,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Year,0.0054098913,0.0065603694,0.008678591,0.0095791705,0.0034093913,0.005761632
Adult_Mortality,0.021004705,0.019272564,0.018472932,0.019847563,0.019648587,0.017164798
infant_deaths,0.021223927,0.0079303235,0.014188309,0.0049819616,0.013003718,0.009983052
Alcohol,0.0065616993,0.008202072,0.009361796,0.007964127,0.009893731,0.007456701
percentage_expenditure,0.020049317,0.03071234,0.050161112,0.03296974,0.009952404,0.010265905
Hepatitis_B,0.021530736,0.019042231,0.015341248,0.017211888,0.01774607,0.0132892905
Measles,0.006831475,0.009084803,0.0056430004,0.022898657,0.012312579,0.009597431
BMI,0.011608301,0.0115917325,0.0076967757,0.0064701666,0.014525821,0.015887218
under_five_deaths,0.018498685,0.011402975,0.011949936,0.0064117783,0.022923915,0.031092182
Polio,0.010201594,0.02171986,0.030768482,0.016852822,0.011457116,0.008092642
Total_expenditure,0.010813888,0.009971487,0.010379204,0.0074410685,0.01196641,0.012067363
Diphtheria,0.027807865,0.03417318,0.029976688,0.036576323,0.015080766,0.01679586
HIV_AIDS,0.024729226,0.034526438,0.050072853,0.031525496,0.025047317,0.032115214
GDP,0.0564879,0.05075118,0.0841309,0.07367674,0.0121195465,0.014509112
Population,0.007873412,0.009430908,0.006998103,0.0068303077,0.014086786,0.01547692
thinness_AgeBracket2,0.027285874,0.054484393,0.039389066,0.030130854,0.026395325,0.018334998
thinness_AgeBracket1,0.022436718,0.015385722,0.019688109,0.01323509,0.017615955,0.012111047
Income_composition_of_resources,0.017294778,0.022321086,0.02592554,0.02252408,0.02179131,0.018151788
Schooling,0.027334375,0.011088981,0.017520359,0.017317759,0.025236683,0.0114393635
Country_Afghanistan,0.0,0.0,0.0,0.0,0.0,0.0035338607
Country_Albania,0.0,0.0,0.0,0.0,0.0,0.0
Country_Algeria,0.0,0.0,0.0,0.0,0.008482425,0.0
Country_Angola,0.08750372,0.08437063,0.0706376,0.026603546,0.050625574,0.018476864
Country_Antigua and Barbuda,0.0,0.0,0.0,0.0,0.0,0.0
Country_Argentina,0.006824556,0.0,0.0015131247,0.0,0.007084968,0.002087239
Country_Armenia,0.0,0.0,0.0,0.0,0.0,0.008547806
Country_Australia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Austria,0.035766453,0.033193223,0.03369455,0.042735614,0.017970078,0.03842562
Country_Azerbaijan,0.0,0.0026612352,0.0,0.0,0.018485062,0.0047127777
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,0.0,0.00086341833,0.0,0.0,0.0,0.0
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,0.044456784,0.04667794,0.030259274,0.034856923,0.0535133,0.06704497
Country_Belize,0.0,0.0009573817,0.0,0.0,0.0058690724,0.0008469795
Country_Benin,0.0,0.0,0.0,0.0,0.0,0.0
Country_Bhutan,0.0,0.0025599748,0.0,0.0029622111,0.0,0.0
Country_Bolivia (Plurinational State of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Bosnia and Herzegovina,0.0,0.0,0.0,0.0,0.0018851546,0.0053188964
Country_Botswana,0.0,0.0076380214,0.01661517,0.017085345,0.0,0.004018584
Country_Brazil,0.0,0.037357774,0.0,0.0063638203,0.0,0.0
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,0.0,0.0,0.0,0.0,0.0071099955,0.0
Country_Burundi,0.01920357,0.0,0.0043441714,0.0004660038,0.008690618,0.0
Country_Cabo Verde,0.0,0.0017270428,0.0,0.0,0.0,0.005361984
Country_Cambodia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Cameroon,0.0,0.012157575,0.010636579,0.018275473,0.0,0.0041493718
Country_Canada,0.0,0.032244314,0.0,0.0077359923,0.0039622695,0.0
Country_Central African Republic,0.0,0.0,0.0,0.0,0.0,0.0
Country_Chad,0.0,0.0,0.0,0.0065393276,0.0,0.025274461
Country_Chile,0.011787625,0.007433288,0.003296846,0.0020525658,0.009810756,0.0095995
Country_China,0.008222732,0.0013117838,0.0,0.0006885037,0.01025612,0.0042498307
Country_Colombia,0.0,0.0063610477,0.0,0.0,0.0,0.007149329
