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probe-data

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gyigit commited on Jun 17

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4fa132d

1 Parent(s): ee5fd94

update

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Files changed (6) hide show

README.md +3 -3
affinity_results.csv +18 -2
family_results.csv +40 -4
function_results.csv +36 -1
leaderboard_results.csv +49 -4
similarity_results.csv +37 -3

README.md CHANGED Viewed

@@ -1,8 +1,8 @@
 ---
 title: Probe Data
-emoji: 🌖
-colorFrom: red
-colorTo: gray
 sdk: static
 pinned: false
 ---

 ---
 title: Probe Data
+emoji: 📈
+colorFrom: gray
+colorTo: yellow
 sdk: static
 pinned: false
 ---

affinity_results.csv CHANGED Viewed

@@ -1,2 +1,18 @@
-Method,mse_0,mse_1,mse_2,mse_3,mse_4,mse_5,mse_6,mse_7,mse_8,mse_9,mae_0,mae_1,mae_2,mae_3,mae_4,mae_5,mae_6,mae_7,mae_8,mae_9,correlation_0,correlation_1,correlation_2,correlation_3,correlation_4,correlation_5,correlation_6,correlation_7,correlation_8,correlation_9,corr_0,corr_1,corr_2,corr_3,corr_4,corr_5,corr_6,corr_7,corr_8,corr_9
-trial1,2.1080725198514347,2.369754712761041,2.2731113271623857,2.4244058851458106,2.2812349641007827,2.058992245277642,2.2549504748938407,2.227671872078743,2.3427025287118313,2.237944953316925,11.528571176046139,12.11338292260863,11.882771916456878,12.039007576256228,11.845835274023052,10.687140707127533,11.633480368842434,11.645657028120104,11.767189767182586,11.784156781717641,,,,,,,,,,,20.68227836841265,14.84579329018725,20.24303718245925,18.724083279941368,16.65601384795393,25.24857698773339,30.143319785255475,13.688194110801055,15.515494156852627,15.969526172946502

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family_results.csv CHANGED Viewed

@@ -1,4 +1,40 @@
-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,dataset_f1_0,dataset_f1_1,dataset_f1_2,dataset_f1_3,dataset_f1_4,dataset_f1_5,dataset_f1_6,dataset_f1_7,dataset_f1_8,dataset_f1_9,dataset_accuracy_0,dataset_accuracy_1,dataset_accuracy_2,dataset_accuracy_3,dataset_accuracy_4,dataset_accuracy_5,dataset_accuracy_6,dataset_accuracy_7,dataset_accuracy_8,dataset_accuracy_9,dataset_mcc_0,dataset_mcc_1,dataset_mcc_2,dataset_mcc_3,dataset_mcc_4,dataset_mcc_5,dataset_mcc_6,dataset_mcc_7,dataset_mcc_8,dataset_mcc_9
-trial1,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,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
-ASDEF,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,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
-ASRE,0.5999629064697781,0.5929812401529669,0.5964907854651642,0.6712617997558451,0.5798014922197244,0.643334813526417,0.6638995817661798,0.6063058524986431,0.589095206780167,0.6344804040943096,0.5605263157894737,0.5552631578947368,0.5697368421052632,0.6657894736842105,0.55,0.6171052631578947,0.6960526315789474,0.6052631578947368,0.5605263157894737,0.6328947368421053,0.42016666463636493,0.4434482481293225,0.447078060160686,0.5247730159496871,0.4251467509748188,0.4877877735371404,0.5267074306540094,0.4016822228495902,0.4447063637197564,0.48545140443710133,0.6441791602408857,0.6659471217277958,0.2744022212258879,0.6810306153890067,0.29489090070439106,0.6728762322485765,0.6662440004214665,0.35627464910299766,0.671425793688758,0.5319014741064042,0.6328947368421053,0.6763157894736842,0.28289473684210525,0.7013157894736842,0.26973684210526316,0.7,0.6605263157894737,0.3671052631578947,0.6907894736842105,0.5263157894736842,0.4528612293721784,0.5324935464037286,0.31392670639051573,0.5282075087704866,0.27134058326321686,0.5386075167964423,0.4738592737540565,0.3164690895449788,0.5102388095352921,0.4124294383551251,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5195655442451639,0.5803927639032618,0.6049047440634502,0.6392512173156933,0.6429887581329458,0.6126291094062076,0.5556624264417406,0.5054502882193888,0.6206709148673233,0.5863679509533783,0.48026315789473684,0.5421052631578948,0.5855263157894737,0.6223684210526316,0.6631578947368421,0.625,0.5131578947368421,0.48157894736842105,0.6078947368421053,0.5539473684210526,0.3574783891253673,0.40221364893949285,0.42006421295929525,0.4556556549144878,0.4909460767271141,0.46359504103980875,0.3694414264847491,0.360005062498882,0.45337814299458923,0.39376276869556326,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,

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function_results.csv CHANGED Viewed

@@ -1,2 +1,37 @@
 Method,MF_Low_Shallow_acc uracy,MF_Low_Shallow_F1,MF_Low_Shallow_precision,MF_Low_Shallow_recall,MF_Low_Normal_acc uracy,MF_Low_Normal_F1,MF_Low_Normal_precision,MF_Low_Normal_recall,MF_Low_Specific_acc uracy,MF_Low_Specific_F1,MF_Low_Specific_precision,MF_Low_Specific_recall,MF_High_Shallow_acc uracy,MF_High_Shallow_F1,MF_High_Shallow_precision,MF_High_Shallow_recall,MF_High_Normal_acc uracy,MF_High_Normal_F1,MF_High_Normal_precision,MF_High_Normal_recall,MF_High_Specific_acc uracy,MF_High_Specific_F1,MF_High_Specific_precision,MF_High_Specific_recall,MF_Middle_Shallow_acc uracy,MF_Middle_Shallow_F1,MF_Middle_Shallow_precision,MF_Middle_Shallow_recall,MF_Middle_Normal_acc uracy,MF_Middle_Normal_F1,MF_Middle_Normal_precision,MF_Middle_Normal_recall,MF_Middle_Specific_acc uracy,MF_Middle_Specific_F1,MF_Middle_Specific_precision,MF_Middle_Specific_recall,BP_Low_Shallow_acc uracy,BP_Low_Shallow_F1,BP_Low_Shallow_precision,BP_Low_Shallow_recall,BP_Low_Normal_acc uracy,BP_Low_Normal_F1,BP_Low_Normal_precision,BP_Low_Normal_recall,BP_Low_Specific_acc uracy,BP_Low_Specific_F1,BP_Low_Specific_precision,BP_Low_Specific_recall,BP_High_Shallow_acc uracy,BP_High_Shallow_F1,BP_High_Shallow_precision,BP_High_Shallow_recall,BP_High_Normal_acc uracy,BP_High_Normal_F1,BP_High_Normal_precision,BP_High_Normal_recall,BP_High_Specific_acc uracy,BP_High_Specific_F1,BP_High_Specific_precision,BP_High_Specific_recall,BP_Middle_Shallow_acc uracy,BP_Middle_Shallow_F1,BP_Middle_Shallow_precision,BP_Middle_Shallow_recall,BP_Middle_Normal_acc uracy,BP_Middle_Normal_F1,BP_Middle_Normal_precision,BP_Middle_Normal_recall,BP_Middle_Specific_acc uracy,BP_Middle_Specific_F1,BP_Middle_Specific_precision,BP_Middle_Specific_recall,CC_Low_Shallow_acc uracy,CC_Low_Shallow_F1,CC_Low_Shallow_precision,CC_Low_Shallow_recall,CC_Low_Normal_acc uracy,CC_Low_Normal_F1,CC_Low_Normal_precision,CC_Low_Normal_recall,CC_Low_Specific_acc uracy,CC_Low_Specific_F1,CC_Low_Specific_precision,CC_Low_Specific_recall,CC_High_Shallow_acc uracy,CC_High_Shallow_F1,CC_High_Shallow_precision,CC_High_Shallow_recall,CC_High_Normal_acc uracy,CC_High_Normal_F1,CC_High_Normal_precision,CC_High_Normal_recall,CC_High_Specific_acc uracy,CC_High_Specific_F1,CC_High_Specific_precision,CC_High_Specific_recall,CC_Middle_Shallow_acc uracy,CC_Middle_Shallow_F1,CC_Middle_Shallow_precision,CC_Middle_Shallow_recall,CC_Middle_Normal_acc uracy,CC_Middle_Normal_F1,CC_Middle_Normal_precision,CC_Middle_Normal_recall,CC_Middle_Specific_acc uracy,CC_Middle_Specific_F1,CC_Middle_Specific_precision,CC_Middle_Specific_recall,Ave_Low_Shallow_acc uracy,Ave_Low_Shallow_F1,Ave_Low_Shallow_precision,Ave_Low_Shallow_recall,Ave_Low_Normal_acc uracy,Ave_Low_Normal_F1,Ave_Low_Normal_precision,Ave_Low_Normal_recall,Ave_Low_Specific_acc uracy,Ave_Low_Specific_F1,Ave_Low_Specific_precision,Ave_Low_Specific_recall,Ave_High_Shallow_acc uracy,Ave_High_Shallow_F1,Ave_High_Shallow_precision,Ave_High_Shallow_recall,Ave_High_Normal_acc uracy,Ave_High_Normal_F1,Ave_High_Normal_precision,Ave_High_Normal_recall,Ave_High_Specific_acc uracy,Ave_High_Specific_F1,Ave_High_Specific_precision,Ave_High_Specific_recall,Ave_Middle_Shallow_acc uracy,Ave_Middle_Shallow_F1,Ave_Middle_Shallow_precision,Ave_Middle_Shallow_recall,Ave_Middle_Normal_acc uracy,Ave_Middle_Normal_F1,Ave_Middle_Normal_precision,Ave_Middle_Normal_recall,Ave_Middle_Specific_acc uracy,Ave_Middle_Specific_F1,Ave_Middle_Specific_precision,Ave_Middle_Specific_recall,BP_High_Normal_accuracy,BP_High_Shallow_accuracy,BP_High_Specific_accuracy,BP_Low_Normal_accuracy,BP_Low_Shallow_accuracy,BP_Low_Specific_accuracy,BP_Middle_Normal_accuracy,BP_Middle_Shallow_accuracy,BP_Middle_Specific_accuracy,CC_High_Normal_accuracy,CC_High_Shallow_accuracy,CC_Low_Normal_accuracy,CC_Low_Shallow_accuracy,CC_Low_Specific_accuracy,CC_Middle_Normal_accuracy,CC_Middle_Shallow_accuracy,CC_Middle_Specific_accuracy,MF_High_Normal_accuracy,MF_High_Shallow_accuracy,MF_Low_Normal_accuracy,MF_Low_Shallow_accuracy,MF_Low_Specific_accuracy,MF_Middle_Normal_accuracy,MF_Middle_Shallow_accuracy,MF_Middle_Specific_accuracy
-trial1,,0.34138,0.30391,0.49667,,0.55619,0.57619,0.54286,,0.20481,0.21166,0.26111,,0.26868,0.52383,0.22433,,0.8396,0.87365,0.81485,,,,,,0.37717,0.45613,0.3862,,0.37269,0.50185,0.4582,,0.31741,0.44639,0.35975,,0.17905,0.14867,0.24667,,0.05238,0.03333,0.13333,,0.2047,0.18707,0.25833,,0.07068,0.23256,0.06806,,0.02353,0.1837,0.01318,,0.33132,0.70598,0.2489,,0.28943,0.36449,0.30631,,0.3079,0.51589,0.30046,,0.22577,0.53039,0.20319,,0.19621,0.21405,0.21818,,0.10283,0.1759,0.15111,,0.07818,0.07218,0.14546,,0.47895,0.41408,0.56817,,0.37687,0.39256,0.4371,,,,,,0.14019,0.36365,0.1363,,0.3451,0.38727,0.39134,,0.13916,0.24372,0.20778,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.00517,0.06145,0.19704,0.13333,0.18,0.14722,0.24781,0.28025,0.1975,0.34331,0.50863,0.10667,0.21818,0.07273,0.37263,0.12571,0.16697,0.81195,0.23,0.54286,0.31667,0.26111,0.2706,0.38662,0.28512

