,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Year,0.0046237535,0.006443527,0.008469132,0.010530334,0.0027182023,0.005043387
Adult_Mortality,0.019707192,0.017110433,0.021012744,0.02410799,0.0155817345,0.017835483
infant_deaths,0.016003164,0.006677395,0.015054135,0.005737927,0.011864358,0.008749647
Alcohol,0.007873096,0.007525076,0.012395042,0.0070765833,0.009341021,0.008284737
percentage_expenditure,0.0173786,0.027959699,0.048950784,0.039861254,0.0101824645,0.00842714
Hepatitis_B,0.016626818,0.020770969,0.015879747,0.02130236,0.0149511,0.015446525
Measles,0.0076055704,0.012894802,0.0059701847,0.022599267,0.0067261434,0.010271575
BMI,0.011113852,0.010568051,0.007111663,0.0054520424,0.011622164,0.016094815
under_five_deaths,0.021230644,0.009621395,0.017825015,0.009203094,0.019335069,0.03425269
Polio,0.011389616,0.016682193,0.019682935,0.011327545,0.013051765,0.008810964
Total_expenditure,0.008124238,0.01029421,0.0102544455,0.0089267595,0.009281162,0.012927654
Diphtheria,0.022540946,0.029985473,0.025492579,0.03366397,0.011514065,0.017563602
HIV_AIDS,0.022956,0.031419493,0.048033796,0.03353291,0.0205308,0.033376176
GDP,0.04089245,0.06325005,0.08676906,0.09051587,0.0105316285,0.014248873
Population,0.0053780186,0.011889425,0.0050763474,0.009777527,0.009674841,0.017927442
thinness_AgeBracket2,0.017465936,0.045806523,0.04436674,0.029719125,0.020101149,0.016943859
thinness_AgeBracket1,0.021312548,0.0123773,0.024899362,0.021912148,0.01797155,0.009478794
Income_composition_of_resources,0.011519305,0.019817889,0.027796911,0.022291508,0.015299204,0.02109569
Schooling,0.01951481,0.010957966,0.015902849,0.016983597,0.019770991,0.013924198
Country_Afghanistan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Albania,0.0,0.0,0.0,0.0,0.0,0.0
Country_Algeria,0.011456744,0.0,0.0,0.0,0.008316707,0.0
Country_Angola,0.10267523,0.07456404,0.07585796,0.027523832,0.046960775,0.014185852
Country_Antigua and Barbuda,0.0,0.0,0.0,0.0,0.0,0.0
Country_Argentina,0.0050646206,0.00079381577,0.0,0.0,0.0,0.0014535215
Country_Armenia,0.0,0.004119197,0.0,0.0,0.0023324103,0.008721943
Country_Australia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Austria,0.042496286,0.03070304,0.031003052,0.057825595,0.019363927,0.03850296
Country_Azerbaijan,0.0,0.002700323,0.0,0.0,0.012679083,0.0062566404
Country_Bahamas,0.0,0.0,0.0,0.0,0.0,0.0
Country_Bahrain,0.0,0.0,0.0,0.0,0.0,0.0
Country_Bangladesh,0.0,0.0,0.0,0.0,0.0,0.0
Country_Barbados,0.0,0.0,0.0,0.0,0.0,0.0
Country_Belarus,0.0,0.0,0.0,0.0,0.0,0.0
Country_Belgium,0.04604896,0.053597715,0.034748327,0.030696435,0.05389719,0.062858656
Country_Belize,0.0,0.00065979327,0.0,0.0,0.0,0.0
Country_Benin,0.0,0.0,0.0,0.0,0.0,0.0027141762
Country_Bhutan,0.0,0.0030706178,0.0,0.0033354159,0.0,0.0012670851
Country_Bolivia (Plurinational State of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Bosnia and Herzegovina,0.0,0.0,0.0,0.0,0.0,0.004305866
Country_Botswana,0.0,0.0072559393,0.016540658,0.014703555,0.0,0.0061409087
Country_Brazil,0.015208771,0.04046904,0.0,0.008124333,0.008571511,0.035044834
Country_Brunei Darussalam,0.0,0.0,0.0,0.0,0.0,0.0
Country_Bulgaria,0.0,0.0,0.0,0.0,0.0,0.0
Country_Burkina Faso,0.0,0.0,0.0,0.0,0.0,0.0
Country_Burundi,0.019225748,0.0,0.0042969454,0.0018438407,0.03099015,0.0
Country_Cabo Verde,0.0,0.0,0.0,0.0,0.0,0.008761583
Country_Cambodia,0.0,0.0,0.0,0.0,0.0,0.026421985
Country_Cameroon,0.0,0.0,0.0,0.015858924,0.0,0.0
Country_Canada,0.0,0.03917864,0.0,0.007145561,0.0019674252,0.0
