More models, looking good

app.py

@@ -36,8 +36,8 @@ def get_leaderboard_table(assay: str | None = None):
     # to_show['user'] = to_show['user'].apply(lambda x: make_user_clickable(x)).astype(str)
     
     # Previously hosted on HF hub, local for now (Can also pull directly from github backend)
-    column_order = ["model", "feature", "property", "spearman", "spearman_abs"]  # "assay", 
-    df = pd.read_csv("data/metrics_all.csv").drop_duplicates(subset=["model", "feature", "assay"])
+    column_order = ["model", "property", "spearman", "spearman_abs"]  # "assay", 
+    df = pd.read_csv("data/metrics_all.csv").drop_duplicates(subset=["model", "assay"])
     df["property"] = df["assay"].map(ASSAY_RENAME)
     df = df.query("assay.isin(@ASSAY_RENAME.keys())")
     if assay is not None:
@@ -47,15 +47,15 @@ def get_leaderboard_table(assay: str | None = None):
 
 def get_leaderboard_object(assay: str | None = None):
     df = get_leaderboard_table(assay=assay)
-    filter_columns = ["feature"]
+    filter_columns = ["model"]
     if assay is None:
         filter_columns.append("property")
+    # TODO how to sort filter columns?
     Leaderboard(
         value=df,
         datatype=["str", "str", "str", "number"],
-        select_columns=["feature", "property", "spearman"],
-        search_columns=["feature"],
-        hide_columns=["model"],
+        select_columns=["model", "property", "spearman"],
+        search_columns=["model"],
         filter_columns=filter_columns,
         every=60,
         render=True

data/metrics_all.csv

@@ -1,157 +1,21 @@
-feature,assay,spearman,model,spearman_abs
-SFvCSP - tap,HAC,0.6788395883949475,tap,0.6788395883949475
-PPC - tap,HAC,0.4820800038128454,tap,0.4820800038128454
-aggrescan_average_score,HIC,0.3717330854283424,Aggrescan3D,0.3717330854283424
-SFvCSP - tap,PR_Ova,0.3706710402488808,tap,0.3706710402488808
-Viscosity - deep-viscosity,HAC,-0.3683390278828955,DeepViscosity,0.3683390278828955
-aggrescan_average_score,SMAC,0.3643128778304258,Aggrescan3D,0.3643128778304258
-PNC - tap,AC-SINS_pH7.4,-0.358762795727933,tap,0.358762795727933
-aggrescan_90_score,HIC,0.3572823382390205,Aggrescan3D,0.3572823382390205
-solubility_probability - saprot,PR_CHO,0.3365516014806938,saprot,0.3365516014806938
-PNC - tap,HAC,-0.3206575607459202,tap,0.3206575607459202
-SFvCSP - tap,AC-SINS_pH7.4,0.3203773185543964,tap,0.3203773185543964
-PNC - tap,PR_Ova,-0.2932051856162034,tap,0.2932051856162034
-aggrescan_90_score,SMAC,0.2852401926417188,Aggrescan3D,0.2852401926417188
-aggrescan_max_score,SMAC,0.2720151775798609,Aggrescan3D,0.2720151775798609
-aggrescan_max_score,HIC,0.2579163714894611,Aggrescan3D,0.2579163714894611
-stability_score - saprot,HAC,0.2482190338151043,saprot,0.2482190338151043
-SFvCSP - tap,HIC,-0.2450651623577951,tap,0.2450651623577951
-aggrescan_max_score,PR_CHO,-0.24241781163854,Aggrescan3D,0.24241781163854
-SFvCSP - tap,PR_CHO,0.2381972244142228,tap,0.2381972244142228
-PNC - tap,AC-SINS_pH6.0,-0.2185768523842327,tap,0.2185768523842327
-PPC - tap,PR_Ova,0.205520359496246,tap,0.205520359496246
-aggrescan_max_score,PR_Ova,-0.1983067762197625,Aggrescan3D,0.1983067762197625
-stability_score - saprot,Tm2,-0.1924791603648384,saprot,0.1924791603648384
-CDR Length - tap,HIC,0.1923458958277369,tap,0.1923458958277369