 Method,MF_Low_Shallow_acc uracy,MF_Low_Shallow_F1,MF_Low_Shallow_precision,MF_Low_Shallow_recall,MF_Low_Normal_acc uracy,MF_Low_Normal_F1,MF_Low_Normal_precision,MF_Low_Normal_recall,MF_Low_Specific_acc uracy,MF_Low_Specific_F1,MF_Low_Specific_precision,MF_Low_Specific_recall,MF_High_Shallow_acc uracy,MF_High_Shallow_F1,MF_High_Shallow_precision,MF_High_Shallow_recall,MF_High_Normal_acc uracy,MF_High_Normal_F1,MF_High_Normal_precision,MF_High_Normal_recall,MF_High_Specific_acc uracy,MF_High_Specific_F1,MF_High_Specific_precision,MF_High_Specific_recall,MF_Middle_Shallow_acc uracy,MF_Middle_Shallow_F1,MF_Middle_Shallow_precision,MF_Middle_Shallow_recall,MF_Middle_Normal_acc uracy,MF_Middle_Normal_F1,MF_Middle_Normal_precision,MF_Middle_Normal_recall,MF_Middle_Specific_acc uracy,MF_Middle_Specific_F1,MF_Middle_Specific_precision,MF_Middle_Specific_recall,BP_Low_Shallow_acc uracy,BP_Low_Shallow_F1,BP_Low_Shallow_precision,BP_Low_Shallow_recall,BP_Low_Normal_acc uracy,BP_Low_Normal_F1,BP_Low_Normal_precision,BP_Low_Normal_recall,BP_Low_Specific_acc uracy,BP_Low_Specific_F1,BP_Low_Specific_precision,BP_Low_Specific_recall,BP_High_Shallow_acc uracy,BP_High_Shallow_F1,BP_High_Shallow_precision,BP_High_Shallow_recall,BP_High_Normal_acc uracy,BP_High_Normal_F1,BP_High_Normal_precision,BP_High_Normal_recall,BP_High_Specific_acc uracy,BP_High_Specific_F1,BP_High_Specific_precision,BP_High_Specific_recall,BP_Middle_Shallow_acc uracy,BP_Middle_Shallow_F1,BP_Middle_Shallow_precision,BP_Middle_Shallow_recall,BP_Middle_Normal_acc uracy,BP_Middle_Normal_F1,BP_Middle_Normal_precision,BP_Middle_Normal_recall,BP_Middle_Specific_acc uracy,BP_Middle_Specific_F1,BP_Middle_Specific_precision,BP_Middle_Specific_recall,CC_Low_Shallow_acc uracy,CC_Low_Shallow_F1,CC_Low_Shallow_precision,CC_Low_Shallow_recall,CC_Low_Normal_acc uracy,CC_Low_Normal_F1,CC_Low_Normal_precision,CC_Low_Normal_recall,CC_Low_Specific_acc uracy,CC_Low_Specific_F1,CC_Low_Specific_precision,CC_Low_Specific_recall,CC_High_Shallow_acc uracy,CC_High_Shallow_F1,CC_High_Shallow_precision,CC_High_Shallow_recall,CC_High_Normal_acc uracy,CC_High_Normal_F1,CC_High_Normal_precision,CC_High_Normal_recall,CC_High_Specific_acc uracy,CC_High_Specific_F1,CC_High_Specific_precision,CC_High_Specific_recall,CC_Middle_Shallow_acc uracy,CC_Middle_Shallow_F1,CC_Middle_Shallow_precision,CC_Middle_Shallow_recall,CC_Middle_Normal_acc uracy,CC_Middle_Normal_F1,CC_Middle_Normal_precision,CC_Middle_Normal_recall,CC_Middle_Specific_acc uracy,CC_Middle_Specific_F1,CC_Middle_Specific_precision,CC_Middle_Specific_recall,Ave_Low_Shallow_acc uracy,Ave_Low_Shallow_F1,Ave_Low_Shallow_precision,Ave_Low_Shallow_recall,Ave_Low_Normal_acc uracy,Ave_Low_Normal_F1,Ave_Low_Normal_precision,Ave_Low_Normal_recall,Ave_Low_Specific_acc uracy,Ave_Low_Specific_F1,Ave_Low_Specific_precision,Ave_Low_Specific_recall,Ave_High_Shallow_acc uracy,Ave_High_Shallow_F1,Ave_High_Shallow_precision,Ave_High_Shallow_recall,Ave_High_Normal_acc uracy,Ave_High_Normal_F1,Ave_High_Normal_precision,Ave_High_Normal_recall,Ave_High_Specific_acc uracy,Ave_High_Specific_F1,Ave_High_Specific_precision,Ave_High_Specific_recall,Ave_Middle_Shallow_acc uracy,Ave_Middle_Shallow_F1,Ave_Middle_Shallow_precision,Ave_Middle_Shallow_recall,Ave_Middle_Normal_acc uracy,Ave_Middle_Normal_F1,Ave_Middle_Normal_precision,Ave_Middle_Normal_recall,Ave_Middle_Specific_acc uracy,Ave_Middle_Specific_F1,Ave_Middle_Specific_precision,Ave_Middle_Specific_recall,BP_High_Normal_accuracy,BP_High_Shallow_accuracy,BP_High_Specific_accuracy,BP_Low_Normal_accuracy,BP_Low_Shallow_accuracy,BP_Low_Specific_accuracy,BP_Middle_Normal_accuracy,BP_Middle_Shallow_accuracy,BP_Middle_Specific_accuracy,CC_High_Normal_accuracy,CC_High_Shallow_accuracy,CC_Low_Normal_accuracy,CC_Low_Shallow_accuracy,CC_Low_Specific_accuracy,CC_Middle_Normal_accuracy,CC_Middle_Shallow_accuracy,CC_Middle_Specific_accuracy,MF_High_Normal_accuracy,MF_High_Shallow_accuracy,MF_Low_Normal_accuracy,MF_Low_Shallow_accuracy,MF_Low_Specific_accuracy,MF_Middle_Normal_accuracy,MF_Middle_Shallow_accuracy,MF_Middle_Specific_accuracy
+AAC,,0.34138,0.30391,0.49667,,0.55619,0.57619,0.54286,,0.20481,0.21166,0.26111,,0.26868,0.52383,0.22433,,0.8396,0.87365,0.81485,,,,,,0.37717,0.45613,0.3862,,0.37269,0.50185,0.4582,,0.31741,0.44639,0.35975,,0.17905,0.14867,0.24667,,0.05238,0.03333,0.13333,,0.2047,0.18707,0.25833,,0.07068,0.23256,0.06806,,0.02353,0.1837,0.01318,,0.33132,0.70598,0.2489,,0.28943,0.36449,0.30631,,0.3079,0.51589,0.30046,,0.22577,0.53039,0.20319,,0.19621,0.21405,0.21818,,0.10283,0.1759,0.15111,,0.07818,0.07218,0.14546,,0.47895,0.41408,0.56817,,0.37687,0.39256,0.4371,,,,,,0.14019,0.36365,0.1363,,0.3451,0.38727,0.39134,,0.13916,0.24372,0.20778,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.00517,0.06145,0.19704,0.13333,0.18,0.14722,0.24781,0.28025,0.1975,0.34331,0.50863,0.10667,0.21818,0.07273,0.37263,0.12571,0.16697,0.81195,0.23,0.54286,0.31667,0.26111,0.2706,0.38662,0.28512
+APAAC,,0.57283,0.56204,0.65611,,0.74603,0.7131,0.80476,,0.64094,0.77639,0.61111,,0.41431,0.59164,0.45347,,0.82855,0.82134,0.85074,,,,,,0.5476,0.70004,0.51987,,0.52414,0.58006,0.53592,,0.38837,0.65098,0.35939,,0.31064,0.35444,0.36,,0.10819,0.078,0.22,,0.45563,0.50278,0.46667,,0.28031,0.35004,0.42729,,0.25509,0.41934,0.28892,,0.4761,0.5344,0.59243,,0.35915,0.50813,0.39249,,0.42333,0.58897,0.43961,,0.43351,0.47079,0.4963,,0.47603,0.45633,0.58182,,0.21377,0.23282,0.26222,,0.3564,0.41894,0.40909,,0.41989,0.64734,0.44896,,0.46312,0.49901,0.53571,,,,,,0.39135,0.47061,0.44016,,0.50018,0.4968,0.56312,,0.34141,0.39802,0.4415,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.15294,0.1518,0.22025,0.07333,0.19333,0.37222,0.27643,0.32583,0.24875,0.28219,0.28956,0.17333,0.14546,0.20182,0.37378,0.28102,0.16991,0.74457,0.2705,0.70476,0.41111,0.51111,0.39548,0.41097,0.31963
+LEARNED-VEC,,0.6367,0.61625,0.71278,,0.7432,0.75238,0.74286,,0.60912,0.70778,0.61111,,0.5901,0.74242,0.5396,,0.83384,0.81981,0.85623,,,,,,0.6618,0.74728,0.64968,,0.67809,0.70486,0.67929,,0.65148,0.67325,0.66598,,0.41305,0.44445,0.48667,,0.18191,0.23278,0.20667,,0.61188,0.67139,0.59722,,0.18754,0.20285,0.17658,,0.21496,0.48652,0.1602,,0.54865,0.63405,0.50974,,0.44249,0.5567,0.42628,,0.44884,0.53484,0.44691,,0.4757,0.53296,0.47257,,0.34519,0.35303,0.38182,,0.34443,0.40911,0.38222,,0.20665,0.26788,0.20182,,0.5142,0.57498,0.55005,,0.47965,0.4917,0.49425,,,,,,0.51694,0.58897,0.50821,,0.50262,0.57398,0.49829,,0.36177,0.49657,0.36025,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.14386,0.1639,0.31852,0.14,0.32667,0.59722,0.3254,0.34934,0.39488,0.38098,0.48107,0.19333,0.29091,0.14727,0.39867,0.39248,0.24455,0.77873,0.4972,0.74286,0.58333,0.48889,0.53669,0.54977,0.50878
+PROTVEC,,0.56481,0.58792,0.60611,,0.794,0.79762,0.80476,,0.66452,0.71944,0.66111,,0.58882,0.63865,0.60962,,0.83729,0.85037,0.83989,,,,,,0.62191,0.64165,0.68773,,0.53791,0.63841,0.63322,,0.48407,0.57039,0.51085,,0.15968,0.12422,0.25333,,0.18441,0.14556,0.3,,0.62246,0.60472,0.66667,,0.27615,0.35859,0.30517,,0.29803,0.40546,0.43828,,0.45489,0.60756,0.51724,,0.40241,0.48568,0.36912,,0.41673,0.48041,0.44065,,0.44714,0.47615,0.50261,,0.31974,0.40014,0.32727,,0.21127,0.27786,0.23333,,0.24969,0.29574,0.35273,,0.49097,0.64274,0.47815,,0.50247,0.60675,0.51493,,,,,,0.47768,0.53912,0.56843,,0.51563,0.54697,0.53718,,0.27872,0.31175,0.35408,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.13565,0.14469,0.18123,0.08,0.22,0.5,0.2411,0.2679,0.37417,0.29176,0.33926,0.17111,0.14546,0.11091,0.37527,0.31763,0.19089,0.78476,0.40704,0.71429,0.48889,0.51111,0.3552,0.488,0.40195
