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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
acousticness,0.04769179,0.04591498,0.04276093,0.052300066,0.03931159,0.043240435
danceability,0.056799565,0.03852891,0.061554674,0.048634842,0.05065204,0.033659548
duration_ms,0.076319754,0.044822656,0.09870232,0.05648987,0.06616088,0.040058848
energy,0.062869094,0.032197103,0.070646755,0.048805114,0.06086968,0.03300702
explicit,0.08675386,0.07147283,0.09366383,0.073823676,0.09780488,0.05288932
instrumentalness,0.07218198,0.083843514,0.068567835,0.07762877,0.07565359,0.070068486
key,0.06356408,0.0286451,0.053091314,0.053019278,0.059087824,0.028807314
liveness,0.07814684,0.041638028,0.06394927,0.055190656,0.06578134,0.03652678
loudness,0.07532094,0.054905873,0.067097194,0.057473835,0.07483382,0.043120675
mode,0.047010817,0.036637835,0.072203286,0.050086595,0.053340565,0.025574556
speechiness,0.071292676,0.039167304,0.066704035,0.044289075,0.06535557,0.042922303
tempo,0.07131368,0.042527508,0.07666817,0.05998799,0.06663953,0.034688786
valence,0.07520946,0.038605426,0.08539569,0.040238902,0.06503198,0.03476748
year,0.08937121,0.32073084,0.065027505,0.24069202,0.09332453,0.3184226
cpu_training_time,0.00037940068,0.004644359,0.00057247974,0.0012325045,0.0040533016,0.007495526
cpu_prediction_time,0.0015861975,0.009921681,0.00054852065,0.0013262673,0.014405269,0.027731316
memory_usage,0.0016538851,0.011422146,0.0014989786,0.0064472444,0.006257787,0.015481963
max_depth,0.0013101404,0.007540341,0.0027244017,0.0047988044,0.000902569,0.0109718675
learning_rate,0.0067780837,0.022251066,0.0023041738,0.009127845,0.018639786,0.042903252
n_estimators,0.011187487,0.016117059,0.0010008395,0.0042013912,0.019372007,0.036082193
model_CatBoostRegressor,0.0010722883,0.002217751,0.0023693999,0.003630386,0.0004082439,0.0019870629
model_DecisionTreeRegressor,0.00035977527,0.0,0.0,0.004125517,0.0004593311,0.009338266
model_LGBMRegressor,0.0005609325,0.0038734414,0.00027520067,0.0015111655,0.00026982842,0.0054172697
model_RandomForestRegressor,0.00092811004,0.0012788186,0.0017020563,0.0040567876,0.0011835037,0.001357202
model_XGBRegressor,0.00033797065,0.001095452,0.00097112195,0.00088134647,0.00020059312,0.0034799383