,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