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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
acousticness,0.0401558,0.043409623,0.042416025,0.049171768,0.040120967,0.04212732
danceability,0.052202534,0.037686747,0.06264789,0.04719596,0.049471397,0.030930642
duration_ms,0.07753942,0.04728593,0.08692377,0.055135336,0.06331484,0.03811251
energy,0.06495772,0.033734575,0.06652462,0.053438533,0.061439775,0.031145314
explicit,0.07503042,0.0740018,0.09069913,0.093872085,0.10601865,0.048291355
instrumentalness,0.074012786,0.08068112,0.07016355,0.08045336,0.072168976,0.067478
key,0.0692574,0.032837827,0.057848275,0.05116183,0.06400133,0.029353457
liveness,0.073546275,0.042664327,0.061737616,0.054835975,0.06636983,0.034143444
loudness,0.07962477,0.054327294,0.068183005,0.05904723,0.07308154,0.040986665
mode,0.055328485,0.04206282,0.072105914,0.049432136,0.05027323,0.022247473
speechiness,0.0704942,0.039331477,0.07138727,0.04532135,0.06748973,0.04121504
tempo,0.07476296,0.038581315,0.07973447,0.06034115,0.07123831,0.033623997
valence,0.07423507,0.041210096,0.08357432,0.0519787,0.06868203,0.03233986
year,0.09139866,0.30572674,0.07080634,0.20666716,0.09200065,0.3324245
cpu_training_time,0.0010256707,0.003462173,0.00029344007,0.001562019,0.0026041544,0.008126913
cpu_prediction_time,0.0031136365,0.007937581,0.00038245594,0.0019386616,0.011521905,0.028312746
memory_usage,0.001635229,0.009293237,0.0014833824,0.0056334455,0.0042185136,0.015984932
max_depth,0.0013353758,0.006978907,0.0022107656,0.0053700274,0.0009770673,0.012261251
learning_rate,0.0062921387,0.018388376,0.0028234902,0.008153952,0.017981816,0.039663073
n_estimators,0.010368678,0.015131013,0.0020600993,0.0036037043,0.015418456,0.036217514
model_CatBoostRegressor,0.0011053287,0.0021316006,0.0025201377,0.0037407102,0.00031079416,0.0014198315
model_DecisionTreeRegressor,0.000726155,0.017778508,0.00013925796,0.0043622134,0.00015607981,0.021150287
model_LGBMRegressor,0.0006435597,0.0029415984,0.00041193134,0.0017412313,0.00027837523,0.006350872
model_RandomForestRegressor,0.000911532,0.0017774757,0.0023183497,0.0039315894,0.00055921,0.0023940569
model_XGBRegressor,0.0002961591,0.00063787994,0.00060450484,0.0019099145,0.00030238184,0.0036988854