,0.2859872496216166,univ2,True,8.0,0.0001,606946898.0,"['4N', 'AU', 'QG', '3L', 'WS', 'DY', 'T9', '4T']",0.0305084745762711,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
89,0.8750561932390502,0.830257159551842,0.9147978164584898,0.874275497573531,0.2654789150953318,virchow2,False,10.0,0.0,958139179.0,"['NH', 'SS', 'DT', 'BM', 'AH', 'QG', 'QL', '5M', 'AF', 'CI']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
90,0.8527849291031329,0.806896335108579,0.896081963672098,0.8528793445586185,0.2519961182020325,hoptimus1,False,5.0,0.0001,602108483.0,"['3L', '4T', 'AH', 'EF', '4N']",0.0186440677966101,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
91,0.8371190487598287,0.7899275667093683,0.881063181441694,0.8376525139006229,0.3805956650035693,univ2,True,0.0,0.0,1765461677.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
92,0.8564253786355858,0.8038480575735727,0.9047890933078911,0.8561015384010846,0.3022781367364641,virchow2,True,9.0,0.0,1229311248.0,"['WS', 'T9', 'NH', 'QG', '3L', 'EF', 'QL', '5M', 'AH']",0.0508474576271186,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
93,0.9052491215226868,0.8645508670820123,0.9414805968425188,0.9048470440301,0.2328014708295589,hoptimus1,False,0.0,0.0001,1068099165.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
94,0.8818593713227048,0.8372149309748075,0.9239515929178072,0.8818790891408138,0.2535483762773314,univ2,True,1.0,0.0001,1414100030.0,['BM'],0.0016949152542372,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
95,0.8490615809379399,0.8006081861015246,0.8962888586036735,0.8487926596852468,0.2732353823525745,virchow2,True,5.0,0.0001,2121312269.0,"['BM', 'EF', 'DY', 'NH', 'QL']",0.0305084745762711,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
96,0.885518304165534,0.8445852290326491,0.9233035869023636,0.8852977582175766,0.2599712282628689,hoptimus1,True,1.0,0.0001,204603347.0,['AF'],0.0305084745762711,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
97,0.881808299014826,0.8395458341364835,0.9223382401842068,0.8820166218048214,0.2904842218720457,univ2,True,1.0,0.0,721195098.0,['AD'],0.0220338983050847,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
98,0.8324491913137518,0.7782243455096792,0.8770022341182391,0.8316403717311431,0.4786694066593963,virchow2,False,3.0,0.0001,1887049241.0,"['F4', 'AM', 'AF']",0.0610169491525423,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
99,0.8739505405039801,0.8307727792554699,0.9097073333822276,0.8733913590191956,0.4068998114387618,hoptimus1,True,4.0,0.0,1189713801.0,"['SS', 'BM', 'WS', '5M']",0.011864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
100,0.8837430217934694,0.8395677397926908,0.924200623903295,0.8841778493820854,0.2314159329772389,univ2,True,3.0,0.0001,697643106.0,"['AH', 'WS', 'DY']",0.023728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
101,0.862128366962804,0.8210631583418805,0.9019818146939708,0.8616224924848223,0.2568623523789361,virchow2,False,7.0,0.0001,596461540.0,"['SS', 'T9', 'DY', 'BM', 'QL', 'CK', '4N']",0.0423728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
102,0.8820624695461736,0.8385849170267353,0.9213865853960136,0.8816236713362281,0.4139299544551205,hoptimus1,True,8.0,0.0,824779369.0,"['SS', 'CK', 'WS', 'EI', '4T', '4N', 'EF', 'AU']",0.0644067796610169,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
103,0.8510776404630974,0.8013051590148199,0.8978438878123791,0.8518969683871347,0.2530898770953855,univ2,True,0.0,0.0001,1103131917.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
104,0.8379941186187054,0.7908764792378196,0.8848211271478756,0.8383794722675206,0.5563313269238102,virchow2,True,3.0,0.0001,1401371608.0,"['D5', '4T', 'CL']",0.059322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
105,0.8291900918708484,0.7859200256241818,0.8681366917018422,0.8293416114898716,0.2691145711856059,hoptimus1,True,2.0,0.0001,945537033.0,"['CA', 'G4']",0.0627118644067796,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
106,0.9078675889763078,0.8729511235997843,0.9397979796786772,0.907597697310254,0.4346343858854032,univ2,False,7.0,0.0,683392898.0,"['3L', 'F5', '4T', 'DY', 'WS', '4N', 'AY']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
107,0.8703470838212336,0.8221993639059898,0.9135113292878904,0.8700316325127218,0.3096693058959274,virchow2,False,10.0,0.0001,980650203.0,"['BM', '4N', 'DC', 'AD', 'QG', 'CL', 'AY', 'AM', 'NH', 'SS']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
108,0.8204754003216651,0.7686185772326389,0.868299488972566,0.820107275477926,0.2779764204317114,hoptimus1,True,7.0,0.0,380085373.0,"['AD', 'AZ', '3L', 'BM', 'CL', 'AU', 'F4']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
109,0.8856855473768291,0.843942645671692,0.9218489561387904,0.8856121185924514,0.2324831194438666,univ2,True,2.0,0.0,308654141.0,"['T9', 'CI']",0.0050847457627118,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
110,0.8911720253653543,0.8493564600416763,0.9271338265103752,0.890779417254455,0.2723407762362717,virchow2,False,2.0,0.0,1934884812.0,"['A6', 'WS']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
111,0.8714317395307721,0.8245887991372803,0.9143386591130344,0.8711908363950724,0.2423239782050966,hoptimus1,False,9.0,0.0001,1267925383.0,"['4T', '5M', 'DC', 'G5', 'CA', 'AY', 'BM', 'DT', 'EF']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
