,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
acousticness,0.038807668,0.04643598,0.043996878,0.051566944,0.037697036,0.04209274
danceability,0.057039373,0.037269764,0.05523849,0.050226573,0.051357556,0.032551568
duration_ms,0.074557945,0.043237608,0.09313415,0.0580106,0.06290497,0.040365197
energy,0.060924243,0.036058325,0.06902495,0.04934497,0.06270249,0.032983072
explicit,0.092131086,0.07522552,0.090686895,0.09246009,0.10701463,0.05300372
instrumentalness,0.076880805,0.08388745,0.06434455,0.0807245,0.07586174,0.071267076
key,0.0632283,0.031037774,0.05624548,0.054534797,0.061562926,0.029983906
liveness,0.0698144,0.04263363,0.06210522,0.053717203,0.06676775,0.036711495
loudness,0.0772593,0.055039596,0.065396555,0.062424276,0.077834174,0.043093756
mode,0.05735668,0.03804643,0.08013417,0.02951442,0.052193753,0.030127889
speechiness,0.07345035,0.039129693,0.076268725,0.044677828,0.06743558,0.043546412
tempo,0.0718456,0.04103831,0.07504494,0.062255383,0.07101513,0.03599616
valence,0.070258625,0.03902177,0.081651546,0.044100344,0.06644591,0.036313
year,0.0902715,0.31772465,0.072181985,0.22635058,0.08896174,0.3253328
cpu_training_time,0.00027341506,0.0042597787,0.00029524893,0.0017257519,0.0020895556,0.006876049
cpu_prediction_time,0.0010588977,0.008178283,0.00049435167,0.0018854841,0.010380201,0.024926338
memory_usage,0.001112284,0.010004868,0.00095859653,0.0059862775,0.0049255164,0.013405014
max_depth,0.0012904167,0.0071187965,0.002819104,0.0055760005,0.001199452,0.009481639
learning_rate,0.0067026657,0.019310838,0.002397156,0.00890708,0.014619218,0.03420606
n_estimators,0.011812786,0.015417128,0.0017628781,0.0038423373,0.014521155,0.03335267
model_CatBoostRegressor,0.00097009935,0.0021181027,0.0026297122,0.0039220103,0.0004269431,0.001814925
model_DecisionTreeRegressor,0.001013605,0.0007439643,0.0010715621,0.00074983406,4.4612338e-05,0.008301331
model_LGBMRegressor,0.00070100714,0.0035547193,0.00037224413,0.0013311229,0.00020193498,0.0090002
model_RandomForestRegressor,0.000795131,0.0026188279,0.0012566304,0.0049258643,0.0015210863,0.0029638212
model_XGBRegressor,0.0004438653,0.00088814064,0.00048797939,0.0012396927,0.00031488444,0.0023032306