+K-SEP,,0.72519,0.75,0.74056,,0.83944,0.82587,0.87619,,0.89985,0.93055,0.9,,0.69092,0.82714,0.6569,,0.88485,0.93669,0.84708,,,,,,0.82433,0.86234,0.82977,,0.8266,0.82425,0.86532,,0.78086,0.82715,0.78366,,0.51089,0.56,0.55333,,0.24794,0.20022,0.36667,,0.66424,0.73264,0.64722,,0.39184,0.50465,0.51184,,0.48962,0.59608,0.5533,,0.54663,0.69044,0.51104,,0.52953,0.64029,0.53074,,0.63781,0.69562,0.66185,,0.63327,0.71869,0.61091,,0.39941,0.48402,0.41818,,0.36429,0.46499,0.36667,,0.47395,0.49682,0.52,,0.52805,0.70699,0.53302,,0.58493,0.69354,0.60334,,,,,,0.61958,0.63806,0.70185,,0.5617,0.62103,0.62262,,0.48676,0.54962,0.54222,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.2616,0.16033,0.35111,0.12,0.29333,0.62222,0.49355,0.41862,0.51028,0.34207,0.32287,0.25555,0.36364,0.33455,0.40593,0.41437,0.3171,0.83007,0.59989,0.77619,0.61389,0.77778,0.66142,0.73415,0.66073
+MUT2VEC^,,0.46483,0.50954,0.48667,,0.57691,0.61198,0.65714,,0.45881,0.42174,0.53056,,0.52797,0.67262,0.44753,,0.75805,0.76301,0.75654,,,,,,0.55642,0.62383,0.53443,,0.62147,0.73958,0.57669,,0.62049,0.66925,0.60122,,0.25087,0.19733,0.36667,,0.12667,0.095,0.20667,,0.49871,0.59977,0.5,,0.48455,0.67051,0.396,,0.46374,0.64746,0.38574,,0.562,0.60817,0.52927,,0.46721,0.53327,0.43371,,0.49314,0.54953,0.48084,,0.49694,0.53695,0.48602,,0.37143,0.42424,0.34546,,0.23704,0.28667,0.23111,,0.49448,0.54011,0.52727,,0.54751,0.60828,0.58446,,0.53141,0.65729,0.52519,,,,,,0.53155,0.59572,0.51064,,0.53722,0.60817,0.51012,,0.44251,0.51008,0.41492,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.33293,0.33155,0.32873,0.1,0.33333,0.45278,0.37033,0.33146,0.36496,0.41587,0.5,0.23111,0.34546,0.30364,0.40465,0.39477,0.28804,0.72121,0.39729,0.55714,0.37222,0.43056,0.49578,0.41342,0.52232
+GENE2VEC^,,0.50382,0.55375,0.53889,,0.68548,0.65087,0.7381,,0.35766,0.54653,0.29167,,0.24096,0.44919,0.18572,,0.65908,0.67307,0.66499,,,,,,0.58835,0.60271,0.5898,,0.60329,0.62528,0.59597,,0.61038,0.64435,0.60769,,0.35333,0.38333,0.36,,0.34355,0.39333,0.32667,,0.45392,0.48519,0.44445,,0.40957,0.5472,0.35005,,0.38224,0.54224,0.31336,,0.45271,0.49027,0.44164,,0.49349,0.48935,0.50634,,0.54687,0.56703,0.54747,,0.51125,0.53092,0.50265,,0.4184,0.49515,0.38182,,0.40442,0.45333,0.38444,,0.45495,0.55545,0.44546,,0.54983,0.5782,0.59902,,0.49389,0.58938,0.5002,,,,,,0.54645,0.57488,0.53458,,0.67129,0.67167,0.68338,,0.47379,0.48082,0.47851,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.26279,0.29001,0.23407,0.24667,0.32667,0.35278,0.40471,0.3382,0.34841,0.39025,0.49374,0.32,0.34546,0.29455,0.5019,0.36803,0.27825,0.60124,0.16847,0.70476,0.43889,0.29167,0.46342,0.41767,0.46561
+TCGA-EMBEDDING,,0.26602,0.25398,0.33611,,0.50857,0.55564,0.54762,,0.31432,0.30458,0.35278,,0.0,0.0,0.0,,0.6028,0.62251,0.61693,,,,,,0.33307,0.47984,0.32214,,0.33711,0.47471,0.32578,,0.38895,0.55784,0.35695,,0.31278,0.30889,0.4,,0.33702,0.40333,0.34667,,0.45602,0.46224,0.51111,,0.2156,0.37259,0.15993,,0.16098,0.29561,0.11299,,0.28174,0.53315,0.24303,,0.32195,0.39775,0.30766,,0.42765,0.55638,0.40043,,0.37089,0.42064,0.37348,,0.24499,0.28364,0.29091,,0.45098,0.50365,0.48889,,0.35498,0.43151,0.38364,,0.49228,0.55016,0.58617,,0.44855,0.48293,0.50406,,,,,,0.42495,0.59701,0.4081,,0.5795,0.6014,0.62607,,0.29886,0.51387,0.22928,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.11527,0.1524,0.17432,0.17333,0.17333,0.39445,0.30991,0.28455,0.35151,0.39349,0.51447,0.35778,0.23637,0.18364,0.53576,0.30035,0.21064,0.52032,0.0,0.51429,0.26111,0.28056,0.2736,0.25782,0.31305
+ProtXLNET,,0.67413,0.73769,0.65056,,0.81905,0.81309,0.84286,,0.87095,0.87812,0.90278,,0.80014,0.86549,0.79679,,0.88782,0.9526,0.84425,,,,,,0.85675,0.86612,0.87682,,0.81111,0.84059,0.82621,,0.8063,0.82374,0.8579,,0.26571,0.24533,0.31333,,0.20876,0.28133,0.25333,,0.52389,0.555,0.54444,,0.51743,0.60897,0.58734,,0.61567,0.77128,0.58309,,0.55436,0.71191,0.55193,,0.53005,0.77065,0.48401,,0.62537,0.80089,0.61565,,0.65541,0.76289,0.65232,,0.59345,0.59264,0.62909,,0.47399,0.61056,0.47556,,0.42807,0.42091,0.49818,,0.65321,0.74718,0.67737,,0.66426,0.73185,0.6709,,,,,,0.678,0.77617,0.65149,,0.69349,0.83169,0.64236,,0.5179,0.62714,0.54499,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48257,0.28822,0.35489,0.18,0.15333,0.44444,0.46724,0.37598,0.60984,0.37636,0.44095,0.34222,0.59091,0.29455,0.54894,0.59166,0.38708,0.82085,0.68208,0.77619,0.50556,0.72778,0.72113,0.73947,0.71821
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+PFAM^,,0.79611,0.92852,0.76278,,0.87714,0.85754,0.90476,,0.88627,0.95,0.85833,,0.85595,0.94403,0.78987,,0.90977,0.91674,0.91108,,,,,,0.913,0.95168,0.888,,0.88293,0.93605,0.86236,,0.79412,0.9492,0.71537,,0.28667,0.34,0.26,,0.31202,0.34333,0.34,,0.51232,0.74944,0.48056,,0.59182,0.74692,0.49563,,0.65403,0.82793,0.54611,,0.65279,0.74558,0.58257,,0.71437,0.7574,0.71694,,0.5874,0.74518,0.56255,,0.70376,0.79565,0.67409,,0.49756,0.63636,0.43636,,0.50419,0.74889,0.40667,,0.39995,0.50182,0.35273,,0.71319,0.75918,0.7038,,0.6909,0.749,0.67532,,,,,,0.61953,0.73473,0.61386,,0.72912,0.82487,0.69435,,0.4907,0.74679,0.43481,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5222,0.43592,0.41778,0.34,0.26,0.48056,0.53084,0.66738,0.65969,0.55804,0.60855,0.40667,0.43636,0.35273,0.68661,0.59797,0.38249,0.87836,0.77327,0.90476,0.68333,0.85833,0.8318,0.87777,0.71049
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+ESM1B,,0.68228,0.66889,0.72056,,0.86762,0.82659,0.93809,,0.86183,0.93611,0.82778,,0.78616,0.8777,0.77574,,0.91981,0.90026,0.94789,,,,,,0.81686,0.90021,0.80388,,0.87646,0.9423,0.84057,,0.84786,0.87056,0.84652,,0.356,0.45,0.34,,0.18571,0.26222,0.22,,0.52285,0.48464,0.59722,,0.57578,0.65506,0.62791,,0.67187,0.80767,0.6363,,0.5305,0.7126,0.51229,,0.55094,0.81284,0.52827,,0.70628,0.81752,0.71868,,0.69958,0.76869,0.73642,,0.56248,0.63051,0.57091,,0.38535,0.56691,0.36444,,0.58205,0.75614,0.58727,,0.73866,0.72588,0.80355,,0.68348,0.75501,0.70892,,,,,,0.7005,0.80327,0.74449,,0.72064,0.77008,0.72449,,0.50514,0.6022,0.54967,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.53659,0.39284,0.33383,0.15333,0.3,0.5,0.55089,0.41095,0.5581,0.43335,0.53247,0.27555,0.51636,0.40364,0.59787,0.5527,0.43369,0.86023,0.70955,0.77143,0.65833,0.80278,0.81408,0.72603,0.78307
+ProtBERT-BFD,,0.82337,0.8007,0.86278,,0.74698,0.73254,0.77143,,0.88395,0.95648,0.85,,0.83441,0.90541,0.78409,,0.92685,0.92839,0.92645,,,,,,0.87619,0.90152,0.86381,,0.87285,0.89893,0.86561,,0.82082,0.85757,0.80967,,0.51686,0.55667,0.54667,,0.35733,0.55778,0.32,,0.69544,0.66359,0.74167,,0.54463,0.73023,0.47292,,0.65307,0.77909,0.57944,,0.65314,0.69569,0.63654,,0.64618,0.73711,0.61252,,0.72293,0.79811,0.69873,,0.71461,0.77796,0.69624,,0.56459,0.66818,0.53636,,0.62191,0.67056,0.64667,,0.4023,0.44,0.41636,,0.71224,0.81005,0.70602,,0.66161,0.79098,0.64153,,,,,,0.72659,0.78155,0.73706,,0.71325,0.77725,0.70506,,0.57427,0.61422,0.58978,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5193,0.41362,0.43409,0.24667,0.42667,0.59167,0.60503,0.52375,0.61977,0.53739,0.59329,0.51778,0.46182,0.24727,0.62506,0.64029,0.4265,0.90656,0.7608,0.5,0.75556,0.82778,0.81408,0.81183,0.75675
+TAPE-BERT-PFAM^,,0.80089,0.805,0.81778,,0.84127,0.84643,0.84286,,0.84791,0.89325,0.85278,,0.79589,0.80244,0.80839,,0.90155,0.88749,0.9265,,,,,,0.85521,0.90337,0.83122,,0.8621,0.86062,0.8795,,0.86806,0.87652,0.86742,,0.33508,0.39333,0.33333,,0.33667,0.47778,0.3,,0.76826,0.74722,0.81389,,0.42723,0.5515,0.42617,,0.52803,0.59847,0.60503,,0.53251,0.67317,0.52944,,0.57133,0.63635,0.57993,,0.65795,0.74784,0.62934,,0.65921,0.68655,0.70106,,0.49206,0.56243,0.50182,,0.52408,0.6137,0.52,,0.49822,0.68251,0.49091,,0.62975,0.69678,0.65629,,0.61529,0.71027,0.60002,,,,,,0.68245,0.76134,0.65085,,0.68569,0.73741,0.67917,,0.52134,0.51807,0.55899,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.30475,0.23688,0.32782,0.22667,0.33333,0.71667,0.55968,0.43469,0.5024,0.40085,0.41117,0.47556,0.44727,0.41636,0.55263,0.55501,0.35529,0.83398,0.67471,0.84286,0.77778,0.73056,0.78591,0.78213,0.8303
