family_results.csv

Method,nc_f1_0,nc_f1_1,nc_f1_2,nc_f1_3,nc_f1_4,nc_f1_5,nc_f1_6,nc_f1_7,nc_f1_8,nc_f1_9,nc_accuracy_0,nc_accuracy_1,nc_accuracy_2,nc_accuracy_3,nc_accuracy_4,nc_accuracy_5,nc_accuracy_6,nc_accuracy_7,nc_accuracy_8,nc_accuracy_9,nc_mcc_0,nc_mcc_1,nc_mcc_2,nc_mcc_3,nc_mcc_4,nc_mcc_5,nc_mcc_6,nc_mcc_7,nc_mcc_8,nc_mcc_9,uc30_f1_0,uc30_f1_1,uc30_f1_2,uc30_f1_3,uc30_f1_4,uc30_f1_5,uc30_f1_6,uc30_f1_7,uc30_f1_8,uc30_f1_9,uc30_accuracy_0,uc30_accuracy_1,uc30_accuracy_2,uc30_accuracy_3,uc30_accuracy_4,uc30_accuracy_5,uc30_accuracy_6,uc30_accuracy_7,uc30_accuracy_8,uc30_accuracy_9,uc30_mcc_0,uc30_mcc_1,uc30_mcc_2,uc30_mcc_3,uc30_mcc_4,uc30_mcc_5,uc30_mcc_6,uc30_mcc_7,uc30_mcc_8,uc30_mcc_9,uc50_f1_0,uc50_f1_1,uc50_f1_2,uc50_f1_3,uc50_f1_4,uc50_f1_5,uc50_f1_6,uc50_f1_7,uc50_f1_8,uc50_f1_9,uc50_accuracy_0,uc50_accuracy_1,uc50_accuracy_2,uc50_accuracy_3,uc50_accuracy_4,uc50_accuracy_5,uc50_accuracy_6,uc50_accuracy_7,uc50_accuracy_8,uc50_accuracy_9,uc50_mcc_0,uc50_mcc_1,uc50_mcc_2,uc50_mcc_3,uc50_mcc_4,uc50_mcc_5,uc50_mcc_6,uc50_mcc_7,uc50_mcc_8,uc50_mcc_9,mm15_f1_0,mm15_f1_1,mm15_f1_2,mm15_f1_3,mm15_f1_4,mm15_f1_5,mm15_f1_6,mm15_f1_7,mm15_f1_8,mm15_f1_9,mm15_accuracy_0,mm15_accuracy_1,mm15_accuracy_2,mm15_accuracy_3,mm15_accuracy_4,mm15_accuracy_5,mm15_accuracy_6,mm15_accuracy_7,mm15_accuracy_8,mm15_accuracy_9,mm15_mcc_0,mm15_mcc_1,mm15_mcc_2,mm15_mcc_3,mm15_mcc_4,mm15_mcc_5,mm15_mcc_6,mm15_mcc_7,mm15_mcc_8,mm15_mcc_9
AAC,0.5999629064697781,0.5929812401529669,0.5964907854651642,0.6712617997558451,0.5798014922197244,0.643334813526417,0.6638995817661798,0.6063058524986431,0.589095206780167,0.6344804040943096,0.5605263157894737,0.5552631578947368,0.5697368421052632,0.6657894736842105,0.55,0.6171052631578947,0.6960526315789474,0.6052631578947368,0.5605263157894737,0.6328947368421053,0.4201666646363649,0.4434482481293225,0.447078060160686,0.5247730159496871,0.4251467509748188,0.4877877735371404,0.5267074306540094,0.4016822228495902,0.4447063637197564,0.4854514044371013,0.6441791602408857,0.6659471217277958,0.2744022212258879,0.6810306153890067,0.294890900704391,0.6728762322485765,0.6662440004214665,0.3562746491029976,0.671425793688758,0.5319014741064042,0.6328947368421053,0.6763157894736842,0.2828947368421052,0.7013157894736842,0.2697368421052631,0.7,0.6605263157894737,0.3671052631578947,0.6907894736842105,0.5263157894736842,0.4528612293721784,0.5324935464037286,0.3139267063905157,0.5282075087704866,0.2713405832632168,0.5386075167964423,0.4738592737540565,0.3164690895449788,0.5102388095352921,0.4124294383551251,0.6269192561535878,0.6227895811711824,0.6837432107937574,0.4061152361224047,0.3528012817998797,0.6789295452489651,0.6765851076427892,0.3262364571928722,0.5844731395797953,0.6193997936508427,0.6157894736842106,0.6078947368421053,0.6855263157894737,0.3815789473684211,0.3105263157894737,0.7236842105263158,0.6934210526315789,0.3263157894736842,0.5565789473684211,0.6039473684210527,0.4380919450137592,0.459237198972648,0.5195232528588795,0.377367025167462,0.2674386509472318,0.5669839773910933,0.5342297646158695,0.3018133501870932,0.4353228352590607,0.4538948640059488,0.5195655442451639,0.5803927639032618,0.6049047440634502,0.6392512173156933,0.6429887581329458,0.6126291094062076,0.5556624264417406,0.5054502882193888,0.6206709148673233,0.5863679509533783,0.4802631578947368,0.5421052631578948,0.5855263157894737,0.6223684210526316,0.6631578947368421,0.625,0.5131578947368421,0.481578947368421,0.6078947368421053,0.5539473684210526,0.3574783891253673,0.4022136489394928,0.4200642129592952,0.4556556549144878,0.4909460767271141,0.4635950410398087,0.3694414264847491,0.360005062498882,0.4533781429945892,0.3937627686955632
APAAC,0.4423383651568078,0.2685361876306252,0.6493693136542558,0.6775706711451815,0.5719739331360748,0.5673124267959669,0.0305997552019583,0.6172082187756861,0.5480141992095219,0.2631824782735595,0.4157894736842105,0.2947368421052631,0.6368421052631579,0.6671052631578948,0.5605263157894737,0.5447368421052632,0.131578947368421,0.6684210526315789,0.5342105263157895,0.2684210526315789,0.3368426316731904,0.3232607190431338,0.4582384660006033,0.5039162108215215,0.4405203555117545,0.4194297402479908,0.0,0.437543626647736,0.4019817764478168,0.2342489381092543,0.1419779501608726,0.0142656500802568,0.4186122933831535,0.1605343618898022,0.2026929273733785,0.2546536287677016,0.3415456937884396,0.2106548561952966,0.2368677804740561,0.3332417741059612,0.1447368421052631,0.0631578947368421,0.3802631578947368,0.2223684210526315,0.2578947368421053,0.325,0.3552631578947368,0.2552631578947368,0.3026315789473684,0.3539473684210526,0.1962962462248154,0.0430234751263912,0.2697320908934033,0.2214416170932399,0.2468922412002714,0.332959329312894,0.3092133681192217,0.1994081035318999,0.3135096935285152,0.2657527926543522,0.6785384014451856,0.5162747863673974,0.4638904420740528,0.5068995026042811,0.1261633980503638,0.6508014286732356,0.1600275360710623,0.4611322085870435,0.0028050163431392,0.2769131772260603,0.6947368421052632,0.4710526315789474,0.4697368421052632,0.4434210526315789,0.1855263157894736,0.6552631578947369,0.1802631578947368,0.4578947368421052,0.0381578947368421,0.2921052631578947,0.5224960500008671,0.3693555053935371,0.3620126854784594,0.3022047560282467,0.1611874532490335,0.4541935082715948,0.1957257329220702,0.3266602495876088,0.0,0.27130996671661,0.2612368505271057,0.1768262134739024,0.4795267914611288,0.1558314302699939,0.6262680393031224,0.2017354533208353,0.2448136443173301,0.4501858986387402,0.5444374714793679,0.6380108496395867,0.306578947368421,0.1842105263157894,0.4460526315789473,0.1631578947368421,0.618421052631579,0.2434210526315789,0.2802631578947368,0.4460526315789473,0.5263157894736842,0.6394736842105263,0.2550025012024726,0.1284720411900421,0.2603406314618441,0.1574785777888017,0.4245677092303732,0.3061071452705793,0.2235378435507276,0.3143353899680435,0.3592688736899705,0.4498134567681711
