|
,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
|
|
Year,0.0050998703,0.007218808,0.0095121935,0.010741323,0.0034738162,0.0054914253
|
|
Adult_Mortality,0.022279236,0.023155218,0.018885529,0.022891883,0.016501725,0.017965222
|
|
infant_deaths,0.016821858,0.006900118,0.012095066,0.006459985,0.012220882,0.009182334
|
|
Alcohol,0.010336458,0.008243043,0.008054005,0.008974485,0.010891628,0.008888144
|
|
percentage_expenditure,0.024181023,0.03525894,0.049516458,0.03622766,0.0116485115,0.008467483
|
|
Hepatitis_B,0.018514968,0.021804746,0.016810227,0.015880417,0.017506404,0.014184385
|
|
Measles,0.0066434233,0.010210812,0.0031086653,0.022222934,0.009108693,0.009345726
|
|
BMI,0.010988144,0.014368054,0.007092875,0.0049883053,0.013160159,0.015076475
|
|
under_five_deaths,0.029105382,0.012861848,0.017348886,0.009999472,0.019514278,0.030896299
|
|
Polio,0.009826101,0.02210895,0.023386803,0.025417134,0.008760589,0.006655759
|
|
Total_expenditure,0.008762973,0.010071341,0.009470966,0.00870104,0.011968342,0.012293762
|
|
Diphtheria,0.02230103,0.030612815,0.025761321,0.03660566,0.012492346,0.017525237
|
|
HIV_AIDS,0.022221902,0.033645947,0.04488995,0.031389687,0.020057663,0.030706733
|
|
GDP,0.043935772,0.063266315,0.091016576,0.07834313,0.012590917,0.014014741
|
|
Population,0.0075366683,0.010376526,0.004256898,0.008400439,0.0113223875,0.018627847
|
|
thinness_AgeBracket2,0.026748732,0.049201846,0.03787673,0.030187618,0.023747606,0.01625536
|
|
thinness_AgeBracket1,0.018960651,0.016654499,0.019438963,0.014464879,0.020399269,0.010754862
|
|
Income_composition_of_resources,0.01942673,0.022745801,0.026579153,0.025625058,0.02111824,0.017892247
|
|
Schooling,0.022489732,0.013128204,0.015636276,0.019426098,0.026608562,0.014712783
|
|
Country_Afghanistan,0.0,0.0,0.0,0.0034703224,0.0,0.003928188
|
|
Country_Albania,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Algeria,0.0,0.0,0.0,0.0,0.00946855,0.0
|
|
Country_Angola,0.0915966,0.06452673,0.077551275,0.03319772,0.060109973,0.011289687
|
|
Country_Antigua and Barbuda,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Argentina,0.012273265,0.0,0.0016606308,0.0,0.007814477,0.002220354
|
|
Country_Armenia,0.0,0.0,0.0,0.0,0.0025318612,0.009803799
|
|
Country_Australia,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Austria,0.020035695,0.020882959,0.031546824,0.05125221,0.018825531,0.035222493
|
|
Country_Azerbaijan,0.0,0.0,0.0,0.0,0.017306155,0.00420339
|
|
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,0.0,0.0017851668,0.0,0.0,0.0,0.0
|
|
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,0.03773991,0.049697824,0.030509679,0.038202412,0.056936774,0.06809188
|
|
Country_Belize,0.0,0.0009509084,0.0,0.00055670977,0.0,0.0019979503
|
|
Country_Benin,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Bhutan,0.0,0.003502562,0.0,0.003448382,0.0,0.0
|
|
Country_Bolivia (Plurinational State of),0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Bosnia and Herzegovina,0.0,0.0,0.0,0.0,0.0,0.002646617
|
|
Country_Botswana,0.0016952124,0.007882869,0.013772783,0.0188521,0.0,0.0
|
|
Country_Brazil,0.015858138,0.03727737,0.0,0.0,0.0,0.054733466
|
|
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,0.02251,0.0,0.005484865,0.0018011495,0.009505857,0.0
|
|
Country_Cabo Verde,0.0,0.0012527116,0.0,0.0,0.0,0.0
|
|
Country_Cambodia,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Cameroon,0.0,0.009355936,0.010522514,0.01696465,0.0,0.0
|
|
Country_Canada,0.0,0.039299447,0.0,0.0058977683,0.0008693034,0.0
|
|
Country_Central African Republic,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Chad,0.0,0.0,0.012742543,0.0,0.0,0.0
|
|
Country_Chile,0.012859235,0.007776651,0.0031996216,0.0027485776,0.011511551,0.01438023
|
|
Country_China,0.0099922,0.0,0.0,0.0008108743,0.009133578,0.003589022
|
|
Country_Colombia,0.0,0.0045756954,0.0,0.0,0.0,0.007291546
|
|
Country_Comoros,0.0074339597,0.0058266087,0.0,0.0014039305,0.016554797,0.011203592
|
|
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,0.016989838,0.010447752,0.008318353,0.008032265,0.01949634,0.009112988
|
|
Country_Croatia,0.0071567637,0.0,0.0,0.0,0.009511625,0.008123159
|
|
Country_Cuba,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Cyprus,0.0,0.0,0.0,0.0,0.0,0.0
|
|
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,0.0,0.0,0.0,0.0,0.0,0.0011084907
|
|
Country_Dominica,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Dominican Republic,0.024916908,0.0038930536,0.0044735386,0.001971158,0.04279059,0.02369321
|
|
Country_Ecuador,0.0,0.0,0.0,0.0,0.00489383,0.0
|
|
Country_Egypt,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_El Salvador,0.014581024,0.019200727,0.008956589,0.0068017133,0.0077604977,0.017747577
|
|
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,0.0,0.0,0.001059508,0.0,0.0012152414,0.0
|
|
Country_Fiji,0.0,0.0,0.0,0.0,0.0,0.0
|
|
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,0.0,0.0,0.0,0.0,0.0,0.002012765
|
|
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,0.017667087,0.004570882,0.013628316,0.002537819,0.0,0.0
|
|
Country_Ghana,0.014233801,0.0075771697,0.001089368,0.0019548442,0.01322289,0.015403362
|
|
Country_Greece,0.0,0.0,0.0,0.0,0.0,0.0014351545
|
|
Country_Grenada,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Guatemala,0.021731619,0.0195294,0.016233578,0.008884222,0.018779453,0.028310085
|
|
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,0.023907162,0.0072792205,0.006076751,0.0057170433,0.02227059,0.011067275
|
|
Country_Haiti,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Honduras,0.0025725395,0.0021866,0.0,0.00045549928,0.018150348,0.0032795253
|
|
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
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|
