Upload extra parameters and metrics

auction_verification_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 0.001082639605897622
+}

auction_verification_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+process_b1_capacity,0.104917236,0.15800348,0.17240569,0.2407403,0.07913316,0.119222544
+process_b2_capacity,0.05723565,0.026940605,0.04236879,0.040446643,0.048858978,0.017938137
+process_b3_capacity,0.014507314,0.00970277,0.00641765,0.0065077147,0.029320545,0.02751843
+process_b4_capacity,0.073512204,0.037854027,0.061272506,0.06546352,0.07710696,0.03318767
+property_price,0.08161321,0.10991041,0.06832457,0.07991457,0.07721721,0.054553732
+property_product,0.085648455,0.16088173,0.14577438,0.15493308,0.070878685,0.10153004
+property_winner,0.065730326,0.023740264,0.05054092,0.044049244,0.052117735,0.017273419
+cpu_training_time,0.013031909,0.017756388,0.013742518,0.022275198,0.019625105,0.03102478
+cpu_prediction_time,0.013960346,0.013332486,0.026209695,0.019866198,0.022737198,0.02296428
+memory_usage,0.058013655,0.074932635,0.043434467,0.051686827,0.04750623,0.10639975
+max_depth,0.068111576,0.036553293,0.053181197,0.034953475,0.05231112,0.05433602
+learning_rate,0.12586449,0.08012918,0.08259641,0.08584428,0.101193525,0.123146884
+n_estimators,0.123498544,0.05474766,0.07753295,0.07833792,0.113759555,0.11853542
+model_CatBoostRegressor,0.02321184,0.013521142,0.013138575,0.014223271,0.04170256,0.029911691
+model_DecisionTreeRegressor,0.017657572,0.14321643,0.00621262,0.010645106,0.04331011,0.003432915
+model_LGBMRegressor,0.030506479,0.01524598,0.008490918,0.013582624,0.04825594,0.03951495
+model_RandomForestRegressor,0.019374078,0.0093241995,0.124650836,0.032418806,0.033988185,0.05548835
+model_XGBRegressor,0.023605056,0.014207332,0.0037053623,0.004111151,0.04097714,0.044020984

auction_verification_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 393.6526678975903,
+            "MAPE": 4.5136683274854335,
+            "R2": 0.9701266893906212,
+            "Pearson": 0.9855741025004076,
+            "Spearman": 0.8949640341696372
+        },
+        "validation": {
+            "RMSE": 1239.0968688341027,
+            "MAPE": 13.294645604288078,
+            "R2": 0.6382184738044465,
+            "Pearson": 0.8329545042361106,
+            "Spearman": 0.5985001782938311
+        },
+        "test": {
+            "RMSE": 1141.4967872238835,
+            "MAPE": 7.555360958936975,
+            "R2": 0.6948718891187669,
+            "Pearson": 0.8363011105452091,
+            "Spearman": 0.6242659240238746
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1019.0828951706371,
+            "MAPE": 11.738230248168373,
+            "R2": 0.7543281872988262,
+            "Pearson": 0.8943309544778236,
+            "Spearman": 0.8149469855681383
+        },
+        "validation": {
+            "RMSE": 1103.5411232768924,
+            "MAPE": 14.715296487322822,
+            "R2": 0.6465827336203516,
+            "Pearson": 0.805683180264454,
+            "Spearman": 0.7993676119306146
+        },
+        "test": {
+            "RMSE": 929.5392847698577,
+            "MAPE": 11.688034150499748,
+            "R2": 0.7460296659134081,
+            "Pearson": 0.8785887122908789,
+            "Spearman": 0.8130666931140148
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 15116288.227237914,
+            "MAPE": 338146.85683173296,
+            "R2": 0.6727822378159116,
+            "Pearson": 0.8687185106731362,
+            "Spearman": 0.3973527636825671
+        },
+        "validation": {
+            "RMSE": 15317705.846025744,
+            "MAPE": 1092873.2455416862,
+            "R2": 0.5727630117271312,
+            "Pearson": 0.7593016101047951,
+            "Spearman": 0.19361026396101613
+        },
+        "test": {
+            "RMSE": 15836003.428428987,
+            "MAPE": 274785.4389489975,
+            "R2": 0.47789573698132193,
+            "Pearson": 0.6927442636960814,
+            "Spearman": 0.2609691517180873
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 14197038.379690247,
+            "MAPE": 629483.0602428403,
+            "R2": 0.7026572742954739,
+            "Pearson": 0.8770431963020691,
+            "Spearman": 0.6767623107536306
+        },
+        "validation": {
+            "RMSE": 14647862.633929068,
+            "MAPE": 1013250.5329258171,
+            "R2": 0.6024829341350064,
+            "Pearson": 0.7798678478908888,
+            "Spearman": 0.6470508658330136
+        },
+        "test": {
+            "RMSE": 12530539.3361974,
+            "MAPE": 434070.0613508542,
+            "R2": 0.6636277617025215,
+            "Pearson": 0.822281331304779,
+            "Spearman": 0.6847054549384527
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.12501289321171621,
+            "MAPE": 3.248509510314909,
+            "R2": 0.9183847175990185,
+            "Pearson": 0.9599902185994995,
+            "Spearman": 0.9201405954158536
+        },
+        "validation": {
+            "RMSE": 0.2871373379722586,
+            "MAPE": 8.27351092379788,
+            "R2": 0.5394828937189211,
+            "Pearson": 0.7370335613036754,
+            "Spearman": 0.5973351450532302
+        },
+        "test": {
+            "RMSE": 0.27116171425737384,
+            "MAPE": 4.95237278317983,
+            "R2": 0.6150547010309999,
+            "Pearson": 0.789863093763343,
+            "Spearman": 0.6859130648312578
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.11814412989651392,
+            "MAPE": 3.946163130027052,
+            "R2": 0.8641953986488154,
+            "Pearson": 0.9306713126809253,
+            "Spearman": 0.8897977046320227
+        },
+        "validation": {
+            "RMSE": 0.15983471035975674,
+            "MAPE": 5.965756431029955,
+            "R2": 0.7404962693379882,
+            "Pearson": 0.8605387055385656,
+            "Spearman": 0.8370896851765133
+        },
+        "test": {
+            "RMSE": 0.15238908315305358,
+            "MAPE": 4.427010987783651,
+            "R2": 0.7748254836735985,
+            "Pearson": 0.8805058259808144,
+            "Spearman": 0.8532667743162302
+        }
+    }
+}