Country_Central African Republic,0.0,0.0,0.0,0.0,0.0,0.0
Country_Chad,0.0,0.0,0.0,0.003408377,0.0,0.0043492997
Country_Chile,0.008160622,0.0076649254,0.0032079509,0.0027145382,0.00937679,0.01310545
Country_China,0.0072165406,0.0018471603,0.0,0.0,0.0067093996,0.004055891
Country_Colombia,0.0,0.005171331,0.0,0.0,0.0,0.0073914174
Country_Comoros,0.0,0.005817948,0.0,0.0,0.014222184,0.013011322
Country_Congo,0.0,0.0,0.0,0.0,0.0,0.0
Country_Cook Islands,0.0,0.0,0.0,0.0,0.0,0.0
Country_Costa Rica,0.017047962,0.009026931,0.010141756,0.009002733,0.01807401,0.0091352835
Country_Croatia,0.004829222,0.0,0.0,0.0,0.011588946,0.008317543
Country_Cuba,0.0,0.0,0.0,0.0,0.0,0.0
Country_Cyprus,0.0,0.0,0.0,0.0,0.0,0.0053707724
Country_Czechia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Côte d'Ivoire,0.0,0.0,0.0,0.0,0.0,0.0
Country_Democratic People's Republic of Korea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Democratic Republic of the Congo,0.0,0.0,0.0,0.0,0.0,0.0
Country_Denmark,0.0,0.0,0.0,0.0,0.0,0.0
Country_Djibouti,0.0,0.0,0.0,0.0007670315,0.0,0.0
Country_Dominica,0.0,0.0,0.0,0.0,0.0,0.0
Country_Dominican Republic,0.023833955,0.003482807,0.0059779366,0.0014539198,0.048008963,0.02982543
Country_Ecuador,0.0,0.0,0.0,0.0,0.003457369,0.0
Country_Egypt,0.0,0.0,0.0,0.0,0.0,0.0
Country_El Salvador,0.017795177,0.011790993,0.009590347,0.005662512,0.008274726,0.015483347
Country_Equatorial Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Eritrea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Estonia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Ethiopia,0.0,0.0,0.0006178047,0.0,0.0016670073,0.0028199987
Country_Fiji,0.0,0.0,0.0,0.0,0.0068548173,0.0
Country_Finland,0.0,0.0,0.0,0.0,0.0,0.0
Country_France,0.0,0.0,0.0,0.0,0.0,0.0
Country_Gabon,0.0,0.0,0.0,0.0,0.008625222,0.0
Country_Gambia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Georgia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Germany,0.009168827,0.0,0.011585696,0.00823843,0.0,0.0
Country_Ghana,0.015017445,0.008211341,0.0010520177,0.002040342,0.018443152,0.016859291
Country_Greece,0.0,0.0,0.0,0.0,0.0,0.0071155345
Country_Grenada,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guatemala,0.02408581,0.017691534,0.014774111,0.0088676065,0.015713297,0.02812188
Country_Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guinea-Bissau,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guyana,0.021854442,0.0054188683,0.007312352,0.0065803262,0.027159026,0.0021885196
Country_Haiti,0.0,0.0,0.0,0.0,0.0,0.0
Country_Honduras,0.0017253093,0.0018752166,0.0,0.0009200566,0.038589075,0.0031368705
Country_Hungary,0.0,0.0,0.0,0.0,0.0,0.0
Country_Iceland,0.0,0.0,0.0,0.0,0.0,0.0
Country_India,0.0,0.0,0.0,0.0,0.0,0.0
Country_Indonesia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Iran (Islamic Republic of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Iraq,0.0,0.0,0.0,0.0,0.0,0.0
Country_Ireland,0.0,0.0,0.0,0.0,0.0,0.0
Country_Israel,0.0,0.000606795,0.0,0.0,0.0,0.0
Country_Italy,0.0,0.06470602,0.04630325,0.024402048,0.0,0.0070854556
Country_Jamaica,0.0,0.0,0.0,0.0,0.0041199806,0.0011497913
Country_Japan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Jordan,0.0036950896,0.0,0.0,0.0,0.01141637,0.0051354207
Country_Kazakhstan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Kenya,0.0,0.0,0.0,0.0,0.021166142,0.000787415
Country_Kiribati,0.0,0.004238291,0.007434851,0.0035570331,0.0,0.007856611
Country_Kuwait,0.0,0.0,0.0,0.0,0.0,0.0