LEARNED-VEC,0.6843711648464215,0.6971638429228529,0.6781851961182509,0.6961967634339067,0.7186744938529526,0.6962940894937845,0.6898626461452966,0.6708424435883671,0.6657354812832101,0.6821350119114304,0.6697368421052632,0.6881578947368421,0.6578947368421053,0.6881578947368421,0.7105263157894737,0.6855263157894737,0.6789473684210526,0.6526315789473685,0.6473684210526316,0.675,0.5167454691816817,0.5657737635750049,0.5358445587075054,0.5547869101439175,0.5684841740202812,0.563706321202873,0.5356869196468427,0.5155926138551878,0.5110273432416085,0.5307379378654852,0.6518839810958631,0.6673038049145511,0.696003212329899,0.7005904866024701,0.698089756307183,0.7172802510221639,0.6790640253148706,0.6718426752042539,0.6660756528426546,0.6660258673812761,0.6289473684210526,0.6473684210526316,0.6802631578947368,0.6881578947368421,0.6894736842105263,0.7197368421052631,0.6736842105263158,0.6657894736842105,0.6526315789473685,0.6592105263157895,0.4904529808042239,0.540186567677352,0.540211059016223,0.5551764834731474,0.5505928711279668,0.5855759390180894,0.5199270308301155,0.5016827157913821,0.5174405012836986,0.5214766642754314,0.685953390681399,0.714064114926968,0.7046455415017605,0.6842103363821203,0.6998434554191044,0.7052824722435549,0.6774302821519507,0.6916959184187155,0.6744486696511044,0.6836955649292998,0.6657894736842105,0.7092105263157895,0.6960526315789474,0.6671052631578948,0.6921052631578948,0.7052631578947368,0.6578947368421053,0.6828947368421052,0.6657894736842105,0.675,0.5168858582027083,0.5807375525752597,0.545822311849752,0.5373107193053736,0.5502715917734897,0.5706443204578707,0.5109980496544491,0.523284279192541,0.5152410570987707,0.5354782784768145,0.5989465833772292,0.6633677932504795,0.6556204470568109,0.6791224364966476,0.7231613840489808,0.696879089734241,0.6144926287558875,0.6252344842490187,0.630208809474236,0.6767483889500866,0.5644736842105263,0.6394736842105263,0.6328947368421053,0.6657894736842105,0.7144736842105263,0.6947368421052632,0.5855263157894737,0.5986842105263158,0.6026315789473684,0.6671052631578948,0.4304359237766991,0.5126279509850357,0.4881151939062282,0.512014842560298,0.5586412910123078,0.5475810040139261,0.432305696954252,0.4331078462060721,0.4507116510235596,0.5073989474930026
PROTVEC,0.5305646335085417,0.6725893986313051,0.2612902633169396,0.3326731527283424,0.3870689441153306,0.6343035194303284,0.0674422888490895,0.660677833899719,0.5838474392864992,0.2527935008316769,0.5157894736842106,0.6447368421052632,0.2881578947368421,0.2776315789473684,0.3776315789473684,0.6105263157894737,0.1513157894736842,0.6447368421052632,0.5394736842105263,0.2513157894736842,0.3940249826814559,0.4792621678224177,0.3010151945868362,0.2585218971620969,0.3211715992307913,0.4734389603763699,0.1208318206214868,0.4700292411648032,0.4089468400547896,0.2909735735064068,0.0526188101591211,0.4120465196681942,0.664610663949725,0.6260270360014372,0.4133821369469347,0.4518402586359099,0.3786972436680916,0.6617960278482132,0.4204465943301764,0.4834776259379109,0.1223684210526315,0.3947368421052631,0.6460526315789473,0.6065789473684211,0.4144736842105263,0.4407894736842105,0.3815789473684211,0.65,0.3434210526315789,0.4855263157894737,0.1069230037949204,0.3240875377991226,0.4575855426157078,0.4809906592070739,0.3310980636155169,0.4035652892384517,0.3305866794127101,0.4640251305468363,0.248189098446746,0.4180244031256473,0.6443531580059023,0.4918613898255926,0.4366627635586518,0.6269368294840101,0.4719199471421841,0.6552145684210732,0.3597366238513213,0.5197217798134747,0.649919696323252,0.6008325592709702,0.6263157894736842,0.4592105263157894,0.4421052631578947,0.5828947368421052,0.4710526315789474,0.6723684210526316,0.3421052631578947,0.5026315789473684,0.6407894736842106,0.5723684210526315,0.4529309623908815,0.3784710807692412,0.347695101439401,0.4628927177723722,0.3655732626511529,0.5195636660909713,0.2601030277639509,0.3848128118411924,0.4835086259956457,0.408324033064877,0.5962765332276149,0.5173117142208173,0.6186656338780943,0.7153868640371536,0.1856233915185526,0.7000096556956005,0.2095015834723357,0.5798964744860022,0.6861334208372526,0.5627905148110691,0.5565789473684211,0.4605263157894737,0.6118421052631579,0.7157894736842105,0.2407894736842105,0.6934210526315789,0.2697368421052631,0.5605263157894737,0.7,0.5592105263157895,0.3973916648061795,0.3477210529087325,0.4347182988853996,0.5551670359864656,0.2259082131823591,0.5274739828664889,0.2659592321429405,0.4065143543872639,0.5178562470237444,0.4196231025614178
K-SEP,0.7707684963351132,0.846815485756415,0.8172360258734629,0.836519893244467,0.7261760680037939,0.5917747750847914,0.7808090056102062,0.7593536269714123,0.7901797160401044,0.5763135661159259,0.7387862796833773,0.83841059602649,0.7997364953886693,0.8253968253968254,0.6746347941567065,0.5667107001321003,0.7575757575757576,0.7444005270092227,0.766798418972332,0.5640686922060766,0.640042483529755,0.7644518262902564,0.7117106273573295,0.7419202966279433,0.6021646759391158,0.5517128109410392,0.6686420098498201,0.64491321640245,0.6852209363487277,0.5368763023568188,0.8343513182191383,0.8373161604255616,0.8078819733853588,0.8496218678044358,0.8185917939238945,0.2536613790550254,0.8570739057565402,0.8054479406807009,0.8088039665995872,0.816928278387335,0.8350923482849604,0.8463576158940397,0.8274044795783926,0.8518518518518519,0.8100929614873837,0.2523117569352708,0.855072463768116,0.8115942028985508,0.7997364953886693,0.8058124174372523,0.7429739110421127,0.761279379697906,0.7223093050439837,0.7588089619564022,0.714909489365554,0.3657239753753684,0.7685688874252543,0.6884332842844963,0.6940551479845067,0.7162393420163401,0.7646473429620361,0.7761837938645487,0.7894874347568283,0.8446813188085541,0.8449584205809447,0.803013581107586,0.8463539845635882,0.8113046471788579,0.7981538759487764,0.8003738120653137,0.7506596306068601,0.7509933774834437,0.7654808959156785,0.83994708994709,0.8419654714475432,0.7912813738441216,0.849802371541502,0.8221343873517787,0.8036890645586298,0.7846763540290621,0.64782337010478,0.6738313227111068,0.6797104139495174,0.7582545798984892,0.7531479595063091,0.6972558554338876,0.7549039328908572,0.705124893359371,0.6980392070510753,0.6995871270871004,0.7429386434532029,0.7815499818090516,0.7413079068788596,0.5799907562888491,0.7923082843980825,0.7588088555934794,0.7669993308126748,0.684144211710838,0.6292382214748218,0.7765619896385124,0.6992084432717678,0.7602649006622516,0.7562582345191041,0.5568783068783069,0.7861885790172642,0.7727873183619551,0.7602108036890646,0.6574440052700923,0.5876152832674572,0.7635402906208718,0.581101119599981,0.6767810704943809,0.6021953797806435,0.4976956640508178,0.6886735959654415,0.6577457041596863,0.6507739082654157,0.5768935489563931,0.4971721315686905,0.6408515754251058
MUT2VEC,0.5972968500725933,0.6212917409537195,0.5632939083257605,0.6001870030831633,0.5710526414763588,0.5445902273675857,0.5803029641874369,0.566667743577911,0.5384062224184304,0.5714537431445593,0.5757997218358831,0.6082621082621082,0.5394366197183098,0.5852272727272727,0.5483870967741935,0.5214384508990318,0.5568022440392707,0.5477178423236515,0.5147679324894515,0.543661971830986,0.3946820541267777,0.4405997550460648,0.337415881653588,0.3715536226130108,0.3611233663105448,0.3602672499821672,0.3844675563372017,0.3508138226559532,0.3318767036144481,0.3616545306926499,0.5753539894827319,0.6041433062079811,0.5600049559225876,0.5610437487162041,0.5528953531395511,0.6054990193539659,0.613811635182693,0.5850387676644613,0.5478645104638878,0.5800066467524869,0.5549374130737135,0.584045584045584,0.5408450704225352,0.5383522727272727,0.5259467040673211,0.5905947441217151,0.5960729312762973,0.5670816044260027,0.5246132208157525,0.5605633802816902,0.3722198860141415,0.415504469630188,0.3325368936842853,0.3422718172704385,0.3476302152537939,0.3887458944086198,0.4088221925337235,0.3597203256706503,0.3279757884185098,0.3600163765042576,0.5685980880659018,0.6139586364497823,0.5694277342424