Upload extra parameters and metrics

auction_verification_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.001082639605897622
+}

auction_verification_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+process_b1_capacity,0.10026575,0.18472327,0.15752397,0.23056413,0.08254869,0.1239321
+process_b2_capacity,0.05757024,0.029451666,0.038265996,0.03618825,0.052636363,0.01759938
+process_b3_capacity,0.015345267,0.011320677,0.005312605,0.007234505,0.031289876,0.03126003
+process_b4_capacity,0.07760049,0.046069555,0.061900772,0.06910402,0.0807995,0.034403645
+property_price,0.08461831,0.12534413,0.066713855,0.0838029,0.07911426,0.056495864
+property_product,0.082632124,0.18807536,0.1357422,0.16015652,0.06960371,0.10046275
+property_winner,0.062016126,0.030573577,0.050603107,0.048940994,0.052365806,0.018303137
+cpu_training_time,0.012541268,0.019022265,0.014304239,0.025457542,0.020366196,0.03281467
+cpu_prediction_time,0.013596582,0.015116688,0.020398775,0.016660504,0.02291667,0.021659598
+memory_usage,0.057459652,0.08523576,0.042783868,0.05002552,0.046062164,0.10851742
+max_depth,0.063262254,0.04093048,0.060015976,0.039276484,0.05218362,0.0540899
+learning_rate,0.12831382,0.09752967,0.08547786,0.08862522,0.09784571,0.1208897
+n_estimators,0.12353429,0.061353587,0.0789959,0.07425208,0.11183105,0.10031175
+model_CatBoostRegressor,0.02216284,0.014135471,0.018140232,0.015153845,0.042933222,0.029895758
+model_DecisionTreeRegressor,0.021008506,0.001042896,0.0019447077,0.008015698,0.03966073,0.01322259
+model_LGBMRegressor,0.034588266,0.019506982,0.008854004,0.015442407,0.04448656,0.03523069
+model_RandomForestRegressor,0.020293636,0.015818678,0.14894709,0.023657544,0.03287903,0.059623558
+model_XGBRegressor,0.023190612,0.014749295,0.004074924,0.0074417554,0.040476926,0.041287463

auction_verification_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 369.82284576556026,
+            "MAPE": 4.298979195423057,
+            "R2": 0.9736339890239472,
+            "Pearson": 0.9872246828795994,
+            "Spearman": 0.9024974454325219
+        },
+        "validation": {
+            "RMSE": 1193.3520280444939,
+            "MAPE": 11.225988441869077,
+            "R2": 0.6644378112412425,
+            "Pearson": 0.8448360132951422,
+            "Spearman": 0.610065382081467
+        },
+        "test": {
+            "RMSE": 1160.188553057085,
+            "MAPE": 7.920629286635172,
+            "R2": 0.6847972588573379,
+            "Pearson": 0.8309738457427897,
+            "Spearman": 0.6225439187514502
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1020.7029758875544,
+            "MAPE": 11.892280671515127,
+            "R2": 0.7535464559326284,
+            "Pearson": 0.8945872124515455,
+            "Spearman": 0.8154918341552234
+        },
+        "validation": {
+            "RMSE": 1099.7095566025923,
+            "MAPE": 14.374794305275532,
+            "R2": 0.6490326486387583,
+            "Pearson": 0.8073904020312384,
+            "Spearman": 0.8015503215695589
+        },
+        "test": {
+            "RMSE": 930.4166839562299,
+            "MAPE": 11.626261857263483,
+            "R2": 0.7455499905834999,
+            "Pearson": 0.8789126446492922,
+            "Spearman": 0.8137965142103398
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 15419335.212167153,
+            "MAPE": 392737.95361626963,
+            "R2": 0.6595307909139896,
+            "Pearson": 0.8676773512564363,
+            "Spearman": 0.38751815304987397
+        },
+        "validation": {
+            "RMSE": 15014284.283448543,
+            "MAPE": 1311312.0461173633,
+            "R2": 0.589521264658899,
+            "Pearson": 0.7693546931829385,
+            "Spearman": 0.20201553364362507
+        },
+        "test": {
+            "RMSE": 15836504.765823444,
+            "MAPE": 182089.4908888336,
+            "R2": 0.47786267882554456,
+            "Pearson": 0.6931232497308927,
+            "Spearman": 0.2585525094971147
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 14277280.990165843,
+            "MAPE": 664222.355203125,
+            "R2": 0.6992865734801101,
+            "Pearson": 0.8750858051711351,
+            "Spearman": 0.6805447436300979
+        },
+        "validation": {
+            "RMSE": 14260338.906556057,
+            "MAPE": 853213.3652591475,
+            "R2": 0.6232381203220037,
+            "Pearson": 0.7923386958447836,
+            "Spearman": 0.6508554930350974
+        },
+        "test": {
+            "RMSE": 12395791.827705832,
+            "MAPE": 441662.76142893464,
+            "R2": 0.6708232408861564,
+            "Pearson": 0.8256322823171377,
+            "Spearman": 0.6904276916701406
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.1295341599224779,
+            "MAPE": 3.3455772580588254,
+            "R2": 0.9123745016636462,
+            "Pearson": 0.9571475724990226,
+            "Spearman": 0.91536401809803
+        },
+        "validation": {
+            "RMSE": 0.2900001717312961,
+            "MAPE": 7.4718823610323,
+            "R2": 0.5302541654546189,
+            "Pearson": 0.7304833039944825,
+            "Spearman": 0.5927223878585987
+        },
+        "test": {
+            "RMSE": 0.2719551811868008,
+            "MAPE": 4.836311522533198,
+            "R2": 0.6127985694615468,
+            "Pearson": 0.7898802508397427,
+            "Spearman": 0.6866481318093602
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.12046222953947813,
+            "MAPE": 4.04522988185884,
+            "R2": 0.8588138867700598,
+            "Pearson": 0.9278381178721894,
+            "Spearman": 0.8871600629015987
+        },
+        "validation": {
+            "RMSE": 0.1582038285140554,
+            "MAPE": 5.305633186343857,
+            "R2": 0.7457649715985268,
+            "Pearson": 0.8636114944903374,
+            "Spearman": 0.840582252212094
+        },
+        "test": {
+            "RMSE": 0.15246266947725423,
+            "MAPE": 4.736831113704027,
+            "R2": 0.774607964606505,
+            "Pearson": 0.8803405931169521,
+            "Spearman": 0.8512770894437734
+        }
+    }
+}