Upload 3 files
Browse files
life_expectancy_xgboost_seed_504/extra_params.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"Lpls_beta": 0.7921146194495744
|
| 3 |
+
}
|
life_expectancy_xgboost_seed_504/feature_importance.csv
ADDED
|
@@ -0,0 +1,226 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
|
| 2 |
+
Year,0.0050756233,0.007425371,0.009789873,0.011598826,0.0032278139,0.0049066516
|
| 3 |
+
Adult_Mortality,0.023044478,0.023992386,0.017351117,0.02591354,0.019195862,0.018147018
|
| 4 |
+
infant_deaths,0.01819996,0.005777997,0.012659739,0.0050800066,0.015394875,0.010904394
|
| 5 |
+
Alcohol,0.008009838,0.009530747,0.0075569027,0.006623117,0.009908309,0.0075093815
|
| 6 |
+
percentage_expenditure,0.023050485,0.032139007,0.048338324,0.041727018,0.011428265,0.008821604
|
| 7 |
+
Hepatitis_B,0.016721895,0.023203624,0.016536959,0.019325258,0.017979698,0.012929605
|
| 8 |
+
Measles,0.006808962,0.008798869,0.004550468,0.021064349,0.0111121535,0.008737067
|
| 9 |
+
BMI,0.011904663,0.013180852,0.006679862,0.0051779835,0.014025549,0.01467534
|
| 10 |
+
under_five_deaths,0.018576855,0.012909113,0.022559505,0.009892232,0.02095551,0.036033362
|
| 11 |
+
Polio,0.008727357,0.024494546,0.022300467,0.0131243495,0.009424557,0.009539684
|
| 12 |
+
Total_expenditure,0.010350636,0.011041298,0.009906319,0.0090125855,0.01192733,0.013594413
|
| 13 |
+
Diphtheria,0.02536572,0.030408243,0.02755811,0.034274228,0.01580993,0.017695962
|
| 14 |
+
HIV_AIDS,0.02842051,0.03812922,0.046437006,0.03360069,0.027705222,0.032366402
|
| 15 |
+
GDP,0.061759405,0.06658903,0.10029536,0.08231095,0.015606153,0.010215689
|
| 16 |
+
Population,0.0071463,0.015923742,0.0049107475,0.008061084,0.012896285,0.01621265
|
| 17 |
+
thinness_AgeBracket2,0.024292229,0.059680022,0.043521363,0.038515434,0.02470533,0.015150378
|
| 18 |
+
thinness_AgeBracket1,0.021023242,0.016746553,0.026156355,0.018743135,0.02348087,0.010168743
|
| 19 |
+
Income_composition_of_resources,0.019287169,0.020450244,0.02419649,0.02094153,0.018840775,0.020644298
|
| 20 |
+
Schooling,0.025818052,0.008809502,0.016178442,0.018682493,0.027281998,0.012515937
|
| 21 |
+
Country_Afghanistan,0.0,0.0,0.0,0.00073462864,0.0,0.0012505904
|
| 22 |
+
Country_Albania,0.0,0.0,0.0,0.0,0.0,0.0
|
| 23 |
+
Country_Algeria,0.0,0.0,0.0,0.0,0.01427613,0.0
|
| 24 |
+
Country_Angola,0.0890109,0.06831237,0.07478781,0.033384338,0.051387753,0.0055851275
|
| 25 |
+
Country_Antigua and Barbuda,0.0,0.0,0.0,0.0,0.0,0.0
|
| 26 |
+
Country_Argentina,0.0,0.0,0.0,0.0,0.011500912,0.0024577125
|
| 27 |
+
Country_Armenia,0.0,0.0063145417,0.0,0.0,0.0,0.008707653
|
| 28 |
+
Country_Australia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 29 |
