,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Area,0.16989218,0.09919513,0.10809155,0.18834181,0.24204142,0.08354748
Sensing Range,0.10136844,0.069012724,0.08520081,0.08155614,0.112475626,0.045746952
Transmission Range,0.11263512,0.06183961,0.084309064,0.06930821,0.10062256,0.03893961
Number of Sensor nodes,0.034194935,0.049789395,0.039002895,0.028543245,0.033752427,0.027122224
cpu_training_time,0.016548982,0.020813331,0.036044598,0.021807954,0.015077688,0.017985526
cpu_prediction_time,0.022194471,0.029675769,0.02588178,0.029148724,0.019865956,0.024333859
memory_usage,0.02477978,0.027541377,0.08916018,0.058931302,0.036113515,0.028315471
max_depth,0.012084327,0.016700678,0.015564439,0.017713448,0.011773314,0.020078985
learning_rate,0.116613984,0.13871206,0.18875885,0.17093031,0.07191654,0.095977955
n_estimators,0.09216877,0.19191685,0.15559393,0.12961608,0.05397233,0.11234193
model_CatBoostRegressor,0.033268496,0.03703094,0.03376763,0.020989394,0.06444247,0.17573883
model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
model_LGBMRegressor,0.1581706,0.15529564,0.08477401,0.103151634,0.15616612,0.14772654
model_RandomForestRegressor,0.07702467,0.055624843,0.035516083,0.036330532,0.03427338,0.040692225
model_XGBRegressor,0.029055253,0.046851758,0.018334348,0.043631278,0.04750667,0.14145237