Upload extra parameters and metrics

parkinsons_motor_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.5694687333514343
+}

parkinsons_motor_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.051720127,0.07426096,0.05537207,0.08034366,0.058535464,0.06084873
+testTime,0.037180956,0.039525397,0.035249915,0.048577055,0.03277464,0.03165051
+Jitter,0.029023193,0.022986198,0.027901104,0.01932231,0.03142778,0.023481933
+JitterAbs,0.04058854,0.024127303,0.03314028,0.025214376,0.0386854,0.023077609
+JitterRAP,0.038475297,0.019454716,0.036568724,0.016617566,0.03398421,0.020059455
+JitterPPQ5,0.031056007,0.024293628,0.022142915,0.020135412,0.039555274,0.028161334
+JitterDDP,0.027545499,0.013688523,0.015551921,0.012989668,0.038027626,0.017383099
+Shimmer,0.033834793,0.027060635,0.032159105,0.02913938,0.036651723,0.025757676
+ShimmerdB,0.045994338,0.022572286,0.037408624,0.02562545,0.048619587,0.025585594
+ShimmerAPQ3,0.03540949,0.02188939,0.034412123,0.016850928,0.043865077,0.024163436
+ShimmerAPQ5,0.0417052,0.0236161,0.02666356,0.021404177,0.050349057,0.033333693
+ShimmerAPQ11,0.036304127,0.024853762,0.02626919,0.025790669,0.0366843,0.02240667
+ShimmerDDA,0.04708914,0.023430586,0.055795576,0.036614455,0.036596783,0.037099533
+NHR,0.031736743,0.024186855,0.036619827,0.0216946,0.037205048,0.026653826
+HNR,0.05948155,0.022186372,0.038480934,0.022571912,0.053768277,0.024805347
+RPDE,0.03913053,0.030348152,0.03998203,0.02530273,0.039450463,0.026530785
+DFA,0.052851666,0.04318569,0.048320215,0.040618807,0.04838403,0.04459718
+PPE,0.044037223,0.03238339,0.036125995,0.028470205,0.05001755,0.031946685
+sex,0.09713316,0.109941006,0.08532416,0.16007476,0.11344659,0.07114761
+cpu_training_time,0.0059995553,0.020418115,0.012657116,0.020029938,0.004583158,0.019950105
+cpu_prediction_time,0.010793938,0.032519955,0.013447293,0.020955319,0.007948723,0.034467656
+memory_usage,0.027769988,0.05204749,0.035839476,0.041387867,0.01718535,0.061682694
+max_depth,0.027776215,0.06829792,0.050316814,0.05529325,0.01616819,0.060705874
+learning_rate,0.035044346,0.08012389,0.06125166,0.0686964,0.024571894,0.075754866
+n_estimators,0.013348808,0.039451133,0.019922163,0.03239438,0.010656756,0.039287303
+model_CatBoostRegressor,0.012994406,0.02271166,0.015744537,0.020533754,0.01431376,0.025095908
+model_DecisionTreeRegressor,0.016855886,0.008364654,0.021861184,0.010801705,0.00956242,0.0121061485
+model_LGBMRegressor,0.0033203918,0.010153155,0.0045211976,0.008467733,0.0052311253,0.012474773
+model_RandomForestRegressor,0.01843355,0.018937761,0.028900271,0.028789623,0.012811612,0.016876021
+model_XGBRegressor,0.007365179,0.022983441,0.0120498985,0.01529195,0.008938171,0.0429079

