From 82f004915253e360893fd40af196fc431f1dc3c7 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Mon, 14 Mar 2022 11:32:47 +0100 Subject: [PATCH 01/41] feat: added data-2021 and data-main files in the data folder --- data/data-2021.csv | 150 ++++ data/data-main.csv | 1950 ++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 2100 insertions(+) create mode 100644 data/data-2021.csv create mode 100644 data/data-main.csv diff --git a/data/data-2021.csv b/data/data-2021.csv new file mode 100644 index 00000000..dbc86597 --- /dev/null +++ b/data/data-2021.csv @@ -0,0 +1,150 @@ +Country name,Regional indicator,Ladder score,Standard error of ladder score,upperwhisker,lowerwhisker,Logged GDP per capita,Social support,Healthy life expectancy,Freedom to make life choices,Generosity,Perceptions of corruption,Ladder score in Dystopia,Explained by: Log GDP per capita,Explained by: Social support,Explained by: Healthy life expectancy,Explained by: Freedom to make life choices,Explained by: Generosity,Explained by: Perceptions of corruption,Dystopia + residual +Finland,Western Europe,7.842,0.032,7.904,7.780,10.775,0.954,72.000,0.949,-0.098,0.186,2.430,1.446,1.106,0.741,0.691,0.124,0.481,3.253 +Denmark,Western Europe,7.620,0.035,7.687,7.552,10.933,0.954,72.700,0.946,0.030,0.179,2.430,1.502,1.108,0.763,0.686,0.208,0.485,2.868 +Switzerland,Western Europe,7.571,0.036,7.643,7.500,11.117,0.942,74.400,0.919,0.025,0.292,2.430,1.566,1.079,0.816,0.653,0.204,0.413,2.839 +Iceland,Western Europe,7.554,0.059,7.670,7.438,10.878,0.983,73.000,0.955,0.160,0.673,2.430,1.482,1.172,0.772,0.698,0.293,0.170,2.967 +Netherlands,Western Europe,7.464,0.027,7.518,7.410,10.932,0.942,72.400,0.913,0.175,0.338,2.430,1.501,1.079,0.753,0.647,0.302,0.384,2.798 +Norway,Western Europe,7.392,0.035,7.462,7.323,11.053,0.954,73.300,0.960,0.093,0.270,2.430,1.543,1.108,0.782,0.703,0.249,0.427,2.580 +Sweden,Western Europe,7.363,0.036,7.433,7.293,10.867,0.934,72.700,0.945,0.086,0.237,2.430,1.478,1.062,0.763,0.685,0.244,0.448,2.683 +Luxembourg,Western Europe,7.324,0.037,7.396,7.252,11.647,0.908,72.600,0.907,-0.034,0.386,2.430,1.751,1.003,0.760,0.639,0.166,0.353,2.653 +New Zealand,North America and ANZ,7.277,0.040,7.355,7.198,10.643,0.948,73.400,0.929,0.134,0.242,2.430,1.400,1.094,0.785,0.665,0.276,0.445,2.612 +Austria,Western Europe,7.268,0.036,7.337,7.198,10.906,0.934,73.300,0.908,0.042,0.481,2.430,1.492,1.062,0.782,0.640,0.215,0.292,2.784 +Australia,North America and ANZ,7.183,0.041,7.265,7.102,10.796,0.940,73.900,0.914,0.159,0.442,2.430,1.453,1.076,0.801,0.647,0.291,0.317,2.598 +Israel,Middle East and North Africa,7.157,0.034,7.224,7.090,10.575,0.939,73.503,0.800,0.031,0.753,2.430,1.376,1.074,0.788,0.509,0.208,0.119,3.083 +Germany,Western Europe,7.155,0.040,7.232,7.077,10.873,0.903,72.500,0.875,0.011,0.460,2.430,1.480,0.993,0.757,0.600,0.195,0.306,2.824 +Canada,North America and ANZ,7.103,0.042,7.185,7.021,10.776,0.926,73.800,0.915,0.089,0.415,2.430,1.447,1.044,0.798,0.648,0.246,0.335,2.585 +Ireland,Western Europe,7.085,0.040,7.164,7.006,11.342,0.947,72.400,0.879,0.077,0.363,2.430,1.644,1.092,0.753,0.606,0.238,0.367,2.384 +Costa Rica,Latin America and Caribbean,7.069,0.056,7.179,6.960,9.880,0.891,71.400,0.934,-0.126,0.809,2.430,1.134,0.966,0.722,0.673,0.105,0.083,3.387 +United Kingdom,Western Europe,7.064,0.038,7.138,6.990,10.707,0.934,72.500,0.859,0.233,0.459,2.430,1.423,1.062,0.757,0.580,0.340,0.306,2.596 +Czech Republic,Central and Eastern Europe,6.965,0.049,7.062,6.868,10.556,0.947,70.807,0.858,-0.208,0.868,2.430,1.370,1.090,0.703,0.580,0.052,0.046,3.124 +United States,North America and ANZ,6.951,0.049,7.047,6.856,11.023,0.920,68.200,0.837,0.098,0.698,2.430,1.533,1.030,0.621,0.554,0.252,0.154,2.807 +Belgium,Western Europe,6.834,0.034,6.901,6.767,10.823,0.906,72.199,0.783,-0.153,0.646,2.430,1.463,0.998,0.747,0.489,0.088,0.187,2.862 +France,Western Europe,6.690,0.037,6.762,6.618,10.704,0.942,74.000,0.822,-0.147,0.571,2.430,1.421,1.081,0.804,0.536,0.092,0.235,2.521 +Bahrain,Middle East and North Africa,6.647,0.068,6.779,6.514,10.669,0.862,69.495,0.925,0.089,0.722,2.430,1.409,0.899,0.662,0.661,0.246,0.139,2.631 +Malta,Western Europe,6.602,0.044,6.688,6.516,10.674,0.931,72.200,0.927,0.133,0.653,2.430,1.411,1.055,0.747,0.664,0.275,0.183,2.268 +Taiwan Province of China,East Asia,6.584,0.038,6.659,6.510,10.871,0.898,69.600,0.784,-0.070,0.721,2.430,1.480,0.982,0.665,0.490,0.142,0.139,2.687 +United Arab Emirates,Middle East and North Africa,6.561,0.039,6.637,6.484,11.085,0.844,67.333,0.932,0.074,0.589,2.430,1.555,0.860,0.594,0.670,0.236,0.223,2.422 +Saudi Arabia,Middle East and North Africa,6.494,0.056,6.604,6.384,10.743,0.891,66.603,0.877,-0.149,0.684,2.430,1.435,0.964,0.571,0.603,0.090,0.163,2.668 +Spain,Western Europe,6.491,0.042,6.574,6.408,10.571,0.932,74.700,0.761,-0.081,0.745,2.430,1.375,1.057,0.826,0.462,0.135,0.124,2.513 +Italy,Western Europe,6.483,0.045,6.572,6.395,10.623,0.880,73.800,0.693,-0.084,0.866,2.430,1.393,0.940,0.798,0.379,0.133,0.047,2.794 +Slovenia,Central and Eastern Europe,6.461,0.043,6.546,6.376,10.529,0.948,71.400,0.949,-0.101,0.806,2.430,1.360,1.093,0.722,0.690,0.122,0.085,2.388 +Guatemala,Latin America and Caribbean,6.435,0.073,6.577,6.292,9.053,0.813,64.958,0.906,-0.038,0.775,2.430,0.845,0.790,0.519,0.638,0.163,0.105,3.375 +Uruguay,Latin America and Caribbean,6.431,0.046,6.521,6.341,9.966,0.925,69.100,0.896,-0.092,0.590,2.430,1.164,1.042,0.649,0.625,0.128,0.223,2.600 +Singapore,Southeast Asia,6.377,0.043,6.460,6.293,11.488,0.915,76.953,0.927,-0.018,0.082,2.430,1.695,1.019,0.897,0.664,0.176,0.547,1.379 +Kosovo,Central and Eastern Europe,6.372,0.059,6.487,6.257,9.318,0.821,63.813,0.869,0.257,0.917,2.430,0.937,0.807,0.483,0.593,0.356,0.014,3.182 +Slovakia,Central and Eastern Europe,6.331,0.041,6.411,6.251,10.369,0.936,69.201,0.766,-0.124,0.911,2.430,1.304,1.066,0.653,0.468,0.107,0.018,2.714 +Brazil,Latin America and Caribbean,6.330,0.043,6.415,6.245,9.577,0.882,66.601,0.804,-0.071,0.756,2.430,1.028,0.944,0.571,0.514,0.142,0.117,3.015 +Mexico,Latin America and Caribbean,6.317,0.053,6.420,6.213,9.859,0.831,68.597,0.862,-0.147,0.799,2.430,1.126,0.830,0.634,0.585,0.092,0.089,2.961 +Jamaica,Latin America and Caribbean,6.309,0.156,6.615,6.004,9.186,0.877,67.500,0.890,-0.137,0.884,2.430,0.891,0.932,0.599,0.618,0.099,0.035,3.135 +Lithuania,Central and Eastern Europe,6.255,0.045,6.344,6.167,10.499,0.935,67.906,0.773,-0.203,0.826,2.430,1.350,1.065,0.612,0.476,0.056,0.073,2.624 +Cyprus,Western Europe,6.223,0.049,6.319,6.128,10.576,0.802,73.898,0.763,-0.015,0.844,2.430,1.377,0.765,0.801,0.464,0.178,0.061,2.578 +Estonia,Central and Eastern Europe,6.189,0.038,6.263,6.115,10.481,0.941,68.800,0.909,-0.106,0.527,2.430,1.344,1.079,0.640,0.641,0.119,0.263,2.103 +Panama,Latin America and Caribbean,6.180,0.073,6.323,6.036,10.350,0.896,69.652,0.872,-0.166,0.856,2.430,1.298,0.976,0.667,0.596,0.079,0.053,2.509 +Uzbekistan,Commonwealth of Independent States,6.179,0.068,6.312,6.045,8.836,0.918,65.255,0.970,0.311,0.515,2.430,0.769,1.027,0.528,0.716,0.391,0.271,2.477 +Chile,Latin America and Caribbean,6.172,0.046,6.262,6.081,10.071,0.882,70.000,0.742,-0.044,0.830,2.430,1.200,0.946,0.678,0.438,0.159,0.070,2.682 +Poland,Central and Eastern Europe,6.166,0.040,6.245,6.087,10.382,0.898,69.702,0.841,-0.165,0.735,2.430,1.309,0.982,0.668,0.558,0.080,0.130,2.438 +Kazakhstan,Commonwealth of Independent States,6.152,0.047,6.243,6.060,10.155,0.952,65.200,0.853,-0.069,0.733,2.430,1.230,1.103,0.527,0.573,0.143,0.132,2.446 +Romania,Central and Eastern Europe,6.140,0.057,6.253,6.027,10.284,0.832,67.355,0.845,-0.219,0.938,2.430,1.275,0.832,0.595,0.564,0.045,0.001,2.830 +Kuwait,Middle East and North Africa,6.106,0.066,6.235,5.977,10.817,0.843,66.900,0.867,-0.104,0.736,2.430,1.461,0.857,0.580,0.591,0.120,0.130,2.368 +Serbia,Central and Eastern Europe,6.078,0.053,6.181,5.974,9.787,0.873,68.600,0.778,0.002,0.835,2.430,1.101,0.924,0.634,0.482,0.189,0.066,2.682 +El Salvador,Latin America and Caribbean,6.061,0.065,6.188,5.933,9.054,0.762,66.402,0.888,-0.110,0.688,2.430,0.845,0.675,0.565,0.615,0.116,0.160,3.085 +Mauritius,Sub-Saharan Africa,6.049,0.059,6.165,5.933,10.008,0.905,66.701,0.867,-0.054,0.789,2.430,1.178,0.996,0.574,0.590,0.153,0.096,2.462 +Latvia,Central and Eastern Europe,6.032,0.036,6.103,5.961,10.315,0.927,67.100,0.715,-0.162,0.800,2.430,1.285,1.047,0.587,0.405,0.082,0.089,2.536 +Colombia,Latin America and Caribbean,6.012,0.061,6.132,5.892,9.557,0.847,68.001,0.837,-0.135,0.841,2.430,1.021,0.866,0.615,0.554,0.100,0.063,2.794 +Hungary,Central and Eastern Europe,5.992,0.047,6.085,5.899,10.358,0.943,68.000,0.755,-0.186,0.876,2.430,1.301,1.083,0.615,0.454,0.067,0.040,2.432 +Thailand,Southeast Asia,5.985,0.047,6.077,5.893,9.805,0.888,67.401,0.884,0.287,0.895,2.430,1.107,0.957,0.596,0.611,0.375,0.028,2.309 +Nicaragua,Latin America and Caribbean,5.972,0.083,6.134,5.810,8.620,0.864,67.657,0.836,0.020,0.664,2.430,0.693,0.904,0.604,0.553,0.201,0.176,2.841 +Japan,East Asia,5.940,0.040,6.020,5.861,10.611,0.884,75.100,0.796,-0.258,0.638,2.430,1.389,0.949,0.838,0.504,0.020,0.192,2.048 +Argentina,Latin America and Caribbean,5.929,0.056,6.040,5.819,9.962,0.898,69.000,0.828,-0.182,0.834,2.430,1.162,0.980,0.646,0.544,0.069,0.067,2.461 +Portugal,Western Europe,5.929,0.055,6.037,5.821,10.421,0.879,72.600,0.892,-0.244,0.887,2.430,1.323,0.939,0.760,0.621,0.029,0.033,2.225 +Honduras,Latin America and Caribbean,5.919,0.082,6.081,5.758,8.648,0.812,67.300,0.857,0.081,0.809,2.430,0.703,0.787,0.593,0.578,0.241,0.083,2.934 +Croatia,Central and Eastern Europe,5.882,0.048,5.975,5.788,10.217,0.924,70.799,0.754,-0.118,0.939,2.430,1.251,1.039,0.703,0.453,0.111,0.000,2.325 +Philippines,Southeast Asia,5.880,0.052,5.982,5.778,9.076,0.830,62.000,0.917,-0.097,0.742,2.430,0.853,0.828,0.426,0.651,0.125,0.126,2.872 +South Korea,East Asia,5.845,0.042,5.928,5.763,10.651,0.799,73.900,0.672,-0.083,0.727,2.430,1.403,0.758,0.801,0.353,0.134,0.135,2.262 +Peru,Latin America and Caribbean,5.840,0.075,5.988,5.692,9.458,0.832,68.250,0.822,-0.154,0.891,2.430,0.986,0.833,0.623,0.536,0.087,0.031,2.744 +Bosnia and Herzegovina,Central and Eastern Europe,5.813,0.050,5.911,5.715,9.590,0.870,68.098,0.706,0.113,0.931,2.430,1.032,0.919,0.618,0.395,0.261,0.005,2.583 +Moldova,Commonwealth of Independent States,5.766,0.046,5.856,5.677,9.454,0.857,65.699,0.822,-0.079,0.918,2.430,0.985,0.888,0.542,0.536,0.137,0.013,2.665 +Ecuador,Latin America and Caribbean,5.764,0.057,5.875,5.653,9.313,0.821,68.800,0.842,-0.124,0.843,2.430,0.935,0.806,0.640,0.560,0.107,0.062,2.653 +Kyrgyzstan,Commonwealth of Independent States,5.744,0.046,5.834,5.653,8.538,0.893,64.401,0.935,0.119,0.908,2.430,0.665,0.971,0.501,0.673,0.266,0.020,2.648 +Greece,Western Europe,5.723,0.046,5.813,5.632,10.279,0.823,72.600,0.582,-0.288,0.823,2.430,1.273,0.811,0.760,0.243,0.000,0.074,2.561 +Bolivia,Latin America and Caribbean,5.716,0.053,5.819,5.613,9.046,0.810,63.901,0.875,-0.077,0.839,2.430,0.842,0.782,0.486,0.600,0.138,0.064,2.805 +Mongolia,East Asia,5.677,0.042,5.760,5.595,9.400,0.935,62.500,0.708,0.116,0.856,2.430,0.966,1.065,0.442,0.397,0.263,0.053,2.492 +Paraguay,Latin America and Caribbean,5.653,0.092,5.832,5.473,9.448,0.893,65.900,0.876,0.028,0.882,2.430,0.983,0.970,0.549,0.602,0.206,0.037,2.306 +Montenegro,Central and Eastern Europe,5.581,0.054,5.686,5.475,9.940,0.858,68.699,0.708,-0.034,0.812,2.430,1.155,0.891,0.637,0.397,0.166,0.081,2.254 +Dominican Republic,Latin America and Caribbean,5.545,0.071,5.685,5.405,9.802,0.853,66.102,0.860,-0.133,0.714,2.430,1.106,0.879,0.555,0.581,0.101,0.144,2.178 +North Cyprus,Western Europe,5.536,0.051,5.636,5.435,10.576,0.820,73.898,0.795,0.012,0.626,2.430,1.377,0.806,0.801,0.503,0.196,0.200,1.653 +Belarus,Commonwealth of Independent States,5.534,0.047,5.625,5.442,9.853,0.910,66.253,0.650,-0.180,0.627,2.430,1.124,1.007,0.560,0.326,0.070,0.199,2.247 +Russia,Commonwealth of Independent States,5.477,0.033,5.541,5.413,10.189,0.903,64.703,0.718,-0.111,0.845,2.430,1.241,0.992,0.511,0.409,0.115,0.060,2.148 +Hong Kong S.A.R. of China,East Asia,5.477,0.049,5.573,5.380,11.000,0.836,76.820,0.717,0.067,0.403,2.430,1.525,0.841,0.893,0.408,0.232,0.342,1.236 +Tajikistan,Commonwealth of Independent States,5.466,0.034,5.532,5.400,8.091,0.860,64.281,0.832,-0.056,0.553,2.430,0.508,0.895,0.498,0.548,0.152,0.247,2.619 +Vietnam,Southeast Asia,5.411,0.039,5.488,5.334,8.973,0.850,68.034,0.940,-0.098,0.796,2.430,0.817,0.873,0.616,0.679,0.124,0.091,2.211 +Libya,Middle East and North Africa,5.410,0.076,5.558,5.262,9.622,0.827,62.300,0.771,-0.087,0.667,2.430,1.044,0.821,0.435,0.474,0.131,0.174,2.331 +Malaysia,Southeast Asia,5.384,0.049,5.480,5.289,10.238,0.817,67.102,0.895,0.125,0.839,2.430,1.259,0.797,0.587,0.624,0.270,0.064,1.784 +Indonesia,Southeast Asia,5.345,0.056,5.454,5.235,9.365,0.811,62.236,0.873,0.542,0.867,2.430,0.954,0.786,0.433,0.598,0.541,0.046,1.987 +Congo (Brazzaville),Sub-Saharan Africa,5.342,0.097,5.533,5.151,8.117,0.636,58.221,0.695,-0.068,0.745,2.430,0.518,0.392,0.307,0.381,0.144,0.124,3.476 +China,East Asia,5.339,0.029,5.397,5.281,9.673,0.811,69.593,0.904,-0.146,0.755,2.430,1.061,0.785,0.665,0.636,0.093,0.117,1.982 +Ivory Coast,Sub-Saharan Africa,5.306,0.078,5.460,5.152,8.551,0.644,50.114,0.741,-0.016,0.794,2.430,0.669,0.409,0.052,0.438,0.177,0.092,3.469 +Armenia,Commonwealth of Independent States,5.283,0.058,5.397,5.168,9.487,0.799,67.055,0.825,-0.168,0.629,2.430,0.996,0.758,0.585,0.540,0.079,0.198,2.127 +Nepal,South Asia,5.269,0.070,5.406,5.132,8.120,0.774,64.233,0.782,0.152,0.727,2.430,0.519,0.702,0.496,0.488,0.287,0.135,2.642 +Bulgaria,Central and Eastern Europe,5.266,0.054,5.371,5.160,10.016,0.931,67.000,0.788,-0.096,0.932,2.430,1.181,1.055,0.583,0.494,0.125,0.005,1.823 +Maldives,South Asia,5.198,0.072,5.339,5.057,9.826,0.913,70.600,0.854,0.024,0.825,2.430,1.115,1.015,0.697,0.575,0.204,0.073,1.520 +Azerbaijan,Commonwealth of Independent States,5.171,0.040,5.250,5.091,9.569,0.836,65.656,0.814,-0.223,0.506,2.430,1.025,0.841,0.541,0.526,0.043,0.276,1.919 +Cameroon,Sub-Saharan Africa,5.142,0.074,5.288,4.996,8.189,0.710,53.515,0.731,0.026,0.848,2.430,0.543,0.556,0.159,0.425,0.205,0.058,3.195 +Senegal,Sub-Saharan Africa,5.132,0.068,5.266,4.998,8.118,0.710,59.802,0.695,-0.046,0.801,2.430,0.518,0.558,0.357,0.381,0.158,0.088,3.071 +Albania,Central and Eastern Europe,5.117,0.059,5.234,5.001,9.520,0.697,68.999,0.785,-0.030,0.901,2.430,1.008,0.529,0.646,0.491,0.168,0.024,2.250 +North Macedonia,Central and Eastern Europe,5.101,0.051,5.202,5.001,9.693,0.805,65.474,0.751,0.038,0.905,2.430,1.068,0.772,0.535,0.450,0.212,0.022,2.042 +Ghana,Sub-Saharan Africa,5.088,0.067,5.219,4.958,8.580,0.727,57.586,0.807,0.123,0.848,2.430,0.680,0.595,0.287,0.517,0.268,0.058,2.684 +Niger,Sub-Saharan Africa,5.074,0.102,5.273,4.875,7.098,0.641,53.780,0.806,0.018,0.693,2.430,0.162,0.402,0.167,0.516,0.200,0.157,3.470 +Turkmenistan,Commonwealth of Independent States,5.066,0.036,5.136,4.996,9.629,0.983,62.409,0.877,0.273,0.888,2.430,1.046,1.172,0.439,0.602,0.366,0.033,1.409 +Gambia,Sub-Saharan Africa,5.051,0.089,5.225,4.877,7.686,0.690,55.160,0.697,0.424,0.746,2.430,0.367,0.511,0.210,0.384,0.465,0.123,2.990 +Benin,Sub-Saharan Africa,5.045,0.073,5.189,4.901,8.087,0.489,54.713,0.757,-0.034,0.661,2.430,0.507,0.058,0.196,0.457,0.166,0.178,3.482 +Laos,Southeast Asia,5.030,0.045,5.119,4.941,8.947,0.728,58.968,0.910,0.123,0.658,2.430,0.808,0.598,0.330,0.643,0.268,0.179,2.204 +Bangladesh,South Asia,5.025,0.046,5.115,4.934,8.454,0.693,64.800,0.877,-0.041,0.682,2.430,0.635,0.520,0.514,0.603,0.161,0.164,2.427 +Guinea,Sub-Saharan Africa,4.984,0.090,5.160,4.808,7.838,0.639,55.008,0.697,0.095,0.766,2.430,0.420,0.399,0.206,0.384,0.250,0.111,3.216 +South Africa,Sub-Saharan Africa,4.956,0.060,5.074,4.839,9.403,0.860,56.904,0.749,-0.067,0.860,2.430,0.967,0.895,0.265,0.447,0.144,0.051,2.187 +Turkey,Middle East and North Africa,4.948,0.046,5.038,4.857,10.240,0.822,67.199,0.576,-0.139,0.776,2.430,1.260,0.809,0.590,0.236,0.097,0.104,1.852 +Pakistan,South Asia,4.934,0.068,5.066,4.802,8.458,0.651,58.709,0.726,0.098,0.787,2.430,0.637,0.423,0.322,0.418,0.252,0.097,2.784 +Morocco,Middle East and North Africa,4.918,0.060,5.036,4.800,8.903,0.560,66.208,0.774,-0.236,0.801,2.430,0.792,0.219,0.558,0.477,0.034,0.088,2.749 +Venezuela,Latin America and Caribbean,4.892,0.064,5.017,4.767,9.073,0.861,66.700,0.615,-0.169,0.827,2.430,0.852,0.897,0.574,0.284,0.078,0.072,2.135 +Georgia,Commonwealth of Independent States,4.891,0.054,4.998,4.785,9.585,0.671,64.300,0.783,-0.238,0.655,2.430,1.030,0.470,0.498,0.488,0.032,0.181,2.191 +Algeria,Middle East and North Africa,4.887,0.053,4.991,4.783,9.342,0.802,66.005,0.480,-0.067,0.752,2.430,0.946,0.765,0.552,0.119,0.144,0.120,2.242 +Ukraine,Commonwealth of Independent States,4.875,0.052,4.977,4.773,9.436,0.888,64.902,0.724,-0.011,0.924,2.430,0.979,0.958,0.517,0.417,0.181,0.010,1.813 +Iraq,Middle East and North Africa,4.854,0.059,4.970,4.738,9.240,0.746,60.583,0.630,-0.053,0.875,2.430,0.910,0.638,0.381,0.302,0.153,0.041,2.429 +Gabon,Sub-Saharan Africa,4.852,0.075,4.998,4.706,9.603,0.776,59.962,0.731,-0.200,0.840,2.430,1.037,0.707,0.362,0.424,0.058,0.064,2.201 +Burkina Faso,Sub-Saharan Africa,4.834,0.081,4.993,4.675,7.678,0.672,54.151,0.695,-0.009,0.748,2.430,0.364,0.472,0.179,0.381,0.182,0.122,3.133 +Cambodia,Southeast Asia,4.830,0.067,4.963,4.698,8.360,0.765,62.000,0.959,0.034,0.843,2.430,0.603,0.680,0.426,0.702,0.210,0.061,2.148 +Mozambique,Sub-Saharan Africa,4.794,0.103,4.997,4.592,7.158,0.744,54.706,0.882,0.061,0.684,2.430,0.183,0.634,0.196,0.608,0.228,0.163,2.783 +Nigeria,Sub-Saharan Africa,4.759,0.052,4.861,4.658,8.533,0.740,50.102,0.737,0.037,0.878,2.430,0.663,0.625,0.051,0.433,0.212,0.039,2.736 +Mali,Sub-Saharan Africa,4.723,0.082,4.884,4.563,7.744,0.724,51.969,0.697,-0.036,0.827,2.430,0.387,0.590,0.110,0.384,0.164,0.072,3.016 +Iran,Middle East and North Africa,4.721,0.055,4.828,4.614,9.584,0.710,66.300,0.608,0.218,0.714,2.430,1.030,0.557,0.561,0.275,0.330,0.144,1.823 +Uganda,Sub-Saharan Africa,4.636,0.073,4.780,4.493,7.677,0.781,56.101,0.709,0.122,0.855,2.430,0.364,0.718,0.240,0.398,0.267,0.054,2.596 +Liberia,Sub-Saharan Africa,4.625,0.106,4.833,4.417,7.288,0.720,56.498,0.735,0.050,0.850,2.430,0.228,0.580,0.253,0.430,0.221,0.057,2.857 +Kenya,Sub-Saharan Africa,4.607,0.072,4.747,4.466,8.361,0.688,60.704,0.779,0.287,0.825,2.430,0.603,0.508,0.385,0.483,0.375,0.073,2.180 +Tunisia,Middle East and North Africa,4.596,0.058,4.709,4.484,9.266,0.691,67.201,0.656,-0.201,0.870,2.430,0.919,0.515,0.590,0.334,0.057,0.044,2.138 +Lebanon,Middle East and North Africa,4.584,0.055,4.691,4.477,9.626,0.848,67.355,0.525,-0.073,0.898,2.430,1.045,0.868,0.595,0.175,0.140,0.026,1.736 +Namibia,Sub-Saharan Africa,4.574,0.064,4.700,4.448,9.161,0.818,56.799,0.719,-0.149,0.847,2.430,0.882,0.801,0.262,0.411,0.091,0.059,2.068 +Palestinian Territories,Middle East and North Africa,4.517,0.067,4.649,4.384,8.485,0.826,62.250,0.653,-0.163,0.821,2.430,0.646,0.819,0.434,0.330,0.082,0.075,2.131 +Myanmar,Southeast Asia,4.426,0.052,4.527,4.324,8.541,0.779,59.302,0.876,0.509,0.660,2.430,0.666,0.713,0.341,0.601,0.520,0.178,1.407 +Jordan,Middle East and North Africa,4.395,0.062,4.516,4.273,9.182,0.767,67.000,0.755,-0.167,0.705,2.430,0.890,0.685,0.583,0.455,0.079,0.150,1.553 +Chad,Sub-Saharan Africa,4.355,0.094,4.540,4.171,7.364,0.619,48.478,0.579,0.041,0.807,2.430,0.255,0.353,0.000,0.240,0.215,0.084,3.209 +Sri Lanka,South Asia,4.325,0.066,4.454,4.196,9.470,0.827,67.299,0.841,0.079,0.863,2.430,0.990,0.820,0.593,0.559,0.239,0.049,1.075 +Swaziland,Sub-Saharan Africa,4.308,0.071,4.448,4.168,9.065,0.770,50.833,0.647,-0.185,0.708,2.430,0.849,0.693,0.074,0.323,0.067,0.147,2.155 +Comoros,Sub-Saharan Africa,4.289,0.084,4.454,4.123,8.031,0.626,57.349,0.548,0.082,0.781,2.430,0.488,0.367,0.279,0.202,0.241,0.101,2.610 +Egypt,Middle East and North Africa,4.283,0.045,4.371,4.195,9.367,0.750,61.998,0.749,-0.182,0.795,2.430,0.954,0.647,0.426,0.446,0.069,0.092,1.648 +Ethiopia,Sub-Saharan Africa,4.275,0.051,4.374,4.175,7.694,0.764,59.000,0.752,0.082,0.761,2.430,0.370,0.679,0.331,0.451,0.241,0.114,2.089 +Mauritania,Sub-Saharan Africa,4.227,0.070,4.365,4.090,8.542,0.795,57.161,0.561,-0.106,0.731,2.430,0.666,0.749,0.273,0.218,0.119,0.133,2.069 +Madagascar,Sub-Saharan Africa,4.208,0.072,4.349,4.068,7.396,0.686,59.305,0.552,-0.005,0.803,2.430,0.266,0.503,0.341,0.207,0.185,0.087,2.620 +Togo,Sub-Saharan Africa,4.107,0.077,4.258,3.956,7.362,0.569,54.914,0.619,0.032,0.772,2.430,0.254,0.239,0.203,0.289,0.209,0.107,2.806 +Zambia,Sub-Saharan Africa,4.073,0.069,4.209,3.938,8.145,0.708,55.809,0.782,0.061,0.823,2.430,0.528,0.552,0.231,0.487,0.227,0.074,1.975 +Sierra Leone,Sub-Saharan Africa,3.849,0.077,4.001,3.698,7.434,0.630,51.651,0.717,0.084,0.866,2.430,0.279,0.377,0.100,0.408,0.243,0.047,2.396 +India,South Asia,3.819,0.026,3.869,3.769,8.755,0.603,60.633,0.893,0.089,0.774,2.430,0.741,0.316,0.383,0.622,0.246,0.106,1.405 +Burundi,Sub-Saharan Africa,3.775,0.107,3.985,3.565,6.635,0.490,53.400,0.626,-0.024,0.607,2.430,0.000,0.062,0.155,0.298,0.172,0.212,2.876 +Yemen,Middle East and North Africa,3.658,0.070,3.794,3.521,7.578,0.832,57.122,0.602,-0.147,0.800,2.430,0.329,0.831,0.272,0.268,0.092,0.089,1.776 +Tanzania,Sub-Saharan Africa,3.623,0.071,3.762,3.485,7.876,0.702,57.999,0.833,0.183,0.577,2.430,0.433,0.540,0.300,0.549,0.307,0.231,1.263 +Haiti,Latin America and Caribbean,3.615,0.173,3.953,3.276,7.477,0.540,55.700,0.593,0.422,0.721,2.430,0.294,0.173,0.227,0.257,0.463,0.139,2.060 +Malawi,Sub-Saharan Africa,3.600,0.092,3.781,3.419,6.958,0.537,57.948,0.780,0.038,0.729,2.430,0.113,0.168,0.298,0.484,0.213,0.134,2.190 +Lesotho,Sub-Saharan Africa,3.512,0.120,3.748,3.276,7.926,0.787,48.700,0.715,-0.131,0.915,2.430,0.451,0.731,0.007,0.405,0.103,0.015,1.800 +Botswana,Sub-Saharan Africa,3.467,0.074,3.611,3.322,9.782,0.784,59.269,0.824,-0.246,0.801,2.430,1.099,0.724,0.340,0.539,0.027,0.088,0.648 +Rwanda,Sub-Saharan Africa,3.415,0.068,3.548,3.282,7.676,0.552,61.400,0.897,0.061,0.167,2.430,0.364,0.202,0.407,0.627,0.227,0.493,1.095 +Zimbabwe,Sub-Saharan Africa,3.145,0.058,3.259,3.030,7.943,0.750,56.201,0.677,-0.047,0.821,2.430,0.457,0.649,0.243,0.359,0.157,0.075,1.205 +Afghanistan,South Asia,2.523,0.038,2.596,2.449,7.695,0.463,52.493,0.382,-0.102,0.924,2.430,0.370,0.000,0.126,0.000,0.122,0.010,1.895 diff --git a/data/data-main.csv b/data/data-main.csv new file mode 100644 index 00000000..e344dd54 --- /dev/null +++ b/data/data-main.csv @@ -0,0 +1,1950 @@ +Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect +Afghanistan,2008,3.724,7.370,0.451,50.800,0.718,0.168,0.882,0.518,0.258 +Afghanistan,2009,4.402,7.540,0.552,51.200,0.679,0.190,0.850,0.584,0.237 +Afghanistan,2010,4.758,7.647,0.539,51.600,0.600,0.121,0.707,0.618,0.275 +Afghanistan,2011,3.832,7.620,0.521,51.920,0.496,0.162,0.731,0.611,0.267 +Afghanistan,2012,3.783,7.705,0.521,52.240,0.531,0.236,0.776,0.710,0.268 +Afghanistan,2013,3.572,7.725,0.484,52.560,0.578,0.061,0.823,0.621,0.273 +Afghanistan,2014,3.131,7.718,0.526,52.880,0.509,0.104,0.871,0.532,0.375 +Afghanistan,2015,3.983,7.702,0.529,53.200,0.389,0.080,0.881,0.554,0.339 +Afghanistan,2016,4.220,7.697,0.559,53.000,0.523,0.042,0.793,0.565,0.348 +Afghanistan,2017,2.662,7.697,0.491,52.800,0.427,-0.121,0.954,0.496,0.371 +Afghanistan,2018,2.694,7.692,0.508,52.600,0.374,-0.094,0.928,0.424,0.405 +Afghanistan,2019,2.375,7.697,0.420,52.400,0.394,-0.108,0.924,0.351,0.502 +Albania,2007,4.634,9.142,0.821,65.800,0.529,-0.009,0.875,0.553,0.246 +Albania,2009,5.485,9.262,0.833,66.200,0.525,-0.158,0.864,0.640,0.279 +Albania,2010,5.269,9.303,0.733,66.400,0.569,-0.172,0.726,0.648,0.300 +Albania,2011,5.867,9.331,0.759,66.680,0.487,-0.205,0.877,0.628,0.257 +Albania,2012,5.510,9.347,0.785,66.960,0.602,-0.169,0.848,0.607,0.271 +Albania,2013,4.551,9.359,0.759,67.240,0.632,-0.127,0.863,0.634,0.338 +Albania,2014,4.814,9.378,0.626,67.520,0.735,-0.025,0.883,0.685,0.335 +Albania,2015,4.607,9.403,0.639,67.800,0.704,-0.081,0.885,0.688,0.350 +Albania,2016,4.511,9.437,0.638,68.100,0.730,-0.017,0.901,0.675,0.322 +Albania,2017,4.640,9.476,0.638,68.400,0.750,-0.029,0.876,0.669,0.334 +Albania,2018,5.004,9.518,0.684,68.700,0.824,0.009,0.899,0.713,0.319 +Albania,2019,4.995,9.544,0.686,69.000,0.777,-0.099,0.914,0.681,0.274 +Albania,2020,5.365,9.497,0.710,69.300,0.754,0.007,0.891,0.679,0.265 +Algeria,2010,5.464,9.287,,64.500,0.593,-0.205,0.618,, +Algeria,2011,5.317,9.297,0.810,64.660,0.530,-0.181,0.638,0.550,0.255 +Algeria,2012,5.605,9.311,0.839,64.820,0.587,-0.172,0.690,0.604,0.230 +Algeria,2014,6.355,9.335,0.818,65.140,,,,0.626,0.177 +Algeria,2016,5.341,9.362,0.749,65.500,,,,0.661,0.377 +Algeria,2017,5.249,9.354,0.807,65.700,0.437,-0.167,0.700,0.642,0.289 +Algeria,2018,5.043,9.348,0.799,65.900,0.583,-0.146,0.759,0.591,0.293 +Algeria,2019,4.745,9.337,0.803,66.100,0.385,0.005,0.741,0.585,0.215 +Angola,2011,5.589,8.946,0.723,52.500,0.584,0.055,0.911,0.659,0.361 +Angola,2012,4.360,8.992,0.753,53.200,0.456,-0.136,0.906,0.558,0.305 +Angola,2013,3.937,9.005,0.722,53.900,0.410,-0.104,0.816,0.658,0.371 +Angola,2014,3.795,9.017,0.755,54.600,0.375,-0.168,0.834,0.579,0.368 +Argentina,2006,6.313,9.942,0.938,66.820,0.733,-0.157,0.852,0.825,0.328 +Argentina,2007,6.073,10.018,0.862,66.940,0.653,-0.141,0.881,0.828,0.279 +Argentina,2008,5.961,10.048,0.892,67.060,0.678,-0.132,0.865,0.823,0.318 +Argentina,2009,6.424,9.977,0.919,67.180,0.637,-0.130,0.885,0.864,0.237 +Argentina,2010,6.441,10.066,0.927,67.300,0.730,-0.126,0.855,0.846,0.211 +Argentina,2011,6.776,10.112,0.889,67.480,0.816,-0.174,0.755,0.840,0.232 +Argentina,2012,6.468,10.091,0.902,67.660,0.747,-0.148,0.817,0.857,0.272 +Argentina,2013,6.582,10.103,0.910,67.840,0.737,-0.130,0.823,0.842,0.254 +Argentina,2014,6.671,10.067,0.918,68.020,0.745,-0.164,0.854,0.857,0.238 +Argentina,2015,6.697,10.083,0.926,68.200,0.881,-0.174,0.851,0.859,0.305 +Argentina,2016,6.427,10.051,0.883,68.400,0.848,-0.192,0.851,0.842,0.312 +Argentina,2017,6.039,10.067,0.907,68.600,0.832,-0.186,0.841,0.809,0.292 +Argentina,2018,5.793,10.032,0.900,68.800,0.846,-0.211,0.855,0.820,0.321 +Argentina,2019,6.086,10.000,0.896,69.000,0.817,-0.211,0.830,0.826,0.319 +Argentina,2020,5.901,9.850,0.897,69.200,0.823,-0.122,0.816,0.764,0.342 +Armenia,2006,4.289,9.044,0.682,64.800,0.520,-0.231,0.850,0.494,0.469 +Armenia,2007,4.882,9.181,0.760,64.900,0.605,-0.251,0.817,0.507,0.412 +Armenia,2008,4.652,9.256,0.709,65.000,0.462,-0.215,0.876,0.521,0.385 +Armenia,2009,4.178,9.111,0.680,65.100,0.441,-0.214,0.882,0.543,0.411 +Armenia,2010,4.368,9.136,0.660,65.200,0.459,-0.176,0.891,0.510,0.426 +Armenia,2011,4.260,9.182,0.705,65.360,0.465,-0.225,0.875,0.475,0.459 +Armenia,2012,4.320,9.249,0.676,65.520,0.502,-0.215,0.893,0.518,0.464 +Armenia,2013,4.277,9.277,0.723,65.680,0.504,-0.195,0.900,0.562,0.450 +Armenia,2014,4.453,9.307,0.739,65.840,0.506,-0.218,0.920,0.581,0.404 +Armenia,2015,4.348,9.334,0.723,66.000,0.551,-0.203,0.901,0.594,0.438 +Armenia,2016,4.325,9.333,0.709,66.300,0.611,-0.170,0.921,0.594,0.437 +Armenia,2017,4.288,9.402,0.698,66.600,0.614,-0.147,0.865,0.625,0.437 +Armenia,2018,5.062,9.451,0.814,66.900,0.808,-0.163,0.677,0.581,0.455 +Armenia,2019,5.488,9.522,0.782,67.200,0.844,-0.172,0.583,0.598,0.430 +Australia,2005,7.341,10.659,0.968,71.400,0.935,,0.390,0.843,0.238 +Australia,2007,7.285,10.703,0.965,71.720,0.891,0.347,0.513,0.826,0.215 +Australia,2008,7.254,10.719,0.947,71.880,0.916,0.305,0.431,0.826,0.218 +Australia,2010,7.450,10.722,0.955,72.200,0.932,0.317,0.366,0.834,0.220 +Australia,2011,7.406,10.733,0.967,72.300,0.945,0.369,0.382,0.816,0.195 +Australia,2012,7.196,10.754,0.945,72.400,0.935,0.274,0.368,0.811,0.214 +Australia,2013,7.364,10.762,0.928,72.500,0.933,0.269,0.432,0.819,0.177 +Australia,2014,7.289,10.772,0.924,72.600,0.923,0.319,0.442,0.775,0.245 +Australia,2015,7.309,10.779,0.952,72.700,0.922,0.332,0.357,0.790,0.210 +Australia,2016,7.250,10.791,0.942,73.000,0.922,0.239,0.399,0.791,0.236 +Australia,2017,7.257,10.798,0.950,73.300,0.911,0.317,0.411,0.780,0.225 +Australia,2018,7.177,10.811,0.940,73.600,0.916,0.146,0.405,0.759,0.187 +Australia,2019,7.234,10.815,0.943,73.900,0.918,0.121,0.430,0.770,0.202 +Australia,2020,7.137,10.760,0.937,74.200,0.905,0.210,0.491,0.769,0.205 +Austria,2006,7.122,10.842,0.936,70.760,0.941,0.302,0.490,0.823,0.174 +Austria,2008,7.181,10.887,0.935,71.080,0.879,0.291,0.614,0.832,0.173 +Austria,2010,7.303,10.861,0.914,71.400,0.896,0.131,0.546,0.815,0.156 +Austria,2011,7.471,10.887,0.944,71.540,0.939,0.132,0.703,0.789,0.145 +Austria,2012,7.401,10.889,0.945,71.680,0.920,0.118,0.771,0.822,0.157 +Austria,2013,7.499,10.883,0.950,71.820,0.922,0.168,0.679,0.787,0.163 +Austria,2014,6.950,10.882,0.899,71.960,0.885,0.118,0.567,0.780,0.170 +Austria,2015,7.076,10.881,0.928,72.100,0.900,0.099,0.557,0.798,0.164 +Austria,2016,7.048,10.891,0.926,72.400,0.889,0.080,0.524,0.756,0.197 +Austria,2017,7.294,10.908,0.906,72.700,0.890,0.133,0.518,0.748,0.180 +Austria,2018,7.396,10.928,0.912,73.000,0.904,0.053,0.523,0.752,0.226 +Austria,2019,7.195,10.939,0.964,73.300,0.903,0.060,0.457,0.774,0.205 +Austria,2020,7.213,10.851,0.925,73.600,0.912,0.011,0.464,0.769,0.206 +Azerbaijan,2006,4.728,9.170,0.854,61.880,0.772,-0.235,0.774,0.512,0.276 +Azerbaijan,2007,4.568,9.386,0.753,62.260,0.522,-0.207,0.871,0.521,0.284 +Azerbaijan,2008,4.817,9.465,0.684,62.640,0.601,-0.029,0.715,0.578,0.227 +Azerbaijan,2009,4.574,9.534,0.736,63.020,0.498,-0.087,0.754,0.544,0.234 +Azerbaijan,2010,4.219,9.569,0.687,63.400,0.501,-0.123,0.858,0.527,0.272 +Azerbaijan,2011,4.680,9.540,0.725,63.640,0.537,-0.105,0.795,0.536,0.258 +Azerbaijan,2012,4.911,9.549,0.762,63.880,0.599,-0.140,0.763,0.554,0.266 +Azerbaijan,2013,5.481,9.592,0.770,64.120,0.672,-0.168,0.699,0.619,0.242 +Azerbaijan,2014,5.252,9.607,0.799,64.360,0.733,-0.208,0.654,0.598,0.220 +Azerbaijan,2015,5.147,9.606,0.786,64.600,0.764,-0.198,0.616,0.607,0.206 +Azerbaijan,2016,5.304,9.564,0.777,64.900,0.713,-0.204,0.607,0.598,0.191 +Azerbaijan,2017,5.152,9.555,0.787,65.200,0.731,-0.225,0.653,0.592,0.198 +Azerbaijan,2018,5.168,9.562,0.781,65.500,0.772,-0.232,0.561,0.593,0.191 +Azerbaijan,2019,5.173,9.575,0.887,65.800,0.854,-0.214,0.457,0.643,0.164 +Bahrain,2009,5.701,10.709,0.904,65.940,0.896,0.037,0.506,0.764,0.422 +Bahrain,2010,5.937,10.706,0.877,66.300,0.862,-0.001,0.715,0.685,0.423 +Bahrain,2011,4.824,10.696,0.908,66.580,0.870,-0.051,0.583,0.544,0.514 +Bahrain,2012,5.027,10.716,0.911,66.860,0.682,,0.438,0.589,0.381 +Bahrain,2013,6.690,10.757,0.884,67.140,0.809,,0.525,0.768,0.306 +Bahrain,2014,6.165,10.783,,67.420,,,,, +Bahrain,2015,6.007,10.785,0.853,67.700,0.850,0.112,,0.716,0.303 +Bahrain,2016,6.170,10.781,0.863,68.100,0.889,0.088,,0.787,0.283 +Bahrain,2017,6.227,10.771,0.876,68.500,0.906,0.136,,0.814,0.290 +Bahrain,2019,7.098,10.715,0.878,69.300,0.907,0.048,,0.762,0.317 +Bahrain,2020,6.173,10.620,0.848,69.700,0.945,0.132,,0.790,0.297 +Bangladesh,2006,4.319,7.783,0.672,59.020,0.612,0.068,0.786,0.600,0.321 +Bangladesh,2007,4.607,7.839,0.514,59.440,0.605,0.040,0.806,0.635,0.313 +Bangladesh,2008,5.052,7.886,0.467,59.860,0.606,-0.044,0.802,0.725,0.232 +Bangladesh,2009,5.083,7.924,0.528,60.280,0.631,-0.075,0.776,0.670,0.223 +Bangladesh,2010,4.858,7.967,0.549,60.700,0.659,-0.016,0.774,0.629,0.292 +Bangladesh,2011,4.986,8.018,0.606,61.120,0.838,-0.069,0.757,0.685,0.235 +Bangladesh,2012,4.724,8.070,0.582,61.540,0.668,-0.034,0.765,0.714,0.183 +Bangladesh,2013,4.660,8.116,0.530,61.960,0.742,-0.016,0.743,0.619,0.246 +Bangladesh,2014,4.636,8.164,0.577,62.380,0.736,-0.098,0.789,,0.231 +Bangladesh,2015,4.633,8.216,0.601,62.800,0.815,-0.068,0.721,0.635,0.226 +Bangladesh,2016,4.556,8.274,0.649,63.300,0.875,-0.089,0.688,0.560,0.235 +Bangladesh,2017,4.310,8.334,0.713,63.800,0.896,0.012,0.635,0.569,0.214 +Bangladesh,2018,4.499,8.399,0.706,64.300,0.901,-0.043,0.701,0.541,0.361 +Bangladesh,2019,5.114,8.467,0.673,64.800,0.902,-0.051,0.656,0.537,0.369 +Bangladesh,2020,5.280,8.472,0.739,65.300,0.777,-0.009,0.742,0.582,0.332 +Belarus,2006,5.658,9.489,0.918,61.100,0.707,-0.246,0.708,0.605,0.269 +Belarus,2007,5.617,9.576,0.858,61.400,0.667,-0.225,0.695,0.596,0.235 +Belarus,2008,5.463,9.677,0.904,61.700,0.640,-0.220,0.696,,0.246 +Belarus,2009,5.564,9.681,0.908,62.000,0.679,-0.203,0.676,0.566,0.223 +Belarus,2010,5.526,9.758,0.918,62.300,0.700,-0.163,0.706,0.567,0.208 +Belarus,2011,5.225,9.812,0.910,62.880,0.656,-0.168,0.672,0.521,0.249 +Belarus,2012,5.749,9.830,0.902,63.460,0.645,-0.217,0.657,0.523,0.181 +Belarus,2013,5.876,9.839,0.923,64.040,0.723,-0.177,0.653,0.609,0.206 +Belarus,2014,5.812,9.856,0.880,64.620,0.647,-0.048,0.682,0.619,0.209 +Belarus,2015,5.719,9.815,0.924,65.200,0.623,-0.091,0.669,0.584,0.184 +Belarus,2016,5.178,9.788,0.927,65.500,0.658,-0.125,0.664,0.554,0.182 +Belarus,2017,5.553,9.814,0.900,65.800,0.621,-0.122,0.654,0.541,0.233 +Belarus,2018,5.234,9.846,0.905,66.100,0.644,-0.174,0.718,0.450,0.236 +Belarus,2019,5.821,9.860,0.917,66.400,0.657,-0.186,0.546,0.591,0.190 +Belgium,2005,7.262,10.745,0.935,69.900,0.924,,0.598,0.796,0.260 +Belgium,2007,7.219,10.792,0.922,70.260,0.901,0.069,0.721,0.813,0.218 +Belgium,2008,7.117,10.789,0.923,70.440,0.887,0.007,0.652,0.813,0.242 +Belgium,2010,6.854,10.779,0.931,70.800,0.807,0.022,0.697,0.828,0.240 +Belgium,2011,7.111,10.783,0.937,70.920,0.880,-0.014,0.711,0.835,0.225 +Belgium,2012,6.935,10.784,0.927,71.040,0.855,-0.050,0.758,0.820,0.238 +Belgium,2013,7.104,10.784,0.909,71.160,0.891,0.017,0.574,0.797,0.217 +Belgium,2014,6.855,10.795,0.944,71.280,0.861,0.001,0.512,0.798,0.252 +Belgium,2015,6.904,10.810,0.885,71.400,0.869,0.062,0.469,0.805,0.240 +Belgium,2016,6.949,10.819,0.929,71.600,0.866,-0.056,0.497,0.765,0.260 +Belgium,2017,6.928,10.834,0.922,71.800,0.857,0.054,0.543,0.786,0.234 +Belgium,2018,6.892,10.844,0.930,72.000,0.808,-0.125,0.630,0.750,0.250 +Belgium,2019,6.772,10.853,0.884,72.200,0.776,-0.172,0.672,0.733,0.244 +Belgium,2020,6.839,10.771,0.904,72.400,0.767,-0.164,0.634,0.647,0.260 +Belize,2007,6.451,8.892,0.872,61.600,0.705,0.033,0.769,0.759,0.251 +Belize,2014,5.956,8.883,0.757,62.220,0.874,0.022,0.782,0.755,0.282 +Benin,2006,3.330,7.866,0.445,50.100,0.580,-0.011,0.790,0.587,0.309 +Benin,2008,3.667,7.915,0.382,50.900,0.709,-0.004,0.825,0.584,0.303 +Benin,2011,3.870,7.904,0.477,51.980,0.773,-0.142,0.849,0.626,0.219 +Benin,2012,3.193,7.923,0.523,52.260,0.769,-0.111,0.806,0.583,0.231 +Benin,2013,3.479,7.964,0.577,52.540,0.783,-0.085,0.856,0.702,0.216 +Benin,2014,3.347,7.998,0.506,52.820,0.776,-0.096,0.855,0.590,0.273 +Benin,2015,3.625,7.988,0.434,53.100,0.733,-0.027,0.850,0.592,0.373 +Benin,2016,4.007,7.993,0.493,53.500,0.780,-0.065,0.838,0.608,0.456 +Benin,2017,4.853,8.021,0.436,53.900,0.727,-0.065,0.767,0.615,0.458 +Benin,2018,5.820,8.059,0.504,54.300,0.713,0.002,0.747,0.647,0.468 +Benin,2019,4.976,8.098,0.442,54.700,0.770,-0.016,0.698,0.659,0.441 +Benin,2020,4.408,8.102,0.507,55.100,0.783,-0.083,0.532,0.609,0.305 +Bhutan,2013,5.569,9.123,0.819,59.600,0.810,0.353,0.802,0.779,0.217 +Bhutan,2014,4.939,9.167,0.880,59.900,0.834,0.268,0.650,0.859,0.324 +Bhutan,2015,5.082,9.219,0.848,60.200,0.830,0.277,0.634,0.810,0.312 +Bolivia,2006,5.374,8.686,0.834,59.000,0.770,-0.044,0.794,0.739,0.432 +Bolivia,2007,5.628,8.714,0.796,59.500,0.780,0.001,0.817,0.771,0.388 +Bolivia,2008,5.298,8.756,0.785,60.000,0.726,-0.092,0.801,0.781,0.392 +Bolivia,2009,6.086,8.773,0.831,60.500,0.779,-0.036,0.763,0.797,0.372 +Bolivia,2010,5.781,8.797,0.807,61.000,0.703,-0.068,0.781,0.766,0.350 +Bolivia,2011,5.779,8.831,0.817,61.340,0.782,-0.039,0.825,0.761,0.361 +Bolivia,2012,6.019,8.865,0.781,61.680,0.862,-0.015,0.840,0.782,0.409 +Bolivia,2013,5.767,8.915,0.803,62.020,0.846,-0.067,0.812,0.759,0.410 +Bolivia,2014,5.865,8.953,0.821,62.360,0.881,0.018,0.832,0.809,0.398 +Bolivia,2015,5.834,8.985,0.829,62.700,0.884,-0.030,0.862,0.786,0.393 +Bolivia,2016,5.770,9.012,0.796,63.000,0.882,-0.047,0.853,0.783,0.376 +Bolivia,2017,5.651,9.039,0.779,63.300,0.884,-0.120,0.819,0.698,0.434 +Bolivia,2018,5.916,9.066,0.827,63.600,0.863,-0.093,0.786,0.742,0.387 +Bolivia,2019,5.674,9.074,0.784,63.900,0.881,-0.086,0.857,0.751,0.419 +Bolivia,2020,5.559,8.998,0.805,64.200,0.877,-0.054,0.868,0.790,0.382 +Bosnia and Herzegovina,2007,4.900,9.267,0.766,66.040,0.342,0.006,0.926,0.613,0.296 +Bosnia and Herzegovina,2009,4.963,9.296,0.735,66.480,0.258,-0.026,0.959,0.572,0.390 +Bosnia and Herzegovina,2010,4.669,9.312,0.773,66.700,0.365,-0.128,0.933,0.517,0.409 +Bosnia and Herzegovina,2011,4.995,9.333,0.725,66.740,0.333,-0.035,0.925,0.596,0.326 +Bosnia and Herzegovina,2012,4.773,9.342,0.779,66.780,0.420,-0.013,0.953,0.548,0.338 +Bosnia and Herzegovina,2013,5.124,9.382,0.767,66.820,0.390,0.042,0.970,0.544,0.315 +Bosnia and Herzegovina,2014,5.249,9.411,0.788,66.860,0.412,0.232,0.976,0.531,0.262 +Bosnia and Herzegovina,2015,5.117,9.457,0.656,66.900,0.631,-0.055,0.960,0.534,0.286 +Bosnia and Herzegovina,2016,5.181,9.500,0.808,67.200,0.633,0.134,0.957,0.641,0.304 +Bosnia and Herzegovina,2017,5.090,9.532,0.775,67.500,0.564,0.092,0.923,0.597,0.271 +Bosnia and Herzegovina,2018,5.887,9.576,0.836,67.800,0.659,0.123,0.913,0.643,0.277 +Bosnia and Herzegovina,2019,6.016,9.609,0.873,68.100,0.722,0.079,0.963,0.633,0.238 +Bosnia and Herzegovina,2020,5.516,9.583,0.899,68.400,0.740,0.138,0.916,0.644,0.325 +Botswana,2006,4.739,9.492,0.883,46.820,0.824,-0.195,0.723,0.688,0.226 +Botswana,2008,5.451,9.590,0.832,49.860,0.858,-0.164,0.806,0.731,0.218 +Botswana,2010,3.553,9.556,0.866,52.900,0.826,-0.143,0.814,0.690,0.172 +Botswana,2011,3.520,9.600,0.860,53.680,0.813,-0.250,0.816,0.739,0.160 +Botswana,2012,4.836,9.632,0.837,54.460,0.799,-0.203,0.814,0.773,0.171 +Botswana,2013,4.128,9.728,0.856,55.240,0.767,-0.154,0.749,0.698,0.244 +Botswana,2014,4.031,9.756,0.859,56.020,0.791,-0.105,0.743,0.674,0.245 +Botswana,2015,3.762,9.724,0.816,56.800,0.857,-0.116,0.860,0.746,0.261 +Botswana,2016,3.499,9.748,0.768,57.500,0.852,-0.253,0.729,0.686,0.252 +Botswana,2017,3.505,9.756,0.768,58.200,0.817,-0.248,0.731,0.656,0.276 +Botswana,2018,3.461,9.778,0.795,58.900,0.818,-0.254,0.807,0.730,0.267 +Botswana,2019,3.471,9.785,0.774,59.600,0.833,-0.239,0.792,0.712,0.273 +Brazil,2005,6.637,9.438,0.883,63.300,0.882,,0.745,0.818,0.302 +Brazil,2007,6.321,9.515,0.886,63.780,0.777,-0.016,0.728,0.859,0.299 +Brazil,2008,6.691,9.555,0.878,64.020,0.782,-0.078,0.688,0.820,0.265 +Brazil,2009,7.001,9.544,0.913,64.260,0.767,-0.055,0.723,0.833,0.274 +Brazil,2010,6.837,9.607,0.906,64.500,0.806,-0.054,0.656,0.817,0.250 +Brazil,2011,7.038,9.637,0.916,64.760,0.834,-0.072,0.662,0.807,0.268 +Brazil,2012,6.660,9.647,0.890,65.020,0.849,,0.623,0.755,0.350 +Brazil,2013,7.140,9.668,0.910,65.280,0.785,-0.095,0.707,0.818,0.276 +Brazil,2014,6.981,9.664,0.898,65.540,0.714,-0.115,0.710,0.788,0.274 +Brazil,2015,6.547,9.620,0.907,65.800,0.799,-0.016,0.771,0.755,0.325 +Brazil,2016,6.375,9.578,0.912,66.000,0.807,-0.100,0.781,0.763,0.302 +Brazil,2017,6.333,9.583,0.905,66.200,0.765,-0.175,0.794,0.716,0.308 +Brazil,2018,6.191,9.589,0.882,66.400,0.751,-0.117,0.763,0.750,0.350 +Brazil,2019,6.451,9.592,0.899,66.600,0.830,-0.062,0.762,0.761,0.337 +Brazil,2020,6.110,9.522,0.831,66.800,0.786,-0.053,0.729,0.692,0.389 +Bulgaria,2007,3.844,9.715,0.832,65.100,0.566,-0.138,0.976,0.594,0.226 +Bulgaria,2010,3.912,9.765,0.843,65.700,0.545,-0.144,0.941,0.546,0.238 +Bulgaria,2011,3.875,9.795,0.860,65.800,0.664,-0.228,0.948,0.534,0.271 +Bulgaria,2012,4.222,9.804,0.838,65.900,0.641,-0.172,0.938,0.573,0.237 +Bulgaria,2013,3.993,9.813,0.829,66.000,0.603,-0.191,0.962,0.623,0.278 +Bulgaria,2014,4.438,9.838,0.886,66.100,0.576,-0.055,0.955,0.628,0.236 +Bulgaria,2015,4.865,9.883,0.908,66.200,0.637,-0.200,0.941,0.643,0.214 +Bulgaria,2016,4.838,9.928,0.926,66.400,0.700,-0.170,0.936,0.622,0.172 +Bulgaria,2017,5.097,9.969,0.942,66.600,0.689,-0.154,0.911,0.614,0.189 +Bulgaria,2018,5.099,10.007,0.924,66.800,0.724,-0.176,0.952,0.639,0.189 +Bulgaria,2019,5.108,10.047,0.948,67.000,0.822,-0.109,0.943,0.663,0.200 +Bulgaria,2020,5.598,9.991,0.916,67.200,0.818,-0.004,0.901,0.706,0.221 +Burkina Faso,2006,3.801,7.367,0.796,46.660,0.588,0.028,0.798,0.716,0.266 +Burkina Faso,2007,4.017,7.377,0.771,47.420,0.582,-0.060,0.833,0.651,0.281 +Burkina Faso,2008,3.846,7.403,0.727,48.180,0.612,-0.101,0.887,0.523,0.304 +Burkina Faso,2010,4.036,7.453,0.773,49.700,0.587,-0.036,0.767,0.590,0.217 +Burkina Faso,2011,4.785,7.487,0.710,50.240,0.725,-0.105,0.707,0.579,0.205 +Burkina Faso,2012,3.955,7.520,0.744,50.780,0.622,-0.070,0.726,0.545,0.300 +Burkina Faso,2013,3.326,7.546,0.745,51.320,0.741,-0.016,0.765,0.630,0.287 +Burkina Faso,2014,3.481,7.559,0.742,51.860,0.710,-0.004,0.801,0.614,0.256 +Burkina Faso,2015,4.419,7.568,0.705,52.400,0.659,0.004,0.693,0.579,0.359 +Burkina Faso,2016,4.206,7.596,0.764,52.900,0.645,-0.001,0.721,0.616,0.337 +Burkina Faso,2017,4.647,7.627,0.785,53.400,0.614,-0.063,0.727,0.585,0.354 +Burkina Faso,2018,4.927,7.665,0.665,53.900,0.721,-0.013,0.757,0.711,0.343 +Burkina Faso,2019,4.741,7.691,0.683,54.400,0.678,-0.004,0.729,0.691,0.365 +Burundi,2008,3.563,6.719,0.291,49.020,0.260,-0.019,0.860,0.440,0.253 +Burundi,2009,3.792,6.723,0.326,49.660,0.427,-0.019,0.718,0.641,0.164 +Burundi,2011,3.706,6.748,0.422,50.680,0.490,-0.062,0.677,0.689,0.190 +Burundi,2014,2.905,6.787,0.565,51.820,0.431,-0.059,0.808,0.656,0.251 +Burundi,2018,3.775,6.635,0.485,53.400,0.646,-0.024,0.599,0.666,0.363 +Cambodia,2006,3.569,7.746,0.793,55.300,,0.255,0.829,0.719,0.341 +Cambodia,2007,4.156,7.829,0.675,56.100,0.819,0.116,0.879,,0.320 +Cambodia,2008,4.462,7.879,0.619,56.900,0.914,0.045,0.888,0.739,0.335 +Cambodia,2009,4.111,7.865,0.818,57.700,0.937,0.152,0.965,0.796,0.188 +Cambodia,2010,4.141,7.907,0.697,58.500,0.940,0.350,0.896,0.774,0.422 +Cambodia,2011,4.161,7.960,0.716,58.880,0.927,0.418,0.775,0.799,0.308 +Cambodia,2012,3.899,8.014,0.606,59.260,0.956,0.247,0.890,0.820,0.352 +Cambodia,2013,3.674,8.068,0.651,59.640,0.941,0.164,0.812,0.792,0.440 +Cambodia,2014,3.883,8.121,0.693,60.020,0.938,0.239,0.843,0.783,0.482 +Cambodia,2015,4.162,8.173,0.729,60.400,0.956,0.210,0.825,0.813,0.399 +Cambodia,2016,4.461,8.225,0.746,60.800,0.958,0.076,0.840,0.839,0.398 +Cambodia,2017,4.586,8.276,0.765,61.200,0.964,0.088,0.821,0.799,0.408 +Cambodia,2018,5.122,8.333,0.795,61.600,0.958,0.036,,0.845,0.414 +Cambodia,2019,4.998,8.387,0.759,62.000,0.957,0.013,0.828,0.844,0.390 +Cambodia,2020,4.377,8.362,0.724,62.400,0.963,0.052,0.863,0.878,0.390 +Cameroon,2006,3.851,8.007,0.690,45.980,0.653,-0.009,0.907,0.606,0.271 +Cameroon,2007,4.350,8.028,0.717,46.560,0.644,-0.031,0.910,0.635,0.249 +Cameroon,2008,4.292,8.034,0.697,47.140,0.580,-0.069,0.945,0.600,0.312 +Cameroon,2009,4.741,8.029,0.729,47.720,0.698,-0.017,0.925,0.593,0.250 +Cameroon,2010,4.554,8.035,0.759,48.300,0.792,0.002,0.875,0.606,0.274 +Cameroon,2011,4.434,8.048,0.738,48.700,0.817,-0.029,0.870,0.598,0.272 +Cameroon,2012,4.245,8.065,0.743,49.100,0.766,-0.032,0.898,0.618,0.284 +Cameroon,2013,4.271,8.090,0.760,49.500,0.794,-0.030,0.867,0.681,0.268 +Cameroon,2014,4.240,8.120,0.778,49.900,0.795,-0.071,0.856,0.623,0.216 +Cameroon,2015,5.038,8.149,0.646,50.300,0.791,0.049,0.868,0.651,0.346 +Cameroon,2016,4.816,8.167,0.659,51.100,0.713,-0.003,0.879,0.662,0.367 +Cameroon,2017,5.074,8.176,0.695,51.900,0.767,-0.028,0.844,0.632,0.377 +Cameroon,2018,5.251,8.190,0.677,52.700,0.816,0.036,0.884,0.642,0.356 +Cameroon,2019,4.937,8.203,0.711,53.500,0.712,-0.008,0.817,0.629,0.326 +Cameroon,2020,5.241,8.175,0.720,54.300,0.675,0.049,0.837,0.630,0.386 +Canada,2005,7.418,10.652,0.962,71.300,0.957,0.256,0.503,0.839,0.233 +Canada,2007,7.482,10.739,,71.660,0.930,0.249,0.406,0.872,0.257 +Canada,2008,7.486,10.738,0.939,71.840,0.926,0.262,0.370,0.890,0.202 +Canada,2009,7.488,10.697,0.943,72.020,0.915,0.246,0.413,0.867,0.248 +Canada,2010,7.650,10.717,0.954,72.200,0.934,0.230,0.413,0.879,0.233 +Canada,2011,7.426,10.738,0.922,72.360,0.951,0.253,0.433,0.881,0.248 +Canada,2012,7.415,10.744,0.948,72.520,0.918,0.290,0.466,0.857,0.229 +Canada,2013,7.594,10.757,0.936,72.680,0.916,0.316,0.406,0.851,0.263 +Canada,2014,7.304,10.775,0.918,72.840,0.939,0.270,0.442,0.833,0.259 +Canada,2015,7.413,10.774,0.939,73.000,0.931,0.253,0.427,0.845,0.286 +Canada,2016,7.245,10.773,0.924,73.200,0.912,0.211,0.385,0.825,0.237 +Canada,2017,7.415,10.792,0.934,73.400,0.945,0.163,0.362,0.863,0.218 +Canada,2018,7.175,10.798,0.923,73.600,0.946,0.106,0.372,0.824,0.259 +Canada,2019,7.109,10.800,0.925,73.800,0.912,0.112,0.436,0.822,0.285 +Canada,2020,7.025,10.730,0.931,74.000,0.887,0.050,0.434,0.796,0.307 +Central African Republic,2007,4.160,6.987,0.532,40.900,0.663,0.081,0.782,0.568,0.330 +Central African Republic,2010,3.568,7.091,0.483,42.700,0.690,-0.036,0.845,0.523,0.257 +Central African Republic,2011,3.678,7.125,0.387,43.080,0.780,-0.016,0.834,0.524,0.277 +Central African Republic,2016,2.693,6.785,0.290,44.900,0.624,0.033,0.859,0.579,0.494 +Central African Republic,2017,3.476,6.817,0.320,45.200,0.645,0.073,0.890,0.614,0.599 +Chad,2006,3.435,7.360,0.724,43.180,0.306,0.028,0.961,0.580,0.263 +Chad,2007,4.141,7.359,0.479,43.660,0.295,-0.011,0.874,0.614,0.245 +Chad,2008,4.632,7.356,0.571,44.140,0.527,0.063,0.944,0.569,0.225 +Chad,2009,3.639,7.364,0.646,44.620,0.401,0.021,0.931,0.557,0.221 +Chad,2010,3.743,7.457,0.734,45.100,0.505,0.025,0.858,0.545,0.287 +Chad,2011,4.393,7.425,0.819,45.420,0.540,0.031,0.876,0.591,0.289 +Chad,2012,4.033,7.476,0.673,45.740,0.563,-0.034,0.884,0.527,0.316 +Chad,2013,3.508,7.498,0.714,46.060,0.488,-0.045,0.882,0.462,0.314 +Chad,2014,3.460,7.532,0.733,46.380,0.567,-0.070,0.881,0.536,0.329 +Chad,2015,4.323,7.527,0.751,46.700,0.474,-0.029,0.889,0.607,0.358 +Chad,2016,4.029,7.431,0.616,47.200,0.525,0.052,0.820,0.582,0.468 +Chad,2017,4.559,7.370,0.661,47.700,0.615,0.008,0.792,0.628,0.538 +Chad,2018,4.486,7.363,0.577,48.200,0.650,0.024,0.763,0.553,0.544 +Chad,2019,4.251,7.365,0.640,48.700,0.537,0.055,0.832,0.587,0.460 +Chile,2006,6.063,9.850,0.836,68.660,0.744,0.168,0.634,0.804,0.348 +Chile,2007,5.698,9.887,0.815,68.720,0.662,0.244,0.723,0.767,0.342 +Chile,2008,5.789,9.911,0.804,68.780,0.640,0.084,0.741,0.757,0.330 +Chile,2009,6.494,9.885,0.832,68.840,0.747,0.149,0.734,0.808,0.300 +Chile,2010,6.636,9.931,0.857,68.900,0.786,0.108,0.702,0.809,0.300 +Chile,2011,6.526,9.980,0.819,69.040,0.701,0.112,0.753,0.804,0.317 +Chile,2012,6.599,10.023,0.855,69.180,0.734,0.195,0.782,0.815,0.288 +Chile,2013,6.740,10.053,0.862,69.320,0.737,0.085,0.741,0.855,0.285 +Chile,2014,6.844,10.059,0.862,69.460,0.733,0.217,0.758,0.870,0.276 +Chile,2015,6.533,10.070,0.827,69.600,0.769,0.041,0.812,0.803,0.333 +Chile,2016,6.579,10.074,0.841,69.700,0.652,0.102,0.858,0.869,0.283 +Chile,2017,6.320,10.072,0.880,69.800,0.790,-0.020,0.836,0.838,0.291 +Chile,2018,6.436,10.097,0.890,69.900,0.789,-0.060,0.816,0.833,0.276 +Chile,2019,5.942,10.095,0.869,70.000,0.659,-0.103,0.860,0.809,0.337 +Chile,2020,6.151,10.020,0.888,70.100,0.781,0.033,0.812,0.815,0.336 +China,2006,4.560,8.696,0.747,66.880,,,,0.809,0.170 +China,2007,4.863,8.824,0.811,67.060,,-0.176,,0.817,0.159 +China,2008,4.846,8.911,0.748,67.240,0.853,-0.092,,0.817,0.147 +China,2009,4.454,8.996,0.798,67.420,0.771,-0.160,,0.786,0.162 +China,2010,4.653,9.092,0.768,67.600,0.805,-0.133,,0.765,0.158 +China,2011,5.037,9.179,0.787,67.760,0.824,-0.186,,0.820,0.134 +China,2012,5.095,9.249,0.788,67.920,0.808,-0.185,,0.821,0.159 +China,2013,5.241,9.319,0.778,68.080,0.805,-0.158,,0.836,0.142 +China,2014,5.196,9.386,0.820,68.240,,-0.217,,0.854,0.112 +China,2015,5.304,9.449,0.794,68.400,,-0.244,,0.809,0.171 +China,2016,5.325,9.510,0.742,68.700,,-0.228,,0.826,0.146 +China,2017,5.099,9.571,0.772,69.000,0.878,-0.175,,0.821,0.214 +China,2018,5.131,9.632,0.788,69.300,0.895,-0.159,,0.856,0.190 +China,2019,5.144,9.688,0.822,69.600,0.927,-0.173,,0.891,0.147 +China,2020,5.771,9.702,0.808,69.900,0.891,-0.103,,0.789,0.245 +Colombia,2006,6.025,9.277,0.910,65.220,0.805,-0.015,0.808,0.800,0.326 +Colombia,2007,6.138,9.330,0.894,65.340,0.786,-0.040,0.860,0.808,0.287 +Colombia,2008,6.168,9.351,0.880,65.460,0.795,-0.042,0.763,0.803,0.307 +Colombia,2009,6.272,9.351,0.886,65.580,0.757,-0.055,0.837,0.843,0.273 +Colombia,2010,6.408,9.384,0.893,65.700,0.816,-0.050,0.815,0.831,0.265 +Colombia,2011,6.464,9.442,0.904,65.920,0.811,-0.073,0.847,0.832,0.286 +Colombia,2012,6.375,9.471,0.914,66.140,0.828,-0.009,0.868,0.846,0.294 +Colombia,2013,6.607,9.512,0.901,66.360,0.841,-0.071,0.898,0.851,0.278 +Colombia,2014,6.449,9.546,0.907,66.580,0.801,-0.090,0.887,0.847,0.278 +Colombia,2015,6.388,9.564,0.890,66.800,0.791,-0.100,0.843,0.839,0.292 +Colombia,2016,6.234,9.571,0.882,67.100,0.835,-0.100,0.898,0.794,0.294 +Colombia,2017,6.157,9.569,0.909,67.400,0.838,-0.157,0.875,0.837,0.299 +Colombia,2018,5.984,9.579,0.871,67.700,0.851,-0.148,0.855,0.825,0.301 +Colombia,2019,6.350,9.598,0.873,68.000,0.822,-0.172,0.854,0.822,0.322 +Colombia,2020,5.709,9.495,0.797,68.300,0.840,-0.085,0.808,0.795,0.340 +Comoros,2009,3.476,7.952,0.629,54.360,0.508,-0.074,0.838,0.672,0.167 +Comoros,2010,3.812,7.965,0.721,54.700,0.529,0.005,0.741,0.728,0.178 +Comoros,2011,3.838,7.981,0.722,55.020,0.500,-0.075,0.732,0.667,0.173 +Comoros,2012,3.956,7.988,0.719,55.340,0.534,-0.121,0.651,0.612,0.212 +Comoros,2018,3.973,8.028,0.621,57.200,0.560,0.086,0.794,0.748,0.337 +Comoros,2019,4.609,8.033,0.632,57.500,0.538,0.077,0.762,0.736,0.336 +Congo (Brazzaville),2008,3.820,8.082,0.555,52.200,0.526,-0.098,,0.573,0.298 +Congo (Brazzaville),2011,4.510,8.180,0.637,54.580,0.745,-0.109,0.833,0.621,0.288 +Congo (Brazzaville),2012,3.919,8.192,0.622,54.960,0.773,-0.112,0.800,0.564,0.323 +Congo (Brazzaville),2013,3.955,8.201,0.680,55.340,0.726,-0.078,0.752,0.610,0.291 +Congo (Brazzaville),2014,4.056,8.242,0.686,55.720,0.662,-0.110,0.808,0.595,0.400 +Congo (Brazzaville),2015,4.691,8.243,0.642,56.100,0.850,-0.104,0.841,0.606,0.261 +Congo (Brazzaville),2016,4.119,8.190,0.615,56.700,0.786,-0.072,0.790,0.610,0.304 +Congo (Brazzaville),2017,4.884,8.146,0.655,57.300,0.778,-0.131,0.763,0.599,0.382 +Congo (Brazzaville),2018,5.490,8.136,0.621,57.900,0.699,-0.092,0.738,0.588,0.448 +Congo (Brazzaville),2019,5.213,8.101,0.625,58.500,0.686,-0.046,0.741,0.645,0.405 +Congo (Kinshasa),2009,3.984,6.728,0.733,49.340,0.556,-0.022,0.824,0.491,0.283 +Congo (Kinshasa),2011,4.517,6.797,0.744,50.340,0.631,-0.025,0.856,0.617,0.208 +Congo (Kinshasa),2012,4.639,6.832,0.770,50.780,0.557,-0.035,0.807,0.634,0.230 +Congo (Kinshasa),2013,4.497,6.880,0.830,51.220,0.480,0.012,0.913,0.589,0.187 +Congo (Kinshasa),2014,4.414,6.937,0.822,51.660,0.556,0.009,0.814,0.559,0.305 +Congo (Kinshasa),2015,3.903,6.971,0.767,52.100,0.574,-0.048,0.866,0.589,0.301 +Congo (Kinshasa),2016,4.522,6.962,0.864,52.500,0.637,-0.024,0.875,0.646,0.222 +Congo (Kinshasa),2017,4.311,6.966,0.670,52.900,0.704,0.068,0.809,0.551,0.404 +Costa Rica,2006,7.082,9.565,0.937,69.940,0.882,0.060,0.798,0.868,0.236 +Costa Rica,2007,7.432,9.630,0.918,69.880,0.923,0.098,0.820,0.875,0.240 +Costa Rica,2008,6.851,9.662,0.916,69.820,0.912,0.096,0.816,0.844,0.233 +Costa Rica,2009,7.615,9.639,0.900,69.760,0.886,0.065,0.787,0.876,0.217 +Costa Rica,2010,7.271,9.675,0.915,69.700,0.881,0.047,0.763,0.886,0.221 +Costa Rica,2011,7.229,9.705,0.892,69.900,0.926,-0.033,0.837,0.876,0.269 +Costa Rica,2012,7.272,9.740,0.902,70.100,0.929,0.046,0.794,0.897,0.263 +Costa Rica,2013,7.158,9.751,0.902,70.300,0.898,0.018,0.813,0.850,0.278 +Costa Rica,2014,7.247,9.775,0.914,70.500,0.927,0.010,0.788,0.837,0.290 +Costa Rica,2015,6.854,9.799,0.878,70.700,0.907,-0.059,0.761,0.850,0.286 +Costa Rica,2016,7.136,9.830,0.901,70.900,0.873,-0.032,0.781,0.874,0.281 +Costa Rica,2017,7.225,9.858,0.922,71.100,0.936,-0.076,0.742,0.874,0.275 +Costa Rica,2018,7.141,9.874,0.876,71.300,0.942,-0.107,0.781,0.870,0.326 +Costa Rica,2019,6.998,9.885,0.906,71.500,0.927,-0.146,0.836,0.848,0.303 +Croatia,2007,5.821,10.162,0.910,67.120,0.662,-0.092,0.934,0.586,0.337 +Croatia,2009,5.433,10.104,0.861,67.640,0.549,-0.271,0.958,0.637,0.272 +Croatia,2010,5.596,10.091,0.796,67.900,0.564,-0.237,0.973,0.607,0.259 +Croatia,2011,5.385,10.091,0.790,68.000,0.517,-0.198,0.977,0.598,0.273 +Croatia,2012,6.028,10.072,0.776,68.100,0.542,-0.242,0.924,0.622,0.271 +Croatia,2013,5.885,10.069,0.751,68.200,0.627,-0.204,0.936,0.590,0.285 +Croatia,2014,5.381,10.072,0.646,68.300,0.519,0.132,0.918,0.596,0.286 +Croatia,2015,5.205,10.104,0.768,68.400,0.694,-0.096,0.849,0.609,0.294 +Croatia,2016,5.417,10.146,0.798,69.000,0.672,-0.065,0.884,0.614,0.337 +Croatia,2017,5.343,10.189,0.770,69.600,0.716,-0.104,0.892,0.655,0.316 +Croatia,2018,5.536,10.224,0.910,70.200,0.691,-0.151,0.925,0.582,0.290 +Croatia,2019,5.626,10.258,0.936,70.800,0.739,-0.137,0.932,0.551,0.269 +Croatia,2020,6.508,10.166,0.923,71.400,0.837,-0.063,0.961,0.743,0.286 +Cuba,2006,5.418,,0.970,68.440,0.281,,,0.647,0.277 +Cyprus,2006,6.238,10.566,0.878,71.440,0.836,0.018,0.712,0.829,0.253 +Cyprus,2009,6.833,10.558,0.812,72.160,0.775,0.054,0.801,0.746,0.329 +Cyprus,2010,6.387,10.551,0.822,72.400,0.755,0.073,0.833,0.786,0.296 +Cyprus,2011,6.690,10.530,0.844,72.540,0.745,0.180,0.841,0.763,0.272 +Cyprus,2012,6.181,10.479,0.767,72.680,0.725,0.098,0.871,0.755,0.369 +Cyprus,2013,5.439,10.414,0.744,72.820,0.656,0.102,0.867,0.748,0.420 +Cyprus,2014,5.627,10.406,0.770,72.960,0.715,0.060,0.868,0.737,0.397 +Cyprus,2015,5.439,10.445,0.770,73.100,0.628,0.114,0.893,0.747,0.383 +Cyprus,2016,5.795,10.506,0.786,73.300,0.756,-0.030,0.898,0.742,0.336 +Cyprus,2017,6.062,10.539,0.819,73.500,0.812,0.043,0.851,0.784,0.301 +Cyprus,2018,6.276,10.567,0.826,73.700,0.794,-0.022,0.848,0.750,0.298 +Cyprus,2019,6.137,10.585,0.776,73.900,0.740,-0.008,0.865,0.763,0.290 +Cyprus,2020,6.260,,0.806,74.100,0.763,,0.816,0.759,0.284 +Czech Republic,2005,6.439,10.324,0.919,67.000,0.865,,0.901,0.723,0.258 +Czech Republic,2007,6.500,10.437,0.900,67.440,0.799,-0.063,0.928,0.736,0.277 +Czech Republic,2010,6.250,10.419,0.934,68.100,0.779,-0.042,0.926,0.641,0.244 +Czech Republic,2011,6.331,10.435,0.914,68.240,0.787,-0.106,0.950,0.601,0.253 +Czech Republic,2012,6.334,10.426,0.912,68.380,0.740,-0.154,0.957,0.609,0.257 +Czech Republic,2013,6.698,10.420,0.888,68.520,0.726,-0.156,0.916,0.720,0.253 +Czech Republic,2014,6.484,10.446,0.878,68.660,0.800,-0.168,0.897,0.678,0.235 +Czech Republic,2015,6.608,10.496,0.911,68.800,0.808,-0.146,0.886,0.751,0.206 +Czech Republic,2016,6.736,10.518,0.931,69.300,0.850,-0.197,0.900,0.756,0.201 +Czech Republic,2017,6.790,10.558,0.901,69.800,0.832,-0.177,0.867,0.739,0.227 +Czech Republic,2018,7.034,10.583,0.929,70.300,0.790,-0.292,0.851,0.714,0.178 +Czech Republic,2020,6.897,10.530,0.964,71.300,0.906,-0.127,0.884,0.832,0.290 +Denmark,2005,8.019,10.851,0.972,69.600,0.971,,0.237,0.860,0.154 +Denmark,2007,7.834,10.891,0.954,69.920,0.932,0.240,0.206,0.828,0.194 +Denmark,2008,7.971,10.880,0.954,70.080,0.970,0.272,0.248,0.757,0.163 +Denmark,2009,7.683,10.824,0.939,70.240,0.949,0.264,0.206,0.749,0.234 +Denmark,2010,7.771,10.839,0.975,70.400,0.944,0.242,0.175,0.785,0.155 +Denmark,2011,7.788,10.848,0.962,70.620,0.935,0.298,0.220,0.769,0.175 +Denmark,2012,7.520,10.846,0.951,70.840,0.933,0.139,0.187,0.774,0.209 +Denmark,2013,7.589,10.851,0.965,71.060,0.920,0.215,0.170,0.862,0.195 +Denmark,2014,7.508,10.862,0.956,71.280,0.942,0.118,0.237,0.832,0.233 +Denmark,2015,7.514,10.878,0.960,71.500,0.941,0.222,0.191,0.829,0.218 +Denmark,2016,7.558,10.903,0.954,71.800,0.948,0.138,0.210,0.836,0.208 +Denmark,2017,7.594,10.916,0.952,72.100,0.955,0.155,0.181,0.824,0.206 +Denmark,2018,7.649,10.935,0.958,72.400,0.935,0.018,0.151,0.821,0.206 +Denmark,2019,7.693,10.954,0.958,72.700,0.963,0.020,0.174,0.862,0.181 +Denmark,2020,7.515,10.910,0.947,73.000,0.938,0.052,0.214,0.818,0.227 +Djibouti,2008,5.009,8.111,0.690,53.260,0.773,0.129,0.576,0.755,0.120 +Djibouti,2009,4.906,7.927,0.901,53.780,0.649,0.005,0.634,0.662,0.232 +Djibouti,2010,5.006,7.812,,54.300,0.764,-0.058,0.597,, +Djibouti,2011,4.369,7.880,0.633,54.700,0.746,-0.057,0.519,0.579,0.181 +Dominican Republic,2006,5.088,9.314,0.919,62.680,0.858,0.038,0.755,0.748,0.274 +Dominican Republic,2007,5.081,9.372,0.848,62.960,0.886,-0.008,0.772,0.767,0.260 +Dominican Republic,2008,4.842,9.391,0.850,63.240,0.848,-0.045,0.728,0.732,0.329 +Dominican Republic,2009,5.432,9.388,0.878,63.520,0.863,-0.053,0.806,0.785,0.280 +Dominican Republic,2010,4.735,9.456,0.860,63.800,0.824,-0.075,0.780,0.787,0.282 +Dominican Republic,2011,5.397,9.475,0.872,64.020,0.848,0.014,0.788,0.809,0.300 +Dominican Republic,2012,4.753,9.489,0.879,64.240,0.840,-0.062,0.727,0.797,0.297 +Dominican Republic,2013,5.016,9.525,0.878,64.460,0.889,0.021,0.752,0.793,0.295 +Dominican Republic,2014,5.387,9.582,0.891,64.680,0.905,-0.020,0.760,0.798,0.300 +Dominican Republic,2015,5.062,9.637,0.893,64.900,0.856,-0.065,0.755,0.714,0.295 +Dominican Republic,2016,5.239,9.691,0.895,65.200,0.873,-0.080,0.737,0.760,0.278 +Dominican Republic,2017,5.605,9.725,0.894,65.500,0.855,-0.121,0.760,0.739,0.275 +Dominican Republic,2018,5.433,9.782,0.862,65.800,0.867,-0.150,0.762,0.745,0.291 +Dominican Republic,2019,6.004,9.821,0.884,66.100,0.877,-0.123,0.746,0.784,0.264 +Dominican Republic,2020,5.168,9.802,0.806,66.400,0.835,-0.128,0.636,0.734,0.314 +Ecuador,2006,5.024,9.186,0.910,66.080,0.671,-0.091,0.901,0.825,0.357 +Ecuador,2007,4.996,9.191,0.839,66.260,0.670,-0.063,0.830,0.833,0.286 +Ecuador,2008,5.297,9.236,0.829,66.440,0.640,-0.094,0.801,0.843,0.283 +Ecuador,2009,6.022,9.225,0.779,66.620,0.737,-0.108,0.774,0.840,0.256 +Ecuador,2010,5.838,9.244,0.839,66.800,0.723,-0.063,0.806,0.826,0.220 +Ecuador,2011,5.795,9.304,0.818,66.960,0.788,-0.155,0.702,0.862,0.271 +Ecuador,2012,5.961,9.344,0.785,67.120,0.825,-0.084,0.730,0.847,0.333 +Ecuador,2013,6.019,9.377,0.801,67.280,0.787,-0.191,0.646,0.851,0.267 +Ecuador,2014,5.946,9.399,0.831,67.440,0.719,-0.167,0.661,0.859,0.306 +Ecuador,2015,5.964,9.384,0.856,67.600,0.801,-0.114,0.666,0.851,0.323 +Ecuador,2016,6.115,9.355,0.842,67.900,0.846,-0.015,0.774,0.846,0.365 +Ecuador,2017,5.840,9.360,0.849,68.200,0.879,-0.167,0.734,0.829,0.314 +Ecuador,2018,6.128,9.355,0.851,68.500,0.869,-0.099,0.831,0.876,0.328 +Ecuador,2019,5.809,9.339,0.808,68.800,0.830,-0.115,0.839,0.811,0.374 +Ecuador,2020,5.354,9.244,0.804,69.100,0.829,-0.157,0.855,0.790,0.416 +Egypt,2005,5.168,9.036,0.848,59.700,0.817,,,0.735,0.346 +Egypt,2007,5.541,9.135,0.686,59.820,0.609,-0.121,,0.665,0.355 +Egypt,2008,4.632,9.186,0.738,59.880,,-0.087,0.914,0.683,0.301 +Egypt,2009,5.066,9.213,0.744,59.940,0.611,-0.100,0.801,0.642,0.339 +Egypt,2010,4.669,9.244,0.769,60.000,0.486,-0.076,0.826,0.567,0.276 +Egypt,2011,4.174,9.240,0.753,60.160,0.590,-0.151,0.859,0.529,0.353 +Egypt,2012,4.204,9.240,0.737,60.320,0.452,-0.138,0.880,0.527,0.398 +Egypt,2013,3.559,9.239,0.675,60.480,0.474,-0.141,0.913,0.551,0.483 +Egypt,2014,4.885,9.245,0.619,60.640,0.578,-0.126,0.749,0.543,0.327 +Egypt,2015,4.763,9.266,0.730,60.800,0.659,-0.089,0.684,0.610,0.344 +Egypt,2016,4.557,9.287,0.809,61.100,0.656,-0.141,0.818,0.611,0.370 +Egypt,2017,3.929,9.307,0.638,61.400,0.593,-0.152,,0.539,0.414 +Egypt,2018,4.005,9.338,0.759,61.700,0.682,-0.215,,0.492,0.285 +Egypt,2019,4.328,9.373,0.772,62.000,0.774,-0.199,,0.517,0.313 +Egypt,2020,4.472,9.383,0.673,62.300,0.770,-0.112,,0.599,0.442 +El Salvador,2006,5.701,8.873,0.878,62.920,0.683,-0.056,0.807,0.864,0.233 +El Salvador,2007,5.296,8.887,0.717,63.240,0.639,-0.015,0.785,0.869,0.220 +El Salvador,2008,5.191,8.908,0.747,63.560,0.636,-0.078,0.735,0.842,0.232 +El Salvador,2009,6.839,8.883,0.734,63.880,0.671,-0.103,0.648,0.850,0.243 +El Salvador,2010,6.740,8.900,0.757,64.200,0.669,-0.064,0.694,0.814,0.302 +El Salvador,2011,4.741,8.933,0.731,64.400,0.747,-0.126,0.707,0.875,0.336 +El Salvador,2012,5.934,8.956,0.806,64.600,0.683,-0.155,0.786,0.831,0.365 +El Salvador,2013,6.325,8.974,0.827,64.800,0.716,-0.150,0.772,0.828,0.317 +El Salvador,2014,5.857,8.986,0.798,65.000,0.778,-0.194,0.781,0.837,0.330 +El Salvador,2015,6.018,9.005,0.791,65.200,0.733,-0.156,0.805,0.826,0.333 +El Salvador,2016,6.140,9.025,0.794,65.500,0.800,-0.185,0.797,0.761,0.346 +El Salvador,2017,6.339,9.042,0.829,65.800,0.758,-0.172,0.778,0.849,0.268 +El Salvador,2018,6.241,9.061,0.820,66.100,0.863,-0.095,0.801,0.860,0.270 +El Salvador,2019,6.455,9.080,0.764,66.400,0.877,-0.109,0.682,0.871,0.271 +El Salvador,2020,5.462,9.019,0.696,66.700,0.924,-0.126,0.583,0.839,0.329 +Estonia,2006,5.371,10.270,0.910,64.860,0.749,-0.264,0.797,0.655,0.215 +Estonia,2007,5.332,10.347,0.896,65.320,0.712,-0.246,0.743,0.666,0.176 +Estonia,2008,5.452,10.298,0.904,65.780,0.642,-0.217,0.663,0.597,0.218 +Estonia,2009,5.138,10.144,0.874,66.240,0.611,-0.230,0.793,0.598,0.243 +Estonia,2011,5.487,10.248,0.909,66.960,0.735,-0.168,0.687,0.651,0.205 +Estonia,2012,5.364,10.282,0.889,67.220,0.697,-0.192,0.793,0.647,0.199 +Estonia,2013,5.367,10.299,0.901,67.480,0.754,-0.201,0.726,0.702,0.199 +Estonia,2014,5.556,10.331,0.917,67.740,0.773,-0.153,0.652,0.680,0.203 +Estonia,2015,5.629,10.348,0.918,68.000,0.815,-0.164,0.569,0.723,0.183 +Estonia,2016,5.650,10.374,0.938,68.200,0.843,-0.149,0.639,0.726,0.177 +Estonia,2017,5.938,10.429,0.936,68.400,0.862,-0.101,0.668,0.805,0.160 +Estonia,2018,6.091,10.472,0.933,68.600,0.886,-0.141,0.621,0.795,0.163 +Estonia,2019,6.035,10.511,0.934,68.800,0.887,-0.096,0.576,0.804,0.156 +Estonia,2020,6.453,10.459,0.958,69.000,0.954,-0.082,0.398,0.807,0.188 +Ethiopia,2012,4.561,7.271,0.659,55.200,0.776,-0.044,,0.668,0.137 +Ethiopia,2013,4.445,7.343,0.602,55.800,0.707,-0.008,0.750,0.643,0.213 +Ethiopia,2014,4.507,7.413,0.640,56.400,0.694,0.080,0.702,0.738,0.303 +Ethiopia,2015,4.573,7.484,0.626,57.000,0.803,0.113,0.567,0.714,0.237 +Ethiopia,2016,4.298,7.547,0.719,57.500,0.744,0.038,0.703,0.727,0.254 +Ethiopia,2017,4.180,7.612,0.734,58.000,0.717,0.001,0.757,0.609,0.304 +Ethiopia,2018,4.379,7.651,0.740,58.500,0.740,0.039,0.799,0.660,0.272 +Ethiopia,2019,4.100,7.705,0.748,59.000,0.754,0.053,0.732,0.631,0.283 +Ethiopia,2020,4.549,7.711,0.823,59.500,0.769,0.188,0.784,0.669,0.252 +Finland,2006,7.672,10.745,0.965,69.760,0.969,-0.005,0.132,0.722,0.172 +Finland,2008,7.671,10.796,0.951,70.080,0.934,0.028,0.217,0.773,0.144 +Finland,2010,7.393,10.734,0.935,70.400,0.916,0.091,0.413,0.832,0.202 +Finland,2011,7.354,10.754,0.938,70.640,0.936,0.101,0.320,0.773,0.205 +Finland,2012,7.420,10.735,0.928,70.880,0.921,-0.001,0.361,0.796,0.202 +Finland,2013,7.445,10.722,0.941,71.120,0.919,0.040,0.306,0.769,0.195 +Finland,2014,7.385,10.714,0.952,71.360,0.933,-0.001,0.265,0.784,0.199 +Finland,2015,7.448,10.716,0.948,71.600,0.930,0.111,0.223,0.751,0.191 +Finland,2016,7.660,10.740,0.954,71.700,0.948,-0.027,0.250,0.797,0.182 +Finland,2017,7.788,10.768,0.964,71.800,0.962,-0.002,0.192,0.787,0.176 +Finland,2018,7.858,10.783,0.962,71.900,0.938,-0.127,0.199,0.782,0.182 +Finland,2019,7.780,10.792,0.937,72.000,0.948,-0.052,0.195,0.755,0.181 +Finland,2020,7.889,10.750,0.962,72.100,0.962,-0.116,0.164,0.744,0.193 +France,2005,7.093,10.642,0.940,71.300,0.895,,0.688,0.769,0.225 +France,2006,6.583,10.659,0.944,71.480,0.789,0.126,0.699,0.777,0.289 +France,2008,7.008,10.674,0.935,71.840,0.833,-0.031,0.669,0.746,0.281 +France,2009,6.283,10.639,0.918,72.020,0.798,-0.082,0.654,0.763,0.303 +France,2010,6.798,10.654,0.943,72.200,0.850,-0.104,0.623,0.790,0.261 +France,2011,6.959,10.671,0.921,72.400,0.903,-0.102,0.627,0.781,0.281 +France,2012,6.649,10.669,0.937,72.600,0.841,-0.149,0.608,0.754,0.253 +France,2013,6.667,10.669,0.908,72.800,0.878,-0.125,0.699,0.800,0.205 +France,2014,6.467,10.674,0.878,73.000,0.803,-0.118,0.656,0.811,0.216 +France,2015,6.358,10.682,0.896,73.200,0.817,-0.139,0.641,0.786,0.215 +France,2016,6.475,10.690,0.885,73.400,0.787,-0.091,0.623,0.773,0.270 +France,2017,6.635,10.711,0.931,73.600,0.834,-0.123,0.601,0.762,0.242 +France,2018,6.666,10.727,0.921,73.800,0.816,-0.138,0.582,0.767,0.282 +France,2019,6.690,10.740,0.958,74.000,0.827,-0.133,0.568,0.735,0.250 +France,2020,6.714,10.643,0.947,74.200,0.823,-0.169,0.565,0.732,0.231 +Gabon,2011,4.255,9.608,0.653,55.480,0.772,-0.211,0.851,0.591,0.264 +Gabon,2012,3.972,9.621,0.736,56.160,0.566,-0.195,0.810,0.470,0.266 +Gabon,2013,3.800,9.638,0.733,56.840,0.682,-0.146,0.780,0.510,0.287 +Gabon,2014,3.918,9.644,0.829,57.520,0.607,-0.198,0.782,0.539,0.293 +Gabon,2015,4.661,9.649,0.756,58.200,0.671,-0.194,0.867,0.626,0.372 +Gabon,2016,4.832,9.639,0.780,58.700,0.699,-0.204,0.817,0.640,0.432 +Gabon,2017,4.782,9.616,0.807,59.200,0.652,-0.228,0.868,0.634,0.446 +Gabon,2018,4.783,9.599,0.785,59.700,0.719,-0.197,0.823,0.641,0.418 +Gabon,2019,4.914,9.607,0.763,60.200,0.736,-0.203,0.846,0.693,0.413 +Gambia,2017,4.118,7.637,0.697,54.700,0.812,0.111,0.572,0.838,0.277 +Gambia,2018,4.922,7.671,0.685,55.000,0.719,0.440,0.691,0.804,0.379 +Gambia,2019,5.164,7.699,0.694,55.300,0.677,0.410,0.798,0.773,0.401 +Georgia,2006,3.675,8.993,0.647,65.120,0.553,-0.267,0.752,0.433,0.269 +Georgia,2007,3.707,9.117,0.548,65.040,0.464,-0.267,0.697,0.427,0.236 +Georgia,2008,4.156,9.144,0.608,64.960,0.614,-0.224,0.498,0.441,0.262 +Georgia,2009,3.801,9.116,0.544,64.880,0.495,-0.233,0.535,0.492,0.242 +Georgia,2010,4.102,9.184,0.540,64.800,0.558,-0.248,0.460,0.502,0.243 +Georgia,2011,4.203,9.263,0.503,64.860,0.632,-0.255,0.353,0.515,0.247 +Georgia,2012,4.254,9.332,0.533,64.920,0.659,-0.269,0.321,0.559,0.250 +Georgia,2013,4.349,9.371,0.559,64.980,0.722,-0.254,0.349,0.595,0.200 +Georgia,2014,4.288,9.414,0.558,65.040,0.720,-0.233,0.416,0.570,0.204 +Georgia,2015,4.122,9.442,0.517,65.100,0.640,-0.205,0.502,0.547,0.233 +Georgia,2016,4.448,9.470,0.533,64.900,0.606,-0.249,0.561,0.564,0.223 +Georgia,2017,4.451,9.517,0.590,64.700,0.821,-0.244,0.590,0.581,0.210 +Georgia,2018,4.659,9.565,0.617,64.500,0.775,-0.233,0.755,0.573,0.244 +Georgia,2019,4.892,9.617,0.675,64.300,0.811,-0.260,0.647,0.604,0.244 +Georgia,2020,5.123,9.569,0.718,64.100,0.764,-0.221,0.583,0.611,0.295 +Germany,2005,6.620,10.689,0.963,70.200,0.847,,0.781,0.776,0.197 +Germany,2007,6.417,10.759,0.926,70.480,0.801,0.167,0.792,0.732,0.231 +Germany,2008,6.522,10.770,0.923,70.620,0.766,,0.758,0.787,0.220 +Germany,2009,6.641,10.714,0.935,70.760,0.844,0.127,0.690,0.792,0.206 +Germany,2010,6.725,10.756,0.939,70.900,0.843,0.095,0.688,0.794,0.182 +Germany,2011,6.621,10.813,0.947,70.980,0.906,0.033,0.677,0.794,0.165 +Germany,2012,6.702,10.816,0.926,71.060,0.904,0.071,0.679,0.804,0.170 +Germany,2013,6.965,10.817,0.931,71.140,0.894,0.024,0.566,0.743,0.205 +Germany,2014,6.984,10.835,0.938,71.220,0.899,0.088,0.474,0.785,0.188 +Germany,2015,7.037,10.844,0.926,71.300,0.889,0.178,0.412,0.765,0.203 +Germany,2016,6.874,10.858,0.906,71.600,0.871,0.148,0.446,0.738,0.187 +Germany,2017,7.074,10.878,0.892,71.900,0.841,0.145,0.414,0.737,0.196 +Germany,2018,7.118,10.890,0.920,72.200,0.877,0.034,0.496,0.780,0.243 +Germany,2019,7.035,10.893,0.886,72.500,0.885,0.057,0.462,0.751,0.226 +Germany,2020,7.312,10.833,0.905,72.800,0.864,-0.060,0.424,0.760,0.206 +Ghana,2006,4.535,8.073,0.728,52.340,0.849,0.213,0.814,0.671,0.198 +Ghana,2007,5.220,8.090,0.730,52.780,0.891,0.138,0.771,0.686,0.217 +Ghana,2008,4.965,8.152,0.622,53.220,0.838,0.120,0.863,0.717,0.172 +Ghana,2009,4.198,8.174,0.633,53.660,0.757,0.005,0.890,0.774,0.198 +Ghana,2010,4.606,8.225,0.739,54.100,0.891,0.074,0.875,0.783,0.184 +Ghana,2011,5.608,8.332,0.724,54.480,0.852,0.011,0.790,0.744,0.209 +Ghana,2012,5.057,8.397,0.685,54.860,0.679,0.040,0.898,0.760,0.152 +Ghana,2013,4.965,8.445,0.676,55.240,0.794,-0.065,0.880,0.691,0.211 +Ghana,2014,3.860,8.450,0.651,55.620,0.677,0.001,0.913,0.696,0.280 +Ghana,2015,3.986,8.449,0.687,56.000,0.852,-0.038,0.945,0.690,0.265 +Ghana,2016,4.514,8.460,0.647,56.400,0.751,0.090,0.894,0.668,0.305 +Ghana,2017,5.481,8.517,0.669,56.800,0.783,0.079,0.839,0.703,0.248 +Ghana,2018,5.004,8.555,0.761,57.200,0.817,0.062,0.846,0.747,0.250 +Ghana,2019,4.967,8.596,0.746,57.600,0.787,0.116,0.857,0.682,0.270 +Ghana,2020,5.319,8.590,0.643,58.000,0.824,0.200,0.847,0.713,0.253 +Greece,2005,6.006,10.462,0.837,70.500,0.734,,0.861,0.692,0.264 +Greece,2007,6.647,10.543,0.808,70.900,0.575,-0.190,0.845,0.738,0.222 +Greece,2009,6.039,10.491,0.793,71.300,0.443,-0.293,0.959,0.649,0.254 +Greece,2010,5.840,10.433,0.868,71.500,0.484,-0.303,0.954,0.634,0.292 +Greece,2011,5.372,10.339,0.852,71.560,0.528,-0.316,0.941,0.591,0.323 +Greece,2012,5.096,10.268,0.812,71.620,0.373,-0.305,0.959,0.581,0.352 +Greece,2013,4.720,10.243,0.687,71.680,0.426,-0.272,0.941,0.689,0.482 +Greece,2014,4.756,10.257,0.832,71.740,0.369,-0.288,0.930,0.695,0.385 +Greece,2015,5.623,10.259,0.835,71.800,0.532,-0.272,0.824,0.740,0.277 +Greece,2016,5.303,10.261,0.803,72.000,0.482,-0.260,0.898,0.701,0.336 +Greece,2017,5.148,10.278,0.753,72.200,0.438,-0.290,0.872,0.603,0.333 +Greece,2018,5.409,10.299,0.794,72.400,0.564,-0.335,0.860,0.666,0.255 +Greece,2019,5.952,10.319,0.891,72.600,0.614,-0.289,0.848,0.668,0.236 +Greece,2020,5.788,10.215,0.779,72.800,0.565,-0.241,0.764,0.684,0.322 +Guatemala,2006,5.901,8.850,0.830,60.740,0.663,0.172,0.706,0.818,0.287 +Guatemala,2007,6.330,8.891,0.866,61.080,0.628,0.136,0.810,0.819,0.224 +Guatemala,2008,6.414,8.904,0.866,61.420,0.630,0.206,0.796,0.834,0.234 +Guatemala,2009,6.452,8.891,0.834,61.760,0.643,0.197,0.755,0.829,0.240 +Guatemala,2010,6.290,8.901,0.859,62.100,0.696,0.166,0.795,0.850,0.236 +Guatemala,2011,5.743,8.923,0.768,62.460,0.763,0.009,0.863,0.844,0.289 +Guatemala,2012,5.856,8.935,0.802,62.820,0.865,0.020,0.821,0.863,0.349 +Guatemala,2013,5.985,8.953,0.830,63.180,0.884,0.045,0.817,0.867,0.333 +Guatemala,2014,6.536,8.980,0.834,63.540,0.843,0.108,0.804,0.835,0.305 +Guatemala,2015,6.465,9.003,0.823,63.900,0.869,0.051,0.822,0.851,0.311 +Guatemala,2016,6.359,9.013,0.811,64.200,0.863,0.011,0.812,0.846,0.321 +Guatemala,2017,6.325,9.026,0.826,64.500,0.915,-0.059,0.800,0.846,0.308 +Guatemala,2018,6.627,9.042,0.841,64.800,0.910,-0.010,0.765,0.871,0.262 +Guatemala,2019,6.262,9.064,0.774,65.100,0.901,-0.062,0.773,0.859,0.311 +Guinea,2011,4.045,7.567,0.598,50.220,0.797,0.041,0.743,0.701,0.260 +Guinea,2012,3.652,7.603,0.542,50.440,0.646,0.001,0.794,0.677,0.285 +Guinea,2013,3.902,7.619,0.567,50.660,0.693,0.091,0.815,0.600,0.348 +Guinea,2014,3.412,7.632,0.638,50.880,0.684,0.006,0.705,0.629,0.351 +Guinea,2015,3.505,7.645,0.579,51.100,0.666,0.007,0.762,0.667,0.268 +Guinea,2016,3.603,7.721,0.675,52.200,0.726,-0.056,0.803,0.687,0.374 +Guinea,2017,4.874,7.792,0.634,53.300,0.738,0.038,0.750,0.704,0.422 +Guinea,2018,5.252,7.823,0.630,54.400,0.731,0.092,0.778,0.744,0.440 +Guinea,2019,4.768,7.849,0.655,55.500,0.691,0.097,0.756,0.685,0.473 +Guyana,2007,5.993,8.773,0.849,57.260,0.694,0.110,0.836,0.768,0.296 +Haiti,2006,3.754,7.407,0.694,48.460,0.449,0.401,0.854,0.613,0.332 +Haiti,2008,3.846,7.417,0.679,40.380,0.465,0.261,0.812,0.608,0.256 +Haiti,2010,3.766,7.384,0.554,32.300,0.373,0.216,0.848,0.555,0.293 +Haiti,2011,4.845,7.423,0.567,36.860,0.413,0.243,0.682,0.625,0.245 +Haiti,2012,4.413,7.437,0.749,41.420,0.482,0.289,0.717,0.593,0.284 +Haiti,2013,4.622,7.464,0.648,45.980,0.610,0.289,0.669,0.538,0.327 +Haiti,2014,3.889,7.477,0.554,50.540,0.509,0.285,0.708,0.593,0.327 +Haiti,2015,3.570,7.476,0.564,55.100,0.398,0.306,0.777,0.619,0.333 +Haiti,2016,3.352,7.477,0.584,55.300,0.304,0.291,0.839,0.553,0.367 +Haiti,2017,3.824,7.475,0.647,55.500,0.484,0.381,0.647,0.573,0.322 +Haiti,2018,3.615,7.477,0.538,55.700,0.591,0.422,0.720,0.584,0.359 +Honduras,2006,5.397,8.462,0.933,64.540,0.650,0.089,0.844,0.858,0.155 +Honduras,2007,5.097,8.500,0.819,64.780,0.676,0.230,0.826,0.759,0.199 +Honduras,2008,5.420,8.520,0.828,65.020,0.687,0.223,0.863,0.789,0.206 +Honduras,2009,6.033,8.474,0.824,65.260,0.661,0.119,0.857,0.803,0.261 +Honduras,2010,5.866,8.490,0.803,65.500,0.646,0.105,0.820,0.797,0.260 +Honduras,2011,4.961,8.508,0.766,65.720,0.783,0.095,0.884,0.816,0.307 +Honduras,2012,4.602,8.530,0.779,65.940,0.700,-0.003,0.871,0.847,0.294 +Honduras,2013,4.713,8.540,0.792,66.160,0.698,-0.027,0.868,0.817,0.283 +Honduras,2014,5.056,8.552,0.790,66.380,0.696,0.015,0.834,0.820,0.299 +Honduras,2015,4.845,8.572,0.772,66.600,0.534,-0.097,0.848,0.863,0.311 +Honduras,2016,5.648,8.593,0.774,66.800,0.850,0.080,0.793,0.832,0.297 +Honduras,2017,6.020,8.624,0.843,67.000,0.898,0.072,0.783,0.842,0.248 +Honduras,2018,5.908,8.643,0.827,67.200,0.872,0.099,0.804,0.872,0.287 +Honduras,2019,5.930,8.653,0.797,67.400,0.846,0.063,0.815,0.850,0.279 +Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.156,0.356,0.723,0.236 +Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.296,0.274,0.719,0.237 +Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.308,0.272,0.762,0.210 +Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.332,0.256,0.710,0.183 +Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.235,0.245,0.734,0.196 +Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.222,0.380,0.715,0.183 +Hong Kong S.A.R. of China,2014,5.458,10.940,0.834,,0.843,0.224,0.423,0.684,0.243 +Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.100,0.403,0.664,0.213 +Hong Kong S.A.R. of China,2017,5.362,11.000,0.831,,0.831,0.140,0.416,0.640,0.201 +Hong Kong S.A.R. of China,2019,5.659,11.000,0.856,,0.727,0.067,0.432,0.599,0.358 +Hong Kong S.A.R. of China,2020,5.295,,0.813,,0.705,,0.380,0.609,0.210 +Hungary,2005,5.194,10.108,0.930,64.600,0.697,,0.903,0.675,0.290 +Hungary,2007,4.954,10.153,0.931,65.000,0.538,-0.161,0.895,0.701,0.230 +Hungary,2009,4.895,10.097,0.901,65.400,0.464,-0.125,0.915,0.664,0.228 +Hungary,2010,4.725,10.106,0.896,65.600,0.514,-0.145,0.983,0.656,0.235 +Hungary,2011,4.918,10.127,0.894,65.760,0.631,-0.089,0.940,0.642,0.305 +Hungary,2012,4.683,10.117,0.906,65.920,0.569,-0.136,0.930,0.652,0.315 +Hungary,2013,4.914,10.140,0.877,66.080,0.674,-0.113,0.912,0.706,0.307 +Hungary,2014,5.181,10.183,0.845,66.240,0.494,-0.150,0.855,0.651,0.238 +Hungary,2015,5.344,10.223,0.859,66.400,0.558,-0.198,0.908,0.707,0.245 +Hungary,2016,5.449,10.248,0.900,66.800,0.554,-0.187,0.924,0.666,0.243 +Hungary,2017,6.065,10.293,0.877,67.200,0.661,-0.139,0.886,0.735,0.181 +Hungary,2018,5.936,10.344,0.941,67.600,0.693,-0.243,0.911,0.676,0.201 +Hungary,2019,6.000,10.393,0.947,68.000,0.798,-0.195,0.884,0.743,0.180 +Hungary,2020,6.038,10.335,0.943,68.400,0.771,-0.120,0.836,0.735,0.240 +Iceland,2008,6.888,10.861,0.977,72.320,0.885,0.272,0.708,0.880,0.153 +Iceland,2012,7.591,10.777,0.979,72.760,0.905,0.241,0.759,0.900,0.157 +Iceland,2013,7.501,10.809,0.967,72.840,0.923,0.306,0.713,0.870,0.156 +Iceland,2015,7.498,10.854,0.980,73.000,0.940,0.301,0.639,0.849,0.180 +Iceland,2016,7.510,10.904,0.985,73.000,0.952,0.281,0.719,0.874,0.158 +Iceland,2017,7.476,10.925,0.967,73.000,0.939,0.246,0.727,0.895,0.148 +Iceland,2019,7.533,10.931,0.982,73.000,0.959,,0.699,0.836,0.178 +Iceland,2020,7.575,10.824,0.983,73.000,0.949,0.160,0.644,0.863,0.172 +India,2006,5.348,8.145,0.707,55.720,0.774,,0.855,0.687,0.199 +India,2007,5.027,8.204,0.569,56.140,0.729,-0.051,0.862,0.668,0.253 +India,2008,5.146,8.220,0.684,56.560,0.756,-0.072,0.891,0.674,0.259 +India,2009,4.522,8.281,0.653,56.980,0.679,-0.026,0.895,0.771,0.301 +India,2010,4.989,8.349,0.605,57.400,0.783,0.058,0.863,0.697,0.267 +India,2011,4.635,8.387,0.553,57.700,0.838,-0.038,0.908,0.648,0.232 +India,2012,4.720,8.428,0.511,58.000,0.609,0.067,0.830,0.629,0.295 +India,2013,4.428,8.478,0.553,58.300,0.740,0.084,0.832,0.680,0.330 +India,2014,4.424,8.538,0.621,58.600,0.809,-0.026,0.832,0.711,0.285 +India,2015,4.342,8.604,0.610,58.900,0.777,-0.005,0.776,0.701,0.322 +India,2016,4.179,8.673,0.614,59.300,0.820,0.046,0.765,0.695,0.346 +India,2017,4.046,8.730,0.607,59.700,0.886,-0.042,0.781,0.682,0.318 +India,2018,3.818,8.779,0.638,60.100,0.890,0.085,0.805,0.657,0.357 +India,2019,3.249,8.818,0.561,60.500,0.876,0.112,0.752,0.648,0.466 +India,2020,4.225,8.703,0.617,60.900,0.906,0.075,0.780,0.752,0.383 +Indonesia,2006,4.947,8.850,0.771,59.840,0.713,0.347,0.915,0.825,0.266 +Indonesia,2007,5.101,8.898,0.704,59.980,0.603,0.311,0.960,0.812,0.242 +Indonesia,2008,4.815,8.943,0.675,60.120,0.596,0.164,0.968,0.774,0.239 +Indonesia,2009,5.472,8.975,0.779,60.260,0.784,0.191,0.911,0.865,0.193 +Indonesia,2010,5.457,9.022,0.816,60.400,0.700,0.448,0.954,0.837,0.218 +Indonesia,2011,5.173,9.069,0.825,60.620,0.878,0.438,0.962,0.864,0.273 +Indonesia,2012,5.368,9.114,0.834,60.840,0.770,0.354,0.962,0.897,0.229 +Indonesia,2013,5.292,9.155,0.794,61.060,0.781,0.376,0.973,0.893,0.249 +Indonesia,2014,5.597,9.190,0.905,61.280,0.719,0.408,0.970,0.852,0.242 +Indonesia,2015,5.043,9.225,0.809,61.500,0.779,0.471,0.946,0.876,0.274 +Indonesia,2016,5.136,9.262,0.792,61.700,0.830,0.500,0.890,0.833,0.342 +Indonesia,2017,5.098,9.300,0.796,61.900,0.865,0.488,0.900,0.863,0.319 +Indonesia,2018,5.340,9.339,0.809,62.100,0.879,0.512,0.868,0.864,0.296 +Indonesia,2019,5.347,9.377,0.802,62.300,0.866,0.555,0.861,0.877,0.302 +Iran,2005,5.308,9.393,0.766,62.000,0.651,,0.636,0.608,0.456 +Iran,2007,5.336,9.497,0.718,62.760,0.533,0.056,0.872,0.626,0.361 +Iran,2008,5.129,9.489,0.633,63.140,0.601,0.052,0.868,0.624,0.345 +Iran,2011,4.768,9.547,0.582,64.140,0.798,0.200,0.665,0.578,0.359 +Iran,2012,4.609,9.458,0.600,64.380,0.764,,0.678,0.609,0.525 +Iran,2013,5.140,9.443,0.664,64.620,0.730,0.216,0.685,0.659,0.552 +Iran,2014,4.682,9.476,0.644,64.860,0.767,0.241,0.640,0.618,0.512 +Iran,2015,4.750,9.449,0.572,65.100,0.780,0.176,0.699,0.645,0.520 +Iran,2016,4.653,9.561,0.566,65.400,0.773,0.186,0.713,0.687,0.526 +Iran,2017,4.717,9.584,0.714,65.700,0.731,0.218,0.715,0.694,0.439 +Iran,2018,4.278,,0.674,66.000,0.603,,0.703,0.553,0.493 +Iran,2019,5.006,,0.698,66.300,0.623,,0.728,0.600,0.449 +Iran,2020,4.865,,0.757,66.600,0.600,,0.710,0.582,0.470 +Iraq,2008,4.590,9.063,0.744,58.320,0.386,-0.061,0.910,0.525,0.448 +Iraq,2009,4.775,9.076,0.862,58.960,0.431,-0.199,0.854,0.523,0.404 +Iraq,2010,5.065,9.112,0.854,59.600,0.419,-0.125,0.859,0.542,0.431 +Iraq,2011,4.725,9.152,0.751,59.360,0.347,-0.070,0.780,0.488,0.557 +Iraq,2012,4.660,9.246,0.730,59.120,0.315,-0.020,0.789,0.423,0.449 +Iraq,2013,4.725,9.280,0.728,58.880,,-0.050,0.710,,0.554 +Iraq,2014,4.542,9.250,0.725,58.640,0.646,-0.001,0.726,0.574,0.564 +Iraq,2015,4.493,9.241,0.684,58.400,0.599,0.019,0.762,0.490,0.581 +Iraq,2016,4.413,9.354,0.719,59.000,0.666,-0.052,0.799,0.489,0.570 +Iraq,2017,4.462,9.303,0.695,59.600,0.628,0.000,0.757,0.505,0.591 +Iraq,2018,4.886,9.274,0.764,60.200,0.598,-0.068,0.887,0.605,0.482 +Iraq,2020,4.785,9.167,0.708,61.400,0.700,-0.021,0.849,0.644,0.532 +Ireland,2006,7.144,10.972,0.967,70.140,0.943,0.242,0.473,0.878,0.209 +Ireland,2008,7.568,10.929,0.983,70.820,0.894,0.322,0.487,0.875,0.148 +Ireland,2009,7.046,10.866,0.959,71.160,0.835,0.315,0.580,0.862,0.233 +Ireland,2010,7.257,10.879,0.973,71.500,0.856,0.348,0.618,0.876,0.201 +Ireland,2011,7.007,10.878,0.977,71.600,0.952,0.383,0.590,0.865,0.190 +Ireland,2012,6.965,10.876,0.962,71.700,0.902,0.302,0.573,0.835,0.237 +Ireland,2013,6.760,10.884,0.955,71.800,0.884,0.331,0.558,0.814,0.245 +Ireland,2014,7.018,10.959,0.968,71.900,0.922,0.264,0.406,0.784,0.229 +Ireland,2015,6.830,11.174,0.953,72.000,0.892,0.233,0.409,0.799,0.225 +Ireland,2016,7.041,11.199,0.958,72.100,0.875,0.174,0.399,0.809,0.211 +Ireland,2017,7.060,11.266,0.943,72.200,0.905,0.216,0.337,0.833,0.213 +Ireland,2018,6.962,11.332,0.938,72.300,0.861,0.144,0.362,0.811,0.213 +Ireland,2019,7.255,11.371,0.944,72.400,0.892,0.074,0.373,0.807,0.223 +Ireland,2020,7.035,11.323,0.960,72.500,0.882,0.014,0.356,0.797,0.246 +Israel,2006,7.173,10.389,0.927,71.120,0.817,,0.905,0.696,0.308 +Israel,2007,6.841,10.428,0.868,71.440,0.683,0.219,0.868,0.696,0.320 +Israel,2008,7.261,10.440,0.859,71.760,0.663,0.139,0.898,0.710,0.349 +Israel,2009,7.353,10.425,0.937,72.080,0.593,0.172,0.923,0.695,0.327 +Israel,2010,7.359,10.461,0.882,72.400,0.561,0.150,0.902,0.679,0.362 +Israel,2011,7.433,10.489,0.893,72.460,0.722,0.141,0.891,0.738,0.384 +Israel,2012,7.111,10.493,0.903,72.520,0.681,0.153,0.862,0.665,0.319 +Israel,2013,7.321,10.515,0.909,72.580,0.739,0.150,0.849,0.698,0.409 +Israel,2014,7.401,10.533,0.889,72.640,0.707,0.094,0.818,0.604,0.271 +Israel,2015,7.079,10.536,0.864,72.700,0.753,0.108,0.789,0.697,0.256 +Israel,2016,7.159,10.555,0.890,72.900,0.772,0.153,0.804,0.629,0.263 +Israel,2017,7.331,10.570,0.916,73.100,0.768,0.145,0.793,0.674,0.276 +Israel,2018,6.927,10.585,0.910,73.300,0.725,0.055,0.770,0.663,0.282 +Israel,2019,7.332,10.601,0.946,73.500,0.834,0.085,0.743,0.635,0.266 +Israel,2020,7.195,10.538,0.959,73.700,0.831,-0.049,0.748,0.621,0.243 +Italy,2005,6.854,10.703,0.928,71.900,0.802,,0.944,0.679,0.295 +Italy,2007,6.574,10.727,0.912,72.260,0.684,0.113,0.922,0.716,0.303 +Italy,2008,6.780,10.711,0.880,72.440,0.543,0.049,0.946,0.637,0.268 +Italy,2009,6.334,10.652,0.880,72.620,0.701,0.240,0.890,0.775,0.279 +Italy,2010,6.354,10.666,0.872,72.800,0.738,-0.060,0.921,0.596,0.236 +Italy,2011,6.057,10.671,0.913,72.840,0.568,-0.018,0.933,0.658,0.266 +Italy,2012,5.839,10.638,0.869,72.880,0.570,0.113,0.908,0.670,0.388 +Italy,2013,6.009,10.608,0.916,72.920,0.499,-0.102,0.943,0.779,0.357 +Italy,2014,6.027,10.599,0.898,72.960,0.624,-0.065,0.920,0.716,0.356 +Italy,2015,5.848,10.608,0.909,73.000,0.575,-0.064,0.913,0.692,0.329 +Italy,2016,5.955,10.622,0.927,73.200,0.624,-0.081,0.903,0.685,0.339 +Italy,2017,6.199,10.640,0.920,73.400,0.633,-0.035,0.867,0.661,0.323 +Italy,2018,6.517,10.650,0.913,73.600,0.650,-0.021,0.888,0.649,0.403 +Italy,2019,6.445,10.655,0.838,73.800,0.709,-0.082,0.866,0.631,0.328 +Italy,2020,6.488,10.563,0.890,74.000,0.718,-0.150,0.844,0.670,0.311 +Ivory Coast,2009,4.197,8.209,0.667,45.780,0.760,-0.153,0.902,0.604,0.186 +Ivory Coast,2013,3.739,8.274,0.709,47.100,0.739,-0.031,0.691,0.743,0.306 +Ivory Coast,2014,3.570,8.334,0.711,47.400,0.781,-0.080,0.671,0.647,0.291 +Ivory Coast,2015,4.445,8.393,0.704,47.700,0.800,-0.053,0.744,0.664,0.347 +Ivory Coast,2016,4.543,8.437,0.617,48.300,0.769,-0.043,0.757,0.704,0.378 +Ivory Coast,2017,5.038,8.483,0.661,48.900,0.732,-0.111,0.771,0.698,0.357 +Ivory Coast,2018,5.268,8.523,0.621,49.500,0.713,-0.050,0.791,0.682,0.386 +Ivory Coast,2019,5.392,8.564,0.679,50.100,0.736,-0.017,0.799,0.674,0.425 +Ivory Coast,2020,5.257,8.565,0.613,50.700,0.770,0.016,0.777,0.693,0.340 +Jamaica,2006,6.208,9.225,0.909,64.900,0.738,-0.004,0.946,0.788,0.201 +Jamaica,2011,5.374,9.164,0.855,66.220,0.796,-0.064,0.909,0.836,0.237 +Jamaica,2013,5.709,9.151,0.865,66.460,0.793,-0.021,0.931,0.734,0.312 +Jamaica,2014,5.311,9.152,0.874,66.580,0.809,-0.001,0.861,0.737,0.310 +Jamaica,2017,5.890,9.169,0.913,67.100,0.861,-0.130,0.883,0.769,0.243 +Jamaica,2019,6.309,9.186,0.878,67.500,0.891,-0.137,0.885,0.752,0.195 +Japan,2005,6.516,10.529,0.928,73.200,0.868,,0.699,0.739,0.153 +Japan,2007,6.238,10.558,0.938,73.440,0.796,-0.090,0.809,0.731,0.207 +Japan,2008,5.911,10.546,0.887,73.560,0.772,-0.135,0.816,0.780,0.191 +Japan,2009,5.845,10.491,0.888,73.680,0.730,-0.210,0.740,0.785,0.169 +Japan,2010,6.057,10.532,0.902,73.800,0.772,-0.140,0.770,0.827,0.188 +Japan,2011,6.263,10.532,0.917,73.980,0.814,-0.052,0.734,0.776,0.181 +Japan,2012,5.968,10.549,0.905,74.160,0.753,,0.692,0.777,0.171 +Japan,2013,5.959,10.570,0.924,74.340,0.821,-0.147,0.650,0.794,0.175 +Japan,2014,5.923,10.575,0.900,74.520,0.838,-0.139,0.617,0.742,0.189 +Japan,2015,5.880,10.588,0.923,74.700,0.832,-0.155,0.654,0.768,0.176 +Japan,2016,5.955,10.595,0.900,74.800,0.836,-0.062,0.698,0.760,0.192 +Japan,2017,5.911,10.618,0.882,74.900,0.849,-0.206,0.659,0.740,0.176 +Japan,2018,5.794,10.623,0.886,75.000,0.773,-0.261,0.687,0.703,0.185 +Japan,2019,5.908,10.632,0.878,75.100,0.806,-0.255,0.617,0.743,0.194 +Japan,2020,6.118,10.580,0.887,75.200,0.806,-0.259,0.609,0.742,0.186 +Jordan,2005,6.295,9.246,0.920,63.500,,,0.670,0.696,0.240 +Jordan,2007,5.598,9.321,0.841,63.980,0.646,-0.112,0.664,0.683,0.240 +Jordan,2008,4.930,9.343,0.766,64.220,,-0.127,0.709,0.669,0.331 +Jordan,2009,6.000,9.347,0.899,64.460,0.771,-0.075,0.739,0.645,0.265 +Jordan,2010,5.570,9.317,0.918,64.700,0.788,-0.046,,0.643,0.343 +Jordan,2011,5.539,9.289,0.878,65.000,0.760,-0.143,,0.612,0.260 +Jordan,2012,5.132,9.261,0.829,65.300,0.693,-0.160,,0.565,0.345 +Jordan,2013,5.172,9.237,0.840,65.600,0.692,-0.117,,0.684,0.286 +Jordan,2014,5.333,9.222,0.816,65.900,0.729,-0.104,,0.660,0.313 +Jordan,2015,5.405,9.207,0.830,66.200,0.767,-0.046,,0.690,0.305 +Jordan,2016,5.271,9.197,0.820,66.400,0.771,-0.038,,0.641,0.312 +Jordan,2017,4.808,9.194,0.815,66.600,0.766,-0.152,,0.628,0.392 +Jordan,2018,4.639,9.196,0.800,66.800,0.762,-0.186,,, +Jordan,2019,4.453,9.201,0.793,67.000,0.726,-0.165,,, +Jordan,2020,4.094,9.150,0.709,67.200,0.779,-0.150,,, +Kazakhstan,2006,5.476,9.804,0.872,58.200,0.731,-0.274,0.865,0.669,0.185 +Kazakhstan,2007,5.719,9.878,0.861,58.700,0.806,-0.246,0.865,0.651,0.179 +Kazakhstan,2008,5.886,9.898,0.839,59.200,0.727,-0.221,0.899,0.675,0.160 +Kazakhstan,2009,5.383,9.884,0.893,59.700,0.856,-0.249,0.845,0.679,0.129 +Kazakhstan,2010,5.514,9.940,0.904,60.200,0.785,-0.215,0.823,0.692,0.149 +Kazakhstan,2011,5.736,9.997,0.905,60.720,0.878,-0.235,0.802,0.695,0.154 +Kazakhstan,2012,5.759,10.030,0.892,61.240,0.840,-0.171,0.877,0.740,0.184 +Kazakhstan,2013,5.835,10.074,0.889,61.760,0.782,-0.229,0.820,0.674,0.164 +Kazakhstan,2014,5.970,10.101,0.795,62.280,0.799,0.004,0.805,0.718,0.169 +Kazakhstan,2015,5.950,10.098,0.931,62.800,0.740,-0.037,0.714,0.730,0.174 +Kazakhstan,2016,5.534,10.095,0.928,63.400,0.783,-0.036,0.702,0.702,0.155 +Kazakhstan,2017,5.882,10.121,0.914,64.000,0.745,-0.035,0.755,0.757,0.171 +Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.098,0.824,0.693,0.162 +Kazakhstan,2019,6.272,10.179,0.951,65.200,0.852,-0.055,0.708,0.787,0.139 +Kazakhstan,2020,6.168,10.135,0.966,65.800,0.872,-0.056,0.661,0.684,0.150 +Kenya,2006,4.223,8.039,0.909,50.220,0.616,-0.020,0.860,0.705,0.198 +Kenya,2007,4.576,8.078,0.841,51.540,0.750,0.054,0.799,0.725,0.162 +Kenya,2008,4.015,8.052,0.827,52.860,0.620,-0.012,0.909,0.772,0.149 +Kenya,2009,4.270,8.057,0.789,54.180,0.584,0.100,0.913,0.772,0.183 +Kenya,2010,4.256,8.111,0.805,55.500,0.635,0.019,0.918,0.819,0.123 +Kenya,2011,4.405,8.143,0.846,56.060,0.709,0.022,0.923,0.760,0.228 +Kenya,2012,4.547,8.161,0.831,56.620,0.628,0.066,0.911,0.707,0.194 +Kenya,2013,3.795,8.192,0.825,57.180,0.708,0.212,0.861,0.765,0.161 +Kenya,2014,4.905,8.219,0.765,57.740,0.819,0.172,0.849,0.814,0.221 +Kenya,2015,4.358,8.249,0.777,58.300,0.793,0.221,0.853,0.702,0.172 +Kenya,2016,4.396,8.282,0.706,58.900,0.749,0.298,0.828,0.743,0.226 +Kenya,2017,4.476,8.306,0.715,59.500,0.853,0.234,0.854,0.788,0.230 +Kenya,2018,4.656,8.344,0.707,60.100,0.821,0.291,0.844,0.759,0.237 +Kenya,2019,4.619,8.373,0.676,60.700,0.818,0.310,0.794,0.751,0.251 +Kenya,2020,4.547,8.365,0.674,61.300,0.702,0.260,0.837,0.733,0.297 +Kosovo,2007,5.104,8.928,0.848,,0.381,0.144,0.894,0.655,0.237 +Kosovo,2008,5.522,8.981,0.884,,,0.090,0.849,,0.318 +Kosovo,2009,5.891,9.008,0.830,,0.506,0.201,0.968,0.598,0.169 +Kosovo,2010,5.177,9.033,0.708,,0.451,0.170,0.967,0.695,0.118 +Kosovo,2011,4.860,9.067,0.759,,0.589,0.004,0.919,0.696,0.124 +Kosovo,2012,5.640,9.086,0.757,,0.636,0.027,0.950,0.596,0.100 +Kosovo,2013,6.126,9.113,0.721,,0.568,0.115,0.935,0.692,0.203 +Kosovo,2014,5.000,9.129,0.706,,0.441,0.012,0.775,0.636,0.206 +Kosovo,2015,5.077,9.182,0.805,,0.561,0.181,0.851,0.753,0.180 +Kosovo,2016,5.759,9.228,0.824,,0.827,0.125,0.941,0.704,0.150 +Kosovo,2017,6.149,9.262,0.792,,0.858,0.117,0.925,0.738,0.186 +Kosovo,2018,6.392,9.296,0.822,,0.890,0.269,0.922,0.778,0.170 +Kosovo,2019,6.425,9.339,0.843,,0.841,0.247,0.920,0.749,0.141 +Kosovo,2020,6.294,,0.792,,0.880,,0.910,0.726,0.201 +Kuwait,2006,6.076,11.228,0.919,63.960,0.769,-0.236,0.328,0.846,0.182 +Kuwait,2009,6.585,11.065,0.926,64.440,0.819,0.007,0.675,0.718,0.252 +Kuwait,2010,6.798,10.982,0.893,64.600,0.703,-0.031,0.486,0.718,0.203 +Kuwait,2011,6.378,11.017,0.882,64.900,0.769,,0.560,0.793,0.177 +Kuwait,2012,6.221,11.025,0.889,65.200,0.934,,,0.821,0.095 +Kuwait,2013,6.480,10.985,0.862,65.500,0.751,,,0.752,0.283 +Kuwait,2014,6.180,10.945,,65.800,,,,, +Kuwait,2015,6.146,10.912,0.823,66.100,0.822,0.082,,0.723,0.324 +Kuwait,2016,5.947,10.910,0.845,66.300,0.841,-0.075,,0.688,0.315 +Kuwait,2017,6.094,10.837,0.853,66.500,0.884,-0.005,,0.692,0.307 +Kuwait,2019,6.106,10.817,0.842,66.900,0.867,-0.104,,0.695,0.303 +Kyrgyzstan,2006,4.641,8.185,0.844,59.980,0.678,-0.140,0.879,0.655,0.159 +Kyrgyzstan,2007,4.698,8.258,0.833,60.260,0.684,-0.091,0.929,0.655,0.130 +Kyrgyzstan,2008,4.737,8.329,0.792,60.540,0.719,-0.100,0.923,0.623,0.147 +Kyrgyzstan,2009,5.069,8.345,0.855,60.820,0.699,-0.140,0.896,0.607,0.165 +Kyrgyzstan,2010,4.996,8.329,0.885,61.100,0.720,-0.072,0.926,0.650,0.123 +Kyrgyzstan,2011,4.921,8.374,0.891,61.520,0.748,-0.155,0.932,0.681,0.151 +Kyrgyzstan,2012,5.208,8.357,0.856,61.940,0.703,-0.079,0.892,0.691,0.182 +Kyrgyzstan,2013,5.402,8.441,0.851,62.360,0.755,-0.085,0.900,0.722,0.135 +Kyrgyzstan,2014,5.252,8.460,0.898,62.780,0.736,0.355,0.897,0.725,0.185 +Kyrgyzstan,2015,4.905,8.477,0.857,63.200,0.813,0.200,0.858,0.767,0.173 +Kyrgyzstan,2016,4.857,8.500,0.914,63.500,0.814,0.056,0.917,0.778,0.126 +Kyrgyzstan,2017,5.630,8.526,0.883,63.800,0.859,0.143,0.874,0.755,0.160 +Kyrgyzstan,2018,5.297,8.543,0.898,64.100,0.945,0.267,0.907,0.763,0.203 +Kyrgyzstan,2019,5.685,8.567,0.877,64.400,0.920,-0.002,0.885,0.766,0.207 +Kyrgyzstan,2020,6.250,8.503,0.902,64.700,0.935,0.103,0.931,0.803,0.258 +Laos,2006,5.076,8.251,0.807,53.920,0.925,0.439,0.688,0.886,0.163 +Laos,2007,5.364,8.307,0.790,54.440,0.867,0.478,0.580,0.861,0.136 +Laos,2008,5.044,8.366,0.807,54.960,0.886,0.416,0.637,0.829,0.202 +Laos,2011,4.704,8.548,0.691,56.300,0.882,0.459,0.587,0.900,0.225 +Laos,2012,4.876,8.611,0.693,56.600,,0.232,,0.917,0.387 +Laos,2017,4.623,8.890,0.707,58.300,0.891,0.073,0.592,0.873,0.344 +Laos,2018,4.859,8.935,0.705,58.700,0.907,0.141,0.634,0.852,0.332 +Laos,2019,5.197,8.965,0.729,59.100,0.906,0.061,0.620,0.878,0.306 +Laos,2020,5.284,8.960,0.660,59.500,0.915,0.141,0.748,0.822,0.358 +Latvia,2006,4.710,10.032,0.884,63.160,0.641,-0.229,0.937,0.654,0.234 +Latvia,2007,4.667,10.136,0.836,63.520,0.700,-0.167,0.924,0.673,0.247 +Latvia,2008,5.145,10.112,0.855,63.880,0.630,-0.203,0.926,0.639,0.215 +Latvia,2009,4.669,9.975,0.807,64.240,0.437,-0.180,0.942,0.525,0.242 +Latvia,2011,4.967,10.029,0.836,64.860,0.564,-0.002,0.934,0.563,0.222 +Latvia,2012,5.125,10.082,0.851,65.120,0.564,-0.038,0.895,0.560,0.232 +Latvia,2013,5.070,10.116,0.834,65.380,0.631,-0.073,0.837,0.642,0.227 +Latvia,2014,5.729,10.144,0.881,65.640,0.671,-0.043,0.804,0.652,0.226 +Latvia,2015,5.881,10.185,0.879,65.900,0.656,-0.077,0.808,0.608,0.228 +Latvia,2016,5.940,10.211,0.917,66.200,0.685,-0.156,0.868,0.654,0.231 +Latvia,2017,5.978,10.257,0.895,66.500,0.700,-0.154,0.798,0.623,0.232 +Latvia,2018,5.901,10.307,0.913,66.800,0.608,-0.212,0.799,0.585,0.192 +Latvia,2019,5.970,10.336,0.936,67.100,0.698,-0.194,0.789,0.575,0.212 +Latvia,2020,6.229,10.300,0.928,67.400,0.820,-0.078,0.809,0.714,0.202 +Lebanon,2005,5.491,9.565,0.796,64.600,0.703,,0.945,0.584,0.292 +Lebanon,2006,4.653,9.568,0.853,64.720,0.670,0.069,0.902,0.548,0.320 +Lebanon,2008,4.595,9.743,0.717,64.960,0.524,0.035,0.927,0.527,0.365 +Lebanon,2009,5.206,9.830,0.736,65.080,0.665,0.071,0.937,0.528,0.401 +Lebanon,2010,5.032,9.878,0.721,65.200,0.678,0.073,0.949,0.525,0.341 +Lebanon,2011,5.188,9.838,0.733,65.280,0.657,0.006,0.911,0.578,0.320 +Lebanon,2012,4.573,9.800,0.713,65.360,0.621,-0.006,0.856,0.499,0.339 +Lebanon,2013,4.983,9.772,0.708,65.440,0.655,-0.004,0.921,0.499,0.409 +Lebanon,2014,5.233,9.739,0.759,65.520,0.657,-0.012,0.939,0.559,0.267 +Lebanon,2015,5.172,9.699,0.742,65.600,0.597,0.073,0.889,0.568,0.243 +Lebanon,2016,5.271,9.687,0.828,66.100,0.657,0.031,0.853,0.553,0.263 +Lebanon,2017,5.154,9.681,0.777,66.600,0.605,-0.074,0.911,0.515,0.244 +Lebanon,2018,5.167,9.656,0.829,67.100,0.607,-0.066,0.907,0.464,0.271 +Lebanon,2019,4.024,9.597,0.866,67.600,0.447,-0.081,0.890,0.322,0.494 +Lesotho,2011,4.898,7.777,0.824,45.740,0.618,-0.087,0.768,0.793,0.170 +Lesotho,2016,3.808,7.953,0.798,46.600,0.729,-0.099,0.743,0.732,0.270 +Lesotho,2017,3.795,7.931,0.769,47.300,0.757,-0.145,0.797,0.746,0.255 +Lesotho,2019,3.512,7.926,0.790,48.700,0.716,-0.131,0.915,0.735,0.273 +Liberia,2007,3.701,7.196,0.594,49.140,0.790,0.115,0.776,0.613,0.435 +Liberia,2008,4.221,7.223,0.619,49.960,0.724,-0.035,0.840,0.585,0.261 +Liberia,2010,4.196,7.258,0.827,51.600,0.819,-0.038,0.818,0.595,0.217 +Liberia,2014,4.571,7.391,0.708,53.280,0.590,-0.030,0.869,0.543,0.443 +Liberia,2015,2.702,7.365,0.638,53.700,0.671,-0.061,0.903,0.505,0.388 +Liberia,2016,3.355,7.324,0.643,54.500,0.763,0.033,0.901,0.636,0.509 +Liberia,2017,4.424,7.324,0.685,55.300,0.733,-0.012,0.867,0.668,0.391 +Liberia,2018,4.135,7.311,0.727,56.100,0.766,0.050,0.868,0.660,0.436 +Liberia,2019,5.121,7.264,0.712,56.900,0.706,0.051,0.828,0.636,0.389 +Libya,2012,5.754,9.842,0.855,62.660,0.712,-0.032,0.791,0.695,0.316 +Libya,2015,5.615,9.308,0.868,62.300,0.775,-0.044,,0.704,0.369 +Libya,2016,5.434,9.268,0.876,62.300,0.822,-0.089,,0.718,0.383 +Libya,2017,5.647,9.491,0.823,62.300,0.779,-0.019,0.673,0.697,0.379 +Libya,2018,5.494,9.617,0.824,62.300,0.781,-0.101,0.646,0.706,0.399 +Libya,2019,5.330,9.627,0.827,62.300,0.762,-0.073,0.686,0.709,0.401 +Lithuania,2006,5.954,10.046,0.930,63.140,0.567,-0.295,0.967,0.621,0.254 +Lithuania,2007,5.808,10.163,0.941,63.480,0.590,-0.282,0.966,0.589,0.279 +Lithuania,2008,5.554,10.199,0.914,63.820,0.621,-0.259,0.961,0.533,0.276 +Lithuania,2009,5.467,10.050,0.933,64.160,0.496,-0.303,0.979,0.526,0.271 +Lithuania,2010,5.066,10.085,0.882,64.500,0.519,-0.275,0.962,0.473,0.272 +Lithuania,2011,5.432,10.167,0.911,64.700,0.566,-0.148,0.964,0.570,0.275 +Lithuania,2012,5.771,10.218,0.919,64.900,0.503,-0.273,0.957,0.581,0.277 +Lithuania,2013,5.596,10.263,0.913,65.100,0.556,-0.237,0.936,0.581,0.294 +Lithuania,2014,6.126,10.306,0.908,65.300,0.508,-0.263,0.956,0.619,0.287 +Lithuania,2015,5.711,10.335,0.929,65.500,0.641,-0.254,0.924,0.595,0.276 +Lithuania,2016,5.866,10.373,0.938,66.100,0.614,-0.266,0.949,0.594,0.250 +Lithuania,2017,6.273,10.429,0.926,66.700,0.749,-0.174,0.790,0.608,0.195 +Lithuania,2018,6.309,10.474,0.929,67.300,0.699,-0.237,0.852,0.517,0.214 +Lithuania,2019,6.064,10.518,0.918,67.900,0.780,-0.251,0.783,0.566,0.276 +Lithuania,2020,6.391,10.504,0.953,68.500,0.824,-0.122,0.829,0.660,0.202 +Luxembourg,2009,6.958,11.562,0.939,71.440,0.939,0.127,0.432,0.799,0.238 +Luxembourg,2010,7.097,11.592,0.952,71.700,0.908,0.096,0.423,0.809,0.216 +Luxembourg,2011,7.101,11.595,0.934,71.880,0.962,0.106,0.388,0.836,0.200 +Luxembourg,2012,6.964,11.567,0.914,72.060,0.917,0.059,0.403,0.815,0.227 +Luxembourg,2013,7.131,11.580,0.917,72.240,0.790,-0.054,0.301,0.640,0.185 +Luxembourg,2014,6.891,11.598,0.875,72.420,0.938,0.106,0.366,0.803,0.170 +Luxembourg,2015,6.702,11.617,0.934,72.600,0.932,0.052,0.375,0.757,0.193 +Luxembourg,2016,6.967,11.640,0.941,72.600,0.882,0.019,0.356,0.758,0.192 +Luxembourg,2017,7.061,11.634,0.905,72.600,0.903,0.044,0.330,0.766,0.184 +Luxembourg,2018,7.243,11.645,0.902,72.600,0.884,-0.022,0.385,0.750,0.202 +Luxembourg,2019,7.404,11.648,0.912,72.600,0.930,-0.045,0.390,0.789,0.212 +Madagascar,2006,3.980,7.376,0.711,54.040,,-0.039,,0.702,0.161 +Madagascar,2008,4.640,7.439,0.776,54.920,0.332,-0.099,0.773,0.614,0.215 +Madagascar,2011,4.381,7.336,0.818,56.220,0.546,-0.062,0.897,0.510,0.235 +Madagascar,2012,3.551,7.339,0.673,56.640,0.487,-0.055,0.854,0.690,0.194 +Madagascar,2013,3.816,7.334,0.673,57.060,0.480,-0.019,0.868,0.734,0.241 +Madagascar,2014,3.676,7.340,0.655,57.480,0.529,-0.023,0.791,0.748,0.192 +Madagascar,2015,3.593,7.344,0.647,57.900,0.545,-0.041,0.861,0.802,0.226 +Madagascar,2016,3.663,7.356,0.746,58.300,0.570,-0.069,0.864,0.813,0.204 +Madagascar,2017,4.079,7.368,0.626,58.700,0.570,-0.033,0.847,0.752,0.375 +Madagascar,2018,4.071,7.386,0.666,59.100,0.551,0.003,0.889,0.752,0.362 +Madagascar,2019,4.339,7.406,0.701,59.500,0.550,-0.012,0.720,0.723,0.304 +Malawi,2006,3.830,6.678,0.554,44.880,0.767,0.200,0.676,0.670,0.222 +Malawi,2007,4.891,6.742,0.600,46.260,0.910,0.202,0.691,0.727,0.176 +Malawi,2009,5.148,6.838,0.718,49.020,0.879,0.176,0.689,0.765,0.130 +Malawi,2011,3.946,6.895,0.613,51.420,0.733,0.099,0.853,0.713,0.268 +Malawi,2012,4.279,6.885,0.604,52.440,0.637,0.169,0.886,0.816,0.200 +Malawi,2013,4.035,6.907,0.563,53.460,0.752,0.078,0.857,0.808,0.248 +Malawi,2014,4.563,6.935,0.512,54.480,0.786,0.061,0.824,0.704,0.263 +Malawi,2015,3.868,6.935,0.494,55.500,0.801,0.058,0.835,0.633,0.260 +Malawi,2016,3.476,6.932,0.524,56.200,0.810,0.066,0.824,0.603,0.325 +Malawi,2017,3.417,6.945,0.555,56.900,0.848,0.025,0.735,0.609,0.312 +Malawi,2018,3.335,6.949,0.528,57.600,0.799,0.073,0.766,0.586,0.365 +Malawi,2019,3.869,6.966,0.549,58.300,0.765,0.004,0.680,0.537,0.348 +Malaysia,2006,6.012,9.839,0.866,64.960,0.837,0.201,0.740,0.750,0.243 +Malaysia,2007,6.239,9.881,0.871,65.120,0.844,0.089,0.799,0.775,0.162 +Malaysia,2008,5.807,9.909,0.803,65.280,0.780,0.044,0.884,0.815,0.186 +Malaysia,2009,5.385,9.875,0.792,65.440,0.874,-0.009,0.858,0.822,0.164 +Malaysia,2010,5.580,9.930,0.839,65.600,0.769,0.032,0.844,0.832,0.192 +Malaysia,2011,5.786,9.966,0.770,65.760,0.840,-0.016,0.842,0.887,0.155 +Malaysia,2012,5.914,10.005,0.841,65.920,0.848,0.017,0.847,0.867,0.177 +Malaysia,2013,5.770,10.037,0.831,66.080,0.791,0.264,0.755,0.736,0.317 +Malaysia,2014,5.963,10.082,0.863,66.240,0.808,0.239,0.845,0.770,0.261 +Malaysia,2015,6.322,10.118,0.818,66.400,0.675,0.222,0.838,0.775,0.314 +Malaysia,2018,5.339,10.223,0.789,67.000,0.875,0.127,0.894,0.824,0.200 +Malaysia,2019,5.428,10.252,0.842,67.200,0.916,0.123,0.782,0.834,0.176 +Maldives,2018,5.198,9.826,0.913,70.600,0.855,0.024,,, +Mali,2006,4.014,7.593,0.761,45.920,0.555,-0.072,0.761,0.767,0.209 +Mali,2008,4.115,7.607,0.747,47.160,0.495,-0.012,0.918,0.682,0.164 +Mali,2009,3.977,7.622,0.733,47.780,0.634,0.008,0.819,0.760,0.150 +Mali,2010,3.762,7.642,0.751,48.400,0.749,-0.028,0.811,0.797,0.162 +Mali,2011,4.667,7.643,0.796,48.760,0.823,-0.101,0.726,0.758,0.132 +Mali,2012,4.313,7.605,0.823,49.120,0.704,-0.088,0.787,0.681,0.109 +Mali,2013,3.676,7.599,0.820,49.480,0.665,-0.053,0.755,0.724,0.193 +Mali,2014,3.975,7.638,0.843,49.840,0.652,-0.037,0.658,0.741,0.186 +Mali,2015,4.582,7.669,0.830,50.200,0.634,-0.068,0.800,0.709,0.243 +Mali,2016,4.016,7.695,0.836,50.700,0.696,-0.070,0.862,0.807,0.305 +Mali,2017,4.742,7.718,0.741,51.200,0.753,-0.069,0.863,0.742,0.393 +Mali,2018,4.416,7.733,0.692,51.700,0.737,-0.034,0.793,0.770,0.370 +Mali,2019,4.988,7.752,0.755,52.200,0.670,-0.038,0.846,0.712,0.358 +Malta,2009,6.328,10.331,0.916,71.380,0.803,0.464,,0.715,0.358 +Malta,2010,5.774,10.361,0.908,71.600,0.802,0.287,,0.697,0.375 +Malta,2011,6.155,10.370,0.923,71.720,0.882,0.296,,0.736,0.340 +Malta,2012,5.963,10.389,0.922,71.840,0.861,0.352,,0.744,0.391 +Malta,2013,6.380,10.422,0.942,71.960,0.909,0.410,,0.660,0.370 +Malta,2014,6.452,10.486,0.941,72.080,0.904,0.404,0.670,0.652,0.352 +Malta,2015,6.613,10.566,0.919,72.200,0.912,0.347,0.664,0.680,0.355 +Malta,2016,6.591,10.599,0.930,72.200,0.916,0.345,0.696,0.687,0.355 +Malta,2017,6.676,10.635,0.937,72.200,0.924,0.253,0.690,0.721,0.302 +Malta,2018,6.910,10.670,0.932,72.200,0.927,0.179,0.595,0.721,0.296 +Malta,2019,6.733,10.677,0.922,72.200,0.924,0.087,0.689,0.707,0.356 +Malta,2020,6.157,,0.938,72.200,0.931,,0.675,0.601,0.411 +Mauritania,2007,4.149,8.533,0.682,53.660,0.573,-0.072,0.586,0.733,0.174 +Mauritania,2008,4.248,8.501,0.670,53.940,0.593,-0.018,0.841,0.732,0.176 +Mauritania,2009,4.500,8.473,0.819,54.220,0.735,0.039,0.848,0.738,0.170 +Mauritania,2010,4.772,8.470,0.857,54.500,0.669,0.055,0.727,0.778,0.129 +Mauritania,2011,4.785,8.481,0.750,54.820,0.567,0.052,0.747,0.762,0.175 +Mauritania,2012,4.673,8.495,0.763,55.140,0.487,-0.021,0.707,0.782,0.164 +Mauritania,2013,4.199,8.506,0.741,55.460,0.603,-0.079,0.676,0.793,0.196 +Mauritania,2014,4.483,8.519,0.853,55.780,0.468,-0.054,0.589,0.755,0.163 +Mauritania,2015,3.923,8.542,0.875,56.100,0.447,0.055,0.715,0.820,0.194 +Mauritania,2016,4.472,8.526,0.785,56.400,0.467,-0.175,0.842,0.735,0.222 +Mauritania,2017,4.678,8.533,0.779,56.700,0.527,-0.153,0.777,0.637,0.272 +Mauritania,2018,4.314,8.526,0.802,57.000,0.467,-0.112,0.711,0.663,0.276 +Mauritania,2019,4.153,8.556,0.798,57.300,0.628,-0.102,0.743,0.692,0.260 +Mauritius,2011,5.477,9.767,0.800,64.700,0.848,0.191,0.847,0.738,0.253 +Mauritius,2014,5.648,9.865,0.785,65.300,0.824,0.176,0.879,0.808,0.222 +Mauritius,2016,5.610,9.935,0.836,65.800,0.819,0.139,0.891,0.785,0.246 +Mauritius,2017,6.174,9.972,0.910,66.100,0.912,0.087,0.818,0.748,0.169 +Mauritius,2018,5.882,10.008,0.909,66.400,0.867,-0.073,0.785,0.774,0.158 +Mauritius,2019,6.241,10.043,0.913,66.700,0.893,-0.053,0.810,0.808,0.149 +Mauritius,2020,6.015,9.972,0.893,67.000,0.843,-0.037,0.772,0.767,0.138 +Mexico,2005,6.581,9.788,0.903,66.200,0.814,,0.764,0.820,0.219 +Mexico,2007,6.525,9.825,0.879,66.320,0.670,-0.095,0.747,0.816,0.248 +Mexico,2008,6.829,9.821,0.876,66.380,0.677,-0.128,0.785,0.825,0.201 +Mexico,2009,6.963,9.752,0.868,66.440,0.682,-0.076,0.764,0.849,0.196 +Mexico,2010,6.802,9.788,0.876,66.500,0.778,-0.048,0.693,0.840,0.215 +Mexico,2011,6.910,9.810,0.824,66.680,0.831,-0.099,0.698,0.790,0.228 +Mexico,2012,7.320,9.832,0.767,66.860,0.788,-0.093,0.633,0.784,0.278 +Mexico,2013,7.443,9.832,0.759,67.040,0.739,-0.165,0.615,0.790,0.223 +Mexico,2014,6.680,9.847,0.782,67.220,0.779,-0.094,0.630,0.802,0.229 +Mexico,2015,6.236,9.867,0.761,67.400,0.719,-0.152,0.708,0.745,0.237 +Mexico,2016,6.824,9.884,0.893,67.700,0.752,-0.153,0.809,0.859,0.220 +Mexico,2017,6.410,9.893,0.800,68.000,0.861,-0.202,0.801,0.843,0.231 +Mexico,2018,6.550,9.903,0.858,68.300,0.816,-0.179,0.809,0.882,0.213 +Mexico,2019,6.432,9.891,0.852,68.600,0.903,-0.141,0.809,0.864,0.252 +Mexico,2020,5.964,9.782,0.779,68.900,0.873,-0.119,0.778,0.810,0.292 +Moldova,2006,5.102,8.936,0.812,60.580,0.554,-0.164,0.926,0.619,0.255 +Moldova,2007,4.775,8.968,0.804,60.760,0.696,-0.186,0.930,0.571,0.306 +Moldova,2008,5.503,9.045,0.872,60.940,0.641,-0.056,0.926,0.584,0.284 +Moldova,2009,5.554,8.984,0.856,61.120,0.551,-0.099,0.925,0.562,0.306 +Moldova,2010,5.590,9.054,0.847,61.300,0.598,-0.088,0.929,0.584,0.278 +Moldova,2011,5.792,9.111,0.869,61.620,0.628,-0.082,0.957,0.568,0.285 +Moldova,2012,5.996,9.105,0.826,61.940,0.602,-0.050,0.955,0.568,0.314 +Moldova,2013,5.756,9.192,0.803,62.260,0.658,-0.069,0.941,0.582,0.261 +Moldova,2014,5.917,9.241,0.805,62.580,0.623,-0.113,0.925,0.583,0.260 +Moldova,2015,6.017,9.246,0.840,62.900,0.595,-0.090,0.943,0.590,0.281 +Moldova,2016,5.578,9.300,0.837,63.600,0.557,-0.047,0.969,0.621,0.275 +Moldova,2017,5.326,9.363,0.831,64.300,0.553,-0.053,0.926,0.581,0.259 +Moldova,2018,5.682,9.423,0.892,65.000,0.824,-0.084,0.929,0.582,0.270 +Moldova,2019,5.803,9.475,0.809,65.700,0.784,-0.092,0.884,0.631,0.262 +Moldova,2020,5.812,9.462,0.874,66.400,0.859,-0.058,0.941,0.727,0.268 +Mongolia,2007,4.609,8.833,0.881,58.820,0.781,0.064,0.918,0.571,0.203 +Mongolia,2008,4.493,8.904,0.920,59.280,0.484,0.068,0.962,0.586,0.173 +Mongolia,2010,4.586,8.920,0.904,60.200,0.631,0.099,0.928,0.712,0.150 +Mongolia,2011,5.031,9.061,0.948,60.500,0.700,0.151,0.931,0.692,0.153 +Mongolia,2012,4.885,9.158,0.919,60.800,0.688,0.107,0.932,0.689,0.181 +Mongolia,2013,4.913,9.248,0.935,61.100,0.748,0.136,0.928,0.649,0.179 +Mongolia,2014,4.825,9.304,0.943,61.400,0.752,0.146,0.909,0.627,0.170 +Mongolia,2015,4.983,9.308,0.906,61.700,0.686,0.173,0.900,0.653,0.208 +Mongolia,2016,5.057,9.300,0.947,61.900,0.760,0.090,0.900,0.694,0.171 +Mongolia,2017,5.334,9.334,0.924,62.100,0.675,0.119,0.865,0.675,0.214 +Mongolia,2018,5.465,9.386,0.942,62.300,0.696,0.054,0.849,0.654,0.192 +Mongolia,2019,5.563,9.418,0.946,62.500,0.711,0.149,0.873,0.707,0.167 +Mongolia,2020,6.011,9.396,0.918,62.700,0.718,0.141,0.843,0.636,0.260 +Montenegro,2007,5.196,9.693,0.832,66.200,0.512,-0.134,0.815,0.579,0.340 +Montenegro,2009,4.801,9.699,0.816,66.800,0.556,-0.101,0.838,0.623,0.423 +Montenegro,2010,5.455,9.724,0.805,67.100,0.552,-0.206,0.757,0.595,0.410 +Montenegro,2011,5.223,9.755,0.818,67.260,0.546,-0.226,0.762,0.603,0.378 +Montenegro,2012,5.219,9.726,0.704,67.420,0.462,-0.192,0.755,0.574,0.379 +Montenegro,2013,5.074,9.760,0.736,67.580,0.502,-0.176,0.693,0.539,0.331 +Montenegro,2014,5.283,9.777,0.863,67.740,0.503,0.097,0.768,0.587,0.368 +Montenegro,2015,5.125,9.810,0.740,67.900,0.583,-0.144,0.781,0.580,0.337 +Montenegro,2016,5.304,9.839,0.866,68.100,0.569,-0.087,0.849,0.591,0.337 +Montenegro,2017,5.615,9.885,0.881,68.300,0.626,-0.083,0.756,0.519,0.350 +Montenegro,2018,5.650,9.934,0.856,68.500,0.626,-0.051,0.769,0.590,0.355 +Montenegro,2019,5.386,9.970,0.832,68.700,0.694,-0.105,0.820,0.591,0.366 +Montenegro,2020,5.722,9.913,0.887,68.900,0.802,0.060,0.845,0.603,0.411 +Morocco,2010,4.383,8.746,,63.500,0.663,-0.162,0.900,, +Morocco,2011,5.085,8.783,0.833,63.800,0.579,-0.218,0.875,0.736,0.187 +Morocco,2012,4.970,8.799,0.676,64.100,0.757,-0.187,0.845,0.687,0.281 +Morocco,2013,5.142,8.829,0.597,64.400,0.572,-0.210,0.771,0.784,0.239 +Morocco,2015,5.163,8.872,0.606,65.000,0.713,-0.228,0.842,0.661,0.262 +Morocco,2016,5.386,8.869,0.655,65.300,0.817,-0.237,0.717,0.713,0.205 +Morocco,2017,5.312,8.898,0.641,65.600,0.814,-0.216,0.841,0.559,0.323 +Morocco,2018,4.897,8.914,0.554,65.900,0.773,-0.234,0.843,0.638,0.416 +Morocco,2019,5.057,8.925,0.535,66.200,0.757,-0.244,0.757,0.589,0.410 +Morocco,2020,4.803,8.871,0.553,66.500,0.819,-0.229,0.803,0.587,0.256 +Mozambique,2006,4.595,6.776,0.879,44.800,0.684,0.041,0.758,0.623,0.327 +Mozambique,2007,4.833,6.823,0.748,45.500,0.643,0.074,0.854,0.634,0.240 +Mozambique,2008,4.654,6.865,0.756,46.200,0.514,0.006,0.864,0.623,0.280 +Mozambique,2011,4.971,6.979,0.818,48.320,0.639,-0.024,0.719,0.592,0.243 +Mozambique,2015,4.550,7.141,0.666,51.200,0.813,0.089,0.632,0.564,0.340 +Mozambique,2017,4.280,7.157,0.678,53.200,0.823,-0.030,0.682,0.648,0.353 +Mozambique,2018,4.654,7.162,0.738,54.200,0.897,0.049,0.691,0.640,0.397 +Mozambique,2019,4.932,7.155,0.742,55.200,0.870,0.073,0.682,0.587,0.384 +Myanmar,2012,4.439,8.158,0.612,57.020,0.691,0.645,0.695,0.764,0.205 +Myanmar,2013,4.176,8.230,0.757,57.380,0.775,0.689,0.638,0.803,0.217 +Myanmar,2014,4.786,8.299,0.774,57.740,,0.698,0.592,0.858,0.112 +Myanmar,2015,4.224,8.359,0.752,58.100,0.808,0.688,0.633,0.866,0.272 +Myanmar,2016,4.623,8.408,0.793,58.400,0.877,0.679,0.607,0.804,0.302 +Myanmar,2017,4.154,8.464,0.795,58.700,0.886,0.650,0.619,0.746,0.282 +Myanmar,2018,4.411,8.523,0.774,59.000,0.906,0.490,0.647,0.777,0.300 +Myanmar,2019,4.434,8.545,0.763,59.300,0.899,0.561,0.682,0.755,0.286 +Myanmar,2020,4.431,8.554,0.796,59.600,0.825,0.470,0.647,0.800,0.289 +Namibia,2007,4.886,9.059,0.828,49.680,0.781,-0.101,0.839,0.811,0.160 +Namibia,2014,4.574,9.232,0.763,55.160,0.849,-0.183,0.790,0.749,0.239 +Namibia,2017,4.441,9.215,0.828,56.200,0.810,-0.190,0.831,0.721,0.277 +Namibia,2018,4.834,9.204,0.864,56.500,0.754,-0.169,0.846,0.739,0.240 +Namibia,2019,4.436,9.173,0.845,56.800,0.739,-0.174,0.879,0.672,0.256 +Namibia,2020,4.451,9.104,0.741,57.100,0.666,-0.104,0.810,0.648,0.248 +Nepal,2006,4.567,7.616,0.874,57.200,0.689,,0.897,0.717,0.171 +Nepal,2007,4.748,7.638,0.787,57.700,0.413,0.317,0.891,0.643,0.152 +Nepal,2008,4.441,7.686,0.818,58.200,0.618,0.291,0.900,0.745,0.153 +Nepal,2009,4.917,7.723,0.813,58.700,0.616,0.044,0.950,0.570,0.215 +Nepal,2010,4.350,7.765,0.779,59.200,0.519,0.092,0.911,0.672,0.226 +Nepal,2011,3.809,7.797,0.741,59.400,0.525,-0.010,0.935,0.699,0.207 +Nepal,2012,4.233,7.846,0.734,59.600,0.638,0.070,0.883,0.736,0.231 +Nepal,2013,4.605,7.889,0.740,59.800,0.722,0.151,0.877,0.629,0.279 +Nepal,2014,4.975,7.948,0.786,60.000,0.712,0.121,0.841,0.614,0.287 +Nepal,2015,4.812,7.976,0.748,60.200,0.763,0.227,0.824,0.543,0.358 +Nepal,2016,5.100,7.973,0.837,61.300,0.839,0.168,0.817,0.627,0.370 +Nepal,2017,4.737,8.039,0.816,62.400,0.845,0.134,0.770,0.571,0.376 +Nepal,2018,4.910,8.087,0.768,63.500,0.770,0.122,0.742,0.537,0.387 +Nepal,2019,5.449,8.136,0.772,64.600,0.790,0.167,0.712,0.536,0.357 +Netherlands,2005,7.464,10.814,0.947,70.400,0.901,,0.571,0.869,0.233 +Netherlands,2007,7.452,10.881,0.944,70.800,0.896,0.344,0.445,0.818,0.213 +Netherlands,2008,7.631,10.899,0.944,71.000,0.883,0.365,0.419,0.788,0.182 +Netherlands,2010,7.502,10.864,0.957,71.400,0.921,0.349,0.399,0.853,0.206 +Netherlands,2011,7.564,10.875,0.938,71.520,0.925,0.336,0.359,0.863,0.181 +Netherlands,2012,7.471,10.861,0.939,71.640,0.877,0.288,0.434,0.861,0.226 +Netherlands,2013,7.407,10.857,0.925,71.760,0.919,0.305,0.505,0.867,0.235 +Netherlands,2014,7.321,10.867,0.909,71.880,0.910,0.331,0.457,0.868,0.221 +Netherlands,2015,7.324,10.882,0.879,72.000,0.904,0.261,0.412,0.834,0.202 +Netherlands,2016,7.541,10.899,0.926,72.100,0.907,0.239,0.433,0.838,0.215 +Netherlands,2017,7.459,10.921,0.937,72.200,0.920,0.250,0.363,0.852,0.185 +Netherlands,2018,7.463,10.941,0.939,72.300,0.920,0.161,0.371,0.862,0.205 +Netherlands,2019,7.425,10.953,0.941,72.400,0.886,0.213,0.360,0.838,0.231 +Netherlands,2020,7.504,10.901,0.944,72.500,0.935,0.151,0.281,0.784,0.247 +New Zealand,2006,7.305,10.526,0.946,71.200,0.932,0.312,0.224,0.880,0.219 +New Zealand,2007,7.604,10.546,0.967,71.400,0.878,0.279,0.295,0.854,0.238 +New Zealand,2008,7.381,10.528,0.944,71.600,0.893,0.298,0.334,0.854,0.232 +New Zealand,2010,7.224,10.520,0.976,72.000,0.918,0.254,0.321,0.847,0.235 +New Zealand,2011,7.191,10.536,0.954,72.120,0.935,0.284,0.269,0.864,0.210 +New Zealand,2012,7.250,10.553,0.930,72.240,0.902,0.287,0.289,0.866,0.207 +New Zealand,2013,7.280,10.571,0.958,72.360,0.944,0.237,0.312,0.835,0.151 +New Zealand,2014,7.306,10.592,0.942,72.480,0.932,0.348,0.273,0.848,0.199 +New Zealand,2015,7.418,10.608,0.987,72.600,0.942,0.329,0.186,0.834,0.160 +New Zealand,2016,7.226,10.623,0.937,72.800,0.927,0.266,0.278,0.833,0.207 +New Zealand,2017,7.327,10.633,0.955,73.000,0.942,0.294,0.222,0.817,0.172 +New Zealand,2018,7.370,10.660,0.954,73.200,0.949,0.120,0.207,0.845,0.168 +New Zealand,2019,7.205,10.666,0.939,73.400,0.912,0.157,0.234,0.816,0.191 +New Zealand,2020,7.257,10.600,0.952,73.600,0.918,0.125,0.283,0.849,0.209 +Nicaragua,2006,4.460,8.398,0.877,64.140,0.745,0.010,0.844,0.779,0.294 +Nicaragua,2007,4.944,8.434,0.866,64.480,0.836,0.140,0.826,0.810,0.287 +Nicaragua,2008,5.104,8.454,0.857,64.820,0.791,0.076,0.819,0.784,0.289 +Nicaragua,2009,5.353,8.407,0.835,65.160,0.746,0.070,0.794,0.781,0.299 +Nicaragua,2010,5.687,8.436,0.863,65.500,0.792,0.018,0.802,0.805,0.268 +Nicaragua,2011,5.386,8.484,0.800,65.720,0.779,-0.020,0.760,0.791,0.309 +Nicaragua,2012,5.448,8.534,0.894,65.940,0.850,0.017,0.644,0.803,0.255 +Nicaragua,2013,5.772,8.569,0.868,66.160,0.859,0.039,0.636,0.839,0.271 +Nicaragua,2014,6.275,8.602,0.839,66.380,0.817,0.104,0.699,0.813,0.334 +Nicaragua,2015,5.924,8.636,0.827,66.600,0.809,0.077,0.728,0.797,0.346 +Nicaragua,2016,6.013,8.668,0.853,66.900,0.717,0.039,0.731,0.805,0.380 +Nicaragua,2017,6.476,8.700,0.838,67.200,0.922,0.010,0.673,0.850,0.308 +Nicaragua,2018,5.819,8.647,0.854,67.500,0.797,0.009,0.713,0.793,0.408 +Nicaragua,2019,6.113,8.595,0.874,67.800,0.883,0.029,0.622,0.835,0.337 +Niger,2006,3.737,6.888,0.677,46.360,0.750,0.076,0.755,0.755,0.179 +Niger,2007,4.277,6.881,0.726,47.120,0.584,-0.056,0.748,0.706,0.158 +Niger,2008,4.236,6.918,0.607,47.880,0.649,-0.055,0.749,0.650,0.194 +Niger,2009,4.267,6.898,0.771,48.640,0.880,-0.009,0.483,0.730,0.115 +Niger,2010,4.101,6.941,0.655,49.400,0.817,-0.023,0.529,0.745,0.126 +Niger,2011,4.556,6.925,0.818,49.920,0.780,-0.055,0.549,0.700,0.166 +Niger,2012,3.798,6.987,0.700,50.440,0.734,-0.064,0.777,0.603,0.142 +Niger,2013,3.716,7.002,0.696,50.960,0.825,-0.077,0.711,0.650,0.208 +Niger,2014,4.181,7.027,0.753,51.480,0.688,-0.046,0.605,0.678,0.205 +Niger,2015,3.671,7.030,0.713,52.000,0.728,-0.032,0.703,0.682,0.218 +Niger,2016,4.235,7.047,0.683,52.500,0.702,-0.016,0.814,0.675,0.325 +Niger,2017,4.616,7.058,0.582,53.000,0.684,-0.030,0.778,0.731,0.427 +Niger,2018,5.164,7.087,0.612,53.500,0.791,0.009,0.637,0.771,0.503 +Niger,2019,5.004,7.106,0.677,54.000,0.831,0.026,0.729,0.816,0.304 +Nigeria,2006,4.710,8.326,0.735,44.120,0.649,0.085,0.871,0.781,0.178 +Nigeria,2007,4.890,8.364,0.718,44.640,0.635,0.136,0.918,0.826,0.141 +Nigeria,2008,4.939,8.403,0.780,45.160,0.584,0.119,0.892,0.740,0.244 +Nigeria,2009,4.980,8.453,0.722,45.680,0.537,0.067,0.913,0.745,0.225 +Nigeria,2010,4.760,8.504,0.824,46.200,0.565,0.067,0.911,0.782,0.190 +Nigeria,2012,5.493,8.543,0.818,47.120,0.652,0.066,0.900,0.811,0.209 +Nigeria,2013,4.818,8.581,0.663,47.580,0.622,0.051,0.905,0.638,0.286 +Nigeria,2015,4.933,8.615,0.812,48.500,0.680,-0.035,0.926,0.717,0.251 +Nigeria,2016,5.220,8.573,0.805,48.900,0.798,0.043,0.905,0.732,0.252 +Nigeria,2017,5.322,8.555,0.733,49.300,0.826,0.124,0.835,0.725,0.236 +Nigeria,2018,5.252,8.548,0.741,49.700,0.790,-0.010,0.866,0.805,0.256 +Nigeria,2019,4.356,8.544,0.734,50.100,0.729,0.032,0.873,0.715,0.245 +Nigeria,2020,5.503,8.484,0.739,50.500,0.713,0.099,0.913,0.744,0.316 +North Cyprus,2012,5.463,,0.871,,0.693,,0.855,0.709,0.405 +North Cyprus,2013,5.567,,0.869,,0.775,,0.715,0.622,0.443 +North Cyprus,2014,5.786,,0.802,,0.830,,0.692,0.724,0.311 +North Cyprus,2015,5.843,,0.791,,0.785,,0.659,0.702,0.319 +North Cyprus,2016,5.827,,0.808,,0.796,,0.670,0.644,0.346 +North Cyprus,2018,5.608,,0.837,,0.797,,0.614,0.480,0.262 +North Cyprus,2019,5.467,,0.803,,0.793,,0.640,0.494,0.296 +North Macedonia,2007,4.494,9.416,0.811,64.095,0.439,0.080,0.870,0.603,0.251 +North Macedonia,2009,4.428,9.464,0.734,64.349,0.552,-0.042,0.844,0.576,0.370 +North Macedonia,2010,4.180,9.496,0.687,64.502,0.513,-0.058,0.856,0.567,0.314 +North Macedonia,2011,4.898,9.518,0.784,64.661,0.607,-0.087,0.865,0.588,0.363 +North Macedonia,2012,4.640,9.513,0.798,64.811,0.613,-0.084,0.920,0.642,0.422 +North Macedonia,2013,5.186,9.541,0.832,64.942,0.641,0.025,0.861,0.578,0.331 +North Macedonia,2014,5.204,9.576,0.793,65.053,0.645,0.035,0.861,0.637,0.307 +North Macedonia,2015,4.976,9.613,0.766,65.145,0.660,-0.047,0.824,0.620,0.299 +North Macedonia,2016,5.346,9.640,0.871,65.225,0.706,0.080,0.870,0.639,0.292 +North Macedonia,2017,5.234,9.650,0.800,65.303,0.752,-0.059,0.856,0.502,0.299 +North Macedonia,2018,5.240,9.677,0.849,65.389,0.745,-0.041,0.910,0.590,0.298 +North Macedonia,2019,5.015,9.711,0.815,65.474,0.725,0.024,0.923,0.576,0.304 +North Macedonia,2020,5.054,9.690,0.750,65.560,0.787,0.131,0.877,0.605,0.365 +Norway,2006,7.416,11.031,0.959,71.320,0.960,0.109,0.397,0.832,0.197 +Norway,2008,7.632,11.042,0.936,71.560,0.947,0.018,0.503,0.792,0.155 +Norway,2012,7.678,11.017,0.948,72.240,0.947,0.147,0.368,0.823,0.213 +Norway,2014,7.444,11.024,0.941,72.680,0.956,0.181,0.405,0.834,0.194 +Norway,2015,7.603,11.033,0.947,72.900,0.948,0.257,0.299,0.843,0.209 +Norway,2016,7.596,11.035,0.960,73.000,0.954,0.133,0.410,0.850,0.209 +Norway,2017,7.579,11.050,0.950,73.100,0.953,0.236,0.250,0.849,0.203 +Norway,2018,7.444,11.056,0.966,73.200,0.960,0.094,0.268,0.827,0.212 +Norway,2019,7.442,11.061,0.942,73.300,0.954,0.111,0.271,0.823,0.195 +Norway,2020,7.290,11.042,0.956,73.400,0.965,0.075,0.271,0.823,0.216 +Oman,2011,6.853,10.382,,65.500,0.916,0.025,,,0.295 +Pakistan,2005,5.225,8.218,0.591,54.200,0.630,,0.844,,0.237 +Pakistan,2007,5.671,8.277,0.479,55.000,0.396,0.089,0.794,0.683,0.310 +Pakistan,2008,4.414,8.271,0.373,55.400,0.335,0.100,0.848,0.655,0.321 +Pakistan,2009,5.208,8.277,0.522,55.800,0.388,0.077,0.874,0.639,0.349 +Pakistan,2010,5.786,8.270,0.571,56.200,0.364,0.300,0.852,0.651,0.372 +Pakistan,2011,5.267,8.276,0.510,56.420,0.376,0.030,0.857,0.628,0.358 +Pakistan,2012,5.132,8.289,0.542,56.640,0.367,0.165,0.842,0.665,0.332 +Pakistan,2013,5.138,8.311,0.607,56.860,0.448,0.100,0.792,0.598,0.274 +Pakistan,2014,5.436,8.336,0.552,57.080,0.543,0.140,0.677,0.585,0.295 +Pakistan,2015,4.823,8.361,0.562,57.300,0.587,0.085,0.717,0.575,0.329 +Pakistan,2016,5.549,8.394,0.627,57.700,0.634,0.095,0.793,0.648,0.332 +Pakistan,2017,5.831,8.428,0.690,58.100,0.713,0.045,0.714,0.586,0.308 +Pakistan,2018,5.472,8.464,0.685,58.500,0.773,0.069,0.799,0.567,0.377 +Pakistan,2019,4.443,8.453,0.617,58.900,0.685,0.124,0.776,0.581,0.424 +Palestinian Territories,2006,4.716,8.213,0.818,61.780,0.547,,0.858,0.497,0.431 +Palestinian Territories,2007,4.151,8.218,0.712,61.897,0.365,-0.080,0.844,0.566,0.412 +Palestinian Territories,2008,4.386,8.276,0.666,62.015,0.358,-0.070,0.753,0.571,0.403 +Palestinian Territories,2009,4.470,8.329,0.738,62.132,0.468,-0.085,0.797,0.544,0.466 +Palestinian Territories,2010,4.703,8.383,0.822,62.250,0.504,-0.117,0.752,0.628,0.381 +Palestinian Territories,2011,4.751,8.474,0.751,,0.522,-0.127,0.750,0.567,0.388 +Palestinian Territories,2012,4.647,8.531,0.782,,0.542,-0.153,0.730,0.616,0.379 +Palestinian Territories,2013,4.844,8.489,0.761,,0.454,-0.150,0.780,0.594,0.365 +Palestinian Territories,2014,4.722,8.457,0.775,,0.657,-0.147,0.804,0.565,0.380 +Palestinian Territories,2015,4.695,8.480,0.766,,0.556,-0.153,0.774,0.594,0.369 +Palestinian Territories,2016,4.907,8.498,0.818,,0.608,-0.129,0.812,0.593,0.378 +Palestinian Territories,2017,4.628,8.485,0.824,,0.632,-0.163,0.831,0.597,0.416 +Palestinian Territories,2018,4.554,,0.819,,0.655,,0.814,0.610,0.419 +Palestinian Territories,2019,4.483,,0.833,,0.653,,0.829,0.625,0.400 +Panama,2006,6.128,9.764,0.951,67.900,0.882,-0.047,0.912,0.845,0.232 +Panama,2007,6.894,9.859,0.937,68.000,0.640,0.083,0.915,0.820,0.149 +Panama,2008,6.931,9.935,0.922,68.100,0.707,0.060,0.881,0.819,0.150 +Panama,2009,7.034,9.930,0.905,68.200,0.721,0.014,0.889,0.883,0.144 +Panama,2010,7.321,9.969,0.928,68.300,0.755,-0.009,0.880,0.888,0.146 +Panama,2011,7.248,10.059,0.876,68.500,0.829,0.009,0.840,0.885,0.180 +Panama,2012,6.860,10.135,0.897,68.700,0.783,-0.002,0.796,0.869,0.207 +Panama,2013,6.866,10.184,0.896,68.900,0.811,0.018,0.814,0.869,0.226 +Panama,2014,6.631,10.217,0.873,69.100,0.894,0.002,0.847,0.808,0.254 +Panama,2015,6.606,10.255,0.883,69.300,0.847,-0.007,0.810,0.801,0.264 +Panama,2016,6.118,10.287,0.882,69.400,0.884,-0.102,0.837,0.858,0.244 +Panama,2017,6.568,10.324,0.912,69.500,0.900,-0.170,0.841,0.833,0.242 +Panama,2018,6.281,10.343,0.904,69.600,0.861,-0.131,0.837,0.884,0.223 +Panama,2019,6.086,10.356,0.886,69.700,0.883,-0.199,0.869,0.878,0.244 +Paraguay,2006,4.730,9.088,0.895,63.620,0.691,0.066,0.841,0.816,0.303 +Paraguay,2007,5.272,9.126,0.863,63.840,0.699,0.132,0.930,0.867,0.219 +Paraguay,2008,5.570,9.174,0.889,64.060,0.649,0.057,0.891,0.849,0.259 +Paraguay,2009,5.576,9.158,0.900,64.280,0.718,0.027,0.857,0.832,0.186 +Paraguay,2010,5.841,9.250,0.889,64.500,0.726,0.076,0.780,0.855,0.176 +Paraguay,2011,5.677,9.278,0.869,64.620,0.666,0.191,0.756,0.810,0.190 +Paraguay,2012,5.820,9.259,0.931,64.740,0.748,0.200,0.774,0.837,0.213 +Paraguay,2013,5.936,9.326,0.939,64.860,0.909,0.046,0.903,0.919,0.224 +Paraguay,2014,5.119,9.360,0.959,64.980,0.759,-0.002,0.762,0.944,0.216 +Paraguay,2015,5.560,9.377,0.914,65.100,0.806,-0.008,0.863,0.866,0.219 +Paraguay,2016,5.801,9.406,0.940,65.300,0.854,-0.071,0.756,0.925,0.197 +Paraguay,2017,5.713,9.441,0.902,65.500,0.891,0.003,0.810,0.903,0.232 +Paraguay,2019,5.653,9.448,0.892,65.900,0.876,0.028,0.882,0.858,0.275 +Peru,2006,4.811,8.989,0.875,65.340,0.668,-0.071,0.895,0.697,0.420 +Peru,2007,5.214,9.063,0.756,65.580,0.638,-0.078,0.931,0.758,0.361 +Peru,2008,5.129,9.142,0.777,65.820,0.638,-0.067,0.896,0.763,0.354 +Peru,2009,5.519,9.145,0.799,66.060,0.638,-0.079,0.880,0.811,0.320 +Peru,2010,5.613,9.217,0.812,66.300,0.757,-0.060,0.881,0.800,0.330 +Peru,2011,5.892,9.270,0.756,66.480,0.773,-0.123,0.824,0.780,0.331 +Peru,2012,5.825,9.322,0.764,66.660,0.703,-0.079,0.867,0.757,0.398 +Peru,2013,5.783,9.369,0.797,66.840,0.703,-0.066,0.870,0.778,0.390 +Peru,2014,5.866,9.382,0.819,67.020,0.722,-0.136,0.878,0.759,0.319 +Peru,2015,5.577,9.402,0.798,67.200,0.802,-0.090,0.884,0.754,0.378 +Peru,2016,5.701,9.426,0.803,67.500,0.830,-0.134,0.866,0.822,0.338 +Peru,2017,5.711,9.434,0.830,67.800,0.827,-0.154,0.895,0.789,0.394 +Peru,2018,5.680,9.456,0.845,68.100,0.830,-0.178,0.906,0.809,0.380 +Peru,2019,5.999,9.461,0.809,68.400,0.815,-0.130,0.874,0.820,0.375 +Philippines,2006,4.670,8.562,0.795,59.800,0.828,0.063,0.841,0.832, +Philippines,2007,5.074,8.608,0.801,60.000,0.852,-0.022,0.880,0.784,0.378 +Philippines,2008,4.589,8.634,0.798,60.200,0.861,0.083,0.817,0.805,0.384 +Philippines,2009,4.880,8.632,0.775,60.400,0.874,0.004,0.805,0.846,0.311 +Philippines,2010,4.942,8.686,0.805,60.600,0.893,0.033,0.812,0.876,0.294 +Philippines,2011,4.994,8.707,0.789,60.800,0.883,0.073,0.783,0.851,0.358 +Philippines,2012,5.002,8.756,0.813,61.000,0.914,0.053,0.771,0.865,0.351 +Philippines,2013,4.977,8.805,0.846,61.200,0.907,0.021,0.756,0.799,0.332 +Philippines,2014,5.313,8.850,0.813,61.400,0.902,-0.015,0.787,0.813,0.334 +Philippines,2015,5.547,8.896,0.854,61.600,0.912,-0.051,0.755,0.805,0.351 +Philippines,2016,5.431,8.950,0.821,61.700,0.908,-0.071,0.792,0.821,0.290 +Philippines,2017,5.594,9.002,0.851,61.800,0.926,-0.141,0.711,0.769,0.341 +Philippines,2018,5.869,9.050,0.846,61.900,0.918,-0.108,0.726,0.773,0.393 +Philippines,2019,6.268,9.095,0.845,62.000,0.910,-0.083,0.748,0.781,0.341 +Philippines,2020,5.080,9.061,0.781,62.100,0.932,-0.116,0.744,0.804,0.327 +Poland,2005,5.587,9.849,0.922,66.300,0.782,,0.983,0.715,0.282 +Poland,2007,5.886,9.978,0.913,66.700,0.772,-0.047,0.925,0.760,0.238 +Poland,2009,5.772,10.047,0.917,67.100,0.821,0.073,0.898,0.690,0.246 +Poland,2010,5.887,10.085,0.955,67.300,0.795,0.002,0.905,0.737,0.234 +Poland,2011,5.646,10.133,0.905,67.460,0.868,-0.067,0.908,0.725,0.224 +Poland,2012,5.876,10.149,0.936,67.620,0.811,-0.027,0.888,0.787,0.267 +Poland,2013,5.746,10.164,0.912,67.780,0.776,-0.137,0.916,0.784,0.242 +Poland,2014,5.750,10.197,0.924,67.940,0.875,-0.064,0.898,0.777,0.223 +Poland,2015,6.007,10.235,0.893,68.100,0.793,-0.093,0.810,0.734,0.240 +Poland,2016,6.162,10.266,0.917,68.500,0.871,-0.091,0.848,0.777,0.224 +Poland,2017,6.201,10.314,0.882,68.900,0.831,-0.122,0.639,0.677,0.203 +Poland,2018,6.111,10.366,0.863,69.300,0.870,-0.254,0.720,0.742,0.176 +Poland,2019,6.242,10.407,0.878,69.700,0.883,-0.231,0.696,0.725,0.168 +Poland,2020,6.139,10.371,0.953,70.100,0.767,-0.007,0.787,0.760,0.329 +Portugal,2006,5.405,10.360,0.905,69.840,0.882,-0.179,0.880,0.709,0.333 +Portugal,2008,5.717,10.384,0.886,70.320,0.646,-0.217,0.933,0.703,0.309 +Portugal,2010,5.095,10.368,0.864,70.800,0.721,-0.106,0.948,0.742,0.265 +Portugal,2011,5.220,10.353,0.856,71.000,0.875,-0.173,0.962,0.725,0.279 +Portugal,2012,4.994,10.315,0.866,71.200,0.774,-0.097,0.959,0.729,0.370 +Portugal,2013,5.158,10.312,0.867,71.400,0.788,-0.118,0.946,0.700,0.348 +Portugal,2014,5.127,10.325,0.862,71.600,0.847,-0.126,0.941,0.705,0.358 +Portugal,2015,5.081,10.347,0.866,71.800,0.800,-0.163,0.941,0.657,0.371 +Portugal,2016,5.447,10.370,0.905,72.000,0.838,-0.225,0.922,0.684,0.326 +Portugal,2017,5.711,10.407,0.900,72.200,0.905,-0.176,0.881,0.649,0.294 +Portugal,2018,5.920,10.434,0.887,72.400,0.877,-0.261,0.880,0.679,0.318 +Portugal,2019,6.095,10.457,0.876,72.600,0.882,-0.234,0.915,0.710,0.300 +Portugal,2020,5.768,10.371,0.875,72.800,0.913,-0.238,0.867,0.648,0.383 +Qatar,2009,6.418,11.456,0.894,66.580,0.865,0.235,0.184,0.678,0.258 +Qatar,2010,6.850,11.520,,66.700,,0.104,,, +Qatar,2011,6.592,11.553,0.857,67.020,0.905,0.012,,0.761,0.328 +Qatar,2012,6.611,11.523,0.838,67.340,0.924,0.162,,0.766,0.322 +Qatar,2015,6.375,11.486,,68.300,,,,, +Romania,2005,5.049,9.724,0.838,64.000,0.800,,0.957,0.642,0.346 +Romania,2007,5.394,9.892,0.736,64.480,0.686,-0.188,0.949,0.644,0.277 +Romania,2009,5.368,9.949,0.812,64.960,0.606,-0.196,0.967,0.548,0.270 +Romania,2010,4.909,9.915,0.689,65.200,0.566,-0.085,0.974,0.596,0.344 +Romania,2011,5.023,9.940,0.753,65.420,0.650,-0.140,0.964,0.543,0.294 +Romania,2012,5.167,9.965,0.740,65.640,0.645,-0.112,0.959,0.556,0.343 +Romania,2013,5.082,10.004,0.778,65.860,0.655,-0.129,0.952,0.640,0.329 +Romania,2014,5.727,10.041,0.753,66.080,0.754,-0.100,0.958,0.654,0.331 +Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.141,0.962,0.714,0.312 +Romania,2016,5.969,10.136,0.809,66.600,0.822,-0.115,0.949,0.694,0.258 +Romania,2017,6.090,10.211,0.811,66.900,0.839,-0.160,0.926,0.734,0.231 +Romania,2018,6.151,10.260,0.818,67.200,0.845,-0.217,0.921,0.735,0.298 +Romania,2019,6.130,10.306,0.842,67.500,0.848,-0.221,0.954,0.697,0.244 +Russia,2006,4.964,9.991,0.895,58.680,0.643,-0.307,0.935,0.611,0.232 +Russia,2007,5.223,10.074,0.885,59.260,0.593,-0.284,0.933,0.623,0.193 +Russia,2008,5.619,10.125,0.882,59.840,0.643,-0.305,0.924,0.594,0.166 +Russia,2009,5.158,10.044,0.908,60.420,0.617,-0.283,0.954,0.566,0.169 +Russia,2010,5.385,10.087,0.909,61.000,0.613,-0.296,0.937,0.589,0.171 +Russia,2011,5.389,10.129,0.883,61.420,0.626,-0.279,0.935,0.601,0.165 +Russia,2012,5.621,10.166,0.901,61.840,0.609,-0.293,0.938,0.611,0.174 +Russia,2013,5.537,10.182,0.881,62.260,0.661,-0.289,0.934,0.680,0.180 +Russia,2014,6.037,10.171,0.932,62.680,0.744,-0.265,0.869,0.688,0.151 +Russia,2015,5.996,10.149,0.924,63.100,0.685,-0.171,0.913,0.679,0.130 +Russia,2016,5.855,10.149,0.911,63.500,0.714,-0.181,0.925,0.636,0.142 +Russia,2017,5.579,10.166,0.896,63.900,0.731,-0.145,0.862,0.710,0.195 +Russia,2018,5.514,10.191,0.909,64.300,0.729,-0.147,0.865,0.673,0.199 +Russia,2019,5.441,10.205,0.910,64.700,0.715,-0.116,0.848,0.691,0.200 +Russia,2020,5.495,10.162,0.887,65.100,0.714,-0.071,0.823,0.645,0.190 +Rwanda,2006,4.215,7.111,0.718,49.880,0.915,,0.299,0.735,0.189 +Rwanda,2008,4.363,7.239,0.486,53.040,0.752,0.017,0.286,0.643,0.221 +Rwanda,2009,4.030,7.273,0.559,54.620,0.766,-0.001,0.410,0.678,0.112 +Rwanda,2011,4.097,7.369,0.570,56.820,0.829,-0.039,0.161,0.665,0.154 +Rwanda,2012,3.333,7.428,0.637,57.440,0.835,-0.012,0.081,0.703,0.132 +Rwanda,2013,3.466,7.449,0.750,58.060,0.904,-0.028,0.117,0.760,0.167 +Rwanda,2014,3.596,7.484,0.748,58.680,0.894,-0.023,0.078,0.763,0.134 +Rwanda,2015,3.483,7.544,0.678,59.300,0.908,0.025,0.095,0.721,0.206 +Rwanda,2016,3.333,7.576,0.665,59.900,0.911,0.025,0.159,0.752,0.285 +Rwanda,2017,3.108,7.588,0.517,60.500,0.908,0.051,0.214,0.762,0.358 +Rwanda,2018,3.561,7.644,0.616,61.100,0.924,0.057,0.164,0.793,0.308 +Rwanda,2019,3.268,7.708,0.489,61.700,0.869,0.064,0.168,0.736,0.418 +Saudi Arabia,2005,7.080,10.699,0.868,63.500,,,0.505,0.730,0.243 +Saudi Arabia,2007,7.267,10.689,0.892,63.860,0.622,0.005,,0.772,0.232 +Saudi Arabia,2008,6.811,10.722,0.823,64.040,0.532,-0.022,0.508,0.710,0.202 +Saudi Arabia,2009,6.148,10.673,0.921,64.220,0.639,-0.110,0.445,0.742,0.319 +Saudi Arabia,2010,6.307,10.693,0.880,64.400,0.678,-0.033,,0.645,0.297 +Saudi Arabia,2011,6.700,10.758,0.830,64.600,0.603,-0.142,,0.726,0.240 +Saudi Arabia,2012,6.396,10.779,0.867,64.800,0.560,-0.120,,0.715,0.225 +Saudi Arabia,2013,6.495,10.776,0.827,65.000,0.661,-0.081,,0.744,0.276 +Saudi Arabia,2014,6.278,10.783,0.818,65.200,0.762,-0.073,,0.705,0.313 +Saudi Arabia,2015,6.345,10.798,0.820,65.400,0.820,-0.045,,0.724,0.327 +Saudi Arabia,2016,6.474,10.792,0.890,65.700,0.774,-0.132,,0.793,0.266 +Saudi Arabia,2017,6.294,10.764,0.840,66.000,0.814,-0.131,,0.775,0.306 +Saudi Arabia,2018,6.356,10.771,0.868,66.300,0.855,-0.192,,0.764,0.288 +Saudi Arabia,2019,6.561,10.757,0.912,66.600,0.891,-0.147,,0.732,0.238 +Saudi Arabia,2020,6.560,10.701,0.890,66.900,0.884,-0.111,,0.754,0.251 +Senegal,2006,4.417,7.881,0.760,53.380,0.736,-0.051,0.805,0.740,0.225 +Senegal,2007,4.680,7.903,0.718,54.060,0.698,-0.002,0.827,0.714,0.199 +Senegal,2008,4.683,7.916,0.756,54.740,0.612,-0.030,0.879,0.673,0.252 +Senegal,2009,4.335,7.909,0.810,55.420,0.557,-0.036,0.918,0.757,0.228 +Senegal,2010,4.372,7.917,0.760,56.100,0.777,-0.077,0.851,0.769,0.143 +Senegal,2011,3.834,7.904,0.602,56.560,0.641,-0.160,0.870,0.752,0.180 +Senegal,2012,3.669,7.926,0.711,57.020,0.668,-0.036,0.852,0.771,0.214 +Senegal,2013,3.647,7.926,0.823,57.480,0.636,-0.052,0.837,0.680,0.165 +Senegal,2014,4.395,7.961,0.856,57.940,0.692,-0.045,0.700,0.725,0.157 +Senegal,2015,4.617,7.995,0.702,58.400,0.720,-0.111,0.765,0.711,0.208 +Senegal,2016,4.595,8.029,0.839,58.800,0.744,-0.086,0.794,0.784,0.245 +Senegal,2017,4.683,8.072,0.744,59.200,0.687,-0.044,0.825,0.746,0.291 +Senegal,2018,4.769,8.106,0.739,59.600,0.629,-0.074,0.805,0.714,0.247 +Senegal,2019,5.489,8.130,0.688,60.000,0.759,-0.019,0.796,0.789,0.332 +Serbia,2007,4.750,9.532,0.844,65.600,0.453,-0.165,0.905,0.576,0.334 +Serbia,2009,4.380,9.568,0.770,66.000,0.373,-0.178,0.961,0.544,0.435 +Serbia,2010,4.461,9.579,0.726,66.200,0.463,-0.170,0.965,0.532,0.415 +Serbia,2011,4.815,9.607,0.773,66.360,0.440,-0.185,0.977,0.545,0.410 +Serbia,2012,5.155,9.605,0.819,66.520,0.461,-0.130,0.952,0.514,0.371 +Serbia,2013,5.102,9.638,0.828,66.680,0.533,-0.100,0.908,0.529,0.403 +Serbia,2014,5.113,9.627,0.783,66.840,0.532,0.072,0.912,0.498,0.326 +Serbia,2015,5.318,9.649,0.816,67.000,0.546,-0.062,0.859,0.496,0.303 +Serbia,2016,5.753,9.688,0.895,67.400,0.614,-0.068,0.890,0.535,0.298 +Serbia,2017,5.122,9.713,0.884,67.800,0.685,-0.077,0.851,0.510,0.326 +Serbia,2018,5.936,9.762,0.853,68.200,0.740,-0.100,0.864,0.559,0.296 +Serbia,2019,6.241,9.808,0.903,68.600,0.753,-0.040,0.813,0.509,0.242 +Serbia,2020,6.042,9.788,0.852,69.000,0.843,0.149,0.824,0.603,0.358 +Sierra Leone,2006,3.628,7.136,0.561,40.300,0.679,0.101,0.836,0.505,0.381 +Sierra Leone,2007,3.585,7.187,0.686,41.200,0.720,0.248,0.830,0.582,0.290 +Sierra Leone,2008,2.997,7.215,0.591,42.100,0.716,0.148,0.925,0.534,0.370 +Sierra Leone,2010,4.134,7.254,0.812,43.900,0.726,0.012,0.910,0.514,0.290 +Sierra Leone,2011,4.502,7.292,0.782,44.320,0.770,0.005,0.855,0.446,0.300 +Sierra Leone,2013,4.514,7.577,0.708,45.160,0.720,-0.071,0.856,0.521,0.423 +Sierra Leone,2014,4.500,7.600,0.869,45.580,0.681,0.034,0.786,0.570,0.334 +Sierra Leone,2015,4.909,7.347,0.611,46.000,0.624,0.050,0.825,0.625,0.414 +Sierra Leone,2016,4.733,7.384,0.657,47.600,0.681,0.106,0.863,0.584,0.456 +Sierra Leone,2017,4.090,7.404,0.652,49.200,0.711,0.079,0.848,0.600,0.495 +Sierra Leone,2018,4.306,7.417,0.650,50.800,0.716,0.095,0.856,0.552,0.466 +Sierra Leone,2019,3.447,7.449,0.611,52.400,0.718,0.074,0.874,0.513,0.438 +Singapore,2006,6.463,11.168,0.904,73.600,0.757,0.138,,0.751,0.267 +Singapore,2007,6.834,11.212,0.921,73.900,0.867,0.293,0.064,0.700,0.114 +Singapore,2008,6.642,11.178,0.845,74.200,0.661,0.046,0.066,0.721,0.256 +Singapore,2009,6.145,11.149,0.866,74.500,0.776,-0.075,0.035,0.500,0.208 +Singapore,2010,6.531,11.267,0.864,74.800,0.846,-0.018,0.060,0.602,0.131 +Singapore,2011,6.561,11.307,0.904,75.020,0.822,-0.149,0.099,0.483,0.144 +Singapore,2013,6.533,11.357,0.808,75.460,0.827,0.115,0.242,0.770,0.148 +Singapore,2014,7.062,11.383,0.822,75.680,0.835,0.154,0.133,0.841,0.180 +Singapore,2015,6.620,11.400,0.866,75.900,0.887,0.150,0.099,0.803,0.142 +Singapore,2016,6.033,11.419,0.925,76.200,0.904,0.143,0.047,0.824,0.111 +Singapore,2017,6.378,11.461,0.897,76.500,0.926,0.136,0.162,0.800,0.179 +Singapore,2018,6.375,11.490,0.903,76.800,0.916,-0.066,0.097,0.787,0.107 +Singapore,2019,6.378,11.486,0.925,77.100,0.938,0.027,0.070,0.723,0.138 +Slovakia,2006,5.265,10.015,0.954,66.000,0.542,-0.050,0.946,0.678,0.308 +Slovakia,2010,6.052,10.169,0.920,66.800,0.636,-0.101,0.907,0.666,0.277 +Slovakia,2011,5.945,10.196,0.917,67.040,0.727,0.010,0.907,0.637,0.287 +Slovakia,2012,5.911,10.213,0.926,67.280,0.620,-0.028,0.907,0.656,0.302 +Slovakia,2013,5.937,10.218,0.909,67.520,0.598,-0.051,0.915,0.698,0.277 +Slovakia,2014,6.139,10.244,0.924,67.760,0.635,-0.126,0.914,0.703,0.267 +Slovakia,2015,6.162,10.291,0.943,68.000,0.587,-0.128,0.928,0.714,0.269 +Slovakia,2016,5.993,10.310,0.945,68.300,0.700,-0.061,0.917,0.774,0.232 +Slovakia,2017,6.366,10.339,0.913,68.600,0.714,-0.055,0.920,0.788,0.213 +Slovakia,2018,6.235,10.376,0.922,68.900,0.758,-0.167,0.910,0.754,0.253 +Slovakia,2019,6.243,10.398,0.933,69.200,0.771,-0.129,0.926,0.750,0.252 +Slovakia,2020,6.519,10.332,0.954,69.500,0.762,-0.075,0.901,0.764,0.274 +Slovenia,2006,5.811,10.403,0.936,68.000,0.936,0.043,0.708,0.652,0.307 +Slovenia,2009,5.830,10.410,0.919,68.900,0.896,-0.019,0.804,0.641,0.303 +Slovenia,2010,6.083,10.419,0.917,69.200,0.896,0.029,0.845,0.671,0.295 +Slovenia,2011,6.036,10.426,0.931,69.400,0.907,-0.025,0.893,0.652,0.285 +Slovenia,2012,6.063,10.397,0.925,69.600,0.904,-0.020,0.891,0.656,0.284 +Slovenia,2013,5.975,10.385,0.932,69.800,0.890,0.036,0.918,0.635,0.274 +Slovenia,2014,5.678,10.412,0.908,70.000,0.888,0.052,0.909,0.620,0.291 +Slovenia,2015,5.741,10.433,0.901,70.200,0.896,0.008,0.892,0.659,0.261 +Slovenia,2016,5.937,10.463,0.934,70.500,0.904,-0.055,0.838,0.626,0.272 +Slovenia,2017,6.167,10.509,0.928,70.800,0.921,-0.025,0.829,0.615,0.286 +Slovenia,2018,6.249,10.546,0.941,71.100,0.942,-0.119,0.839,0.644,0.275 +Slovenia,2019,6.665,10.563,0.949,71.400,0.945,-0.102,0.785,0.679,0.228 +Slovenia,2020,6.462,10.478,0.953,71.700,0.958,-0.081,0.797,0.610,0.314 +Somalia,2014,5.528,,0.611,49.600,0.874,,0.456,0.834,0.207 +Somalia,2015,5.354,,0.599,50.100,0.968,,0.410,0.901,0.187 +Somalia,2016,4.668,,0.594,50.000,0.917,,0.441,0.891,0.193 +Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.819,0.112 +Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.769,0.083 +Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.749,0.122 +Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.735,0.152 +South Africa,2006,5.084,9.386,0.913,48.020,0.649,-0.084,,0.802,0.223 +South Africa,2007,5.204,9.426,0.788,48.640,0.690,-0.158,0.859,0.735,0.210 +South Africa,2008,5.346,9.444,0.810,49.260,0.749,-0.095,0.866,0.773,0.206 +South Africa,2009,5.218,9.414,0.877,49.880,0.739,-0.154,0.904,0.727,0.231 +South Africa,2010,4.652,9.430,0.917,50.500,0.739,-0.202,0.791,0.794,0.124 +South Africa,2011,4.931,9.447,0.858,51.460,0.835,-0.154,0.819,0.763,0.230 +South Africa,2012,5.134,9.453,0.907,52.420,0.590,-0.163,0.838,0.761,0.178 +South Africa,2013,3.661,9.461,0.839,53.380,0.714,-0.077,0.800,0.773,0.167 +South Africa,2014,4.828,9.464,0.881,54.340,0.794,-0.117,0.820,0.798,0.243 +South Africa,2015,4.887,9.460,0.898,55.300,0.862,-0.127,0.853,0.781,0.161 +South Africa,2016,4.770,9.450,0.875,55.700,0.774,-0.070,0.813,0.786,0.301 +South Africa,2017,4.514,9.450,0.870,56.100,0.787,-0.129,0.865,0.785,0.268 +South Africa,2018,4.884,9.444,0.841,56.500,0.753,-0.050,0.841,0.812,0.283 +South Africa,2019,5.035,9.432,0.848,56.900,0.738,-0.134,0.820,0.801,0.268 +South Africa,2020,4.947,9.332,0.891,57.300,0.757,-0.015,0.912,0.820,0.294 +South Korea,2006,5.332,10.310,0.775,70.200,0.715,-0.052,0.799,0.651,0.338 +South Korea,2007,5.767,10.361,0.827,70.500,0.656,-0.059,0.803,0.690,0.226 +South Korea,2008,5.390,10.383,0.754,70.800,0.524,-0.102,0.771,0.643,0.239 +South Korea,2009,5.648,10.386,0.811,71.100,0.600,-0.096,0.787,0.697,0.209 +South Korea,2010,6.116,10.447,0.816,71.400,0.677,-0.033,0.752,0.662,0.130 +South Korea,2011,6.947,10.475,0.809,71.660,0.682,-0.048,0.827,0.656,0.168 +South Korea,2012,6.003,10.494,0.775,71.920,0.618,,0.844,0.664,0.206 +South Korea,2013,5.959,10.520,0.797,72.180,0.642,-0.050,0.832,0.676,0.189 +South Korea,2014,5.801,10.546,0.738,72.440,0.623,-0.043,0.834,0.653,0.283 +South Korea,2015,5.780,10.568,0.768,72.700,0.616,-0.036,0.841,0.650,0.244 +South Korea,2016,5.971,10.593,0.811,73.000,0.591,0.026,0.862,0.676,0.233 +South Korea,2017,5.874,10.621,0.807,73.300,0.538,0.014,0.851,0.623,0.235 +South Korea,2018,5.840,10.643,0.798,73.600,0.600,-0.089,0.797,0.661,0.217 +South Korea,2019,5.903,10.661,0.783,73.900,0.706,-0.055,0.718,0.684,0.236 +South Korea,2020,5.793,10.648,0.808,74.200,0.711,-0.106,0.665,0.640,0.247 +South Sudan,2014,3.832,,0.545,49.840,0.567,,0.742,0.614,0.428 +South Sudan,2015,4.071,,0.585,50.200,0.512,,0.710,0.586,0.450 +South Sudan,2016,2.888,,0.532,50.600,0.440,,0.785,0.615,0.549 +South Sudan,2017,2.817,,0.557,51.000,0.456,,0.761,0.586,0.517 +Spain,2005,7.153,10.546,0.961,71.500,0.916,,0.777,0.776,0.241 +Spain,2007,6.995,10.587,0.957,72.060,0.782,-0.093,0.784,0.763,0.264 +Spain,2008,7.294,10.579,0.948,72.340,0.834,-0.150,0.683,0.772,0.260 +Spain,2009,6.199,10.532,0.929,72.620,0.749,-0.127,0.798,0.752,0.336 +Spain,2010,6.188,10.529,0.950,72.900,0.796,-0.138,0.840,0.724,0.322 +Spain,2011,6.518,10.518,0.944,73.020,0.819,-0.122,0.846,0.737,0.356 +Spain,2012,6.291,10.487,0.937,73.140,0.755,-0.059,0.844,0.749,0.366 +Spain,2013,6.150,10.476,0.929,73.260,0.759,-0.101,0.916,0.696,0.372 +Spain,2014,6.456,10.492,0.948,73.380,0.738,-0.028,0.854,0.716,0.335 +Spain,2015,6.381,10.531,0.956,73.500,0.732,-0.072,0.822,0.732,0.285 +Spain,2016,6.319,10.560,0.942,73.800,0.768,-0.048,0.819,0.653,0.301 +Spain,2017,6.230,10.586,0.903,74.100,0.756,-0.032,0.791,0.625,0.302 +Spain,2018,6.513,10.605,0.910,74.400,0.722,-0.075,0.777,0.659,0.357 +Spain,2019,6.457,10.618,0.949,74.700,0.778,-0.049,0.730,0.663,0.316 +Spain,2020,6.502,10.488,0.935,75.000,0.783,-0.121,0.730,0.686,0.317 +Sri Lanka,2006,4.345,8.912,0.864,65.780,0.724,0.062,0.838,0.757,0.216 +Sri Lanka,2007,4.415,8.970,0.838,65.860,0.736,0.110,0.847,0.709,0.220 +Sri Lanka,2008,4.431,9.021,0.816,65.940,0.834,0.163,0.861,0.790,0.153 +Sri Lanka,2009,4.212,9.049,0.830,66.020,0.799,0.306,0.690,0.770,0.172 +Sri Lanka,2010,3.977,9.119,0.814,66.100,0.738,0.259,0.769,0.823,0.163 +Sri Lanka,2011,4.181,9.193,0.842,66.200,0.823,0.145,0.760,0.825,0.175 +Sri Lanka,2012,4.225,9.279,0.824,66.300,0.800,0.161,0.823,0.864,0.197 +Sri Lanka,2013,4.365,9.305,0.809,66.400,0.834,0.268,0.842,0.860,0.208 +Sri Lanka,2014,4.268,9.344,0.805,66.500,0.868,0.299,0.791,0.843,0.187 +Sri Lanka,2015,4.612,9.383,0.863,66.600,0.902,0.319,0.859,0.848,0.235 +Sri Lanka,2017,4.331,9.440,0.823,67.000,0.827,0.094,0.844,0.795,0.270 +Sri Lanka,2018,4.435,9.462,0.833,67.200,0.859,0.106,0.856,0.831,0.302 +Sri Lanka,2019,4.213,9.479,0.815,67.400,0.824,0.051,0.863,0.816,0.315 +Sudan,2009,4.455,8.106,0.911,53.700,0.710,0.077,0.701,0.734,0.245 +Sudan,2010,4.435,8.076,0.855,54.000,0.648,-0.040,0.737,0.669,0.221 +Sudan,2011,4.314,8.204,0.818,54.280,0.583,-0.024,0.663,0.586,0.249 +Sudan,2012,4.550,8.296,0.813,54.560,0.412,-0.056,0.734,0.576,0.242 +Sudan,2014,4.139,8.317,0.811,55.120,0.390,-0.063,0.794,0.541,0.303 +Suriname,2012,6.269,9.797,0.797,62.240,0.885,-0.077,0.751,0.764,0.250 +Swaziland,2011,4.867,8.940,0.837,40.808,0.607,-0.067,0.917,0.821,0.251 +Swaziland,2018,4.212,9.060,0.779,50.353,0.710,-0.178,0.692,0.824,0.252 +Swaziland,2019,4.396,9.070,0.759,51.270,0.597,-0.191,0.724,0.778,0.280 +Sweden,2005,7.376,10.739,0.951,71.200,0.964,,,0.840,0.151 +Sweden,2007,7.241,10.806,0.917,71.480,0.910,0.146,0.289,0.796,0.177 +Sweden,2008,7.516,10.793,0.923,71.620,0.912,0.125,0.314,0.804,0.134 +Sweden,2009,7.266,10.740,0.903,71.760,0.864,0.221,0.292,0.820,0.151 +Sweden,2010,7.496,10.790,0.970,71.900,0.905,0.141,0.253,0.833,0.200 +Sweden,2011,7.382,10.814,0.921,71.980,0.941,0.161,0.269,0.815,0.179 +Sweden,2012,7.560,10.800,0.929,72.060,0.944,0.132,0.254,0.855,0.170 +Sweden,2013,7.434,10.804,0.916,72.140,0.936,0.159,0.324,0.829,0.184 +Sweden,2014,7.239,10.820,0.933,72.220,0.945,0.202,0.250,0.836,0.208 +Sweden,2015,7.289,10.853,0.929,72.300,0.935,0.211,0.232,0.818,0.191 +Sweden,2016,7.369,10.861,0.912,72.400,0.918,0.146,0.246,0.816,0.201 +Sweden,2017,7.287,10.873,0.914,72.500,0.935,0.170,0.239,0.814,0.175 +Sweden,2018,7.375,10.881,0.931,72.600,0.942,0.077,0.263,0.823,0.161 +Sweden,2019,7.398,10.882,0.934,72.700,0.942,0.091,0.250,0.826,0.202 +Sweden,2020,7.314,10.838,0.936,72.800,0.951,0.091,0.203,0.766,0.222 +Switzerland,2006,7.473,11.050,0.951,71.540,0.919,0.290,0.408,0.821,0.212 +Switzerland,2009,7.525,11.055,0.938,72.260,0.891,0.125,0.342,0.814,0.202 +Switzerland,2012,7.776,11.079,0.947,72.780,0.945,0.139,0.323,0.859,0.176 +Switzerland,2014,7.493,11.098,0.959,73.060,0.949,0.060,0.283,0.823,0.189 +Switzerland,2015,7.572,11.100,0.938,73.200,0.928,0.109,0.210,0.809,0.166 +Switzerland,2016,7.459,11.106,0.928,73.500,0.934,0.088,0.302,0.779,0.206 +Switzerland,2017,7.474,11.115,0.950,73.800,0.925,0.180,0.316,0.774,0.196 +Switzerland,2018,7.509,11.134,0.930,74.100,0.926,0.101,0.301,0.792,0.192 +Switzerland,2019,7.694,11.136,0.949,74.400,0.913,0.036,0.294,0.798,0.171 +Switzerland,2020,7.508,11.081,0.946,74.700,0.917,-0.064,0.280,0.769,0.193 +Syria,2008,5.323,8.652,0.712,63.900,0.661,0.122,0.680,0.609,0.338 +Syria,2009,4.979,8.654,0.842,64.000,0.748,0.082,0.688,0.574,0.292 +Syria,2010,4.465,8.729,0.934,64.100,0.647,0.008,0.743,0.558,0.225 +Syria,2011,4.038,8.727,0.576,62.320,0.530,0.131,0.741,0.599,0.496 +Syria,2012,3.164,8.563,0.588,60.540,0.467,0.316,0.673,0.464,0.705 +Syria,2013,2.688,8.396,0.585,58.760,0.455,0.225,0.663,0.387,0.622 +Syria,2015,3.462,8.442,0.464,55.200,0.448,0.045,0.685,0.369,0.643 +Taiwan Province of China,2006,6.189,10.613,0.882,68.680,0.630,-0.030,0.846,0.814,0.094 +Taiwan Province of China,2008,5.548,10.606,0.830,69.140,0.642,-0.017,0.785,0.794,0.169 +Taiwan Province of China,2010,6.229,10.691,0.831,69.600,0.677,0.005,0.821,0.845,0.136 +Taiwan Province of China,2011,6.309,10.705,0.863,,0.761,0.035,0.755,0.827,0.112 +Taiwan Province of China,2012,6.126,10.716,0.825,,0.698,0.022,0.803,0.821,0.140 +Taiwan Province of China,2013,6.340,10.750,0.817,,0.690,0.002,0.841,0.846,0.124 +Taiwan Province of China,2014,6.363,10.798,0.870,,0.693,0.092,0.866,0.849,0.108 +Taiwan Province of China,2015,6.450,10.842,0.885,,0.701,0.019,0.857,0.832,0.129 +Taiwan Province of China,2016,6.513,10.855,0.895,,0.719,-0.049,0.811,0.833,0.108 +Taiwan Province of China,2017,6.359,10.871,0.891,,0.760,-0.070,0.743,0.837,0.114 +Taiwan Province of China,2018,6.467,,0.896,,0.741,,0.736,0.848,0.093 +Taiwan Province of China,2019,6.537,,0.893,,0.814,,0.718,0.860,0.093 +Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.845,0.083 +Tajikistan,2006,4.613,7.554,0.724,60.640,0.702,-0.088,0.768,0.566,0.195 +Tajikistan,2007,4.432,7.609,0.727,61.080,0.818,0.000,0.659,0.694,0.133 +Tajikistan,2008,5.064,7.665,0.701,61.520,0.816,0.018,0.723,0.606,0.160 +Tajikistan,2009,4.575,7.682,0.676,61.960,0.744,0.001,0.792,0.605,0.203 +Tajikistan,2010,4.381,7.723,0.759,62.400,0.784,0.062,0.679,0.643,0.192 +Tajikistan,2011,4.263,7.772,0.751,62.560,0.776,-0.119,0.672,0.698,0.166 +Tajikistan,2012,4.497,7.821,0.729,62.720,0.749,-0.073,0.717,0.714,0.198 +Tajikistan,2013,4.967,7.870,0.701,62.880,0.693,0.063,0.764,0.677,0.170 +Tajikistan,2014,4.896,7.911,0.810,63.040,0.853,0.002,0.698,0.656,0.196 +Tajikistan,2015,5.124,7.945,0.844,63.200,0.847,0.022,0.742,0.689,0.196 +Tajikistan,2016,5.104,7.987,0.857,63.500,0.703,0.010,0.632,0.644,0.220 +Tajikistan,2017,5.829,8.036,0.663,63.800,0.832,0.124,0.718,0.603,0.278 +Tajikistan,2018,5.497,8.082,0.875,64.100,,-0.065,0.578,0.695,0.220 +Tajikistan,2019,5.464,8.126,0.880,64.400,,-0.045,0.490,0.729,0.178 +Tajikistan,2020,5.373,8.080,0.790,64.700,,-0.040,0.550,0.749,0.344 +Tanzania,2006,3.922,7.485,0.783,48.700,0.787,-0.027,0.649,0.748,0.209 +Tanzania,2007,4.318,7.522,0.708,49.600,0.716,-0.013,0.707,0.755,0.220 +Tanzania,2008,4.385,7.549,0.774,50.500,0.562,0.256,0.930,0.744,0.178 +Tanzania,2009,3.408,7.572,0.837,51.400,0.607,0.308,0.903,0.778,0.161 +Tanzania,2010,3.229,7.604,0.813,52.300,0.597,0.139,0.866,0.717,0.146 +Tanzania,2011,4.074,7.649,0.883,53.040,0.736,-0.046,0.816,0.765,0.145 +Tanzania,2012,4.007,7.663,0.832,53.780,0.577,0.213,0.887,0.679,0.195 +Tanzania,2013,3.852,7.699,0.803,54.520,0.654,0.054,0.859,0.738,0.191 +Tanzania,2014,3.483,7.734,0.789,55.260,0.654,0.110,0.878,0.731,0.241 +Tanzania,2015,3.661,7.764,0.790,56.000,0.759,0.149,0.906,0.619,0.192 +Tanzania,2016,2.903,7.800,0.638,56.500,0.775,0.179,0.739,0.694,0.246 +Tanzania,2017,3.347,7.836,0.705,57.000,0.800,0.116,0.654,0.715,0.255 +Tanzania,2018,3.445,7.859,0.675,57.500,0.807,0.153,0.612,0.762,0.221 +Tanzania,2019,3.640,7.886,0.687,58.000,0.850,0.100,0.589,0.726,0.243 +Tanzania,2020,3.786,7.881,0.740,58.500,0.830,0.295,0.521,0.686,0.271 +Thailand,2006,5.885,9.461,0.894,64.140,0.863,0.331,0.935,0.814,0.164 +Thailand,2007,5.784,9.508,0.889,64.480,0.870,0.391,0.898,0.832,0.180 +Thailand,2008,5.636,9.520,0.832,64.820,0.868,0.425,0.933,0.819,0.145 +Thailand,2009,5.476,9.508,0.893,65.160,0.868,0.525,0.904,0.898,0.166 +Thailand,2010,6.217,9.576,0.898,65.500,0.860,0.536,0.917,0.901,0.182 +Thailand,2011,6.664,9.579,0.884,65.720,0.927,0.400,0.923,0.934,0.117 +Thailand,2012,6.300,9.645,0.906,65.940,0.847,0.380,0.909,0.855,0.138 +Thailand,2013,6.231,9.667,0.926,66.160,0.781,0.456,0.925,0.846,0.141 +Thailand,2014,6.985,9.672,0.933,66.380,0.900,0.553,0.920,0.811,0.169 +Thailand,2015,6.202,9.699,0.866,66.600,0.885,0.316,0.914,0.910,0.174 +Thailand,2016,6.074,9.729,0.908,66.800,0.924,0.356,0.878,0.835,0.218 +Thailand,2017,5.939,9.765,0.877,67.000,0.923,0.212,0.884,0.816,0.232 +Thailand,2018,6.012,9.803,0.873,67.200,0.905,0.259,0.907,0.843,0.198 +Thailand,2019,6.022,9.824,0.903,67.400,0.898,0.309,0.877,0.843,0.208 +Thailand,2020,5.885,9.769,0.867,67.600,0.840,0.273,0.918,0.783,0.326 +Togo,2006,3.202,7.078,0.435,49.260,0.628,-0.007,0.850,0.615,0.348 +Togo,2008,2.808,7.052,0.291,50.180,0.287,-0.055,0.932,0.362,0.379 +Togo,2011,2.936,7.146,0.303,51.580,0.584,-0.070,0.832,0.480,0.395 +Togo,2014,2.839,7.247,0.444,53.020,0.663,-0.085,0.795,0.583,0.443 +Togo,2015,3.768,7.277,0.479,53.500,0.772,-0.069,0.733,0.599,0.416 +Togo,2016,3.879,7.306,0.509,53.900,0.730,-0.007,0.815,0.604,0.483 +Togo,2017,4.361,7.324,0.508,54.300,0.717,-0.042,0.726,0.614,0.426 +Togo,2018,4.023,7.348,0.596,54.700,0.612,-0.007,0.809,0.608,0.446 +Togo,2019,4.179,7.375,0.539,55.100,0.617,0.065,0.737,0.590,0.444 +Trinidad and Tobago,2006,5.832,10.224,0.887,61.760,0.840,0.141,0.917,0.798,0.229 +Trinidad and Tobago,2008,6.696,10.295,0.858,62.080,0.838,0.087,0.959,0.817,0.184 +Trinidad and Tobago,2011,6.519,10.263,0.863,62.540,0.775,0.078,0.900,0.906,0.134 +Trinidad and Tobago,2013,6.168,10.285,0.883,62.820,0.847,0.128,0.948,0.833,0.286 +Trinidad and Tobago,2017,6.192,10.183,0.916,63.500,0.859,0.015,0.911,0.846,0.248 +Tunisia,2009,5.025,9.197,,64.960,0.781,-0.119,0.722,, +Tunisia,2010,5.131,9.222,0.863,65.100,0.624,-0.135,0.732,0.725,0.249 +Tunisia,2011,4.876,9.192,0.715,65.280,0.603,-0.199,0.913,0.588,0.248 +Tunisia,2012,4.464,9.222,0.614,65.460,0.568,-0.176,0.899,0.521,0.327 +Tunisia,2013,5.246,9.240,0.648,65.640,0.536,-0.207,0.886,0.517,0.239 +Tunisia,2014,4.764,9.260,0.680,65.820,0.589,-0.232,0.783,0.503,0.321 +Tunisia,2015,5.132,9.261,0.609,66.000,0.711,-0.226,0.815,0.573,0.320 +Tunisia,2016,4.521,9.262,0.702,66.300,0.614,-0.165,0.811,0.612,0.378 +Tunisia,2017,4.124,9.269,0.717,66.600,0.478,-0.219,0.869,0.421,0.377 +Tunisia,2018,4.741,9.284,0.733,66.900,0.650,-0.191,0.840,0.592,0.365 +Tunisia,2019,4.315,9.283,0.610,67.200,0.659,-0.209,0.889,0.539,0.433 +Tunisia,2020,4.731,9.231,0.719,67.500,0.668,-0.202,0.877,0.585,0.439 +Turkey,2005,4.719,9.809,0.820,62.600,0.623,,0.877,0.557, +Turkey,2007,5.623,9.903,0.792,63.320,0.459,-0.178,0.800,0.651,0.395 +Turkey,2008,5.118,9.899,0.645,63.680,0.415,-0.189,0.785,0.614,0.345 +Turkey,2009,5.213,9.838,0.755,64.040,0.456,-0.227,0.853,0.598,0.316 +Turkey,2010,5.490,9.906,0.795,64.400,0.515,-0.187,0.811,0.652,0.327 +Turkey,2011,5.272,9.996,0.692,64.640,0.446,-0.242,0.649,0.621,0.380 +Turkey,2012,5.309,10.026,0.739,64.880,0.471,-0.216,0.702,0.645,0.335 +Turkey,2013,4.888,10.091,0.795,65.120,0.541,-0.229,0.698,0.635,0.392 +Turkey,2014,5.580,10.124,0.863,65.360,0.649,-0.024,0.764,0.483,0.377 +Turkey,2015,5.514,10.166,0.851,65.600,0.653,-0.016,0.806,0.460,0.382 +Turkey,2016,5.326,10.181,0.880,66.000,0.644,-0.065,0.764,0.465,0.390 +Turkey,2017,5.607,10.238,0.876,66.400,0.644,-0.237,0.671,0.450,0.313 +Turkey,2018,5.186,10.251,0.847,66.800,0.529,-0.176,0.805,0.435,0.351 +Turkey,2019,4.872,10.246,0.792,67.200,0.631,-0.136,0.760,0.422,0.368 +Turkey,2020,4.862,10.219,0.857,67.600,0.510,-0.111,0.774,0.384,0.440 +Turkmenistan,2009,6.568,8.989,0.924,59.440,,-0.102,,0.781,0.152 +Turkmenistan,2011,5.792,9.182,0.964,60.040,,0.018,,0.639,0.122 +Turkmenistan,2012,5.464,9.269,0.946,60.280,0.786,-0.123,,0.584,0.117 +Turkmenistan,2013,5.392,9.348,0.846,60.520,0.705,-0.071,,0.599,0.160 +Turkmenistan,2014,5.787,9.427,0.909,60.760,0.805,0.032,,0.695,0.154 +Turkmenistan,2015,5.791,9.472,0.960,61.000,0.701,0.093,,0.705,0.301 +Turkmenistan,2016,5.887,9.515,0.929,61.400,0.749,0.005,,0.636,0.255 +Turkmenistan,2017,5.229,9.561,0.908,61.800,0.720,0.066,,0.521,0.350 +Turkmenistan,2018,4.621,9.605,0.984,62.200,0.858,0.260,,0.612,0.189 +Turkmenistan,2019,5.474,9.651,0.982,62.600,0.892,0.285,,0.510,0.183 +Uganda,2006,3.734,7.370,0.760,46.480,0.747,-0.041,0.807,0.590,0.254 +Uganda,2007,4.456,7.419,0.845,47.460,0.708,-0.001,0.881,0.708,0.228 +Uganda,2008,4.569,7.471,0.813,48.440,0.578,-0.055,0.848,0.641,0.240 +Uganda,2009,4.612,7.505,0.852,49.420,0.760,-0.037,0.840,0.640,0.296 +Uganda,2010,4.193,7.528,0.830,50.400,0.801,-0.015,0.855,0.648,0.251 +Uganda,2011,4.826,7.586,0.882,51.220,0.733,0.032,0.830,0.678,0.254 +Uganda,2012,4.309,7.592,0.885,52.040,0.649,0.081,0.838,0.754,0.265 +Uganda,2013,3.710,7.595,0.878,52.860,0.763,0.053,0.820,0.676,0.346 +Uganda,2014,3.770,7.611,0.821,53.680,0.834,0.009,0.898,0.681,0.397 +Uganda,2015,4.238,7.627,0.747,54.500,0.758,0.135,0.873,0.703,0.353 +Uganda,2016,4.233,7.637,0.754,54.900,0.739,0.132,0.811,0.668,0.410 +Uganda,2017,4.001,7.638,0.740,55.300,0.772,0.060,0.816,0.703,0.400 +Uganda,2018,4.322,7.660,0.740,55.700,0.729,0.079,0.856,0.685,0.390 +Uganda,2019,4.948,7.688,0.805,56.100,0.704,0.139,0.826,0.693,0.385 +Uganda,2020,4.641,7.684,0.800,56.500,0.687,0.147,0.878,0.699,0.425 +Ukraine,2006,4.804,9.380,0.852,60.120,0.624,-0.257,0.929,0.622,0.249 +Ukraine,2007,5.252,9.459,0.820,60.640,0.494,-0.241,0.968,0.636,0.208 +Ukraine,2008,5.172,9.488,0.860,61.160,0.487,-0.265,0.929,0.573,0.186 +Ukraine,2009,5.166,9.332,0.845,61.680,0.460,-0.241,0.962,0.583,0.189 +Ukraine,2010,5.058,9.374,0.884,62.200,0.484,-0.189,0.954,0.513,0.227 +Ukraine,2011,5.083,9.431,0.859,62.500,0.579,-0.228,0.933,0.590,0.220 +Ukraine,2012,5.030,9.436,0.898,62.800,0.564,-0.223,0.896,0.570,0.193 +Ukraine,2013,4.711,9.438,0.897,63.100,0.569,-0.216,0.937,0.643,0.225 +Ukraine,2014,4.297,9.426,0.877,63.400,0.533,0.084,0.927,0.594,0.249 +Ukraine,2015,3.965,9.327,0.909,63.700,0.431,-0.033,0.952,0.574,0.241 +Ukraine,2016,4.029,9.353,0.885,64.000,0.503,0.011,0.891,0.589,0.220 +Ukraine,2017,4.311,9.382,0.858,64.300,0.599,-0.002,0.937,0.597,0.235 +Ukraine,2018,4.662,9.420,0.901,64.600,0.663,-0.074,0.943,0.609,0.222 +Ukraine,2019,4.702,9.458,0.883,64.900,0.715,-0.081,0.885,0.634,0.201 +Ukraine,2020,5.270,9.428,0.885,65.200,0.784,0.126,0.946,0.688,0.285 +United Arab Emirates,2006,6.734,11.367,0.903,65.920,0.898,-0.033,0.203,0.746,0.275 +United Arab Emirates,2009,6.866,10.975,0.885,66.280,0.849,0.019,0.339,0.770,0.287 +United Arab Emirates,2010,7.097,10.914,0.912,66.400,0.878,0.057,0.355,0.763,0.233 +United Arab Emirates,2011,7.119,10.935,0.881,66.420,0.889,0.071,,0.763,0.216 +United Arab Emirates,2012,7.218,10.958,0.856,66.440,0.920,,,0.768,0.224 +United Arab Emirates,2013,6.621,11.001,0.864,66.460,0.936,,,,0.291 +United Arab Emirates,2014,6.540,11.041,,66.480,,,,, +United Arab Emirates,2015,6.568,11.086,0.824,66.500,0.915,0.201,,0.761,0.296 +United Arab Emirates,2016,6.831,11.105,0.849,66.700,0.949,0.131,,0.775,0.245 +United Arab Emirates,2017,7.039,11.115,0.836,66.900,0.962,0.216,,0.795,0.208 +United Arab Emirates,2018,6.604,11.112,0.851,67.100,0.944,0.054,,0.787,0.302 +United Arab Emirates,2019,6.711,11.114,0.862,67.300,0.911,0.129,,0.793,0.284 +United Arab Emirates,2020,6.458,11.053,0.827,67.500,0.942,0.060,,0.752,0.298 +United Kingdom,2005,6.984,10.663,0.979,69.900,0.922,,0.398,0.864,0.262 +United Kingdom,2007,6.802,10.699,0.970,70.460,0.838,0.336,0.498,0.782,0.241 +United Kingdom,2008,6.986,10.689,0.954,70.740,0.759,0.331,0.548,0.819,0.218 +United Kingdom,2009,6.907,10.638,0.964,71.020,0.816,0.341,0.559,0.846,0.231 +United Kingdom,2010,7.029,10.649,0.955,71.300,0.841,0.403,0.587,0.863,0.176 +United Kingdom,2011,6.869,10.657,0.949,71.380,0.900,0.336,0.438,0.844,0.174 +United Kingdom,2012,6.881,10.664,0.935,71.460,0.889,0.371,0.425,0.844,0.184 +United Kingdom,2013,6.918,10.679,0.937,71.540,0.905,0.346,0.568,0.776,0.252 +United Kingdom,2014,6.758,10.697,0.910,71.620,0.857,0.355,0.484,0.794,0.251 +United Kingdom,2015,6.515,10.712,0.936,71.700,0.833,0.300,0.456,0.798,0.219 +United Kingdom,2016,6.824,10.724,0.954,71.900,0.821,0.250,0.458,0.776,0.230 +United Kingdom,2017,7.103,10.736,0.937,72.100,0.813,0.291,0.419,0.759,0.210 +United Kingdom,2018,7.233,10.743,0.928,72.300,0.838,0.226,0.404,0.783,0.228 +United Kingdom,2019,7.157,10.751,0.943,72.500,0.854,0.271,0.485,0.775,0.251 +United Kingdom,2020,6.798,10.626,0.929,72.700,0.885,0.203,0.490,0.758,0.225 +United States,2006,7.182,10.924,0.965,68.060,0.911,,0.600,0.827,0.261 +United States,2007,7.513,10.933,,68.220,0.872,0.197,0.633,0.829,0.232 +United States,2008,7.280,10.922,0.953,68.380,0.878,0.255,0.668,0.872,0.227 +United States,2009,7.158,10.888,0.912,68.540,0.831,0.201,0.665,0.843,0.262 +United States,2010,7.164,10.905,0.926,68.700,0.828,0.244,0.690,0.861,0.231 +United States,2011,7.115,10.913,0.922,68.680,0.863,0.161,0.697,0.836,0.273 +United States,2012,7.026,10.928,0.903,68.660,0.823,0.215,0.710,0.834,0.260 +United States,2013,7.249,10.939,0.925,68.640,0.792,0.274,0.747,0.814,0.260 +United States,2014,7.151,10.956,0.902,68.620,0.866,0.221,0.702,0.834,0.281 +United States,2015,6.864,10.977,0.904,68.600,0.849,0.219,0.698,0.814,0.275 +United States,2016,6.804,10.986,0.897,68.500,0.758,0.144,0.739,0.806,0.264 +United States,2017,6.992,11.001,0.921,68.400,0.868,0.197,0.681,0.827,0.268 +United States,2018,6.883,11.025,0.904,68.300,0.825,0.116,0.710,0.815,0.292 +United States,2019,6.944,11.043,0.917,68.200,0.836,0.144,0.707,0.815,0.244 +United States,2020,7.028,11.001,0.937,68.100,0.850,0.034,0.678,0.787,0.295 +Uruguay,2006,5.786,9.543,0.912,67.440,0.807,-0.113,0.477,0.784,0.306 +Uruguay,2007,5.694,9.604,0.875,67.580,0.786,-0.165,0.614,0.777,0.274 +Uruguay,2008,5.664,9.671,0.879,67.720,0.808,-0.143,0.597,0.751,0.264 +Uruguay,2009,6.296,9.710,0.924,67.860,0.825,-0.118,0.544,0.793,0.255 +Uruguay,2010,6.062,9.782,0.893,68.000,0.832,-0.158,0.471,0.807,0.231 +Uruguay,2011,6.554,9.830,0.891,68.140,0.851,-0.080,0.556,0.805,0.252 +Uruguay,2012,6.450,9.861,0.865,68.280,0.871,0.067,0.615,0.788,0.214 +Uruguay,2013,6.444,9.904,0.917,68.420,0.888,-0.043,0.586,0.826,0.253 +Uruguay,2014,6.561,9.932,0.902,68.560,0.904,-0.073,0.533,0.869,0.251 +Uruguay,2015,6.628,9.932,0.891,68.700,0.917,-0.032,0.673,0.893,0.300 +Uruguay,2016,6.171,9.946,0.900,68.800,0.886,-0.072,0.676,0.842,0.283 +Uruguay,2017,6.336,9.968,0.914,68.900,0.898,-0.091,0.627,0.836,0.280 +Uruguay,2018,6.372,9.980,0.917,69.000,0.876,-0.097,0.683,0.877,0.275 +Uruguay,2019,6.600,9.979,0.933,69.100,0.903,-0.095,0.599,0.889,0.222 +Uruguay,2020,6.310,9.937,0.921,69.200,0.908,-0.084,0.491,0.807,0.265 +Uzbekistan,2006,5.232,8.193,0.903,61.440,0.784,-0.115,0.609,0.728,0.195 +Uzbekistan,2008,5.311,8.339,0.894,62.320,0.831,-0.023,,0.714,0.187 +Uzbekistan,2009,5.261,8.400,0.905,62.760,,0.013,0.610,0.736,0.159 +Uzbekistan,2010,5.095,8.445,0.903,63.200,,-0.030,0.519,0.776,0.152 +Uzbekistan,2011,5.739,8.493,0.924,63.400,0.934,0.042,0.522,0.787,0.123 +Uzbekistan,2012,6.019,8.550,0.933,63.600,0.914,-0.037,0.463,0.786,0.118 +Uzbekistan,2013,5.940,8.607,0.963,63.800,0.950,-0.034,0.434,0.749,0.130 +Uzbekistan,2014,6.049,8.659,0.952,64.000,0.954,0.061,0.536,0.805,0.106 +Uzbekistan,2015,5.972,8.714,0.968,64.200,0.980,0.375,0.471,0.840,0.103 +Uzbekistan,2016,5.893,8.756,0.945,64.500,0.984,0.208,,0.842,0.147 +Uzbekistan,2017,6.421,8.782,0.942,64.800,0.985,0.123,0.465,0.839,0.203 +Uzbekistan,2018,6.205,8.818,0.921,65.100,0.970,0.318,0.520,0.825,0.209 +Uzbekistan,2019,6.154,8.853,0.915,65.400,0.970,0.304,0.511,0.845,0.220 +Venezuela,2005,7.170,9.313,0.955,65.400,0.838,,0.720,0.819,0.233 +Venezuela,2006,6.525,9.460,0.946,65.460,0.798,-0.031,0.646,0.859,0.178 +Venezuela,2008,6.258,9.701,0.922,65.580,0.678,-0.225,0.776,0.802,0.224 +Venezuela,2009,7.189,9.542,0.945,65.640,0.677,-0.116,0.828,0.825,0.180 +Venezuela,2010,7.478,9.717,0.932,65.700,0.768,-0.155,0.754,0.862,0.130 +Venezuela,2011,6.580,9.822,0.931,65.740,0.766,-0.226,0.772,0.828,0.199 +Venezuela,2012,7.067,9.826,0.932,65.780,0.804,-0.193,0.743,0.858,0.176 +Venezuela,2013,6.553,9.739,0.896,65.820,0.642,-0.220,0.837,0.840,0.238 +Venezuela,2014,6.136,9.557,0.904,65.860,0.570,-0.199,0.827,0.811,0.244 +Venezuela,2015,5.569,9.001,0.911,65.900,0.512,-0.117,0.813,0.867,0.223 +Venezuela,2016,4.041,9.010,0.902,66.100,0.458,-0.155,0.890,0.688,0.392 +Venezuela,2017,5.071,9.073,0.896,66.300,0.636,-0.169,0.844,0.726,0.363 +Venezuela,2018,5.006,,0.887,66.500,0.611,,0.828,0.759,0.374 +Venezuela,2019,5.081,,0.888,66.700,0.626,,0.839,0.761,0.351 +Venezuela,2020,4.574,,0.805,66.900,0.612,,0.811,0.722,0.396 +Vietnam,2006,5.294,8.335,0.888,65.860,0.886,0.015,,0.682,0.204 +Vietnam,2007,5.422,8.394,0.856,66.020,0.918,0.089,0.754,0.588,0.206 +Vietnam,2008,5.480,8.440,0.805,66.180,0.889,0.201,0.789,0.665,0.218 +Vietnam,2009,5.304,8.483,0.815,66.340,0.834,-0.062,0.838,0.583,0.190 +Vietnam,2010,5.296,8.535,0.787,66.500,0.831,-0.006,0.743,0.685,0.216 +Vietnam,2011,5.767,8.585,0.898,66.660,0.818,0.105,0.742,0.532,0.193 +Vietnam,2012,5.535,8.626,0.775,66.820,0.856,-0.110,0.815,0.615,0.221 +Vietnam,2013,5.023,8.668,0.759,66.980,0.920,-0.027,0.771,0.718,0.165 +Vietnam,2014,5.085,8.716,0.792,67.140,,0.000,,0.701,0.241 +Vietnam,2015,5.076,8.770,0.849,67.300,,0.086,,0.642,0.232 +Vietnam,2016,5.062,8.820,0.876,67.500,0.894,-0.090,0.799,0.536,0.223 +Vietnam,2017,5.175,8.876,,67.700,,,,, +Vietnam,2018,5.296,8.934,0.832,67.900,0.909,-0.041,0.808,0.692,0.191 +Vietnam,2019,5.467,8.992,0.848,68.100,0.952,-0.126,0.788,0.751,0.186 +Yemen,2007,4.477,8.214,0.825,53.400,0.673,0.011,,0.592,0.379 +Yemen,2009,4.809,8.278,0.756,54.000,0.644,-0.052,0.832,0.583,0.374 +Yemen,2010,4.350,8.453,0.727,54.300,0.659,-0.104,0.853,0.582,0.308 +Yemen,2011,3.746,8.336,0.663,54.300,0.638,-0.173,0.754,0.503,0.285 +Yemen,2012,4.061,8.236,0.682,54.300,0.706,-0.171,0.793,0.502,0.263 +Yemen,2013,4.218,8.242,0.694,54.300,0.543,-0.179,0.885,0.558,0.266 +Yemen,2014,3.968,8.117,0.638,54.300,0.664,-0.157,0.885,0.611,0.276 +Yemen,2015,2.983,7.858,0.669,54.300,0.610,-0.139,0.829,0.507,0.321 +Yemen,2016,3.826,7.715,0.775,55.100,0.533,-0.151,,0.469,0.228 +Yemen,2017,3.254,7.578,0.790,55.900,0.595,-0.147,,0.455,0.295 +Yemen,2018,3.058,,0.789,56.700,0.553,,0.793,0.461,0.315 +Yemen,2019,4.197,,0.870,57.500,0.651,,0.798,0.543,0.213 +Zambia,2006,4.824,7.817,0.798,44.260,0.721,-0.006,0.785,0.701,0.226 +Zambia,2007,3.998,7.871,0.688,45.720,0.682,-0.067,0.948,0.687,0.246 +Zambia,2008,4.730,7.918,0.624,47.180,0.717,0.056,0.890,0.744,0.206 +Zambia,2009,5.260,7.978,0.782,48.640,0.696,-0.096,0.917,0.728,0.123 +Zambia,2011,4.999,8.071,0.864,50.840,0.663,0.003,0.882,0.833,0.204 +Zambia,2012,5.013,8.114,0.780,51.580,0.788,0.008,0.806,0.726,0.250 +Zambia,2013,5.244,8.131,0.761,52.320,0.770,-0.104,0.732,0.735,0.308 +Zambia,2014,4.346,8.146,0.706,53.060,0.812,-0.011,0.809,0.692,0.327 +Zambia,2015,4.843,8.144,0.691,53.800,0.759,-0.039,0.871,0.690,0.382 +Zambia,2016,4.348,8.151,0.767,54.300,0.812,0.122,0.771,0.731,0.372 +Zambia,2017,3.933,8.156,0.744,54.800,0.823,0.140,0.740,0.685,0.387 +Zambia,2018,4.041,8.167,0.718,55.300,0.791,0.048,0.811,0.703,0.351 +Zambia,2019,3.307,8.155,0.638,55.800,0.811,0.077,0.832,0.743,0.394 +Zambia,2020,4.838,8.117,0.767,56.300,0.750,0.056,0.810,0.691,0.345 +Zimbabwe,2006,3.826,7.711,0.822,41.580,0.431,-0.076,0.905,0.715,0.297 +Zimbabwe,2007,3.280,7.666,0.828,42.860,0.456,-0.082,0.946,0.661,0.265 +Zimbabwe,2008,3.174,7.461,0.843,44.140,0.344,-0.090,0.964,0.631,0.250 +Zimbabwe,2009,4.056,7.563,0.806,45.420,0.411,-0.078,0.931,0.736,0.218 +Zimbabwe,2010,4.682,7.729,0.857,46.700,0.665,-0.093,0.828,0.748,0.122 +Zimbabwe,2011,4.846,7.846,0.865,48.120,0.633,-0.088,0.830,0.781,0.211 +Zimbabwe,2012,4.955,7.983,0.896,49.540,0.470,-0.103,0.859,0.669,0.177 +Zimbabwe,2013,4.690,7.985,0.799,50.960,0.576,-0.104,0.831,0.712,0.182 +Zimbabwe,2014,4.184,7.991,0.766,52.380,0.642,-0.074,0.820,0.725,0.239 +Zimbabwe,2015,3.703,7.992,0.736,53.800,0.667,-0.123,0.810,0.715,0.179 +Zimbabwe,2016,3.735,7.984,0.768,54.400,0.733,-0.095,0.724,0.738,0.209 +Zimbabwe,2017,3.638,8.016,0.754,55.000,0.753,-0.098,0.751,0.806,0.224 +Zimbabwe,2018,3.616,8.049,0.775,55.600,0.763,-0.068,0.844,0.710,0.212 +Zimbabwe,2019,2.694,7.950,0.759,56.200,0.632,-0.064,0.831,0.716,0.235 +Zimbabwe,2020,3.160,7.829,0.717,56.800,0.643,-0.009,0.789,0.703,0.346 From 4b734499764878022e7317f710b40ea07210229c Mon Sep 17 00:00:00 2001 From: Rokkano Date: Tue, 15 Mar 2022 10:29:46 +0100 Subject: [PATCH 02/41] feat: added bonheur directory, copied from energies --- bonheur/assets/style.css | 16 + bonheur/bonheur.py | 210 +++ bonheur/data/Hapiness-Report-2021.csv | 150 ++ bonheur/data/Hapiness-Report.csv | 1950 +++++++++++++++++++++++++ bonheur/main.ipynb | 342 +++++ 5 files changed, 2668 insertions(+) create mode 100644 bonheur/assets/style.css create mode 100644 bonheur/bonheur.py create mode 100644 bonheur/data/Hapiness-Report-2021.csv create mode 100644 bonheur/data/Hapiness-Report.csv create mode 100644 bonheur/main.ipynb diff --git a/bonheur/assets/style.css b/bonheur/assets/style.css new file mode 100644 index 00000000..e245c9c5 --- /dev/null +++ b/bonheur/assets/style.css @@ -0,0 +1,16 @@ +html { background-color: papayawhip; } +body { + min-height: 100vh; + max-width: 1600px; + background-color: papayawhip; + margin: 0 auto; + margin-top: 10px; +} + +h1, h2, h3, h4, h5, h6 { + color: #222222; +} + +.checkbox { + column-count: 2; +} diff --git a/bonheur/bonheur.py b/bonheur/bonheur.py new file mode 100644 index 00000000..1671bd61 --- /dev/null +++ b/bonheur/bonheur.py @@ -0,0 +1,210 @@ +import sys +import dash +import flask +from dash import dcc +from dash import html +import pandas as pd +import numpy as np +import plotly.graph_objs as go +import plotly.express as px +import dateutil as du + +class Bonheur(): + + + def _build_dataframe_from_csv(filename): + df = pd.read_csv(filename, sep=",", encoding="latin1", skiprows=[0,1,3], header=None) + + + + + + + + + + + + + + + + + + + + # // ----------------------------- + mois = {'janv':1, 'févr':2, 'mars':3, 'avr':4, 'mai':5, 'juin':6, 'juil':7, 'août':8, 'sept':9, 'oct':10, 'nov':11, 'déc':12} + + quoi = {"Prix d'une tonne de propane":[1000, 'Propane'], "Bouteille de butane de 13 kg":[13, 'Butane'], + "100 litres de FOD au tarif C1":[100, 'Fioul'], "Un litre d'essence ordinaire":[1, 'Essence'], + "Un litre de super carburant ARS":[1, 'Essence'], "Un litre de super sans plomb 95":[1, 'Essence'], + "Un litre de super sans plomb 98":[1, 'Essence'], "Un litre de gazole":[1, 'Gazole'], + "Un litre de GPLc":[1, 'GPL'], "1 kWh (contrat 3 kW)":[1, 'Electricité'], "1 kWh (contrat 9 kW)":[1, 'Electricité'], + "Une tonne de granulés de bois en vrac":[1000*4.8, 'Electricité'], "100 kWh PCI de bois en vrac":[100, 'Electricité']} + + densité = {'Essence':0.75, 'Gazole':0.85, 'Fioul':0.85, 'GPL':0.55} # kg / l + + # https://fr.wikipedia.org/wiki/Pouvoir_calorifique + calor = {'Essence':47.3, 'Gazole':44.8, 'Fioul':42.6, 'Propane':50.35, 'Butane':49.51, 'GPL':46, 'Bois':15, 'Charbon':20 , + 'Electricité':3.6} # en MJ / kg sauf électicité en MJ / kWh + + def _conv_date(d): + ma = d.split('-') # coupe la chaine au - et ainsi ma[0] est le mois et ma[1] l'année + return du.parser.parse(f"15-{Bonheur.mois[ma[0].lower()]}-{ma[1]}") # parfois le mois a une majuscule d'où lower() + + def _make_dataframe_from_pegase(filename): + df = pd.read_csv(filename, sep=";", encoding="latin1", skiprows=[0,1,3], header=None) + df = df.set_index(0).T + df['date'] = df['Période'].apply(Bonheur._conv_date) + df = df.set_index('date') + df.drop(columns=['Période'], inplace=True) + df = df.replace('-', np.nan).astype('float64') + return df + + def __init__(self, application = None): + bois = Bonheur._make_dataframe_from_pegase("data/pegase_prix_bois_particulier.csv") + petrole = Bonheur._make_dataframe_from_pegase("data/pegase_prix_petrole_particulier.csv") + + bois.drop(columns=['Une tonne de granulés de bois en sacs', '100 kWh PCI de bois en sacs'], inplace=True) + petrole.drop(columns=["Tarif d'une tonne de propane en citerne","100 kWh PCI de propane en citerne", "100 kWh PCS de propane", + "Un litre d'essence ordinaire", + "100 kWh PCI de propane", "100 kWh PCI de FOD au tarif C1"], inplace=True) # doublons + + electricite = pd.read_csv('data/prix_reglemente_electricite.csv', sep=';', decimal=',', parse_dates=['DATE_DEBUT']) + electricite = electricite.set_index(['P_SOUSCRITE',"DATE_DEBUT"]) + electricite.drop(columns=['DATE_FIN', 'PART_FIXE_HT', 'PART_FIXE_TTC', 'PART_VARIABLE_HT'], inplace=True) + electricite.dropna(inplace=True) + electricite = electricite.unstack().T.reset_index(0, drop=True) + electricite = electricite.rename(columns={i:f"1 kWh (contrat {i:.0f} kW)" for i in electricite.columns}) + duration = pd.DatetimeIndex(electricite.index.values) + new_index = pd.DatetimeIndex([f"{y}-{m:02d}-15" for y in range(duration[0].year, duration[-1].year+1) for m in range(1,13)]) + electricite = electricite.reindex(np.concatenate([electricite.index.values , new_index.values])) + electricite.sort_index(inplace=True) + electricite = electricite.fillna(method='ffill') + electricite = electricite.loc[new_index] + electricite = electricite.reindex(bois.index) + electricite.drop(columns=["1 kWh (contrat 6 kW)", "1 kWh (contrat 12 kW)", "1 kWh (contrat 15 kW)"], inplace=True) + + self.petrole = petrole + self.energie = pd.concat([petrole, bois, electricite]) + self.years =np.arange(petrole.index.min().year, petrole.index.max().year+1) + + self.main_layout = html.Div(children=[ + html.H3(children='Évolution des prix de différentes énergies en France'), + html.Div([ dcc.Graph(id='nrg-main-graph-1'), ], style={'width':'100%', }), + html.Div([ + html.Div([ html.Div('Prix'), + dcc.RadioItems( + id='nrg-price-type', + options=[{'label':'Absolu', 'value':0}, + {'label':'Équivalent J','value':1}, + {'label':'Relatif : 1 en ','value':2}], + value=1, + labelStyle={'display':'block'}, + ) + ], style={'width': '9em'} ), + html.Div([ html.Div('Mois ref.'), + dcc.Dropdown( + id='nrg-which-month-1', + options=[{'label': i, 'value': Bonheur.mois[i]} for i in Bonheur.mois], + value=1, + disabled=True, + ), + ], style={'width': '6em', 'padding':'2em 0px 0px 0px'}), # bas D haut G + html.Div([ html.Div('Annee ref.'), + dcc.Dropdown( + id='nrg-which-year-1', + options=[{'label': i, 'value': i} for i in self.years], + value=2000, + disabled=True, + ), + ], style={'width': '6em', 'padding':'2em 0px 0px 0px'} ), + html.Div(style={'width':'2em'}), + html.Div([ html.Div('Échelle en y'), + dcc.RadioItems( + id='nrg-xaxis-type', + options=[{'label': i, 'value': i} for i in ['Linéaire', 'Logarithmique']], + value='Logarithmique', + labelStyle={'display':'block'}, + ) + ], style={'width': '15em', 'margin':"0px 0px 0px 40px"} ), # bas D haut G + ], style={ + 'padding': '10px 50px', + 'display':'flex', + 'flexDirection':'row', + 'justifyContent':'flex-start', + }), + html.Br(), + dcc.Markdown(""" + Le graphique est interactif. En passant la souris sur les courbes vous avez une infobulle. + En cliquant ou double-cliquant sur les lignes de la légende, vous choisissez les courbes à afficher. + + Notes : + * FOD est le fioul domestique. + * Pour les prix relatifs, seules les énergies fossiles sont prises en compte par manque de données pour les autres. + * Sources : + * [base Pégase](http://developpement-durable.bsocom.fr/Statistiques/) du ministère du développement durable + * [tarifs réglementés de l'électricité](https://www.data.gouv.fr/en/datasets/historique-des-tarifs-reglementes-de-vente-delectricite-pour-les-consommateurs-residentiels/) sur data.gouv.fr + """) + ], style={ + 'backgroundColor': 'white', + 'padding': '10px 50px 10px 50px', + } + ) + + if application: + self.app = application + # application should have its own layout and use self.main_layout as a page or in a component + else: + self.app = dash.Dash(__name__) + self.app.layout = self.main_layout + + self.app.callback( + dash.dependencies.Output('nrg-main-graph-1', 'figure'), + [ dash.dependencies.Input('nrg-price-type', 'value'), + dash.dependencies.Input('nrg-which-month-1', 'value'), + dash.dependencies.Input('nrg-which-year-1', 'value'), + dash.dependencies.Input('nrg-xaxis-type', 'value')])(self.update_graph) + self.app.callback( + [ dash.dependencies.Output('nrg-which-month-1', 'disabled'), + dash.dependencies.Output('nrg-which-year-1', 'disabled')], + dash.dependencies.Input('nrg-price-type', 'value') )(self.disable_month_year) + + def update_graph(self, price_type, month, year, xaxis_type): + if price_type == 0 or month == None or year == None: + df = self.energie + elif price_type == 1: + df = self.energie.copy() + for c in df.columns: + alias = Bonheur.quoi[c][1] + try: + df[c] = df[c] / (Bonheur.quoi[c][0] * Bonheur.densité[alias] * Bonheur.calor[alias]) + except: # l'unité est déjà en kg et donc densité n'existe pas + df[c] = df[c] / (Bonheur.quoi[c][0] * Bonheur.calor[alias]) + else: + df = self.petrole.copy() + df /= df.loc[f"{year}-{month}-15"] + fig = px.line(df[df.columns[0]], template='plotly_white') + for c in df.columns[1:]: + fig.add_scatter(x = df.index, y=df[c], mode='lines', name=c, text=c, hoverinfo='x+y+text') + ytitle = ['Prix en €', 'Prix en € pour 1 mégajoule', 'Prix relative (sans unité)'] + fig.update_layout( + #title = 'Évolution des prix de différentes énergies', + yaxis = dict( title = ytitle[price_type], + type= 'linear' if xaxis_type == 'Linéaire' else 'log',), + height=450, + hovermode='closest', + legend = {'title': 'Énergie'}, + ) + return fig + + def disable_month_year(self, price_type): + if price_type == 2: + return False, False + else: + return True, True + +if __name__ == '__main__': + nrg = Bonheur() + nrg.app.run_server(debug=True, port=8051) diff --git a/bonheur/data/Hapiness-Report-2021.csv b/bonheur/data/Hapiness-Report-2021.csv new file mode 100644 index 00000000..dbc86597 --- /dev/null +++ b/bonheur/data/Hapiness-Report-2021.csv @@ -0,0 +1,150 @@ +Country name,Regional indicator,Ladder score,Standard error of ladder score,upperwhisker,lowerwhisker,Logged GDP per capita,Social support,Healthy life expectancy,Freedom to make life choices,Generosity,Perceptions of corruption,Ladder score in Dystopia,Explained by: Log GDP per capita,Explained by: Social support,Explained by: Healthy life expectancy,Explained by: Freedom to make life choices,Explained by: Generosity,Explained by: Perceptions of corruption,Dystopia + residual +Finland,Western Europe,7.842,0.032,7.904,7.780,10.775,0.954,72.000,0.949,-0.098,0.186,2.430,1.446,1.106,0.741,0.691,0.124,0.481,3.253 +Denmark,Western Europe,7.620,0.035,7.687,7.552,10.933,0.954,72.700,0.946,0.030,0.179,2.430,1.502,1.108,0.763,0.686,0.208,0.485,2.868 +Switzerland,Western Europe,7.571,0.036,7.643,7.500,11.117,0.942,74.400,0.919,0.025,0.292,2.430,1.566,1.079,0.816,0.653,0.204,0.413,2.839 +Iceland,Western Europe,7.554,0.059,7.670,7.438,10.878,0.983,73.000,0.955,0.160,0.673,2.430,1.482,1.172,0.772,0.698,0.293,0.170,2.967 +Netherlands,Western Europe,7.464,0.027,7.518,7.410,10.932,0.942,72.400,0.913,0.175,0.338,2.430,1.501,1.079,0.753,0.647,0.302,0.384,2.798 +Norway,Western Europe,7.392,0.035,7.462,7.323,11.053,0.954,73.300,0.960,0.093,0.270,2.430,1.543,1.108,0.782,0.703,0.249,0.427,2.580 +Sweden,Western Europe,7.363,0.036,7.433,7.293,10.867,0.934,72.700,0.945,0.086,0.237,2.430,1.478,1.062,0.763,0.685,0.244,0.448,2.683 +Luxembourg,Western Europe,7.324,0.037,7.396,7.252,11.647,0.908,72.600,0.907,-0.034,0.386,2.430,1.751,1.003,0.760,0.639,0.166,0.353,2.653 +New Zealand,North America and ANZ,7.277,0.040,7.355,7.198,10.643,0.948,73.400,0.929,0.134,0.242,2.430,1.400,1.094,0.785,0.665,0.276,0.445,2.612 +Austria,Western Europe,7.268,0.036,7.337,7.198,10.906,0.934,73.300,0.908,0.042,0.481,2.430,1.492,1.062,0.782,0.640,0.215,0.292,2.784 +Australia,North America and ANZ,7.183,0.041,7.265,7.102,10.796,0.940,73.900,0.914,0.159,0.442,2.430,1.453,1.076,0.801,0.647,0.291,0.317,2.598 +Israel,Middle East and North Africa,7.157,0.034,7.224,7.090,10.575,0.939,73.503,0.800,0.031,0.753,2.430,1.376,1.074,0.788,0.509,0.208,0.119,3.083 +Germany,Western Europe,7.155,0.040,7.232,7.077,10.873,0.903,72.500,0.875,0.011,0.460,2.430,1.480,0.993,0.757,0.600,0.195,0.306,2.824 +Canada,North America and ANZ,7.103,0.042,7.185,7.021,10.776,0.926,73.800,0.915,0.089,0.415,2.430,1.447,1.044,0.798,0.648,0.246,0.335,2.585 +Ireland,Western Europe,7.085,0.040,7.164,7.006,11.342,0.947,72.400,0.879,0.077,0.363,2.430,1.644,1.092,0.753,0.606,0.238,0.367,2.384 +Costa Rica,Latin America and Caribbean,7.069,0.056,7.179,6.960,9.880,0.891,71.400,0.934,-0.126,0.809,2.430,1.134,0.966,0.722,0.673,0.105,0.083,3.387 +United Kingdom,Western Europe,7.064,0.038,7.138,6.990,10.707,0.934,72.500,0.859,0.233,0.459,2.430,1.423,1.062,0.757,0.580,0.340,0.306,2.596 +Czech Republic,Central and Eastern Europe,6.965,0.049,7.062,6.868,10.556,0.947,70.807,0.858,-0.208,0.868,2.430,1.370,1.090,0.703,0.580,0.052,0.046,3.124 +United States,North America and ANZ,6.951,0.049,7.047,6.856,11.023,0.920,68.200,0.837,0.098,0.698,2.430,1.533,1.030,0.621,0.554,0.252,0.154,2.807 +Belgium,Western Europe,6.834,0.034,6.901,6.767,10.823,0.906,72.199,0.783,-0.153,0.646,2.430,1.463,0.998,0.747,0.489,0.088,0.187,2.862 +France,Western Europe,6.690,0.037,6.762,6.618,10.704,0.942,74.000,0.822,-0.147,0.571,2.430,1.421,1.081,0.804,0.536,0.092,0.235,2.521 +Bahrain,Middle East and North Africa,6.647,0.068,6.779,6.514,10.669,0.862,69.495,0.925,0.089,0.722,2.430,1.409,0.899,0.662,0.661,0.246,0.139,2.631 +Malta,Western Europe,6.602,0.044,6.688,6.516,10.674,0.931,72.200,0.927,0.133,0.653,2.430,1.411,1.055,0.747,0.664,0.275,0.183,2.268 +Taiwan Province of China,East Asia,6.584,0.038,6.659,6.510,10.871,0.898,69.600,0.784,-0.070,0.721,2.430,1.480,0.982,0.665,0.490,0.142,0.139,2.687 +United Arab Emirates,Middle East and North Africa,6.561,0.039,6.637,6.484,11.085,0.844,67.333,0.932,0.074,0.589,2.430,1.555,0.860,0.594,0.670,0.236,0.223,2.422 +Saudi Arabia,Middle East and North Africa,6.494,0.056,6.604,6.384,10.743,0.891,66.603,0.877,-0.149,0.684,2.430,1.435,0.964,0.571,0.603,0.090,0.163,2.668 +Spain,Western Europe,6.491,0.042,6.574,6.408,10.571,0.932,74.700,0.761,-0.081,0.745,2.430,1.375,1.057,0.826,0.462,0.135,0.124,2.513 +Italy,Western Europe,6.483,0.045,6.572,6.395,10.623,0.880,73.800,0.693,-0.084,0.866,2.430,1.393,0.940,0.798,0.379,0.133,0.047,2.794 +Slovenia,Central and Eastern Europe,6.461,0.043,6.546,6.376,10.529,0.948,71.400,0.949,-0.101,0.806,2.430,1.360,1.093,0.722,0.690,0.122,0.085,2.388 +Guatemala,Latin America and Caribbean,6.435,0.073,6.577,6.292,9.053,0.813,64.958,0.906,-0.038,0.775,2.430,0.845,0.790,0.519,0.638,0.163,0.105,3.375 +Uruguay,Latin America and Caribbean,6.431,0.046,6.521,6.341,9.966,0.925,69.100,0.896,-0.092,0.590,2.430,1.164,1.042,0.649,0.625,0.128,0.223,2.600 +Singapore,Southeast Asia,6.377,0.043,6.460,6.293,11.488,0.915,76.953,0.927,-0.018,0.082,2.430,1.695,1.019,0.897,0.664,0.176,0.547,1.379 +Kosovo,Central and Eastern Europe,6.372,0.059,6.487,6.257,9.318,0.821,63.813,0.869,0.257,0.917,2.430,0.937,0.807,0.483,0.593,0.356,0.014,3.182 +Slovakia,Central and Eastern Europe,6.331,0.041,6.411,6.251,10.369,0.936,69.201,0.766,-0.124,0.911,2.430,1.304,1.066,0.653,0.468,0.107,0.018,2.714 +Brazil,Latin America and Caribbean,6.330,0.043,6.415,6.245,9.577,0.882,66.601,0.804,-0.071,0.756,2.430,1.028,0.944,0.571,0.514,0.142,0.117,3.015 +Mexico,Latin America and Caribbean,6.317,0.053,6.420,6.213,9.859,0.831,68.597,0.862,-0.147,0.799,2.430,1.126,0.830,0.634,0.585,0.092,0.089,2.961 +Jamaica,Latin America and Caribbean,6.309,0.156,6.615,6.004,9.186,0.877,67.500,0.890,-0.137,0.884,2.430,0.891,0.932,0.599,0.618,0.099,0.035,3.135 +Lithuania,Central and Eastern Europe,6.255,0.045,6.344,6.167,10.499,0.935,67.906,0.773,-0.203,0.826,2.430,1.350,1.065,0.612,0.476,0.056,0.073,2.624 +Cyprus,Western