-solubility_probability - saprot,PR_Ova,0.1859602281879885,saprot,0.1859602281879885
-PPC - tap,HIC,-0.1839687842860175,tap,0.1839687842860175
-aggrescan_cdrh3_average_score,Titer,0.1814699248452822,Aggrescan3D,0.1814699248452822
-Viscosity - deep-viscosity,HIC,0.18059398754127,DeepViscosity,0.18059398754127
-PPC - tap,SEC %Monomer,0.179898358348615,tap,0.179898358348615
-Viscosity - deep-viscosity,PR_Ova,-0.1792011299598071,DeepViscosity,0.1792011299598071
-aggrescan_cdrh3_average_score,Purity,-0.1774879106041495,Aggrescan3D,0.1774879106041495
-CDR Length - tap,SMAC,0.1753482083680697,tap,0.1753482083680697
-PPC - tap,Purity,-0.1743385504957838,tap,0.1743385504957838
-PPC - tap,Tm1,0.1717910377244919,tap,0.1717910377244919
-PPC - tap,AC-SINS_pH7.4,0.1691412287169806,tap,0.1691412287169806
-PNC - tap,SMAC,-0.1647616991330237,tap,0.1647616991330237
-SFvCSP - tap,AC-SINS_pH6.0,0.1631061026200202,tap,0.1631061026200202
-aggrescan_90_score,PR_Ova,-0.1630725493267146,Aggrescan3D,0.1630725493267146
-aggrescan_cdrh3_average_score,HAC,-0.1621653601888134,Aggrescan3D,0.1621653601888134
-aggrescan_90_score,PR_CHO,-0.1602601604994121,Aggrescan3D,0.1602601604994121
-PNC - tap,PR_CHO,-0.151234196032203,tap,0.151234196032203
-CDR Length - tap,AC-SINS_pH7.4,-0.1501689804134715,tap,0.1501689804134715
-stability_score - saprot,PR_CHO,0.1482133956646727,saprot,0.1482133956646727
-PPC - tap,AC-SINS_pH6.0,0.1448272149205899,tap,0.1448272149205899
-SFvCSP - tap,Tm1,0.1426983792732488,tap,0.1426983792732488
-PPC - tap,Titer,0.1423756688786398,tap,0.1423756688786398
-PNC - tap,SEC %Monomer,-0.1345634135302046,tap,0.1345634135302046
-aggrescan_average_score,HAC,-0.1311020701331903,Aggrescan3D,0.1311020701331903
-aggrescan_cdrh3_average_score,Tm2,-0.1295581308418123,Aggrescan3D,0.1295581308418123
-PSH - tap,HAC,0.1269358458430945,tap,0.1269358458430945
-aggrescan_cdrh3_average_score,AC-SINS_pH6.0,0.1241248052844776,Aggrescan3D,0.1241248052844776
-aggrescan_average_score,PR_Ova,-0.1225803596842919,Aggrescan3D,0.1225803596842919
-solubility_probability - saprot,Purity,0.120581879119953,saprot,0.120581879119953
-aggrescan_90_score,AC-SINS_pH6.0,-0.1156038989665139,Aggrescan3D,0.1156038989665139
-Viscosity - deep-viscosity,PR_CHO,-0.1125214482263828,DeepViscosity,0.1125214482263828
-aggrescan_cdrh3_average_score,HIC,0.1109333602778311,Aggrescan3D,0.1109333602778311
-PNC - tap,Tm1,-0.1094376940826625,tap,0.1094376940826625
-PNC - tap,Titer,-0.1043862069630446,tap,0.1043862069630446
-aggrescan_90_score,HAC,-0.1029367717205433,Aggrescan3D,0.1029367717205433
-PPC - tap,Tonset,0.1024480318260903,tap,0.1024480318260903
-aggrescan_average_score,Tm1,0.0984625979382824,Aggrescan3D,0.0984625979382824
-SFvCSP - tap,Purity,-0.0979379393217746,tap,0.0979379393217746
-solubility_probability - saprot,Tm2,-0.0978456145482691,saprot,0.0978456145482691
-SFvCSP - tap,SEC %Monomer,0.096650605592591,tap,0.096650605592591
-Viscosity - deep-viscosity,Tm2,0.093745084007507,DeepViscosity,0.093745084007507
-PNC - tap,Tonset,-0.0925140513893314,tap,0.0925140513893314
-aggrescan_90_score,Titer,-0.0888890152050186,Aggrescan3D,0.0888890152050186
-PPC - tap,PR_CHO,0.0885325199884014,tap,0.0885325199884014
-Viscosity - deep-viscosity,SMAC,0.0883647279655625,DeepViscosity,0.0883647279655625