112,0.853693687952094,0.8073954744384352,0.8983186501114513,0.8539599583472504,0.265405181645398,univ2,True,7.0,0.0,801182948.0,"['EF', 'T9', '3L', 'F4', 'AU', 'WS', 'DT']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
113,0.8348609930085183,0.7827993327700873,0.8837462956113822,0.8350590408079062,0.3319146943807528,virchow2,True,3.0,0.0,2118384275.0,"['AF', 'DC', 'QL']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
114,0.8438178350817723,0.7974211879416511,0.8896939651495904,0.8448435074758828,0.3229215870722027,hoptimus1,True,8.0,0.0,1979289713.0,"['DT', 'DC', '3L', '5M', 'CI', 'T9', 'G4', 'DY']",0.0932203389830508,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
115,0.8932752275346149,0.8561042299616516,0.9280841400874856,0.8931764151128752,0.341140643767962,univ2,False,9.0,0.0,256038069.0,"['QL', 'F4', 'AU', 'DY', 'G5', 'AM', 'T9', 'NH', '5M']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
116,0.8703441542347501,0.8303814703038781,0.9092026220926752,0.8701495176532998,0.3517224664173939,virchow2,False,3.0,0.0,1091259683.0,"['AM', '3L', 'AZ']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
117,0.8927134998032368,0.8520741754239701,0.9308468638292144,0.8923708666522584,0.2269809117580074,hoptimus1,False,2.0,0.0001,709013521.0,"['BM', 'G4']",0.047457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
118,0.8931980154265436,0.8536524102255375,0.9311086874687772,0.892822759691141,0.2333254029761071,univ2,False,0.0,0.0001,1333042828.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
119,0.8736223256530979,0.8323705261097065,0.9140641869658622,0.8734895966363441,0.2451228406633626,virchow2,True,2.0,0.0,92813019.0,"['5M', 'T9']",0.0084745762711864,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
120,0.8199647801624225,0.7712771889015241,0.8669208149446155,0.8204019883293711,0.288714644838234,hoptimus1,True,2.0,0.0001,322543508.0,"['DC', '5M']",0.0288135593220339,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
121,0.8921804539579551,0.8536968541882837,0.9283852546236012,0.8919582686602353,0.2509838014574176,univ2,False,4.0,0.0001,1759231124.0,"['SS', 'AH', 'F5', 'QL']",0.035593220338983,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
122,0.8341172636818219,0.7818532304194943,0.8809085734880563,0.8340373695895632,0.3542285505518175,virchow2,True,6.0,0.0,316810965.0,"['NH', 'AZ', 'WS', 'CK', 'DC', 'BM']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
123,0.877322397887287,0.8307611248063747,0.9218427484349666,0.8771440359942629,0.2219850352676149,hoptimus1,True,1.0,0.0001,1010058012.0,['AZ'],0.0338983050847457,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
124,0.8696974521645291,0.8259905922613695,0.909646340138246,0.8697958622315657,0.4390428713686906,univ2,True,5.0,0.0001,1163264015.0,"['F4', 'BM', 'AM', 'AZ', 'CL']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
125,0.8963684714309846,0.8617203826679106,0.9287158532182642,0.8961235436273258,0.281308306143149,virchow2,False,4.0,0.0001,1654774326.0,"['AH', 'DT', 'EF', '5M']",0.0220338983050847,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
126,0.8444980407913206,0.7887280990982004,0.8949686598124098,0.8437039511169617,0.2918105713250679,hoptimus1,False,0.0,0.0,1529584169.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
127,0.8862477750256084,0.843453898225957,0.9275413601339858,0.8865551997170757,0.3061215884814438,univ2,False,10.0,0.0,63076451.0,"['AZ', 'EI', '4T', 'SS', 'AM', 'G5', 'AH', '5M', '3L', 'AU']",0.1,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
128,0.860822199400209,0.8149471125279949,0.9044183941645652,0.8607187064070574,0.2691412623047319,virchow2,False,0.0,0.0,108561287.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
129,0.8169456718239342,0.7668153329272845,0.8655142835375329,0.8167868440183115,0.3103705341801511,hoptimus1,False,9.0,0.0,2046811391.0,"['AH', 'T9', 'AM', 'G4', 'CL', 'BM', '4T', '4N', 'DT']",0.0745762711864406,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
130,0.8748248229907714,0.828842574630619,0.9161189215606478,0.8752775212684442,0.2787095404805904,univ2,True,8.0,0.0001,1380541124.0,"['AD', 'F4', 'G5', 'QG', '3L', 'AY', 'AU', 'CL']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
131,0.887096495996806,0.8480641042308423,0.9231528212124852,0.8868695600919504,0.2788070950776108,virchow2,True,4.0,0.0001,266081897.0,"['DY', '3L', 'CA', 'EF']",0.0305084745762711,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
132,0.8555503176863661,0.8111496886377698,0.8966387295697358,0.855531760221624,0.6439056325448944,hoptimus1,True,5.0,0.0,1668082353.0,"['F4', 'G5', 'AD', '5M', 'AM']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
133,0.8970523088101909,0.8606599615888795,0.9300841210280472,0.8967326168536456,0.4590225150369532,univ2,False,2.0,0.0001,2090308922.0,"['AM', 'QL']",0.0050847457627118,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
134,0.8897894791084318,0.8459781866959292,0.9284278842164946,0.8893647955675187,0.3630747092313333,virchow2,True,3.0,0.0001,1234385682.0,"['DC', 'CL', 'NH']",0.0423728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