+
Country_Austria,0.01973696,0.034393698,0.03154485,0.048841067,0.017343722,0.036912642
|
| 30 |
+
Country_Azerbaijan,0.0059845042,0.0030878645,0.0,0.0,0.013895924,0.0054025245
|
| 31 |
+
Country_Bahamas,0.0,0.0,0.0,0.0,0.0,0.0
|
| 32 |
+
Country_Bahrain,0.0,0.0,0.0,0.0,0.0,0.0
|
| 33 |
+
Country_Bangladesh,0.0,0.0,0.0,0.0,0.0,0.0
|
| 34 |
+
Country_Barbados,0.0,0.0,0.0,0.0,0.0,0.0
|
| 35 |
+
Country_Belarus,0.0,0.0,0.0,0.0,0.0,0.0
|
| 36 |
+
Country_Belgium,0.039872456,0.06320241,0.033992976,0.034848414,0.061562665,0.07211171
|
| 37 |
+
Country_Belize,0.0,0.0,0.0,0.0,0.0,0.0018497972
|
| 38 |
+
Country_Benin,0.0,0.0015713682,0.0,0.0,0.0,0.004579863
|
| 39 |
+
Country_Bhutan,0.0,0.002641111,0.0,0.0030141547,0.0,0.0
|
| 40 |
+
Country_Bolivia (Plurinational State of),0.0,0.0,0.0,0.0,0.0,0.0
|
| 41 |
+
Country_Bosnia and Herzegovina,0.0,0.0,0.0,0.0,0.0,0.0032133337
|
| 42 |
+
Country_Botswana,0.0041512344,0.008899322,0.013641071,0.016925793,0.0,0.003280371
|
| 43 |
+
Country_Brazil,0.0,0.0,0.0,0.0,0.0,0.017557876
|
| 44 |
+
Country_Brunei Darussalam,0.0,0.0,0.0,0.0,0.0,0.0
|
| 45 |
+
Country_Bulgaria,0.0,0.0,0.0,0.0,0.0,0.0
|
| 46 |
+
Country_Burkina Faso,0.0,0.0,0.0,0.0,0.0,0.0
|
| 47 |
+
Country_Burundi,0.018977443,0.0059309215,0.005173376,0.0,0.013149553,0.00048532966
|
| 48 |
+
Country_Cabo Verde,0.0,0.0,0.0,0.0,0.0,0.006983734
|
| 49 |
+
Country_Cambodia,0.0,0.0,0.0,0.0,0.0,0.004475017
|
| 50 |
+
Country_Cameroon,0.0,0.0,0.006815933,0.022619458,0.0,0.0036814536
|
| 51 |
+
Country_Canada,0.0,0.0,0.0,0.007832537,0.0,0.0
|
| 52 |
+
Country_Central African Republic,0.0,0.0,0.0,0.0,0.0,0.0
|
| 53 |
+
Country_Chad,0.0,0.0,0.0,0.0,0.0,0.0
|
| 54 |
+
Country_Chile,0.015736546,0.008665452,0.0027260713,0.0016394041,0.0118211005,0.01447006
|
| 55 |
+
Country_China,0.014177794,0.0015429353,0.0,0.0,0.0060988343,0.0040406114
|
| 56 |
+
Country_Colombia,0.0,0.0061694053,0.0,0.0,0.0,0.007474533
|
| 57 |
+
Country_Comoros,0.0,0.0039558257,0.0,0.00178916,0.010959149,0.015520758
|
| 58 |
+
Country_Congo,0.0,0.0,0.0,0.0,0.0,0.0
|
| 59 |
+
Country_Cook Islands,0.0,0.0,0.0,0.0,0.0,0.0
|
| 60 |
+
Country_Costa Rica,0.018244335,0.0105990665,0.009194524,0.0076611293,0.020439569,0.00901709
|
| 61 |
+
Country_Croatia,0.0072303447,0.004527015,0.0,0.0,0.0100183925,0.006337659
|
| 62 |
+
Country_Cuba,0.0,0.0,0.0,0.0,0.0,0.0
|
| 63 |
+
Country_Cyprus,0.0,0.0,0.0,0.0,0.0,0.0022752718
|
| 64 |
+
Country_Czechia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 65 |
+
Country_Côte d'Ivoire,0.0,0.0,0.0,0.0,0.0,0.0
|
| 66 |
+
Country_Democratic People's Republic of Korea,0.0,0.0,0.0,0.0,0.0,0.0
|
| 67 |
+