+ProtALBERT,,0.82605,0.85917,0.81278,,0.84857,0.84603,0.87143,,0.90278,0.9625,0.875,,0.87193,0.89749,0.85267,,0.93586,0.95685,0.91812,,,,,,0.91479,0.93843,0.90278,,0.90465,0.93619,0.88235,,0.87894,0.90966,0.87269,,0.45222,0.56333,0.45333,,0.41638,0.54167,0.39333,,0.53571,0.63542,0.52222,,0.6194,0.66011,0.60209,,0.71416,0.7585,0.68943,,0.6737,0.70048,0.66746,,0.70054,0.77782,0.66204,,0.77539,0.90687,0.70764,,0.74227,0.81251,0.71219,,0.59183,0.72623,0.55091,,0.56096,0.65037,0.54,,0.46137,0.57281,0.47455,,0.7429,0.77751,0.73641,,0.71154,0.74925,0.69029,,,,,,0.76648,0.89914,0.70518,,0.69418,0.79215,0.67297,,0.55506,0.63755,0.53309,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.58538,0.45823,0.46567,0.39333,0.33333,0.45,0.6727,0.58578,0.6509,0.51865,0.58891,0.49555,0.53273,0.34,0.52355,0.6723,0.43634,0.91274,0.80368,0.80476,0.72778,0.85,0.85352,0.87782,0.84609
+BLAST,,0.68935,0.82625,0.65056,,0.90476,0.90476,0.90476,,0.97222,0.98,0.975,,0.84964,0.91405,0.79753,,0.9037,0.91845,0.9019,,,,,,0.92355,0.92622,0.92787,,0.93553,0.94454,0.93524,,0.82035,0.96132,0.76427,,0.3581,0.4,0.36,,0.21389,0.3,0.16667,,0.50695,0.70694,0.50556,,0.60004,0.72563,0.51855,,0.65951,0.80884,0.56193,,0.63796,0.74377,0.56036,,0.71088,0.74523,0.71343,,0.57985,0.84346,0.47274,,0.73621,0.8528,0.65846,,0.4915,0.62727,0.43636,,0.48419,0.74889,0.38444,,0.41761,0.50243,0.39091,,0.71801,0.74232,0.71475,,0.69566,0.71552,0.69476,,,,,,0.57519,0.7466,0.49622,,0.74771,0.78577,0.76631,,0.45524,0.70624,0.35455,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.51946,0.42677,0.4237,0.16667,0.36,0.50556,0.4622,0.65957,0.63075,0.53797,0.59783,0.38444,0.43636,0.39091,0.74379,0.48437,0.30505,0.89502,0.75486,0.90476,0.60556,0.975,0.92677,0.91025,0.76427
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+ESM2-650m,,0.70635,0.77935,0.68333,,0.85476,0.86032,0.87143,,0.93646,0.95833,0.92778,,0.86238,0.89771,0.84157,,0.93122,0.91406,0.95487,,,,,,0.91755,0.965,0.87992,,0.90781,0.93064,0.89934,,0.87782,0.87782,0.90427,,0.57667,0.78,0.5,,0.19,0.25333,0.17333,,0.49968,0.49806,0.51944,,0.59395,0.6923,0.58343,,0.70609,0.78112,0.67109,,0.62896,0.67926,0.66977,,0.69133,0.69822,0.75573,,0.77993,0.79493,0.81011,,0.72206,0.82652,0.69635,,0.67317,0.71636,0.70363,,0.51317,0.56648,0.51778,,0.49199,0.52939,0.49636,,0.72518,0.81954,0.68064,,0.69133,0.80154,0.65454,,,,,,0.76367,0.82486,0.77042,,0.75106,0.75413,0.79612,,0.56787,0.70543,0.57169,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.57549,0.42418,0.37594,0.10667,0.42,0.49444,0.63838,0.5225,0.6459,0.49332,0.56798,0.43333,0.54909,0.42182,0.63964,0.68687,0.46317,0.88726,0.78124,0.8381,0.68333,0.92778,0.87606,0.86952,0.79374
+ESM3-small,,0.67702,0.78679,0.69333,,0.74381,0.72421,0.77143,,0.89,0.93333,0.875,,0.78279,0.8293,0.81464,,0.9192,0.90553,0.94262,,,,,,0.80261,0.87659,0.80026,,0.82046,0.84554,0.85434,,0.82485,0.83134,0.85733,,0.37286,0.45667,0.38,,0.26476,0.24144,0.32,,0.44631,0.45521,0.49722,,0.40868,0.73585,0.40242,,0.61756,0.69925,0.67,,0.5014,0.69843,0.55616,,0.52615,0.69127,0.58467,,0.65632,0.71165,0.67386,,0.69472,0.77639,0.68831,,0.47951,0.56111,0.47454,,0.37787,0.41518,0.40889,,0.37445,0.41743,0.45091,,0.67596,0.70316,0.73969,,0.6477,0.78481,0.61863,,,,,,0.56142,0.65903,0.56918,,0.64234,0.67744,0.64981,,0.38124,0.51184,0.49407,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.36123,0.25717,0.28171,0.20667,0.34,0.44722,0.57045,0.26981,0.62169,0.48025,0.41873,0.32,0.36364,0.20909,0.57789,0.50852,0.17185,0.86718,0.61206,0.57143,0.50833,0.825,0.69296,0.66377,0.7303
+SaProt-35m-af2,,0.62254,0.6438,0.68167,,0.80833,0.80444,0.83333,,0.88907,0.95232,0.87778,,0.84776,0.89386,0.81341,,0.91571,0.91663,0.9205,,,,,,0.86654,0.90132,0.85239,,0.87972,0.8886,0.88486,,0.81804,0.84452,0.83627,,0.48479,0.55333,0.49333,,0.25733,0.39333,0.22667,,0.68222,0.69722,0.67222,,0.50511,0.71489,0.43443,,0.61944,0.81879,0.52109,,0.62703,0.70601,0.61843,,0.6109,0.7395,0.57047,,0.71216,0.76149,0.72122,,0.67789,0.77308,0.67984,,0.57471,0.59217,0.59091,,0.48049,0.55155,0.5,,0.47984,0.61495,0.49273,,0.6958,0.80848,0.68723,,0.64597,0.80345,0.60733,,,,,,0.73361,0.78873,0.73656,,0.70593,0.71821,0.72103,,0.49683,0.61053,0.48356,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48963,0.36724,0.40952,0.15333,0.41333,0.67222,0.55493,0.47631,0.59535,0.51795,0.58721,0.45778,0.55454,0.34182,0.6159,0.63306,0.36778,0.8834,0.76583,0.77143,0.51667,0.82778,0.8,0.81012,0.76743
+ProstT5,,0.75206,0.76602,0.79556,,0.84749,0.86706,0.87143,,0.89833,0.95833,0.875,,0.86657,0.93247,0.82162,,0.93811,0.92433,0.95406,,,,,,0.90246,0.92628,0.88656,,0.90963,0.9429,0.88807,,0.88112,0.88194,0.89445,,0.49645,0.56444,0.53333,,0.38067,0.53111,0.36667,,0.7006,0.70139,0.71667,,0.6195,0.74446,0.54916,,0.71897,0.80709,0.65928,,0.69078,0.7375,0.6659,,0.68001,0.72585,0.67127,,0.77392,0.85882,0.75406,,0.75238,0.84318,0.71675,,0.60878,0.65909,0.59091,,0.48904,0.51519,0.51778,,0.43782,0.49618,0.42364,,0.73324,0.80122,0.72376,,0.71426,0.79534,0.68006,,,,,,0.80112,0.87221,0.75817,,0.7546,0.78678,0.76422,,0.609,0.66699,0.60928,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.60667,0.47935,0.49273,0.32667,0.46667,0.65,0.68803,0.53949,0.65583,0.55627,0.60136,0.40889,0.51818,0.38364,0.6684,0.71382,0.48296,0.9112,0.80168,0.83809,0.56389,0.85278,0.87042,0.85972,0.80384
+tape_human_cc_embeddings,,0.70915,0.7757,0.71111,,,,,,0.74555,0.77583,0.75,,0.68273,0.76242,0.6449,,0.87347,0.88139,0.87162,,,,,,0.66362,0.73008,0.66014,,0.78561,0.84168,0.783,,0.82958,0.87211,0.81634,,0.64933,0.78,0.6,,0.30778,0.43,0.34,,0.77167,0.78417,0.775,,0.44424,0.66273,0.39112,,0.60201,0.7239,0.54376,,0.57216,0.65883,0.59138,,0.64004,0.67864,0.64898,,0.7576,0.83196,0.71929,,0.63987,0.7198,0.64842,,0.73592,0.8303,0.72364,,0.7236,0.78704,0.71111,,0.61714,0.67833,0.62,,0.66933,0.7184,0.64487,,0.71903,0.77855,0.68422,,,,,,0.79927,0.8181,0.80114,,0.70068,0.73448,0.71045,,0.5472,0.64051,0.54026,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.44811,0.34155,0.35707,0.20667,0.44,0.7,0.63541,0.48688,0.52077,0.52615,0.52941,0.6,0.66909,0.52,0.57222,0.6975,0.40171,0.83886,0.57285,,0.6,0.6,0.68775,0.55024,0.74159
+tape_human_bp_embeddings,,0.82111,0.85292,0.83056,,,,,,0.86056,0.87167,0.875,,0.83039,0.89871,0.78533,,0.95244,0.9586,0.94781,,,,,,0.86953,0.90153,0.85584,,0.90097,0.92363,0.89181,,0.91191,0.94304,0.90634,,0.76,0.8,0.76,,0.4673,0.57,0.5,,0.89754,0.90208,0.925,,0.64402,0.8128,0.59803,,0.75713,0.83923,0.70335,,0.70689,0.68747,0.73761,,0.67236,0.74822,0.66955,,0.82039,0.87976,0.78354,,0.81899,0.86502,0.80583,,0.68663,0.75864,0.68545,,0.66582,0.70667,0.68889,,0.58638,0.67167,0.58,,0.70148,0.73895,0.69046,,0.73847,0.83289,0.68077,,,,,,0.83487,0.83324,0.84864,,0.73411,0.77726,0.73686,,0.57159,0.67819,0.56179,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.63459,0.54419,0.43204,0.39333,0.72,0.75,0.71808,0.56486,0.7545,0.56944,0.57271,0.51111,0.56909,0.5,0.58704,0.7425,0.45237,0.93475,0.75395,,0.675,0.825,0.85512,0.78114,0.86634
+tape_human_mf_embeddings,,0.63462,0.64556,0.64167,,,,,,0.84018,0.92083,0.8,,0.79663,0.85683,0.76171,,0.94871,0.94438,0.95479,,,,,,0.80873,0.82574,0.82519,,0.85023,0.85007,0.86406,,0.87772,0.89602,0.89573,,0.66019,0.67667,0.68,,0.56762,0.58778,0.58667,,0.74861,0.77333,0.775,,0.37346,0.56538,0.33683,,0.65097,0.68991,0.65406,,0.56326,0.68069,0.57705,,0.55895,0.73152,0.48298,,0.70029,0.7614,0.70588,,0.73343,0.74907,0.75578,,0.68109,0.73736,0.68364,,0.51873,0.61111,0.48889,,0.65891,0.716,0.7,,0.6028,0.68444,0.5854,,0.63642,0.73569,0.59261,,,,,,0.74668,0.78015,0.76154,,0.62309,0.66002,0.64067,,0.46013,0.50698,0.46077,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.49245,0.27131,0.35607,0.48,0.64,0.625,0.54392,0.43318,0.63708,0.48317,0.50534,0.42222,0.58545,0.56,0.48518,0.6075,0.29677,0.92141,0.71168,,0.55,0.7,0.75477,0.71009,0.8361