135,0.8499601909971152,0.8041054830653281,0.893768684659601,0.8496571507161522,0.2567860676423043,hoptimus1,True,10.0,0.0,622459132.0,"['CK', 'T9', 'AU', 'DT', 'BM', 'WS', 'DC', 'AM', '4N', 'G5']",0.0677966101694915,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
136,0.8325788052238522,0.7816093348668213,0.8810982532446868,0.8332514686523763,0.3589640682809007,univ2,False,8.0,0.0001,1964615760.0,"['CI', '4N', '3L', 'EI', 'AU', 'AY', '4T', 'QL']",0.059322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
137,0.8822242136079932,0.8368686120128652,0.9196069985999238,0.8816629663830874,0.3008059090591101,virchow2,False,9.0,0.0001,1551177884.0,"['CK', 'BM', 'DM', 'CI', 'EF', '4N', 'SS', 'DY', 'T9']",0.0847457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
138,0.8713806635516999,0.8229143972325248,0.9162049471274096,0.8711122463013538,0.2725670151049675,hoptimus1,True,10.0,0.0,2129407802.0,"['WS', 'AM', 'DC', 'AF', 'BM', 'AU', 'DY', '5M', 'CA', '3L']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
139,0.8635557394387884,0.8213080084991224,0.9035148715692536,0.8638230151089455,0.2975105212207601,univ2,False,9.0,0.0001,589436848.0,"['EF', 'SS', '4T', 'EI', 'AM', 'CI', 'CK', 'AF', '4N']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
140,0.8724654605707333,0.824902451275048,0.9146694870617512,0.871996384855689,0.3127429706948488,virchow2,False,0.0,0.0,528320813.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
141,0.878411053652479,0.8331750524575335,0.9180564160030296,0.8780478220720279,0.385032680825302,hoptimus1,False,8.0,0.0,1572079486.0,"['DC', '3L', 'SS', 'BM', '4T', 'EI', 'NH', 'CI']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
142,0.861936596319497,0.8206812468577175,0.9027534759453748,0.8618386152425486,0.2759767445108757,univ2,True,1.0,0.0001,1971407520.0,['G4'],0.0457627118644067,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
143,0.8735287196816583,0.8250212393434029,0.9157311728505728,0.8736860718706407,0.3124064962312751,virchow2,True,10.0,0.0001,2102039756.0,"['F5', 'AH', 'CA', '4T', 'CI', 'QG', 'G5', '3L', 'DY', 'AY']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
144,0.8723243460679939,0.8266839298288515,0.9104757901269146,0.872762638269446,0.3168160384021301,hoptimus1,True,6.0,0.0,966326072.0,"['T9', 'NH', 'DT', '5M', '4T', 'AM']",0.0305084745762711,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
145,0.8753920879384821,0.832252312040061,0.9141868428997004,0.8756901192604672,0.3841211048843273,univ2,False,8.0,0.0,2101525097.0,"['F5', 'AZ', '5M', 'T9', 'AH', 'DY', 'G5', 'AU']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
146,0.8536241386701048,0.8039713855365634,0.8979287109004397,0.8535866554020866,0.4700426555978169,virchow2,True,3.0,0.0,1348602187.0,"['CL', 'F5', 'QG']",0.0338983050847457,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
147,0.8835933303601876,0.8470551243243973,0.9195658991187174,0.8836080712026249,0.2591729142342197,hoptimus1,True,3.0,0.0001,1566912105.0,"['CM', 'CA', 'SS']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
148,0.8927350551528596,0.853847277260068,0.930337039503728,0.8923315716053992,0.3547247220632092,univ2,False,0.0,0.0,1839218308.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
149,0.8264452546751241,0.7736898852497669,0.87630188278342,0.8262569503114131,0.2969504619016612,virchow2,False,7.0,0.0001,951110503.0,"['3L', 'AU', 'DT', '5M', 'G4', 'SS', 'DC']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
150,0.8701839095648363,0.8220618577914156,0.911229213114783,0.8702084602235888,0.2377766064707496,hoptimus1,True,1.0,0.0,2033840371.0,['DY'],0.0101694915254237,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
151,0.8841994235211369,0.8400130718954248,0.9235084498507022,0.8842760869992337,0.2653238042264036,univ2,False,8.0,0.0001,1449052312.0,"['DM', 'EF', 'F5', 'DT', 'NH', '4T', 'QL', 'CA']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
152,0.8167461693773576,0.7701612668111509,0.8642977834066125,0.8169047291588896,0.4829582377781127,virchow2,True,4.0,0.0001,762988075.0,"['F5', 'DM', 'AD', 'AY']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
153,0.8763647061968252,0.8338239906642497,0.9169766204260952,0.8757294143073265,0.2758884193608241,hoptimus1,False,10.0,0.0,294172996.0,"['SS', 'AM', 'AD', 'F5', 'BM', 'AU', '5M', 'DC', 'CI', 'QL']",0.0864406779661016,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
154,0.8914166865017429,0.8540804103104032,0.9274328231022606,0.8910937776293298,0.3320179260701829,univ2,True,9.0,0.0,1233451894.0,"['T9', 'DY', '4T', 'CI', 'QG', 'DM', 'CL', '3L', 'BM']",0.0728813559322033,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
155,0.8698854254030892,0.8215550795732391,0.9152730095971814,0.869481501856691,0.2497618386924893,virchow2,True,3.0,0.0001,1801875764.0,"['3L', 'CI', 'A6']",0.0847457627118644,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
156,0.862651548677342,0.8183161118040652,0.9069124810447676,0.8621333280939938,0.287953340662285,hoptimus1,False,2.0,0.0,1100404990.0,"['F4', 'AY']",0.0440677966101694,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
157,0.8817162533122457,0.8401044216819235,0.9207656935322012,0.8817415564768062,0.3337777305725989,univ2,False,7.0,0.0,1118584042.0,"['CL', 'BM', 'EF', 'G4', 'QL', 'AD', '3L']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