Country_Comoros,0.0,0.0056699864,0.0,0.0,0.014172751,0.013727317
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,0.018407065,0.00837108,0.008335523,0.0077401474,0.020327438,0.009807249
Country_Croatia,0.0066006132,0.0,0.0,0.0,0.011097318,0.0021450673
Country_Cuba,0.0,0.0,0.0,0.0,0.0,0.0
Country_Cyprus,0.0,0.0,0.0,0.0,0.0,0.006263346
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,0.0,0.0,0.0,0.0,0.0,0.00054468354
Country_Dominica,0.0,0.0,0.0,0.0,0.0,0.0
Country_Dominican Republic,0.033096794,0.0038349042,0.005200341,0.0014548652,0.040059604,0.046360698
Country_Ecuador,0.0,0.0,0.0,0.0,0.0,0.0
Country_Egypt,0.0,0.0,0.0,0.0,0.0,0.0
Country_El Salvador,0.018329531,0.011967937,0.010733065,0.005024084,0.01399415,0.012160921
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,0.0,0.0,0.0,0.0,0.0022213345,0.008973581
Country_Fiji,0.0,0.0,0.0,0.0,0.004159668,0.0
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,0.0047823754,0.0,0.0,0.0,0.0046614762,0.0
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,0.0,0.009649111,0.008882318,0.02052476,0.0,0.0
Country_Ghana,0.010418622,0.0064053666,0.0011789331,0.0017766004,0.012720979,0.019689847
Country_Greece,0.0,0.0,0.0,0.0,0.0,0.0
Country_Grenada,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guatemala,0.024215998,0.018994477,0.014534016,0.008652276,0.019905945,0.029717108
Country_Guinea,0.002305683,0.0,0.0,0.0,0.0026732935,0.0
Country_Guinea-Bissau,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guyana,0.021667352,0.0057159294,0.0064122546,0.0068267668,0.019618254,0.005032759
Country_Haiti,0.0,0.0,0.0,0.0,0.0,0.0
Country_Honduras,0.0018486333,0.0020330683,0.0,0.0009888596,0.026690228,0.0029378084
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,0.0,0.0,0.0030243483,0.002767884,0.0,0.0
Country_Israel,0.0,0.0014241856,0.0,0.0,0.0,0.0
Country_Italy,0.0,0.03787685,0.044295266,0.060751814,0.0,0.010316803
Country_Jamaica,0.0,0.0,0.0,0.0,0.0,0.0
Country_Japan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Jordan,0.007870703,0.0060740556,0.0,0.0,0.014068928,0.0042599095
Country_Kazakhstan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Kenya,0.0051380633,0.0,0.0,0.0,0.016683584,0.0005679469
Country_Kiribati,0.0,0.005217674,0.0072358805,0.003031201,0.0,0.013254875
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,0.0,0.0,0.0,0.0,0.0,0.0
Country_Lesotho,0.0,0.0029257068,0.0,0.012197459,0.0,0.0
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,0.01377504,0.0047561224,0.0051455377,0.0010200448,0.00044164417,0.0076004392
Country_Luxembourg,0.0,0.0,0.0,0.0,0.0,0.0
Country_Madagascar,0.0,0.0,0.0,0.0,0.0,0.0053109955
Country_Malawi,0.0,0.0034878722,0.0,0.0,0.0071975477,0.0
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,0.0,0.0,0.0,0.0,0.0,0.01110987
Country_Malta,0.0,0.0,0.0,0.0,0.0,0.017867548
Country_Marshall Islands,0.0,0.0,0.0,0.0,0.0,0.0
Country_Mauritania,0.009177013,0.006546609,0.0015452743,0.0018622775,0.023076978,0.0113272015
Country_Mauritius,0.0,0.0,0.0,0.0,0.0,0.0
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,0.022334972,0.019333668,0.017307403,0.008439671,0.018047305,0.020428076
Country_Mozambique,0.0,0.0010109827,0.0,7.205501e-05,0.0,0.0
Country_Myanmar,0.0,0.005930824,0.0,0.0,0.0,0.01756356
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,0.0,0.0,0.0,0.0,0.0,0.0
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,0.009497079,0.003615025,0.0,0.0009427217,0.010202963,0.008857547
Country_Niger,0.048357546,0.042672686,0.06735639,0.04448975,0.02543267,0.0592836
Country_Nigeria,0.0,0.0,0.0038941733,0.07074498,0.0060765026,0.0
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,0.008290081,0.0041491147,0.0012354971,0.0,0.0060187075,0.008902292