-PPC - tap,SMAC,-0.0881450436285762,tap,0.0881450436285762
-SFvCSP - tap,Tonset,0.0869080829604942,tap,0.0869080829604942
-aggrescan_average_score,Purity,-0.0855300736249475,Aggrescan3D,0.0855300736249475
-PSH - tap,PR_Ova,0.0851843571887952,tap,0.0851843571887952
-solubility_probability - saprot,HAC,-0.0849192244020849,saprot,0.0849192244020849
-stability_score - saprot,PR_Ova,0.0844385315275266,saprot,0.0844385315275266
-aggrescan_average_score,PR_CHO,-0.082335263587056,Aggrescan3D,0.082335263587056
-CDR Length - tap,HAC,-0.0807572482895502,tap,0.0807572482895502
-Viscosity - deep-viscosity,AC-SINS_pH7.4,-0.0803879126171943,DeepViscosity,0.0803879126171943
-SFvCSP - tap,Titer,0.0797623802296775,tap,0.0797623802296775
-aggrescan_average_score,AC-SINS_pH7.4,0.078198839245547,Aggrescan3D,0.078198839245547
-aggrescan_max_score,Tonset,-0.0758666681469678,Aggrescan3D,0.0758666681469678
-stability_score - saprot,SMAC,-0.0752343621503858,saprot,0.0752343621503858
-stability_score - saprot,Tonset,-0.0738992116600914,saprot,0.0738992116600914
-stability_score - saprot,SEC %Monomer,-0.0733865038928551,saprot,0.0733865038928551
-CDR Length - tap,Tm2,-0.0729274519946903,tap,0.0729274519946903
-CDR Length - tap,SEC %Monomer,-0.0720782456119583,tap,0.0720782456119583
-stability_score - saprot,AC-SINS_pH7.4,0.0718305679545067,saprot,0.0718305679545067
-solubility_probability - saprot,Tonset,-0.0707794898935402,saprot,0.0707794898935402
-CDR Length - tap,Tonset,-0.0697571003932752,tap,0.0697571003932752
-solubility_probability - saprot,AC-SINS_pH6.0,0.0669921910968805,saprot,0.0669921910968805
-PSH - tap,SMAC,-0.0668504875953866,tap,0.0668504875953866
-CDR Length - tap,AC-SINS_pH6.0,-0.0662557372283483,tap,0.0662557372283483
-aggrescan_90_score,Purity,-0.0642609945737365,Aggrescan3D,0.0642609945737365
-CDR Length - tap,Purity,0.0640138427858363,tap,0.0640138427858363
-aggrescan_cdrh3_average_score,PR_CHO,-0.0639580648777149,Aggrescan3D,0.0639580648777149
-PSH - tap,Titer,-0.0638862853735791,tap,0.0638862853735791
-Viscosity - deep-viscosity,Titer,-0.0636053342823435,DeepViscosity,0.0636053342823435
-stability_score - saprot,HIC,-0.0625972585374469,saprot,0.0625972585374469
-stability_score - saprot,Titer,0.0607177541361877,saprot,0.0607177541361877
-aggrescan_average_score,Tonset,0.0532502341076833,Aggrescan3D,0.0532502341076833
-CDR Length - tap,PR_CHO,-0.0524556823713343,tap,0.0524556823713343
-aggrescan_90_score,AC-SINS_pH7.4,-0.0509589937861982,Aggrescan3D,0.0509589937861982
-PSH - tap,SEC %Monomer,-0.0487785361924088,tap,0.0487785361924088
-PNC - tap,Tm2,-0.0482259337861972,tap,0.0482259337861972
-SFvCSP - tap,SMAC,-0.0479604170867368,tap,0.0479604170867368
-CDR Length - tap,Tm1,0.0470910111346684,tap,0.0470910111346684
-PSH - tap,HIC,-0.0464732086283245,tap,0.0464732086283245
-aggrescan_cdrh3_average_score,SMAC,0.0462084030163925,Aggrescan3D,0.0462084030163925
-stability_score - saprot,Tm1,-0.0461587451740238,saprot,0.0461587451740238
-aggrescan_max_score,AC-SINS_pH6.0,-0.0422041355140005,Aggrescan3D,0.0422041355140005
-Viscosity - deep-viscosity,Tm1,0.0418758583153736,DeepViscosity,0.0418758583153736
-CDR Length - tap,Titer,-0.0415639454664855,tap,0.0415639454664855
-Viscosity - deep-viscosity,AC-SINS_pH6.0,-0.0391995375434282,DeepViscosity,0.0391995375434282