Country_Kyrgyzstan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Lao People's Democratic Republic,0.0,0.0,0.0,0.0,0.0,0.0
Country_Latvia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Lebanon,0.0,0.0,0.0,0.0,0.0,0.008133185
Country_Lesotho,0.0,0.0,0.0,0.006561372,0.0,0.0
Country_Liberia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Libya,0.0,0.0,0.0,0.0,0.0,0.0
Country_Lithuania,0.014923021,0.003780273,0.003897229,0.00067927846,0.009680855,0.009052053
Country_Luxembourg,0.0,0.0,0.0,0.0,0.0,0.0
Country_Madagascar,0.0,0.0,0.0,0.0,0.0,0.006727674
Country_Malawi,0.0,0.0016667396,0.0,0.00010531442,0.0034147904,0.0
Country_Malaysia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Maldives,0.0,0.0,0.0,0.0,0.0,0.0
Country_Mali,0.0,0.0,0.0,0.0,0.0,0.0
Country_Malta,0.0066898963,0.006033784,0.0,0.0,0.014128912,0.02347348
Country_Marshall Islands,0.0,0.0,0.0,0.0,0.0,0.0
Country_Mauritania,0.007925666,0.007823182,0.001846247,0.001492652,0.012328183,0.015104264
Country_Mauritius,0.0,0.0,0.0,0.0,0.0,0.0009918017
Country_Mexico,0.0,0.0,0.0,0.0,0.0,0.0
Country_Micronesia (Federated States of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Monaco,0.0,0.0,0.0,0.0,0.0,0.0
Country_Mongolia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Montenegro,0.0,0.0,0.0,0.0,0.0,0.0
Country_Morocco,0.022504456,0.028125428,0.017855873,0.010218181,0.02856828,0.02427332
Country_Mozambique,0.0,0.0,0.0,0.0,0.0,0.0
Country_Myanmar,0.0,0.0,0.0,0.0,0.0,0.017323717
Country_Namibia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Nauru,0.0,0.0,0.0,0.0,0.0,0.0
Country_Nepal,0.0,0.0,0.0,0.0,0.0,0.0020892436
Country_Netherlands,0.0,0.0,0.0,0.0,0.0,0.0
Country_New Zealand,0.0,0.0,0.0,0.0,0.0,0.0
Country_Nicaragua,0.007585736,0.0031895891,0.0,0.00081800873,0.010082454,0.009095697
Country_Niger,0.05203377,0.047462597,0.06474229,0.049282137,0.02567008,0.0
Country_Nigeria,0.0,0.0,0.003097761,0.031245682,0.0,0.0
Country_Niue,0.0,0.0,0.0,0.0,0.0,0.0
Country_Norway,0.0,0.0,0.0,0.0,0.0,0.0
Country_Oman,0.0,0.0,0.0,0.0,0.0,0.0
Country_Pakistan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Palau,0.0,0.0,0.0,0.0,0.0,0.0
Country_Panama,0.0063679107,0.0043917545,0.0,0.0,0.0055328626,0.01053397
Country_Papua New Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Paraguay,0.0,0.0,0.0,0.0,0.0,8.730481e-05
Country_Peru,0.0,0.0,0.0,0.0,0.0,0.0019377018
Country_Philippines,0.0,0.0,0.0,0.0,0.0,0.0
Country_Poland,0.0,0.0,0.0,0.0,0.0,0.006991733
Country_Portugal,0.0,0.0,0.0,0.0,0.0,0.0
Country_Qatar,0.0,0.0,0.0,0.0,0.0,0.0
Country_Republic of Korea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Republic of Moldova,0.0,0.0,0.0,0.0,0.0,0.0
Country_Romania,0.0,0.0,0.0,0.0,0.0048368536,0.0
Country_Russian Federation,0.0,0.0,0.0,0.0,0.0,0.0
Country_Rwanda,0.0,0.0018728675,0.0,0.0,0.004855258,0.0043021096
Country_Saint Kitts and Nevis,0.0,0.0,0.0,0.0,0.0,0.0
Country_Saint Lucia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Saint Vincent and the Grenadines,0.0,0.0,0.0,0.0,0.0,0.0
Country_Samoa,0.0039225644,0.0028563477,0.0,0.0009398204,0.0,0.005562709
Country_San Marino,0.0,0.0,0.0,0.0,0.0,0.0
Country_Sao Tome and Principe,0.0053452547,0.0,0.0005912728,0.0,0.018272871,0.0022651146
Country_Saudi Arabia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Senegal,0.013100042,0.017019436,0.0,0.006731582,0.014214821,0.019914847
Country_Serbia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Seychelles,0.0,0.0011215685,0.0,0.0,0.0,0.0027585234
Country_Sierra Leone,0.0,0.0044970918,0.014038248,0.010733827,0.0,0.004291199