+ProtHGT-TAPE-MF-func,,0.65497,0.69884,0.66667,,,,,,0.87738,0.9425,0.85,,0.71698,0.8389,0.66744,,0.91085,0.94145,0.88728,,,,,,0.67723,0.79574,0.66723,,0.79126,0.79621,0.82567,,0.86002,0.87711,0.87049,,0.568,0.56,0.6,,0.35333,0.38667,0.35333,,0.64012,0.70625,0.625,,0.36197,0.50071,0.33778,,0.6218,0.67912,0.59778,,0.56054,0.69808,0.55833,,0.6075,0.70651,0.60725,,0.66341,0.69052,0.68559,,0.67115,0.68115,0.68666,,0.73251,0.75773,0.74364,,0.44884,0.44926,0.51111,,0.52981,0.565,0.56,,0.59297,0.66791,0.57844,,0.6017,0.62964,0.58951,,,,,,0.7281,0.7959,0.73979,,0.58324,0.65597,0.58209,,0.45243,0.5908,0.43286,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.4673,0.2618,0.40638,0.21333,0.44,0.5,0.51685,0.47534,0.61033,0.45584,0.50477,0.37778,0.64545,0.4,0.45185,0.6075,0.34427,0.87664,0.62818,,0.65,0.825,0.64894,0.55705,0.79085
+ProtHGT-TAPE-CC-func,,0.7044,0.75407,0.71389,,,,,,0.79389,0.79042,0.825,,0.62087,0.73466,0.5701,,0.89112,0.91225,0.8761,,,,,,0.676,0.7537,0.66883,,0.79452,0.81955,0.79504,,0.86802,0.88759,0.85573,,0.61791,0.66667,0.64,,0.48529,0.55778,0.46,,0.74792,0.81667,0.725,,0.43569,0.6025,0.40168,,0.63674,0.73121,0.57624,,0.63172,0.65523,0.64465,,0.66164,0.72603,0.64093,,0.78627,0.81971,0.78955,,0.66647,0.71104,0.68463,,0.68744,0.69803,0.72364,,0.54878,0.58889,0.53333,,0.63733,0.64133,0.64,,0.6489,0.73626,0.63238,,0.7008,0.77263,0.66628,,,,,,0.78457,0.81634,0.78414,,0.65887,0.74337,0.64078,,0.58715,0.6637,0.61191,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.47987,0.34677,0.35656,0.32,0.48,0.6,0.6779,0.52231,0.51585,0.50529,0.53098,0.48889,0.52909,0.52,0.53519,0.68,0.42193,0.84831,0.50137,,0.525,0.675,0.69069,0.54678,0.81598
+ProtHGT-TAPE-BP-func,,0.78843,0.82629,0.80833,,,,,,0.85185,0.91875,0.85,,0.8123,0.89719,0.75729,,0.93648,0.94413,0.93079,,,,,,0.83371,0.90556,0.80104,,0.89008,0.91313,0.88617,,0.90711,0.94389,0.88585,,0.84191,0.88,0.84,,0.50633,0.56467,0.52,,0.8147,0.84708,0.85,,0.62327,0.85018,0.54765,,0.7696,0.82869,0.72966,,0.67521,0.71503,0.67932,,0.68654,0.74226,0.67111,,0.80375,0.83451,0.81649,,0.78098,0.85061,0.77257,,0.80016,0.84551,0.80364,,0.60462,0.63981,0.64445,,0.67338,0.68833,0.72,,0.68577,0.74571,0.67128,,0.7054,0.81198,0.65486,,,,,,0.77972,0.81013,0.7767,,0.74154,0.74972,0.77787,,0.65426,0.68258,0.69005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.64465,0.52419,0.44945,0.38,0.72,0.775,0.68892,0.55326,0.69651,0.54558,0.56331,0.55555,0.64545,0.48,0.56481,0.7,0.45756,0.9214,0.73333,,0.725,0.775,0.82445,0.76021,0.85598
+ProtHGT-ProtT5-MF-func,,0.73401,0.73102,0.76389,,,,,,0.94571,0.9875,0.925,,0.76874,0.84311,0.72042,,0.9033,0.91799,0.89668,,,,,,0.83649,0.85748,0.8301,,0.79538,0.84965,0.78334,,0.88517,0.90937,0.87061,,0.74333,0.772,0.76,,0.57587,0.65,0.56667,,0.71915,0.78458,0.725,,0.42283,0.57145,0.37964,,0.66397,0.70407,0.66748,,0.57201,0.64692,0.57881,,0.59005,0.61229,0.61762,,0.71202,0.78287,0.69939,,0.75358,0.77952,0.75849,,0.71798,0.75615,0.72364,,0.55435,0.61463,0.6,,0.53808,0.52343,0.62,,0.57466,0.63433,0.56006,,0.61797,0.71518,0.59646,,,,,,0.76869,0.79357,0.7867,,0.60982,0.66184,0.59661,,0.4688,0.58338,0.4396,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.49465,0.28642,0.36174,0.34667,0.6,0.625,0.5994,0.41458,0.68645,0.47638,0.48625,0.46667,0.58727,0.36,0.47407,0.6375,0.33924,0.86401,0.68144,,0.525,0.85,0.68783,0.73255,0.84561
+ProtHGT-ProtT5-BP-func,,0.81463,0.85361,0.80833,,,,,,0.84352,0.91875,0.825,,0.77977,0.86818,0.73056,,0.9408,0.95262,0.93,,,,,,0.84777,0.89292,0.82509,,0.8747,0.93182,0.8391,,0.90122,0.89225,0.93049,,0.72019,0.71667,0.76,,0.45635,0.55778,0.45333,,0.81833,0.85,0.8,,0.67099,0.79165,0.63652,,0.75952,0.82658,0.70712,,0.6611,0.70299,0.64353,,0.6705,0.74984,0.66213,,0.79317,0.85384,0.76074,,0.80357,0.89119,0.78726,,0.80176,0.82848,0.82182,,0.53206,0.53704,0.55556,,0.55352,0.56933,0.6,,0.65141,0.72964,0.64173,,0.68539,0.82515,0.61915,,,,,,0.81909,0.84278,0.81417,,0.71224,0.78604,0.69623,,0.52864,0.64994,0.52526,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.6261,0.56053,0.43559,0.24,0.6,0.8,0.67798,0.53053,0.73309,0.52757,0.54479,0.46667,0.64727,0.42,0.62593,0.7425,0.41234,0.92456,0.6976,,0.75,0.775,0.81608,0.77246,0.8361
+ProtHGT-ProtT5-CC-func,,0.74806,0.80315,0.75833,,,,,,0.76433,0.82917,0.75,,0.61398,0.71927,0.56943,,0.88874,0.8732,0.90964,,,,,,0.6824,0.77999,0.63762,,0.72912,0.81661,0.68963,,0.80166,0.81616,0.80122,,0.48533,0.53333,0.48,,0.39467,0.40222,0.39333,,0.76113,0.78667,0.775,,0.45808,0.59695,0.40631,,0.64494,0.74059,0.59051,,0.60277,0.65768,0.61312,,0.70975,0.74463,0.69957,,0.77684,0.78736,0.78799,,0.69727,0.75346,0.69268,,0.71305,0.69812,0.76727,,0.70989,0.71037,0.73334,,0.60905,0.644,0.62,,0.65076,0.7146,0.65808,,0.69983,0.79624,0.65437,,,,,,0.79393,0.80135,0.8188,,0.65672,0.72906,0.65165,,0.58663,0.62496,0.61155,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.48679,0.34555,0.36938,0.20667,0.4,0.65,0.66452,0.57503,0.60047,0.51999,0.54337,0.55556,0.63091,0.46,0.49074,0.6875,0.3968,0.84199,0.50103,,0.575,0.7,0.60994,0.55375,0.71159
+ProtHGT-ESM2-BP-func,,0.83373,0.86055,0.83056,,,,,,0.96905,1.0,0.95,,0.76645,0.88159,0.71126,,0.94158,0.94987,0.93465,,,,,,0.87578,0.89688,0.87119,,0.88924,0.91545,0.8751,,0.90392,0.9494,0.8811,,0.84952,0.85,0.88,,0.55746,0.63333,0.57333,,0.89333,0.95,0.875,,0.65189,0.80511,0.61932,,0.77481,0.85264,0.71772,,0.66718,0.69053,0.66548,,0.70512,0.73336,0.72803,,0.83155,0.85737,0.83874,,0.81761,0.87356,0.78913,,0.65556,0.72651,0.66545,,0.5363,0.56746,0.55556,,0.69457,0.80667,0.7,,0.68817,0.74477,0.66482,,0.71744,0.8276,0.66056,,,,,,0.82702,0.84055,0.82617,,0.72295,0.76044,0.73375,,0.60325,0.6783,0.59569,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.66321,0.56328,0.42381,0.37333,0.72,0.85,0.73393,0.56814,0.72979,0.55174,0.56659,0.51111,0.56545,0.62,0.60555,0.745,0.42725,0.93084,0.68247,,0.775,0.925,0.82449,0.79335,0.8611
+ProtHGT-ESM2-MF-func,,0.68185,0.69389,0.71667,,,,,,0.87778,0.93125,0.85,,0.74355,0.80949,0.71028,,0.93411,0.92028,0.95022,,,,,,0.79808,0.82781,0.80416,,0.80316,0.86905,0.76973,,0.86265,0.88636,0.85085,,0.76419,0.77667,0.8,,0.48707,0.45333,0.54,,0.7211,0.72167,0.75,,0.41202,0.58212,0.36646,,0.61592,0.67338,0.61652,,0.59665,0.63259,0.62576,,0.6144,0.66331,0.63069,,0.67591,0.71451,0.6818,,0.65104,0.72554,0.67287,,0.57573,0.67933,0.56727,,0.37185,0.38778,0.4,,0.58505,0.617,0.62,,0.55356,0.6702,0.55891,,0.60247,0.70567,0.57452,,,,,,0.77202,0.77571,0.79904,,0.60974,0.67702,0.58458,,0.50439,0.59138,0.51962,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.42987,0.29596,0.38478,0.40667,0.6,0.575,0.53021,0.48349,0.55373,0.44714,0.47871,0.24444,0.48727,0.36,0.43148,0.68,0.30899,0.90642,0.63437,,0.575,0.8,0.71858,0.69612,0.8161
+ProtHGT-ESM2-CC-func,,0.73582,0.76111,0.73611,,,,,,0.78643,0.83333,0.775,,0.63518,0.65931,0.65997,,0.8578,0.90625,0.829,,,,,,0.69014,0.70952,0.73187,,0.77111,0.81189,0.76421,,0.80279,0.8939,0.76098,,0.74667,0.8,0.76,,0.32667,0.37056,0.34667,,0.76595,0.80625,0.775,,0.50757,0.58877,0.4784,,0.60692,0.72254,0.56931,,0.62179,0.63319,0.68025,,0.57227,0.70692,0.53125,,0.75385,0.74481,0.81454,,0.67869,0.73543,0.67127,,0.69956,0.76509,0.70182,,0.69196,0.69815,0.71111,,0.63619,0.64333,0.68,,0.65784,0.7579,0.63013,,0.67888,0.76093,0.65166,,,,,,0.72599,0.78673,0.71207,,0.72101,0.76716,0.72129,,0.55416,0.61902,0.54423,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.44937,0.34955,0.31094,0.14,0.48,0.675,0.59731,0.4159,0.57384,0.47417,0.5146,0.51111,0.56727,0.54,0.60555,0.605,0.35184,0.81362,0.40825,,0.575,0.675,0.64069,0.54156,0.7311