-aggrescan_max_score,SEC %Monomer,0.0384606168278266,Aggrescan3D,0.0384606168278266
-aggrescan_max_score,Purity,0.0377965473734412,Aggrescan3D,0.0377965473734412
-aggrescan_cdrh3_average_score,Tonset,-0.0371645511788307,Aggrescan3D,0.0371645511788307
-stability_score - saprot,AC-SINS_pH6.0,0.0363459090170338,saprot,0.0363459090170338
-PSH - tap,AC-SINS_pH7.4,-0.0360881689253704,tap,0.0360881689253704
-solubility_probability - saprot,Tm1,-0.0359790946528558,saprot,0.0359790946528558
-aggrescan_average_score,SEC %Monomer,0.0329005393127016,Aggrescan3D,0.0329005393127016
-solubility_probability - saprot,AC-SINS_pH7.4,0.0320374764320225,saprot,0.0320374764320225
-stability_score - saprot,Purity,0.0319067204658559,saprot,0.0319067204658559
-solubility_probability - saprot,HIC,0.0318219345388521,saprot,0.0318219345388521
-PSH - tap,Tm2,-0.0317350623491362,tap,0.0317350623491362
-aggrescan_average_score,Tm2,-0.0312770789755912,Aggrescan3D,0.0312770789755912
-aggrescan_cdrh3_average_score,AC-SINS_pH7.4,0.0305591682601827,Aggrescan3D,0.0305591682601827
-aggrescan_max_score,Tm1,-0.0301284126829971,Aggrescan3D,0.0301284126829971
-aggrescan_cdrh3_average_score,Tm1,-0.0293641493096082,Aggrescan3D,0.0293641493096082
-aggrescan_90_score,Tm1,0.0279545108349369,Aggrescan3D,0.0279545108349369
-aggrescan_average_score,AC-SINS_pH6.0,0.0271292409530908,Aggrescan3D,0.0271292409530908
-PSH - tap,Tonset,0.0258012823141481,tap,0.0258012823141481
-solubility_probability - saprot,SEC %Monomer,-0.0255220000167489,saprot,0.0255220000167489
-aggrescan_cdrh3_average_score,SEC %Monomer,-0.0242523887163972,Aggrescan3D,0.0242523887163972
-aggrescan_max_score,HAC,-0.0238463005336014,Aggrescan3D,0.0238463005336014
-Viscosity - deep-viscosity,SEC %Monomer,-0.0226036392916792,DeepViscosity,0.0226036392916792
-aggrescan_max_score,Titer,-0.0218947825112391,Aggrescan3D,0.0218947825112391
-PSH - tap,PR_CHO,0.0209381900169799,tap,0.0209381900169799
-aggrescan_max_score,Tm2,-0.0199308718790671,Aggrescan3D,0.0199308718790671
-PSH - tap,Purity,-0.0198292183035963,tap,0.0198292183035963
-CDR Length - tap,PR_Ova,-0.0191507855521124,tap,0.0191507855521124
-SFvCSP - tap,Tm2,-0.0179541460075494,tap,0.0179541460075494
-aggrescan_max_score,AC-SINS_pH7.4,0.0177424118352705,Aggrescan3D,0.0177424118352705
-Viscosity - deep-viscosity,Purity,-0.0164122333153846,DeepViscosity,0.0164122333153846
-PSH - tap,Tm1,0.0149070260126188,tap,0.0149070260126188
-PNC - tap,HIC,0.0102627218889135,tap,0.0102627218889135
-PPC - tap,Tm2,-0.0098872681569066,tap,0.0098872681569066
-PNC - tap,Purity,0.0096311210026764,tap,0.0096311210026764
-aggrescan_90_score,SEC %Monomer,-0.0069533060784548,Aggrescan3D,0.0069533060784548
-solubility_probability - saprot,Titer,-0.0068735643986468,saprot,0.0068735643986468
-aggrescan_cdrh3_average_score,PR_Ova,-0.0057045278689166,Aggrescan3D,0.0057045278689166
-Viscosity - deep-viscosity,Tonset,-0.0052886682383666,DeepViscosity,0.0052886682383666
-aggrescan_90_score,Tm2,0.0014898396535596,Aggrescan3D,0.0014898396535596
-aggrescan_90_score,Tonset,-0.0012258917323618,Aggrescan3D,0.0012258917323618
-solubility_probability - saprot,SMAC,-0.0008774163836285,saprot,0.0008774163836285
-aggrescan_average_score,Titer,-0.0003490541872287,Aggrescan3D,0.0003490541872287
