Upload extra parameters and metrics

swCSC_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.0014443841329252701
+}

swCSC_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,0.3105404,0.35256085,0.08268249,0.09589118,0.20569474,0.25011975
+FEh,0.08336302,0.0696682,0.6649674,0.5974223,0.13493815,0.13813566
+PT_D,0.0,0.017990097,0.0032419383,0.0044281688,0.03183941,0.04824964
+PT_P,0.12739637,0.055926707,0.04647979,0.029991992,0.053089317,0.071335964
+PT_Unk,0.15889828,0.2523453,0.06990456,0.12145976,0.10792534,0.08968073
+FEM_A,0.08830159,0.066986136,0.0134686865,0.015924325,0.1368115,0.06708373
+FEM_C,0.01336564,0.015111464,0.0001716009,0.00013184058,0.08431935,0.05666972
+FEM_CAE,0.0,0.0,0.0,0.0,0.0,0.0
+FEM_D,0.034481563,0.0012714152,8.322419e-05,4.7126614e-05,0.030489603,0.0049941754
+FEM_EO,0.051301967,0.007500238,0.0006317734,0.0005057376,0.07517136,0.032237653
+FEM_W,0.0,0.0,0.0,0.0,0.0,0.0
+cpu_training_time,0.003089674,0.004411729,0.0056525115,0.0054183705,0.0035195318,0.0066082985
+cpu_prediction_time,0.0030679307,0.005368711,0.0046182917,0.0046543772,0.004314864,0.008665349
+memory_usage,0.008547904,0.009881891,0.017170006,0.016252171,0.004894332,0.010056095
+max_depth,0.0016711669,0.0027061654,0.003239391,0.0030903728,0.0036586504,0.0041053034
+learning_rate,0.008504378,0.012937317,0.016161837,0.020192191,0.014122935,0.02097276
+n_estimators,0.004493976,0.008795994,0.00909972,0.01125488,0.00911659,0.014306016
+model_CatBoostRegressor,0.01583404,0.02005134,0.0068385876,0.0068404493,0.036296435,0.05966837
+model_DecisionTreeRegressor,0.0013686556,0.0022198567,0.0,0.0,8.4706335e-05,0.00065794145
+model_LGBMRegressor,0.054840017,0.06839433,0.039653648,0.04623004,0.029156826,0.08364232
+model_RandomForestRegressor,0.0059117135,0.0045698327,0.0035108216,0.004174084,0.004209578,0.015914835
+model_XGBRegressor,0.02502162,0.021302348,0.012423732,0.016090674,0.030346597,0.016895683

swCSC_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1355.0220863188972,
+            "MAPE": 4.2865669478004085,
+            "R2": 0.009436874707767662,
+            "Pearson": 0.2934112378642004,
+            "Spearman": 0.2098123601072197
+        },
+        "validation": {
+            "RMSE": 506.32939375956744,
+            "MAPE": 30.455771695812203,
+            "R2": -0.006033678276462284,
+            "Pearson": -0.09790648250711005,
+            "Spearman": 0.07301784344392133
+        },
+        "test": {
+            "RMSE": 588.8717974071209,
+            "MAPE": 3.271578434889405,
+            "R2": -0.808055323649548,
+            "Pearson": 0.46969197318412015,
+            "Spearman": 0.4908611634911302
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 418.07421482042184,
+            "MAPE": 5.059815018348742,
+            "R2": 0.8690612045604317,
+            "Pearson": 0.9863134662229965,
+            "Spearman": 0.8865468170775946
+        },
+        "validation": {
+            "RMSE": 393.36690400759323,
+            "MAPE": 47.95929815185189,
+            "R2": -0.09742418087408167,
+            "Pearson": 0.15055495802232002,
+            "Spearman": -0.01945242222883017
+        },
+        "test": {
+            "RMSE": 278.64051169030625,
+            "MAPE": 3.9802748819971785,
+            "R2": -0.03775921237442814,
+            "Pearson": 0.23774259880714513,
+            "Spearman": 0.13375019112585113
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 1661049.450938188,
+            "MAPE": 23567.26068647272,
+            "R2": 0.9383759469700514,
+            "Pearson": 0.9942390052328155,
+            "Spearman": 0.8028044970871843
+        },
+        "validation": {
+            "RMSE": 553494.026782197,
+            "MAPE": 506968.7803787998,
+            "R2": -0.053546589694825286,
+            "Pearson": 0.23552158591988023,
+            "Spearman": 0.12704334761964178
+        },
+        "test": {
+            "RMSE": 621570.2507967758,
+            "MAPE": 2326.686191241596,
+            "R2": -1.6089272615934251,
+            "Pearson": 0.07201648601478462,
+            "Spearman": 0.276334715304067
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 844880.095293131,
+            "MAPE": 13545.34983603474,
+            "R2": 0.9834399013980476,
+            "Pearson": 0.996899278073729,
+            "Spearman": 0.8088879329243486
+        },
+        "validation": {
+            "RMSE": 680986.8561103407,
+            "MAPE": 357481.14486267563,
+            "R2": -0.7978166052686118,
+            "Pearson": -0.002300708334760815,
+            "Spearman": -0.18164116491269686
+        },
+        "test": {
+            "RMSE": 379288.43709465873,
+            "MAPE": 1484.161783492172,
+            "R2": -0.23249552834217369,
+            "Pearson": 0.010818267639829682,
+            "Spearman": -0.09117538712410249
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.44636654015187904,
+            "MAPE": 1.504245249742081,
+            "R2": 0.008392009681171375,
+            "Pearson": 0.2827587892835194,
+            "Spearman": 0.2410761745990999
+        },
+        "validation": {
+            "RMSE": 0.3342297001307114,
+            "MAPE": 6.4210392743158025,
+            "R2": -0.13228463488901188,
+            "Pearson": 0.15506714726433962,
+            "Spearman": 0.26242952662079855
+        },
+        "test": {
+            "RMSE": 0.31155204991355095,
+            "MAPE": 1.369854840907735,
+            "R2": -0.19203920025040078,
+            "Pearson": 0.4559979118955578,
+            "Spearman": 0.48395994239252443
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.22212707016401076,
+            "MAPE": 5.786018061324902,
+            "R2": 0.3826698245771396,
+            "Pearson": 0.9307352867959265,
+            "Spearman": 0.8588384867441968
+        },
+        "validation": {
+            "RMSE": 0.21888932179857765,
+            "MAPE": 51.924934313199934,
+            "R2": -0.004108329525797982,
+            "Pearson": 0.25388846709178586,
+            "Spearman": 0.18822048750738898
+        },
+        "test": {
+            "RMSE": 0.17260796659300526,
+            "MAPE": 3.8527553488872237,
+            "R2": -0.1047962100830202,
+            "Pearson": 0.24786460949376188,
+            "Spearman": 0.1059329043825636
+        }
+    }
+}