Country_Democratic Republic of the Congo,0.0,0.0,0.0,0.0,0.0,0.0
|
| 68 |
+
Country_Denmark,0.0,0.0,0.0,0.0,0.0,0.0
|
| 69 |
+
Country_Djibouti,0.0,0.0,0.0,0.0,0.0,0.00079809275
|
| 70 |
+
Country_Dominica,0.0,0.0,0.0,0.0,0.0,0.0
|
| 71 |
+
Country_Dominican Republic,0.026047643,0.004256287,0.0040168073,0.000941976,0.032864958,0.02381437
|
| 72 |
+
Country_Ecuador,0.0,0.0,0.0,0.0,0.0,0.0055007036
|
| 73 |
+
Country_Egypt,0.0,0.0,0.0,0.0,0.0,0.0
|
| 74 |
+
Country_El Salvador,0.018058036,0.013807339,0.012919146,0.0059111994,0.0134788705,0.0171116
|
| 75 |
+
Country_Equatorial Guinea,0.0,0.0,0.0,0.0,0.0,0.0
|
| 76 |
+
Country_Eritrea,0.0,0.0,0.0,0.0,0.0,0.0013900187
|
| 77 |
+
Country_Estonia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 78 |
+
Country_Ethiopia,0.0,0.0,0.000945633,0.0,0.0,0.0
|
| 79 |
+
Country_Fiji,0.0,0.0,0.0,0.0,0.006020833,0.003492293
|
| 80 |
+
Country_Finland,0.0,0.0,0.0,0.0,0.0,0.0
|
| 81 |
+
Country_France,0.0,0.0,0.0,0.0,0.0,0.0
|
| 82 |
+
Country_Gabon,0.0,0.0,0.0,0.0,0.008292531,0.0016747203
|
| 83 |
+
Country_Gambia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 84 |
+
Country_Georgia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 85 |
+
Country_Germany,0.013533793,0.0023524233,0.0142794065,0.0068554217,0.0076222876,0.0
|
| 86 |
+
Country_Ghana,0.011022094,0.008628455,0.0008702804,0.0014299575,0.010904958,0.012970189
|
| 87 |
+
Country_Greece,0.0,0.0,0.0,0.0,0.0,0.005336701
|
| 88 |
+
Country_Grenada,0.0,0.0,0.0,0.0,0.0,0.0
|
| 89 |
+
Country_Guatemala,0.022479793,0.019535773,0.014970011,0.010281284,0.018324126,0.027792253
|
| 90 |
+
Country_Guinea,0.0,0.0,0.0,0.0,0.0,0.0
|
| 91 |
+
Country_Guinea-Bissau,0.0,0.0,0.0,0.0,0.0,0.0
|
| 92 |
+
Country_Guyana,0.020087563,0.0067730267,0.005143823,0.005152324,0.02618379,0.0025795205
|
| 93 |
+
Country_Haiti,0.0,0.0,0.0,0.0,0.0,0.0
|
| 94 |
+
Country_Honduras,0.002046215,0.0024602192,0.0,0.00078981085,0.030985817,0.003776194
|
| 95 |
+
Country_Hungary,0.0,0.0,0.0,0.0,0.0,0.0
|
| 96 |
+
Country_Iceland,0.0,0.0,0.0,0.0,0.0,0.0
|
| 97 |
+
Country_India,0.0,0.0,0.0,0.0,0.0,0.0
|
| 98 |
+
Country_Indonesia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 99 |
+
Country_Iran (Islamic Republic of),0.0,0.0,0.0,0.0,0.0,0.0
|
| 100 |
+
Country_Iraq,0.0,0.0,0.0,0.0,0.0,0.0
|
| 101 |
+
Country_Ireland,0.0030920408,0.01626925,0.0,0.0037740304,0.0,0.01773361
|
| 102 |
+
Country_Israel,0.0,0.0,0.0,0.0,0.0,0.0
|
| 103 |
+
Country_Italy,0.0,0.017098315,0.049052868,0.016669393,0.0,0.009352215
|
| 104 |
+
Country_Jamaica,0.0,0.0,0.0,0.0,0.0014368641,0.0043851906
|
| 105 |
+
Country_Japan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 106 |
+
