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abalone_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.6870062831574866
+}

abalone_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Length,0.04912047,0.05846003,0.0824856,0.08423162,0.04661303,0.046390887
+Diameter,0.08097779,0.07711497,0.10310026,0.088008694,0.070756584,0.06728278
+Height,0.09389198,0.08595523,0.12594953,0.12307298,0.08863647,0.06765052
+Whole_weight,0.118224904,0.09952047,0.101563916,0.1063259,0.10354182,0.087152526
+Shucked_weight,0.12603451,0.11718983,0.10778526,0.11554789,0.10753058,0.10068661
+Viscera_weight,0.11816429,0.08293425,0.16341586,0.09950331,0.10161337,0.08522402
+Shell_weight,0.14198785,0.1343381,0.12349733,0.12236207,0.122925304,0.15087067
+Sex_F,0.12467181,0.15564463,0.055104792,0.1162415,0.1910584,0.13377447
+Sex_I,0.060124353,0.081212044,0.042682104,0.034147672,0.08430062,0.14729732
+Sex_M,0.0695599,0.086357705,0.04784561,0.05031476,0.069954515,0.08713821
+cpu_training_time,0.0006709331,0.0010110934,0.0032603284,0.0034388143,0.00039909585,0.0008762454
+cpu_prediction_time,0.0010832811,0.0015765767,0.0035525942,0.0043078554,0.00076066924,0.0016341117
+memory_usage,0.00105123,0.0011760853,0.0031323822,0.0041071554,0.0007743653,0.0018092727
+max_depth,0.0009586549,0.0012649413,0.0043940805,0.0049035987,0.0005360337,0.0015734958
+learning_rate,0.0032710452,0.0038578678,0.010240105,0.011520015,0.0016272434,0.003912744
+n_estimators,0.002416922,0.0033831089,0.0060327686,0.008855728,0.002377733,0.0053750877
+model_CatBoostRegressor,0.0016010129,0.002036659,0.0024815057,0.0027797068,0.0016470623,0.0029760164
+model_DecisionTreeRegressor,0.0005174921,0.00021761682,0.0,0.0014626456,0.0,0.0
+model_LGBMRegressor,0.0021743663,0.0034958832,0.0039305575,0.004892952,0.002764536,0.003806228
+model_RandomForestRegressor,0.0015620707,0.0005872423,0.0027809169,0.00302805,0.0011553305,0.0012819177
+model_XGBRegressor,0.0019351451,0.002665522,0.006764458,0.010947063,0.0010271849,0.0032868683

abalone_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1.7152726849746682,
+            "MAPE": 439067171043.57184,
+            "R2": 0.40360443917577316,
+            "Pearson": 0.7974132973173089,
+            "Spearman": 0.7652024287829889
+        },
+        "validation": {
+            "RMSE": 2.256633765038448,
+            "MAPE": 843620546973.1927,
+            "R2": -0.00030819738811094233,
+            "Pearson": 0.13434169012315836,
+            "Spearman": 0.10606639773858242
+        },
+        "test": {
+            "RMSE": 2.279933237411888,
+            "MAPE": 335728678446.9141,
+            "R2": 0.0024809012255533336,
+            "Pearson": 0.12653663783806351,
+            "Spearman": 0.06652839533052757
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1.0066792418436947,
+            "MAPE": 1971099787082.3777,
+            "R2": 0.5740157832217109,
+            "Pearson": 0.8563064695718927,
+            "Spearman": 0.6974146824679347
+        },
+        "validation": {
+            "RMSE": 1.4303044429339586,
+            "MAPE": 3053732628044.458,
+            "R2": 0.16351688392161656,
+            "Pearson": 0.4046552200699503,
+            "Spearman": 0.3127704926206764
+        },
+        "test": {
+            "RMSE": 1.545911954434453,
+            "MAPE": 1919828493829.7444,
+            "R2": 0.04034422677599736,
+            "Pearson": 0.24293088696579476,
+            "Spearman": 0.30713902926447345
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 9.020676356641816,
+            "MAPE": 1452157364476.9932,
+            "R2": 0.41179325836827463,
+            "Pearson": 0.8386885337953223,
+            "Spearman": 0.5252022014980671
+        },
+        "validation": {
+            "RMSE": 12.172652515019834,
+            "MAPE": 1113141725023.5732,
+            "R2": 0.039432902821164295,
+            "Pearson": 0.22313189037982284,
+            "Spearman": 0.16754231904996647
+        },
+        "test": {
+            "RMSE": 11.605350262256682,
+            "MAPE": 1685819823396.569,
+            "R2": -0.015582020169749633,
+            "Pearson": 0.07871237514803939,
+            "Spearman": 0.02582280851283013
+        }
+    },
+    "L2": {
+        "train": {
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+            "MAPE": 4847129130296.019,
+            "R2": 0.7266518832720583,
+            "Pearson": 0.9116716439345639,
+            "Spearman": 0.6079064961357747
+        },
+        "validation": {
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+            "R2": 0.13640488965270048,
+            "Pearson": 0.3702982998781596,
+            "Spearman": 0.3323165075416682
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+        "test": {
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+            "Pearson": 0.19488361372355067,
+            "Spearman": 0.3462268992475999
+        }
+    },
+    "Lpls": {
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+            "R2": 0.01801866958402787,
+            "Pearson": 0.4307054059870571,
+            "Spearman": 0.3697263702125983
+        },
+        "validation": {
+            "RMSE": 0.49765435134639996,
+            "MAPE": 48076325672.12194,
+            "R2": -0.015099997885012817,
+            "Pearson": -0.022628169996076926,
+            "Spearman": -0.004693190377090306
+        },
+        "test": {
+            "RMSE": 0.5088775899921085,
+            "MAPE": 37529852940.931656,
+            "R2": 0.0029761473445805153,
+            "Pearson": 0.09059484016541713,
+            "Spearman": 0.09793744834105657
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 558533174265.2379,
+            "R2": 0.3932608015997635,
+            "Pearson": 0.7740498394354267,
+            "Spearman": 0.7285745467860728
+        },
+        "validation": {
+            "RMSE": 0.24812315594228032,
+            "MAPE": 729313755751.7334,
+            "R2": 0.1042740165015077,
+            "Pearson": 0.32705299117020054,
+            "Spearman": 0.28489667432453497
+        },
+        "test": {
+            "RMSE": 0.2697770950422264,
+            "MAPE": 526443794626.3996,
+            "R2": 0.08511545890892036,
+            "Pearson": 0.2924913354169648,
+            "Spearman": 0.2686837556447377
+        }
+    }
+}