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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Length,0.05066699,0.05501039,0.08528831,0.07692064,0.049478594,0.04674546
Diameter,0.08007205,0.08723897,0.11638034,0.081106216,0.07729197,0.062716305
Height,0.09075812,0.07357857,0.12109664,0.109853916,0.08923029,0.06405826
Whole_weight,0.12284648,0.104108155,0.10261819,0.1168459,0.107546315,0.0845179
Shucked_weight,0.12244215,0.10801794,0.12176543,0.11213117,0.11685893,0.10262574
Viscera_weight,0.11344445,0.08771215,0.14726491,0.08954803,0.11072047,0.08518854
Shell_weight,0.13634288,0.13070288,0.12020198,0.108553275,0.10531376,0.15213281
Sex_F,0.12065864,0.18057932,0.053464606,0.123752035,0.15705857,0.12026815
Sex_I,0.07897386,0.073654905,0.025477396,0.048291318,0.0766889,0.1601986
Sex_M,0.06822686,0.08116897,0.05771357,0.07283473,0.09582615,0.093851216
cpu_training_time,0.00057778315,0.00091730297,0.003457068,0.0035994507,0.00046645573,0.00082308595
cpu_prediction_time,0.0011133055,0.0011907249,0.0037093225,0.005134994,0.00094112474,0.0021113406
memory_usage,0.00083493674,0.0009640831,0.0029847275,0.0040576784,0.000906454,0.0015934722
max_depth,0.0011390261,0.00093108247,0.0063583846,0.006031947,0.0005078048,0.0014437722
learning_rate,0.0032128124,0.00357087,0.010737725,0.012144021,0.0021580164,0.004212147
n_estimators,0.0023073906,0.0028974533,0.0056677707,0.008468777,0.0021548541,0.004802303
model_CatBoostRegressor,0.0013729654,0.0016013458,0.0026685144,0.003241146,0.0016170396,0.003475199
model_DecisionTreeRegressor,0.00034570004,0.0,0.0,0.0016360047,0.0,0.0005708249
model_LGBMRegressor,0.0021530697,0.0025181682,0.003240773,0.0037176665,0.0027517215,0.0039610527
model_RandomForestRegressor,0.000790671,0.00079359446,0.0019262797,0.0014936572,0.0013879214,0.0012177215
model_XGBRegressor,0.0017198625,0.0028431732,0.007978136,0.010637394,0.0010946478,0.0034861125