,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Area,0.0001467916448318935,-0.0001332538922995601,0.003900103062535393,-0.00346008894729494,6.864164146938258e-06,-6.151788353764796e-06
Sensing Range,-0.00267456359352803,0.0006655058592831952,-0.08277797501489137,0.032609371776148255,-0.00011440177998938783,1.690027331211673e-05
Transmission Range,-0.005349130632009148,0.0013310059451688222,-0.1655559898060191,0.0652185245338043,-0.00022880374208121998,3.380036100880467e-05
Number of Sensor nodes,-0.032094767897825616,0.007986062308155035,-0.9933357553168813,0.3913121577021525,-0.0013728216123051883,0.0002028030224383888
cpu_training_time,1.0406695206071824e-09,4.551886513879612e-09,-1.1416051033186805e-08,1.6324989681742293e-07,8.344437640572938e-11,1.1705500253979881e-10
cpu_prediction_time,4.7533302517642874e-08,1.1460519950039533e-07,6.076845737548585e-07,4.225741977674644e-06,2.2189272481974674e-09,3.74347056021229e-09
memory_usage,-6.475795769281593e-08,-4.4321473272919825e-07,8.663108973625483e-07,-1.5751556287590033e-05,-5.1412181307322764e-09,-1.1305229921498983e-08
max_depth,-0.017799369801853,-0.06032813866851253,1.3169337805156913,-2.4270068808614114,-0.0032626350535995175,-0.001019774006178305
learning_rate,-25.12335877705735,-53.875953037259094,-255.7074522893406,-1919.4588448094319,-1.3380990986875518,-1.857760104590814
n_estimators,-0.0031505107501307843,-0.007967389648752442,-0.02374241347691041,-0.2877247484148968,-0.00017426439506506628,-0.0002577853977458646
model_CatBoostRegressor,13.250232417800186,19.655314651099253,163.4348170699229,771.302040476927,0.6907742131768997,0.6059783325762564
model_DecisionTreeRegressor,-19.677496616321868,-31.203597667250055,-241.2716173428247,-1160.4666575286385,-1.0201471949872625,-1.0297702007280658
model_LGBMRegressor,12.451419776689956,26.18999588652801,134.54680258296,918.9864036019043,0.6490648756865205,0.9094006989448878
model_RandomForestRegressor,-18.099761204185334,-35.59168044378647,-203.5038932546971,-1307.5907430148022,-0.935143325200997,-1.1842932063988445
model_XGBRegressor,12.075605626017085,20.949967573409285,146.79389094463923,777.7689564646101,0.6154514313248404,0.6986843756057675