Upload extra parameters and metrics

parkinsons_motor_lr/extra_params.json

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+{
+    "Lpls_beta": 0.566724973478501
+}

parkinsons_motor_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,-190.7506363809955,-31.895576934952977,-1132.0581646773155,-279.27447589273334,-30.979353366590683,-4.6524371656063215
+JitterAbs,16409.924949088676,-4624.254026810749,103617.80658160262,-26814.427718124138,2538.422489377095,-733.8995103106786
+JitterRAP,53.379768946125914,-2.836053066255307,324.7394752119009,-2.392166057708369,8.476383865414517,-0.5351714555392165
+JitterPPQ5,164.15968606447814,37.62511024239808,998.8291541543251,324.24066545017666,26.35216345980155,4.895681813579999
+JitterDDP,-17.134134727897937,41.496511432128244,-145.1766128047928,282.83850690395025,-1.9922806880158999,6.3301576667346
+Shimmer,-18.89428654538108,-39.546402255975245,-53.14019208125846,-309.19765463341963,-4.338440258667861,-5.3828102042076775
+ShimmerdB,-2.088342865190685,3.793408731077889,-18.850479271851874,35.26359267279717,-0.24662238817594392,0.4290731181842819
+ShimmerAPQ3,-65.81167499451374,21.197791864052185,-417.55272438589714,120.22900047901774,-10.095654961463273,3.4165455394082085
+ShimmerAPQ5,34.63778366694833,-3.4357784073416338,237.02643848781696,-13.08009322319042,5.230345160923611,-0.604381296112668
+ShimmerAPQ11,2.224308986267393,-0.10558950534933234,20.010634010690286,-10.533387683947126,0.3178630193655833,0.09118441074422949
+ShimmerDDA,32.26551640619959,-1.1962421420758993,197.78463306765263,-15.069679396621652,5.244214738270045,-0.03245438660089175
+NHR,-1.461263158396434,-3.133806472780985,-4.594629510191214,-27.503676846698173,-0.28631671698407735,-0.3838485807496642
+HNR,0.06450869570626179,0.011222722300368623,0.6240955010942777,0.10391717440251932,0.0070516131787636,0.0008733639339333229
+RPDE,1.4782851769458192,1.171507774774478,12.711286080296965,6.190365188783389,0.19408108034420646,0.20479546365855997
+DFA,1.023479805366682,-1.777889552727228,9.505625723228729,-13.020167336517947,0.14122931603835862,-0.27699312176095553
+PPE,-0.22647059942560507,-0.5768655308013669,-2.7573765609959096,-4.083130356963843,-0.004562825621114127,-0.08597244611512335
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+cpu_training_time,2.716284321358962e-12,2.3838222239648195e-11,6.912337645778641e-12,1.049808121304784e-10,5.975671490164849e-13,4.769064657500733e-12
+cpu_prediction_time,-3.07299808243323e-10,-3.655035554113262e-10,-8.25376345395797e-09,-8.566395195395253e-09,6.06228053729346e-11,-3.1906584918168803e-12
+memory_usage,-4.009159649957678e-09,-3.573581489334057e-08,-1.1231425243796445e-08,-1.715210552920011e-07,-8.278790544471113e-10,-6.894195840298102e-09
+max_depth,-0.03032349799825594,-0.257185148564111,-0.1392746049642731,-1.8142541476865297,-0.00547046619746033,-0.03784673458448919
+learning_rate,-1.5687264221339925,-15.089843347035082,-1.893657901883235,-105.96358777194511,-0.3728285049470731,-2.196774465642792
+n_estimators,-0.00012891074510073725,-0.0013086640352993712,2.4801520789106845e-05,-0.009045798980062747,-3.355008315339587e-05,-0.00019220615953058153
+model_CatBoostRegressor,0.6480731547471753,6.504780551272209,0.4137034077044657,43.830864358173784,0.16143989550881363,0.9762962971164212
+model_DecisionTreeRegressor,-0.9539740785398564,-9.330317119630122,-0.8172993534489879,-62.89829659240998,-0.2332362940050301,-1.3953388388552939
+model_LGBMRegressor,0.6006195587323947,6.007613807400787,0.44066323042153005,40.324254571268305,0.14830330452711185,0.905299395508955
+model_RandomForestRegressor,-0.9029174125213807,-9.03108949917897,-0.4470813633573821,-61.24958263104437,-0.22707126815166392,-1.3513983412843908
+model_XGBRegressor,0.6081985328702191,5.8490123290728215,0.41001253350875444,39.99276069372716,0.15056432426696964,0.8651414984553663

parkinsons_motor_lr/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 2.9372887252618285,
+            "MAPE": 1850575299035.3105,
+            "R2": 0.027040548695520306,
+            "Pearson": 0.16444040771348437,
+            "Spearman": 0.12805869003639514
+        },
+        "test": {
+            "RMSE": 2.9931401662405612,
+            "MAPE": 2434277208676.8774,
+            "R2": -0.008104482161207516,
+            "Pearson": 0.06958717864096806,
+            "Spearman": 0.07198314028623436
+        }
+    },
+    "L1": {
+        "train": {
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+            "MAPE": 11933396048921.535,
+            "R2": 0.26503054467090836,
+            "Pearson": 0.5148111748759598,
+            "Spearman": 0.5311492306573854
+        },
+        "test": {
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+            "MAPE": 17701319037899.43,
+            "R2": 0.27505411459167495,
+            "Pearson": 0.5247893966892512,
+            "Spearman": 0.5261275890639907
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 22.34549814725421,
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+            "R2": 0.023024907630985525,
+            "Pearson": 0.15173964716005459,
+            "Spearman": 0.10554734577514983
+        },
+        "test": {
+            "RMSE": 21.06228016719156,
+            "MAPE": 16687799464036.95,
+            "R2": -0.003702913594417767,
+            "Pearson": 0.06926206531733509,
+            "Spearman": 0.06480265437699176
+        }
+    },
+    "L2": {
+        "train": {
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+            "MAPE": 82977602931113.0,
+            "R2": 0.16560229004622606,
+            "Pearson": 0.40694261273757615,
+            "Spearman": 0.5112457378664993
+        },
+        "test": {
+            "RMSE": 17.20483926315427,
+            "MAPE": 118095766749896.72,
+            "R2": 0.1872837944776662,
+            "Pearson": 0.43283859018863596,
+            "Spearman": 0.5027664935031427
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4878365421649339,
+            "MAPE": 305787900551.8477,
+            "R2": 0.023957977629506133,
+            "Pearson": 0.1547841364293999,
+            "Spearman": 0.1340184443872872
+        },
+        "test": {
+            "RMSE": 0.5056321260874868,
+            "MAPE": 431133640021.65283,
+            "R2": -0.008695251693275896,
+            "Pearson": 0.07174054510989125,
+            "Spearman": 0.07624261231935235
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 1989005530752.5725,
+            "R2": 0.29546451307161914,
+            "Pearson": 0.54356647981068,
+            "Spearman": 0.54130894495943
+        },
+        "test": {
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+            "MAPE": 2926554236279.633,
+            "R2": 0.2933639052153554,
+            "Pearson": 0.542502129607553,
+            "Spearman": 0.5379010830845479
+        }
+    }
+}