642,0.5949767339800145,0.5792132279015504,0.567455576544595,0.5744347213807187,0.6072211163111618,0.5437068604452487,0.594246898454572,0.5438108484005564,0.594017094017094,0.5492957746478874,0.5866477272727273,0.5610098176718092,0.5435684647302904,0.5483870967741935,0.5947441217150761,0.5218002812939522,0.5746478873239437,0.3683762650884453,0.4223636654226833,0.3454982916509446,0.35555812627147,0.3456582796711991,0.371654134700872,0.3740323063693376,0.3724002525742787,0.3305387238235145,0.3758425952038015,0.6040863748457491,0.6039811143339084,0.5864407886638312,0.5787166987805588,0.575079718536896,0.6017662202744752,0.6119015357442268,0.5951876206460072,0.5414239865769832,0.5954263299117779,0.5855354659248957,0.5883190883190883,0.5633802816901409,0.5681818181818182,0.5539971949509116,0.5878284923928078,0.5960729312762973,0.5753803596127247,0.5189873417721519,0.5859154929577465,0.3906381223935248,0.3874656449620068,0.348403972515423,0.3212855666288337,0.3428862494023493,0.3738957607750162,0.3872411195891815,0.3793083797949313,0.326232387483693,0.3595297705386814
GENE2VEC,0.4921167791459459,0.4911711232747838,0.442840908521379,0.5302170286165299,0.4756182140151972,0.5045452462914785,0.5059174428063758,0.5192143282457437,0.5108648051328027,0.5059883021455827,0.4607843137254901,0.4493580599144079,0.4097421203438395,0.5035460992907801,0.4455732946298984,0.4814814814814814,0.4679300291545189,0.4831460674157303,0.4855491329479768,0.4808510638297872,0.2212171636069296,0.2816753447152443,0.2409397032052123,0.3044183706479436,0.2577273433154146,0.265050295951355,0.2908296467833845,0.293156692025043,0.2621437895416987,0.2838064110727634,0.4608269207497631,0.5300846056656962,0.4478530081619495,0.5319042298841716,0.482093823241269,0.5053840509658007,0.5220804514630119,0.5460100206603734,0.5227004664397356,0.4949322321102873,0.42296918767507,0.5021398002853067,0.4183381088825215,0.5035460992907801,0.4470246734397677,0.4829059829059829,0.4825072886297376,0.5126404494382022,0.4956647398843931,0.4680851063829787,0.2185853129604495,0.2965625443878595,0.2549723441921469,0.3074781266803573,0.2361835198290729,0.2690883152775349,0.2580653100242669,0.3056928980463829,0.2691334378044159,0.2932996594396422,0.4516658894134094,0.4693754578374234,0.4817932165032286,0.5097189721008872,0.440712221957744,0.4832653056660145,0.5239602407738158,0.5148971520861348,0.4905044178444681,0.5213659948793088,0.4145658263305322,0.4379457917261055,0.4555873925501432,0.4794326241134752,0.4049346879535558,0.4558404558404558,0.4810495626822157,0.476123595505618,0.4609826589595375,0.502127659574468,0.2023076753971323,0.2713756777109278,0.2619848984980565,0.278456547729111,0.2204256697198509,0.260270035756347,0.2943765595815163,0.2928415908711408,0.249823988542366,0.2969895463684787,0.4115374941656392,0.4335224457282388,0.4497517381840182,0.4763217580837401,0.4200560391829552,0.4893493665974265,0.4576957918290354,0.4740825524694084,0.4421295251554093,0.4858874190043872,0.3725490196078431,0.3965763195435092,0.4126074498567335,0.4326241134751773,0.3759071117561683,0.4572649572649572,0.4067055393586006,0.4269662921348314,0.4017341040462427,0.4524822695035461,0.1851096387874127,0.2366559371446337,0.2163563254804497,0.2366579773202624,0.1702199560099112,0.2246194424638159,0.2188029634246492,0.2339054022008184,0.1978336652593506,0.2465593355841842
XLNET,0.888954801751775,0.926992915710037,0.9345905672006491,0.9224231755835228,0.8988123050861498,0.8492463393753981,0.9063561617037552,0.913584042189872,0.8781860630373821,0.92114756669252,0.8814016172506739,0.928763440860215,0.9344919786096256,0.9200542005420054,0.8946666666666667,0.8445040214477212,0.9024064171122996,0.9189907038512616,0.8685258964143426,0.9237967914438504,0.8195817938837285,0.8880568600440537,0.8932117674905585,0.87616666906697,0.8414053015397414,0.7742158969561879,0.8477410996081132,0.8628435017037275,0.8094779103026062,0.8775551995591905,0.9115964443463174,0.92668261938342,0.7921019223892533,0.9123145998689152,0.7975204471468108,0.8680083401675436,0.8478107097706106,0.8002440690982769,0.8981223927315599,0.9222035755856016,0.912398921832884,0.9247311827956988,0.7713903743315508,0.9173441734417344,0.7826666666666666,0.8619302949061662,0.8342245989304813,0.7543160690571049,0.903054448871182,0.9237967914438504,0.8567981048552672,0.8837559660487225,0.7146190748341699,0.8658869072754236,0.719351437861324,0.7905864052769184,0.7517736382001289,0.6775085913757932,0.843658200418747,0.8773673789335458,0.9100755854644738,0.9264614678958488,0.9098122419671604,0.9127136472386153,0.7416049333718315,0.745395496975763,0.8653480470766015,0.7667906018772945,0.8142863728855305,0.9185395843612666,0.9110512129380054,0.9233870967741936,0.9064171122994652,0.9092140921409214,0.7093333333333334,0.7117962466487936,0.8502673796791443,0.7357237715803453,0.7901726427622842,0.9211229946524064,0.8543073555750385,0.8851016383252692,0.8529422562824951,0.860316007146055,0.6650735040610959,0.6689477764569263,0.7755252870642396,0.6866747226684601,0.7349871835973706,0.8733641398528098,0.860895829517165,0.8744969098975828,0.8143861765227103,0.8610898648362391,0.6547763994731843,0.8630313308917064,0.8759528887058281,0.9009963765472372,0.8299010810761313,0.8756449338948392,0.8584905660377359,0.8709677419354839,0.8061497326203209,0.8482384823848238,0.5733333333333334,0.8512064343163539,0.8810160427807486,0.899070385126162,0.8140770252324038,0.8689839572192514,0.7757029042738063,0.801490220998369,0.7164068804627505,0.7725593831084412,0.5105291311895652,0.7797700767559638,0.8028319420378985,0.8342922852613327,0.738551505253435,0.7993376340596237
T5,0.9318790356867904,0.9418747735523044,0.9463811208636234,0.950563909541042,0.9346525990524874,0.9492889381511398,0.9369942274273584,0.9442464823880315,0.9352773765927572,0.9386587518870098,0.9299191374663072,0.939516129032258,0.9451871657754012,0.9498644986449865,0.9333333333333332,0.9490616621983914,0.9371657754010696,0.9428950863213812,0.9349269588313412,0.9371657754010696,0.8885504340562338,0.9076445126528098,0.912896595115536,0.9209364189769056,0.8937428475807814,0.9193616880209002,0.8977049223426554,0.9063599875248772,0.8963884028251599,0.9010663182224778,0.9282743625578026,0.9470660348528755,0.9450432740877068,0.948965518521344,0.9359161664724176,0.948555946711892,0.9330781360492764,0.950021290219097,0.9368437325955348,0.9350962212759036,0.9258760107816713,0.946236559139785,0.9438502673796793,0.9471544715447154,0.9346666666666666,0.9477211796246648,0.9318181818181818,0.949535192563081,0.9362549800796812,0.9331550802139036,0.8819555732741146,0.9165475351490132,0.910235621941682,0.9183223488162404,0.8956977572074545,0.918344824546795,0.8907851415415238,0.9166142757199888,0.8982372452315334,0.8952721708517725,0.9287758062185532,0.9489864283360248,0.9521259699337128,0.9466836394243094,0.9351348869550604,0.9510932398380272,0.9340849352699552,0.9420679422174496,0.9258275887015872,0.9394696094211724,0.9258760107816713,0.9475806451612904,0.9518716577540108,0.9444444444444444,0.9333333333333332,0.950402144772118,0.9318181818181818,0.9415670650730412,0.9229747675962816,0.9385026737967914,0.8837633728971135,0.9188534287765492,0.9220050544657504,0.9149409653591112,0.8946054860309214,0.9223080590323331,0.8923009699761723,0.9036788791177056,0.8808493684359443,0.9025893854822632,0.8896633711256305,0.9337023085279376,0.9490823302562292,0.9322481703956018,0.920477796325202,0.9373506125981378,0.9201219469912484,0.9229124440170108,0.9261624042131518,0.905308853206435,0.8827493261455526,0.9314516129032258,0.9491978609625668,0.929539295392954,0.9213333333333332,0.938337801608579,0.9184491978609626,0.9216467463479416,0.9269588313413014,0.9010695187165776,0.8227564127045784,0.8944870388156579,0.9166647290498324,0.8910334741453518,0.8720192172640298,0.9015115295442072,0.8696378225071242,0.8718555547726131,0.882118574720385,0.8471627293235858