Country_Jordan,0.0076615177,0.0,0.0,0.0,0.013207743,0.004192437
|
| 107 |
+
Country_Kazakhstan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 108 |
+
Country_Kenya,0.0027008746,0.0,0.0,0.0,0.020537144,0.00091285957
|
| 109 |
+
Country_Kiribati,0.0,0.0053466377,0.0068610534,0.0038704525,0.0,0.0064421627
|
| 110 |
+
Country_Kuwait,0.0,0.0,0.0,0.0,0.0,0.0
|
| 111 |
+
Country_Kyrgyzstan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 112 |
+
Country_Lao People's Democratic Republic,0.0,0.0,0.0,0.0,0.0,0.0
|
| 113 |
+
Country_Latvia,0.0,0.0,0.0,0.0,0.0,0.0013582265
|
| 114 |
+
Country_Lebanon,0.0,0.0,0.0,0.0,0.0,0.0
|
| 115 |
+
Country_Lesotho,0.0,0.00209014,0.0,0.00740314,0.0,0.0
|
| 116 |
+
Country_Liberia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 117 |
+
Country_Libya,0.0,0.0,0.0,0.0,0.0,0.0
|
| 118 |
+
Country_Lithuania,0.013604423,0.0036680177,0.004185104,0.001056367,0.01717556,0.0070186593
|
| 119 |
+
Country_Luxembourg,0.0,0.0,0.0,0.0,0.0,0.0
|
| 120 |
+
Country_Madagascar,0.0,0.0,0.0,0.0,0.0,0.003248804
|
| 121 |
+
Country_Malawi,0.0,0.0003363015,0.0,0.0022746131,0.0054411707,0.0
|
| 122 |
+
Country_Malaysia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 123 |
+
Country_Maldives,0.0,0.0,0.0,0.0,0.0,0.0
|
| 124 |
+
Country_Mali,0.0028569447,0.0,0.0,0.0,0.0,0.0
|
| 125 |
+
Country_Malta,0.0,0.00073557236,0.0,0.0,0.0,0.03354237
|
| 126 |
+
Country_Marshall Islands,0.0,0.0,0.0,0.0,0.0,0.0
|
| 127 |
+
Country_Mauritania,0.0067688273,0.0068204785,0.0015353318,0.0017755495,0.010267958,0.0142843
|
| 128 |
+
Country_Mauritius,0.0,0.0,0.0,0.0,0.0,0.0
|
| 129 |
+
Country_Mexico,0.0,0.0,0.0,0.0,0.0,0.0
|
| 130 |
+
Country_Micronesia (Federated States of),0.0,0.0,0.0,0.0,0.0,0.0
|
| 131 |
+
Country_Monaco,0.0,0.0,0.0,0.0,0.0,0.0
|
| 132 |
+
Country_Mongolia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 133 |
+
Country_Montenegro,0.0,0.0,0.0,0.0,0.0,0.0
|
| 134 |
+
Country_Morocco,0.022792615,0.032336596,0.015893426,0.009696585,0.011776254,0.027942816
|
| 135 |
+
Country_Mozambique,0.0,0.0,0.0,0.0,0.0,0.0
|
| 136 |
+
Country_Myanmar,0.0,0.0029603697,0.0,0.0,0.0,0.007681019
|
| 137 |
+
Country_Namibia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 138 |
+
Country_Nauru,0.0,0.0,0.0,0.0,0.0,0.0
|
| 139 |
+
Country_Nepal,0.0,0.0,0.0,0.0,0.0,0.0005044496
|
| 140 |
+
Country_Netherlands,0.0,0.0,0.0,0.0,0.0,0.0
|
| 141 |
+
Country_New Zealand,0.0,0.0,0.0,0.0,0.0,0.0
|
| 142 |
+
Country_Nicaragua,0.008793061,0.0038050895,0.0,0.0014757077,0.011957911,0.007887088
|
| 143 |
+
Country_Niger,0.05453592,0.05597908,0.07668678,0.043912504,0.029262606,0.056946624
|
| 144 |
+
Country_Nigeria,0.0,0.0,0.002314272,0.055896923,0.0,0.0
