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,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
Year,0.0050756233,0.007425371,0.009789873,0.011598826,0.0032278139,0.0049066516
Adult_Mortality,0.023044478,0.023992386,0.017351117,0.02591354,0.019195862,0.018147018
infant_deaths,0.01819996,0.005777997,0.012659739,0.0050800066,0.015394875,0.010904394
Alcohol,0.008009838,0.009530747,0.0075569027,0.006623117,0.009908309,0.0075093815
percentage_expenditure,0.023050485,0.032139007,0.048338324,0.041727018,0.011428265,0.008821604
Hepatitis_B,0.016721895,0.023203624,0.016536959,0.019325258,0.017979698,0.012929605
Measles,0.006808962,0.008798869,0.004550468,0.021064349,0.0111121535,0.008737067
BMI,0.011904663,0.013180852,0.006679862,0.0051779835,0.014025549,0.01467534
under_five_deaths,0.018576855,0.012909113,0.022559505,0.009892232,0.02095551,0.036033362
Polio,0.008727357,0.024494546,0.022300467,0.0131243495,0.009424557,0.009539684
Total_expenditure,0.010350636,0.011041298,0.009906319,0.0090125855,0.01192733,0.013594413
Diphtheria,0.02536572,0.030408243,0.02755811,0.034274228,0.01580993,0.017695962
HIV_AIDS,0.02842051,0.03812922,0.046437006,0.03360069,0.027705222,0.032366402
GDP,0.061759405,0.06658903,0.10029536,0.08231095,0.015606153,0.010215689
Population,0.0071463,0.015923742,0.0049107475,0.008061084,0.012896285,0.01621265
thinness_AgeBracket2,0.024292229,0.059680022,0.043521363,0.038515434,0.02470533,0.015150378
thinness_AgeBracket1,0.021023242,0.016746553,0.026156355,0.018743135,0.02348087,0.010168743
Income_composition_of_resources,0.019287169,0.020450244,0.02419649,0.02094153,0.018840775,0.020644298
Schooling,0.025818052,0.008809502,0.016178442,0.018682493,0.027281998,0.012515937
Country_Afghanistan,0.0,0.0,0.0,0.00073462864,0.0,0.0012505904
Country_Albania,0.0,0.0,0.0,0.0,0.0,0.0
Country_Algeria,0.0,0.0,0.0,0.0,0.01427613,0.0
Country_Angola,0.0890109,0.06831237,0.07478781,0.033384338,0.051387753,0.0055851275
Country_Antigua and Barbuda,0.0,0.0,0.0,0.0,0.0,0.0
Country_Argentina,0.0,0.0,0.0,0.0,0.011500912,0.0024577125
Country_Armenia,0.0,0.0063145417,0.0,0.0,0.0,0.008707653
Country_Australia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Austria,0.01973696,0.034393698,0.03154485,0.048841067,0.017343722,0.036912642
Country_Azerbaijan,0.0059845042,0.0030878645,0.0,0.0,0.013895924,0.0054025245
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,0.039872456,0.06320241,0.033992976,0.034848414,0.061562665,0.07211171
Country_Belize,0.0,0.0,0.0,0.0,0.0,0.0018497972
Country_Benin,0.0,0.0015713682,0.0,0.0,0.0,0.004579863
Country_Bhutan,0.0,0.002641111,0.0,0.0030141547,0.0,0.0
Country_Bolivia (Plurinational State of),0.0,0.0,0.0,0.0,0.0,0.0
Country_Bosnia and Herzegovina,0.0,0.0,0.0,0.0,0.0,0.0032133337
Country_Botswana,0.0041512344,0.008899322,0.013641071,0.016925793,0.0,0.003280371
Country_Brazil,0.0,0.0,0.0,0.0,0.0,0.017557876
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,0.018977443,0.0059309215,0.005173376,0.0,0.013149553,0.00048532966
Country_Cabo Verde,0.0,0.0,0.0,0.0,0.0,0.006983734
Country_Cambodia,0.0,0.0,0.0,0.0,0.0,0.004475017
Country_Cameroon,0.0,0.0,0.006815933,0.022619458,0.0,0.0036814536
