Upload extra parameters and metrics

parkinsons_total_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.44572612537172385
+}

parkinsons_total_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.06700599,0.06314606,0.06280699,0.06439008,0.07080134,0.046280853
+testTime,0.030103728,0.028559295,0.029866071,0.029282097,0.03370795,0.021225736
+Jitter,0.029388508,0.026721576,0.03330221,0.030623376,0.027535625,0.023825971
+JitterAbs,0.039119184,0.026000917,0.03770617,0.029621942,0.038476102,0.019841589
+JitterRAP,0.05549385,0.022229806,0.043861173,0.03227162,0.04658095,0.022474369
+JitterPPQ5,0.029329615,0.022219079,0.019914752,0.021293674,0.033590693,0.023346288
+JitterDDP,0.026403088,0.018244501,0.019829778,0.02123422,0.018711818,0.019418724
+Shimmer,0.032364756,0.022114905,0.02656473,0.024099963,0.038549427,0.018742565
+ShimmerdB,0.0358035,0.027616585,0.03751617,0.023678035,0.049420144,0.021958333
+ShimmerAPQ3,0.041809395,0.02647548,0.030856736,0.020982867,0.036087424,0.023622131
+ShimmerAPQ5,0.034267515,0.033285048,0.02598681,0.029203376,0.04333464,0.029751737
+ShimmerAPQ11,0.030926336,0.022879876,0.02701474,0.020828774,0.03127302,0.02242162
+ShimmerDDA,0.031300988,0.026708553,0.03365685,0.018626176,0.053140085,0.023978202
+NHR,0.029667286,0.020061953,0.022010999,0.020080904,0.033568636,0.021334665
+HNR,0.04881768,0.026917325,0.037685372,0.02890217,0.04483903,0.025242453
+RPDE,0.042545192,0.028855398,0.04258332,0.033101276,0.04615447,0.026236305
+DFA,0.051478516,0.04855123,0.058196504,0.04711063,0.052420493,0.03572986
+PPE,0.048557773,0.03501198,0.064317524,0.045165055,0.04734482,0.028932638
+sex,0.095111564,0.11561942,0.072929114,0.111033775,0.10794282,0.0474352
+cpu_training_time,0.006156874,0.018735591,0.011506385,0.016430592,0.004640735,0.02806323
+cpu_prediction_time,0.012349308,0.028944436,0.013532314,0.019257974,0.009541685,0.049417518
+memory_usage,0.029228328,0.05385001,0.0296124,0.034217495,0.02089345,0.09318051
+max_depth,0.025143683,0.04540054,0.035551112,0.03977648,0.016797435,0.07697941
+learning_rate,0.036035698,0.065894395,0.046056446,0.05310917,0.025891494,0.09809469
+n_estimators,0.017518038,0.03601113,0.019397166,0.03429803,0.011950542,0.047870066
+model_CatBoostRegressor,0.014853151,0.027060695,0.012891894,0.022623451,0.014514819,0.037635226
+model_DecisionTreeRegressor,0.019103374,0.028587405,0.030964892,0.040758237,0.009957101,0.0038691408
+model_LGBMRegressor,0.0052542873,0.01430399,0.005841883,0.030709652,0.006020686,0.0132068945
+model_RandomForestRegressor,0.026157262,0.0201254,0.034914322,0.032636795,0.01659017,0.0055526462
+model_XGBRegressor,0.008705494,0.019867321,0.03312514,0.02465204,0.0097223045,0.044331428