|
| 145 |
+
Country_Niue,0.0,0.0,0.0,0.0,0.0,0.0
|
| 146 |
+
Country_Norway,0.0,0.0,0.0,0.0,0.0,0.0
|
| 147 |
+
Country_Oman,0.0,0.0,0.0,0.0,0.0,0.0
|
| 148 |
+
Country_Pakistan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 149 |
+
Country_Palau,0.0,0.0,0.0,0.0,0.0,0.0
|
| 150 |
+
Country_Panama,0.007891176,0.0043307287,0.0,0.00016244668,0.008792833,0.0099102985
|
| 151 |
+
Country_Papua New Guinea,0.0,0.0,0.0,0.0,0.0,0.0
|
| 152 |
+
Country_Paraguay,0.0,0.0,0.0,0.0,0.0,0.0
|
| 153 |
+
Country_Peru,0.0,0.0,0.0,0.0,0.0,0.0046540247
|
| 154 |
+
Country_Philippines,0.0,0.0,0.0,0.0,0.0,0.0
|
| 155 |
+
Country_Poland,0.0,0.0,0.0,0.0,0.0,0.0
|
| 156 |
+
Country_Portugal,0.0,0.0,0.0,0.0,0.0,0.0
|
| 157 |
+
Country_Qatar,0.0,0.0,0.0,0.0,0.0,0.0
|
| 158 |
+
Country_Republic of Korea,0.0,0.0,0.0,0.0,0.0,0.0
|
| 159 |
+
Country_Republic of Moldova,0.0,0.0,0.0,0.0,0.0,0.0
|
| 160 |
+
Country_Romania,0.0,0.0,0.0,0.0,0.005583872,0.0
|
| 161 |
+
Country_Russian Federation,0.0,0.0,0.0,0.0,0.0,0.0
|
| 162 |
+
Country_Rwanda,0.011572626,0.0008593739,0.0024826897,0.0018547669,0.0005009061,0.0040412056
|
| 163 |
+
Country_Saint Kitts and Nevis,0.0,0.0,0.0,0.0,0.0,0.0
|
| 164 |
+
Country_Saint Lucia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 165 |
+
Country_Saint Vincent and the Grenadines,0.0,0.0,0.0,0.0,0.0,0.0
|
| 166 |
+
Country_Samoa,0.0,0.0056010536,0.0,0.0008141296,0.0,0.005794362
|
| 167 |
+
Country_San Marino,0.0,0.0,0.0,0.0,0.0,0.0
|
| 168 |
+
Country_Sao Tome and Principe,0.010808388,0.0,0.0,0.0,0.016651724,0.001754884
|
| 169 |
+
Country_Saudi Arabia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 170 |
+
Country_Senegal,0.018414829,0.019933073,0.0,0.0059395474,0.020009108,0.01691782
|
| 171 |
+
Country_Serbia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 172 |
+
Country_Seychelles,0.0,0.00091036735,0.0,0.0,0.0,0.003273162
|
| 173 |
+
Country_Sierra Leone,0.0020390349,0.006451058,0.02248184,0.0071194717,0.0,0.0041420944
|
| 174 |
+
Country_Singapore,0.0,0.0,0.0,0.0,0.0,0.0
|
| 175 |
+
Country_Slovakia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 176 |
+
Country_Slovenia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 177 |
+
Country_Solomon Islands,0.0,0.003354975,0.0,0.0,0.0,0.004624352
|
| 178 |
+
Country_Somalia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 179 |
+
Country_South Africa,0.0,0.004129239,0.0,0.005262143,0.0,0.0
|
| 180 |
+
Country_South Sudan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 181 |
+
Country_Spain,0.0,0.0,0.0,0.0,0.0,0.0
|
| 182 |
+
Country_Sri Lanka,0.0,0.0,0.0,0.0,0.0,0.0
|
| 183 |
+
Country_Sudan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 184 |
