Upload extra parameters and metrics

parkinsons_motor_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.5694687333514343
+}

parkinsons_motor_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.056251045,0.07245895,0.055764522,0.080006905,0.058672,0.056999695
+testTime,0.0365781,0.036903005,0.040201377,0.04687439,0.031924713,0.030525684
+Jitter,0.031534664,0.022078298,0.027871829,0.019693555,0.030665508,0.021986317
+JitterAbs,0.04001741,0.02385598,0.035768043,0.021869255,0.038342454,0.02513652
+JitterRAP,0.04037772,0.019980298,0.03464322,0.01901991,0.03570624,0.019309409
+JitterPPQ5,0.032743204,0.023381181,0.022847334,0.022951083,0.040489014,0.027241467
+JitterDDP,0.030003764,0.015920222,0.012639139,0.014215085,0.03193833,0.020105192
+Shimmer,0.035385057,0.028094629,0.036167547,0.030335886,0.03433543,0.024937043
+ShimmerdB,0.043182753,0.022489699,0.04100408,0.028794764,0.046929404,0.027419278
+ShimmerAPQ3,0.0378795,0.022554848,0.033791352,0.01748842,0.04221974,0.029170295
+ShimmerAPQ5,0.0363908,0.025225494,0.02627309,0.021980971,0.047374748,0.034902155
+ShimmerAPQ11,0.03695405,0.02668825,0.02710438,0.02894389,0.038690265,0.021500057
+ShimmerDDA,0.04047571,0.024617469,0.03296668,0.027944664,0.043601714,0.02594603
+NHR,0.03932716,0.021920424,0.03592863,0.02013965,0.03831618,0.027236084
+HNR,0.056442883,0.0217147,0.039337467,0.021356782,0.055366524,0.026139438
+RPDE,0.040855117,0.027729645,0.04230632,0.025373382,0.039541587,0.02632986
+DFA,0.05110415,0.039683048,0.04965301,0.037435137,0.050679207,0.044191033
+PPE,0.047206655,0.031690992,0.039750334,0.026272338,0.05272161,0.032971997
+sex,0.087251335,0.10736628,0.08037686,0.16521968,0.11417772,0.06250495
+cpu_training_time,0.0063095246,0.020484375,0.013661481,0.01892397,0.0046119774,0.021611389
+cpu_prediction_time,0.010030388,0.032148965,0.014461563,0.02212895,0.007928058,0.040561557
+memory_usage,0.027447836,0.055934638,0.03900401,0.04120326,0.016136382,0.06590247
+max_depth,0.027114995,0.07063402,0.0508223,0.053182837,0.014997154,0.070403576
+learning_rate,0.03596712,0.081310436,0.064125255,0.069112174,0.023155054,0.08235689
+n_estimators,0.014458129,0.039675858,0.02131227,0.03431833,0.010498026,0.038257405
+model_CatBoostRegressor,0.0137468865,0.025222944,0.015680522,0.019916752,0.013363126,0.02105219
+model_DecisionTreeRegressor,0.014133574,0.010338422,0.015418356,0.0125355525,0.010470737,0.0073244628
+model_LGBMRegressor,0.0037503014,0.008841609,0.004094379,0.007143991,0.0050173844,0.01017805
+model_RandomForestRegressor,0.019182935,0.016361553,0.03489908,0.03135787,0.013554629,0.015573808
+model_XGBRegressor,0.007897243,0.024693713,0.012125718,0.014260574,0.008575291,0.042225644