Country_Ireland,0.0,0.0,0.0,0.0,0.0,0.0
|
|
Country_Israel,0.0,0.001578385,0.0,0.0,0.016911048,0.003959854
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|
Country_Italy,0.0,0.0077210814,0.03565046,0.035589702,0.0,0.0
|
|
Country_Jamaica,0.0,0.0,0.0,0.0,0.0,0.0019682029
|
|
Country_Japan,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Jordan,0.005402865,0.0,0.0,0.0,0.013020646,0.004614823
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|
Country_Kazakhstan,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Kenya,0.0,0.0,0.0,0.0,0.023233684,0.0018537281
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|
Country_Kiribati,0.0,0.004996714,0.0062374785,0.0031591405,0.0,0.012269529
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|
Country_Kuwait,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Kyrgyzstan,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Lao People's Democratic Republic,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Latvia,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Lebanon,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Lesotho,0.0,0.0029009404,0.0,0.0020678313,0.0017122339,0.0
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|
Country_Liberia,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Libya,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Lithuania,0.0114118215,0.00459244,0.0035395066,0.0015193103,0.0,0.007643877
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|
Country_Luxembourg,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Madagascar,0.0,0.0,0.0,0.0,0.0,0.0073937564
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|
Country_Malawi,0.0,0.0,0.0,0.0015925047,0.0,0.0
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|
Country_Malaysia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Maldives,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Mali,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Malta,0.009198974,0.0,0.0,0.0,0.0074888654,0.03307681
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|
Country_Marshall Islands,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Mauritania,0.008630759,0.0066303047,0.0015327629,0.0018104981,0.019846285,0.014571724
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Country_Mauritius,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Mexico,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Micronesia (Federated States of),0.0,0.0,0.0,0.0,0.0,0.0
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Country_Monaco,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Mongolia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Montenegro,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Morocco,0.025154294,0.025785413,0.017802838,0.0090084495,0.025879037,0.022730645
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Country_Mozambique,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Myanmar,0.0,0.0,0.0,0.0,0.0,0.017035818
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Country_Namibia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Nauru,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Nepal,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Netherlands,0.0,0.0,0.0,0.0,0.0,0.0
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Country_New Zealand,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Nicaragua,0.007984751,0.0038404232,0.0,0.00071552536,0.009854905,0.010911296
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Country_Niger,0.04499265,0.05306569,0.07017227,0.04803654,0.034448914,0.05104304
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Country_Nigeria,0.0041471636,0.0,0.0020740537,0.06306427,0.0,0.0
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Country_Niue,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Norway,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Oman,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Pakistan,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Palau,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Panama,0.0,0.004731926,0.0,0.0,0.007974909,0.009236713
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Country_Papua New Guinea,0.003751243,0.0,0.0,0.0,0.0,0.0
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Country_Paraguay,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Peru,0.0,0.0,0.0,0.0,0.0,0.003905325
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Country_Philippines,0.005036017,0.0,0.0,0.0,0.0,0.0
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Country_Poland,0.0,0.0,0.0,0.0,0.0,0.0070831478
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Country_Portugal,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Qatar,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Republic of Korea,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Republic of Moldova,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Romania,0.0,0.0,0.0,0.0,0.010513672,0.0004942736
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Country_Russian Federation,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Rwanda,0.009474726,0.0020085657,0.0019403507,0.0,0.008764782,0.005057965
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Country_Saint Kitts and Nevis,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Saint Lucia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Saint Vincent and the Grenadines,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Samoa,0.0023214188,0.0058831903,0.0,0.0011130689,0.0,0.002679071
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Country_San Marino,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Sao Tome and Principe,0.012167405,0.0015164153,0.0,0.0,0.016924085,0.0026918827