+
Country_Suriname,0.0,0.0,0.0,0.0,0.0,0.0
|
| 185 |
+
Country_Swaziland,0.0,0.00740434,0.0,0.023057174,0.0,0.020887101
|
| 186 |
+
Country_Sweden,0.0,0.0,0.0,0.0,0.0,0.0
|
| 187 |
+
Country_Switzerland,0.0,0.0,0.0,0.0,0.0,0.0
|
| 188 |
+
Country_Syrian Arab Republic,0.0,0.0,0.0,0.0,0.0,0.0018680461
|
| 189 |
+
Country_Tajikistan,0.0,0.0,0.0,0.0,0.0020571374,0.0
|
| 190 |
+
Country_Thailand,0.0,0.0,0.0,0.0,0.0,0.0013677488
|
| 191 |
+
Country_The former Yugoslav republic of Macedonia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 192 |
+
Country_Timor-Leste,0.0,0.0027944846,0.0,0.0,0.0,0.0045191594
|
| 193 |
+
Country_Togo,0.0,0.0,0.0,0.0,0.0,0.0
|
| 194 |
+
Country_Tonga,0.0,0.0,0.0,0.0,0.0,0.0
|
| 195 |
+
Country_Trinidad and Tobago,0.02439071,0.009660151,0.009786849,0.004368367,0.028882502,0.015565355
|
| 196 |
+
Country_Tunisia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 197 |
+
Country_Turkey,0.0,0.0,0.0,0.0,0.0,0.005065952
|
| 198 |
+
Country_Turkmenistan,0.030819925,0.02200852,0.0136953145,0.00859462,0.033610445,0.009965647
|
| 199 |
+
Country_Tuvalu,0.0,0.0,0.0,0.0,0.0,0.0
|
| 200 |
+
Country_Uganda,0.013951663,0.0,0.00093859975,0.0,0.018830964,0.001800962
|
| 201 |
+
Country_Ukraine,0.0,0.0,0.0,0.0,0.0,0.0055143484
|
| 202 |
+
Country_United Arab Emirates,0.0,0.0,0.0,0.0,0.0,0.0
|
| 203 |
+
Country_United Kingdom of Great Britain and Northern Ireland,0.0,0.0,0.0,0.0,0.0,0.0
|
| 204 |
+
Country_United Republic of Tanzania,0.0,0.0,0.0,0.0,0.0,0.0
|
| 205 |
+
Country_United States of America,0.0,0.0,0.0,0.0,0.0,0.0
|
| 206 |
+
Country_Uruguay,0.0,0.0,0.0,0.0,0.005118714,0.0042214086
|
| 207 |
+
Country_Uzbekistan,0.0,0.0,0.0,0.0,0.0,0.0
|
| 208 |
+
Country_Vanuatu,0.0,0.0,0.0,0.0,0.0,0.0
|
| 209 |
+
Country_Venezuela (Bolivarian Republic of),0.0,0.0,0.0,0.0,0.0,0.0
|
| 210 |
+
Country_Viet Nam,0.0,0.0,0.0,0.0,0.0,0.0
|
| 211 |
+
Country_Yemen,0.0,0.0,0.0,0.0,0.0,0.0
|
| 212 |
+
Country_Zambia,0.0,0.0,0.0,0.0,0.0,0.0
|
| 213 |
+
Country_Zimbabwe,0.031422205,0.008202279,0.038092297,0.08523015,0.020919194,0.00488231
|
| 214 |
+
Status_Developed,0.0,0.0,0.0,0.0,0.0,0.0
|
| 215 |
+
Status_Developing,0.0,0.0,0.0,0.0,0.0,0.0
|
| 216 |
+
cpu_training_time,0.00068807433,0.0012813838,0.003689328,0.0047891308,0.00029200432,0.00081096997
|
| 217 |
+
cpu_prediction_time,0.00087126374,0.0017921437,0.0037486628,0.004762572,0.00041079428,0.0016352428
|
| 218 |
+
memory_usage,0.0010402491,0.0031796491,0.0029950365,0.0048326873,0.00040063268,0.005250977
|
| 219 |
+
max_depth,0.0007990546,0.0023378704,0.0039015354,0.003981711,0.00034809238,0.002334167
|
| 220 |
+