-PSH - tap,AC-SINS_pH6.0,-6.566404038227427e-05,tap,6.566404038227427e-05
+spearman,assay,model,spearman_abs
+0.422834774225429,HIC,Aggrescan3D - aggrescan_average_score,0.422834774225429
+0.358762795727933,AC-SINS_pH7.4,TAP - PNC,0.358762795727933
+0.3585224061081473,HIC,Aggrescan3D - aggrescan_90_score,0.3585224061081473
+0.3365516014806938,PR_CHO,Saprot_VH - solubility_probability,0.3365516014806938
+0.3203773185543964,AC-SINS_pH7.4,TAP - SFvCSP,0.3203773185543964
+0.3044160918625593,HIC,Aggrescan3D - aggrescan_max_score,0.3044160918625593
+0.2450651623577951,HIC,TAP - SFvCSP,0.2450651623577951
+0.2381972244142228,PR_CHO,TAP - SFvCSP,0.2381972244142228
+0.1924791603648384,Tm2,Saprot_VH - stability_score,0.1924791603648384
+0.1923458958277369,HIC,TAP - CDR Length,0.1923458958277369
+0.1878766623808878,Titer,AntiFold,0.1878766623808878
+0.18059398754127,HIC,DeepViscosity,0.18059398754127
+0.1691412287169806,AC-SINS_pH7.4,TAP - PPC,0.1691412287169806
+0.151234196032203,PR_CHO,TAP - PNC,0.151234196032203
+0.1501689804134715,AC-SINS_pH7.4,TAP - CDR Length,0.1501689804134715
+0.1423756688786398,Titer,TAP - PPC,0.1423756688786398
+0.1406309504998865,PR_CHO,Aggrescan3D - aggrescan_max_score,0.1406309504998865
+0.1218057192943458,Tm2,AntiFold,0.1218057192943458
+0.1144051722170351,HIC,hic_model_name,0.1144051722170351
+0.0747719620306879,HIC,Aggrescan3D - aggrescan_cdrh3_average_score,0.0747719620306879

data/metrics_all_including_low_spearman.csv

@@ -0,0 +1,157 @@
+feature,assay,spearman,model,spearman_abs
+SFvCSP - tap,HAC,0.6788395883949475,tap,0.6788395883949475
+PPC - tap,HAC,0.4820800038128454,tap,0.4820800038128454
+aggrescan_average_score,HIC,0.3717330854283424,Aggrescan3D,0.3717330854283424
+SFvCSP - tap,PR_Ova,0.3706710402488808,tap,0.3706710402488808
+Viscosity - deep-viscosity,HAC,-0.3683390278828955,DeepViscosity,0.3683390278828955
+aggrescan_average_score,SMAC,0.3643128778304258,Aggrescan3D,0.3643128778304258
+PNC - tap,AC-SINS_pH7.4,-0.358762795727933,tap,0.358762795727933
+aggrescan_90_score,HIC,0.3572823382390205,Aggrescan3D,0.3572823382390205
+solubility_probability - saprot,PR_CHO,0.3365516014806938,saprot,0.3365516014806938
+PNC - tap,HAC,-0.3206575607459202,tap,0.3206575607459202
+SFvCSP - tap,AC-SINS_pH7.4,0.3203773185543964,tap,0.3203773185543964
+PNC - tap,PR_Ova,-0.2932051856162034,tap,0.2932051856162034
+aggrescan_90_score,SMAC,0.2852401926417188,Aggrescan3D,0.2852401926417188
+aggrescan_max_score,SMAC,0.2720151775798609,Aggrescan3D,0.2720151775798609
+aggrescan_max_score,HIC,0.2579163714894611,Aggrescan3D,0.2579163714894611
+stability_score - saprot,HAC,0.2482190338151043,saprot,0.2482190338151043
+SFvCSP - tap,HIC,-0.2450651623577951,tap,0.2450651623577951
+aggrescan_max_score,PR_CHO,-0.24241781163854,Aggrescan3D,0.24241781163854
+SFvCSP - tap,PR_CHO,0.2381972244142228,tap,0.2381972244142228
+PNC - tap,AC-SINS_pH6.0,-0.2185768523842327,tap,0.2185768523842327
+PPC - tap,PR_Ova,0.205520359496246,tap,0.205520359496246
+aggrescan_max_score,PR_Ova,-0.1983067762197625,Aggrescan3D,0.1983067762197625
+stability_score - saprot,Tm2,-0.1924791603648384,saprot,0.1924791603648384
+CDR Length - tap,HIC,0.1923458958277369,tap,0.1923458958277369
+solubility_probability - saprot,PR_Ova,0.1859602281879885,saprot,0.1859602281879885
