Upload extra parameters and metrics

auction_verification_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.001082639605897622
+}

auction_verification_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+process_b1_capacity,0.1334252,0.1562124,0.16495682,0.24889638,0.080595486,0.114965975
+process_b2_capacity,0.06339497,0.027005862,0.043948706,0.04013678,0.05123961,0.017345337
+process_b3_capacity,0.015649932,0.009059572,0.0071237176,0.007907357,0.02756797,0.02548152
+process_b4_capacity,0.07941921,0.040060863,0.07541133,0.07197186,0.081968464,0.03469057
+property_price,0.10616509,0.10769907,0.07168836,0.08336735,0.077625476,0.053526446
+property_product,0.09299092,0.16586055,0.14824137,0.15105213,0.06832412,0.10011282
+property_winner,0.06694333,0.028126784,0.054987203,0.043743063,0.048177946,0.017765218
+cpu_training_time,0.015012051,0.019107519,0.017353568,0.030470496,0.01908789,0.03313402
+cpu_prediction_time,0.01573082,0.010421834,0.02701612,0.01803712,0.022866094,0.021951951
+memory_usage,0.05405768,0.07667154,0.04875571,0.052395247,0.048365306,0.10317497
+max_depth,0.05542659,0.036207657,0.066611506,0.037251085,0.05101896,0.053952113
+learning_rate,0.10225094,0.08937354,0.09720845,0.08426819,0.09888727,0.1237678
+n_estimators,0.09368669,0.058280718,0.07408171,0.06952218,0.11189369,0.10738728
+model_CatBoostRegressor,0.017314592,0.012607806,0.011693868,0.014362175,0.040425994,0.02966744
+model_DecisionTreeRegressor,0.030761357,0.11118769,0.0,0.010835408,0.036001854,0.031195704
+model_LGBMRegressor,0.023093134,0.015290729,0.008298085,0.015020976,0.043122962,0.04069684
+model_RandomForestRegressor,0.017255245,0.021301264,0.078275695,0.015767982,0.05269707,0.048690673
+model_XGBRegressor,0.017422179,0.015524575,0.004347821,0.0049941693,0.040133875,0.04249331

auction_verification_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 622.9222237549296,
+            "MAPE": 5.65527002479671,
+            "R2": 0.9251960369784971,
+            "Pearson": 0.9655541086186268,
+            "Spearman": 0.8160932449678462
+        },
+        "validation": {
+            "RMSE": 1314.5111925758893,
+            "MAPE": 10.702280776504336,
+            "R2": 0.5928406202577767,
+            "Pearson": 0.7995546280656449,
+            "Spearman": 0.5313508666151606
+        },
+        "test": {
+            "RMSE": 1220.3866306116836,
+            "MAPE": 9.342274945430761,
+            "R2": 0.6512391593607375,
+            "Pearson": 0.8094604327121039,
+            "Spearman": 0.5885608524397754
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1017.4845519558278,
+            "MAPE": 11.917964742015267,
+            "R2": 0.7550982128659163,
+            "Pearson": 0.8951408916536984,
+            "Spearman": 0.8152368444575181
+        },
+        "validation": {
+            "RMSE": 1101.4590365167219,
+            "MAPE": 14.656799639221365,
+            "R2": 0.6479150831340391,
+            "Pearson": 0.8065586996717412,
+            "Spearman": 0.7998657640645416
+        },
+        "test": {
+            "RMSE": 928.9029564273345,
+            "MAPE": 11.57186681787288,
+            "R2": 0.7463772643608688,
+            "Pearson": 0.8792490367671191,
+            "Spearman": 0.8148109411819222
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 15380904.529460631,
+            "MAPE": 361107.01105190994,
+            "R2": 0.6612258261804803,
+            "Pearson": 0.8691598587060861,
+            "Spearman": 0.38465787323273953
+        },
+        "validation": {
+            "RMSE": 15025359.375754192,
+            "MAPE": 953278.0996162811,
+            "R2": 0.5889154726704551,
+            "Pearson": 0.7690670292751135,
+            "Spearman": 0.21967941744280753
+        },
+        "test": {
+            "RMSE": 16218971.803598175,
+            "MAPE": 500965.019574892,
+            "R2": 0.45233788074332115,
+            "Pearson": 0.6735825423283253,
+            "Spearman": 0.25064139670026286
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 14206975.21807546,
+            "MAPE": 619407.2967938143,
+            "R2": 0.7022408944077332,
+            "Pearson": 0.8777165992082319,
+            "Spearman": 0.6782099538592229
+        },
+        "validation": {
+            "RMSE": 14461927.79966598,
+            "MAPE": 1087061.979124987,
+            "R2": 0.6125107673241363,
+            "Pearson": 0.785687009791207,
+            "Spearman": 0.6587395486045764
+        },
+        "test": {
+            "RMSE": 12664201.226532962,
+            "MAPE": 449065.4555038285,
+            "R2": 0.6564133967805251,
+            "Pearson": 0.8157885734019503,
+            "Spearman": 0.6887151150491773
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.13036074839992132,
+            "MAPE": 3.2613906686329925,
+            "R2": 0.9112526149797566,
+            "Pearson": 0.9566240063711279,
+            "Spearman": 0.914267307950237
+        },
+        "validation": {
+            "RMSE": 0.2939858806712871,
+            "MAPE": 7.1258099947873985,
+            "R2": 0.5172532335641493,
+            "Pearson": 0.7207815232243202,
+            "Spearman": 0.5818050174605522
+        },
+        "test": {
+            "RMSE": 0.27671438509085977,
+            "MAPE": 5.043339733733837,
+            "R2": 0.5991279730471158,
+            "Pearson": 0.7826625536365761,
+            "Spearman": 0.6814342798978172
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.11511441348690342,
+            "MAPE": 3.7733301026989525,
+            "R2": 0.8710713014234304,
+            "Pearson": 0.9342609989685416,
+            "Spearman": 0.8929366889340643
+        },
+        "validation": {
+            "RMSE": 0.15707767871434947,
+            "MAPE": 5.5459310002482916,
+            "R2": 0.7493715557581175,
+            "Pearson": 0.865669412285973,
+            "Spearman": 0.8402764925571956
+        },
+        "test": {
+            "RMSE": 0.1507429214545696,
+            "MAPE": 4.267633342252243,
+            "R2": 0.7796640401041139,
+            "Pearson": 0.8831448974877669,
+            "Spearman": 0.8546091262268452
+        }
+    }
+}