parkinsons_motor_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.6935919954191468,
+            "MAPE": 3330537108484.8667,
+            "R2": 0.9450751142910605,
+            "Pearson": 0.9736190210459736,
+            "Spearman": 0.9413226207731691
+        },
+        "validation": {
+            "RMSE": 2.2994978695813804,
+            "MAPE": 3494985519652.401,
+            "R2": 0.4509211125836803,
+            "Pearson": 0.6922806158593371,
+            "Spearman": 0.5757611187118514
+        },
+        "test": {
+            "RMSE": 2.3071478291162224,
+            "MAPE": 5123713001059.569,
+            "R2": 0.40103384786328555,
+            "Pearson": 0.64270290442003,
+            "Spearman": 0.512358989982961
+        }
+    },
+    "L1": {
+        "train": {
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+            "MAPE": 2145102504223.1577,
+            "R2": 0.9138963721071524,
+            "Pearson": 0.9573322930879268,
+            "Spearman": 0.8767186290799076
+        },
+        "validation": {
+            "RMSE": 1.4427635323387822,
+            "MAPE": 3250760890333.0786,
+            "R2": 0.6305052164278755,
+            "Pearson": 0.7995842099783491,
+            "Spearman": 0.7269937919932581
+        },
+        "test": {
+            "RMSE": 1.3485775638986781,
+            "MAPE": 4823200653003.825,
+            "R2": 0.6343524651612162,
+            "Pearson": 0.7984306239466198,
+            "Spearman": 0.6943181478997535
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 5.108524299462932,
+            "MAPE": 21545963776919.58,
+            "R2": 0.9478736800437072,
+            "Pearson": 0.9755725528304315,
+            "Spearman": 0.8871047266900771
+        },
+        "validation": {
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+            "MAPE": 33078197589142.695,
+            "R2": 0.46125613899206985,
+            "Pearson": 0.693876199048324,
+            "Spearman": 0.4789336001751508
+        },
+        "test": {
+            "RMSE": 15.34457247739447,
+            "MAPE": 44817374516583.58,
+            "R2": 0.46727386940775417,
+            "Pearson": 0.6966749015763323,
+            "Spearman": 0.4307377550226534
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 5.274824398862743,
+            "MAPE": 19758688617001.168,
+            "R2": 0.9343310147606896,
+            "Pearson": 0.9683790277675097,
+            "Spearman": 0.791492913136692
+        },
+        "validation": {
+            "RMSE": 14.158698031779481,
+            "MAPE": 27343773887238.95,
+            "R2": 0.5918990317249394,
+            "Pearson": 0.7793572021709795,
+            "Spearman": 0.6419083657432925
+        },
+        "test": {
+            "RMSE": 11.76250341509467,
+            "MAPE": 39255072093662.016,
+            "R2": 0.6201280679877326,
+            "Pearson": 0.7905751766899342,
+            "Spearman": 0.6280251839940021
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.13876062246607077,
+            "MAPE": 602914512298.2898,
+            "R2": 0.9210972633210693,
+            "Pearson": 0.9612500147370721,
+            "Spearman": 0.9462618087187287
+        },
+        "validation": {
+            "RMSE": 0.3846302400874872,
+            "MAPE": 474165544546.01855,
+            "R2": 0.41097899008726957,
+            "Pearson": 0.6565890791288117,
+            "Spearman": 0.6187884231342847
+        },
+        "test": {
+            "RMSE": 0.3995738823932747,
+            "MAPE": 826852393391.631,
+            "R2": 0.3729047710307458,
+            "Pearson": 0.6220378412958198,
+            "Spearman": 0.5748679182317218
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 491725634592.9047,
+            "R2": 0.8015092328448911,
+            "Pearson": 0.8977964085526217,
+            "Spearman": 0.8618803650962482
+        },
+        "validation": {
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+            "MAPE": 479340205351.7789,
+            "R2": 0.5777242881970176,
+            "Pearson": 0.7620584009264599,
+            "Spearman": 0.7296495500657345
+        },
+        "test": {
+            "RMSE": 0.2103396200296932,
+            "MAPE": 803895233264.2983,
+            "R2": 0.5534397522298061,
+            "Pearson": 0.7449673633931791,
+            "Spearman": 0.7083193698240131
+        }
+    }
+}