158,0.8321796608337345,0.7815019279694705,0.8792870334789923,0.8327013379963456,0.3906906945233392,virchow2,True,4.0,0.0,1795209833.0,"['4N', 'AH', '3L', 'CK']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
159,0.8614195995482326,0.8115563697024727,0.906888886778668,0.8613670746802365,0.2395475412633612,hoptimus1,True,2.0,0.0,316132336.0,"['WS', 'DT']",0.0033898305084745,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
160,0.882926739149284,0.8372136128072429,0.9243161408380394,0.8831365306403128,0.3190166324690903,univ2,True,0.0,0.0001,1463143104.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
161,0.8947544148391686,0.8566801270863302,0.9290212561018194,0.8946303318466707,0.2239836463021672,virchow2,True,8.0,0.0,1343423200.0,"['QG', 'AY', 'AM', 'WS', '4N', 'F4', 'AD', '5M']",0.0881355932203389,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
162,0.8622352835533251,0.8129101998368718,0.90633374012999,0.8625066310391575,0.272393982550868,hoptimus1,True,7.0,0.0001,1602766277.0,"['F4', 'AM', 'EF', '4T', '3L', 'DT', 'AZ']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
163,0.8386743923714676,0.7926029432954413,0.8814862743463939,0.8381240544629349,0.392915710322256,univ2,True,2.0,0.0,845211320.0,"['CK', 'QL']",0.0254237288135593,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
164,0.8503769351104429,0.8067352934547203,0.8899544601418875,0.8508163545985029,0.3757572266548307,virchow2,False,2.0,0.0,2114323457.0,"['CI', 'DT']",0.0050847457627118,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
165,0.8715495829889573,0.8238458388866876,0.9136017734080452,0.8718195571448218,0.3940600251809247,hoptimus1,True,5.0,0.0001,1932908791.0,"['EI', 'QL', '4N', 'AY', 'AD']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
166,0.884142174936215,0.840588279385649,0.924029090030817,0.88390278405407,0.2374992664788406,univ2,False,6.0,0.0,912157128.0,"['4N', 'G5', 'AU', 'EF', 'T9', 'DC']",0.0372881355932203,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
167,0.8508702580447304,0.8027602416622129,0.8965680766263161,0.851170010020237,0.3653606282989359,virchow2,False,3.0,0.0001,2024464052.0,"['G4', 'AM', 'AZ']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
168,0.8781404685828036,0.8223383983415724,0.9223885316702738,0.8772422736114112,0.2294049755301639,hoptimus1,False,9.0,0.0001,1026147385.0,"['AY', 'CI', 'G5', 'QG', 'F5', '4N', 'NH', 'WS', 'CA']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
169,0.8775917772645182,0.8352865423384236,0.9179184698129046,0.8772815686582706,0.2269412026753861,univ2,True,2.0,0.0,1067121530.0,"['AM', 'AH']",0.0152542372881355,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
170,0.8054621061698779,0.7453896708468176,0.8563331458643537,0.8061182387959996,0.6137153552870359,virchow2,False,8.0,0.0,1231540633.0,"['4N', '3L', 'T9', 'QL', 'BM', 'AM', 'SS', 'DM']",0.0525423728813559,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
171,0.835292255007316,0.7818195031258869,0.8861101950940785,0.8352948110890623,0.2612233636601068,hoptimus1,False,9.0,0.0001,1281988737.0,"['AD', 'EF', 'CL', 'BM', '4T', 'DC', 'AY', 'DT', 'QL']",0.0745762711864406,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
172,0.8488325336121291,0.8018301055245558,0.8950651688867036,0.848890897302395,0.2742945883577048,univ2,False,7.0,0.0001,854134516.0,"['T9', 'AM', '4T', 'G5', 'DY', 'AF', 'DM']",0.0932203389830508,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
173,0.8892369652751113,0.8465024451794081,0.9256131067760076,0.8887164272943395,0.2737091448552786,virchow2,False,9.0,0.0,2059320292.0,"['DT', '5M', 'CI', 'SS', 'F5', 'AY', 'CA', 'CL', 'T9']",0.0745762711864406,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
174,0.8942576672683761,0.8515265630301561,0.9320716436258072,0.8939623160500618,0.3699315272214529,hoptimus1,False,6.0,0.0001,1297296069.0,"['CL', 'G5', 'EF', 'SS', 'F5', 'G4']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
175,0.8457696341115848,0.8054218748169808,0.887019455326358,0.8461795390691003,0.2624609547132137,univ2,False,7.0,0.0001,2145102314.0,"['CI', '4T', 'AZ', 'DT', 'DY', '5M', 'T9']",0.059322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
176,0.8274206317177811,0.7748534657511288,0.8745457554815411,0.827828752185787,0.2613603923452272,virchow2,False,5.0,0.0,723962220.0,"['NH', 'G4', 'DC', 'AH', 'SS']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
177,0.8794133294268117,0.8383830909781708,0.918067077982925,0.8790694932903708,0.3581581338205271,hoptimus1,False,9.0,0.0001,731409640.0,"['DT', 'T9', 'QL', 'AY', 'AH', 'SS', 'AZ', 'F4', 'AU']",0.1,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
178,0.8504692419393652,0.8086941460143292,0.8939832235867895,0.8508163545985028,0.2819316349268971,univ2,True,3.0,0.0001,1132626747.0,"['QG', 'CA', '3L']",0.0271186440677966,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
179,0.8511340858055181,0.8021071542470606,0.8952153062511071,0.8510324773562292,0.2883861986441286,virchow2,True,5.0,0.0,516868040.0,"['DT', 'AZ', 'CL', 'SS', 'DM']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
180,0.8660192600108945,0.8170356552575616,0.9114540876379214,0.8656305872644753,0.3027922236600381,hoptimus1,False,1.0,0.0,1244927989.0,['NH'],0.0152542372881355,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
