Upload extra parameters and metrics

swCSC_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.0014443841329252701
+}

swCSC_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,0.31679022,0.3682312,0.077661365,0.10375653,0.20322353,0.25650227
+FEh,0.075118974,0.072127804,0.69887936,0.61451566,0.14241877,0.15276952
+PT_D,0.0010948239,0.0164005,0.002924491,0.005402919,0.030944861,0.044908952
+PT_P,0.15793839,0.06181505,0.034839164,0.03424731,0.039653193,0.10111452
+PT_Unk,0.1726357,0.23483063,0.06701785,0.08971568,0.11409753,0.06937077
+FEM_A,0.09499282,0.0584454,0.012530594,0.018331397,0.13758244,0.045039784
+FEM_C,0.013040075,0.013564246,0.00012371769,0.00015324287,0.06467988,0.050916295
+FEM_CAE,0.0,0.0,0.0,0.0,0.0,0.0
+FEM_D,0.011772762,0.0009952149,6.8671725e-05,5.3290532e-05,0.053283263,0.004323075
+FEM_EO,0.036552202,0.00702243,0.0005300538,0.00037619204,0.07874085,0.034142416
+FEM_W,0.0,0.0,0.0,0.0,0.0,0.0
+cpu_training_time,0.0027125648,0.0051864325,0.004101658,0.0051340056,0.0040900134,0.006346547
+cpu_prediction_time,0.0024207204,0.0057546985,0.0054757902,0.0057649403,0.0035248317,0.009754614
+memory_usage,0.008632149,0.010604273,0.017590623,0.018826924,0.0051986226,0.010667562
+max_depth,0.0017063027,0.002996839,0.0029851594,0.0038361137,0.0029713884,0.004119481
+learning_rate,0.008237835,0.013316345,0.015840985,0.021867078,0.0142841125,0.021324271
+n_estimators,0.0043324907,0.0089448,0.007946268,0.011168668,0.008225321,0.012641514
+model_CatBoostRegressor,0.015317232,0.02349375,0.007134938,0.008851511,0.030053617,0.057425793
+model_DecisionTreeRegressor,0.0,0.0,6.463577e-05,0.0,0.00199562,0.0
+model_LGBMRegressor,0.04998373,0.06972864,0.03212908,0.03877719,0.030544525,0.07984988
+model_RandomForestRegressor,0.004657117,0.0043994077,0.001265147,0.0031057787,0.0041538724,0.018166455
+model_XGBRegressor,0.022063797,0.022142302,0.010890421,0.01611555,0.030333836,0.02061641

swCSC_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1178.9860922017529,
+            "MAPE": 3.5981881808944403,
+            "R2": 0.2500940961320509,
+            "Pearson": 0.9659449458425825,
+            "Spearman": 0.868337278568003
+        },
+        "validation": {
+            "RMSE": 493.0147222744569,
+            "MAPE": 35.153988823797064,
+            "R2": 0.046180897594405024,
+            "Pearson": 0.24495003127531195,
+            "Spearman": 0.23689876242612043
+        },
+        "test": {
+            "RMSE": 559.0321246097238,
+            "MAPE": 2.8537752576313573,
+            "R2": -0.6294601161061311,
+            "Pearson": 0.22796668011836824,
+            "Spearman": 0.3562926141941807
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 489.9240864380475,
+            "MAPE": 5.670138105753444,
+            "R2": 0.8201877983276502,
+            "Pearson": 0.9854017875721955,
+            "Spearman": 0.8781507256643645
+        },
+        "validation": {
+            "RMSE": 396.67947102922005,
+            "MAPE": 54.2437801983638,
+            "R2": -0.11598495769025896,
+            "Pearson": 0.12704904128141079,
+            "Spearman": -0.05095800538215174
+        },
+        "test": {
+            "RMSE": 288.2310601183165,
+            "MAPE": 4.272255357178226,
+            "R2": -0.11042603986872956,
+            "Pearson": 0.22395283865244664,
+            "Spearman": 0.10930819129827235
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 1540742.839495124,
+            "MAPE": 22330.427736509868,
+            "R2": 0.9469793007862645,
+            "Pearson": 0.9944299161947853,
+            "Spearman": 0.8155269228173001
+        },
+        "validation": {
+            "RMSE": 554051.9086471513,
+            "MAPE": 493426.0391515282,
+            "R2": -0.05567145722657374,
+            "Pearson": 0.21787177713800215,
+            "Spearman": 0.10062585733099279
+        },
+        "test": {
+            "RMSE": 596585.691762688,
+            "MAPE": 2722.781780064274,
+            "R2": -1.4034063076432237,
+            "Pearson": 0.1344372323244472,
+            "Spearman": 0.31043885886950956
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 843997.0507657751,
+            "MAPE": 15412.287127003394,
+            "R2": 0.9834744995915532,
+            "Pearson": 0.996961244966797,
+            "Spearman": 0.8098941817172235
+        },
+        "validation": {
+            "RMSE": 642623.5704693499,
+            "MAPE": 374788.675525567,
+            "R2": -0.6009627596593627,
+            "Pearson": 0.037098937822673324,
+            "Spearman": -0.15063087788229207
+        },
+        "test": {
+            "RMSE": 387038.9800842717,
+            "MAPE": 2004.5203205513974,
+            "R2": -0.28338086349568203,
+            "Pearson": -0.004372722428259928,
+            "Spearman": -0.07611210126887351
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4464012620015699,
+            "MAPE": 1.503589185690806,
+            "R2": 0.008237733768310496,
+            "Pearson": 0.2857672830085156,
+            "Spearman": 0.24238713660657296
+        },
+        "validation": {
+            "RMSE": 0.33427948489731035,
+            "MAPE": 6.18347194018134,
+            "R2": -0.13262197609208326,
+            "Pearson": 0.12907646876608272,
+            "Spearman": 0.22460509274118498
+        },
+        "test": {
+            "RMSE": 0.31162849954309907,
+            "MAPE": 1.3582813147477908,
+            "R2": -0.19262428474137172,
+            "Pearson": 0.4479310432654703,
+            "Spearman": 0.46815854056284945
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2056967582996064,
+            "MAPE": 5.421858148877451,
+            "R2": 0.4706176905681059,
+            "Pearson": 0.9346966915570529,
+            "Spearman": 0.8709059739981074
+        },
+        "validation": {
+            "RMSE": 0.21875390074290882,
+            "MAPE": 50.364551741370846,
+            "R2": -0.0028662831248771337,
+            "Pearson": 0.19333576592129315,
+            "Spearman": 0.07909090530320952
+        },
+        "test": {
+            "RMSE": 0.16920368733168908,
+            "MAPE": 3.7229763256112283,
+            "R2": -0.06164702998764571,
+            "Pearson": 0.20536072405766712,
+            "Spearman": 0.08107119690237105
+        }
+    }
+}