SEQVEC,0.9013469904769492,0.9267908351030921,0.915953477045979,0.9103990632963607,0.9232762636924011,0.9175896105378701,0.9163494228642989,0.9164334796187473,0.9091114268606127,0.913076786551448,0.8986842105263158,0.925,0.9118421052631579,0.9078947368421053,0.9223684210526316,0.9157894736842105,0.9144736842105263,0.9131578947368421,0.9078947368421053,0.9131578947368421,0.8391657204399589,0.8840239807445955,0.8625869848993076,0.8558612831230292,0.8760493491252699,0.8692049605182756,0.8631754533761123,0.863040176992299,0.8552183453033385,0.8614058036232498,0.9026616670625629,0.9117824348934035,0.927120789153001,0.8940826127710537,0.9348046645975479,0.9132389195246942,0.9104698702235882,0.9249185086619136,0.8906070296232587,0.8996582714955804,0.9039473684210526,0.906578947368421,0.9276315789473685,0.8894736842105263,0.9342105263157895,0.9118421052631579,0.9092105263157895,0.925,0.8881578947368421,0.8960526315789473,0.8424229769748505,0.8612051221355834,0.8826167348893635,0.8320917336085253,0.8941963138762284,0.8621907283886017,0.854846109269717,0.8746788766061183,0.8291848090635859,0.8389550942731404,0.8919021454921341,0.9089467215338366,0.9212749913984989,0.9076960550811307,0.9133282042864819,0.9166739621608733,0.9156972569910992,0.9263079565925756,0.9001250766418596,0.9003528107915958,0.8881578947368421,0.9026315789473685,0.9197368421052632,0.9052631578947369,0.9118421052631579,0.9144736842105263,0.9157894736842105,0.925,0.9,0.8973684210526316,0.8241946135177788,0.8557214882914652,0.872664092745549,0.8509631441046648,0.8624958379420888,0.8660322877977084,0.8627758768225524,0.8779738273691512,0.842672864679669,0.8412951949552869,0.8669015960381475,0.8827288861942362,0.8796685390239299,0.8839516724865146,0.9025050651740234,0.9118381890974429,0.885892305159002,0.8973974335741834,0.880924912752561,0.873388088027424,0.8592105263157894,0.8736842105263158,0.8710526315789474,0.8776315789473684,0.9013157894736842,0.9131578947368421,0.8855263157894737,0.8947368421052632,0.8802631578947369,0.8710526315789474,0.7824391107492569,0.8178800680935889,0.8056610035946068,0.8149751621899609,0.841454318328366,0.8613224764991495,0.8133120648804278,0.828695502710436,0.812536106983972,0.7966400036434113
TCGA-EMBEDDING,0.4816481578742707,0.4808127219142234,0.43552920372157,0.4324169731021579,0.5177795068982821,0.4811228502828237,0.5404820217169857,0.4854285715933477,0.4885163691788489,0.4869191394241813,0.46524064171123,0.4577181208053691,0.4166666666666667,0.408355795148248,0.4993178717598908,0.4806408544726301,0.527027027027027,0.4587280108254398,0.4871794871794871,0.4577181208053691,0.2286968580619686,0.2601353434482007,0.2303129674213582,0.2363119491684308,0.2635557621961782,0.2396275659502585,0.2953728434963636,0.2212758562351006,0.2388531251398702,0.2619123553866644,0.5179360844144525,0.5010154795099835,0.3867224690820816,0.4906671095660554,0.3715131578498087,0.478951272667216,0.5112496675291254,0.4887682683271611,0.4977715003414401,0.5042957966850216,0.5280748663101604,0.4832214765100671,0.3817204301075269,0.4703504043126684,0.3506139154160982,0.4512683578104139,0.4986486486486486,0.4614343707713126,0.4844804318488529,0.4805369127516778,0.2517130274911934,0.2617848501866382,0.2085862813211724,0.2502111803301788,0.2112698877893442,0.2461173469604984,0.2772452982636768,0.2405989099239982,0.2432239816880598,0.2527651223441314,0.47646371416941,0.5085934382407308,0.4451726856880728,0.4644055254664764,0.5184127552298581,0.521442845682385,0.437254896868555,0.4852926658620127,0.4898587239490579,0.5010462085820022,0.4451871657754011,0.4885906040268456,0.4193548387096774,0.4501347708894879,0.5266030013642565,0.5046728971962616,0.4162162162162162,0.456021650879567,0.4750337381916329,0.4859060402684563,0.237415689088743,0.2786070332018291,0.239146673130236,0.2406681821408777,0.2673935384068321,0.2696342242118523,0.2488946604886648,0.2352555136447007,0.2301510303536447,0.2462447180257804,0.4794543797701664,0.4232494738205696,0.4850823375195657,0.4645961232803158,0.3808684429835929,0.4541563611190023,0.5059291262217156,0.5183898751928784,0.3670337673410934,0.4508692547818999,0.4893048128342246,0.4053691275167785,0.4811827956989247,0.4501347708894879,0.3356070941336971,0.4245660881174899,0.4959459459459459,0.5128552097428958,0.321187584345479,0.425503355704698,0.2216484285607611,0.184078568526175,0.2165368225991113,0.2358236229421344,0.1443353101743842,0.1966312339178509,0.2424860379231255,0.2308174236968389,0.1216626247679994,0.1907291379105412
PFAM,0.9023363590977108,0.939402974495418,0.922519630964391,0.9261215722045468,0.9231572232430884,0.9158411896662872,0.9160363549105096,0.9175623511131872,0.9148236237014804,0.915605660125817,0.906578947368421,0.9407894736842104,0.925,0.9289473684210526,0.9263157894736842,0.9223684210526316,0.9197368421052632,0.9210526315789472,0.9210526315789472,0.9210526315789472,0.8456261564919587,0.9061110854329156,0.8760749683616543,0.8845651315199907,0.8805476772991526,0.8770698795818221,0.866578953607524,0.8661081232797727,0.8732716117811117,0.8738010272200925,0.9019198478997112,0.9303443215842196,0.921285794237023,0.9291947972557448,0.9200001355214578,0.9129369765184888,0.9144691982246838,0.9067158029173132,0.9058841213886238,0.9123325564515498,0.906578947368421,0.9328947368421052,0.9236842105263158,0.9315789473684212,0.9236842105263158,0.9197368421052632,0.9184210526315788,0.911842105263158,0.913157894736842,0.9184210526315788,0.8456636843082973,0.8936193970378093,0.8738277283175342,0.888891796190474,0.8763192812346792,0.8727037469125691,0.8643920704337783,0.8505849888457293,0.8605596897789758,0.8697992926504299,0.9032074600621786,0.9352857076274396,0.9163616338149082,0.9273463025952084,0.9220893728223252,0.9162678008814628,0.912068769138675,0.9086997815844684,0.9087160317752424,0.915974258372718,0.906578947368421,0.936842105263158,0.9197368421052632,0.9302631578947368,0.925,0.9223684210526316,0.9157894736842104,0.911842105263158,0.9144736842105264,0.9210526315789472,0.8455424756064035,0.8998212440602317,0.8678609233209615,0.8867263517552867,0.8783307128463217,0.8766810641443967,0.8597561627562716,0.8505811055210875,0.8618925947394132,0.8735628975928117,0.8721865457109066,0.8702459288466918,0.7494578831075022,0.8842235965840995,0.8631049030841518,0.8732181441498759,0.8650854942842877,0.7958896615361718,0.8533634299481123,0.805566481017233,0.8789473684210526,0.8763157894736842,0.7105263157894737,0.8934210526315789,0.8710526315789474,0.8868421052631579,0.8776315789473684,0.8131578947368421,0.8657894736842106,0.8197368421052632,0.7979127190796615,0.8014150313493293,0.6261300707101483,0.8256736644883115,0.7873949964651665,0.8200373701629834,0.7960499693502245,0.6706743723984571,0.78099143619247,0.7033677712093329