Country_Canada,0.0,0.0,0.0,0.007832537,0.0,0.0
Country_Central African Republic,0.0,0.0,0.0,0.0,0.0,0.0
Country_Chad,0.0,0.0,0.0,0.0,0.0,0.0
Country_Chile,0.015736546,0.008665452,0.0027260713,0.0016394041,0.0118211005,0.01447006
Country_China,0.014177794,0.0015429353,0.0,0.0,0.0060988343,0.0040406114
Country_Colombia,0.0,0.0061694053,0.0,0.0,0.0,0.007474533
Country_Comoros,0.0,0.0039558257,0.0,0.00178916,0.010959149,0.015520758
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,0.018244335,0.0105990665,0.009194524,0.0076611293,0.020439569,0.00901709
Country_Croatia,0.0072303447,0.004527015,0.0,0.0,0.0100183925,0.006337659
Country_Cuba,0.0,0.0,0.0,0.0,0.0,0.0
Country_Cyprus,0.0,0.0,0.0,0.0,0.0,0.0022752718
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,0.0,0.0,0.0,0.0,0.0,0.00079809275
Country_Dominica,0.0,0.0,0.0,0.0,0.0,0.0
Country_Dominican Republic,0.026047643,0.004256287,0.0040168073,0.000941976,0.032864958,0.02381437
Country_Ecuador,0.0,0.0,0.0,0.0,0.0,0.0055007036
Country_Egypt,0.0,0.0,0.0,0.0,0.0,0.0
Country_El Salvador,0.018058036,0.013807339,0.012919146,0.0059111994,0.0134788705,0.0171116
Country_Equatorial Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Eritrea,0.0,0.0,0.0,0.0,0.0,0.0013900187
Country_Estonia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Ethiopia,0.0,0.0,0.000945633,0.0,0.0,0.0
Country_Fiji,0.0,0.0,0.0,0.0,0.006020833,0.003492293
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,0.0,0.0,0.0,0.0,0.008292531,0.0016747203
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,0.013533793,0.0023524233,0.0142794065,0.0068554217,0.0076222876,0.0
Country_Ghana,0.011022094,0.008628455,0.0008702804,0.0014299575,0.010904958,0.012970189
Country_Greece,0.0,0.0,0.0,0.0,0.0,0.005336701
Country_Grenada,0.0,0.0,0.0,0.0,0.0,0.0
Country_Guatemala,0.022479793,0.019535773,0.014970011,0.010281284,0.018324126,0.027792253
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,0.020087563,0.0067730267,0.005143823,0.005152324,0.02618379,0.0025795205
Country_Haiti,0.0,0.0,0.0,0.0,0.0,0.0
Country_Honduras,0.002046215,0.0024602192,0.0,0.00078981085,0.030985817,0.003776194
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,0.0030920408,0.01626925,0.0,0.0037740304,0.0,0.01773361
Country_Israel,0.0,0.0,0.0,0.0,0.0,0.0
Country_Italy,0.0,0.017098315,0.049052868,0.016669393,0.0,0.009352215
Country_Jamaica,0.0,0.0,0.0,0.0,0.0014368641,0.0043851906
Country_Japan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Jordan,0.0076615177,0.0,0.0,0.0,0.013207743,0.004192437
Country_Kazakhstan,0.0,0.0,0.0,0.0,0.0,0.0
Country_Kenya,0.0027008746,0.0,0.0,0.0,0.020537144,0.00091285957
Country_Kiribati,0.0,0.0053466377,0.0068610534,0.0038704525,0.0,0.0064421627
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,0.0,0.0,0.0,0.0,0.0,0.0013582265
Country_Lebanon,0.0,0.0,0.0,0.0,0.0,0.0
Country_Lesotho,0.0,0.00209014,0.0,0.00740314,0.0,0.0
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,0.013604423,0.0036680177,0.004185104,0.001056367,0.01717556,0.0070186593
Country_Luxembourg,0.0,0.0,0.0,0.0,0.0,0.0
Country_Madagascar,0.0,0.0,0.0,0.0,0.0,0.003248804
Country_Malawi,0.0,0.0003363015,0.0,0.0022746131,0.0054411707,0.0
