Upload extra parameters and metrics

swCSC_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.0014443841329252701
+}

swCSC_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,0.30161175,0.39857885,0.078117564,0.103344396,0.18745828,0.24037026
+FEh,0.08443557,0.08172388,0.67497844,0.6349167,0.13396801,0.1523864
+PT_D,0.0017055558,0.018755786,0.00310938,0.004970125,0.03169065,0.04465194
+PT_P,0.13153043,0.05479326,0.04181315,0.031558305,0.042080052,0.07153574
+PT_Unk,0.16675149,0.17140336,0.081301264,0.075552404,0.10840107,0.101571925
+FEM_A,0.09665664,0.065895736,0.013511033,0.017723514,0.12649944,0.0544729
+FEM_C,0.033174556,0.015073588,9.624033e-05,0.00014705533,0.12471933,0.052983567
+FEM_CAE,0.0,0.0,0.0,0.0,0.0,0.0
+FEM_D,0.020072965,0.0016892555,0.00011500104,7.5552205e-05,0.047963247,0.0057551977
+FEM_EO,0.041262798,0.008886201,0.00069443183,0.00044386237,0.065295,0.033771124
+FEM_W,0.0,0.0,0.0,0.0,0.0,0.0
+cpu_training_time,0.002787154,0.0050853807,0.00507556,0.0057361824,0.0035749387,0.0064507616
+cpu_prediction_time,0.0033146183,0.006468076,0.0041884426,0.0046759183,0.0040978333,0.008745197
+memory_usage,0.008618524,0.010677964,0.01602088,0.017753603,0.004662375,0.010014013
+max_depth,0.0015496789,0.0030578268,0.0031356663,0.0032668929,0.0036640733,0.0039870087
+learning_rate,0.008023599,0.014189323,0.016107012,0.02075092,0.013761234,0.021486174
+n_estimators,0.004306892,0.008985407,0.008839636,0.011619977,0.008766845,0.014219697
+model_CatBoostRegressor,0.015358601,0.022649547,0.0069328924,0.0073880684,0.030996371,0.05300157
+model_DecisionTreeRegressor,0.0,0.006562311,0.0,0.0,0.0018631738,0.0
+model_LGBMRegressor,0.05231339,0.07716316,0.03458695,0.043817714,0.027751412,0.08509659
+model_RandomForestRegressor,0.003772662,0.004818351,0.0006926784,0.0012918627,0.0055019283,0.016562212
+model_XGBRegressor,0.022753112,0.023542713,0.010683758,0.01496687,0.027284734,0.022937631

swCSC_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1178.8646901873678,
+            "MAPE": 3.5450833269758775,
+            "R2": 0.25024852611330684,
+            "Pearson": 0.969586784514715,
+            "Spearman": 0.8693442882135949
+        },
+        "validation": {
+            "RMSE": 494.0748065112907,
+            "MAPE": 35.259398918410284,
+            "R2": 0.0420746686403628,
+            "Pearson": 0.22275068409505305,
+            "Spearman": 0.22828639760016997
+        },
+        "test": {
+            "RMSE": 558.0577670646815,
+            "MAPE": 2.837930968424281,
+            "R2": -0.6237849748085775,
+            "Pearson": 0.23511926707597014,
+            "Spearman": 0.3810464290910876
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 359.4266489653153,
+            "MAPE": 4.501701994673229,
+            "R2": 0.9032207786810411,
+            "Pearson": 0.9874166011513705,
+            "Spearman": 0.8905458832058036
+        },
+        "validation": {
+            "RMSE": 394.71544542353877,
+            "MAPE": 44.22746442551834,
+            "R2": -0.10496146314042387,
+            "Pearson": 0.14896729774318235,
+            "Spearman": -0.015044088207740064
+        },
+        "test": {
+            "RMSE": 268.37694743126036,
+            "MAPE": 3.6550085167553132,
+            "R2": 0.037283318581670444,
+            "Pearson": 0.28304032292654296,
+            "Spearman": 0.1591296559766022
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 1376988.5154006942,
+            "MAPE": 16299.475982029999,
+            "R2": 0.9576507453806606,
+            "Pearson": 0.9951233815328101,
+            "Spearman": 0.8313758450626706
+        },
+        "validation": {
+            "RMSE": 569755.2579591796,
+            "MAPE": 491070.23237097386,
+            "R2": -0.11636073336677821,
+            "Pearson": 0.22304851679653157,
+            "Spearman": 0.143290338010641
+        },
+        "test": {
+            "RMSE": 559317.4731989929,
+            "MAPE": 1769.5561123667283,
+            "R2": -1.112507717226955,
+            "Pearson": 0.1797115376446256,
+            "Spearman": 0.33719174923477685
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 856634.3458015447,
+            "MAPE": 18195.316304899607,
+            "R2": 0.9829759170368039,
+            "Pearson": 0.9968888225300228,
+            "Spearman": 0.8081341531219333
+        },
+        "validation": {
+            "RMSE": 640114.4392428481,
+            "MAPE": 391139.2046087007,
+            "R2": -0.5884852111373202,
+            "Pearson": 0.024752710010919936,
+            "Spearman": -0.16030527804496197
+        },
+        "test": {
+            "RMSE": 381133.23572350916,
+            "MAPE": 1669.686379899742,
+            "R2": -0.2445140098467622,
+            "Pearson": 0.022046389369373205,
+            "Spearman": -0.06949427962525109
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4464087031963135,
+            "MAPE": 1.5227448230955545,
+            "R2": 0.008204669535301301,
+            "Pearson": 0.2828823740545079,
+            "Spearman": 0.23602554689655128
+        },
+        "validation": {
+            "RMSE": 0.33447009815036755,
+            "MAPE": 6.316645331553085,
+            "R2": -0.1339140345187546,
+            "Pearson": 0.09711516552403128,
+            "Spearman": 0.1084892962898045
+        },
+        "test": {
+            "RMSE": 0.3115174885932465,
+            "MAPE": 1.3574469511776708,
+            "R2": -0.19177474258755733,
+            "Pearson": 0.46596074616334704,
+            "Spearman": 0.5057475531125641
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.21394041061977215,
+            "MAPE": 5.594405193568826,
+            "R2": 0.42733560844992646,
+            "Pearson": 0.9325947255664377,
+            "Spearman": 0.8697273728044289
+        },
+        "validation": {
+            "RMSE": 0.22008793807943575,
+            "MAPE": 50.95469695194577,
+            "R2": -0.015135234047505719,
+            "Pearson": 0.19130100546007736,
+            "Spearman": 0.144859317123102
+        },
+        "test": {
+            "RMSE": 0.17020304109232903,
+            "MAPE": 3.7774681555802974,
+            "R2": -0.0742247001517331,
+            "Pearson": 0.25795545771077794,
+            "Spearman": 0.13261280632482753
+        }
+    }
+}