CPC-PROT,0.7082535684530981,0.7688240510166273,0.7084753714874844,0.7189775180588438,0.7660215073015073,0.7168936626706657,0.7524756742406031,0.6732940234328709,0.6920490297477548,0.7285645873490343,0.6805929919137467,0.7553763440860215,0.6751336898395722,0.7046070460704607,0.76,0.7332439678284183,0.7366310160427807,0.6414342629482072,0.6613545816733067,0.7687165775401069,0.5548350785195949,0.6387987051616691,0.5539169360949447,0.590556129410376,0.6278357026527832,0.6002159577610121,0.5956735608646982,0.5200501722768692,0.5472810930169619,0.6230380998006326,0.6939847750470188,0.7289953269902971,0.7357340667577342,0.7758335641717232,0.7671043227431442,0.6336926420045076,0.6878090928205091,0.6460582376220907,0.691432047266941,0.7496412404931395,0.6644204851752021,0.7043010752688172,0.7219251336898396,0.7737127371273713,0.7653333333333333,0.6179624664879356,0.6671122994652406,0.6148738379814077,0.6706507304116865,0.7593582887700535,0.5258434461531866,0.5862195339821108,0.582206439379967,0.6599309732231983,0.6349159734957205,0.5066176933298738,0.5493967808959722,0.502961351578401,0.5476007599253131,0.6203765354179901,0.7215868467285715,0.7786175110130976,0.766300436977754,0.7824810829264481,0.7102537311212409,0.7555207221706635,0.7614093117578571,0.7121293912675807,0.6786690043999806,0.76568706833869,0.7102425876010782,0.7728494623655914,0.7593582887700535,0.7899728997289973,0.688,0.7546916890080428,0.7580213903743316,0.6932270916334662,0.6600265604249668,0.7647058823529411,0.5746731026344988,0.6472568289441236,0.6269593954171394,0.6736283869038563,0.5594650055424583,0.6206672085921789,0.6213761276645129,0.5571176624388319,0.5435213267895703,0.6335183255577123,0.7412755395536784,0.7303189503974107,0.6903001294315152,0.6607537980880607,0.7184383242308505,0.7415646084894141,0.7217779634403676,0.7375448520169702,0.683931895471227,0.7326799993111769,0.7520215633423181,0.7258064516129032,0.660427807486631,0.6436314363143631,0.7066666666666667,0.7640750670241286,0.7152406417112299,0.7450199203187251,0.6427622841965471,0.7459893048128342,0.5870224996717051,0.5953604868616736,0.5082371677796159,0.5374960363030319,0.5779936507069865,0.6187220794734309,0.5691783801540423,0.5828172002702527,0.5020314642776607,0.5971782167652482
ESM1B,0.933631469556359,0.9600768938998946,0.9080210788613654,0.9375791956131811,0.9511599950175716,0.9111734735243412,0.9416432062999448,0.9125658158076828,0.945647361921182,0.93440606965358,0.9339622641509434,0.961021505376344,0.9024064171122996,0.9363143631436316,0.9506666666666668,0.9048257372654156,0.9425133689839572,0.9083665338645418,0.9442231075697212,0.9371657754010696,0.891436587090678,0.9389741243716484,0.8560545175581632,0.9006166252019523,0.9213254722617537,0.8611025123558189,0.905667369998734,0.863544251116213,0.9122708308535424,0.8996448493674425,0.939611389871183,0.9318516758560956,0.9464073105523044,0.9217716424855524,0.9323298726315324,0.9496747517290034,0.9430487872606598,0.9473403419970838,0.9066677326495984,0.940221435736971,0.9393530997304582,0.9260752688172044,0.946524064171123,0.9159891598915988,0.9293333333333332,0.950402144772118,0.9438502673796793,0.9482071713147412,0.899070385126162,0.9398395721925134,0.9006584851425257,0.8935657435715886,0.9134797312459196,0.8750520274898942,0.8910867596918025,0.9205258675517348,0.9079184259243251,0.9132235137241054,0.8452863039981181,0.9045197735378644,0.9347110472873994,0.9586553038819992,0.9395743332533673,0.7441402968057809,0.9170412866553757,0.9417995630137682,0.8287568851417471,0.9553961008383252,0.9012819011118092,0.8570712608637906,0.9339622641509434,0.9583333333333334,0.9371657754010696,0.7140921409214093,0.9213333333333332,0.9436997319034852,0.7941176470588235,0.9548472775564408,0.8884462151394422,0.8181818181818182,0.8921212248958682,0.9350483942162552,0.900782642083502,0.6840293828269205,0.873134858971092,0.9099047652906386,0.7138432855154161,0.9251569367608748,0.8322589705814488,0.7564129571345682,0.906427896169995,0.9345812306252468,0.9180540227416444,0.929238233180962,0.9019476432730018,0.9235253114440034,0.9136544207298876,0.9120106218788604,0.9011902129138072,0.9107654984776395,0.908355795148248,0.9341397849462364,0.9171122994652406,0.929539295392954,0.8986666666666666,0.9222520107238604,0.9131016042780749,0.9083665338645418,0.903054448871182,0.9144385026737968,0.8487621331467847,0.8966606349355131,0.865482295870888,0.8856912048838793,0.8421859171502567,0.8776220420721631,0.8588421052792795,0.8535745736162391,0.8449358791114798,0.8621075328074009
BERT-BFD,0.8504041305270115,0.8917967536598276,0.8779801970959836,0.8870818736740941,0.8845717131709258,0.8944678248729618,0.8727760570691984,0.8855131198037655,0.877072140779296,0.868468062459638,0.8436657681940701,0.8870967741935484,0.8716577540106952,0.8821138211382114,0.8826666666666667,0.8927613941018767,0.8676470588235294,0.8831341301460823,0.8751660026560425,0.8622994652406417,0.764534247240924,0.8293270089639267,0.8085348855561603,0.8232681333350785,0.814603286884178,0.8324525983383937,0.7924841584730162,0.8123386576216483,0.8047692889329876,0.7934410303732048,0.8414295201820772,0.8919283831694059,0.8849184300368286,0.8859282067921875,0.8582386331384108,0.8823988836977765,0.8731772250209052,0.888827866434581,0.8801675792251846,0.8753771414615872,0.8288409703504043,0.8897849462365591,0.8810160427807486,0.8821138211382114,0.848,0.8780160857908847,0.8703208556149733,0.8884462151394422,0.8791500664010624,0.8756684491978609,0.7500093472676481,0.831559004332997,0.8206390557321637,0.822262294072336,0.7767424263536964,0.8173621236124974,0.7986094261848556,0.8153653621863455,0.8101556319604669,0.8037385519346604,0.8654626341678262,0.8779818851867557,0.9126611487896076,0.8890216726416631,0.8792964947527093,0.8850929437888375,0.8680573812353197,0.8781005777480876,0.8658283677471644,0.8835870870729962,0.8611859838274932,0.8669354838709677,0.9117647058823528,0.8875338753387534,0.876,0.886058981233244,0.8636363636363636,0.8711819389110226,0.8605577689243028,0.8823529411764706,0.7860182465745271,0.8089835642351408,0.85830411145131,0.8272002663853223,0.8055314326570069,0.8195825975851925,0.7882288304476232,0.8054862165879205,0.7855955034095703,0.815638209412358,0.7880426926538437,0.8685275529102569,0.8583237028689982,0.886620067699476,0.8590969067335169,0.8736670593838202,0.8494821857723751,0.8700019414704976,0.8645978532511275,0.8430076193724833,0.7668463611859838,0.8575268817204301,0.8516042780748663,0.8834688346883469,0.8546666666666667,0.8672922252010724,0.8435828877005348,0.8685258964143426,0.8618857901726428,0.8355614973262032,0.6768854513559635,0.7957408916866008,0.7756920526142603,0.8202090400141003,0.7756431473709574,0.8014880285964225,0.7582545514270103,0.7876858005963767,0.7806529765018055,0.7556743798823118