+PPC - tap,HIC,-0.1839687842860175,tap,0.1839687842860175
+aggrescan_cdrh3_average_score,Titer,0.1814699248452822,Aggrescan3D,0.1814699248452822
+Viscosity - deep-viscosity,HIC,0.18059398754127,DeepViscosity,0.18059398754127
+PPC - tap,SEC %Monomer,0.179898358348615,tap,0.179898358348615
+Viscosity - deep-viscosity,PR_Ova,-0.1792011299598071,DeepViscosity,0.1792011299598071
+aggrescan_cdrh3_average_score,Purity,-0.1774879106041495,Aggrescan3D,0.1774879106041495
+CDR Length - tap,SMAC,0.1753482083680697,tap,0.1753482083680697
+PPC - tap,Purity,-0.1743385504957838,tap,0.1743385504957838
+PPC - tap,Tm1,0.1717910377244919,tap,0.1717910377244919
+PPC - tap,AC-SINS_pH7.4,0.1691412287169806,tap,0.1691412287169806
+PNC - tap,SMAC,-0.1647616991330237,tap,0.1647616991330237
+SFvCSP - tap,AC-SINS_pH6.0,0.1631061026200202,tap,0.1631061026200202
+aggrescan_90_score,PR_Ova,-0.1630725493267146,Aggrescan3D,0.1630725493267146
+aggrescan_cdrh3_average_score,HAC,-0.1621653601888134,Aggrescan3D,0.1621653601888134
+aggrescan_90_score,PR_CHO,-0.1602601604994121,Aggrescan3D,0.1602601604994121
+PNC - tap,PR_CHO,-0.151234196032203,tap,0.151234196032203
+CDR Length - tap,AC-SINS_pH7.4,-0.1501689804134715,tap,0.1501689804134715
+stability_score - saprot,PR_CHO,0.1482133956646727,saprot,0.1482133956646727
+PPC - tap,AC-SINS_pH6.0,0.1448272149205899,tap,0.1448272149205899
+SFvCSP - tap,Tm1,0.1426983792732488,tap,0.1426983792732488
+PPC - tap,Titer,0.1423756688786398,tap,0.1423756688786398
+PNC - tap,SEC %Monomer,-0.1345634135302046,tap,0.1345634135302046
+aggrescan_average_score,HAC,-0.1311020701331903,Aggrescan3D,0.1311020701331903
+aggrescan_cdrh3_average_score,Tm2,-0.1295581308418123,Aggrescan3D,0.1295581308418123
+PSH - tap,HAC,0.1269358458430945,tap,0.1269358458430945
+aggrescan_cdrh3_average_score,AC-SINS_pH6.0,0.1241248052844776,Aggrescan3D,0.1241248052844776
+aggrescan_average_score,PR_Ova,-0.1225803596842919,Aggrescan3D,0.1225803596842919
+solubility_probability - saprot,Purity,0.120581879119953,saprot,0.120581879119953
+aggrescan_90_score,AC-SINS_pH6.0,-0.1156038989665139,Aggrescan3D,0.1156038989665139
+Viscosity - deep-viscosity,PR_CHO,-0.1125214482263828,DeepViscosity,0.1125214482263828
+aggrescan_cdrh3_average_score,HIC,0.1109333602778311,Aggrescan3D,0.1109333602778311
+PNC - tap,Tm1,-0.1094376940826625,tap,0.1094376940826625
+PNC - tap,Titer,-0.1043862069630446,tap,0.1043862069630446
+aggrescan_90_score,HAC,-0.1029367717205433,Aggrescan3D,0.1029367717205433
+PPC - tap,Tonset,0.1024480318260903,tap,0.1024480318260903
+aggrescan_average_score,Tm1,0.0984625979382824,Aggrescan3D,0.0984625979382824
+SFvCSP - tap,Purity,-0.0979379393217746,tap,0.0979379393217746
+solubility_probability - saprot,Tm2,-0.0978456145482691,saprot,0.0978456145482691
+SFvCSP - tap,SEC %Monomer,0.096650605592591,tap,0.096650605592591
+Viscosity - deep-viscosity,Tm2,0.093745084007507,DeepViscosity,0.093745084007507
+PNC - tap,Tonset,-0.0925140513893314,tap,0.0925140513893314
+aggrescan_90_score,Titer,-0.0888890152050186,Aggrescan3D,0.0888890152050186
+PPC - tap,PR_CHO,0.0885325199884014,tap,0.0885325199884014
+Viscosity - deep-viscosity,SMAC,0.0883647279655625,DeepViscosity,0.0883647279655625
+PPC - tap,SMAC,-0.0881450436285762,tap,0.0881450436285762
