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abalone_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.6870062831574866
+}

abalone_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Length,0.05077635,0.056882277,0.09452845,0.082645506,0.047127604,0.047321405
+Diameter,0.068308845,0.078819096,0.11604939,0.07860906,0.069838695,0.06537658
+Height,0.093720764,0.08132482,0.12521736,0.10526387,0.094302006,0.06906617
+Whole_weight,0.11915737,0.099282816,0.09419362,0.11851041,0.11243225,0.08649736
+Shucked_weight,0.118115485,0.11536244,0.11623367,0.10273641,0.12462937,0.098231085
+Viscera_weight,0.10270744,0.081749946,0.12536165,0.095922336,0.10927406,0.08662494
+Shell_weight,0.15334088,0.14749704,0.118561916,0.108921036,0.1300476,0.14036633
+Sex_F,0.13478719,0.17150785,0.08022255,0.17004535,0.13040297,0.13726802
+Sex_I,0.06436903,0.084098294,0.03758788,0.04742345,0.10070758,0.14485408
+Sex_M,0.07811165,0.059542507,0.044772476,0.035596475,0.067559056,0.09755944
+cpu_training_time,0.0006198672,0.0010028752,0.003274167,0.0033504674,0.0006673922,0.0008208422
+cpu_prediction_time,0.0013118556,0.0015004653,0.0029893476,0.0037387102,0.0012606811,0.0015277999
+memory_usage,0.00094965973,0.0011003781,0.003395515,0.0036123528,0.0012744155,0.0016893835
+max_depth,0.0010470761,0.0016259148,0.004616867,0.0047826828,0.0006914363,0.0012654649
+learning_rate,0.0034848242,0.0037487978,0.011262467,0.012092174,0.0019792162,0.0038034401
+n_estimators,0.0026794919,0.003358672,0.0066951197,0.007919156,0.0023777576,0.0048719784
+model_CatBoostRegressor,0.00141143,0.0017459961,0.0024163788,0.0025971439,0.001556499,0.003135452
+model_DecisionTreeRegressor,0.0,0.002351596,0.0,0.0033287061,0.0,0.0
+model_LGBMRegressor,0.0024882723,0.0033405484,0.004291119,0.0030729696,0.0020086444,0.0041418597
+model_RandomForestRegressor,0.0009070346,0.0009453385,0.00081091386,0.0012087114,0.0006825792,0.0018878868
+model_XGBRegressor,0.0017055246,0.0032124463,0.007519169,0.008622991,0.0011801678,0.0036904765

abalone_xgboost_seed_504/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 1.8108494656178256,
+            "MAPE": 361736289040.6691,
+            "R2": 0.3352891659609958,
+            "Pearson": 0.7736325850495471,
+            "Spearman": 0.7319376583058329
+        },
+        "validation": {
+            "RMSE": 2.225240724569176,
+            "MAPE": 490727210555.1435,
+            "R2": 0.027329683070476674,
+            "Pearson": 0.19983641047227574,
+            "Spearman": 0.15700536621846775
+        },
+        "test": {
+            "RMSE": 2.269779382812029,
+            "MAPE": 255844729207.79016,
+            "R2": 0.011346169154889063,
+            "Pearson": 0.13666305130105044,
+            "Spearman": 0.10505138636872245
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.9733030715443703,
+            "MAPE": 1942038306775.463,
+            "R2": 0.6017943026891157,
+            "Pearson": 0.8634233804828659,
+            "Spearman": 0.7077099202470387
+        },
+        "validation": {
+            "RMSE": 1.427983981617471,
+            "MAPE": 3063902066334.7993,
+            "R2": 0.16622882711008702,
+            "Pearson": 0.40980803920337316,
+            "Spearman": 0.3184644838525749
+        },
+        "test": {
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+            "MAPE": 1972713992545.1277,
+            "R2": 0.042708205047740866,
+            "Pearson": 0.2574528060339482,
+            "Spearman": 0.30603657420160324
+        }
+    },
+    "L2s": {
+        "train": {
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+            "MAPE": 1696246649300.3936,
+            "R2": 0.22829819260845718,
+            "Pearson": 0.7699671437058473,
+            "Spearman": 0.4247024898911664
+        },
+        "validation": {
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+            "MAPE": 1398866282681.7,
+            "R2": 0.03072732359137298,
+            "Pearson": 0.24551171225941976,
+            "Spearman": 0.13377556602921253
+        },
+        "test": {
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+            "MAPE": 1765171185305.9846,
+            "R2": 0.011119913723086627,
+            "Pearson": 0.11229714865399358,
+            "Spearman": 0.03704130849335251
+        }
+    },
+    "L2": {
+        "train": {
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+            "MAPE": 4913696291603.314,
+            "R2": 0.7076008582042217,
+            "Pearson": 0.9080828773379569,
+            "Spearman": 0.6062766192371336
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+        "validation": {
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+            "R2": 0.13276881211402825,
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+            "Spearman": 0.3245078086798292
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+        "test": {
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+            "Pearson": 0.20602447162672533,
+            "Spearman": 0.3516520867761074
+        }
+    },
+    "Lpls": {
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+            "R2": 0.13555247674852244,
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+            "Spearman": 0.6748796479517483
+        },
+        "validation": {
+            "RMSE": 0.49627797708215965,
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+            "R2": -0.009492791062204908,
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+            "Spearman": 0.045061124293622634
+        },
+        "test": {
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+            "MAPE": 49934972243.4098,
+            "R2": 0.009171972683223784,
+            "Pearson": 0.0991849656478379,
+            "Spearman": 0.0787507769552855
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 555247186321.8236,
+            "R2": 0.39487799278504665,
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+            "Spearman": 0.7305213824253071
+        },
+        "validation": {
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+            "MAPE": 715813376628.7131,
+            "R2": 0.09679695256420606,
+            "Pearson": 0.3144872446998485,
+            "Spearman": 0.2692943529162153
+        },
+        "test": {
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+            "MAPE": 523838840116.2696,
+            "R2": 0.08744125919483425,
+            "Pearson": 0.29714888626328395,
+            "Spearman": 0.27960990950104525
+        }
+    }
+}