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abalone_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 0.6870062831574866
+}

abalone_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Length,0.046568714,0.05687204,0.08380504,0.07762218,0.04812211,0.049993638
+Diameter,0.089435115,0.08063981,0.12263695,0.08255151,0.074391395,0.06840973
+Height,0.09492245,0.07955507,0.12056447,0.114570454,0.09502641,0.06983741
+Whole_weight,0.1305649,0.10930335,0.098905556,0.11517965,0.105049744,0.08634578
+Shucked_weight,0.11291846,0.106343,0.12884931,0.106854096,0.11602663,0.09837986
+Viscera_weight,0.105997525,0.09021936,0.1315364,0.098417036,0.10599399,0.09010193
+Shell_weight,0.12110859,0.13148642,0.12803377,0.11495769,0.10493845,0.1524293
+Sex_F,0.15671872,0.15833022,0.05805864,0.15248118,0.16098447,0.12751673
+Sex_I,0.05194875,0.08389768,0.031709813,0.038296897,0.08821535,0.13989495
+Sex_M,0.078108974,0.08502082,0.052624874,0.05344549,0.086755745,0.089305274
+cpu_training_time,0.00037314606,0.00092881994,0.00321148,0.0034377042,0.00051301863,0.0010559246
+cpu_prediction_time,0.000987221,0.0014335382,0.0034027637,0.0027393198,0.0009211037,0.0023123678
+memory_usage,0.0006686837,0.0009798951,0.0026920221,0.0036167898,0.0007701541,0.0016237325
+max_depth,0.00084461906,0.0011485333,0.0046536685,0.0027340855,0.0006814446,0.001531483
+learning_rate,0.0021708668,0.003110613,0.009709464,0.009818147,0.0024151255,0.0035287712
+n_estimators,0.0017523274,0.0030806754,0.005485155,0.0071981936,0.0032886693,0.005507872
+model_CatBoostRegressor,0.0010932484,0.0014547749,0.00252522,0.0022751845,0.0015440608,0.002970295
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
+model_LGBMRegressor,0.0022753482,0.0026288666,0.0037418443,0.0037182926,0.0025704221,0.0040240176
+model_RandomForestRegressor,0.00030923326,0.0007008198,0.0014403067,0.0011620577,0.0005794045,0.0016271701
+model_XGBRegressor,0.0012331529,0.002865595,0.0064132935,0.008924122,0.0012122829,0.0036038205

abalone_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 2.0903290032261697,
+            "MAPE": 172774441479.08356,
+            "R2": 0.11427816400880053,
+            "Pearson": 0.6335326854831408,
+            "Spearman": 0.5917868536403277
+        },
+        "validation": {
+            "RMSE": 2.253441661277624,
+            "MAPE": 282174803209.6505,
+            "R2": 0.002519757444171322,
+            "Pearson": 0.12585052858883078,
+            "Spearman": 0.17284819047500657
+        },
+        "test": {
+            "RMSE": 2.2633494159750396,
+            "MAPE": 162021961201.4279,
+            "R2": 0.01693967056090806,
+            "Pearson": 0.14838930599818456,
+            "Spearman": 0.15137210325446313
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1.1291461149647926,
+            "MAPE": 2033296696007.9658,
+            "R2": 0.464065678045561,
+            "Pearson": 0.8371998531662249,
+            "Spearman": 0.6655665259622504
+        },
+        "validation": {
+            "RMSE": 1.4437548099977333,
+            "MAPE": 2942062585669.05,
+            "R2": 0.14771058983392038,
+            "Pearson": 0.3941695842156743,
+            "Spearman": 0.29113595233429557
+        },
+        "test": {
+            "RMSE": 1.5179649660215908,
+            "MAPE": 1915440974199.3696,
+            "R2": 0.07472790226007553,
+            "Pearson": 0.2746380791054561,
+            "Spearman": 0.3285942004915664
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 9.059867571828697,
+            "MAPE": 1327766649438.1245,
+            "R2": 0.4066711116292042,
+            "Pearson": 0.8355121221103128,
+            "Spearman": 0.5064861379435531
+        },
+        "validation": {
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+            "MAPE": 1009571427769.2856,
+            "R2": 0.03125333041558276,
+            "Pearson": 0.19730108042174255,
+            "Spearman": 0.1235503457397029
+        },
+        "test": {
+            "RMSE": 11.606398421224496,
+            "MAPE": 1339640370593.7466,
+            "R2": -0.01576547684252616,
+            "Pearson": 0.0818266887259117,
+            "Spearman": 0.01879781878006446
+        }
+    },
+    "L2": {
+        "train": {
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+            "MAPE": 5390476801649.119,
+            "R2": 0.5937558047566851,
+            "Pearson": 0.8913442970785171,
+            "Spearman": 0.5702644907976337
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+        "validation": {
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+            "Spearman": 0.32165807529231993
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+            "R2": 0.027871902531782622,
+            "Pearson": 0.21392803441563132,
+            "Spearman": 0.35347119535942756
+        }
+    },
+    "Lpls": {
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+            "R2": 0.12389526293093411,
+            "Pearson": 0.6099856312120531,
+            "Spearman": 0.6299372480604911
+        },
+        "validation": {
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+            "R2": -0.013832928703850333,
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+            "Spearman": 0.010745313578199871
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+        "test": {
+            "RMSE": 0.5069312714005554,
+            "MAPE": 50048551232.399796,
+            "R2": 0.010588253305338524,
+            "Pearson": 0.1094259354603994,
+            "Spearman": 0.07888333503711746
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 560529503763.6932,
+            "R2": 0.38503537715064606,
+            "Pearson": 0.7751142121380395,
+            "Spearman": 0.7352388678080154
+        },
+        "validation": {
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+            "MAPE": 724643328309.7678,
+            "R2": 0.09861950126844643,
+            "Pearson": 0.3187820449483362,
+            "Spearman": 0.2622062862354203
+        },
+        "test": {
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+            "R2": 0.08829199344976069,
+            "Pearson": 0.3004078988950401,
+            "Spearman": 0.2824329165713558
+        }
+    }
+}