+SFvCSP - tap,Tonset,0.0869080829604942,tap,0.0869080829604942
+aggrescan_average_score,Purity,-0.0855300736249475,Aggrescan3D,0.0855300736249475
+PSH - tap,PR_Ova,0.0851843571887952,tap,0.0851843571887952
+solubility_probability - saprot,HAC,-0.0849192244020849,saprot,0.0849192244020849
+stability_score - saprot,PR_Ova,0.0844385315275266,saprot,0.0844385315275266
+aggrescan_average_score,PR_CHO,-0.082335263587056,Aggrescan3D,0.082335263587056
+CDR Length - tap,HAC,-0.0807572482895502,tap,0.0807572482895502
+Viscosity - deep-viscosity,AC-SINS_pH7.4,-0.0803879126171943,DeepViscosity,0.0803879126171943
+SFvCSP - tap,Titer,0.0797623802296775,tap,0.0797623802296775
+aggrescan_average_score,AC-SINS_pH7.4,0.078198839245547,Aggrescan3D,0.078198839245547
+aggrescan_max_score,Tonset,-0.0758666681469678,Aggrescan3D,0.0758666681469678
+stability_score - saprot,SMAC,-0.0752343621503858,saprot,0.0752343621503858
+stability_score - saprot,Tonset,-0.0738992116600914,saprot,0.0738992116600914
+stability_score - saprot,SEC %Monomer,-0.0733865038928551,saprot,0.0733865038928551
+CDR Length - tap,Tm2,-0.0729274519946903,tap,0.0729274519946903
+CDR Length - tap,SEC %Monomer,-0.0720782456119583,tap,0.0720782456119583
+stability_score - saprot,AC-SINS_pH7.4,0.0718305679545067,saprot,0.0718305679545067
+solubility_probability - saprot,Tonset,-0.0707794898935402,saprot,0.0707794898935402
+CDR Length - tap,Tonset,-0.0697571003932752,tap,0.0697571003932752
+solubility_probability - saprot,AC-SINS_pH6.0,0.0669921910968805,saprot,0.0669921910968805
+PSH - tap,SMAC,-0.0668504875953866,tap,0.0668504875953866
+CDR Length - tap,AC-SINS_pH6.0,-0.0662557372283483,tap,0.0662557372283483
+aggrescan_90_score,Purity,-0.0642609945737365,Aggrescan3D,0.0642609945737365
+CDR Length - tap,Purity,0.0640138427858363,tap,0.0640138427858363
+aggrescan_cdrh3_average_score,PR_CHO,-0.0639580648777149,Aggrescan3D,0.0639580648777149
+PSH - tap,Titer,-0.0638862853735791,tap,0.0638862853735791
+Viscosity - deep-viscosity,Titer,-0.0636053342823435,DeepViscosity,0.0636053342823435
+stability_score - saprot,HIC,-0.0625972585374469,saprot,0.0625972585374469
+stability_score - saprot,Titer,0.0607177541361877,saprot,0.0607177541361877
+aggrescan_average_score,Tonset,0.0532502341076833,Aggrescan3D,0.0532502341076833
+CDR Length - tap,PR_CHO,-0.0524556823713343,tap,0.0524556823713343
+aggrescan_90_score,AC-SINS_pH7.4,-0.0509589937861982,Aggrescan3D,0.0509589937861982
+PSH - tap,SEC %Monomer,-0.0487785361924088,tap,0.0487785361924088
+PNC - tap,Tm2,-0.0482259337861972,tap,0.0482259337861972
+SFvCSP - tap,SMAC,-0.0479604170867368,tap,0.0479604170867368
+CDR Length - tap,Tm1,0.0470910111346684,tap,0.0470910111346684
+PSH - tap,HIC,-0.0464732086283245,tap,0.0464732086283245
+aggrescan_cdrh3_average_score,SMAC,0.0462084030163925,Aggrescan3D,0.0462084030163925
+stability_score - saprot,Tm1,-0.0461587451740238,saprot,0.0461587451740238
+aggrescan_max_score,AC-SINS_pH6.0,-0.0422041355140005,Aggrescan3D,0.0422041355140005
+Viscosity - deep-viscosity,Tm1,0.0418758583153736,DeepViscosity,0.0418758583153736
+CDR Length - tap,Titer,-0.0415639454664855,tap,0.0415639454664855
+Viscosity - deep-viscosity,AC-SINS_pH6.0,-0.0391995375434282,DeepViscosity,0.0391995375434282
+aggrescan_max_score,SEC %Monomer,0.0384606168278266,Aggrescan3D,0.0384606168278266
