Upload extra parameters and metrics

swCSC_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 0.0014443841329252701
+}

swCSC_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,0.2842075,0.3682643,0.07442124,0.09654042,0.19734696,0.23063573
+FEh,0.07459312,0.07509165,0.70075166,0.60684437,0.1472992,0.14031664
+PT_D,0.0073369383,0.020789387,0.0024958057,0.0059260847,0.036192104,0.04390491
+PT_P,0.14024538,0.05321314,0.03055311,0.028889263,0.04291254,0.089222826
+PT_Unk,0.13909465,0.23988709,0.06851216,0.11082638,0.11172124,0.078397416
+FEM_A,0.09485395,0.04917327,0.0124238925,0.016504493,0.13679884,0.06304558
+FEM_C,0.0353459,0.013894151,0.00020216647,0.0001640411,0.057884496,0.0601578
+FEM_CAE,0.0,0.0,0.0,0.0,0.0,0.0
+FEM_D,0.03457798,0.0013492544,0.00017556909,6.287477e-05,0.058489263,0.003929108
+FEM_EO,0.06945511,0.00833014,0.0005681569,0.00039916008,0.073008336,0.038770996
+FEM_W,0.0,0.0,0.0,0.0,0.0,0.0
+cpu_training_time,0.002369163,0.004757309,0.0045779245,0.0046537984,0.004140631,0.0060957433
+cpu_prediction_time,0.0026822307,0.005269718,0.0039699916,0.0039741155,0.003989455,0.009128301
+memory_usage,0.008729165,0.01007588,0.016289027,0.017016178,0.004701945,0.009931852
+max_depth,0.0019253932,0.0035440032,0.003095431,0.003963866,0.003818548,0.0033858651
+learning_rate,0.0070797317,0.012571654,0.015293904,0.019306988,0.014387344,0.019640626
+n_estimators,0.0049019367,0.00879908,0.009340533,0.012799001,0.009010871,0.014075412
+model_CatBoostRegressor,0.015094718,0.020119183,0.00679439,0.0082504805,0.03293954,0.053609826
+model_DecisionTreeRegressor,0.0005376826,0.006696918,0.0,0.00021170717,0.0017286367,0.023617258
+model_LGBMRegressor,0.05159939,0.068835996,0.03639752,0.042908847,0.02872931,0.07679275
+model_RandomForestRegressor,0.004710278,0.005893674,0.0017413256,0.0028167581,0.012119236,0.015565469
+model_XGBRegressor,0.02065976,0.023444302,0.012396262,0.017941283,0.02278144,0.019775854

swCSC_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1178.5794051672165,
+            "MAPE": 3.5513472707922826,
+            "R2": 0.25061136161953756,
+            "Pearson": 0.9688096562216061,
+            "Spearman": 0.8713664396965037
+        },
+        "validation": {
+            "RMSE": 491.2310685498384,
+            "MAPE": 35.68189476862575,
+            "R2": 0.0530699636763764,
+            "Pearson": 0.26908566104309706,
+            "Spearman": 0.24513826536674596
+        },
+        "test": {
+            "RMSE": 558.9374797563177,
+            "MAPE": 2.8902071048282507,
+            "R2": -0.6289084234494524,
+            "Pearson": 0.21543734807733297,
+            "Spearman": 0.3418192737567558
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 358.6049774643694,
+            "MAPE": 4.463502585005335,
+            "R2": 0.9036627594502705,
+            "Pearson": 0.9874292041325574,
+            "Spearman": 0.8898789697295523
+        },
+        "validation": {
+            "RMSE": 398.9125650577839,
+            "MAPE": 45.71315056370378,
+            "R2": -0.12858512544851664,
+            "Pearson": 0.13340394976185144,
+            "Spearman": -0.043537417526531924
+        },
+        "test": {
+            "RMSE": 271.5726189605712,
+            "MAPE": 3.745327075327219,
+            "R2": 0.014219914418068469,
+            "Pearson": 0.24278128371606422,
+            "Spearman": 0.12015611258152874
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 1531383.8279791505,
+            "MAPE": 19810.783278938237,
+            "R2": 0.947621477028494,
+            "Pearson": 0.9946781510761564,
+            "Spearman": 0.8192897521104605
+        },
+        "validation": {
+            "RMSE": 563601.5309528504,
+            "MAPE": 504885.8641442021,
+            "R2": -0.09237611871451112,
+            "Pearson": 0.18828889867045975,
+            "Spearman": 0.04988084837965572
+        },
+        "test": {
+            "RMSE": 642317.044360282,
+            "MAPE": 2460.6251393022717,
+            "R2": -1.7859955804724863,
+            "Pearson": -0.003884321624411727,
+            "Spearman": 0.24450273521761953
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 831886.2795826319,
+            "MAPE": 18244.583821639906,
+            "R2": 0.9839453558432785,
+            "Pearson": 0.9971379182145141,
+            "Spearman": 0.8050235157059096
+        },
+        "validation": {
+            "RMSE": 643589.306794077,
+            "MAPE": 351796.3740514822,
+            "R2": -0.605778237055657,
+            "Pearson": 0.028577667898161574,
+            "Spearman": -0.17153854437739363
+        },
+        "test": {
+            "RMSE": 381649.4201905482,
+            "MAPE": 2590.939471736229,
+            "R2": -0.24788728593104814,
+            "Pearson": 0.030408729872825026,
+            "Spearman": -0.0837170976761721
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4464721402075541,
+            "MAPE": 1.4915828012435641,
+            "R2": 0.007922770900885445,
+            "Pearson": 0.2802712183313221,
+            "Spearman": 0.23937367736277837
+        },
+        "validation": {
+            "RMSE": 0.33408532545094893,
+            "MAPE": 6.565820529239881,
+            "R2": -0.13130663727629588,
+            "Pearson": 0.18349790329292906,
+            "Spearman": 0.2988203697144302
+        },
+        "test": {
+            "RMSE": 0.311768743552253,
+            "MAPE": 1.3615689174006633,
+            "R2": -0.19369797374924902,
+            "Pearson": 0.4300681474473227,
+            "Spearman": 0.45630664582984165
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.22193106114043187,
+            "MAPE": 5.780325674395101,
+            "R2": 0.3837588309508081,
+            "Pearson": 0.9314183305712347,
+            "Spearman": 0.8592252091914432
+        },
+        "validation": {
+            "RMSE": 0.21958572692419276,
+            "MAPE": 52.591836004405856,
+            "R2": -0.010507714870509721,
+            "Pearson": 0.23218032107638603,
+            "Spearman": 0.14920854492947852
+        },
+        "test": {
+            "RMSE": 0.17292571576733465,
+            "MAPE": 3.8686515169256905,
+            "R2": -0.10886753086603052,
+            "Pearson": 0.21910039098091233,
+            "Spearman": 0.08213235419224235
+        }
+    }
+}