Upload extra parameters and metrics

parkinsons_total_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.44572612537172385
+}

parkinsons_total_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+age,0.0692329,0.05996397,0.058308225,0.06462629,0.07528122,0.053431865
+testTime,0.029895594,0.025899777,0.03041588,0.030054359,0.03196598,0.026258
+Jitter,0.026556648,0.029242432,0.038316503,0.027333852,0.027818544,0.027138146
+JitterAbs,0.037913743,0.028716596,0.033147823,0.028983226,0.035635997,0.02023174
+JitterRAP,0.057467107,0.023736957,0.042687193,0.036572117,0.04806514,0.019700004
+JitterPPQ5,0.026629066,0.020815488,0.018798886,0.022128712,0.03440568,0.024889102
+JitterDDP,0.018000811,0.017331652,0.015640985,0.021458317,0.019805223,0.01797197
+Shimmer,0.030750714,0.024798168,0.027672654,0.023243576,0.036065876,0.020214222
+ShimmerdB,0.033359066,0.028427893,0.03697669,0.027921846,0.047466077,0.02639635
+ShimmerAPQ3,0.036914237,0.023572354,0.025480261,0.02176637,0.03447464,0.02796954
+ShimmerAPQ5,0.031187426,0.03156964,0.027424844,0.030026719,0.04223776,0.031462766
+ShimmerAPQ11,0.026672646,0.022448212,0.02619668,0.022165019,0.036634985,0.0257854
+ShimmerDDA,0.03841934,0.031291425,0.016110418,0.02437131,0.039753735,0.03158636
+NHR,0.025254043,0.020597458,0.020880273,0.020379046,0.034674626,0.023164008
+HNR,0.04746465,0.029716602,0.03665316,0.027407192,0.048118137,0.02797763
+RPDE,0.03825252,0.02753942,0.039449535,0.035062555,0.043868188,0.02792438
+DFA,0.05210729,0.042028584,0.051929407,0.044417914,0.053205878,0.044646427
+PPE,0.047271814,0.035024077,0.057488002,0.04336933,0.044296723,0.032945763
+sex,0.12405579,0.07153666,0.067536905,0.110776596,0.1165225,0.073365405
+cpu_training_time,0.005820736,0.026778182,0.010938529,0.016701818,0.0047379895,0.020527467
+cpu_prediction_time,0.01183955,0.044882067,0.012467891,0.020073138,0.009058298,0.03446685
+memory_usage,0.027106019,0.065455556,0.034119774,0.035690673,0.019258004,0.0751874
+max_depth,0.025080271,0.06511819,0.045770288,0.041858107,0.016672429,0.057237796
+learning_rate,0.035550624,0.08046337,0.05782454,0.05854154,0.025417387,0.07900366
+n_estimators,0.017591659,0.04534402,0.027470637,0.03549634,0.011217835,0.04621154
+model_CatBoostRegressor,0.013729842,0.029115167,0.021495355,0.024937028,0.014997978,0.033570867
+model_DecisionTreeRegressor,0.01731783,0.003716566,0.035747975,0.023244107,0.012604983,0.003336249
+model_LGBMRegressor,0.004486572,0.01312826,0.008129387,0.032423947,0.005574255,0.020001268
+model_RandomForestRegressor,0.035778694,0.01466146,0.038472667,0.025198162,0.020658057,0.008585906
+model_XGBRegressor,0.008292745,0.01707984,0.0364487,0.023770748,0.009505964,0.03881191

parkinsons_total_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.8674148099610824,
+            "MAPE": 5356460876995.098,
+            "R2": 0.9505748625619845,
+            "Pearson": 0.9762014089919913,
+            "Spearman": 0.9393497746362321
+        },
+        "validation": {
+            "RMSE": 2.9296881095733602,
+            "MAPE": 5219580093731.237,
+            "R2": 0.46489086896383147,
+            "Pearson": 0.6891473559214151,
+            "Spearman": 0.5493052276356875
+        },
+        "test": {
+            "RMSE": 2.816332532191533,
+            "MAPE": 5497209755888.774,
+            "R2": 0.49936921329690787,
+            "Pearson": 0.721223748969051,
+            "Spearman": 0.5790616246311301
+        }
+    },
+    "L1": {
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+            "MAPE": 4841619862492.469,
+            "R2": 0.8039485356767438,
+            "Pearson": 0.9044436042610169,
+            "Spearman": 0.8084468144918615
+        },
+        "validation": {
+            "RMSE": 2.1603876128905073,
+            "MAPE": 3768373180643.487,
+            "R2": 0.5275865785183469,
+            "Pearson": 0.7327528339991952,
+            "Spearman": 0.6687548367992656
+        },
+        "test": {
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+            "MAPE": 4922814036554.105,
+            "R2": 0.5572857465317284,
+            "Pearson": 0.7518655366341133,
+            "Spearman": 0.6973006900165909
+        }
+    },
+    "L2s": {
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+            "MAPE": 44131450331831.02,
+            "R2": 0.9554633958348234,
+            "Pearson": 0.9791941385650464,
+            "Spearman": 0.8710922806501437
+        },
+        "validation": {
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+            "MAPE": 57345078099927.625,
+            "R2": 0.47075847769304335,
+            "Pearson": 0.6985154514636707,
+            "Spearman": 0.4297639940741952
+        },
+        "test": {
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+            "MAPE": 56996034558936.55,
+            "R2": 0.5076892392680963,
+            "Pearson": 0.7261290737312911,
+            "Spearman": 0.4473112336739832
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 9.33424635399515,
+            "MAPE": 39652177424463.45,
+            "R2": 0.9417697949098451,
+            "Pearson": 0.972273820937946,
+            "Spearman": 0.779310275274504
+        },
+        "validation": {
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+            "MAPE": 42157827611899.55,
+            "R2": 0.4685271867850691,
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+            "Spearman": 0.5897377365240585
+        },
+        "test": {
+            "RMSE": 27.17995516378854,
+            "MAPE": 54154444916064.49,
+            "R2": 0.5199478867009482,
+            "Pearson": 0.7257131096755085,
+            "Spearman": 0.6285758507350332
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.13538353935547567,
+            "MAPE": 726061388747.7876,
+            "R2": 0.9235056257754362,
+            "Pearson": 0.9623588898755228,
+            "Spearman": 0.9446764479458036
+        },
+        "validation": {
+            "RMSE": 0.3676054114812424,
+            "MAPE": 637173247870.4387,
+            "R2": 0.43250340282016175,
+            "Pearson": 0.6688102921299675,
+            "Spearman": 0.6089499405582143
+        },
+        "test": {
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+            "MAPE": 668945453660.5524,
+            "R2": 0.4284201958994196,
+            "Pearson": 0.6663106362716035,
+            "Spearman": 0.6047780331624886
+        }
+    },
+    "Lpl": {
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+            "R2": 0.7938809832135689,
+            "Pearson": 0.89438088857277,
+            "Spearman": 0.8527455398548547
+        },
+        "validation": {
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+            "R2": 0.5352366426396251,
+            "Pearson": 0.7320988093735729,
+            "Spearman": 0.6915361768133194
+        },
+        "test": {
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+            "MAPE": 505811817826.52496,
+            "R2": 0.5646542071102238,
+            "Pearson": 0.7532518485525511,
+            "Spearman": 0.7187331271874084
+        }
+    }
+}