parkinsons_total_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.8723443182240118,
+            "MAPE": 5192472966021.642,
+            "R2": 0.9500115013492282,
+            "Pearson": 0.9759326861785397,
+            "Spearman": 0.9392819749250405
+        },
+        "validation": {
+            "RMSE": 2.9560676596825783,
+            "MAPE": 5919145359348.422,
+            "R2": 0.45521100605887976,
+            "Pearson": 0.6836910963450893,
+            "Spearman": 0.5502873882411385
+        },
+        "test": {
+            "RMSE": 2.908342301464785,
+            "MAPE": 5589908889112.396,
+            "R2": 0.46612359190302277,
+            "Pearson": 0.6944760515680248,
+            "Spearman": 0.5396181579180592
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.8355658612357961,
+            "MAPE": 3641276289549.8486,
+            "R2": 0.9238269496759983,
+            "Pearson": 0.9624787632842201,
+            "Spearman": 0.8753431177938763
+        },
+        "validation": {
+            "RMSE": 2.0893660975365007,
+            "MAPE": 3641096285181.566,
+            "R2": 0.5581366736398106,
+            "Pearson": 0.749191551251257,
+            "Spearman": 0.6744634831567753
+        },
+        "test": {
+            "RMSE": 1.9755516145135283,
+            "MAPE": 4095532280838.773,
+            "R2": 0.5912650554343466,
+            "Pearson": 0.77134519595963,
+            "Spearman": 0.7038153501215958
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 14.909957690423488,
+            "MAPE": 95143439925193.48,
+            "R2": 0.8713747344968005,
+            "Pearson": 0.9456870469218756,
+            "Spearman": 0.8255814489594313
+        },
+        "validation": {
+            "RMSE": 35.7421768855649,
+            "MAPE": 79367009997467.17,
+            "R2": 0.37435164162044654,
+            "Pearson": 0.6292979049680711,
+            "Spearman": 0.42079377586445194
+        },
+        "test": {
+            "RMSE": 31.71493699404914,
+            "MAPE": 70393818095000.38,
+            "R2": 0.4375407840617158,
+            "Pearson": 0.6872047891407148,
+            "Spearman": 0.43236903876705773
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 9.337276482746056,
+            "MAPE": 41211071340643.69,
+            "R2": 0.9417319828249386,
+            "Pearson": 0.9722884593860038,
+            "Spearman": 0.7786238044989099
+        },
+        "validation": {
+            "RMSE": 30.89182420797423,
+            "MAPE": 47859540760603.305,
+            "R2": 0.46505205555895124,
+            "Pearson": 0.6875086385241616,
+            "Spearman": 0.6058809099061849
+        },
+        "test": {
+            "RMSE": 27.49729903811302,
+            "MAPE": 63744643021044.17,
+            "R2": 0.5086725964495888,
+            "Pearson": 0.716890547764611,
+            "Spearman": 0.6261322644731063
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.13544922137070456,
+            "MAPE": 674084645013.4482,
+            "R2": 0.923431384498244,
+            "Pearson": 0.9623080777976097,
+            "Spearman": 0.9446001371507523
+        },
+        "validation": {
+            "RMSE": 0.3656700506687175,
+            "MAPE": 572105486889.729,
+            "R2": 0.4384631599966078,
+            "Pearson": 0.6767499278661572,
+            "Spearman": 0.6127189810230793
+        },
+        "test": {
+            "RMSE": 0.3787541660747682,
+            "MAPE": 617997266509.9047,
+            "R2": 0.41226105520902423,
+            "Pearson": 0.6518166849240441,
+            "Spearman": 0.5983165724237894
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 617931192626.9486,
+            "R2": 0.7118857670416113,
+            "Pearson": 0.8531451915489292,
+            "Spearman": 0.8147321398158079
+        },
+        "validation": {
+            "RMSE": 0.21827611627994936,
+            "MAPE": 538587827739.104,
+            "R2": 0.5234845780517211,
+            "Pearson": 0.7263778063729533,
+            "Spearman": 0.6907463497519513
+        },
+        "test": {
+            "RMSE": 0.2146306959191993,
+            "MAPE": 597147737077.1556,
+            "R2": 0.5423106493468368,
+            "Pearson": 0.7399828215394362,
+            "Spearman": 0.7098858314262666
+        }
+    }
+}