learning_rate,0.004428574,0.010102787,0.014893224,0.019090032,0.003036767,0.01047795
|
| 221 |
+
n_estimators,0.0035220387,0.012438282,0.012923382,0.015202476,0.0024459327,0.010362482
|
| 222 |
+
model_CatBoostRegressor,0.0024665385,0.00525782,0.01088082,0.01547462,0.0008107537,0.004622445
|
| 223 |
+
model_DecisionTreeRegressor,0.00057806715,0.00038037635,0.0008806764,0.0006275306,0.00028448724,5.22817e-05
|
| 224 |
+
model_LGBMRegressor,0.00050322246,0.000893822,0.00085110473,0.001179645,0.0006822773,0.0018414746
|
| 225 |
+
model_RandomForestRegressor,0.0006235486,0.0011996735,0.0019887565,0.0032263591,0.0004748474,0.0014304342
|
| 226 |
+
model_XGBRegressor,0.0003815159,0.0011935061,0.0007359516,0.002304278,0.0007544773,0.0023024767
|
life_expectancy_xgboost_seed_504/metrics.json
ADDED
|
@@ -0,0 +1,140 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"L1s": {
|
| 3 |
+
"train": {
|
| 4 |
+
"RMSE": 1.471641467298709,
|
| 5 |
+
"MAPE": 121438345578.45169,
|
| 6 |
+
"R2": 0.5541816468883778,
|
| 7 |
+
"Pearson": 0.8278474654914031,
|
| 8 |
+
"Spearman": 0.7029325612781525
|
| 9 |
+
},
|
| 10 |
+
"validation": {
|
| 11 |
+
"RMSE": 1.4201868909667046,
|
| 12 |
+
"MAPE": 277591967719.2483,
|
| 13 |
+
"R2": 0.06866688343515248,
|
| 14 |
+
"Pearson": 0.3320296753526383,
|
| 15 |
+
"Spearman": 0.30954166630111374
|
| 16 |
+
},
|
| 17 |
+
"test": {
|
| 18 |
+
"RMSE": 2.3768597794597857,
|
| 19 |
+
"MAPE": 250618075206.3053,
|
| 20 |
+
"R2": 0.04403619660729319,
|
| 21 |
+
"Pearson": 0.2917890924811838,
|
| 22 |
+
"Spearman": 0.3414488352127539
|
| 23 |
+
}
|
| 24 |
+
},
|
| 25 |
+
"L1": {
|
| 26 |
+
"train": {
|
| 27 |
+
"RMSE": 0.8508969771753725,
|
| 28 |
+
"MAPE": 650632350519.9155,
|
| 29 |
+
"R2": 0.7532691561244271,
|
| 30 |
+
"Pearson": 0.8998647548283366,
|
| 31 |
+
"Spearman": 0.67055784913642
|
| 32 |
+
},
|
| 33 |
+
"validation": {
|
| 34 |
+
"RMSE": 1.0795729116112152,
|
| 35 |
+
"MAPE": 1093216295368.2097,
|
| 36 |
+
"R2": 0.1027374080541762,
|
| 37 |
+
"Pearson": 0.5139378362104574,
|
| 38 |
+
"Spearman": 0.2462065390710738
|
| 39 |
+
},
|
| 40 |
+
"test": {
|
| 41 |
+
"RMSE": 1.849145612124859,
|
| 42 |
+
"MAPE": 1214683655494.0498,
|
| 43 |
+
"R2": 0.10107213060496234,
|
| 44 |
+
"Pearson": 0.3416313215200467,
|
| 45 |
+
"Spearman": 0.3297228247042793
|
| 46 |
+
}
|
| 47 |
+
},
|
| 48 |
+
"L2s": {
|
| 49 |
+
"train": {
|
| 50 |
+
"RMSE": 7.180977517534022,
|
| 51 |
+
"MAPE": 814832520683.2428,
|
| 52 |
+
"R2": 0.7778063331118443,
|
| 53 |
+
"Pearson": 0.9206180859281924,
|
| 54 |
+
"Spearman": 0.5036679656181905
|
| 55 |
+
},
|
| 56 |
+
"validation": {
|
| 57 |
+
"RMSE": 7.279272755836995,
|
| 58 |
+
"MAPE": 299449270603.9952,
|