BERT-PFAM,0.8062973420578016,0.9131675184939624,0.8504911422664762,0.6447227054902567,0.857523923528542,0.8760782045047699,0.830765871452626,0.8615278882329196,0.8103396458341421,0.8778049305799565,0.7776280323450134,0.913978494623656,0.8449197860962567,0.5899864682002707,0.8586666666666667,0.8780160857908847,0.8355614973262032,0.8592297476759628,0.7915006640106241,0.8770053475935828,0.6894043140336193,0.864260732845403,0.7698667201160972,0.5643180362352607,0.7765094790008359,0.8043890846823284,0.7364091075467548,0.7760031981534717,0.7193544466577265,0.8049704581286437,0.8850775756740862,0.9000610173511201,0.8552496827970846,0.861251765723773,0.8659907449515641,0.8550930920936323,0.8382071238489213,0.6908024789535361,0.826734313668584,0.8142405334448136,0.8881401617250674,0.9059139784946236,0.8475935828877005,0.8552097428958051,0.8706666666666667,0.8592493297587132,0.8302139037433155,0.6533864541832669,0.8193891102257637,0.7967914438502673,0.8138439805998006,0.8508797013781558,0.7723098977814462,0.7775607290486,0.7871752887564517,0.776839890089345,0.7422530465807382,0.5784375942885696,0.7417762830181569,0.7164435040330608,0.8346661161848826,0.7924117865728568,0.8327607275256027,0.8787727650489758,0.809555777519626,0.8744819930577681,0.7815790900988534,0.8465777660303211,0.8404401433272821,0.7315527862489906,0.8261455525606469,0.7688172043010753,0.8262032085561497,0.8755074424898511,0.8,0.8739946380697051,0.7526737967914439,0.8353253652058433,0.8366533864541833,0.7085561497326203,0.735573373471502,0.7096816180804525,0.7348813915963524,0.8086352670812812,0.7036170120277307,0.7999490472933432,0.6699891443171385,0.7517440557145354,0.749195506899893,0.6335512876711865,0.7719500696241204,0.8418778041636955,0.8585780702102543,0.8485763886974661,0.8325987119442493,0.7691786057163382,0.5822331501093588,0.8139008708673388,0.7448798959636868,0.8045317195798917,0.7533692722371967,0.8413978494623656,0.8622994652406417,0.8389715832205683,0.84,0.7453083109919572,0.5307486631016043,0.8087649402390438,0.699867197875166,0.7954545454545454,0.6612288443423838,0.7541400047946084,0.7713622841210804,0.756088781426199,0.7401488797273507,0.6560029997295332,0.4721256407632506,0.6980044487149403,0.6073435745157713,0.683282977624593
ALBERT,0.9337980871906654,0.9601780479875311,0.9389327447885962,0.9500534206070624,0.9429721477702118,0.9440931588957652,0.9375990732399112,0.9318231582693008,0.9442654138939236,0.9357597813235564,0.9326145552560648,0.9596774193548387,0.9371657754010696,0.9498644986449865,0.9426666666666668,0.9436997319034852,0.9385026737967914,0.9309428950863212,0.9428950863213812,0.9358288770053476,0.8911987279641974,0.9371678500513756,0.9002621609769857,0.919597581113908,0.9073104507207738,0.9109846614987042,0.899005399585324,0.8864550648935162,0.9099648480579614,0.897153482841624,0.9335617080830418,0.9636348293504096,0.9434564301015188,0.9493545838882026,0.9325093306248806,0.9359550013999496,0.9299551323472924,0.9379965194265478,0.9435850603294892,0.9253918848060112,0.9339622641509434,0.9637096774193548,0.9438502673796793,0.948509485094851,0.932,0.935656836461126,0.93048128342246,0.9375830013280212,0.9428950863213812,0.929144385026738,0.8912690254768316,0.9429731416686497,0.9079650414652156,0.9178960819629944,0.8903791583788618,0.898362460318595,0.8860654499452577,0.8955398053173909,0.9092167289285892,0.8859603992188756,0.9335454267948758,0.947120099252792,0.9418302182568328,0.9485834027715836,0.9312089490578136,0.9289865232709827,0.9306814147526912,0.9374479618450472,0.9282367792067177,0.936354814005292,0.9339622641509434,0.9448924731182796,0.9411764705882352,0.9471544715447154,0.932,0.9329758713136728,0.93048128342246,0.9375830013280212,0.9243027888446216,0.9358288770053476,0.8917297130144903,0.9159353625356044,0.9045749552466408,0.9162493574198686,0.8893297493136464,0.8931639591393645,0.8859700813622193,0.8960867894420346,0.8854421151355009,0.8980127602602764,0.8936170513277136,0.9250590413018632,0.9131143291629226,0.9208705133240248,0.896671767183558,0.9113601776347556,0.9000988441477848,0.8902540367193017,0.9018509900129702,0.8796538322409245,0.8935309973045822,0.922043010752688,0.9144385026737968,0.91869918699187,0.8986666666666666,0.9142091152815014,0.9024064171122996,0.8884462151394422,0.901726427622842,0.8836898395721925,0.8260774075366468,0.8799746896105923,0.8582481019802191,0.8712493750572037,0.8333039916508703,0.8624406909133201,0.8384181454514037,0.8158526252882428,0.8416136657668128,0.8100549718827676
BLAST,0.8994368147880927,0.8900966098323437,0.9226031093304592,0.8901212347122709,0.8754419228105058,0.8735424973543596,0.8824561185411313,0.8717787212872966,0.8916591094840742,0.90214396198527,0.9052631578947368,0.8763157894736842,0.9276315789473684,0.8802631578947369,0.8644736842105263,0.8618421052631579,0.8697368421052631,0.8592105263157894,0.8828947368421053,0.9092105263157896,0.8438460005623281,0.8313715476717919,0.8804477591956305,0.8271924785384245,0.8083409459436003,0.8041086062972486,0.8129518221672563,0.8002376870500116,0.8329250116015279,0.8546204687555067,0.8507005653918315,0.8780320850609193,0.8898411558787399,0.8778418185455173,0.862573297687121,0.8533068240001741,0.8619928638019226,0.8536655590786432,0.8802835956878616,0.868114434862799,0.8328947368421052,0.8618421052631579,0.8789473684210526,0.8657894736842106,0.85,0.8394736842105263,0.8460526315789474,0.8381578947368421,0.868421052631579,0.8552631578947368,0.7679540065119902,0.8125510945454688,0.8259695309487323,0.8097612007764673,0.7937791092786042,0.7784074457286377,0.7831392243736999,0.7711154552396787,0.8167306192805611,0.7986246403473813,0.8702200546944119,0.9271034861190576,0.8883284409657682,0.8786002826298277,0.871766302072326,0.867156153717053,0.8641129651772407,0.8593225633734544,0.8884957819450395,0.8678816611351273,0.8565789473684211,0.9289473684210526,0.8789473684210526,0.8671052631578947,0.8605263157894737,0.8552631578947368,0.8486842105263158,0.8460526315789474,0.8789473684210526,0.8565789473684211,0.7906577635123136,0.8871463074877645,0.821086091257117,0.8088066266580867,0.8060847141481162,0.7972673770615742,0.7834912634325748,0.7818990926630219,0.829219633982831,0.795128890165774,0.8437037232805314,0.7834482908779725,0.762204358323215,0.7870077313999712,0.7609916873678099,0.768001654583747,0.7696349007526726,0.740235648545399,0.7658028313122404,0.7608833663286035,0.8526315789473684,0.75,0.7276315789473684,0.7552631578947369,0.7302631578947368,0.7368421052631579,0.7368421052631579,0.7052631578947368,0.7315789473684211,0.7315789473684211,0.7521192058094764,0.6911028066858957,0.6440453428499832,0.6822528901561032,0.6708705789641752,0.6657176118285464,0.6615181913033591,0.634752618193219,0.6639998905208032,0.6524517316824477
