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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
acousticness,0.039831437,0.044033933,0.041565847,0.04929299,0.03683017,0.04180038
danceability,0.053306993,0.038186733,0.06381445,0.047896158,0.05059773,0.03334755
duration_ms,0.07385414,0.043257106,0.0885325,0.054513995,0.06385082,0.037844688
energy,0.063222416,0.033685684,0.06920226,0.052657444,0.06338188,0.03160282
explicit,0.085067905,0.06852519,0.09027231,0.08535666,0.10703413,0.04493945
instrumentalness,0.07048503,0.08012057,0.06806896,0.08055403,0.07147093,0.06885825
key,0.06941536,0.032277413,0.062291365,0.052064847,0.0639923,0.02767599
liveness,0.07468382,0.042303056,0.059285842,0.05695311,0.06338196,0.03293124
loudness,0.08113244,0.055332158,0.06509278,0.065675035,0.08083478,0.041216265
mode,0.054269485,0.039788917,0.076928526,0.046543654,0.054433007,0.023643326
speechiness,0.06774453,0.0392901,0.073558845,0.044704314,0.06863194,0.04105765
tempo,0.07343046,0.039270196,0.079236664,0.060407214,0.069021694,0.03299436
valence,0.07604696,0.038412515,0.083039284,0.045679096,0.06619748,0.033222668
year,0.091246285,0.30328587,0.066604815,0.21730624,0.0911426,0.33280152
cpu_training_time,0.0005497583,0.0039651394,0.00043624162,0.0014951848,0.0017718826,0.010037208
cpu_prediction_time,0.0025486324,0.0096033495,0.0005129258,0.0020542403,0.008855178,0.03108549
memory_usage,0.0010416033,0.011306707,0.0012606147,0.005593419,0.004712936,0.017761922
max_depth,0.0013628174,0.007919642,0.0027530123,0.0054722163,0.0013057734,0.014453599
learning_rate,0.006933788,0.021728462,0.0023130637,0.009543351,0.015157854,0.043790787
n_estimators,0.010069273,0.015850727,0.00079384446,0.0035922963,0.014964974,0.03879241
model_CatBoostRegressor,0.0010103596,0.0021191512,0.0018778967,0.0033370208,0.0004428859,0.002347708
model_DecisionTreeRegressor,0.00012705244,0.022373782,0.00075184036,0.0017688426,0.00038396037,0.0065123886
model_LGBMRegressor,0.0006832998,0.0032752808,0.00042717071,0.0020083692,0.00022784415,0.0077018593
model_RandomForestRegressor,0.0014578528,0.0033101225,0.0009833433,0.004038382,0.001108911,0.00085024786
model_XGBRegressor,0.00047831095,0.0007781555,0.00039566052,0.0014918536,0.00026638628,0.002730168