| 59 |
+
"R2": 0.4234594852741034,
|
| 60 |
+
"Pearson": 0.6793891809153199,
|
| 61 |
+
"Spearman": 0.22375432865457293
|
| 62 |
+
},
|
| 63 |
+
"test": {
|
| 64 |
+
"RMSE": 17.707521909809476,
|
| 65 |
+
"MAPE": 1530016995045.076,
|
| 66 |
+
"R2": 0.09381122287691435,
|
| 67 |
+
"Pearson": 0.34478196849281634,
|
| 68 |
+
"Spearman": 0.29407211983001924
|
| 69 |
+
}
|
| 70 |
+
},
|
| 71 |
+
"L2": {
|
| 72 |
+
"train": {
|
| 73 |
+
"RMSE": 5.604181515379503,
|
| 74 |
+
"MAPE": 2046076814943.3096,
|
| 75 |
+
"R2": 0.8493798218974105,
|
| 76 |
+
"Pearson": 0.9452485922653495,
|
| 77 |
+
"Spearman": 0.5654529252846991
|
| 78 |
+
},
|
| 79 |
+
"validation": {
|
| 80 |
+
"RMSE": 6.557969254831577,
|
| 81 |
+
"MAPE": 3439446790249.83,
|
| 82 |
+
"R2": 0.5095149097714489,
|
| 83 |
+
"Pearson": 0.7596475628776099,
|
| 84 |
+
"Spearman": 0.23331320231450486
|
| 85 |
+
},
|
| 86 |
+
"test": {
|
| 87 |
+
"RMSE": 16.445042628341106,
|
| 88 |
+
"MAPE": 6029644405158.568,
|
| 89 |
+
"R2": 0.1337002391243739,
|
| 90 |
+
"Pearson": 0.3816536196834121,
|
| 91 |
+
"Spearman": 0.2887825567084478
|
| 92 |
+
}
|
| 93 |
+
},
|
| 94 |
+
"Lpls": {
|
| 95 |
+
"train": {
|
| 96 |
+
"RMSE": 0.32731452831659485,
|
| 97 |
+
"MAPE": 45013628395.0928,
|
| 98 |
+
"R2": 0.5378079308080805,
|
| 99 |
+
"Pearson": 0.8164561624695148,
|
| 100 |
+
"Spearman": 0.7941128869792917
|
| 101 |
+
},
|
| 102 |
+
"validation": {
|
| 103 |
+
"RMSE": 0.37328657911756924,
|
| 104 |
+
"MAPE": 43595162081.65763,
|
| 105 |
+
"R2": 0.07336862471500061,
|
| 106 |
+
"Pearson": 0.29086832075292846,
|
| 107 |
+
"Spearman": 0.2600459927208479
|
| 108 |
+
},
|
| 109 |
+
"test": {
|
| 110 |
+
"RMSE": 0.463541104185299,
|
| 111 |
+
"MAPE": 48103949224.97078,
|
| 112 |
+
"R2": 0.07511230154006643,
|
| 113 |
+
"Pearson": 0.36150265511580026,
|
| 114 |
+
"Spearman": 0.3382593600128771
|
| 115 |
+
}
|
| 116 |
+
},
|
| 117 |
+
"Lpl": {
|
| 118 |
+
"train": {
|
| 119 |
+
"RMSE": 0.1795619072998369,
|
| 120 |
+
"MAPE": 182121137114.37656,
|
| 121 |
+
"R2": 0.6230451830870642,
|
| 122 |
+
"Pearson": 0.8295606174870237,
|
| 123 |
+
"Spearman": 0.7443628926690912
|
| 124 |
+
},
|
| 125 |
+
"validation": {
|
| 126 |
+
"RMSE": 0.22542679019627226,
|
| 127 |
+
"MAPE": 315857323816.34424,
|
| 128 |
+
"R2": 0.14330885117902203,
|
| 129 |
+
"Pearson": 0.4305139749134468,
|
| 130 |
+
"Spearman": 0.33915481787789103
|
| 131 |
+
},
|
| 132 |
+
"test": {
|
| 133 |
+
"RMSE": 0.2769952140102857,
|
| 134 |
+
"MAPE": 276595691839.0862,
|
| 135 |
+
"R2": 0.14591144345411589,
|
| 136 |
+
"Pearson": 0.3889483567437189,
|
| 137 |
+
"Spearman": 0.37362014825785117
|
| 138 |
+
}
|
| 139 |
+
}
|
| 140 |
+
}
|