181,0.8978282446126904,0.8591926607686885,0.9330009286726112,0.897597107884551,0.2902772552418954,univ2,False,0.0,0.0001,1232041698.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
182,0.7689219574075478,0.7183749509313236,0.8173522092624343,0.7693380749356543,0.4389584789098036,virchow2,True,9.0,0.0,1941294165.0,"['CA', 'EF', 'QL', 'AZ', 'BM', 'QG', 'NH', 'WS', '4N']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
183,0.8901676972760775,0.8482337801641735,0.9304022749591266,0.8894433856612374,0.4615692176116595,hoptimus1,False,4.0,0.0001,140926994.0,"['AF', 'AM', '3L', 'CM']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
184,0.866103336213784,0.8183108379873085,0.9107801726093268,0.8661807179205061,0.3191354261629114,univ2,False,4.0,0.0,1844799688.0,"['AM', 'EI', 'AH', '3L']",0.0457627118644067,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
185,0.8557786884347945,0.8055658222914257,0.901847072495107,0.8551388097530307,0.2878151434058139,virchow2,True,4.0,0.0001,66179717.0,"['DC', 'NH', 'AY', '5M']",0.0610169491525423,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
186,0.8247172674979859,0.773888665840074,0.8738176126849645,0.8247047959604692,0.4543852649810838,hoptimus1,False,7.0,0.0001,812380149.0,"['AD', 'T9', 'G5', '4N', '4T', 'CI', '5M']",0.0440677966101694,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
187,0.8937329998973357,0.8539124301487281,0.9303150604845688,0.8936086606283278,0.3175057401542418,univ2,True,4.0,0.0001,707368869.0,"['G5', 'AY', 'F5', 'QG']",0.0525423728813559,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
188,0.8197470850550332,0.7637242665878904,0.8725471827545886,0.8196553824390436,0.3193487484210144,virchow2,True,10.0,0.0001,1205393251.0,"['SS', 'AM', '3L', 'CK', 'WS', 'F4', 'T9', 'EF', 'AZ', 'DT']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
189,0.85939922487139,0.8130803020118179,0.9040253978390206,0.8594023223372694,0.3455845400043334,hoptimus1,False,3.0,0.0001,902499675.0,"['BM', 'CM', 'AU']",0.0677966101694915,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
190,0.8585072103049803,0.8168588206786866,0.900334344388053,0.8586950114938012,0.4471920053031667,univ2,False,6.0,0.0001,1885731433.0,"['AF', 'BM', 'F5', 'EF', 'SS', 'G5']",0.0627118644067796,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
191,0.8858584871780645,0.8393591308518209,0.9247618564160792,0.8852584631707173,0.2339875495987355,virchow2,True,1.0,0.0,971307287.0,['A6'],0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
192,0.8569067055995317,0.8032693004152983,0.9058031506807398,0.8564551938228187,0.2948336707999615,hoptimus1,True,4.0,0.0001,223502625.0,"['QG', '4N', 'AU', 'D5']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
193,0.9026116253469072,0.8620192819472642,0.939214044684494,0.9024303986482504,0.2147570750521506,univ2,True,0.0,0.0001,1194764649.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
194,0.8792604594883581,0.8382201632981505,0.915596187203355,0.8788337230092147,0.2447214073652646,virchow2,False,9.0,0.0001,903922948.0,"['EI', 'SS', 'CL', 'DT', 'F4', 'EF', '4T', 'F5', 'T9']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
195,0.8929136476228609,0.8483376663835608,0.9335118199707986,0.8923512191288288,0.2979759970568827,hoptimus1,True,8.0,0.0,1080282314.0,"['F5', '4N', 'EF', 'NH', '5M', 'QL', 'T9', 'BM']",0.0508474576271186,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
196,0.8942492433457003,0.8536879575916905,0.929580380625498,0.8939230210032025,0.7370801573281043,univ2,True,8.0,0.0001,989290408.0,"['NH', 'BM', 'AZ', '4N', '3L', 'DT', 'EF', 'DY']",0.0677966101694915,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
197,0.8543486185772474,0.8108603194171232,0.8947967788065386,0.8540778434878283,0.2601110444011875,virchow2,False,1.0,0.0,815389858.0,['F5'],0.0203389830508474,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
198,0.8827563399669928,0.8402695055795764,0.9168958553970884,0.8820362693282511,0.3903994422108137,hoptimus1,True,8.0,0.0001,2040157656.0,"['T9', 'AD', 'CK', 'CI', '3L', 'EF', 'DY', '5M']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
199,0.899937781882717,0.8642636427978138,0.9334683884633288,0.8998369255555336,0.4049728725870268,univ2,True,6.0,0.0,1687782789.0,"['NH', 'WS', 'DM', 'F5', 'T9', 'AU']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
200,0.8948254459633392,0.8519529137140388,0.9313153800480398,0.8940802011906399,0.2646039760896184,hoptimus1,True,10.0,0.0001,2033416486.0,"['SS', '3L', '5M', 'CL', 'F5', 'G5', 'EF', 'WS', 'QL', 'EI']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
201,0.9047473261422042,0.8653152071608305,0.9406233813124214,0.9044737410849362,0.288552766023999,univ2,True,5.0,0.0,1409244801.0,"['A6', '4N', '3L', 'AM', 'DT']",0.0881355932203389,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
202,0.8731493810357803,0.8298684961906336,0.913511501144278,0.8731359412146099,0.3591729858307472,virchow2,False,5.0,0.0001,1666807994.0,"['BM', 'CK', 'AF', 'AU', 'DY']",0.0694915254237288,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
203,0.8581588373088932,0.8054377677260047,0.902628351262262,0.8574572175177319,0.4080668860471969,hoptimus1,False,4.0,0.0,1984569625.0,"['DY', 'DC', 'WS', 'CI']",0.0372881355932203,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
