Upload extra parameters and metrics

parkinsons_motor_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.5694687333514343
+}

parkinsons_motor_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.05512043,0.07140083,0.057191543,0.0857615,0.06052112,0.063954435
+testTime,0.03708394,0.037773076,0.038662907,0.048898675,0.029768996,0.033689875
+Jitter,0.022637019,0.021554362,0.027757267,0.022287339,0.030414576,0.02315345
+JitterAbs,0.04169457,0.024082385,0.03385336,0.02551371,0.03878512,0.023604967
+JitterRAP,0.03612485,0.019597352,0.031980574,0.020377908,0.034241416,0.019327488
+JitterPPQ5,0.037466735,0.024765309,0.023964241,0.023481337,0.04009137,0.028484548
+JitterDDP,0.037436537,0.015699083,0.01395263,0.01857748,0.0315424,0.020286271
+Shimmer,0.032849364,0.02783366,0.035946645,0.03196866,0.03672347,0.025956213
+ShimmerdB,0.04539072,0.025370933,0.038520142,0.026794927,0.04820119,0.025627306
+ShimmerAPQ3,0.044617116,0.022360144,0.033400822,0.019759754,0.045768786,0.026524149
+ShimmerAPQ5,0.0353425,0.02530612,0.027093973,0.0262211,0.04551764,0.031142984
+ShimmerAPQ11,0.04063781,0.025112761,0.024853492,0.02583465,0.035654277,0.020750929
+ShimmerDDA,0.049135707,0.023352401,0.02803243,0.020104986,0.042720605,0.023072757
+NHR,0.03966152,0.023133151,0.03732257,0.022825575,0.038196262,0.028119437
+HNR,0.060088158,0.022496637,0.040276352,0.024335304,0.054076128,0.025142016
+RPDE,0.043104623,0.028699031,0.040622488,0.027864471,0.042940136,0.027712138
+DFA,0.05593483,0.038970552,0.049736973,0.03862459,0.04987009,0.045854244
+PPE,0.04682739,0.032886513,0.041350044,0.029254934,0.04831886,0.033489477
+sex,0.105865985,0.11380957,0.09283042,0.14103246,0.10612661,0.073076025
+cpu_training_time,0.0067532286,0.021001177,0.012473014,0.019915903,0.0049074413,0.01951194
+cpu_prediction_time,0.009877461,0.032139767,0.015381739,0.023442257,0.00799146,0.03420198
+memory_usage,0.02187054,0.052921224,0.03656904,0.040995043,0.018353358,0.060619086
+max_depth,0.02229969,0.068686135,0.05062594,0.05527978,0.015483729,0.06193006
+learning_rate,0.025070129,0.081853926,0.06230946,0.066657774,0.022321576,0.07546388
+n_estimators,0.010763483,0.0392755,0.02019786,0.03420896,0.0109941885,0.03887642
+model_CatBoostRegressor,0.0076342593,0.023552626,0.016893398,0.018430796,0.013759206,0.025674958
+model_DecisionTreeRegressor,0.0074261217,0.008772957,0.017716007,0.01076112,0.020678647,0.010552032
+model_LGBMRegressor,0.0015497863,0.008576571,0.0041339146,0.0072394744,0.0051956656,0.01393255
+model_RandomForestRegressor,0.015433232,0.015189252,0.03525335,0.028795103,0.011964623,0.015379888
+model_XGBRegressor,0.004302448,0.023827031,0.0110974,0.01475429,0.008870985,0.044888414

parkinsons_motor_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1.2986016976212122,
+            "MAPE": 6584688088657.267,
+            "R2": 0.8074635546002861,
+            "Pearson": 0.9180415064880676,
+            "Spearman": 0.8728235560508169
+        },
+        "validation": {
+            "RMSE": 2.4326290147812086,
+            "MAPE": 5316955867398.162,
+            "R2": 0.3855019815939449,
+            "Pearson": 0.664211955067209,
+            "Spearman": 0.5672724124877692
+        },
+        "test": {
+            "RMSE": 2.4012356111301023,
+            "MAPE": 6609159414684.003,
+            "R2": 0.35118484332043687,
+            "Pearson": 0.621169056955269,
+            "Spearman": 0.5417026510782708
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.6582236678561464,
+            "MAPE": 2222818005068.915,
+            "R2": 0.9142145221319157,
+            "Pearson": 0.957492317628195,
+            "Spearman": 0.8773179265811942
+        },
+        "validation": {
+            "RMSE": 1.4443332100437627,
+            "MAPE": 3153376223615.3994,
+            "R2": 0.6297007835262365,
+            "Pearson": 0.7984150071557785,
+            "Spearman": 0.7154276027774963
+        },
+        "test": {
+            "RMSE": 1.3525460675243686,
+            "MAPE": 4425023939484.247,
+            "R2": 0.6321972926778068,
+            "Pearson": 0.7967950915222777,
+            "Spearman": 0.6973575019413462
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 5.021762172135891,
+            "MAPE": 21227581950817.125,
+            "R2": 0.9496292496653931,
+            "Pearson": 0.9763521423146758,
+            "Spearman": 0.8878246752102859
+        },
+        "validation": {
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+            "MAPE": 37964695036413.69,
+            "R2": 0.4859806081170006,
+            "Pearson": 0.7155393015802828,
+            "Spearman": 0.5043418132838949
+        },
+        "test": {
+            "RMSE": 15.152454074559724,
+            "MAPE": 44739755187673.75,
+            "R2": 0.48053012531635864,
+            "Pearson": 0.7063480344607476,
+            "Spearman": 0.42492116337202396
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 6.169131778237871,
+            "MAPE": 23829993910143.188,
+            "R2": 0.9101760007890658,
+            "Pearson": 0.956879869418609,
+            "Spearman": 0.7776135835381548
+        },
+        "validation": {
+            "RMSE": 14.345727828381827,
+            "MAPE": 26699415338797.074,
+            "R2": 0.5810461746017657,
+            "Pearson": 0.7736616431654733,
+            "Spearman": 0.6464205331088385
+        },
+        "test": {
+            "RMSE": 11.937578926676615,
+            "MAPE": 44222692398005.56,
+            "R2": 0.6087357279448105,
+            "Pearson": 0.7835873588800928,
+            "Spearman": 0.6355547673869314
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.13837079391127288,
+            "MAPE": 624925794563.8612,
+            "R2": 0.9215399729797057,
+            "Pearson": 0.9614359226583568,
+            "Spearman": 0.9462459728233454
+        },
+        "validation": {
+            "RMSE": 0.3834987525110289,
+            "MAPE": 426659213073.9559,
+            "R2": 0.41443940266161394,
+            "Pearson": 0.6578725974448942,
+            "Spearman": 0.6037717475211914
+        },
+        "test": {
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+            "MAPE": 777867217775.3561,
+            "R2": 0.39455876118842326,
+            "Pearson": 0.6414114754430899,
+            "Spearman": 0.5881680508246736
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 334098630085.0868,
+            "R2": 0.8600779598808163,
+            "Pearson": 0.9289556985417121,
+            "Spearman": 0.8959242830120462
+        },
+        "validation": {
+            "RMSE": 0.20417758878167294,
+            "MAPE": 399471633336.18567,
+            "R2": 0.589340479763291,
+            "Pearson": 0.7690172913161875,
+            "Spearman": 0.7329734357415598
+        },
+        "test": {
+            "RMSE": 0.20639653863553906,
+            "MAPE": 751311287703.5774,
+            "R2": 0.5700254908237914,
+            "Pearson": 0.7562091976908375,
+            "Spearman": 0.7190022290588644
+        }
+    }
+}