Upload extra parameters and metrics

parkinsons_total_lr/extra_params.json

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+{
+    "Lpls_beta": 0.4452395054043816
+}

parkinsons_total_lr/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
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+Jitter,-258.51442123939387,-41.11944617578728,-2485.641626110359,-612.6366490916114,-28.641429770262036,-4.41106197157024
+JitterAbs,16987.96966735044,-9849.725686043717,204026.52780993984,-90350.20257147618,1348.630120603109,-1033.8831505689254
+JitterRAP,51.84167221883636,-0.21545058224557964,619.2619724023746,100.61024405684469,4.303918441502633,-0.46388565870751713
+JitterPPQ5,205.51677184886086,-43.93281871655796,1788.792673057045,-569.2128703917112,24.721979997677153,-4.139761016430599
+JitterDDP,-28.02350119735732,105.85397663272974,-347.0175175311811,1278.75851530736,-1.6548760218705996,9.787392739229144
+Shimmer,-9.822380535368405,-8.485734954351933,168.43184637585256,-53.015028516141584,-3.931658193387306,-1.3173362132664768
+ShimmerdB,-2.5300296002301113,2.8005723046231465,-39.65168815629721,37.42535481413565,-0.10345170890080785,0.22363893390717948
+ShimmerAPQ3,-67.51789122338523,39.84274589434011,-834.9953556354149,349.2360807589732,-5.084121167977661,4.33159117229492
+ShimmerAPQ5,25.147226859700442,-5.971572564235861,165.79658628850345,-54.366767305210466,3.4128210440012734,-0.8003644654900915
+ShimmerAPQ11,1.2267764459209844,-2.1242742016948033,15.442657678448557,-25.88252354936299,0.08086233211102382,-0.2157021832415535
+ShimmerDDA,35.194557872224934,-18.41706040492988,350.80375825672604,-217.68556785327627,3.616373942725956,-1.484774119654016
+NHR,0.3919364753772035,-3.1914468603704713,7.17686308176527,-49.32684330200323,-0.01754802370060487,-0.13566243550017648
+HNR,0.06846046476707712,0.015260533944163828,0.7823262801606627,0.16239917586898972,0.006051151705413118,0.0010299852301036572
+RPDE,0.8911619790117938,0.5176041678124513,5.89613183292539,-2.5822313801986247,0.12710433566493975,0.11250820572767707
+DFA,1.472774821613072,-3.1153742737806818,5.987704607559231,-34.226974595630864,0.24116491559105618,-0.3307640354777213
+PPE,1.2834986244498623,-1.9772512095218022,11.423221928454874,-18.443206851054,0.16081394487366837,-0.21739228502732
+sex,0.5524088228375811,-0.8126504363212924,4.2290394187083065,-8.953226532853629,0.07384965817259659,-0.07789612396027723
+cpu_training_time,1.834419721102021e-12,2.3018401485002298e-11,6.622417572342103e-12,1.5271436900115812e-10,4.0516995706960286e-13,3.382528364406901e-12
+cpu_prediction_time,6.426825242454462e-10,7.386545716052844e-09,-1.5785068965837288e-09,8.105477826453938e-08,1.5431274811762404e-10,7.002939787480961e-10
+memory_usage,-2.3283573474096653e-09,-3.941279969618729e-08,8.379899273557758e-09,-3.5556803504186145e-07,-7.157963779731206e-10,-4.901419459390889e-09
+max_depth,-0.035560679643219656,-0.32156913317871866,-0.18708955643359063,-2.8272039351231872,-0.0052547666539469375,-0.03817387544912687
+learning_rate,-1.8353137509655362,-19.338048870414454,-3.1790201399316724,-184.13027143916594,-0.3702880929883132,-2.128215391189356
+n_estimators,-0.0001783260257042846,-0.0018873944812428502,-0.00031759378240595867,-0.017814917946124997,-3.541706967926994e-05,-0.00020881839576601256
+model_CatBoostRegressor,0.7990265383997636,8.603561219820145,0.86689100493473,78.42340654757967,0.16392686479944285,0.976371772519842
+model_DecisionTreeRegressor,-1.1055599923622919,-12.036291445681936,-0.04970969747286922,-108.28566011814944,-0.23826500817583687,-1.3707870891776572
+model_LGBMRegressor,0.7201267248128649,7.740199095792153,0.7601766065889144,69.78309675651373,0.14976756472413955,0.8856119159882054
+model_RandomForestRegressor,-1.160279589308057,-11.87043755658862,-2.6261723462548523,-110.37818008230596,-0.2280278985188048,-1.3306153483288163
+model_XGBRegressor,0.7466861549953216,7.562968781405083,1.0488124691298495,70.45733776540378,0.1525984641934509,0.839418758943368

parkinsons_total_lr/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 3.86033022574404,
+            "MAPE": 2264191865016.319,
+            "R2": 0.02759763134000548,
+            "Pearson": 0.16612537700202243,
+            "Spearman": 0.10652912083701986
+        },
+        "test": {
+            "RMSE": 4.019604387806515,
+            "MAPE": 2321937867197.5854,
+            "R2": -0.019803065117770302,
+            "Pearson": 0.014179590965025433,
+            "Spearman": 0.02244700052657567
+        }
+    },
+    "L1": {
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+            "MAPE": 12703631949068.783,
+            "R2": 0.254009050747409,
+            "Pearson": 0.5039931809560324,
+            "Spearman": 0.5278784240943203
+        },
+        "test": {
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+            "MAPE": 13996341615326.055,
+            "R2": 0.2373040381392617,
+            "Pearson": 0.4878869297285975,
+            "Spearman": 0.518337261702612
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 41.52445513450438,
+            "MAPE": 25452542363523.418,
+            "R2": 0.024439485231282143,
+            "Pearson": 0.15633141032989592,
+            "Spearman": 0.08308481226834549
+        },
+        "test": {
+            "RMSE": 42.56576451199132,
+            "MAPE": 26147261169606.25,
+            "R2": -0.013174398643476914,
+            "Pearson": 0.00984651299956411,
+            "Spearman": 0.01637978302527582
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 36.08497523445973,
+            "MAPE": 131399226700810.58,
+            "R2": 0.15017303115765324,
+            "Pearson": 0.38752174980796245,
+            "Spearman": 0.4983881679426833
+        },
+        "test": {
+            "RMSE": 36.41672909003604,
+            "MAPE": 144526506354857.53,
+            "R2": 0.13822719551342244,
+            "Pearson": 0.37257494546195247,
+            "Spearman": 0.48805744559652053
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.48381933942381233,
+            "MAPE": 248676003305.0176,
+            "R2": 0.021355039263824094,
+            "Pearson": 0.1461336385838439,
+            "Spearman": 0.1142063815765784
+        },
+        "test": {
+            "RMSE": 0.4990636024031103,
+            "MAPE": 262387678223.08316,
+            "R2": -0.021421533508158674,
+            "Pearson": 0.02864377668871058,
+            "Spearman": 0.025072567517961032
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 1551915262002.9456,
+            "R2": 0.29298660606167803,
+            "Pearson": 0.5412824289468664,
+            "Spearman": 0.5410320667196433
+        },
+        "test": {
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+            "MAPE": 1719740104472.8264,
+            "R2": 0.2827429244464368,
+            "Pearson": 0.5322673311574017,
+            "Spearman": 0.532401725011767
+        }
+    }
+}