HMMER,0.8857244339982796,0.8942593541573811,0.9055917105686472,0.8948552500955932,0.8702458271518406,0.8806407005218767,0.8907610618729432,0.8777732000409353,0.8998003723932657,0.8867748276935055,0.8789473684210526,0.8868421052631579,0.9013157894736842,0.8868421052631579,0.8631578947368421,0.8736842105263158,0.8855263157894737,0.8697368421052631,0.8947368421052632,0.8802631578947369,0.8173676518601685,0.8380990284447674,0.8497358749113773,0.8348451429453138,0.7995830212809739,0.816667485982017,0.8262867564059866,0.8086671799673962,0.8421994016886463,0.8234349647118497,0.8671173626264541,0.8981140331029074,0.8963828221454435,0.8581577462710475,0.8733630571127957,0.8729723048613938,0.8776022439648629,0.8760083966212278,0.8782510964113484,0.8885191236924452,0.8592105263157894,0.8894736842105263,0.8907894736842106,0.843421052631579,0.8671052631578947,0.8644736842105263,0.8710526315789474,0.8657894736842106,0.8710526315789474,0.881578947368421,0.7927227805231811,0.8433458705039744,0.8347489420609546,0.7874677611409481,0.8030194438740427,0.8044627043522427,0.805528990915468,0.80101506423109,0.8054112313201446,0.8259438689421135,0.8838424192438605,0.8921219672707627,0.8931676682786011,0.8860166291583353,0.8753250364592648,0.8796113995788182,0.8782061643583134,0.8792458989539333,0.8863499251393241,0.8928307379220323,0.8763157894736842,0.8828947368421053,0.8881578947368421,0.8776315789473684,0.868421052631579,0.8723684210526316,0.8710526315789474,0.8710526315789474,0.8802631578947369,0.8868421052631579,0.8153780736495021,0.8361636437147114,0.8318072597736604,0.8219579690560128,0.8067595549539671,0.8148247615648502,0.8054216593270787,0.8076777244534538,0.8196269103961087,0.8315677150842147,0.8185660914315824,0.8115257134201308,0.8200337506637438,0.816364797771565,0.7953362945436833,0.8085209223608563,0.8039681015669964,0.7856101461988461,0.819259699378899,0.7684990621817407,0.8039473684210526,0.7881578947368421,0.8026315789473685,0.8013157894736842,0.7776315789473685,0.7894736842105263,0.7894736842105263,0.7684210526315789,0.8065789473684211,0.7473684210526316,0.7279789320261325,0.7211116320618047,0.7240924875223883,0.7306878745756599,0.694992951121217,0.7156942012479103,0.6987576032251348,0.6802430387753704,0.7162987041812409,0.6649656925575692
UNIREP,0.842677146904503,0.5236028167333088,0.8353774172052488,0.8590994294966616,0.7548449691539199,0.6980782391380455,0.7773900667303155,0.8526223564409544,0.8108610259854645,0.7846345595281792,0.8486842105263158,0.5013157894736842,0.8381578947368421,0.8605263157894737,0.7302631578947368,0.6723684210526316,0.756578947368421,0.843421052631579,0.8039473684210526,0.7776315789473685,0.7578078368163275,0.4747146081196288,0.7434702061868262,0.7774555786856502,0.6711528382584078,0.6203560266470205,0.673080663540918,0.7576948806619103,0.7111715915764895,0.6843469556661257,0.844191989439743,0.8317749905078602,0.8428698801290774,0.8576053459511849,0.8435290584866681,0.8162844980475455,0.8092506033645968,0.7467319597716356,0.8442381309815576,0.816774763845294,0.8460526315789474,0.8171052631578948,0.8368421052631579,0.8526315789473684,0.8394736842105263,0.8026315789473685,0.7868421052631579,0.7315789473684211,0.8381578947368421,0.8171052631578948,0.7461951926150238,0.736051321809993,0.7445472448841755,0.7714586101940457,0.7495936366641683,0.7196650528102905,0.6869263614484122,0.6487005324600367,0.748518050318639,0.7189324801147543,0.8274833861932452,0.748118037897249,0.827766315697491,0.8588841198992843,0.8661529069223489,0.8226327652191592,0.7959699454867499,0.7523666199586571,0.7697052366488568,0.794919160975582,0.8289473684210527,0.756578947368421,0.8131578947368421,0.8578947368421053,0.8657894736842106,0.8342105263157895,0.7710526315789473,0.7078947368421052,0.7473684210526316,0.7776315789473685,0.7326165072847507,0.6582583522726466,0.7336523110099413,0.7814469852596888,0.7856827377946762,0.7418141085463645,0.6824069158850872,0.6194164100770886,0.6691612340650203,0.6891368547968812,0.4091770525109873,0.7931881307079539,0.7068393813488587,0.836290370967611,0.7362914415854108,0.745842543165444,0.7493717703383816,0.8034246263704827,0.7906361076952095,0.46335060686343266,0.425,0.7947368421052632,0.6697368421052632,0.8381578947368421,0.6973684210526315,0.7210526315789474,0.7223684210526315,0.7894736842105263,0.8065789473684211,0.36447368421052634,0.4724033229180021,0.6999724955470188,0.564226811353106,0.7389461970407412,0.5711711774000037,0.6423230568307722,0.6293924857651447,0.6974571066998062,0.6885086726513583,0.36484451343635355
ESM2,0.922233366328308,0.9361704042143678,0.9469465753688948,0.8940554785626323,0.945715902651261,0.938374463570262,0.9422306365293586,0.9233690023642064,0.943387774640818,0.9359977963419348,0.9231805929919138,0.9327956989247312,0.946524064171123,0.8821138211382114,0.9453333333333334,0.9369973190348524,0.9425133689839572,0.9203187250996016,0.9442231075697212,0.9344919786096256,0.8746599059294559,0.9006471106906648,0.9137858798124204,0.8347276187680067,0.9120073937369786,0.9019731123730736,0.9067434028055504,0.8749927405259403,0.9105760133304605,0.8967434421548476,0.8996907322332722,0.963334888727508,0.9488905441958002,0.9472602682429128,0.937044514705664,0.9442728267800714,0.9326354059054748,0.949568863402632,0.9371527628997518,0.937239043895744,0.8962264150943396,0.9637096774193548,0.9505347593582888,0.94579945799458,0.936,0.9436997319034852,0.9318181818181818,0.949535192563081,0.9349269588313412,0.9371657754010696,0.841206905324372,0.9429112923115144,0.9185108965417296,0.9152085247544892,0.8995032888242456,0.91131547876869,0.8900599025519494,0.9160896306769034,0.8981944896953113,0.9000469498210393,0.9031472183885072,0.9580451548041324,0.907617677270142,0.93683527101258,0.9239537459089306,0.9345771642265231,0.9335402903806752,0.9339786035913092,0.9408335496357646,0.927563999467156,0.9016172506738545,0.956989247311828,0.9037433155080212,0.934959349593496,0.92,0.9329758713136728,0.9331550802139036,0.9322709163346612,0.9428950863213812,0.93048128342246,0.8450917597962052,0.9332927704807448,0.8557888407722835,0.8993718818550923,0.8787838081121895,0.8965805970612909,0.8927438303886488,0.8919978881143065,0.907856789852136,0.8880869968677473,0.9206402174019308,0.9166196299429304,0.93763607087983,0.9219088257151636,0.9146072046955364,0.93361469273552,0.9155908427993816,0.9006682471084405,0.8918948460216299,0.909641003422202,0.9204851752021564,0.9193548387096774,0.9385026737967914,0.91869918699187,0.9186666666666666,0.9329758713136728,0.9171122994652406,0.903054448871182,0.8911022576361222,0.9144385026737968,0.8696152965188086,0.872795817419239,0.8989118487320926,0.8726808746238625,0.8671300786005905,0.8942211263689421,0.864599479462223,0.8409836695317245,0.8329641777140804,0.8625659615546633