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,0.0028569447,0.0,0.0,0.0,0.0,0.0
Country_Malta,0.0,0.00073557236,0.0,0.0,0.0,0.03354237
Country_Marshall Islands,0.0,0.0,0.0,0.0,0.0,0.0
Country_Mauritania,0.0067688273,0.0068204785,0.0015353318,0.0017755495,0.010267958,0.0142843
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
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Country_Morocco,0.022792615,0.032336596,0.015893426,0.009696585,0.011776254,0.027942816
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Country_Myanmar,0.0,0.0029603697,0.0,0.0,0.0,0.007681019
Country_Namibia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Nepal,0.0,0.0,0.0,0.0,0.0,0.0005044496
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,0.008793061,0.0038050895,0.0,0.0014757077,0.011957911,0.007887088
Country_Niger,0.05453592,0.05597908,0.07668678,0.043912504,0.029262606,0.056946624
Country_Nigeria,0.0,0.0,0.002314272,0.055896923,0.0,0.0
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,0.007891176,0.0043307287,0.0,0.00016244668,0.008792833,0.0099102985
Country_Papua New Guinea,0.0,0.0,0.0,0.0,0.0,0.0
Country_Paraguay,0.0,0.0,0.0,0.0,0.0,0.0
Country_Peru,0.0,0.0,0.0,0.0,0.0,0.0046540247
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,0.0,0.0,0.0,0.0,0.005583872,0.0
Country_Russian Federation,0.0,0.0,0.0,0.0,0.0,0.0
Country_Rwanda,0.011572626,0.0008593739,0.0024826897,0.0018547669,0.0005009061,0.0040412056
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,0.0,0.0056010536,0.0,0.0008141296,0.0,0.005794362
Country_San Marino,0.0,0.0,0.0,0.0,0.0,0.0
Country_Sao Tome and Principe,0.010808388,0.0,0.0,0.0,0.016651724,0.001754884
Country_Saudi Arabia,0.0,0.0,0.0,0.0,0.0,0.0
Country_Senegal,0.018414829,0.019933073,0.0,0.0059395474,0.020009108,0.01691782
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Country_Seychelles,0.0,0.00091036735,0.0,0.0,0.0,0.003273162
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Country_South Africa,0.0,0.004129239,0.0,0.005262143,0.0,0.0
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Status_Developed,0.0,0.0,0.0,0.0,0.0,0.0
Status_Developing,0.0,0.0,0.0,0.0,0.0,0.0
cpu_training_time,0.00068807433,0.0012813838,0.003689328,0.0047891308,0.00029200432,0.00081096997
cpu_prediction_time,0.00087126374,0.0017921437,0.0037486628,0.004762572,0.00041079428,0.0016352428
memory_usage,0.0010402491,0.0031796491,0.0029950365,0.0048326873,0.00040063268,0.005250977
max_depth,0.0007990546,0.0023378704,0.0039015354,0.003981711,0.00034809238,0.002334167
learning_rate,0.004428574,0.010102787,0.014893224,0.019090032,0.003036767,0.01047795
n_estimators,0.0035220387,0.012438282,0.012923382,0.015202476,0.0024459327,0.010362482
model_CatBoostRegressor,0.0024665385,0.00525782,0.01088082,0.01547462,0.0008107537,0.004622445
model_DecisionTreeRegressor,0.00057806715,0.00038037635,0.0008806764,0.0006275306,0.00028448724,5.22817e-05
model_LGBMRegressor,0.00050322246,0.000893822,0.00085110473,0.001179645,0.0006822773,0.0018414746
model_RandomForestRegressor,0.0006235486,0.0011996735,0.0019887565,0.0032263591,0.0004748474,0.0014304342
model_XGBRegressor,0.0003815159,0.0011935061,0.0007359516,0.002304278,0.0007544773,0.0023024767