parkinsons_motor_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.6900211548549234,
+            "MAPE": 3188451437646.7017,
+            "R2": 0.9456392013776937,
+            "Pearson": 0.9739042979983863,
+            "Spearman": 0.9415838111704066
+        },
+        "validation": {
+            "RMSE": 2.3259375121158645,
+            "MAPE": 3998450885013.6797,
+            "R2": 0.4382218963178336,
+            "Pearson": 0.678799074511295,
+            "Spearman": 0.5486516758272532
+        },
+        "test": {
+            "RMSE": 2.27688437959904,
+            "MAPE": 5237172207390.96,
+            "R2": 0.41664437342898,
+            "Pearson": 0.6558701460926102,
+            "Spearman": 0.528209139391941
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.6572407711652993,
+            "MAPE": 2153954419440.9429,
+            "R2": 0.9144705302703108,
+            "Pearson": 0.9576364339612871,
+            "Spearman": 0.8772858729223075
+        },
+        "validation": {
+            "RMSE": 1.454381484320313,
+            "MAPE": 2777090134733.5806,
+            "R2": 0.6245304929489472,
+            "Pearson": 0.794927675114481,
+            "Spearman": 0.7220731176463135
+        },
+        "test": {
+            "RMSE": 1.3431900080790846,
+            "MAPE": 4725918383553.299,
+            "R2": 0.6372681469835496,
+            "Pearson": 0.8004938916941604,
+            "Spearman": 0.7015747199770842
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 5.1397403383455975,
+            "MAPE": 21751470661370.39,
+            "R2": 0.9472346897474845,
+            "Pearson": 0.9752771582199858,
+            "Spearman": 0.8864505194801852
+        },
+        "validation": {
+            "RMSE": 17.652596432114542,
+            "MAPE": 33576423750426.055,
+            "R2": 0.4667260314175189,
+            "Pearson": 0.7006259552317016,
+            "Spearman": 0.4839518743869061
+        },
+        "test": {
+            "RMSE": 15.575917387316608,
+            "MAPE": 47487710755032.086,
+            "R2": 0.4510893156937712,
+            "Pearson": 0.6808422583711597,
+            "Spearman": 0.4185136156004141
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 5.272508459112414,
+            "MAPE": 19349112253597.34,
+            "R2": 0.9343886667372584,
+            "Pearson": 0.9684083779080456,
+            "Spearman": 0.7924982502789432
+        },
+        "validation": {
+            "RMSE": 14.009113457610443,
+            "MAPE": 26567956681808.46,
+            "R2": 0.6004765351722483,
+            "Pearson": 0.7846377105326904,
+            "Spearman": 0.637013233563164
+        },
+        "test": {
+            "RMSE": 11.779901768055023,
+            "MAPE": 42868275275106.31,
+            "R2": 0.6190034716946926,
+            "Pearson": 0.7896734639971784,
+            "Spearman": 0.6201210993127747
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.1387562273324556,
+            "MAPE": 609015574569.8546,
+            "R2": 0.9211022616062027,
+            "Pearson": 0.9612511768846217,
+            "Spearman": 0.9461846009207486
+        },
+        "validation": {
+            "RMSE": 0.38674124023115675,
+            "MAPE": 489168130864.5484,
+            "R2": 0.4044956952135107,
+            "Pearson": 0.6500265420979487,
+            "Spearman": 0.5962828948816964
+        },
+        "test": {
+            "RMSE": 0.3989306844919618,
+            "MAPE": 855858451364.2185,
+            "R2": 0.37492202850290635,
+            "Pearson": 0.6221312566636421,
+            "Spearman": 0.5748127185856091
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.12431666848157409,
+            "MAPE": 381062499579.18756,
+            "R2": 0.8417504534267111,
+            "Pearson": 0.9192928430933431,
+            "Spearman": 0.8847788217859808
+        },
+        "validation": {
+            "RMSE": 0.20583722771004204,
+            "MAPE": 380056647486.13464,
+            "R2": 0.5826373300729131,
+            "Pearson": 0.764767946187915,
+            "Spearman": 0.7296125572722174
+        },
+        "test": {
+            "RMSE": 0.20683284540966898,
+            "MAPE": 748862957826.6042,
+            "R2": 0.5682057017974219,
+            "Pearson": 0.7549310173567048,
+            "Spearman": 0.7172177256230539
+        }
+    }
+}