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california_housing_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 2.998288767829939
+}

california_housing_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+MedInc,0.07455177,0.090400405,0.0970194,0.096322104,0.071050145,0.0861687
+HouseAge,0.08064292,0.063048184,0.10116461,0.090617344,0.08247529,0.054125182
+AveRooms,0.09761901,0.090243585,0.10457786,0.09720328,0.09660292,0.085281655
+AveBedrms,0.107048124,0.08470945,0.115984604,0.11372824,0.09545007,0.06618559
+Population,0.11345029,0.112715214,0.104851924,0.1267114,0.09873627,0.102953635
+AveOccup,0.11591932,0.14920458,0.10678958,0.12618037,0.113494545,0.14829381
+Latitude,0.14735912,0.10614327,0.14148663,0.10079299,0.13765149,0.09434869
+Longitude,0.15169771,0.08640499,0.11621581,0.07817261,0.14182422,0.082803294
+cpu_training_time,0.0026264382,0.0045981915,0.0032668002,0.0056126006,0.0043294886,0.009516536
+cpu_prediction_time,0.0057612546,0.0093759345,0.003825839,0.0062071425,0.007928158,0.0151933
+memory_usage,0.007824306,0.027426213,0.009930849,0.018460346,0.011702852,0.038345665
+max_depth,0.006472868,0.019305356,0.007697166,0.015706696,0.011587633,0.023780845
+learning_rate,0.037196282,0.04629581,0.023900717,0.027197467,0.042474706,0.0651962
+n_estimators,0.030179027,0.052923094,0.011276087,0.025468312,0.03856986,0.064884275
+model_CatBoostRegressor,0.0032518234,0.0070874915,0.0063533294,0.012798875,0.0048887935,0.008674901
+model_DecisionTreeRegressor,0.0016355363,0.0038368814,0.013558673,0.014384199,0.011788965,0.010486265
+model_LGBMRegressor,0.0033303718,0.00499421,0.003351034,0.0049017593,0.004643417,0.0058704456
+model_RandomForestRegressor,0.009249436,0.03185199,0.014006221,0.02443504,0.020937884,0.031954
+model_XGBRegressor,0.004184321,0.009435081,0.014742899,0.015099259,0.0038632532,0.005936955

california_housing_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.33791295674052735,
+            "MAPE": 68092368074.43229,
+            "R2": 0.6081214221815319,
+            "Pearson": 0.8426433086905674,
+            "Spearman": 0.7485820048241274
+        },
+        "validation": {
+            "RMSE": 0.47684307472682963,
+            "MAPE": 62969502369.73659,
+            "R2": 0.0841786529263906,
+            "Pearson": 0.3001748204417122,
+            "Spearman": 0.30725429959550354
+        },
+        "test": {
+            "RMSE": 0.4819387234896419,
+            "MAPE": 77607940934.6444,
+            "R2": 0.05937925663349619,
+            "Pearson": 0.2716445836380666,
+            "Spearman": 0.28149208899128975
+        }
+    },
+    "L1": {
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+            "MAPE": 81702620838.19933,
+            "R2": 0.5861389616275546,
+            "Pearson": 0.7928349735775413,
+            "Spearman": 0.6241632759328484
+        },
+        "validation": {
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+            "MAPE": 158160652023.5744,
+            "R2": 0.22911212770587674,
+            "Pearson": 0.482123311574227,
+            "Spearman": 0.45405598003111075
+        },
+        "test": {
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+            "Pearson": 0.4645589542038818,
+            "Spearman": 0.4737258027502459
+        }
+    },
+    "L2s": {
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+            "R2": 0.5091133290184899,
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+            "Spearman": 0.4383199771390148
+        },
+        "validation": {
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+            "Spearman": 0.17853124066277687
+        },
+        "test": {
+            "RMSE": 0.6633000730918273,
+            "MAPE": 103992218990.03386,
+            "R2": -0.01840604525035383,
+            "Pearson": 0.14217259136417093,
+            "Spearman": 0.20941002981957804
+        }
+    },
+    "L2": {
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+            "R2": 0.6518758790250847,
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+        "validation": {
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+            "Spearman": 0.44115919603597614
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+    },
+    "Lpls": {
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+            "Spearman": 0.3532390586379144
+        }
+    },
+    "Lpl": {
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+            "Spearman": 0.7232254283114717
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+        "validation": {
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+        "test": {
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+            "Pearson": 0.5009407624563149,
+            "Spearman": 0.48332099469355333
+        }
+    }
+}