+aggrescan_max_score,Purity,0.0377965473734412,Aggrescan3D,0.0377965473734412
+aggrescan_cdrh3_average_score,Tonset,-0.0371645511788307,Aggrescan3D,0.0371645511788307
+stability_score - saprot,AC-SINS_pH6.0,0.0363459090170338,saprot,0.0363459090170338
+PSH - tap,AC-SINS_pH7.4,-0.0360881689253704,tap,0.0360881689253704
+solubility_probability - saprot,Tm1,-0.0359790946528558,saprot,0.0359790946528558
+aggrescan_average_score,SEC %Monomer,0.0329005393127016,Aggrescan3D,0.0329005393127016
+solubility_probability - saprot,AC-SINS_pH7.4,0.0320374764320225,saprot,0.0320374764320225
+stability_score - saprot,Purity,0.0319067204658559,saprot,0.0319067204658559
+solubility_probability - saprot,HIC,0.0318219345388521,saprot,0.0318219345388521
+PSH - tap,Tm2,-0.0317350623491362,tap,0.0317350623491362
+aggrescan_average_score,Tm2,-0.0312770789755912,Aggrescan3D,0.0312770789755912
+aggrescan_cdrh3_average_score,AC-SINS_pH7.4,0.0305591682601827,Aggrescan3D,0.0305591682601827
+aggrescan_max_score,Tm1,-0.0301284126829971,Aggrescan3D,0.0301284126829971
+aggrescan_cdrh3_average_score,Tm1,-0.0293641493096082,Aggrescan3D,0.0293641493096082
+aggrescan_90_score,Tm1,0.0279545108349369,Aggrescan3D,0.0279545108349369
+aggrescan_average_score,AC-SINS_pH6.0,0.0271292409530908,Aggrescan3D,0.0271292409530908
+PSH - tap,Tonset,0.0258012823141481,tap,0.0258012823141481
+solubility_probability - saprot,SEC %Monomer,-0.0255220000167489,saprot,0.0255220000167489
+aggrescan_cdrh3_average_score,SEC %Monomer,-0.0242523887163972,Aggrescan3D,0.0242523887163972
+aggrescan_max_score,HAC,-0.0238463005336014,Aggrescan3D,0.0238463005336014
+Viscosity - deep-viscosity,SEC %Monomer,-0.0226036392916792,DeepViscosity,0.0226036392916792
+aggrescan_max_score,Titer,-0.0218947825112391,Aggrescan3D,0.0218947825112391
+PSH - tap,PR_CHO,0.0209381900169799,tap,0.0209381900169799
+aggrescan_max_score,Tm2,-0.0199308718790671,Aggrescan3D,0.0199308718790671
+PSH - tap,Purity,-0.0198292183035963,tap,0.0198292183035963
+CDR Length - tap,PR_Ova,-0.0191507855521124,tap,0.0191507855521124
+SFvCSP - tap,Tm2,-0.0179541460075494,tap,0.0179541460075494
+aggrescan_max_score,AC-SINS_pH7.4,0.0177424118352705,Aggrescan3D,0.0177424118352705
+Viscosity - deep-viscosity,Purity,-0.0164122333153846,DeepViscosity,0.0164122333153846
+PSH - tap,Tm1,0.0149070260126188,tap,0.0149070260126188
+PNC - tap,HIC,0.0102627218889135,tap,0.0102627218889135
+PPC - tap,Tm2,-0.0098872681569066,tap,0.0098872681569066
+PNC - tap,Purity,0.0096311210026764,tap,0.0096311210026764
+aggrescan_90_score,SEC %Monomer,-0.0069533060784548,Aggrescan3D,0.0069533060784548
+solubility_probability - saprot,Titer,-0.0068735643986468,saprot,0.0068735643986468
+aggrescan_cdrh3_average_score,PR_Ova,-0.0057045278689166,Aggrescan3D,0.0057045278689166
+Viscosity - deep-viscosity,Tonset,-0.0052886682383666,DeepViscosity,0.0052886682383666
+aggrescan_90_score,Tm2,0.0014898396535596,Aggrescan3D,0.0014898396535596
+aggrescan_90_score,Tonset,-0.0012258917323618,Aggrescan3D,0.0012258917323618
+solubility_probability - saprot,SMAC,-0.0008774163836285,saprot,0.0008774163836285
+aggrescan_average_score,Titer,-0.0003490541872287,Aggrescan3D,0.0003490541872287
+PSH - tap,AC-SINS_pH6.0,-6.566404038227427e-05,tap,6.566404038227427e-05