204,0.8943538506032148,0.8535281444594812,0.9313128471370948,0.8944927991826631,0.2383490594881296,univ2,True,7.0,0.0,449964601.0,"['5M', 'F5', 'EF', 'CL', 'CK', 'T9', '4T']",0.0610169491525423,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
205,0.86828190395145,0.8223303234800241,0.9080207747007392,0.8674381594200051,0.4234982489275072,virchow2,True,2.0,0.0001,1489569745.0,"['EI', 'AY']",0.0457627118644067,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
206,0.8681876622666213,0.8192947122315455,0.9117487447817504,0.8678507574120281,0.300081047684719,hoptimus1,False,7.0,0.0,647527311.0,"['AM', 'QG', 'G4', '5M', '4N', 'SS', 'EF']",0.0694915254237288,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
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208,0.8667115244958083,0.8261374182860847,0.9045463589249556,0.8673595693262863,0.5354702287545392,virchow2,False,5.0,0.0001,1653525768.0,"['G5', 'CL', 'AM', 'WS', '3L']",0.0186440677966101,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
209,0.8705300531948401,0.819772371861607,0.912054117911212,0.869894099848714,0.4005510780729515,hoptimus1,True,10.0,0.0001,844904206.0,"['T9', 'AM', 'CA', '3L', 'DY', 'SS', 'G5', 'DT', '4N', 'CK']",0.0694915254237288,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
210,0.8528440096753335,0.8066658820326194,0.8962732194357113,0.8534687702615086,0.2742291707339712,univ2,True,9.0,0.0001,1961117018.0,"['CL', '3L', 'WS', 'CA', 'BM', 'AD', 'QL', 'T9', '4N']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
211,0.8841052279003757,0.8427940208105448,0.9256293382202578,0.8842367919523744,0.2359995696275873,virchow2,False,5.0,0.0,603553623.0,"['5M', 'EF', 'G4', 'DM', 'T9']",0.0949152542372881,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
212,0.8740315149289043,0.8285225998646764,0.9174449701380474,0.8739021946283672,0.240183594971668,hoptimus1,False,0.0,0.0,367498508.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
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214,0.8602812721255392,0.8180253538308895,0.8994327800008675,0.8606794113601981,0.3463649205611236,virchow2,False,7.0,0.0,751733018.0,"['AH', 'CK', 'NH', 'G5', 'CL', '3L', 'DT']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
215,0.859095014108882,0.814163648365323,0.9011204872006446,0.8586360689235123,0.3320398679251569,hoptimus1,False,9.0,0.0,875238593.0,"['4N', '3L', 'CA', 'DT', 'DC', 'QL', '5M', 'CI', 'AZ']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
216,0.8798375279687923,0.8399567924275367,0.9181522821838128,0.8802286971727213,0.263164653469301,univ2,False,8.0,0.0,1885362356.0,"['CL', 'NH', '5M', 'EI', 'G5', '4N', 'CI', 'AU']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
217,0.8636785472169267,0.8214098588537212,0.9069234841955932,0.8632925319763444,0.2767241314705966,virchow2,True,8.0,0.0,538907533.0,"['AY', 'T9', 'CL', 'NH', 'CI', 'SS', 'AU', 'DM']",0.0864406779661017,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
218,0.870153273393011,0.8253712598644768,0.9110093403970488,0.8701495176532997,0.2322162358379111,hoptimus1,False,2.0,0.0001,226287517.0,"['4N', 'DT']",0.0033898305084745,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
219,0.8499516167769503,0.8053079180929307,0.8934660061228589,0.850325166512761,0.2727095503751239,univ2,True,6.0,0.0,1651727190.0,"['AF', 'DT', 'AH', 'G5', 'QG', 'AY']",0.0762711864406779,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
220,0.8414109934044913,0.7926348675353816,0.8882875749109718,0.8412676582116824,0.3015632529295101,virchow2,False,7.0,0.0,839501288.0,"['AH', 'DC', '3L', 'EF', 'AF', 'SS', 'WS']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
221,0.8690942827628819,0.8249195668831761,0.9104504311011518,0.8690492563412382,0.2463744846154884,hoptimus1,False,6.0,0.0,657644111.0,"['AM', 'G5', 'QL', 'AH', '5M', 'DC']",0.0525423728813559,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
222,0.8949341367259828,0.8530103716648059,0.9342506721591148,0.8950232823152642,0.3801993873130611,univ2,False,4.0,0.0001,1243924271.0,"['G5', '4N', 'AF', 'AM']",0.0423728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
223,0.894334158489867,0.8575213722828064,0.9273839393306064,0.8941587912843585,0.3074581473682659,virchow2,True,7.0,0.0,187657336.0,"['AM', '4N', 'CL', 'CI', 'G5', 'CA', '3L']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
224,0.8717568692703783,0.8232014136194273,0.9154448314086484,0.8708175334499086,0.2363110879643727,hoptimus1,False,7.0,0.0001,673229454.0,"['AU', 'DC', '3L', 'F5', 'QL', 'CI', 'DT']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
225,0.8703896898092248,0.8331294058892453,0.90699004796772,0.8702870503173075,0.3326708063259872,univ2,False,2.0,0.0001,441823049.0,"['5M', 'AD']",0.0288135593220339,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
226,0.8747353125560754,0.8260150829562594,0.9195256452319782,0.8742165550032418,0.5114900300407998,virchow2,False,7.0,0.0001,768963551.0,"['T9', 'CA', 'AU', 'DC', 'NH', 'AD', 'QG']",0.0898305084745762,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
227,0.855675778553084,0.8103921568627451,0.9021036896110426,0.8554335226044757,0.3133865884984715,hoptimus1,True,5.0,0.0,1632072478.0,"['QL', 'CI', 'DT', 'NH', 'F5']",0.0423728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