leaderboard_results.csv CHANGED Viewed

@@ -1,4 +1,49 @@
-Method,sim_sparse_MF_correlation,sim_sparse_MF_pvalue,sim_sparse_CC_correlation,sim_sparse_CC_pvalue,sim_sparse_BP_correlation,sim_sparse_BP_pvalue,sim_sparse_Ave_correlation,sim_sparse_Ave_pvalue,sim_200_MF_correlation,sim_200_MF_pvalue,sim_200_CC_correlation,sim_200_CC_pvalue,sim_200_BP_correlation,sim_200_BP_pvalue,sim_200_Ave_correlation,sim_200_Ave_pvalue,sim_500_MF_correlation,sim_500_MF_pvalue,sim_500_CC_correlation,sim_500_CC_pvalue,sim_500_BP_correlation,sim_500_BP_pvalue,sim_500_Ave_correlation,sim_500_Ave_pvalue,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_correlation_ave,fam_dataset_f1_ave,fam_dataset_accuracy_ave,fam_dataset_mcc_ave,aff_corr_ave
-trial1,-0.0120530487301072,0.8508071436536463,0.0912116785938685,0.1546329908435944,0.2141018739428611,0.0007061795748057,0.0977535012688741,0.3353821046906821,,,,,,,,,,,,,,,,,0.38811625,0.40974125,0.48670125,0.44299625,0.1610855555555555,0.1871955555555555,0.3224533333333333,0.1976033333333333,0.23935375,0.2321862499999999,0.28292625,0.28193,0.2628518518518519,0.2763743518518518,0.3640269444444444,0.3075098611111111,,,,,,,,,,,,,2.2579,11.6927,,0.5867883717548554,0.5675,0.4166540424379349,0.1917
-ASDEF,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.5867883717548554,0.5675,0.4166540424379349,
-ASRE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.6177614082729195,0.6013157894736842,0.46069479350484766,0.5459172168856171,0.5507894736842106,0.435043370218602,,,,0.5867883717548554,0.5675,0.4166540424379349,,,,,,,