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Country_Saudi Arabia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Senegal,0.015040702,0.019717477,0.005481838,0.0068875956,0.0254977,0.017634982
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Country_Serbia,0.0,0.0,0.0,0.0,0.0,0.004650183
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Country_Seychelles,0.0,0.0012216707,0.0,0.0,0.0,0.0034488994
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Country_Sierra Leone,0.0,0.0048928624,0.015872763,0.008777076,0.0,0.0037001844
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Country_Singapore,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Slovakia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Slovenia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Solomon Islands,0.0,0.0019525891,0.0,0.0,0.0,0.0056051635
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Country_Somalia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_South Africa,0.0,0.002827096,0.0,0.004718614,0.0,0.0062401732
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Country_South Sudan,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Spain,0.0,0.0,0.0,0.0,0.0006112574,0.0
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Country_Sri Lanka,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Sudan,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Suriname,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Swaziland,0.0062473076,0.004347635,0.0,0.011235938,0.0,0.023071513
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Country_Sweden,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Switzerland,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Syrian Arab Republic,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Tajikistan,0.0,0.0,0.0,0.0,0.004531058,0.0
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Country_Thailand,0.0,0.0,0.0,0.00023199944,0.008253986,0.0
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Country_The former Yugoslav republic of Macedonia,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Timor-Leste,0.0,0.0,0.0,0.0016288178,0.0013970144,0.0033148676
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Country_Togo,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Tonga,0.0,0.0,0.0,0.0,0.0,0.0
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Country_Trinidad and Tobago,0.021359902,0.008747458,0.0101053445,0.0046121418,0.013474165,0.013544521
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Country_Tunisia,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Turkey,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Turkmenistan,0.03393615,0.020941002,0.01380858,0.009894734,0.0283555,0.010564961
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|
Country_Tuvalu,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Uganda,0.009278414,0.0,0.0,0.0,0.025109347,0.0
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|
Country_Ukraine,0.0,0.0,0.0,0.0,0.0,0.004695396
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|
Country_United Arab Emirates,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_United Kingdom of Great Britain and Northern Ireland,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_United Republic of Tanzania,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_United States of America,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Uruguay,0.0,0.0,0.0,0.0,0.0036806916,0.004036309
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|
Country_Uzbekistan,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Vanuatu,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Venezuela (Bolivarian Republic of),0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Viet Nam,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Yemen,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Zambia,0.0,0.0,0.0,0.0,0.0,0.0
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|
Country_Zimbabwe,0.025050918,0.030373055,0.033433247,0.0805698,0.020851148,0.0048037414
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|
Status_Developed,0.0021199104,0.0,0.014323346,0.0,0.0,0.00067936245
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|
Status_Developing,0.0,0.0,0.020000594,0.0,0.0,0.0
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|
cpu_training_time,0.00069596147,0.001197258,0.003671009,0.0041777166,0.00024167701,0.00088154915
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|
cpu_prediction_time,0.00079670764,0.0015173729,0.003531003,0.004512529,0.00042861747,0.0018343019
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|
memory_usage,0.0010953137,0.0029579697,0.0033522567,0.004196776,0.00041000053,0.0054087713
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|
max_depth,0.000736071,0.0019045379,0.0035413594,0.0038621293,0.0003811837,0.002362705
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|
learning_rate,0.004150559,0.010301211,0.014808029,0.01730751,0.0027531257,0.010618744
|
|
n_estimators,0.0037717468,0.0111923795,0.013121027,0.015148236,0.0027469106,0.011805076
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|
model_CatBoostRegressor,0.0020025515,0.005733929,0.011713951,0.014339088,0.00082163373,0.004395267
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|
model_DecisionTreeRegressor,0.00045962798,0.0006702649,0.002752531,0.0011314427,0.00034490472,0.00027972634
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|
model_LGBMRegressor,0.0005682357,0.0007487212,0.0009874874,0.0015766546,0.0006886213,0.0016490894
|
|
model_RandomForestRegressor,0.0007535996,0.0013947226,0.0021318905,0.0038062227,0.0004946244,0.0015391074
|
|
model_XGBRegressor,0.00033062312,0.0009971536,0.0008497706,0.0017995166,0.00060191343,0.0021813137
|
|
|