ESM3,0.8662141171059535,0.8810224965796498,0.921832354589182,0.7661084782956633,0.9233862150920976,0.5420490765727157,0.908723524422328,0.9271712666701584,0.8992206848099119,0.8087386062726813,0.8504043126684636,0.8669354838709677,0.9184491978609626,0.7059620596205962,0.9226666666666666,0.4597855227882037,0.9117647058823528,0.9282868525896414,0.896414342629482,0.7981283422459893,0.7943457692060978,0.8115579382392947,0.8707699253340435,0.6484764262234535,0.8753073301303144,0.4935791679486107,0.8567171699995625,0.8797244157899734,0.8411590822139291,0.7220587007813631,0.8646006145079739,0.9337693301086464,0.8964128025359908,0.8953605218044102,0.8983816556537143,0.9351078097021736,0.918986941421152,0.9143871569652318,0.7805131452588592,0.8688017695850303,0.862533692722372,0.9327956989247312,0.8890374331550802,0.8888888888888888,0.892,0.935656836461126,0.9171122994652406,0.9110225763612216,0.7397078353253652,0.8502673796791443,0.7882000641323678,0.8955074135168428,0.8302336392279147,0.833729588298002,0.8381867642697731,0.8980094137451746,0.8671860730681685,0.8593491726508556,0.6649977237702522,0.7845930634430788,0.8158961328925777,0.9009695332057668,0.8821550607847786,0.8818108413817065,0.927708148461673,0.8981455995404343,0.5115817851135223,0.9256213603213695,0.8904288718768703,0.9003956322002551,0.7897574123989218,0.8897849462365591,0.8756684491978609,0.8699186991869918,0.9266666666666666,0.8967828418230563,0.4224598930481283,0.9229747675962816,0.8911022576361222,0.893048128342246,0.738915495892121,0.8414416596481421,0.8068875341508844,0.8172944651501449,0.8822782382565756,0.8408829799728945,0.4444260222778778,0.8767820802462396,0.8318738312224209,0.8454351171326655,0.7718800402616779,0.9282215862961328,0.9150226758696248,0.9292703026895308,0.8821210847529826,0.645252835045813,0.876487800844681,0.8050751337746428,0.8623757366911905,0.8941087555730562,0.7452830188679245,0.9247311827956988,0.9157754010695188,0.9308943089430894,0.876,0.5630026809651475,0.8663101604278075,0.7622841965471447,0.852589641434263,0.893048128342246,0.6915381541754447,0.8865405833105093,0.8618331113287252,0.888454120253327,0.8050903139865204,0.5471701048852617,0.8017266257352063,0.6776240485374595,0.7830462732811954,0.8315245177609283
SaProt,0.8845995951909252,0.911654967092192,0.8951464286237911,0.9072071887671366,0.9002854690752313,0.901749301050772,0.8954598142270596,0.8949798169310196,0.8861857779369717,0.8780120935855146,0.8814016172506739,0.9070080862533692,0.8903743315508021,0.9008152173913044,0.8967828418230563,0.9032258064516128,0.8969210174029452,0.8909574468085106,0.8803191489361702,0.8751677852348994,0.8114070743399604,0.8605989455607083,0.8349722841002248,0.8505339793440058,0.839188737842673,0.8469521334067379,0.8344397605312791,0.8277923432932769,0.814502118433553,0.8075229032684943,0.8435664152995208,0.9029169384964524,0.901730927328364,0.8982991986035703,0.90282021526027,0.8873611620164423,0.9014465307689058,0.9043751337987864,0.880379385787529,0.8807523480678412,0.8315363881401617,0.8975741239892183,0.8983957219251337,0.8940217391304348,0.9048257372654156,0.8803763440860215,0.8969210174029452,0.9042553191489362,0.8789893617021277,0.8791946308724832,0.755521595374896,0.8477531750872578,0.839847338066485,0.8414662088420127,0.8455493500762092,0.8201242530121599,0.8378381615797725,0.8410015704953595,0.8108531430617499,0.8140007245317425,0.8720230788165481,0.899429418487078,0.9164459221778104,0.921711431408501,0.8864307150698767,0.8961003166688577,0.8942232681455139,0.908481895427495,0.8946782616466982,0.8928887553458722,0.866576819407008,0.894878706199461,0.9171122994652406,0.9211956521739132,0.886058981233244,0.8951612903225806,0.8955823293172691,0.9069148936170212,0.8936170212765957,0.8939597315436242,0.7922756639342485,0.8440230523481449,0.8650285571944674,0.8757188577049909,0.8187887998658117,0.8361781136037955,0.8327089245105516,0.8483490029467431,0.8318238464915405,0.8315018728414815,0.8264220800953385,0.902626374538666,0.8693937613730908,0.8876194762392887,0.8812921171657103,0.8968359366533805,0.876161073947986,0.885211893401816,0.8673720094083451,0.8648792811506448,0.8140161725067385,0.8975741239892183,0.8649732620320856,0.8845108695652174,0.8793565683646113,0.8991935483870968,0.8741633199464525,0.8856382978723404,0.8643617021276596,0.8630872483221477,0.7345485963744726,0.846736670053408,0.7952169231851771,0.8256518006996381,0.810478332421693,0.8396406777337981,0.8020636538027249,0.8108999623396214,0.7899640992435163,0.7892547039922541
ProstT5,0.9267491739104516,0.942863035751086,0.934584832643085,0.9342094802478422,0.9301918481654561,0.9377275561775796,0.9259419960894762,0.9291738931618776,0.9192689885906787,0.935952204027048,0.9258760107816711,0.9408602150537635,0.9331550802139037,0.9322493224932249,0.9306666666666666,0.9369973190348525,0.9251336898395722,0.9282868525896414,0.9136786188579017,0.9371657754010695,0.8798609945857592,0.909368656936389,0.893201497529323,0.8957588430836801,0.8891600608926414,0.9007657854368756,0.8785091691436978,0.8837685791814491,0.8717237040070461,0.89922818613341,0.9026661047120373,0.9368786402983508,0.9341397679219694,0.930298889567663,0.9282292595659745,0.9314244854813475,0.9299709907210918,0.9266541624651996,0.9267040567357048,0.933252996501911,0.9002695417789758,0.9354838709677419,0.9331550802139037,0.9281842818428184,0.9253333333333333,0.9302949061662198,0.9278074866310161,0.9269588313413014,0.9256308100929614,0.9331550802139037,0.8438440330408487,0.9004863652339619,0.8928845172700283,0.8903405029299303,0.8845241128400414,0.8908825501526596,0.8848876446384464,0.879298708141941,0.883689872915862,0.8933729326065077,0.8838883020375131,0.9456592068278191,0.9341347771959606,0.9248455467011742,0.9231645725356943,0.9300510725204623,0.9304286320801463,0.922943444124658,0.9378920617287041,0.9328306273847766,0.876010781671159,0.9435483870967742,0.9331550802139037,0.9214092140921409,0.92,0.9302949061662198,0.929144385026738,0.9216467463479415,0.9375830013280213,0.9318181818181818,0.8187909730813007,0.913913767990911,0.8933241023821852,0.8812683502346332,0.876670170884604,0.8897318595078896,0.8851041253203424,0.8747764218520425,0.9008152758961143,0.892359030139497,0.8657986745854176,0.939617820266574,0.8984026622724036,0.9246942866055321,0.9155458256918718,0.9063557264415935,0.9154415745895031,0.9148326986102725,0.9098673523013908,0.9075010777539849,0.8517520215633423,0.9368279569892473,0.8917112299465241,0.924119241192412,0.912,0.9088471849865952,0.9131016042780749,0.9123505976095617,0.9083665338645418,0.9050802139037433,0.7777190817272598,0.9037051835921632,0.8385884883589096,0.8805663581331828,0.8647904415475988,0.8551576526328218,0.8606172242837892,0.8601207230466015,0.8565728382221799,0.8514938090103984