228,0.903139827524718,0.8659607338358686,0.936113936382051,0.9026661689294064,0.3076587996968045,univ2,False,0.0,0.0001,1445321552.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
229,0.8794245854751641,0.8365466153788677,0.918857469820757,0.8789516081497928,0.333881517238082,virchow2,True,0.0,0.0001,1345140353.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
230,0.8575492052123981,0.8091996150646478,0.904166838740584,0.8571821521897164,0.3365286360006573,hoptimus1,False,5.0,0.0001,558259592.0,"['DT', 'SS', '3L', 'CA', 'QL']",0.023728813559322,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
231,0.8889919322606488,0.8484898562382498,0.9250274407040772,0.8887164272943395,0.3115610514772516,univ2,True,8.0,0.0001,406261072.0,"['DT', 'DM', 'DY', 'WS', 'CL', '3L', 'CI', 'AU']",0.0661016949152542,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
232,0.8635816040140171,0.819157660196472,0.9059767666986048,0.8636068923512192,0.4541622418449652,virchow2,True,8.0,0.0,1492309679.0,"['QL', '4N', 'AH', 'SS', 'AZ', 'AU', 'BM', 'AD']",0.0779661016949152,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
233,0.8599804309047081,0.8115052282522229,0.9042942706285207,0.8597363302355738,0.2679694407175643,hoptimus1,True,5.0,0.0001,1762437797.0,"['5M', 'NH', 'DY', 'EI', 'DT']",0.0627118644067796,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
234,0.8773839069524648,0.8356533868140343,0.9179651532243333,0.877556633986286,0.2653463340419134,univ2,True,5.0,0.0,839342927.0,"['G4', 'DT', 'AY', 'BM', 'AF']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
235,0.8738864822661863,0.8228863448920821,0.9182935656484448,0.8737646619643593,0.2380148836977522,virchow2,True,1.0,0.0001,265493786.0,['QL'],0.0016949152542372,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
236,0.8811257900057444,0.837561536196148,0.9197984654234654,0.8807984753521819,0.3741079123854984,hoptimus1,False,4.0,0.0,1127548755.0,"['AU', '5M', 'A6', 'BM']",0.0915254237288135,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
237,0.9047214870005096,0.8666566597553446,0.9391644956839568,0.9042772658506396,0.2513316685193771,univ2,False,6.0,0.0,251407598.0,"['T9', 'BM', 'G5', 'A6', '5M', 'EF']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
238,0.8055697739413413,0.7474252450405957,0.8586287938979819,0.8061182387959998,0.4398487667227542,virchow2,False,2.0,0.0,1021358299.0,"['NH', 'CK']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
239,0.8697765569681126,0.8248113412515595,0.9092724119717794,0.8697565671847065,0.2704568395572828,hoptimus1,True,8.0,0.0001,927847924.0,"['AH', 'CL', 'NH', 'D5', 'T9', '5M', 'SS', '4N']",0.0966101694915254,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
240,0.8577454269531805,0.8101987207071997,0.9030421094887334,0.8581841758846297,0.2703276358111502,univ2,True,7.0,0.0,1775837171.0,"['CA', 'AH', 'DT', 'CK', 'WS', 'DY', 'EF']",0.0677966101694915,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
241,0.8283433794813512,0.7765460657519653,0.8769315554325094,0.8294791441538794,0.2799203986884257,virchow2,False,10.0,0.0,881128516.0,"['EI', 'BM', 'AU', 'WS', 'CI', 'AM', 'SS', 'CL', 'AZ', 'NH']",0.0983050847457627,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
242,0.895348531808522,0.8559384628837725,0.9316062420362724,0.8954555278307169,0.2874585240784105,hoptimus1,False,0.0,0.0,1655332322.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
243,0.8987044633622058,0.8596096320513118,0.936660805752561,0.8978132306422775,0.221772002084566,univ2,False,3.0,0.0,515129676.0,"['A6', '4N', 'WS']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
244,0.8792234115369909,0.8340301028913466,0.9202930216476826,0.8791284358606598,0.3686413756706739,virchow2,True,3.0,0.0001,1720313106.0,"['CI', 'AZ', 'WS']",0.0389830508474576,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
245,0.8984026465756483,0.860652076526773,0.9353439605968916,0.8978721732125665,0.2999067406086781,hoptimus1,False,7.0,0.0001,392586168.0,"['4N', '3L', 'T9', 'QG', 'AY', 'CA', 'CK']",0.0711864406779661,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
246,0.8884234466949726,0.8454967320261438,0.9284856021457312,0.8882645342554571,0.2811515426091587,univ2,True,8.0,0.0,1571596794.0,"['EI', 'AU', 'DM', 'DC', '4T', 'T9', 'BM', 'QL']",0.1,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
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275,0.8702415547939452,0.822721119383178,0.9156072993263532,0.8700905750830108,0.2728678999635262,hoptimus1,True,1.0,0.0001,1241802167.0,['5M'],0.0067796610169491,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
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278,0.8967145063237046,0.8572753653787082,0.9333940095398428,0.8964379040022006,0.2633766808589986,hoptimus1,True,9.0,0.0,185138138.0,"['G5', 'DY', '4T', 'DT', 'AH', 'SS', 'QL', 'AM', 'NH']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
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280,0.8655833325937966,0.8183889886777291,0.9087569904883006,0.8650608090850148,0.3087696097037966,virchow2,True,2.0,0.0,753556974.0,"['4N', 'BM']",0.0033898305084745,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
