Upload extra parameters and metrics

auction_verification_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.001082639605897622
+}

auction_verification_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+process_b1_capacity,0.14234659,0.15176663,0.15484625,0.21867181,0.078135125,0.12532088
+process_b2_capacity,0.06564263,0.027159112,0.043576036,0.04621312,0.05111151,0.017760033
+process_b3_capacity,0.016064737,0.009326799,0.0054579177,0.007117482,0.029854763,0.029204523
+process_b4_capacity,0.085074194,0.04187784,0.062118072,0.06620068,0.08050711,0.034321822
+property_price,0.1051984,0.112189986,0.07273845,0.08851161,0.075569175,0.056048032
+property_product,0.09260641,0.18414663,0.14108434,0.15527065,0.06704891,0.10507303
+property_winner,0.066645265,0.02515591,0.04595566,0.049558982,0.050943486,0.018895613
+cpu_training_time,0.01460781,0.019033166,0.015285119,0.026337568,0.01990248,0.032545786
+cpu_prediction_time,0.014378917,0.011620982,0.016543163,0.017655721,0.020990226,0.021454506
+memory_usage,0.052504364,0.077680595,0.042212225,0.056505986,0.046033524,0.106049754
+max_depth,0.054863065,0.038580526,0.056624047,0.042649966,0.047011755,0.05423896
+learning_rate,0.09960145,0.08729427,0.08532374,0.08299545,0.09398296,0.123757996
+n_estimators,0.092186935,0.05860799,0.07987932,0.086382724,0.1040213,0.10807205
+model_CatBoostRegressor,0.015566719,0.01299145,0.008761712,0.015844207,0.035384327,0.030465264
+model_DecisionTreeRegressor,0.028967308,0.095729165,0.026379133,0.0075553586,0.081651196,0.0
+model_LGBMRegressor,0.022315944,0.016539725,0.0092465365,0.016414441,0.04059274,0.035466425
+model_RandomForestRegressor,0.013978321,0.017084202,0.13115321,0.0119269015,0.042639706,0.058380082
+model_XGBRegressor,0.017450996,0.013214921,0.002815154,0.0041873124,0.03461973,0.04294528

auction_verification_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 648.6379581390165,
+            "MAPE": 5.740425044367592,
+            "R2": 0.9188923765901771,
+            "Pearson": 0.9626620163550389,
+            "Spearman": 0.8138790769470962
+        },
+        "validation": {
+            "RMSE": 1342.6798936223477,
+            "MAPE": 10.318514594815674,
+            "R2": 0.5752035893888282,
+            "Pearson": 0.788707252910758,
+            "Spearman": 0.518849155085347
+        },
+        "test": {
+            "RMSE": 1263.1493201355793,
+            "MAPE": 8.92174127608019,
+            "R2": 0.6263695882159053,
+            "Pearson": 0.795047525631001,
+            "Spearman": 0.584548769793463
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1051.9363063786473,
+            "MAPE": 12.858637551989302,
+            "R2": 0.7382328196629484,
+            "Pearson": 0.8903768081022918,
+            "Spearman": 0.8139383605952637
+        },
+        "validation": {
+            "RMSE": 1097.2818434830167,
+            "MAPE": 16.144991612258856,
+            "R2": 0.650580525621202,
+            "Pearson": 0.8084575543687371,
+            "Spearman": 0.799515230570561
+        },
+        "test": {
+            "RMSE": 952.4402321267181,
+            "MAPE": 12.79204950456715,
+            "R2": 0.733361439019586,
+            "Pearson": 0.8754890675320155,
+            "Spearman": 0.8132820803819889
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 15973167.412803523,
+            "MAPE": 404240.4104850887,
+            "R2": 0.6346335808365687,
+            "Pearson": 0.8609124922175297,
+            "Spearman": 0.38629937090134236
+        },
+        "validation": {
+            "RMSE": 15127439.810985463,
+            "MAPE": 1023549.04587263,
+            "R2": 0.5833107833625075,
+            "Pearson": 0.7655777488724014,
+            "Spearman": 0.18643119589516943
+        },
+        "test": {
+            "RMSE": 16417308.278594252,
+            "MAPE": 218473.15571553996,
+            "R2": 0.43886162305123766,
+            "Pearson": 0.6642245709625902,
+            "Spearman": 0.24505230347398083
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 14304702.371073429,
+            "MAPE": 687735.2078900049,
+            "R2": 0.698130345462177,
+            "Pearson": 0.8754033187888888,
+            "Spearman": 0.6749949890725563
+        },
+        "validation": {
+            "RMSE": 14475575.19314163,
+            "MAPE": 857694.5276531887,
+            "R2": 0.6117790926421797,
+            "Pearson": 0.7853934011415258,
+            "Spearman": 0.6500307404514272
+        },
+        "test": {
+            "RMSE": 12562831.004559165,
+            "MAPE": 450977.7488828253,
+            "R2": 0.6618918401447639,
+            "Pearson": 0.8191677632435597,
+            "Spearman": 0.6876305892856285
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.1338721254765919,
+            "MAPE": 3.3642792085373254,
+            "R2": 0.9064072533815888,
+            "Pearson": 0.9542205817035693,
+            "Spearman": 0.9101680724387156
+        },
+        "validation": {
+            "RMSE": 0.2883773273530381,
+            "MAPE": 7.283295065323348,
+            "R2": 0.5354968616512316,
+            "Pearson": 0.7330468293575098,
+            "Spearman": 0.5862256509031447
+        },
+        "test": {
+            "RMSE": 0.2732311547849733,
+            "MAPE": 5.05219639184148,
+            "R2": 0.6091566618067941,
+            "Pearson": 0.7873997582615726,
+            "Spearman": 0.6849699238397082
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.11890949586748689,
+            "MAPE": 3.9714572133838515,
+            "R2": 0.8624301497872893,
+            "Pearson": 0.929739276437212,
+            "Spearman": 0.8886402235210253
+        },
+        "validation": {
+            "RMSE": 0.15969755376106415,
+            "MAPE": 5.875679146765963,
+            "R2": 0.7409414464546296,
+            "Pearson": 0.860834421682225,
+            "Spearman": 0.8387116658619115
+        },
+        "test": {
+            "RMSE": 0.15193751196167646,
+            "MAPE": 4.551008676939928,
+            "R2": 0.7761580157161241,
+            "Pearson": 0.8812683797116061,
+            "Spearman": 0.8518075257325992
+        }
+    }
+}