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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