Upload extra parameters and metrics

california_housing_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 2.998288767829939
+}

california_housing_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.07691293,0.08668481,0.08464268,0.086526066,0.067882515,0.086696185
+HouseAge,0.082174845,0.061634306,0.090676405,0.09636514,0.07896574,0.047761854
+AveRooms,0.10159451,0.09004011,0.1308894,0.106356815,0.0978487,0.07420258
+AveBedrms,0.10488752,0.084087886,0.12161128,0.11345683,0.097452894,0.056348976
+Population,0.10009029,0.114174135,0.09938284,0.10129722,0.10049028,0.101112776
+AveOccup,0.11583641,0.15034936,0.1070323,0.122605495,0.115127064,0.14407355
+Latitude,0.13997644,0.1085741,0.16153209,0.106481574,0.14037162,0.084180996
+Longitude,0.13583271,0.08737864,0.1103238,0.07923486,0.140037,0.07252966
+cpu_training_time,0.0039216666,0.0041658343,0.0024478687,0.0044236206,0.003959348,0.010862808
+cpu_prediction_time,0.005711983,0.00761494,0.002828453,0.005725382,0.008255624,0.01865037
+memory_usage,0.011735918,0.026322369,0.007912139,0.017964596,0.011870023,0.047195747
+max_depth,0.010564388,0.017795732,0.005190702,0.015727028,0.01091149,0.02784315
+learning_rate,0.039451882,0.047781702,0.018888086,0.02933185,0.04393986,0.08064974
+n_estimators,0.03480695,0.053849813,0.010026459,0.027639328,0.036589094,0.074354716
+model_CatBoostRegressor,0.0044426084,0.006860605,0.00504284,0.01380327,0.004386426,0.008522935
+model_DecisionTreeRegressor,0.0033621888,0.0038582028,0.016785085,0.022551727,0.018046165,0.0024290278
+model_LGBMRegressor,0.003167347,0.0041647493,0.0022664946,0.003219551,0.0036725504,0.0043047187
+model_RandomForestRegressor,0.0198646,0.035360154,0.010835253,0.030770293,0.016535124,0.053981073
+model_XGBRegressor,0.0056648194,0.009302477,0.011685787,0.016519379,0.0036584837,0.0042991377

california_housing_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.18677900208629572,
+            "MAPE": 73934404616.1975,
+            "R2": 0.8802713912853487,
+            "Pearson": 0.9485494639605074,
+            "Spearman": 0.9095092208217307
+        },
+        "validation": {
+            "RMSE": 0.4619876053936515,
+            "MAPE": 53460408423.95785,
+            "R2": 0.14035240765326862,
+            "Pearson": 0.387778196343574,
+            "Spearman": 0.3678429434665212
+        },
+        "test": {
+            "RMSE": 0.4735162879954388,
+            "MAPE": 79380400887.06625,
+            "R2": 0.09196884253281534,
+            "Pearson": 0.3533888120300376,
+            "Spearman": 0.3263119079414581
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.2524023872199551,
+            "MAPE": 85255996257.41525,
+            "R2": 0.5946080537542109,
+            "Pearson": 0.7975723089011189,
+            "Spearman": 0.6290777280182863
+        },
+        "validation": {
+            "RMSE": 0.3158208279166542,
+            "MAPE": 167207755946.31903,
+            "R2": 0.2287264371665766,
+            "Pearson": 0.48222860826206015,
+            "Spearman": 0.45214954608560165
+        },
+        "test": {
+            "RMSE": 0.32155034181020287,
+            "MAPE": 137505799489.7326,
+            "R2": 0.200339123948163,
+            "Pearson": 0.45701285487081367,
+            "Spearman": 0.46850636510373284
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.6442777006498014,
+            "MAPE": 64174866174.09426,
+            "R2": 0.36720568640296114,
+            "Pearson": 0.6730532290655568,
+            "Spearman": 0.34108196144051717
+        },
+        "validation": {
+            "RMSE": 0.6178545601692622,
+            "MAPE": 43505897718.93111,
+            "R2": 0.024382173810964747,
+            "Pearson": 0.17354881025597169,
+            "Spearman": 0.14528646749849405
+        },
+        "test": {
+            "RMSE": 0.6719158483537341,
+            "MAPE": 85581845858.94386,
+            "R2": -0.045034547683785675,
+            "Pearson": 0.05680115741638574,
+            "Spearman": 0.16211442525559508
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.46691454498521295,
+            "MAPE": 156762411125.4982,
+            "R2": 0.6209025454476718,
+            "Pearson": 0.8195046136420505,
+            "Spearman": 0.5328888237468279
+        },
+        "validation": {
+            "RMSE": 0.5423948997468309,
+            "MAPE": 199749905259.63446,
+            "R2": 0.10740604492011607,
+            "Pearson": 0.37046357963707727,
+            "Spearman": 0.4115199566160791
+        },
+        "test": {
+            "RMSE": 0.591517334605612,
+            "MAPE": 218295027876.12518,
+            "R2": 0.05779456632986546,
+            "Pearson": 0.31807795233529956,
+            "Spearman": 0.43244691547213593
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.22679346812588141,
+            "MAPE": 59505358065.51851,
+            "R2": 0.7872772893071256,
+            "Pearson": 0.9117024181850426,
+            "Spearman": 0.9018523802373029
+        },
+        "validation": {
+            "RMSE": 0.4342822281166085,
+            "MAPE": 94749203057.78123,
+            "R2": 0.17186238262784126,
+            "Pearson": 0.4166439734166616,
+            "Spearman": 0.3968874226861975
+        },
+        "test": {
+            "RMSE": 0.44494198420887504,
+            "MAPE": 46548556897.98756,
+            "R2": 0.12341273976176015,
+            "Pearson": 0.36421914671240335,
+            "Spearman": 0.3485959632000049
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2066987219131753,
+            "MAPE": 61871370876.08451,
+            "R2": 0.47572553632851566,
+            "Pearson": 0.7145473641638052,
+            "Spearman": 0.662678221220385
+        },
+        "validation": {
+            "RMSE": 0.24307163901873763,
+            "MAPE": 139639648042.26834,
+            "R2": 0.250575132374812,
+            "Pearson": 0.5006825535428787,
+            "Spearman": 0.4735389829504584
+        },
+        "test": {
+            "RMSE": 0.2424055017533865,
+            "MAPE": 102862406222.36847,
+            "R2": 0.24112905876794533,
+            "Pearson": 0.49148863044926233,
+            "Spearman": 0.4750040659258082
+        }
+    }
+}