,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Area,0.16930722,0.10346787,0.09979553,0.19150314,0.21438283,0.084621675
Sensing Range,0.10017158,0.07122887,0.08579161,0.08228457,0.09140512,0.042856194
Transmission Range,0.10272466,0.05621056,0.08711135,0.065999515,0.10543059,0.039149318
Number of Sensor nodes,0.035153195,0.045512505,0.039156135,0.03211053,0.04273197,0.024953011
cpu_training_time,0.01668264,0.022377737,0.028468605,0.027135344,0.013342514,0.017615303
cpu_prediction_time,0.021196593,0.028121356,0.027385352,0.038359422,0.021800935,0.025297152
memory_usage,0.028085198,0.030647712,0.07759551,0.0587444,0.03368125,0.026770987
max_depth,0.0123723205,0.016103663,0.019377902,0.022898471,0.013651553,0.018215485
learning_rate,0.1201305,0.1451611,0.18773915,0.16779158,0.07566444,0.09685569
n_estimators,0.09648873,0.19334117,0.1679834,0.13170305,0.05926253,0.10652005
model_CatBoostRegressor,0.03572182,0.038023714,0.025538111,0.028099533,0.07161433,0.15956095
model_DecisionTreeRegressor,0.0,0.0,0.0,0.0,0.0,0.0
model_LGBMRegressor,0.15916984,0.1470921,0.097458676,0.09841096,0.16338833,0.14115581
model_RandomForestRegressor,0.07409179,0.05487614,0.0334928,0.031581838,0.047313195,0.08950618
model_XGBRegressor,0.028704066,0.047835585,0.023105888,0.023377575,0.046330355,0.12692213