Upload extra parameters and metrics

auction_verification_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.001082639605897622
+}

auction_verification_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+process_b1_capacity,0.11607228,0.18172236,0.1584447,0.24106726,0.08088533,0.122877344
+process_b2_capacity,0.06381067,0.027813628,0.040072575,0.043003242,0.04994894,0.018082647
+process_b3_capacity,0.016060876,0.010905763,0.005279588,0.0057317046,0.027157659,0.029345235
+process_b4_capacity,0.088705,0.04511462,0.06259441,0.067791305,0.07887577,0.034680437
+property_price,0.108431794,0.12281648,0.06630264,0.08031199,0.07817089,0.0523021
+property_product,0.092487164,0.18892984,0.12556085,0.1558371,0.06874983,0.10040616
+property_winner,0.06501188,0.030024571,0.054929532,0.03929861,0.048339415,0.01767949
+cpu_training_time,0.01541215,0.022933584,0.017158834,0.0248447,0.019355163,0.03213235
+cpu_prediction_time,0.014427898,0.011955314,0.01518112,0.019209266,0.022996424,0.019128636
+memory_usage,0.05295375,0.08347633,0.041735653,0.050129037,0.049636964,0.104603305
+max_depth,0.05976965,0.03853332,0.0668228,0.036841027,0.05090163,0.05051076
+learning_rate,0.10909037,0.099339545,0.0858981,0.08460987,0.104526795,0.11995208
+n_estimators,0.105738275,0.06268676,0.07175638,0.07510875,0.11635474,0.10851312
+model_CatBoostRegressor,0.020201825,0.021630654,0.012908486,0.010558481,0.040444262,0.030738428
+model_DecisionTreeRegressor,0.017333144,0.005997681,0.013666057,0.016692633,0.033460103,0.029104551
+model_LGBMRegressor,0.022811333,0.017756345,0.00867247,0.015243641,0.04643539,0.038538456
+model_RandomForestRegressor,0.012513145,0.012985677,0.14879389,0.02756477,0.04575136,0.04917207
+model_XGBRegressor,0.019168768,0.015377575,0.0042218887,0.006156576,0.038009398,0.04223281

auction_verification_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 586.3014430187143,
+            "MAPE": 5.2834646675256725,
+            "R2": 0.9337327600600539,
+            "Pearson": 0.9694232964255606,
+            "Spearman": 0.8332414521090518
+        },
+        "validation": {
+            "RMSE": 1236.7118397520076,
+            "MAPE": 10.415467244709138,
+            "R2": 0.6396098566118853,
+            "Pearson": 0.8216760895810094,
+            "Spearman": 0.5549834266897372
+        },
+        "test": {
+            "RMSE": 1213.6410769107044,
+            "MAPE": 8.905757480407884,
+            "R2": 0.6550839788504399,
+            "Pearson": 0.8116772504149058,
+            "Spearman": 0.5817388223501851
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1023.5870824567418,
+            "MAPE": 11.931679575813197,
+            "R2": 0.7521517259848447,
+            "Pearson": 0.8930373640650882,
+            "Spearman": 0.8155048327141213
+        },
+        "validation": {
+            "RMSE": 1104.1534969715433,
+            "MAPE": 14.83865998071231,
+            "R2": 0.6461903903154781,
+            "Pearson": 0.8055277485806118,
+            "Spearman": 0.8021646468628589
+        },
+        "test": {
+            "RMSE": 933.6593934957926,
+            "MAPE": 11.743192790100071,
+            "R2": 0.7437732698327615,
+            "Pearson": 0.8765887527728494,
+            "Spearman": 0.8139040476377118
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 15025981.008154413,
+            "MAPE": 387344.4991667702,
+            "R2": 0.6766802658253577,
+            "Pearson": 0.87286672888748,
+            "Spearman": 0.3935398680185594
+        },
+        "validation": {
+            "RMSE": 14959940.70139139,
+            "MAPE": 1405077.1242243748,
+            "R2": 0.5924873088594793,
+            "Pearson": 0.7715521899874611,
+            "Spearman": 0.2533109347016074
+        },
+        "test": {
+            "RMSE": 15839553.031874808,
+            "MAPE": 328840.4871356257,
+            "R2": 0.47766165383000436,
+            "Pearson": 0.6924298325332519,
+            "Spearman": 0.25305750902572904
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 14285434.47113083,
+            "MAPE": 616510.7311593563,
+            "R2": 0.6989430120826485,
+            "Pearson": 0.8751700632751142,
+            "Spearman": 0.6756041072998666
+        },
+        "validation": {
+            "RMSE": 14299625.163881097,
+            "MAPE": 1112914.8326005817,
+            "R2": 0.6211593544665308,
+            "Pearson": 0.7909757985580199,
+            "Spearman": 0.657058650793359
+        },
+        "test": {
+            "RMSE": 12660254.045190863,
+            "MAPE": 493905.82922758703,
+            "R2": 0.6566275417163496,
+            "Pearson": 0.8152170219786982,
+            "Spearman": 0.6942770936812035
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.12801135614081635,
+            "MAPE": 3.2319780451350657,
+            "R2": 0.9144226424910306,
+            "Pearson": 0.9580766499298213,
+            "Spearman": 0.9168010944732657
+        },
+        "validation": {
+            "RMSE": 0.29254241098332123,
+            "MAPE": 7.321497562132713,
+            "R2": 0.5219821654805321,
+            "Pearson": 0.7240819860478365,
+            "Spearman": 0.5850296277011746
+        },
+        "test": {
+            "RMSE": 0.2778459565332561,
+            "MAPE": 4.923206930678496,
+            "R2": 0.5958426879332432,
+            "Pearson": 0.779191910856796,
+            "Spearman": 0.6734053947124017
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.11565234482150664,
+            "MAPE": 3.870808783688463,
+            "R2": 0.8698635146180425,
+            "Pearson": 0.933664225114564,
+            "Spearman": 0.892363171472557
+        },
+        "validation": {
+            "RMSE": 0.15828163031313,
+            "MAPE": 5.810187154064853,
+            "R2": 0.7455148536779512,
+            "Pearson": 0.8634644010757672,
+            "Spearman": 0.8382076551269779
+        },
+        "test": {
+            "RMSE": 0.1506680463796389,
+            "MAPE": 4.43911967543507,
+            "R2": 0.7798828706016648,
+            "Pearson": 0.8833597262631596,
+            "Spearman": 0.8533401957271641
+        }
+    }
+}