Country_Singapore,0.0,0.0,0.0,0.0,0.0,0.0
Country_Slovakia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Slovenia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Solomon Islands,0.0,0.0021025003,0.0,0.0,0.0,0.005320162
Country_Somalia,0.0,0.0,0.0,0.0,0.0,0.0
Country_South Africa,0.0020100782,0.0039030928,0.0,0.0020692921,0.0,0.0033769317
Country_South Sudan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Spain,0.0,0.0,0.0,0.0,0.0,0.0
Country_Sri Lanka,0.0,0.0,0.0,0.0,0.0,0.0
Country_Sudan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Suriname,0.0,0.0,0.0,0.0,0.0,0.0
Country_Swaziland,0.002794553,0.005122056,0.0,0.005284068,0.0,0.018251035
Country_Sweden,0.0,0.0,0.0,0.0,0.0,0.0
Country_Switzerland,0.0,0.0,0.0,0.0,0.0,0.0
Country_Syrian Arab Republic,0.0,0.0,0.0,0.0,0.0049210307,0.0
Country_Tajikistan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Thailand,0.0,0.0,0.0,0.0,0.0,0.0
Country_The former Yugoslav republic of Macedonia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Timor-Leste,0.0,0.0019140578,0.0,0.0014908828,0.004927808,0.0034905332
Country_Togo,0.0,0.0,0.0,0.0,0.0,0.0
Country_Tonga,0.0,0.0,0.0,0.0,0.0,0.0
Country_Trinidad and Tobago,0.0180668,0.0067031193,0.0080427155,0.003453923,0.01996561,0.014871683
Country_Tunisia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Turkey,0.0,0.0,0.0,0.0,0.0,0.008013766
Country_Turkmenistan,0.036138535,0.023069328,0.013378146,0.009689539,0.028373187,0.012153844
Country_Tuvalu,0.0,0.0,0.0,0.0,0.0,0.0
Country_Uganda,0.010741027,0.0015800263,0.0,0.0,0.025652805,0.0019070661
Country_Ukraine,0.0,0.0,0.0,0.0,0.0,0.0043084444
Country_United Arab Emirates,0.0,0.0,0.0,0.0,0.0,0.0
Country_United Kingdom of Great Britain and Northern Ireland,0.0,0.0,0.0,0.0,0.0,0.0
Country_United Republic of Tanzania,0.0,0.0,0.0,0.0,0.0,0.0
Country_United States of America,0.0,0.0,0.0,0.0,0.0,0.0
Country_Uruguay,0.0,0.0,0.0,0.0,0.0027512931,0.004426742
Country_Uzbekistan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Vanuatu,0.0,0.0,0.0,0.0,0.0,0.0
Country_Venezuela (Bolivarian Republic of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Viet Nam,0.0,0.0,0.0,0.0,0.0,0.0
Country_Yemen,0.0,0.0,0.0,0.0,0.0,0.0
Country_Zambia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Zimbabwe,0.0225785,0.016350992,0.04632918,0.117546305,0.020152198,0.003135679
Status_Developed,0.051570594,0.0,0.019588005,0.0,0.023112494,0.0034948268
Status_Developing,0.0,0.0,0.0,0.0,0.0,0.0
cpu_training_time,0.000634396,0.0011087428,0.0041447473,0.0041066497,0.00028792195,0.00083574606
cpu_prediction_time,0.0007528391,0.0015207255,0.0040571624,0.0041373097,0.0004173452,0.0019342793
memory_usage,0.0011647047,0.0024024297,0.0036975448,0.004344188,0.0003108448,0.0057792068
max_depth,0.00091701106,0.0017405014,0.003787527,0.0039803972,0.00031293926,0.0023268906
learning_rate,0.004390726,0.00881326,0.016691906,0.01897288,0.0026111123,0.010263661
n_estimators,0.0037253317,0.009167334,0.014732371,0.014539208,0.0029416468,0.011029115
model_CatBoostRegressor,0.002310421,0.004451082,0.012305064,0.0149244815,0.0008809845,0.0046410407
model_DecisionTreeRegressor,0.0003826689,0.00020844834,0.0016144045,0.0006820336,0.00052369596,0.00031303865
model_LGBMRegressor,0.00048545885,0.0008040664,0.00092500553,0.0011678367,0.000623178,0.001758073
model_RandomForestRegressor,0.00070730445,0.0012237558,0.002020096,0.0033924899,0.00046976565,0.0016350592
model_XGBRegressor,0.0003674343,0.0012596196,0.0012286981,0.002216395,0.000582824,0.0021815759