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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