Upload extra parameters and metrics

swCSC_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.0014443841329252701
+}

swCSC_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,0.24237841,0.32541397,0.07910438,0.09517136,0.1835789,0.23904899
+FEh,0.06308174,0.06696063,0.6646071,0.5996892,0.13576685,0.15353654
+PT_D,0.0,0.013547342,0.002714241,0.0047291997,0.03003774,0.03520948
+PT_P,0.27454922,0.056788247,0.05297155,0.02970334,0.04786612,0.088575445
+PT_Unk,0.1258341,0.32881728,0.07145346,0.121997036,0.105764344,0.08507475
+FEM_A,0.08540514,0.038672376,0.01358,0.014496263,0.12424673,0.05075775
+FEM_C,0.047119807,0.01168728,0.00018617182,0.00013017333,0.124153525,0.057363145
+FEM_CAE,0.0,0.0,0.0,0.0,0.0,0.0
+FEM_D,0.026872095,0.00076783146,0.000115976225,0.00011083008,0.055678222,0.004578157
+FEM_EO,0.035522602,0.007851339,0.00061414245,0.00042450827,0.06929787,0.0340592
+FEM_W,0.0,0.0,0.0,0.0,0.0,0.0
+cpu_training_time,0.00219182,0.0041196267,0.0049736407,0.005557947,0.0031945026,0.0064792656
+cpu_prediction_time,0.0019388777,0.0039006905,0.0050758612,0.004950725,0.0032545177,0.010821147
+memory_usage,0.0070101786,0.00915112,0.016556824,0.017633518,0.00477096,0.009781899
+max_depth,0.0013492029,0.0027155122,0.0027722311,0.0030943581,0.0034293917,0.003695812
+learning_rate,0.0066771903,0.0122845555,0.016891688,0.019815061,0.014002412,0.020710101
+n_estimators,0.0035890522,0.00750892,0.009163142,0.011591839,0.007921319,0.011877217
+model_CatBoostRegressor,0.012382452,0.019602384,0.0074992827,0.008179663,0.031040367,0.06657379
+model_DecisionTreeRegressor,0.0006438656,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.042821262,0.06624354,0.036415923,0.042702027,0.02930443,0.08348914
+model_RandomForestRegressor,0.003693057,0.0040046554,0.0012594727,0.0017441333,0.0032853084,0.018380739
+model_XGBRegressor,0.016939914,0.019962668,0.014045035,0.018278858,0.023406552,0.019987462

swCSC_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1355.1327652388466,
+            "MAPE": 4.338247984930073,
+            "R2": 0.009275048660124297,
+            "Pearson": 0.2931630632250554,
+            "Spearman": 0.21487904065888352
+        },
+        "validation": {
+            "RMSE": 506.11623563984887,
+            "MAPE": 30.86568836226074,
+            "R2": -0.005186802267478585,
+            "Pearson": -0.08840167628359041,
+            "Spearman": 0.06725126390819977
+        },
+        "test": {
+            "RMSE": 588.6322979351387,
+            "MAPE": 3.285948260210856,
+            "R2": -0.8065849179042635,
+            "Pearson": 0.4762066530637784,
+            "Spearman": 0.47385399117865445
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 357.7134219992392,
+            "MAPE": 4.481963226699872,
+            "R2": 0.9041411868555405,
+            "Pearson": 0.9877427593791968,
+            "Spearman": 0.8919916709380161
+        },
+        "validation": {
+            "RMSE": 392.9969316888524,
+            "MAPE": 45.00536976716355,
+            "R2": -0.09536083680589136,
+            "Pearson": 0.15196279554693548,
+            "Spearman": -0.016635515276359047
+        },
+        "test": {
+            "RMSE": 269.73774717855594,
+            "MAPE": 3.715217616356063,
+            "R2": 0.02749569742344371,
+            "Pearson": 0.2678726777277959,
+            "Spearman": 0.17092360947178029
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 1306105.5389029593,
+            "MAPE": 21430.831545593745,
+            "R2": 0.961898534787413,
+            "Pearson": 0.9956203481329675,
+            "Spearman": 0.8236423154608711
+        },
+        "validation": {
+            "RMSE": 560004.4880798265,
+            "MAPE": 371719.12782308826,
+            "R2": -0.07847699117624396,
+            "Pearson": 0.22126622712988647,
+            "Spearman": 0.085398450280632
+        },
+        "test": {
+            "RMSE": 554977.6572638858,
+            "MAPE": 1551.5419291730984,
+            "R2": -1.0798524627167998,
+            "Pearson": 0.11684157611529232,
+            "Spearman": 0.31322535650882616
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 836430.2157439974,
+            "MAPE": 21524.391606410652,
+            "R2": 0.9837694892194951,
+            "Pearson": 0.9970397341202847,
+            "Spearman": 0.8094189650062265
+        },
+        "validation": {
+            "RMSE": 637376.6143079092,
+            "MAPE": 361588.8755983111,
+            "R2": -0.5749260922024697,
+            "Pearson": 0.042031781311302994,
+            "Spearman": -0.15765881024853448
+        },
+        "test": {
+            "RMSE": 380184.253387815,
+            "MAPE": 2125.890029513102,
+            "R2": -0.23832430299240648,
+            "Pearson": 0.026978934928625214,
+            "Spearman": -0.07730808506976061
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.446351272212684,
+            "MAPE": 1.5059789075493488,
+            "R2": 0.008459844297844299,
+            "Pearson": 0.2857639068349158,
+            "Spearman": 0.2495391964933814
+        },
+        "validation": {
+            "RMSE": 0.3343804407798932,
+            "MAPE": 6.237205473480088,
+            "R2": -0.1333062066420474,
+            "Pearson": 0.14044069418151753,
+            "Spearman": 0.2226461198728017
+        },
+        "test": {
+            "RMSE": 0.3116186421080223,
+            "MAPE": 1.3645038921795143,
+            "R2": -0.19254883573373172,
+            "Pearson": 0.4370822764993461,
+            "Spearman": 0.47844763127477963
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2137544022813287,
+            "MAPE": 5.574925122047651,
+            "R2": 0.42833097015017874,
+            "Pearson": 0.9326389962644909,
+            "Spearman": 0.8720992942715443
+        },
+        "validation": {
+            "RMSE": 0.21855612482575823,
+            "MAPE": 51.2439937450553,
+            "R2": -0.0010537153292382584,
+            "Pearson": 0.2185716966857773,
+            "Spearman": 0.11262589503616349
+        },
+        "test": {
+            "RMSE": 0.17097764983729474,
+            "MAPE": 3.8061939214033544,
+            "R2": -0.08402472874924971,
+            "Pearson": 0.2237343966500471,
+            "Spearman": 0.03499153084630673
+        }
+    }
+}