+Method,sim_sparse_MF_correlation,sim_sparse_CC_correlation,sim_sparse_BP_correlation,sim_sparse_Ave_correlation,sim_200_MF_correlation,sim_200_CC_correlation,sim_200_BP_correlation,sim_200_Ave_correlation,sim_500_MF_correlation,sim_500_CC_correlation,sim_500_BP_correlation,sim_500_Ave_correlation,func_MF_accuracy,func_MF_F1,func_MF_precision,func_MF_recall,func_BP_accuracy,func_BP_F1,func_BP_precision,func_BP_recall,func_CC_accuracy,func_CC_F1,func_CC_precision,func_CC_recall,func_Ave_accuracy,func_Ave_F1,func_Ave_precision,func_Ave_recall,fam_nc_f1_ave,fam_nc_accuracy_ave,fam_nc_mcc_ave,fam_uc30_f1_ave,fam_uc30_accuracy_ave,fam_uc30_mcc_ave,fam_uc50_f1_ave,fam_uc50_accuracy_ave,fam_uc50_mcc_ave,fam_mm15_f1_ave,fam_mm15_accuracy_ave,fam_mm15_mcc_ave,aff_mse_ave,aff_mae_ave,aff_corr_ave
+AAC,-0.0121,0.0912,0.2141,0.0978,,,,,,,,,0.3881,0.4097,0.4867,0.443,0.1611,0.1872,0.3225,0.1976,0.2394,0.2322,0.2829,0.2819,0.2629,0.2764,0.364,0.3075,0.6178,0.6013,0.4607,0.5459,0.5508,0.435,0.5578,0.5505,0.4354,0.5868,0.5675,0.4167,18.478,105.931,0.4605
+APAAC,0.1717,0.2409,0.2736,0.2287,,,,,,,,,0.471,0.5828,0.6744,0.5989,0.2239,0.3447,0.423,0.4093,0.2396,0.3953,0.4525,0.4603,0.3115,0.4409,0.5166,0.4895,0.4636,0.4722,0.3556,0.2315,0.2661,0.2398,0.3843,0.3888,0.2965,0.3779,0.3854,0.2879,17.901,102.267,0.4772
+LEARNED-VEC,0.41,0.3052,0.2987,0.338,,,,,,,,,0.5858,0.6755,0.7205,0.6822,0.3066,0.3917,0.4774,0.387,0.3162,0.4089,0.4695,0.4221,0.4029,0.492,0.5558,0.4971,0.6879,0.6754,0.5398,0.6814,0.6705,0.5323,0.6921,0.6817,0.5387,0.6564,0.6366,0.4873,11.848,81.308,0.7034
+PROTVEC,0.1854,0.2058,0.2953,0.2288,,,,,,,,,0.5189,0.6367,0.6806,0.6692,0.2383,0.3624,0.4098,0.4215,0.2428,0.3808,0.4526,0.4208,0.3333,0.46,0.5143,0.5038,0.4383,0.4301,0.3518,0.4565,0.4486,0.3565,0.5457,0.5312,0.4064,0.5372,0.5368,0.4098,11.341,80.889,0.7191
+K-SEP,0.2222,0.2944,0.2924,0.2697,,,,,,,,,0.7068,0.809,0.848,0.8124,0.359,0.5169,0.5932,0.5497,0.3445,0.5023,0.5819,0.5385,0.4701,0.6094,0.6744,0.6335,0.7496,0.7277,0.6548,0.769,0.7695,0.6933,0.8079,0.8001,0.7068,0.7254,0.71,0.607,0.9705,72.073,0.7613
+MUT2VEC^,0.5462,0.3949,0.5799,0.507,,,,,,,,,0.4887,0.5731,0.6264,0.5738,0.3273,0.4271,0.4931,0.4205,0.3604,0.4616,0.5288,0.4561,0.3922,0.4873,0.5495,0.4835,0.5755,0.5542,0.3694,0.5786,0.5583,0.3655,0.5813,0.5618,0.3662,0.5894,0.5724,0.3617,,,
+GENE2VEC^,0.1756,0.3596,0.408,0.3144,,,,,,,,,0.444,0.5311,0.5932,0.5266,0.3116,0.4385,0.4921,0.4214,0.374,0.5016,0.5499,0.5009,0.3765,0.4904,0.5451,0.483,0.4978,0.4668,0.2701,0.5044,0.4736,0.2709,0.4887,0.4569,0.2629,0.454,0.4135,0.2167,,,
+TCGA-EMBEDDING,0.0375,0.5033,0.4822,0.341,,,,,,,,,0.3026,0.3439,0.4061,0.3573,0.2366,0.3205,0.4167,0.3173,0.3416,0.4119,0.4955,0.4396,0.2936,0.3588,0.4395,0.3714,0.4831,0.4659,0.2476,0.4749,0.459,0.2444,0.4848,0.4668,0.2493,0.453,0.4342,0.1985,,,
+PFAM^,0.3489,0.5107,0.4222,0.4273,,,,,,,,,0.8148,0.8644,0.9292,0.8366,0.4794,0.5572,0.6724,0.5176,0.5037,0.5806,0.7127,0.5397,0.5993,0.6674,0.7714,0.6313,0.9193,0.9233,0.875,0.9155,0.92,0.8696,0.9166,0.9204,0.8701,0.8432,0.8493,0.761,22.579,116.927,0.1917
+CPC-PROT,0.0605,-0.087,0.1091,0.0275,,,,,,,,,0.5183,0.6545,0.7049,0.6819,0.2688,0.3955,0.5084,0.4087,0.3214,0.4352,0.5207,0.4555,0.3695,0.495,0.578,0.5153,0.7234,0.7117,0.5852,0.711,0.696,0.5716,0.7433,0.7351,0.6058,0.7159,0.7102,0.5676,0.7299,62.609,0.8309
+ESM1B,0.3847,0.3732,0.4152,0.391,,,,,,,,,0.7657,0.8324,0.8653,0.8376,0.4152,0.5333,0.6412,0.5463,0.4682,0.6098,0.7013,0.6317,0.5497,0.6585,0.7359,0.6719,0.9336,0.9321,0.8951,0.9359,0.9339,0.8965,0.8978,0.8864,0.8423,0.9151,0.9149,0.8636,0.4828,50.019,0.8915
+ProtBERT-BFD,0.2919,0.4157,0.3235,0.3437,,,,,,,,,0.7667,0.8482,0.8727,0.8417,0.4867,0.6116,0.6996,0.5894,0.5062,0.6221,0.6941,0.6224,0.5865,0.6939,0.7555,0.6845,0.879,0.8748,0.8076,0.8762,0.8721,0.8046,0.8805,0.8767,0.8101,0.8561,0.8491,0.7728,0.5736,52.118,0.874
+TAPE-BERT-PFAM^,0.4965,0.2218,0.2068,0.3084,,,,,,,,,0.7823,0.8466,0.8594,0.8533,0.4048,0.5351,0.6125,0.5465,0.4518,0.5811,0.6603,0.5823,0.5463,0.6543,0.7107,0.6607,0.8329,0.8226,0.7505,0.8393,0.8327,0.7558,0.8223,0.8104,0.7297,0.7868,0.7716,0.68,,,
+ProtALBERT,0.2219,0.3181,0.369,0.303,,,,,,,,,0.8345,0.8854,0.9133,0.8735,0.5106,0.6255,0.7063,0.6011,0.5135,0.6355,0.7256,0.6129,0.6195,0.7155,0.7817,0.6958,0.9419,0.9414,0.9059,0.9395,0.9398,0.9026,0.9364,0.936,0.8976,0.9033,0.9038,0.8437,0.4183,45.728,0.9071
+BLAST,0.1127,0.0885,0.3432,0.1815,,,,,,,,,0.8421,0.8749,0.9219,0.8571,0.4616,0.5559,0.6807,0.502,0.4851,0.5731,0.6969,0.5298,0.5963,0.668,0.7665,0.6296,0.8899,0.8837,0.8296,0.8676,0.8537,0.7958,0.8783,0.8678,0.8101,0.7742,0.7458,0.6719,,,
+HMMER,0.1374,0.3219,0.1577,0.2056,,,,,,,,,0.8579,0.8908,0.9115,0.888,0.5022,0.611,0.6448,0.6037,0.491,0.5957,0.6451,0.5868,0.6171,0.6992,0.7338,0.6928,0.8886,0.8821,0.8257,0.8786,0.8704,0.8104,0.8847,0.8775,0.8191,0.8048,0.7875,0.7075,,,
+UNIREP,0.4213,0.3248,0.4695,0.4052,,,,,,,,,0.7499,0.8232,0.8599,0.8237,0.376,0.4795,0.5962,0.4915,0.3803,0.5325,0.5883,0.5722,0.502,0.6117,0.6815,0.6291,0.7739,0.7633,0.6871,0.8253,0.8168,0.7271,0.8064,0.7961,0.7094,0.7034,0.6829,0.6069,0.7321,63.874,0.8299
+ProtXLNET,0.2271,0.2549,0.309,0.2637,,,,,,,,,0.7114,0.8158,0.8472,0.8248,0.3729,0.4996,0.612,0.5095,0.4466,0.5878,0.6673,0.5987,0.5103,0.6344,0.7088,0.6443,0.904,0.9018,0.849,0.8677,0.8586,0.7981,0.8511,0.8368,0.7857,0.8411,0.8272,0.7531,0.6068,57.001,0.8615
+ProtT5,0.5664,0.3985,0.2127,0.3925,,,,,,,,,0.8573,0.9013,0.9224,0.8921,0.5686,0.6558,0.7127,0.6316,0.5884,0.6803,0.7561,0.6616,0.6715,0.7458,0.797,0.7284,0.941,0.9399,0.9045,0.9409,0.9396,0.9042,0.9404,0.9388,0.9036,0.9237,0.9221,0.8769,0.6035,5.462,0.8666
+SEQVEC,0.4238,0.4242,0.2436,0.3639,,,,,,,,,0.8366,0.8857,0.9084,0.8779,0.5021,0.6003,0.647,0.5903,0.501,0.6065,0.6817,0.5918,0.6132,0.6975,0.7457,0.6867,0.915,0.913,0.863,0.9109,0.9092,0.8572,0.9102,0.908,0.8557,0.8865,0.8828,0.8175,0.5331,52.423,0.8801
+ESM2-650m,0.2978,0.2811,0.4274,0.3354,,,,,,,,,0.8321,0.8743,0.8979,0.8703,0.4671,0.5987,0.6671,0.5977,0.5319,0.6472,0.7147,0.6489,0.6104,0.7067,0.7599,0.7056,0.9328,0.9308,0.8927,0.9397,0.9389,0.9033,0.93,0.9289,0.889,0.9163,0.9174,0.8676,0.4759,49.639,0.8931
+ESM3-small,0.5102,0.5762,0.4227,0.5031,,,,,,,,,0.6839,0.8076,0.8416,0.8261,0.3729,0.4988,0.6074,0.5303,0.3812,0.5176,0.5913,0.5507,0.4793,0.608,0.6801,0.6357,0.8444,0.8259,0.7794,0.8906,0.8819,0.826,0.8535,0.8378,0.7926,0.851,0.833,0.7775,0.5116,52.333,0.8888
+SaProt-35m-af2,0.4032,0.3691,0.2419,0.338,,,,,,,,,0.7678,0.831,0.8557,0.8375,0.4591,0.5752,0.6842,0.5486,0.5095,0.6016,0.686,0.6024,0.5788,0.6693,0.742,0.6629,0.8955,0.8923,0.8328,0.8904,0.8866,0.8254,0.8982,0.8971,0.8376,0.8758,0.8727,0.8044,,,
+ProstT5,0.4474,0.4156,0.0806,0.3146,,,,,,,,,0.8127,0.8745,0.8999,0.8733,0.545,0.6459,0.7238,0.6259,0.5417,0.6435,0.6991,0.6335,0.6331,0.7213,0.7743,0.7109,0.9317,0.9304,0.8901,0.928,0.9266,0.8844,0.9266,0.9245,0.8827,0.9098,0.9064,0.8549,0.7844,58.314,0.8292
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+ProtHGT-TAPE-CC-func,,,,,,,,,,,,,0.65759,0.7641171428571428,0.8074628571428573,0.7578128571428573,0.4776955555555556,0.6299611111111112,0.6985377777777777,0.6180755555555556,0.5264212500000001,0.6567299999999999,0.7075687500000001,0.6540575,0.5539022685185185,0.6836027513227513,0.7378564616402117,0.6766486375661375,0.772404662637896,0.7669528254343638,0.6507509634515324,0.7616769140181574,0.7531626706230651,0.6373459111270877,0.7664553454152191,0.7603607372689793,0.6412147388111021,0.7520693089140218,0.7422149253492748,0.6276737529323523,,,
+ProtHGT-TAPE-BP-func,,,,,,,,,,,,,0.7993385714285715,0.8599942857142857,0.9069914285714286,0.8456385714285715,0.6035533333333333,0.7224766666666665,0.7903366666666667,0.7140888888888888,0.5640324999999999,0.70560625,0.74672125,0.71735625,0.6556414682539683,0.7626924007936507,0.8146831150793651,0.7590279034391534,0.8795421523301851,0.8755489750909282,0.8088708173956827,0.8820139220787693,0.8773574547448899,0.8123928254671604,0.8801033286764894,0.8747161754602958,0.809076045421455,0.8667805714347697,0.8612835578330926,0.7899194533412344,,,
+ProtHGT-TAPE-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9300995756898768,0.928842689125402,0.8861314102144295,0.9254681579392798,0.9251294284772832,0.8803837740656311,0.9273562896770352,0.926640440199604,0.8826212041118685,0.9133679654397376,0.9115503177690938,0.8604841527923828,,,
+ProtHGT-ProtT5-MF-func,,,,,,,,,,,,,0.74092,0.8384,0.8708742857142856,0.8271485714285713,0.4905455555555555,0.6392011111111111,0.700411111111111,0.6392333333333333,0.4784225,0.60629375,0.6603137499999999,0.6153837500000001,0.5699626851851852,0.6946316203703704,0.7438663822751321,0.693921884920635,0.8859677760731761,0.8862304277104686,0.8193905571695836,0.8890527164181264,0.8897688432199841,0.8250599831322875,0.8921688622429134,0.8915928139117909,0.826736890301131,0.8752768076867297,0.8741695074553204,0.8023875505340717,,,
+ProtHGT-ProtT5-BP-func,,,,,,,,,,,,,0.7959714285714286,0.8574871428571428,0.90145,0.8412242857142858,0.5782022222222222,0.7059688888888888,0.7711711111111111,0.69007,0.5483837500000001,0.66051375,0.72105,0.65924,0.6408524669312169,0.7413232605820106,0.7978903703703705,0.7301780952380952,0.8972723878600581,0.8945921106952724,0.8346488433637799,0.9014630221641364,0.8998017050664199,0.8418864083473621,0.9014278167702632,0.8996657133012265,0.8420832578887145,0.8937784766741276,0.8920094532644441,0.8309162884371812,,,
+ProtHGT-ProtT5-CC-func,,,,,,,,,,,,,0.6418999999999999,0.7468985714285715,0.8053642857142858,0.7308385714285714,0.4776011111111111,0.614531111111111,0.6669877777777776,0.6042788888888889,0.53560875,0.6774825,0.7148375,0.6893825000000001,0.551703287037037,0.6796373941798941,0.7290631878306879,0.6748333201058202,0.8064380876172251,0.8021582421849043,0.697735199839909,0.8018337619558883,0.7986231335848879,0.6939574995511564,0.8029099641356368,0.7976537865353763,0.6922448019654163,0.7869354937819889,0.7839427065928478,0.675260344246072,,,
+ProtHGT-ProtT5-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9235427641755146,0.9233325213941512,0.877014908121318,0.920276620529226,0.9195975257312146,0.8718743318512567,0.9198339742949978,0.9182504565871348,0.870482574918651,0.9110840318220428,0.9097094291432648,0.8575229328324461,,,
+ProtHGT-ESM2-BP-func,,,,,,,,,,,,,0.8274642857142859,0.8828214285714286,0.9219628571428572,0.8648371428571429,0.6250544444444445,0.74983,0.8051,0.7429722222222223,0.57408625,0.6806575,0.7440375000000001,0.67525,0.6755349933862435,0.7711029761904763,0.8237001190476191,0.7610197883597883,0.8881007547774917,0.8858141691046025,0.8211098395742701,0.8818252153045515,0.8796201861860018,0.8123907559399859,0.8855804839884239,0.8832987683437263,0.8170366937128545,0.8796074848205512,0.8776734109600239,0.8088437131200523,,,
+ProtHGT-ESM2-MF-func,,,,,,,,,,,,,0.7352271428571429,0.8144542857142857,0.8483042857142857,0.8074157142857142,0.4733011111111111,0.6153666666666666,0.6603466666666667,0.6315666666666666,0.42975375,0.5718512499999999,0.63801125,0.5779925,0.5460940013227513,0.6672240674603174,0.7155540674603175,0.6723249603174604,0.8964676720660478,0.8958556525161159,0.8351190718435136,0.8969595570663946,0.8965420688722177,0.8360563729223142,0.8998945178317937,0.8991356088708544,0.8399435373566642,0.8885049961894109,0.8888358071906028,0.8245936142232916,,,
+ProtHGT-ESM2-CC-func,,,,,,,,,,,,,0.62646,0.7541814285714287,0.7964728571428573,0.7510199999999999,0.4435455555555556,0.6200422222222222,0.6787188888888889,0.6251877777777778,0.5211925,0.6706987500000001,0.72478875,0.66903875,0.5303993518518518,0.6816408002645503,0.733326832010582,0.6817488425925925,0.7520874435102824,0.7381051120280552,0.6230449917350936,0.7576242424400197,0.7497047753987988,0.63303346485266,0.7617984928120712,0.7555589696280988,0.6365483188213416,0.7231019819960258,0.7117395556765701,0.5859915400549831,,,
+ProtHGT-ESM2-family,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.9185791555890316,0.917709403272282,0.8689518785669348,0.9149206550613418,0.914836677084353,0.8643511806261271,0.916864736534041,0.9166098245611825,0.8671683575339445,0.9069520215899692,0.9057421277687144,0.8518072518997502,,,
+ProtHGT-TAPE-MF-sim,0.0676426208867526,0.2256642052045639,0.1130999435347261,0.1354689232086809,0.1046625870719076,0.0238279343234809,0.0698222676221539,0.0661042630058474,0.0562899711836086,0.0114963837042151,0.0325825354877617,0.0334562967918618,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-TAPE-BP-sim,0.4424859852307816,0.3767270633862561,0.2706400046729882,0.3632843510966753,0.2143909167941879,-0.0071818570350743,0.1447744236104239,0.1173278277898458,0.2117889857352714,-0.0018704341207202,0.0746192793045373,0.0948459436396961,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-TAPE-CC-sim,0.2212604798497097,0.4630823969388991,0.1270186335403726,0.2704538367763271,0.085973478542632,0.1015261525058111,0.0479394582610972,0.0784796964365135,0.1162193876485697,0.0557492273127652,0.0472710508457386,0.0730798886023578,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-MF-sim,-0.0832921966964116,0.0739715532316429,0.0806411729200334,0.0237735098184215,0.028233518352841,0.0509639393305118,0.0725070354735275,0.0505681643856268,0.0190007028033543,0.0175142952144854,0.0615461153444059,0.0326870377874152,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-CC-sim,-0.1611683471066122,0.4360532056720397,0.2133199633949259,0.1627349406534511,0.0483196915996448,0.052080276149592,-0.0059642086679254,0.0314785863604371,0.028616800255214,0.0618820703296473,0.0550623536726336,0.0485204080858317,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-BP-sim,0.4428227394002378,0.3422052738196235,0.3019071633014661,0.3623117255071091,0.1664744430958502,0.02445474411873,0.1203713554443648,0.1037668475529817,0.192658828730332,-0.0026714534349827,0.0996770164875359,0.0965547972609617,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ESM2-BP-sim,0.3847551287560082,0.3351541804456603,0.219428921902685,0.3131127437014511,0.1301583536501021,0.0200412462911787,0.0698632597882439,0.0733542865765082,0.1473732693228525,0.0082744328947388,0.0419182893687102,0.0658553305287672,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ESM2-CC-sim,0.0813226344768319,0.3969562130997108,0.2426040226639927,0.2402942900801784,0.0470307960894307,0.1601992506561486,0.1060445981180016,0.1044248816211936,0.0429355692740338,0.1042126175585608,0.0670102492040006,0.0713861453455317,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ESM2-MF-sim,0.0868915691545172,0.2241503194417992,0.1096828209271987,0.1402415698411717,0.1172293506892731,-0.0488488478445351,0.0639934841989273,0.0441246623478884,0.0802552419869001,-0.0026646079090276,0.0546650908307462,0.0440852416362062,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-TAPE-sim,0.162571322934258,0.3788436899423446,0.1408730699585272,0.2274293609450433,0.1275519972633517,0.0532139726972253,0.0805145733501943,0.0870935144369238,0.0951652183848205,0.0275043259658933,0.0459752173293225,0.0562149205600121,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ProtT5-sim,-0.0934327940603359,0.4167146406496182,0.2127358398722716,0.1786725621538513,0.053133156625212,0.0656871861781072,0.0523244307275043,0.0570482578436079,0.0428466022625695,0.0511287699496268,0.0786334438219018,0.057536272011366,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
+ProtHGT-ESM2-sim,0.1637814395491291,0.381591192409578,0.2104285519577873,0.2519337279721649,0.1211389635519458,0.0686563949226464,0.0951775350556232,0.0949909645100718,0.0901291725605845,0.0644850061863429,0.0734338564904214,0.0760160117457829,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,