Country_Papua New Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Paraguay,0.0,0.0,0.0,0.0,0.0,0.003972744
Country_Peru,0.0,0.00063788163,0.0,0.0,0.0,0.003913999
Country_Philippines,0.0,0.0,0.0,0.0,0.0,0.0
Country_Poland,0.0,0.0,0.0,0.0,0.0,0.0
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,0.0,0.0,0.0,0.0,0.0056777596,0.0
Country_Russian Federation,0.0,0.0,0.0,0.0,0.0,0.0
Country_Rwanda,0.0064069224,0.0018351838,0.0030938631,0.0019136441,0.014493244,0.004224391
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,0.0,0.0062036673,0.0,0.00086354034,0.0,0.008062079
Country_San Marino,0.0,0.0,0.0,0.0,0.0,0.0
Country_Sao Tome and Principe,0.013492731,0.0,0.0,0.0,0.01785228,0.0033333027
Country_Saudi Arabia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Senegal,0.025577351,0.01820637,0.00552403,0.0047387215,0.022557558,0.016254842
Country_Serbia,0.0,0.0,0.0,0.0,0.005080713,0.0
Country_Seychelles,0.0,0.0,0.0,0.0,0.0,0.0033723717
Country_Sierra Leone,0.0,0.006112084,0.019041104,0.006445136,0.0,0.0019306522
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,0.0,0.0026235788,0.0,0.0,0.0,0.0052003865
Country_Somalia,0.0,0.0,0.0,0.0,0.0,0.0
Country_South Africa,0.0,0.0038511273,0.0,0.004935236,0.0,0.0036558483
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,0.0,0.004917146,0.0,0.0102292765,0.0,0.023442047
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,0.0,0.0,0.0,0.0,0.0,0.0
Country_Tajikistan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Thailand,0.0,0.0,0.0,0.0,0.005732274,0.0
Country_The former Yugoslav republic of Macedonia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Timor-Leste,0.0,0.0021672605,0.0,0.003013444,0.0,0.0
Country_Togo,0.0,0.0,0.0,0.0,0.0,0.0
Country_Tonga,0.0015503375,0.0,0.0,0.0,0.0,0.0
Country_Trinidad and Tobago,0.027003245,0.007682562,0.007981541,0.00350436,0.019196302,0.016587012
Country_Tunisia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Turkey,0.0,0.0,0.0,0.0,0.0,0.0
Country_Turkmenistan,0.031112785,0.014641778,0.013264088,0.006799642,0.028217258,0.008917788
Country_Tuvalu,0.0,0.0,0.0,0.0,0.0,0.0
Country_Uganda,0.007155549,0.0,0.00095158746,0.0,0.014476264,0.0009482347
Country_Ukraine,0.0,0.0,0.0,0.0,0.0,0.0
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,0.0,0.00241621,0.0,0.0,0.0,0.0
Country_Uzbekistan,0.0,0.0,0.0,0.0,0.0053164153,0.0
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,0.027030569,0.008891712,0.028612383,0.0837782,0.02435592,0.001675453
Status_Developed,0.0,0.0,0.031457733,0.0,0.0,0.0
Status_Developing,0.0,0.0,0.0,0.0,0.0,0.006202793
cpu_training_time,0.00074104336,0.0011737208,0.003665303,0.0037443058,0.00023862897,0.00074198603
cpu_prediction_time,0.0008170786,0.0013167268,0.0035282078,0.003421199,0.0004236874,0.00222451
memory_usage,0.0010193138,0.0023797983,0.0027395983,0.0040167468,0.00047415972,0.006354532
max_depth,0.00084394467,0.0021930349,0.0032251598,0.0032538727,0.00036843703,0.0023295535
learning_rate,0.0044292044,0.01034846,0.013931572,0.015965724,0.0027260203,0.012840971
n_estimators,0.0039187334,0.0106939655,0.013659374,0.013026592,0.002607886,0.011406964
model_CatBoostRegressor,0.0022804353,0.0052070557,0.009380841,0.0131671615,0.0007471599,0.0043061357
model_DecisionTreeRegressor,0.00033207992,0.00025201883,0.00087444397,0.0006231345,0.0,9.121047e-05
model_LGBMRegressor,0.0005193567,0.00091926724,0.0011445076,0.0016284756,0.00067120045,0.0015088761
model_RandomForestRegressor,0.00056798453,0.0015576389,0.003558025,0.0023024546,0.00053539115,0.0014473299
model_XGBRegressor,0.00033844117,0.0009412955,0.00071010564,0.002509938,0.0007433957,0.0026522665