281,0.8751776702607821,0.8294787608632332,0.9161256792851586,0.8744719728078275,0.2908217290352158,hoptimus1,True,1.0,0.0,2041716732.0,['QL'],0.0016949152542372,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
282,0.8649104613862904,0.8236020009783669,0.9064612042361696,0.865159046702163,0.4963352050263263,univ2,False,4.0,0.0,388493014.0,"['DY', 'CA', 'EF', 'QG']",0.0372881355932203,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
283,0.8547527888989939,0.807759068716154,0.9010115213491032,0.8546476216672888,0.3816750205484429,virchow2,False,3.0,0.0001,616157194.0,"['G5', 'DC', 'CL']",0.0338983050847457,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
284,0.8875406292597487,0.8455527792813327,0.9244629856535832,0.8875768709354185,0.3538010126889678,hoptimus1,True,2.0,0.0001,2114197100.0,"['QL', 'A6']",0.0813559322033898,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
285,0.8348444162198488,0.7840327517673406,0.882294985586224,0.8353537536593513,0.5241342704044724,univ2,False,0.0,0.0,1802784207.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
286,0.8566241619556904,0.8124266155412577,0.8997780855248569,0.8562587185885219,0.3839499428710645,virchow2,True,6.0,0.0,367445529.0,"['4N', 'F4', 'G5', 'AD', 'AZ', 'EF']",0.0932203389830508,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
287,0.9015757475802224,0.8660370173894746,0.9344937793485976,0.9017034402813524,0.4312618343414471,hoptimus1,True,6.0,0.0001,1909443981.0,"['EF', 'WS', 'DM', 'AY', 'AH', 'DT']",0.0728813559322034,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
288,0.831090086912344,0.7805493342998497,0.8789217692557346,0.83183684696544,0.2660503282152882,univ2,True,3.0,0.0,191797534.0,"['QL', 'D5', '3L']",0.0559322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
289,0.8644665662610166,0.8186574290035891,0.9045233457565188,0.8638230151089454,0.4693183105307704,virchow2,True,9.0,0.0001,705140522.0,"['QG', '5M', '4T', 'F5', 'AH', 'CL', '3L', 'DY', 'AY']",0.0830508474576271,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
290,0.859167245303036,0.8144179362658901,0.9034279121400552,0.8588128966343792,0.420538844379185,hoptimus1,False,4.0,0.0001,1349291828.0,"['D5', '5M', 'DY', 'NH']",0.0847457627118643,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
291,0.8376776518607594,0.7871084291545203,0.8824261040486466,0.8375739238069042,0.5601937128968498,univ2,False,2.0,0.0001,357758123.0,"['DT', 'BM']",0.0033898305084745,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
292,0.8494643219333909,0.7973136805883034,0.898922179036244,0.8497553883333006,0.2453406570101634,virchow2,True,0.0,0.0,1936837225.0,[],0.0,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
293,0.8483406926482492,0.7940026792313377,0.8966527794702511,0.8479281686543412,0.2638721078593879,hoptimus1,True,6.0,0.0,1467889850.0,"['AU', 'AH', 'EF', 'G5', 'CK', 'G4']",0.0932203389830508,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
294,0.9000385274725368,0.8627335843826245,0.933979748320234,0.8995029176572292,0.2563995787669427,univ2,True,9.0,0.0001,66941949.0,"['3L', 'EF', 'SS', 'QL', 'WS', 'AZ', 'G5', 'T9', 'EI']",0.0796610169491525,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
295,0.8367086665693078,0.7930528936869351,0.8776530566030533,0.8367290802994284,0.4287343583900108,virchow2,True,9.0,0.0001,1754692081.0,"['AM', 'DM', 'EF', 'NH', 'BM', 'CI', 'F5', 'G5', '4N']",0.0932203389830508,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
296,0.8819650851172889,0.8434066209451078,0.9186370940785225,0.8816629663830874,0.2292135510530397,hoptimus1,True,4.0,0.0001,1205882256.0,"['QL', 'EI', 'DT', 'AF']",0.0627118644067796,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
297,0.8377593649615324,0.7979502210752212,0.87918340573,0.8380258168457866,0.3350788441096712,univ2,True,5.0,0.0,1028293493.0,"['DC', 'F4', 'QL', 'SS', 'CI']",0.0559322033898305,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
298,0.8521800053030438,0.8042078090469953,0.8933547497838513,0.8517397881996974,0.4151741140522063,virchow2,False,8.0,0.0,965561636.0,"['4N', 'AU', 'AM', '4T', 'SS', 'BM', 'DC', '5M']",0.0423728813559321,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
299,0.8742787055015357,0.8323962484777617,0.91424232676809,0.8741183173860935,0.2519874781806168,hoptimus1,False,6.0,0.0001,1681750597.0,"['NH', 'EI', 'AM', 'BM', '4N', 'CI']",0.0542372881355932,5e-05,AdamW,cos,30.0,1.0,5.0,1.0,0.3,0.1,True,512.0,256.0,128.0,0.25,0.25
wagner2023,0.9112245045540076,0.868668523634841,0.949745499308286,0.9112324891447432,0.3555867242956429,ctranspath,,,,,,,,,,,,,,,,,,,,,
niehues2023-0,0.8723606085316464,0.8185583993024346,0.91716134243725,0.8713873116293691,0.815110565741728,retccl,,,,,,,,,,,,,,,,,,,,,
niehues2023-1,0.8841938501809304,0.8347541558118179,0.9249947216823964,0.8838634890072106,1.9820115259160025,retccl,,,,,,,,,,,,,,,,,,,,,
niehues2023-2,0.8801895480064218,0.8328365341411339,0.920861285118792,0.8801304595555729,0.4019111026625522,retccl,,,,,,,,,,,,,,,,,,,,,
niehues2023-3,0.8138242820406224,0.7428355320135457,0.8781357864352334,0.8131913472306815,0.7044238267045566,retccl,,,,,,,,,,,,,,,,,,,,,
niehues2023-4,0.877850177168043,0.8315163110437332,0.9167184343434344,0.8768296756193882,0.6003518316207754,retccl,,,,,,,,,,,,,,,,,,,,,