similarity_results.csv CHANGED Viewed

@@ -1,3 +1,37 @@
-Method,sparse_MF_correlation,sparse_MF_pvalue,sparse_CC_correlation,sparse_CC_pvalue,sparse_BP_correlation,sparse_BP_pvalue,sparse_Ave_correlation,sparse_Ave_pvalue,200_MF_correlation,200_MF_pvalue,200_CC_correlation,200_CC_pvalue,200_BP_correlation,200_BP_pvalue,200_Ave_correlation,200_Ave_pvalue,500_MF_correlation,500_MF_pvalue,500_CC_correlation,500_CC_pvalue,500_BP_correlation,500_BP_pvalue,500_Ave_correlation,500_Ave_pvalue
-sim1,-0.0120530487301072,0.8508071436536463,0.0912116785938685,0.1546329908435944,0.2141018739428611,0.0007061795748057,0.0977535012688741,0.3353821046906821,,,,,,,,,,,,,,,,
-trial1,-0.012053048730107228,0.8508071436536463,0.09121167859386858,0.1546329908435944,0.2141018739428611,0.0007061795748057503,0.09775350126887415,0.33538210469068214,,,,,,,,,,,,,,,,

+Method,sparse_MF_correlation,sparse_CC_correlation,sparse_BP_correlation,sparse_Ave_correlation,200_MF_correlation,200_CC_correlation,200_BP_correlation,200_Ave_correlation,500_MF_correlation,500_CC_correlation,500_BP_correlation,500_Ave_correlation
+AAC,-0.0120530487301072,0.0912116785938685,0.2141018739428611,0.0977535012688741,,,,,,,,
+APAAC,0.1716732195001037,0.240874262539882,0.2735843497262189,0.2287106105887349,,,,,,,,
+LEARNED-VEC,0.4099830116701563,0.3051938408310146,0.2987112063885428,0.3379626862965713,,,,,,,,
+PROTVEC,0.1854412229985308,0.2058335849333736,0.2952566916292122,0.2288438331870389,,,,,,,,
+K-SEP,0.2222351644321201,0.2943533697632057,0.2924105791926405,0.2696663711293221,,,,,,,,
+MUT2VEC^,0.5462247913812742,0.3948878923766817,0.5799222876570942,0.50701165713835,,,,,,,,
+GENE2VEC^,0.1756222504801268,0.359607993537279,0.407953665862896,0.3143946366267673,,,,,,,,
+ProtXLNET,0.2270935836252544,0.2549405428464779,0.3090004241910071,0.2636781835542465,,,,,,,,
+ProtT5,0.5663605927245389,0.3984518032670328,0.2126939158889831,0.392502103960185,,,,,,,,
+SEQVEC,0.4237953500744624,0.4242066438730631,0.2436484071644948,0.3638834670373401,,,,,,,,
+TCGA-EMBEDDING,0.0375448135213401,0.5033396964743626,0.4822408636127631,0.3410417912028219,,,,,,,,
+PFAM^,0.3489483982233921,0.510730419386372,0.422215963284985,0.4272982602982497,,,,,,,,
+CPC-PROT,0.0604542610865414,-0.0869798610000177,0.1090657842339456,0.0275133947734897,,,,,,,,
+ESM1B,0.384697625027269,0.3731936223537567,0.4151856052080267,0.3910256175296842,,,,,,,,
+ProtBERT-BFD,0.2918631086847955,0.4157201514424359,0.3234845992693526,0.3436892864655279,,,,,,,,
+TAPE-BERT-PFAM^,0.4964861293154893,0.2217707389039976,0.2068266617033433,0.3083611766409434,,,,,,,,
+ProtALBERT,0.2218813721583892,0.3181002150766988,0.3690126305036619,0.3029980725795833,,,,,,,,
+BLAST,0.1127460653100103,0.0884833522711429,0.3431671202767732,0.1814655126193088,,,,,,,,
+HMMER,0.1373599246282869,0.3218542802568603,0.1577102930764373,0.2056414993205282,,,,,,,,
+UNIREP,0.4213327475751828,0.3247590759614522,0.4695106024457135,0.4052008086607828,,,,,,,,
+ESM2-650m,0.2977856665086115,0.281050143088217,0.4273702754644458,0.3354020283537581,,,,,,,,
+ESM3-small,0.5102468363444927,0.5762295810448107,0.4227236525442803,0.5030666899778612,,,,,,,,
+SaProt-35m-af2,0.4031774477652035,0.3690662827280969,0.2418927575878248,0.3380454960270417,,,,,,,,
+ProstT5,0.4474307637665665,0.4155957269059172,0.0806352476756064,0.3145539127826967,,,,,,,,
+ProtHGT-TAPE-MF-sim,0.0676426208867526,0.2256642052045639,0.1130999435347261,0.1354689232086809,0.1046625870719076,0.0238279343234809,0.0698222676221539,0.0661042630058474,0.0562899711836086,0.0114963837042151,0.0325825354877617,0.0334562967918618
+ProtHGT-TAPE-BP-sim,0.4424859852307816,0.3767270633862561,0.2706400046729882,0.3632843510966753,0.2143909167941879,-0.0071818570350743,0.1447744236104239,0.1173278277898458,0.2117889857352714,-0.0018704341207202,0.0746192793045373,0.0948459436396961
+ProtHGT-TAPE-CC-sim,0.2212604798497097,0.4630823969388991,0.1270186335403726,0.2704538367763271,0.085973478542632,0.1015261525058111,0.0479394582610972,0.0784796964365135,0.1162193876485697,0.0557492273127652,0.0472710508457386,0.0730798886023578
+ProtHGT-ProtT5-MF-sim,-0.0832921966964116,0.0739715532316429,0.0806411729200334,0.0237735098184215,0.028233518352841,0.0509639393305118,0.0725070354735275,0.0505681643856268,0.0190007028033543,0.0175142952144854,0.0615461153444059,0.0326870377874152
+ProtHGT-ProtT5-CC-sim,-0.1611683471066122,0.4360532056720397,0.2133199633949259,0.1627349406534511,0.0483196915996448,0.052080276149592,-0.0059642086679254,0.0314785863604371,0.028616800255214,0.0618820703296473,0.0550623536726336,0.0485204080858317
+ProtHGT-ProtT5-BP-sim,0.4428227394002378,0.3422052738196235,0.3019071633014661,0.3623117255071091,0.1664744430958502,0.02445474411873,0.1203713554443648,0.1037668475529817,0.192658828730332,-0.0026714534349827,0.0996770164875359,0.0965547972609617
+ProtHGT-ESM2-BP-sim,0.3847551287560082,0.3351541804456603,0.219428921902685,0.3131127437014511,0.1301583536501021,0.0200412462911787,0.0698632597882439,0.0733542865765082,0.1473732693228525,0.0082744328947388,0.0419182893687102,0.0658553305287672
+ProtHGT-ESM2-CC-sim,0.0813226344768319,0.3969562130997108,0.2426040226639927,0.2402942900801784,0.0470307960894307,0.1601992506561486,0.1060445981180016,0.1044248816211936,0.0429355692740338,0.1042126175585608,0.0670102492040006,0.0713861453455317
+ProtHGT-ESM2-MF-sim,0.0868915691545172,0.2241503194417992,0.1096828209271987,0.1402415698411717,0.1172293506892731,-0.0488488478445351,0.0639934841989273,0.0441246623478884,0.0802552419869001,-0.0026646079090276,0.0546650908307462,0.0440852416362062
+ProtHGT-TAPE-sim,0.162571322934258,0.3788436899423446,0.1408730699585272,0.2274293609450433,0.1275519972633517,0.0532139726972253,0.0805145733501943,0.0870935144369238,0.0951652183848205,0.0275043259658933,0.0459752173293225,0.0562149205600121
+ProtHGT-ProtT5-sim,-0.0934327940603359,0.4167146406496182,0.2127358398722716,0.1786725621538513,0.053133156625212,0.0656871861781072,0.0523244307275043,0.0570482578436079,0.0428466022625695,0.0511287699496268,0.0786334438219018,0.057536272011366
+ProtHGT-ESM2-sim,0.1637814395491291,0.381591192409578,0.2104285519577873,0.2519337279721649,0.1211389635519458,0.0686563949226464,0.0951775350556232,0.0949909645100718,0.0901291725605845,0.0644850061863429,0.0734338564904214,0.0760160117457829