Europe,6.223,0.049,6.319,6.128,10.576,0.802,73.898,0.763,-0.015,0.844,2.430,1.377,0.765,0.801,0.464,0.178,0.061,2.578 +Estonia,Central and Eastern Europe,6.189,0.038,6.263,6.115,10.481,0.941,68.800,0.909,-0.106,0.527,2.430,1.344,1.079,0.640,0.641,0.119,0.263,2.103 +Panama,Latin America and Caribbean,6.180,0.073,6.323,6.036,10.350,0.896,69.652,0.872,-0.166,0.856,2.430,1.298,0.976,0.667,0.596,0.079,0.053,2.509 +Uzbekistan,Commonwealth of Independent States,6.179,0.068,6.312,6.045,8.836,0.918,65.255,0.970,0.311,0.515,2.430,0.769,1.027,0.528,0.716,0.391,0.271,2.477 +Chile,Latin America and Caribbean,6.172,0.046,6.262,6.081,10.071,0.882,70.000,0.742,-0.044,0.830,2.430,1.200,0.946,0.678,0.438,0.159,0.070,2.682 +Poland,Central and Eastern Europe,6.166,0.040,6.245,6.087,10.382,0.898,69.702,0.841,-0.165,0.735,2.430,1.309,0.982,0.668,0.558,0.080,0.130,2.438 +Kazakhstan,Commonwealth of Independent States,6.152,0.047,6.243,6.060,10.155,0.952,65.200,0.853,-0.069,0.733,2.430,1.230,1.103,0.527,0.573,0.143,0.132,2.446 +Romania,Central and Eastern Europe,6.140,0.057,6.253,6.027,10.284,0.832,67.355,0.845,-0.219,0.938,2.430,1.275,0.832,0.595,0.564,0.045,0.001,2.830 +Kuwait,Middle East and North Africa,6.106,0.066,6.235,5.977,10.817,0.843,66.900,0.867,-0.104,0.736,2.430,1.461,0.857,0.580,0.591,0.120,0.130,2.368 +Serbia,Central and Eastern Europe,6.078,0.053,6.181,5.974,9.787,0.873,68.600,0.778,0.002,0.835,2.430,1.101,0.924,0.634,0.482,0.189,0.066,2.682 +El Salvador,Latin America and Caribbean,6.061,0.065,6.188,5.933,9.054,0.762,66.402,0.888,-0.110,0.688,2.430,0.845,0.675,0.565,0.615,0.116,0.160,3.085 +Mauritius,Sub-Saharan Africa,6.049,0.059,6.165,5.933,10.008,0.905,66.701,0.867,-0.054,0.789,2.430,1.178,0.996,0.574,0.590,0.153,0.096,2.462 +Latvia,Central and Eastern Europe,6.032,0.036,6.103,5.961,10.315,0.927,67.100,0.715,-0.162,0.800,2.430,1.285,1.047,0.587,0.405,0.082,0.089,2.536 +Colombia,Latin America and Caribbean,6.012,0.061,6.132,5.892,9.557,0.847,68.001,0.837,-0.135,0.841,2.430,1.021,0.866,0.615,0.554,0.100,0.063,2.794 +Hungary,Central and Eastern Europe,5.992,0.047,6.085,5.899,10.358,0.943,68.000,0.755,-0.186,0.876,2.430,1.301,1.083,0.615,0.454,0.067,0.040,2.432 +Thailand,Southeast Asia,5.985,0.047,6.077,5.893,9.805,0.888,67.401,0.884,0.287,0.895,2.430,1.107,0.957,0.596,0.611,0.375,0.028,2.309 +Nicaragua,Latin America and Caribbean,5.972,0.083,6.134,5.810,8.620,0.864,67.657,0.836,0.020,0.664,2.430,0.693,0.904,0.604,0.553,0.201,0.176,2.841 +Japan,East Asia,5.940,0.040,6.020,5.861,10.611,0.884,75.100,0.796,-0.258,0.638,2.430,1.389,0.949,0.838,0.504,0.020,0.192,2.048 +Argentina,Latin America and Caribbean,5.929,0.056,6.040,5.819,9.962,0.898,69.000,0.828,-0.182,0.834,2.430,1.162,0.980,0.646,0.544,0.069,0.067,2.461 +Portugal,Western Europe,5.929,0.055,6.037,5.821,10.421,0.879,72.600,0.892,-0.244,0.887,2.430,1.323,0.939,0.760,0.621,0.029,0.033,2.225 +Honduras,Latin America and Caribbean,5.919,0.082,6.081,5.758,8.648,0.812,67.300,0.857,0.081,0.809,2.430,0.703,0.787,0.593,0.578,0.241,0.083,2.934 +Croatia,Central and Eastern Europe,5.882,0.048,5.975,5.788,10.217,0.924,70.799,0.754,-0.118,0.939,2.430,1.251,1.039,0.703,0.453,0.111,0.000,2.325 +Philippines,Southeast Asia,5.880,0.052,5.982,5.778,9.076,0.830,62.000,0.917,-0.097,0.742,2.430,0.853,0.828,0.426,0.651,0.125,0.126,2.872 +South Korea,East Asia,5.845,0.042,5.928,5.763,10.651,0.799,73.900,0.672,-0.083,0.727,2.430,1.403,0.758,0.801,0.353,0.134,0.135,2.262 +Peru,Latin America and Caribbean,5.840,0.075,5.988,5.692,9.458,0.832,68.250,0.822,-0.154,0.891,2.430,0.986,0.833,0.623,0.536,0.087,0.031,2.744 +Bosnia and Herzegovina,Central and Eastern Europe,5.813,0.050,5.911,5.715,9.590,0.870,68.098,0.706,0.113,0.931,2.430,1.032,0.919,0.618,0.395,0.261,0.005,2.583 +Moldova,Commonwealth of Independent States,5.766,0.046,5.856,5.677,9.454,0.857,65.699,0.822,-0.079,0.918,2.430,0.985,0.888,0.542,0.536,0.137,0.013,2.665 +Ecuador,Latin America and Caribbean,5.764,0.057,5.875,5.653,9.313,0.821,68.800,0.842,-0.124,0.843,2.430,0.935,0.806,0.640,0.560,0.107,0.062,2.653 +Kyrgyzstan,Commonwealth of Independent States,5.744,0.046,5.834,5.653,8.538,0.893,64.401,0.935,0.119,0.908,2.430,0.665,0.971,0.501,0.673,0.266,0.020,2.648 +Greece,Western Europe,5.723,0.046,5.813,5.632,10.279,0.823,72.600,0.582,-0.288,0.823,2.430,1.273,0.811,0.760,0.243,0.000,0.074,2.561 +Bolivia,Latin America and Caribbean,5.716,0.053,5.819,5.613,9.046,0.810,63.901,0.875,-0.077,0.839,2.430,0.842,0.782,0.486,0.600,0.138,0.064,2.805 +Mongolia,East Asia,5.677,0.042,5.760,5.595,9.400,0.935,62.500,0.708,0.116,0.856,2.430,0.966,1.065,0.442,0.397,0.263,0.053,2.492 +Paraguay,Latin America and Caribbean,5.653,0.092,5.832,5.473,9.448,0.893,65.900,0.876,0.028,0.882,2.430,0.983,0.970,0.549,0.602,0.206,0.037,2.306 +Montenegro,Central and Eastern Europe,5.581,0.054,5.686,5.475,9.940,0.858,68.699,0.708,-0.034,0.812,2.430,1.155,0.891,0.637,0.397,0.166,0.081,2.254 +Dominican Republic,Latin America and Caribbean,5.545,0.071,5.685,5.405,9.802,0.853,66.102,0.860,-0.133,0.714,2.430,1.106,0.879,0.555,0.581,0.101,0.144,2.178 +North Cyprus,Western Europe,5.536,0.051,5.636,5.435,10.576,0.820,73.898,0.795,0.012,0.626,2.430,1.377,0.806,0.801,0.503,0.196,0.200,1.653 +Belarus,Commonwealth of Independent States,5.534,0.047,5.625,5.442,9.853,0.910,66.253,0.650,-0.180,0.627,2.430,1.124,1.007,0.560,0.326,0.070,0.199,2.247 +Russia,Commonwealth of Independent States,5.477,0.033,5.541,5.413,10.189,0.903,64.703,0.718,-0.111,0.845,2.430,1.241,0.992,0.511,0.409,0.115,0.060,2.148 +Hong Kong S.A.R. of China,East Asia,5.477,0.049,5.573,5.380,11.000,0.836,76.820,0.717,0.067,0.403,2.430,1.525,0.841,0.893,0.408,0.232,0.342,1.236 +Tajikistan,Commonwealth of Independent States,5.466,0.034,5.532,5.400,8.091,0.860,64.281,0.832,-0.056,0.553,2.430,0.508,0.895,0.498,0.548,0.152,0.247,2.619 +Vietnam,Southeast Asia,5.411,0.039,5.488,5.334,8.973,0.850,68.034,0.940,-0.098,0.796,2.430,0.817,0.873,0.616,0.679,0.124,0.091,2.211 +Libya,Middle East and North Africa,5.410,0.076,5.558,5.262,9.622,0.827,62.300,0.771,-0.087,0.667,2.430,1.044,0.821,0.435,0.474,0.131,0.174,2.331 +Malaysia,Southeast Asia,5.384,0.049,5.480,5.289,10.238,0.817,67.102,0.895,0.125,0.839,2.430,1.259,0.797,0.587,0.624,0.270,0.064,1.784 +Indonesia,Southeast Asia,5.345,0.056,5.454,5.235,9.365,0.811,62.236,0.873,0.542,0.867,2.430,0.954,0.786,0.433,0.598,0.541,0.046,1.987 +Congo (Brazzaville),Sub-Saharan Africa,5.342,0.097,5.533,5.151,8.117,0.636,58.221,0.695,-0.068,0.745,2.430,0.518,0.392,0.307,0.381,0.144,0.124,3.476 +China,East Asia,5.339,0.029,5.397,5.281,9.673,0.811,69.593,0.904,-0.146,0.755,2.430,1.061,0.785,0.665,0.636,0.093,0.117,1.982 +Ivory Coast,Sub-Saharan Africa,5.306,0.078,5.460,5.152,8.551,0.644,50.114,0.741,-0.016,0.794,2.430,0.669,0.409,0.052,0.438,0.177,0.092,3.469 +Armenia,Commonwealth of Independent States,5.283,0.058,5.397,5.168,9.487,0.799,67.055,0.825,-0.168,0.629,2.430,0.996,0.758,0.585,0.540,0.079,0.198,2.127 +Nepal,South Asia,5.269,0.070,5.406,5.132,8.120,0.774,64.233,0.782,0.152,0.727,2.430,0.519,0.702,0.496,0.488,0.287,0.135,2.642 +Bulgaria,Central and Eastern Europe,5.266,0.054,5.371,5.160,10.016,0.931,67.000,0.788,-0.096,0.932,2.430,1.181,1.055,0.583,0.494,0.125,0.005,1.823 +Maldives,South Asia,5.198,0.072,5.339,5.057,9.826,0.913,70.600,0.854,0.024,0.825,2.430,1.115,1.015,0.697,0.575,0.204,0.073,1.520 +Azerbaijan,Commonwealth of Independent States,5.171,0.040,5.250,5.091,9.569,0.836,65.656,0.814,-0.223,0.506,2.430,1.025,0.841,0.541,0.526,0.043,0.276,1.919 +Cameroon,Sub-Saharan Africa,5.142,0.074,5.288,4.996,8.189,0.710,53.515,0.731,0.026,0.848,2.430,0.543,0.556,0.159,0.425,0.205,0.058,3.195 +Senegal,Sub-Saharan Africa,5.132,0.068,5.266,4.998,8.118,0.710,59.802,0.695,-0.046,0.801,2.430,0.518,0.558,0.357,0.381,0.158,0.088,3.071 +Albania,Central and Eastern Europe,5.117,0.059,5.234,5.001,9.520,0.697,68.999,0.785,-0.030,0.901,2.430,1.008,0.529,0.646,0.491,0.168,0.024,2.250 +North Macedonia,Central and Eastern Europe,5.101,0.051,5.202,5.001,9.693,0.805,65.474,0.751,0.038,0.905,2.430,1.068,0.772,0.535,0.450,0.212,0.022,2.042 +Ghana,Sub-Saharan Africa,5.088,0.067,5.219,4.958,8.580,0.727,57.586,0.807,0.123,0.848,2.430,0.680,0.595,0.287,0.517,0.268,0.058,2.684 +Niger,Sub-Saharan Africa,5.074,0.102,5.273,4.875,7.098,0.641,53.780,0.806,0.018,0.693,2.430,0.162,0.402,0.167,0.516,0.200,0.157,3.470 +Turkmenistan,Commonwealth of Independent States,5.066,0.036,5.136,4.996,9.629,0.983,62.409,0.877,0.273,0.888,2.430,1.046,1.172,0.439,0.602,0.366,0.033,1.409 +Gambia,Sub-Saharan Africa,5.051,0.089,5.225,4.877,7.686,0.690,55.160,0.697,0.424,0.746,2.430,0.367,0.511,0.210,0.384,0.465,0.123,2.990 +Benin,Sub-Saharan Africa,5.045,0.073,5.189,4.901,8.087,0.489,54.713,0.757,-0.034,0.661,2.430,0.507,0.058,0.196,0.457,0.166,0.178,3.482 +Laos,Southeast Asia,5.030,0.045,5.119,4.941,8.947,0.728,58.968,0.910,0.123,0.658,2.430,0.808,0.598,0.330,0.643,0.268,0.179,2.204 +Bangladesh,South Asia,5.025,0.046,5.115,4.934,8.454,0.693,64.800,0.877,-0.041,0.682,2.430,0.635,0.520,0.514,0.603,0.161,0.164,2.427 +Guinea,Sub-Saharan Africa,4.984,0.090,5.160,4.808,7.838,0.639,55.008,0.697,0.095,0.766,2.430,0.420,0.399,0.206,0.384,0.250,0.111,3.216 +South Africa,Sub-Saharan Africa,4.956,0.060,5.074,4.839,9.403,0.860,56.904,0.749,-0.067,0.860,2.430,0.967,0.895,0.265,0.447,0.144,0.051,2.187 +Turkey,Middle East and North Africa,4.948,0.046,5.038,4.857,10.240,0.822,67.199,0.576,-0.139,0.776,2.430,1.260,0.809,0.590,0.236,0.097,0.104,1.852 +Pakistan,South Asia,4.934,0.068,5.066,4.802,8.458,0.651,58.709,0.726,0.098,0.787,2.430,0.637,0.423,0.322,0.418,0.252,0.097,2.784 +Morocco,Middle East and North Africa,4.918,0.060,5.036,4.800,8.903,0.560,66.208,0.774,-0.236,0.801,2.430,0.792,0.219,0.558,0.477,0.034,0.088,2.749 +Venezuela,Latin America and Caribbean,4.892,0.064,5.017,4.767,9.073,0.861,66.700,0.615,-0.169,0.827,2.430,0.852,0.897,0.574,0.284,0.078,0.072,2.135 +Georgia,Commonwealth of Independent States,4.891,0.054,4.998,4.785,9.585,0.671,64.300,0.783,-0.238,0.655,2.430,1.030,0.470,0.498,0.488,0.032,0.181,2.191 +Algeria,Middle East and North Africa,4.887,0.053,4.991,4.783,9.342,0.802,66.005,0.480,-0.067,0.752,2.430,0.946,0.765,0.552,0.119,0.144,0.120,2.242 +Ukraine,Commonwealth of Independent States,4.875,0.052,4.977,4.773,9.436,0.888,64.902,0.724,-0.011,0.924,2.430,0.979,0.958,0.517,0.417,0.181,0.010,1.813 +Iraq,Middle East and North Africa,4.854,0.059,4.970,4.738,9.240,0.746,60.583,0.630,-0.053,0.875,2.430,0.910,0.638,0.381,0.302,0.153,0.041,2.429 +Gabon,Sub-Saharan Africa,4.852,0.075,4.998,4.706,9.603,0.776,59.962,0.731,-0.200,0.840,2.430,1.037,0.707,0.362,0.424,0.058,0.064,2.201 +Burkina Faso,Sub-Saharan Africa,4.834,0.081,4.993,4.675,7.678,0.672,54.151,0.695,-0.009,0.748,2.430,0.364,0.472,0.179,0.381,0.182,0.122,3.133 +Cambodia,Southeast Asia,4.830,0.067,4.963,4.698,8.360,0.765,62.000,0.959,0.034,0.843,2.430,0.603,0.680,0.426,0.702,0.210,0.061,2.148 +Mozambique,Sub-Saharan Africa,4.794,0.103,4.997,4.592,7.158,0.744,54.706,0.882,0.061,0.684,2.430,0.183,0.634,0.196,0.608,0.228,0.163,2.783 +Nigeria,Sub-Saharan Africa,4.759,0.052,4.861,4.658,8.533,0.740,50.102,0.737,0.037,0.878,2.430,0.663,0.625,0.051,0.433,0.212,0.039,2.736 +Mali,Sub-Saharan Africa,4.723,0.082,4.884,4.563,7.744,0.724,51.969,0.697,-0.036,0.827,2.430,0.387,0.590,0.110,0.384,0.164,0.072,3.016 +Iran,Middle East and North Africa,4.721,0.055,4.828,4.614,9.584,0.710,66.300,0.608,0.218,0.714,2.430,1.030,0.557,0.561,0.275,0.330,0.144,1.823 +Uganda,Sub-Saharan Africa,4.636,0.073,4.780,4.493,7.677,0.781,56.101,0.709,0.122,0.855,2.430,0.364,0.718,0.240,0.398,0.267,0.054,2.596 +Liberia,Sub-Saharan Africa,4.625,0.106,4.833,4.417,7.288,0.720,56.498,0.735,0.050,0.850,2.430,0.228,0.580,0.253,0.430,0.221,0.057,2.857 +Kenya,Sub-Saharan Africa,4.607,0.072,4.747,4.466,8.361,0.688,60.704,0.779,0.287,0.825,2.430,0.603,0.508,0.385,0.483,0.375,0.073,2.180 +Tunisia,Middle East and North Africa,4.596,0.058,4.709,4.484,9.266,0.691,67.201,0.656,-0.201,0.870,2.430,0.919,0.515,0.590,0.334,0.057,0.044,2.138 +Lebanon,Middle East and North Africa,4.584,0.055,4.691,4.477,9.626,0.848,67.355,0.525,-0.073,0.898,2.430,1.045,0.868,0.595,0.175,0.140,0.026,1.736 +Namibia,Sub-Saharan Africa,4.574,0.064,4.700,4.448,9.161,0.818,56.799,0.719,-0.149,0.847,2.430,0.882,0.801,0.262,0.411,0.091,0.059,2.068 +Palestinian Territories,Middle East and North Africa,4.517,0.067,4.649,4.384,8.485,0.826,62.250,0.653,-0.163,0.821,2.430,0.646,0.819,0.434,0.330,0.082,0.075,2.131 +Myanmar,Southeast Asia,4.426,0.052,4.527,4.324,8.541,0.779,59.302,0.876,0.509,0.660,2.430,0.666,0.713,0.341,0.601,0.520,0.178,1.407 +Jordan,Middle East and North Africa,4.395,0.062,4.516,4.273,9.182,0.767,67.000,0.755,-0.167,0.705,2.430,0.890,0.685,0.583,0.455,0.079,0.150,1.553 +Chad,Sub-Saharan Africa,4.355,0.094,4.540,4.171,7.364,0.619,48.478,0.579,0.041,0.807,2.430,0.255,0.353,0.000,0.240,0.215,0.084,3.209 +Sri Lanka,South Asia,4.325,0.066,4.454,4.196,9.470,0.827,67.299,0.841,0.079,0.863,2.430,0.990,0.820,0.593,0.559,0.239,0.049,1.075 +Swaziland,Sub-Saharan Africa,4.308,0.071,4.448,4.168,9.065,0.770,50.833,0.647,-0.185,0.708,2.430,0.849,0.693,0.074,0.323,0.067,0.147,2.155 +Comoros,Sub-Saharan Africa,4.289,0.084,4.454,4.123,8.031,0.626,57.349,0.548,0.082,0.781,2.430,0.488,0.367,0.279,0.202,0.241,0.101,2.610 +Egypt,Middle East and North Africa,4.283,0.045,4.371,4.195,9.367,0.750,61.998,0.749,-0.182,0.795,2.430,0.954,0.647,0.426,0.446,0.069,0.092,1.648 +Ethiopia,Sub-Saharan Africa,4.275,0.051,4.374,4.175,7.694,0.764,59.000,0.752,0.082,0.761,2.430,0.370,0.679,0.331,0.451,0.241,0.114,2.089 +Mauritania,Sub-Saharan Africa,4.227,0.070,4.365,4.090,8.542,0.795,57.161,0.561,-0.106,0.731,2.430,0.666,0.749,0.273,0.218,0.119,0.133,2.069 +Madagascar,Sub-Saharan Africa,4.208,0.072,4.349,4.068,7.396,0.686,59.305,0.552,-0.005,0.803,2.430,0.266,0.503,0.341,0.207,0.185,0.087,2.620 +Togo,Sub-Saharan Africa,4.107,0.077,4.258,3.956,7.362,0.569,54.914,0.619,0.032,0.772,2.430,0.254,0.239,0.203,0.289,0.209,0.107,2.806 +Zambia,Sub-Saharan Africa,4.073,0.069,4.209,3.938,8.145,0.708,55.809,0.782,0.061,0.823,2.430,0.528,0.552,0.231,0.487,0.227,0.074,1.975 +Sierra Leone,Sub-Saharan Africa,3.849,0.077,4.001,3.698,7.434,0.630,51.651,0.717,0.084,0.866,2.430,0.279,0.377,0.100,0.408,0.243,0.047,2.396 +India,South Asia,3.819,0.026,3.869,3.769,8.755,0.603,60.633,0.893,0.089,0.774,2.430,0.741,0.316,0.383,0.622,0.246,0.106,1.405 +Burundi,Sub-Saharan Africa,3.775,0.107,3.985,3.565,6.635,0.490,53.400,0.626,-0.024,0.607,2.430,0.000,0.062,0.155,0.298,0.172,0.212,2.876 +Yemen,Middle East and North Africa,3.658,0.070,3.794,3.521,7.578,0.832,57.122,0.602,-0.147,0.800,2.430,0.329,0.831,0.272,0.268,0.092,0.089,1.776 +Tanzania,Sub-Saharan Africa,3.623,0.071,3.762,3.485,7.876,0.702,57.999,0.833,0.183,0.577,2.430,0.433,0.540,0.300,0.549,0.307,0.231,1.263 +Haiti,Latin America and Caribbean,3.615,0.173,3.953,3.276,7.477,0.540,55.700,0.593,0.422,0.721,2.430,0.294,0.173,0.227,0.257,0.463,0.139,2.060 +Malawi,Sub-Saharan Africa,3.600,0.092,3.781,3.419,6.958,0.537,57.948,0.780,0.038,0.729,2.430,0.113,0.168,0.298,0.484,0.213,0.134,2.190 +Lesotho,Sub-Saharan Africa,3.512,0.120,3.748,3.276,7.926,0.787,48.700,0.715,-0.131,0.915,2.430,0.451,0.731,0.007,0.405,0.103,0.015,1.800 +Botswana,Sub-Saharan Africa,3.467,0.074,3.611,3.322,9.782,0.784,59.269,0.824,-0.246,0.801,2.430,1.099,0.724,0.340,0.539,0.027,0.088,0.648 +Rwanda,Sub-Saharan Africa,3.415,0.068,3.548,3.282,7.676,0.552,61.400,0.897,0.061,0.167,2.430,0.364,0.202,0.407,0.627,0.227,0.493,1.095 +Zimbabwe,Sub-Saharan Africa,3.145,0.058,3.259,3.030,7.943,0.750,56.201,0.677,-0.047,0.821,2.430,0.457,0.649,0.243,0.359,0.157,0.075,1.205 +Afghanistan,South Asia,2.523,0.038,2.596,2.449,7.695,0.463,52.493,0.382,-0.102,0.924,2.430,0.370,0.000,0.126,0.000,0.122,0.010,1.895 diff --git a/bonheur/data/Hapiness-Report.csv b/bonheur/data/Hapiness-Report.csv new file mode 100644 index 00000000..e344dd54 --- /dev/null +++ b/bonheur/data/Hapiness-Report.csv @@ -0,0 +1,1950 @@ +Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect +Afghanistan,2008,3.724,7.370,0.451,50.800,0.718,0.168,0.882,0.518,0.258 +Afghanistan,2009,4.402,7.540,0.552,51.200,0.679,0.190,0.850,0.584,0.237 +Afghanistan,2010,4.758,7.647,0.539,51.600,0.600,0.121,0.707,0.618,0.275 +Afghanistan,2011,3.832,7.620,0.521,51.920,0.496,0.162,0.731,0.611,0.267 +Afghanistan,2012,3.783,7.705,0.521,52.240,0.531,0.236,0.776,0.710,0.268 +Afghanistan,2013,3.572,7.725,0.484,52.560,0.578,0.061,0.823,0.621,0.273 +Afghanistan,2014,3.131,7.718,0.526,52.880,0.509,0.104,0.871,0.532,0.375 +Afghanistan,2015,3.983,7.702,0.529,53.200,0.389,0.080,0.881,0.554,0.339 +Afghanistan,2016,4.220,7.697,0.559,53.000,0.523,0.042,0.793,0.565,0.348 +Afghanistan,2017,2.662,7.697,0.491,52.800,0.427,-0.121,0.954,0.496,0.371 +Afghanistan,2018,2.694,7.692,0.508,52.600,0.374,-0.094,0.928,0.424,0.405 +Afghanistan,2019,2.375,7.697,0.420,52.400,0.394,-0.108,0.924,0.351,0.502 +Albania,2007,4.634,9.142,0.821,65.800,0.529,-0.009,0.875,0.553,0.246 +Albania,2009,5.485,9.262,0.833,66.200,0.525,-0.158,0.864,0.640,0.279 +Albania,2010,5.269,9.303,0.733,66.400,0.569,-0.172,0.726,0.648,0.300 +Albania,2011,5.867,9.331,0.759,66.680,0.487,-0.205,0.877,0.628,0.257 +Albania,2012,5.510,9.347,0.785,66.960,0.602,-0.169,0.848,0.607,0.271 +Albania,2013,4.551,9.359,0.759,67.240,0.632,-0.127,0.863,0.634,0.338 +Albania,2014,4.814,9.378,0.626,67.520,0.735,-0.025,0.883,0.685,0.335 +Albania,2015,4.607,9.403,0.639,67.800,0.704,-0.081,0.885,0.688,0.350 +Albania,2016,4.511,9.437,0.638,68.100,0.730,-0.017,0.901,0.675,0.322 +Albania,2017,4.640,9.476,0.638,68.400,0.750,-0.029,0.876,0.669,0.334 +Albania,2018,5.004,9.518,0.684,68.700,0.824,0.009,0.899,0.713,0.319 +Albania,2019,4.995,9.544,0.686,69.000,0.777,-0.099,0.914,0.681,0.274 +Albania,2020,5.365,9.497,0.710,69.300,0.754,0.007,0.891,0.679,0.265 +Algeria,2010,5.464,9.287,,64.500,0.593,-0.205,0.618,, +Algeria,2011,5.317,9.297,0.810,64.660,0.530,-0.181,0.638,0.550,0.255 +Algeria,2012,5.605,9.311,0.839,64.820,0.587,-0.172,0.690,0.604,0.230 +Algeria,2014,6.355,9.335,0.818,65.140,,,,0.626,0.177 +Algeria,2016,5.341,9.362,0.749,65.500,,,,0.661,0.377 +Algeria,2017,5.249,9.354,0.807,65.700,0.437,-0.167,0.700,0.642,0.289 +Algeria,2018,5.043,9.348,0.799,65.900,0.583,-0.146,0.759,0.591,0.293 +Algeria,2019,4.745,9.337,0.803,66.100,0.385,0.005,0.741,0.585,0.215 +Angola,2011,5.589,8.946,0.723,52.500,0.584,0.055,0.911,0.659,0.361 +Angola,2012,4.360,8.992,0.753,53.200,0.456,-0.136,0.906,0.558,0.305 +Angola,2013,3.937,9.005,0.722,53.900,0.410,-0.104,0.816,0.658,0.371 +Angola,2014,3.795,9.017,0.755,54.600,0.375,-0.168,0.834,0.579,0.368 +Argentina,2006,6.313,9.942,0.938,66.820,0.733,-0.157,0.852,0.825,0.328 +Argentina,2007,6.073,10.018,0.862,66.940,0.653,-0.141,0.881,0.828,0.279 +Argentina,2008,5.961,10.048,0.892,67.060,0.678,-0.132,0.865,0.823,0.318 +Argentina,2009,6.424,9.977,0.919,67.180,0.637,-0.130,0.885,0.864,0.237 +Argentina,2010,6.441,10.066,0.927,67.300,0.730,-0.126,0.855,0.846,0.211 +Argentina,2011,6.776,10.112,0.889,67.480,0.816,-0.174,0.755,0.840,0.232 +Argentina,2012,6.468,10.091,0.902,67.660,0.747,-0.148,0.817,0.857,0.272 +Argentina,2013,6.582,10.103,0.910,67.840,0.737,-0.130,0.823,0.842,0.254 +Argentina,2014,6.671,10.067,0.918,68.020,0.745,-0.164,0.854,0.857,0.238 +Argentina,2015,6.697,10.083,0.926,68.200,0.881,-0.174,0.851,0.859,0.305 +Argentina,2016,6.427,10.051,0.883,68.400,0.848,-0.192,0.851,0.842,0.312 +Argentina,2017,6.039,10.067,0.907,68.600,0.832,-0.186,0.841,0.809,0.292 +Argentina,2018,5.793,10.032,0.900,68.800,0.846,-0.211,0.855,0.820,0.321 +Argentina,2019,6.086,10.000,0.896,69.000,0.817,-0.211,0.830,0.826,0.319 +Argentina,2020,5.901,9.850,0.897,69.200,0.823,-0.122,0.816,0.764,0.342 +Armenia,2006,4.289,9.044,0.682,64.800,0.520,-0.231,0.850,0.494,0.469 +Armenia,2007,4.882,9.181,0.760,64.900,0.605,-0.251,0.817,0.507,0.412 +Armenia,2008,4.652,9.256,0.709,65.000,0.462,-0.215,0.876,0.521,0.385 +Armenia,2009,4.178,9.111,0.680,65.100,0.441,-0.214,0.882,0.543,0.411 +Armenia,2010,4.368,9.136,0.660,65.200,0.459,-0.176,0.891,0.510,0.426 +Armenia,2011,4.260,9.182,0.705,65.360,0.465,-0.225,0.875,0.475,0.459 +Armenia,2012,4.320,9.249,0.676,65.520,0.502,-0.215,0.893,0.518,0.464 +Armenia,2013,4.277,9.277,0.723,65.680,0.504,-0.195,0.900,0.562,0.450 +Armenia,2014,4.453,9.307,0.739,65.840,0.506,-0.218,0.920,0.581,0.404 +Armenia,2015,4.348,9.334,0.723,66.000,0.551,-0.203,0.901,0.594,0.438 +Armenia,2016,4.325,9.333,0.709,66.300,0.611,-0.170,0.921,0.594,0.437 +Armenia,2017,4.288,9.402,0.698,66.600,0.614,-0.147,0.865,0.625,0.437 +Armenia,2018,5.062,9.451,0.814,66.900,0.808,-0.163,0.677,0.581,0.455 +Armenia,2019,5.488,9.522,0.782,67.200,0.844,-0.172,0.583,0.598,0.430 +Australia,2005,7.341,10.659,0.968,71.400,0.935,,0.390,0.843,0.238 +Australia,2007,7.285,10.703,0.965,71.720,0.891,0.347,0.513,0.826,0.215 +Australia,2008,7.254,10.719,0.947,71.880,0.916,0.305,0.431,0.826,0.218 +Australia,2010,7.450,10.722,0.955,72.200,0.932,0.317,0.366,0.834,0.220 +Australia,2011,7.406,10.733,0.967,72.300,0.945,0.369,0.382,0.816,0.195 +Australia,2012,7.196,10.754,0.945,72.400,0.935,0.274,0.368,0.811,0.214 +Australia,2013,7.364,10.762,0.928,72.500,0.933,0.269,0.432,0.819,0.177 +Australia,2014,7.289,10.772,0.924,72.600,0.923,0.319,0.442,0.775,0.245 +Australia,2015,7.309,10.779,0.952,72.700,0.922,0.332,0.357,0.790,0.210 +Australia,2016,7.250,10.791,0.942,73.000,0.922,0.239,0.399,0.791,0.236 +Australia,2017,7.257,10.798,0.950,73.300,0.911,0.317,0.411,0.780,0.225 +Australia,2018,7.177,10.811,0.940,73.600,0.916,0.146,0.405,0.759,0.187 +Australia,2019,7.234,10.815,0.943,73.900,0.918,0.121,0.430,0.770,0.202 +Australia,2020,7.137,10.760,0.937,74.200,0.905,0.210,0.491,0.769,0.205 +Austria,2006,7.122,10.842,0.936,70.760,0.941,0.302,0.490,0.823,0.174 +Austria,2008,7.181,10.887,0.935,71.080,0.879,0.291,0.614,0.832,0.173 +Austria,2010,7.303,10.861,0.914,71.400,0.896,0.131,0.546,0.815,0.156 +Austria,2011,7.471,10.887,0.944,71.540,0.939,0.132,0.703,0.789,0.145 +Austria,2012,7.401,10.889,0.945,71.680,0.920,0.118,0.771,0.822,0.157 +Austria,2013,7.499,10.883,0.950,71.820,0.922,0.168,0.679,0.787,0.163 +Austria,2014,6.950,10.882,0.899,71.960,0.885,0.118,0.567,0.780,0.170 +Austria,2015,7.076,10.881,0.928,72.100,0.900,0.099,0.557,0.798,0.164 +Austria,2016,7.048,10.891,0.926,72.400,0.889,0.080,0.524,0.756,0.197 +Austria,2017,7.294,10.908,0.906,72.700,0.890,0.133,0.518,0.748,0.180 +Austria,2018,7.396,10.928,0.912,73.000,0.904,0.053,0.523,0.752,0.226 +Austria,2019,7.195,10.939,0.964,73.300,0.903,0.060,0.457,0.774,0.205 +Austria,2020,7.213,10.851,0.925,73.600,0.912,0.011,0.464,0.769,0.206 +Azerbaijan,2006,4.728,9.170,0.854,61.880,0.772,-0.235,0.774,0.512,0.276 +Azerbaijan,2007,4.568,9.386,0.753,62.260,0.522,-0.207,0.871,0.521,0.284 +Azerbaijan,2008,4.817,9.465,0.684,62.640,0.601,-0.029,0.715,0.578,0.227 +Azerbaijan,2009,4.574,9.534,0.736,63.020,0.498,-0.087,0.754,0.544,0.234 +Azerbaijan,2010,4.219,9.569,0.687,63.400,0.501,-0.123,0.858,0.527,0.272 +Azerbaijan,2011,4.680,9.540,0.725,63.640,0.537,-0.105,0.795,0.536,0.258 +Azerbaijan,2012,4.911,9.549,0.762,63.880,0.599,-0.140,0.763,0.554,0.266 +Azerbaijan,2013,5.481,9.592,0.770,64.120,0.672,-0.168,0.699,0.619,0.242 +Azerbaijan,2014,5.252,9.607,0.799,64.360,0.733,-0.208,0.654,0.598,0.220 +Azerbaijan,2015,5.147,9.606,0.786,64.600,0.764,-0.198,0.616,0.607,0.206 +Azerbaijan,2016,5.304,9.564,0.777,64.900,0.713,-0.204,0.607,0.598,0.191 +Azerbaijan,2017,5.152,9.555,0.787,65.200,0.731,-0.225,0.653,0.592,0.198 +Azerbaijan,2018,5.168,9.562,0.781,65.500,0.772,-0.232,0.561,0.593,0.191 +Azerbaijan,2019,5.173,9.575,0.887,65.800,0.854,-0.214,0.457,0.643,0.164 +Bahrain,2009,5.701,10.709,0.904,65.940,0.896,0.037,0.506,0.764,0.422 +Bahrain,2010,5.937,10.706,0.877,66.300,0.862,-0.001,0.715,0.685,0.423 +Bahrain,2011,4.824,10.696,0.908,66.580,0.870,-0.051,0.583,0.544,0.514 +Bahrain,2012,5.027,10.716,0.911,66.860,0.682,,0.438,0.589,0.381 +Bahrain,2013,6.690,10.757,0.884,67.140,0.809,,0.525,0.768,0.306 +Bahrain,2014,6.165,10.783,,67.420,,,,, +Bahrain,2015,6.007,10.785,0.853,67.700,0.850,0.112,,0.716,0.303 +Bahrain,2016,6.170,10.781,0.863,68.100,0.889,0.088,,0.787,0.283 +Bahrain,2017,6.227,10.771,0.876,68.500,0.906,0.136,,0.814,0.290 +Bahrain,2019,7.098,10.715,0.878,69.300,0.907,0.048,,0.762,0.317 +Bahrain,2020,6.173,10.620,0.848,69.700,0.945,0.132,,0.790,0.297 +Bangladesh,2006,4.319,7.783,0.672,59.020,0.612,0.068,0.786,0.600,0.321 +Bangladesh,2007,4.607,7.839,0.514,59.440,0.605,0.040,0.806,0.635,0.313 +Bangladesh,2008,5.052,7.886,0.467,59.860,0.606,-0.044,0.802,0.725,0.232 +Bangladesh,2009,5.083,7.924,0.528,60.280,0.631,-0.075,0.776,0.670,0.223 +Bangladesh,2010,4.858,7.967,0.549,60.700,0.659,-0.016,0.774,0.629,0.292 +Bangladesh,2011,4.986,8.018,0.606,61.120,0.838,-0.069,0.757,0.685,0.235 +Bangladesh,2012,4.724,8.070,0.582,61.540,0.668,-0.034,0.765,0.714,0.183 +Bangladesh,2013,4.660,8.116,0.530,61.960,0.742,-0.016,0.743,0.619,0.246 +Bangladesh,2014,4.636,8.164,0.577,62.380,0.736,-0.098,0.789,,0.231 +Bangladesh,2015,4.633,8.216,0.601,62.800,0.815,-0.068,0.721,0.635,0.226 +Bangladesh,2016,4.556,8.274,0.649,63.300,0.875,-0.089,0.688,0.560,0.235 +Bangladesh,2017,4.310,8.334,0.713,63.800,0.896,0.012,0.635,0.569,0.214 +Bangladesh,2018,4.499,8.399,0.706,64.300,0.901,-0.043,0.701,0.541,0.361 +Bangladesh,2019,5.114,8.467,0.673,64.800,0.902,-0.051,0.656,0.537,0.369 +Bangladesh,2020,5.280,8.472,0.739,65.300,0.777,-0.009,0.742,0.582,0.332 +Belarus,2006,5.658,9.489,0.918,61.100,0.707,-0.246,0.708,0.605,0.269 +Belarus,2007,5.617,9.576,0.858,61.400,0.667,-0.225,0.695,0.596,0.235 +Belarus,2008,5.463,9.677,0.904,61.700,0.640,-0.220,0.696,,0.246 +Belarus,2009,5.564,9.681,0.908,62.000,0.679,-0.203,0.676,0.566,0.223 +Belarus,2010,5.526,9.758,0.918,62.300,0.700,-0.163,0.706,0.567,0.208 +Belarus,2011,5.225,9.812,0.910,62.880,0.656,-0.168,0.672,0.521,0.249 +Belarus,2012,5.749,9.830,0.902,63.460,0.645,-0.217,0.657,0.523,0.181 +Belarus,2013,5.876,9.839,0.923,64.040,0.723,-0.177,0.653,0.609,0.206 +Belarus,2014,5.812,9.856,0.880,64.620,0.647,-0.048,0.682,0.619,0.209 +Belarus,2015,5.719,9.815,0.924,65.200,0.623,-0.091,0.669,0.584,0.184 +Belarus,2016,5.178,9.788,0.927,65.500,0.658,-0.125,0.664,0.554,0.182 +Belarus,2017,5.553,9.814,0.900,65.800,0.621,-0.122,0.654,0.541,0.233 +Belarus,2018,5.234,9.846,0.905,66.100,0.644,-0.174,0.718,0.450,0.236 +Belarus,2019,5.821,9.860,0.917,66.400,0.657,-0.186,0.546,0.591,0.190 +Belgium,2005,7.262,10.745,0.935,69.900,0.924,,0.598,0.796,0.260 +Belgium,2007,7.219,10.792,0.922,70.260,0.901,0.069,0.721,0.813,0.218 +Belgium,2008,7.117,10.789,0.923,70.440,0.887,0.007,0.652,0.813,0.242 +Belgium,2010,6.854,10.779,0.931,70.800,0.807,0.022,0.697,0.828,0.240 +Belgium,2011,7.111,10.783,0.937,70.920,0.880,-0.014,0.711,0.835,0.225 +Belgium,2012,6.935,10.784,0.927,71.040,0.855,-0.050,0.758,0.820,0.238 +Belgium,2013,7.104,10.784,0.909,71.160,0.891,0.017,0.574,0.797,0.217 +Belgium,2014,6.855,10.795,0.944,71.280,0.861,0.001,0.512,0.798,0.252 +Belgium,2015,6.904,10.810,0.885,71.400,0.869,0.062,0.469,0.805,0.240 +Belgium,2016,6.949,10.819,0.929,71.600,0.866,-0.056,0.497,0.765,0.260 +Belgium,2017,6.928,10.834,0.922,71.800,0.857,0.054,0.543,0.786,0.234 +Belgium,2018,6.892,10.844,0.930,72.000,0.808,-0.125,0.630,0.750,0.250 +Belgium,2019,6.772,10.853,0.884,72.200,0.776,-0.172,0.672,0.733,0.244 +Belgium,2020,6.839,10.771,0.904,72.400,0.767,-0.164,0.634,0.647,0.260 +Belize,2007,6.451,8.892,0.872,61.600,0.705,0.033,0.769,0.759,0.251 +Belize,2014,5.956,8.883,0.757,62.220,0.874,0.022,0.782,0.755,0.282 +Benin,2006,3.330,7.866,0.445,50.100,0.580,-0.011,0.790,0.587,0.309 +Benin,2008,3.667,7.915,0.382,50.900,0.709,-0.004,0.825,0.584,0.303 +Benin,2011,3.870,7.904,0.477,51.980,0.773,-0.142,0.849,0.626,0.219 +Benin,2012,3.193,7.923,0.523,52.260,0.769,-0.111,0.806,0.583,0.231 +Benin,2013,3.479,7.964,0.577,52.540,0.783,-0.085,0.856,0.702,0.216 +Benin,2014,3.347,7.998,0.506,52.820,0.776,-0.096,0.855,0.590,0.273 +Benin,2015,3.625,7.988,0.434,53.100,0.733,-0.027,0.850,0.592,0.373 +Benin,2016,4.007,7.993,0.493,53.500,0.780,-0.065,0.838,0.608,0.456 +Benin,2017,4.853,8.021,0.436,53.900,0.727,-0.065,0.767,0.615,0.458 +Benin,2018,5.820,8.059,0.504,54.300,0.713,0.002,0.747,0.647,0.468 +Benin,2019,4.976,8.098,0.442,54.700,0.770,-0.016,0.698,0.659,0.441 +Benin,2020,4.408,8.102,0.507,55.100,0.783,-0.083,0.532,0.609,0.305 +Bhutan,2013,5.569,9.123,0.819,59.600,0.810,0.353,0.802,0.779,0.217 +Bhutan,2014,4.939,9.167,0.880,59.900,0.834,0.268,0.650,0.859,0.324 +Bhutan,2015,5.082,9.219,0.848,60.200,0.830,0.277,0.634,0.810,0.312 +Bolivia,2006,5.374,8.686,0.834,59.000,0.770,-0.044,0.794,0.739,0.432 +Bolivia,2007,5.628,8.714,0.796,59.500,0.780,0.001,0.817,0.771,0.388 +Bolivia,2008,5.298,8.756,0.785,60.000,0.726,-0.092,0.801,0.781,0.392 +Bolivia,2009,6.086,8.773,0.831,60.500,0.779,-0.036,0.763,0.797,0.372 +Bolivia,2010,5.781,8.797,0.807,61.000,0.703,-0.068,0.781,0.766,0.350 +Bolivia,2011,5.779,8.831,0.817,61.340,0.782,-0.039,0.825,0.761,0.361 +Bolivia,2012,6.019,8.865,0.781,61.680,0.862,-0.015,0.840,0.782,0.409 +Bolivia,2013,5.767,8.915,0.803,62.020,0.846,-0.067,0.812,0.759,0.410 +Bolivia,2014,5.865,8.953,0.821,62.360,0.881,0.018,0.832,0.809,0.398 +Bolivia,2015,5.834,8.985,0.829,62.700,0.884,-0.030,0.862,0.786,0.393 +Bolivia,2016,5.770,9.012,0.796,63.000,0.882,-0.047,0.853,0.783,0.376 +Bolivia,2017,5.651,9.039,0.779,63.300,0.884,-0.120,0.819,0.698,0.434 +Bolivia,2018,5.916,9.066,0.827,63.600,0.863,-0.093,0.786,0.742,0.387 +Bolivia,2019,5.674,9.074,0.784,63.900,0.881,-0.086,0.857,0.751,0.419 +Bolivia,2020,5.559,8.998,0.805,64.200,0.877,-0.054,0.868,0.790,0.382 +Bosnia and Herzegovina,2007,4.900,9.267,0.766,66.040,0.342,0.006,0.926,0.613,0.296 +Bosnia and Herzegovina,2009,4.963,9.296,0.735,66.480,0.258,-0.026,0.959,0.572,0.390 +Bosnia and Herzegovina,2010,4.669,9.312,0.773,66.700,0.365,-0.128,0.933,0.517,0.409 +Bosnia and Herzegovina,2011,4.995,9.333,0.725,66.740,0.333,-0.035,0.925,0.596,0.326 +Bosnia and Herzegovina,2012,4.773,9.342,0.779,66.780,0.420,-0.013,0.953,0.548,0.338 +Bosnia and Herzegovina,2013,5.124,9.382,0.767,66.820,0.390,0.042,0.970,0.544,0.315 +Bosnia and Herzegovina,2014,5.249,9.411,0.788,66.860,0.412,0.232,0.976,0.531,0.262 +Bosnia and Herzegovina,2015,5.117,9.457,0.656,66.900,0.631,-0.055,0.960,0.534,0.286 +Bosnia and Herzegovina,2016,5.181,9.500,0.808,67.200,0.633,0.134,0.957,0.641,0.304 +Bosnia and Herzegovina,2017,5.090,9.532,0.775,67.500,0.564,0.092,0.923,0.597,0.271 +Bosnia and Herzegovina,2018,5.887,9.576,0.836,67.800,0.659,0.123,0.913,0.643,0.277 +Bosnia and Herzegovina,2019,6.016,9.609,0.873,68.100,0.722,0.079,0.963,0.633,0.238 +Bosnia and Herzegovina,2020,5.516,9.583,0.899,68.400,0.740,0.138,0.916,0.644,0.325 +Botswana,2006,4.739,9.492,0.883,46.820,0.824,-0.195,0.723,0.688,0.226 +Botswana,2008,5.451,9.590,0.832,49.860,0.858,-0.164,0.806,0.731,0.218 +Botswana,2010,3.553,9.556,0.866,52.900,0.826,-0.143,0.814,0.690,0.172 +Botswana,2011,3.520,9.600,0.860,53.680,0.813,-0.250,0.816,0.739,0.160 +Botswana,2012,4.836,9.632,0.837,54.460,0.799,-0.203,0.814,0.773,0.171 +Botswana,2013,4.128,9.728,0.856,55.240,0.767,-0.154,0.749,0.698,0.244 +Botswana,2014,4.031,9.756,0.859,56.020,0.791,-0.105,0.743,0.674,0.245 +Botswana,2015,3.762,9.724,0.816,56.800,0.857,-0.116,0.860,0.746,0.261 +Botswana,2016,3.499,9.748,0.768,57.500,0.852,-0.253,0.729,0.686,0.252 +Botswana,2017,3.505,9.756,0.768,58.200,0.817,-0.248,0.731,0.656,0.276 +Botswana,2018,3.461,9.778,0.795,58.900,0.818,-0.254,0.807,0.730,0.267 +Botswana,2019,3.471,9.785,0.774,59.600,0.833,-0.239,0.792,0.712,0.273 +Brazil,2005,6.637,9.438,0.883,63.300,0.882,,0.745,0.818,0.302 +Brazil,2007,6.321,9.515,0.886,63.780,0.777,-0.016,0.728,0.859,0.299 +Brazil,2008,6.691,9.555,0.878,64.020,0.782,-0.078,0.688,0.820,0.265 +Brazil,2009,7.001,9.544,0.913,64.260,0.767,-0.055,0.723,0.833,0.274 +Brazil,2010,6.837,9.607,0.906,64.500,0.806,-0.054,0.656,0.817,0.250 +Brazil,2011,7.038,9.637,0.916,64.760,0.834,-0.072,0.662,0.807,0.268 +Brazil,2012,6.660,9.647,0.890,65.020,0.849,,0.623,0.755,0.350 +Brazil,2013,7.140,9.668,0.910,65.280,0.785,-0.095,0.707,0.818,0.276 +Brazil,2014,6.981,9.664,0.898,65.540,0.714,-0.115,0.710,0.788,0.274 +Brazil,2015,6.547,9.620,0.907,65.800,0.799,-0.016,0.771,0.755,0.325 +Brazil,2016,6.375,9.578,0.912,66.000,0.807,-0.100,0.781,0.763,0.302 +Brazil,2017,6.333,9.583,0.905,66.200,0.765,-0.175,0.794,0.716,0.308 +Brazil,2018,6.191,9.589,0.882,66.400,0.751,-0.117,0.763,0.750,0.350 +Brazil,2019,6.451,9.592,0.899,66.600,0.830,-0.062,0.762,0.761,0.337 +Brazil,2020,6.110,9.522,0.831,66.800,0.786,-0.053,0.729,0.692,0.389 +Bulgaria,2007,3.844,9.715,0.832,65.100,0.566,-0.138,0.976,0.594,0.226 +Bulgaria,2010,3.912,9.765,0.843,65.700,0.545,-0.144,0.941,0.546,0.238 +Bulgaria,2011,3.875,9.795,0.860,65.800,0.664,-0.228,0.948,0.534,0.271 +Bulgaria,2012,4.222,9.804,0.838,65.900,0.641,-0.172,0.938,0.573,0.237 +Bulgaria,2013,3.993,9.813,0.829,66.000,0.603,-0.191,0.962,0.623,0.278 +Bulgaria,2014,4.438,9.838,0.886,66.100,0.576,-0.055,0.955,0.628,0.236 +Bulgaria,2015,4.865,9.883,0.908,66.200,0.637,-0.200,0.941,0.643,0.214 +Bulgaria,2016,4.838,9.928,0.926,66.400,0.700,-0.170,0.936,0.622,0.172 +Bulgaria,2017,5.097,9.969,0.942,66.600,0.689,-0.154,0.911,0.614,0.189 +Bulgaria,2018,5.099,10.007,0.924,66.800,0.724,-0.176,0.952,0.639,0.189 +Bulgaria,2019,5.108,10.047,0.948,67.000,0.822,-0.109,0.943,0.663,0.200 +Bulgaria,2020,5.598,9.991,0.916,67.200,0.818,-0.004,0.901,0.706,0.221 +Burkina Faso,2006,3.801,7.367,0.796,46.660,0.588,0.028,0.798,0.716,0.266 +Burkina Faso,2007,4.017,7.377,0.771,47.420,0.582,-0.060,0.833,0.651,0.281 +Burkina Faso,2008,3.846,7.403,0.727,48.180,0.612,-0.101,0.887,0.523,0.304 +Burkina Faso,2010,4.036,7.453,0.773,49.700,0.587,-0.036,0.767,0.590,0.217 +Burkina Faso,2011,4.785,7.487,0.710,50.240,0.725,-0.105,0.707,0.579,0.205 +Burkina Faso,2012,3.955,7.520,0.744,50.780,0.622,-0.070,0.726,0.545,0.300 +Burkina Faso,2013,3.326,7.546,0.745,51.320,0.741,-0.016,0.765,0.630,0.287 +Burkina Faso,2014,3.481,7.559,0.742,51.860,0.710,-0.004,0.801,0.614,0.256 +Burkina Faso,2015,4.419,7.568,0.705,52.400,0.659,0.004,0.693,0.579,0.359 +Burkina Faso,2016,4.206,7.596,0.764,52.900,0.645,-0.001,0.721,0.616,0.337 +Burkina Faso,2017,4.647,7.627,0.785,53.400,0.614,-0.063,0.727,0.585,0.354 +Burkina Faso,2018,4.927,7.665,0.665,53.900,0.721,-0.013,0.757,0.711,0.343 +Burkina Faso,2019,4.741,7.691,0.683,54.400,0.678,-0.004,0.729,0.691,0.365 +Burundi,2008,3.563,6.719,0.291,49.020,0.260,-0.019,0.860,0.440,0.253 +Burundi,2009,3.792,6.723,0.326,49.660,0.427,-0.019,0.718,0.641,0.164 +Burundi,2011,3.706,6.748,0.422,50.680,0.490,-0.062,0.677,0.689,0.190 +Burundi,2014,2.905,6.787,0.565,51.820,0.431,-0.059,0.808,0.656,0.251 +Burundi,2018,3.775,6.635,0.485,53.400,0.646,-0.024,0.599,0.666,0.363 +Cambodia,2006,3.569,7.746,0.793,55.300,,0.255,0.829,0.719,0.341 +Cambodia,2007,4.156,7.829,0.675,56.100,0.819,0.116,0.879,,0.320 +Cambodia,2008,4.462,7.879,0.619,56.900,0.914,0.045,0.888,0.739,0.335 +Cambodia,2009,4.111,7.865,0.818,57.700,0.937,0.152,0.965,0.796,0.188 +Cambodia,2010,4.141,7.907,0.697,58.500,0.940,0.350,0.896,0.774,0.422 +Cambodia,2011,4.161,7.960,0.716,58.880,0.927,0.418,0.775,0.799,0.308 +Cambodia,2012,3.899,8.014,0.606,59.260,0.956,0.247,0.890,0.820,0.352 +Cambodia,2013,3.674,8.068,0.651,59.640,0.941,0.164,0.812,0.792,0.440 +Cambodia,2014,3.883,8.121,0.693,60.020,0.938,0.239,0.843,0.783,0.482 +Cambodia,2015,4.162,8.173,0.729,60.400,0.956,0.210,0.825,0.813,0.399 +Cambodia,2016,4.461,8.225,0.746,60.800,0.958,0.076,0.840,0.839,0.398 +Cambodia,2017,4.586,8.276,0.765,61.200,0.964,0.088,0.821,0.799,0.408 +Cambodia,2018,5.122,8.333,0.795,61.600,0.958,0.036,,0.845,0.414 +Cambodia,2019,4.998,8.387,0.759,62.000,0.957,0.013,0.828,0.844,0.390 +Cambodia,2020,4.377,8.362,0.724,62.400,0.963,0.052,0.863,0.878,0.390 +Cameroon,2006,3.851,8.007,0.690,45.980,0.653,-0.009,0.907,0.606,0.271 +Cameroon,2007,4.350,8.028,0.717,46.560,0.644,-0.031,0.910,0.635,0.249 +Cameroon,2008,4.292,8.034,0.697,47.140,0.580,-0.069,0.945,0.600,0.312 +Cameroon,2009,4.741,8.029,0.729,47.720,0.698,-0.017,0.925,0.593,0.250 +Cameroon,2010,4.554,8.035,0.759,48.300,0.792,0.002,0.875,0.606,0.274 +Cameroon,2011,4.434,8.048,0.738,48.700,0.817,-0.029,0.870,0.598,0.272 +Cameroon,2012,4.245,8.065,0.743,49.100,0.766,-0.032,0.898,0.618,0.284 +Cameroon,2013,4.271,8.090,0.760,49.500,0.794,-0.030,0.867,0.681,0.268 +Cameroon,2014,4.240,8.120,0.778,49.900,0.795,-0.071,0.856,0.623,0.216 +Cameroon,2015,5.038,8.149,0.646,50.300,0.791,0.049,0.868,0.651,0.346 +Cameroon,2016,4.816,8.167,0.659,51.100,0.713,-0.003,0.879,0.662,0.367 +Cameroon,2017,5.074,8.176,0.695,51.900,0.767,-0.028,0.844,0.632,0.377 +Cameroon,2018,5.251,8.190,0.677,52.700,0.816,0.036,0.884,0.642,0.356 +Cameroon,2019,4.937,8.203,0.711,53.500,0.712,-0.008,0.817,0.629,0.326 +Cameroon,2020,5.241,8.175,0.720,54.300,0.675,0.049,0.837,0.630,0.386 +Canada,2005,7.418,10.652,0.962,71.300,0.957,0.256,0.503,0.839,0.233 +Canada,2007,7.482,10.739,,71.660,0.930,0.249,0.406,0.872,0.257 +Canada,2008,7.486,10.738,0.939,71.840,0.926,0.262,0.370,0.890,0.202 +Canada,2009,7.488,10.697,0.943,72.020,0.915,0.246,0.413,0.867,0.248 +Canada,2010,7.650,10.717,0.954,72.200,0.934,0.230,0.413,0.879,0.233 +Canada,2011,7.426,10.738,0.922,72.360,0.951,0.253,0.433,0.881,0.248 +Canada,2012,7.415,10.744,0.948,72.520,0.918,0.290,0.466,0.857,0.229 +Canada,2013,7.594,10.757,0.936,72.680,0.916,0.316,0.406,0.851,0.263 +Canada,2014,7.304,10.775,0.918,72.840,0.939,0.270,0.442,0.833,0.259 +Canada,2015,7.413,10.774,0.939,73.000,0.931,0.253,0.427,0.845,0.286 +Canada,2016,7.245,10.773,0.924,73.200,0.912,0.211,0.385,0.825,0.237 +Canada,2017,7.415,10.792,0.934,73.400,0.945,0.163,0.362,0.863,0.218 +Canada,2018,7.175,10.798,0.923,73.600,0.946,0.106,0.372,0.824,0.259 +Canada,2019,7.109,10.800,0.925,73.800,0.912,0.112,0.436,0.822,0.285 +Canada,2020,7.025,10.730,0.931,74.000,0.887,0.050,0.434,0.796,0.307 +Central African Republic,2007,4.160,6.987,0.532,40.900,0.663,0.081,0.782,0.568,0.330 +Central African Republic,2010,3.568,7.091,0.483,42.700,0.690,-0.036,0.845,0.523,0.257 +Central African Republic,2011,3.678,7.125,0.387,43.080,0.780,-0.016,0.834,0.524,0.277 +Central African Republic,2016,2.693,6.785,0.290,44.900,0.624,0.033,0.859,0.579,0.494 +Central African Republic,2017,3.476,6.817,0.320,45.200,0.645,0.073,0.890,0.614,0.599 +Chad,2006,3.435,7.360,0.724,43.180,0.306,0.028,0.961,0.580,0.263 +Chad,2007,4.141,7.359,0.479,43.660,0.295,-0.011,0.874,0.614,0.245 +Chad,2008,4.632,7.356,0.571,44.140,0.527,0.063,0.944,0.569,0.225 +Chad,2009,3.639,7.364,0.646,44.620,0.401,0.021,0.931,0.557,0.221 +Chad,2010,3.743,7.457,0.734,45.100,0.505,0.025,0.858,0.545,0.287 +Chad,2011,4.393,7.425,0.819,45.420,0.540,0.031,0.876,0.591,0.289 +Chad,2012,4.033,7.476,0.673,45.740,0.563,-0.034,0.884,0.527,0.316 +Chad,2013,3.508,7.498,0.714,46.060,0.488,-0.045,0.882,0.462,0.314 +Chad,2014,3.460,7.532,0.733,46.380,0.567,-0.070,0.881,0.536,0.329 +Chad,2015,4.323,7.527,0.751,46.700,0.474,-0.029,0.889,0.607,0.358 +Chad,2016,4.029,7.431,0.616,47.200,0.525,0.052,0.820,0.582,0.468 +Chad,2017,4.559,7.370,0.661,47.700,0.615,0.008,0.792,0.628,0.538 +Chad,2018,4.486,7.363,0.577,48.200,0.650,0.024,0.763,0.553,0.544 +Chad,2019,4.251,7.365,0.640,48.700,0.537,0.055,0.832,0.587,0.460 +Chile,2006,6.063,9.850,0.836,68.660,0.744,0.168,0.634,0.804,0.348 +Chile,2007,5.698,9.887,0.815,68.720,0.662,0.244,0.723,0.767,0.342 +Chile,2008,5.789,9.911,0.804,68.780,0.640,0.084,0.741,0.757,0.330 +Chile,2009,6.494,9.885,0.832,68.840,0.747,0.149,0.734,0.808,0.300 +Chile,2010,6.636,9.931,0.857,68.900,0.786,0.108,0.702,0.809,0.300 +Chile,2011,6.526,9.980,0.819,69.040,0.701,0.112,0.753,0.804,0.317 +Chile,2012,6.599,10.023,0.855,69.180,0.734,0.195,0.782,0.815,0.288 +Chile,2013,6.740,10.053,0.862,69.320,0.737,0.085,0.741,0.855,0.285 +Chile,2014,6.844,10.059,0.862,69.460,0.733,0.217,0.758,0.870,0.276 +Chile,2015,6.533,10.070,0.827,69.600,0.769,0.041,0.812,0.803,0.333 +Chile,2016,6.579,10.074,0.841,69.700,0.652,0.102,0.858,0.869,0.283 +Chile,2017,6.320,10.072,0.880,69.800,0.790,-0.020,0.836,0.838,0.291 +Chile,2018,6.436,10.097,0.890,69.900,0.789,-0.060,0.816,0.833,0.276 +Chile,2019,5.942,10.095,0.869,70.000,0.659,-0.103,0.860,0.809,0.337 +Chile,2020,6.151,10.020,0.888,70.100,0.781,0.033,0.812,0.815,0.336 +China,2006,4.560,8.696,0.747,66.880,,,,0.809,0.170 +China,2007,4.863,8.824,0.811,67.060,,-0.176,,0.817,0.159 +China,2008,4.846,8.911,0.748,67.240,0.853,-0.092,,0.817,0.147 +China,2009,4.454,8.996,0.798,67.420,0.771,-0.160,,0.786,0.162 +China,2010,4.653,9.092,0.768,67.600,0.805,-0.133,,0.765,0.158 +China,2011,5.037,9.179,0.787,67.760,0.824,-0.186,,0.820,0.134 +China,2012,5.095,9.249,0.788,67.920,0.808,-0.185,,0.821,0.159 +China,2013,5.241,9.319,0.778,68.080,0.805,-0.158,,0.836,0.142 +China,2014,5.196,9.386,0.820,68.240,,-0.217,,0.854,0.112 +China,2015,5.304,9.449,0.794,68.400,,-0.244,,0.809,0.171 +China,2016,5.325,9.510,0.742,68.700,,-0.228,,0.826,0.146 +China,2017,5.099,9.571,0.772,69.000,0.878,-0.175,,0.821,0.214 +China,2018,5.131,9.632,0.788,69.300,0.895,-0.159,,0.856,0.190 +China,2019,5.144,9.688,0.822,69.600,0.927,-0.173,,0.891,0.147 +China,2020,5.771,9.702,0.808,69.900,0.891,-0.103,,0.789,0.245 +Colombia,2006,6.025,9.277,0.910,65.220,0.805,-0.015,0.808,0.800,0.326 +Colombia,2007,6.138,9.330,0.894,65.340,0.786,-0.040,0.860,0.808,0.287 +Colombia,2008,6.168,9.351,0.880,65.460,0.795,-0.042,0.763,0.803,0.307 +Colombia,2009,6.272,9.351,0.886,65.580,0.757,-0.055,0.837,0.843,0.273 +Colombia,2010,6.408,9.384,0.893,65.700,0.816,-0.050,0.815,0.831,0.265 +Colombia,2011,6.464,9.442,0.904,65.920,0.811,-0.073,0.847,0.832,0.286 +Colombia,2012,6.375,9.471,0.914,66.140,0.828,-0.009,0.868,0.846,0.294 +Colombia,2013,6.607,9.512,0.901,66.360,0.841,-0.071,0.898,0.851,0.278 +Colombia,2014,6.449,9.546,0.907,66.580,0.801,-0.090,0.887,0.847,0.278 +Colombia,2015,6.388,9.564,0.890,66.800,0.791,-0.100,0.843,0.839,0.292 +Colombia,2016,6.234,9.571,0.882,67.100,0.835,-0.100,0.898,0.794,0.294 +Colombia,2017,6.157,9.569,0.909,67.400,0.838,-0.157,0.875,0.837,0.299 +Colombia,2018,5.984,9.579,0.871,67.700,0.851,-0.148,0.855,0.825,0.301 +Colombia,2019,6.350,9.598,0.873,68.000,0.822,-0.172,0.854,0.822,0.322 +Colombia,2020,5.709,9.495,0.797,68.300,0.840,-0.085,0.808,0.795,0.340 +Comoros,2009,3.476,7.952,0.629,54.360,0.508,-0.074,0.838,0.672,0.167 +Comoros,2010,3.812,7.965,0.721,54.700,0.529,0.005,0.741,0.728,0.178 +Comoros,2011,3.838,7.981,0.722,55.020,0.500,-0.075,0.732,0.667,0.173 +Comoros,2012,3.956,7.988,0.719,55.340,0.534,-0.121,0.651,0.612,0.212 +Comoros,2018,3.973,8.028,0.621,57.200,0.560,0.086,0.794,0.748,0.337 +Comoros,2019,4.609,8.033,0.632,57.500,0.538,0.077,0.762,0.736,0.336 +Congo (Brazzaville),2008,3.820,8.082,0.555,52.200,0.526,-0.098,,0.573,0.298 +Congo (Brazzaville),2011,4.510,8.180,0.637,54.580,0.745,-0.109,0.833,0.621,0.288 +Congo (Brazzaville),2012,3.919,8.192,0.622,54.960,0.773,-0.112,0.800,0.564,0.323 +Congo (Brazzaville),2013,3.955,8.201,0.680,55.340,0.726,-0.078,0.752,0.610,0.291 +Congo (Brazzaville),2014,4.056,8.242,0.686,55.720,0.662,-0.110,0.808,0.595,0.400 +Congo (Brazzaville),2015,4.691,8.243,0.642,56.100,0.850,-0.104,0.841,0.606,0.261 +Congo (Brazzaville),2016,4.119,8.190,0.615,56.700,0.786,-0.072,0.790,0.610,0.304 +Congo (Brazzaville),2017,4.884,8.146,0.655,57.300,0.778,-0.131,0.763,0.599,0.382 +Congo (Brazzaville),2018,5.490,8.136,0.621,57.900,0.699,-0.092,0.738,0.588,0.448 +Congo (Brazzaville),2019,5.213,8.101,0.625,58.500,0.686,-0.046,0.741,0.645,0.405 +Congo (Kinshasa),2009,3.984,6.728,0.733,49.340,0.556,-0.022,0.824,0.491,0.283 +Congo (Kinshasa),2011,4.517,6.797,0.744,50.340,0.631,-0.025,0.856,0.617,0.208 +Congo (Kinshasa),2012,4.639,6.832,0.770,50.780,0.557,-0.035,0.807,0.634,0.230 +Congo (Kinshasa),2013,4.497,6.880,0.830,51.220,0.480,0.012,0.913,0.589,0.187 +Congo (Kinshasa),2014,4.414,6.937,0.822,51.660,0.556,0.009,0.814,0.559,0.305 +Congo (Kinshasa),2015,3.903,6.971,0.767,52.100,0.574,-0.048,0.866,0.589,0.301 +Congo (Kinshasa),2016,4.522,6.962,0.864,52.500,0.637,-0.024,0.875,0.646,0.222 +Congo (Kinshasa),2017,4.311,6.966,0.670,52.900,0.704,0.068,0.809,0.551,0.404 +Costa Rica,2006,7.082,9.565,0.937,69.940,0.882,0.060,0.798,0.868,0.236 +Costa Rica,2007,7.432,9.630,0.918,69.880,0.923,0.098,0.820,0.875,0.240 +Costa Rica,2008,6.851,9.662,0.916,69.820,0.912,0.096,0.816,0.844,0.233 +Costa Rica,2009,7.615,9.639,0.900,69.760,0.886,0.065,0.787,0.876,0.217 +Costa Rica,2010,7.271,9.675,0.915,69.700,0.881,0.047,0.763,0.886,0.221 +Costa Rica,2011,7.229,9.705,0.892,69.900,0.926,-0.033,0.837,0.876,0.269 +Costa Rica,2012,7.272,9.740,0.902,70.100,0.929,0.046,0.794,0.897,0.263 +Costa Rica,2013,7.158,9.751,0.902,70.300,0.898,0.018,0.813,0.850,0.278 +Costa Rica,2014,7.247,9.775,0.914,70.500,0.927,0.010,0.788,0.837,0.290 +Costa Rica,2015,6.854,9.799,0.878,70.700,0.907,-0.059,0.761,0.850,0.286 +Costa Rica,2016,7.136,9.830,0.901,70.900,0.873,-0.032,0.781,0.874,0.281 +Costa Rica,2017,7.225,9.858,0.922,71.100,0.936,-0.076,0.742,0.874,0.275 +Costa Rica,2018,7.141,9.874,0.876,71.300,0.942,-0.107,0.781,0.870,0.326 +Costa Rica,2019,6.998,9.885,0.906,71.500,0.927,-0.146,0.836,0.848,0.303 +Croatia,2007,5.821,10.162,0.910,67.120,0.662,-0.092,0.934,0.586,0.337 +Croatia,2009,5.433,10.104,0.861,67.640,0.549,-0.271,0.958,0.637,0.272 +Croatia,2010,5.596,10.091,0.796,67.900,0.564,-0.237,0.973,0.607,0.259 +Croatia,2011,5.385,10.091,0.790,68.000,0.517,-0.198,0.977,0.598,0.273 +Croatia,2012,6.028,10.072,0.776,68.100,0.542,-0.242,0.924,0.622,0.271 +Croatia,2013,5.885,10.069,0.751,68.200,0.627,-0.204,0.936,0.590,0.285 +Croatia,2014,5.381,10.072,0.646,68.300,0.519,0.132,0.918,0.596,0.286 +Croatia,2015,5.205,10.104,0.768,68.400,0.694,-0.096,0.849,0.609,0.294 +Croatia,2016,5.417,10.146,0.798,69.000,0.672,-0.065,0.884,0.614,0.337 +Croatia,2017,5.343,10.189,0.770,69.600,0.716,-0.104,0.892,0.655,0.316 +Croatia,2018,5.536,10.224,0.910,70.200,0.691,-0.151,0.925,0.582,0.290 +Croatia,2019,5.626,10.258,0.936,70.800,0.739,-0.137,0.932,0.551,0.269 +Croatia,2020,6.508,10.166,0.923,71.400,0.837,-0.063,0.961,0.743,0.286 +Cuba,2006,5.418,,0.970,68.440,0.281,,,0.647,0.277 +Cyprus,2006,6.238,10.566,0.878,71.440,0.836,0.018,0.712,0.829,0.253 +Cyprus,2009,6.833,10.558,0.812,72.160,0.775,0.054,0.801,0.746,0.329 +Cyprus,2010,6.387,10.551,0.822,72.400,0.755,0.073,0.833,0.786,0.296 +Cyprus,2011,6.690,10.530,0.844,72.540,0.745,0.180,0.841,0.763,0.272 +Cyprus,2012,6.181,10.479,0.767,72.680,0.725,0.098,0.871,0.755,0.369 +Cyprus,2013,5.439,10.414,0.744,72.820,0.656,0.102,0.867,0.748,0.420 +Cyprus,2014,5.627,10.406,0.770,72.960,0.715,0.060,0.868,0.737,0.397 +Cyprus,2015,5.439,10.445,0.770,73.100,0.628,0.114,0.893,0.747,0.383 +Cyprus,2016,5.795,10.506,0.786,73.300,0.756,-0.030,0.898,0.742,0.336 +Cyprus,2017,6.062,10.539,0.819,73.500,0.812,0.043,0.851,0.784,0.301 +Cyprus,2018,6.276,10.567,0.826,73.700,0.794,-0.022,0.848,0.750,0.298 +Cyprus,2019,6.137,10.585,0.776,73.900,0.740,-0.008,0.865,0.763,0.290 +Cyprus,2020,6.260,,0.806,74.100,0.763,,0.816,0.759,0.284 +Czech Republic,2005,6.439,10.324,0.919,67.000,0.865,,0.901,0.723,0.258 +Czech Republic,2007,6.500,10.437,0.900,67.440,0.799,-0.063,0.928,0.736,0.277 +Czech Republic,2010,6.250,10.419,0.934,68.100,0.779,-0.042,0.926,0.641,0.244 +Czech Republic,2011,6.331,10.435,0.914,68.240,0.787,-0.106,0.950,0.601,0.253 +Czech Republic,2012,6.334,10.426,0.912,68.380,0.740,-0.154,0.957,0.609,0.257 +Czech Republic,2013,6.698,10.420,0.888,68.520,0.726,-0.156,0.916,0.720,0.253 +Czech Republic,2014,6.484,10.446,0.878,68.660,0.800,-0.168,0.897,0.678,0.235 +Czech Republic,2015,6.608,10.496,0.911,68.800,0.808,-0.146,0.886,0.751,0.206 +Czech Republic,2016,6.736,10.518,0.931,69.300,0.850,-0.197,0.900,0.756,0.201 +Czech Republic,2017,6.790,10.558,0.901,69.800,0.832,-0.177,0.867,0.739,0.227 +Czech Republic,2018,7.034,10.583,0.929,70.300,0.790,-0.292,0.851,0.714,0.178 +Czech Republic,2020,6.897,10.530,0.964,71.300,0.906,-0.127,0.884,0.832,0.290 +Denmark,2005,8.019,10.851,0.972,69.600,0.971,,0.237,0.860,0.154 +Denmark,2007,7.834,10.891,0.954,69.920,0.932,0.240,0.206,0.828,0.194 +Denmark,2008,7.971,10.880,0.954,70.080,0.970,0.272,0.248,0.757,0.163 +Denmark,2009,7.683,10.824,0.939,70.240,0.949,0.264,0.206,0.749,0.234 +Denmark,2010,7.771,10.839,0.975,70.400,0.944,0.242,0.175,0.785,0.155 +Denmark,2011,7.788,10.848,0.962,70.620,0.935,0.298,0.220,0.769,0.175 +Denmark,2012,7.520,10.846,0.951,70.840,0.933,0.139,0.187,0.774,0.209 +Denmark,2013,7.589,10.851,0.965,71.060,0.920,0.215,0.170,0.862,0.195 +Denmark,2014,7.508,10.862,0.956,71.280,0.942,0.118,0.237,0.832,0.233 +Denmark,2015,7.514,10.878,0.960,71.500,0.941,0.222,0.191,0.829,0.218 +Denmark,2016,7.558,10.903,0.954,71.800,0.948,0.138,0.210,0.836,0.208 +Denmark,2017,7.594,10.916,0.952,72.100,0.955,0.155,0.181,0.824,0.206 +Denmark,2018,7.649,10.935,0.958,72.400,0.935,0.018,0.151,0.821,0.206 +Denmark,2019,7.693,10.954,0.958,72.700,0.963,0.020,0.174,0.862,0.181 +Denmark,2020,7.515,10.910,0.947,73.000,0.938,0.052,0.214,0.818,0.227 +Djibouti,2008,5.009,8.111,0.690,53.260,0.773,0.129,0.576,0.755,0.120 +Djibouti,2009,4.906,7.927,0.901,53.780,0.649,0.005,0.634,0.662,0.232 +Djibouti,2010,5.006,7.812,,54.300,0.764,-0.058,0.597,, +Djibouti,2011,4.369,7.880,0.633,54.700,0.746,-0.057,0.519,0.579,0.181 +Dominican Republic,2006,5.088,9.314,0.919,62.680,0.858,0.038,0.755,0.748,0.274 +Dominican Republic,2007,5.081,9.372,0.848,62.960,0.886,-0.008,0.772,0.767,0.260 +Dominican Republic,2008,4.842,9.391,0.850,63.240,0.848,-0.045,0.728,0.732,0.329 +Dominican Republic,2009,5.432,9.388,0.878,63.520,0.863,-0.053,0.806,0.785,0.280 +Dominican Republic,2010,4.735,9.456,0.860,63.800,0.824,-0.075,0.780,0.787,0.282 +Dominican Republic,2011,5.397,9.475,0.872,64.020,0.848,0.014,0.788,0.809,0.300 +Dominican Republic,2012,4.753,9.489,0.879,64.240,0.840,-0.062,0.727,0.797,0.297 +Dominican Republic,2013,5.016,9.525,0.878,64.460,0.889,0.021,0.752,0.793,0.295 +Dominican Republic,2014,5.387,9.582,0.891,64.680,0.905,-0.020,0.760,0.798,0.300 +Dominican Republic,2015,5.062,9.637,0.893,64.900,0.856,-0.065,0.755,0.714,0.295 +Dominican Republic,2016,5.239,9.691,0.895,65.200,0.873,-0.080,0.737,0.760,0.278 +Dominican Republic,2017,5.605,9.725,0.894,65.500,0.855,-0.121,0.760,0.739,0.275 +Dominican Republic,2018,5.433,9.782,0.862,65.800,0.867,-0.150,0.762,0.745,0.291 +Dominican Republic,2019,6.004,9.821,0.884,66.100,0.877,-0.123,0.746,0.784,0.264 +Dominican Republic,2020,5.168,9.802,0.806,66.400,0.835,-0.128,0.636,0.734,0.314 +Ecuador,2006,5.024,9.186,0.910,66.080,0.671,-0.091,0.901,0.825,0.357 +Ecuador,2007,4.996,9.191,0.839,66.260,0.670,-0.063,0.830,0.833,0.286 +Ecuador,2008,5.297,9.236,0.829,66.440,0.640,-0.094,0.801,0.843,0.283 +Ecuador,2009,6.022,9.225,0.779,66.620,0.737,-0.108,0.774,0.840,0.256 +Ecuador,2010,5.838,9.244,0.839,66.800,0.723,-0.063,0.806,0.826,0.220 +Ecuador,2011,5.795,9.304,0.818,66.960,0.788,-0.155,0.702,0.862,0.271 +Ecuador,2012,5.961,9.344,0.785,67.120,0.825,-0.084,0.730,0.847,0.333 +Ecuador,2013,6.019,9.377,0.801,67.280,0.787,-0.191,0.646,0.851,0.267 +Ecuador,2014,5.946,9.399,0.831,67.440,0.719,-0.167,0.661,0.859,0.306 +Ecuador,2015,5.964,9.384,0.856,67.600,0.801,-0.114,0.666,0.851,0.323 +Ecuador,2016,6.115,9.355,0.842,67.900,0.846,-0.015,0.774,0.846,0.365 +Ecuador,2017,5.840,9.360,0.849,68.200,0.879,-0.167,0.734,0.829,0.314 +Ecuador,2018,6.128,9.355,0.851,68.500,0.869,-0.099,0.831,0.876,0.328 +Ecuador,2019,5.809,9.339,0.808,68.800,0.830,-0.115,0.839,0.811,0.374 +Ecuador,2020,5.354,9.244,0.804,69.100,0.829,-0.157,0.855,0.790,0.416 +Egypt,2005,5.168,9.036,0.848,59.700,0.817,,,0.735,0.346 +Egypt,2007,5.541,9.135,0.686,59.820,0.609,-0.121,,0.665,0.355 +Egypt,2008,4.632,9.186,0.738,59.880,,-0.087,0.914,0.683,0.301 +Egypt,2009,5.066,9.213,0.744,59.940,0.611,-0.100,0.801,0.642,0.339 +Egypt,2010,4.669,9.244,0.769,60.000,0.486,-0.076,0.826,0.567,0.276 +Egypt,2011,4.174,9.240,0.753,60.160,0.590,-0.151,0.859,0.529,0.353 +Egypt,2012,4.204,9.240,0.737,60.320,0.452,-0.138,0.880,0.527,0.398 +Egypt,2013,3.559,9.239,0.675,60.480,0.474,-0.141,0.913,0.551,0.483 +Egypt,2014,4.885,9.245,0.619,60.640,0.578,-0.126,0.749,0.543,0.327 +Egypt,2015,4.763,9.266,0.730,60.800,0.659,-0.089,0.684,0.610,0.344 +Egypt,2016,4.557,9.287,0.809,61.100,0.656,-0.141,0.818,0.611,0.370 +Egypt,2017,3.929,9.307,0.638,61.400,0.593,-0.152,,0.539,0.414 +Egypt,2018,4.005,9.338,0.759,61.700,0.682,-0.215,,0.492,0.285 +Egypt,2019,4.328,9.373,0.772,62.000,0.774,-0.199,,0.517,0.313 +Egypt,2020,4.472,9.383,0.673,62.300,0.770,-0.112,,0.599,0.442 +El Salvador,2006,5.701,8.873,0.878,62.920,0.683,-0.056,0.807,0.864,0.233 +El Salvador,2007,5.296,8.887,0.717,63.240,0.639,-0.015,0.785,0.869,0.220 +El Salvador,2008,5.191,8.908,0.747,63.560,0.636,-0.078,0.735,0.842,0.232 +El Salvador,2009,6.839,8.883,0.734,63.880,0.671,-0.103,0.648,0.850,0.243 +El Salvador,2010,6.740,8.900,0.757,64.200,0.669,-0.064,0.694,0.814,0.302 +El Salvador,2011,4.741,8.933,0.731,64.400,0.747,-0.126,0.707,0.875,0.336 +El Salvador,2012,5.934,8.956,0.806,64.600,0.683,-0.155,0.786,0.831,0.365 +El Salvador,2013,6.325,8.974,0.827,64.800,0.716,-0.150,0.772,0.828,0.317 +El Salvador,2014,5.857,8.986,0.798,65.000,0.778,-0.194,0.781,0.837,0.330 +El Salvador,2015,6.018,9.005,0.791,65.200,0.733,-0.156,0.805,0.826,0.333 +El Salvador,2016,6.140,9.025,0.794,65.500,0.800,-0.185,0.797,0.761,0.346 +El Salvador,2017,6.339,9.042,0.829,65.800,0.758,-0.172,0.778,0.849,0.268 +El Salvador,2018,6.241,9.061,0.820,66.100,0.863,-0.095,0.801,0.860,0.270 +El Salvador,2019,6.455,9.080,0.764,66.400,0.877,-0.109,0.682,0.871,0.271 +El Salvador,2020,5.462,9.019,0.696,66.700,0.924,-0.126,0.583,0.839,0.329 +Estonia,2006,5.371,10.270,0.910,64.860,0.749,-0.264,0.797,0.655,0.215 +Estonia,2007,5.332,10.347,0.896,65.320,0.712,-0.246,0.743,0.666,0.176 +Estonia,2008,5.452,10.298,0.904,65.780,0.642,-0.217,0.663,0.597,0.218 +Estonia,2009,5.138,10.144,0.874,66.240,0.611,-0.230,0.793,0.598,0.243 +Estonia,2011,5.487,10.248,0.909,66.960,0.735,-0.168,0.687,0.651,0.205 +Estonia,2012,5.364,10.282,0.889,67.220,0.697,-0.192,0.793,0.647,0.199 +Estonia,2013,5.367,10.299,0.901,67.480,0.754,-0.201,0.726,0.702,0.199 +Estonia,2014,5.556,10.331,0.917,67.740,0.773,-0.153,0.652,0.680,0.203 +Estonia,2015,5.629,10.348,0.918,68.000,0.815,-0.164,0.569,0.723,0.183 +Estonia,2016,5.650,10.374,0.938,68.200,0.843,-0.149,0.639,0.726,0.177 +Estonia,2017,5.938,10.429,0.936,68.400,0.862,-0.101,0.668,0.805,0.160 +Estonia,2018,6.091,10.472,0.933,68.600,0.886,-0.141,0.621,0.795,0.163 +Estonia,2019,6.035,10.511,0.934,68.800,0.887,-0.096,0.576,0.804,0.156 +Estonia,2020,6.453,10.459,0.958,69.000,0.954,-0.082,0.398,0.807,0.188 +Ethiopia,2012,4.561,7.271,0.659,55.200,0.776,-0.044,,0.668,0.137 +Ethiopia,2013,4.445,7.343,0.602,55.800,0.707,-0.008,0.750,0.643,0.213 +Ethiopia,2014,4.507,7.413,0.640,56.400,0.694,0.080,0.702,0.738,0.303 +Ethiopia,2015,4.573,7.484,0.626,57.000,0.803,0.113,0.567,0.714,0.237 +Ethiopia,2016,4.298,7.547,0.719,57.500,0.744,0.038,0.703,0.727,0.254 +Ethiopia,2017,4.180,7.612,0.734,58.000,0.717,0.001,0.757,0.609,0.304 +Ethiopia,2018,4.379,7.651,0.740,58.500,0.740,0.039,0.799,0.660,0.272 +Ethiopia,2019,4.100,7.705,0.748,59.000,0.754,0.053,0.732,0.631,0.283 +Ethiopia,2020,4.549,7.711,0.823,59.500,0.769,0.188,0.784,0.669,0.252 +Finland,2006,7.672,10.745,0.965,69.760,0.969,-0.005,0.132,0.722,0.172 +Finland,2008,7.671,10.796,0.951,70.080,0.934,0.028,0.217,0.773,0.144 +Finland,2010,7.393,10.734,0.935,70.400,0.916,0.091,0.413,0.832,0.202 +Finland,2011,7.354,10.754,0.938,70.640,0.936,0.101,0.320,0.773,0.205 +Finland,2012,7.420,10.735,0.928,70.880,0.921,-0.001,0.361,0.796,0.202 +Finland,2013,7.445,10.722,0.941,71.120,0.919,0.040,0.306,0.769,0.195 +Finland,2014,7.385,10.714,0.952,71.360,0.933,-0.001,0.265,0.784,0.199 +Finland,2015,7.448,10.716,0.948,71.600,0.930,0.111,0.223,0.751,0.191 +Finland,2016,7.660,10.740,0.954,71.700,0.948,-0.027,0.250,0.797,0.182 +Finland,2017,7.788,10.768,0.964,71.800,0.962,-0.002,0.192,0.787,0.176 +Finland,2018,7.858,10.783,0.962,71.900,0.938,-0.127,0.199,0.782,0.182 +Finland,2019,7.780,10.792,0.937,72.000,0.948,-0.052,0.195,0.755,0.181 +Finland,2020,7.889,10.750,0.962,72.100,0.962,-0.116,0.164,0.744,0.193 +France,2005,7.093,10.642,0.940,71.300,0.895,,0.688,0.769,0.225 +France,2006,6.583,10.659,0.944,71.480,0.789,0.126,0.699,0.777,0.289 +France,2008,7.008,10.674,0.935,71.840,0.833,-0.031,0.669,0.746,0.281 +France,2009,6.283,10.639,0.918,72.020,0.798,-0.082,0.654,0.763,0.303 +France,2010,6.798,10.654,0.943,72.200,0.850,-0.104,0.623,0.790,0.261 +France,2011,6.959,10.671,0.921,72.400,0.903,-0.102,0.627,0.781,0.281 +France,2012,6.649,10.669,0.937,72.600,0.841,-0.149,0.608,0.754,0.253 +France,2013,6.667,10.669,0.908,72.800,0.878,-0.125,0.699,0.800,0.205 +France,2014,6.467,10.674,0.878,73.000,0.803,-0.118,0.656,0.811,0.216 +France,2015,6.358,10.682,0.896,73.200,0.817,-0.139,0.641,0.786,0.215 +France,2016,6.475,10.690,0.885,73.400,0.787,-0.091,0.623,0.773,0.270 +France,2017,6.635,10.711,0.931,73.600,0.834,-0.123,0.601,0.762,0.242 +France,2018,6.666,10.727,0.921,73.800,0.816,-0.138,0.582,0.767,0.282 +France,2019,6.690,10.740,0.958,74.000,0.827,-0.133,0.568,0.735,0.250 +France,2020,6.714,10.643,0.947,74.200,0.823,-0.169,0.565,0.732,0.231 +Gabon,2011,4.255,9.608,0.653,55.480,0.772,-0.211,0.851,0.591,0.264 +Gabon,2012,3.972,9.621,0.736,56.160,0.566,-0.195,0.810,0.470,0.266 +Gabon,2013,3.800,9.638,0.733,56.840,0.682,-0.146,0.780,0.510,0.287 +Gabon,2014,3.918,9.644,0.829,57.520,0.607,-0.198,0.782,0.539,0.293 +Gabon,2015,4.661,9.649,0.756,58.200,0.671,-0.194,0.867,0.626,0.372 +Gabon,2016,4.832,9.639,0.780,58.700,0.699,-0.204,0.817,0.640,0.432 +Gabon,2017,4.782,9.616,0.807,59.200,0.652,-0.228,0.868,0.634,0.446 +Gabon,2018,4.783,9.599,0.785,59.700,0.719,-0.197,0.823,0.641,0.418 +Gabon,2019,4.914,9.607,0.763,60.200,0.736,-0.203,0.846,0.693,0.413 +Gambia,2017,4.118,7.637,0.697,54.700,0.812,0.111,0.572,0.838,0.277 +Gambia,2018,4.922,7.671,0.685,55.000,0.719,0.440,0.691,0.804,0.379 +Gambia,2019,5.164,7.699,0.694,55.300,0.677,0.410,0.798,0.773,0.401 +Georgia,2006,3.675,8.993,0.647,65.120,0.553,-0.267,0.752,0.433,0.269 +Georgia,2007,3.707,9.117,0.548,65.040,0.464,-0.267,0.697,0.427,0.236 +Georgia,2008,4.156,9.144,0.608,64.960,0.614,-0.224,0.498,0.441,0.262 +Georgia,2009,3.801,9.116,0.544,64.880,0.495,-0.233,0.535,0.492,0.242 +Georgia,2010,4.102,9.184,0.540,64.800,0.558,-0.248,0.460,0.502,0.243 +Georgia,2011,4.203,9.263,0.503,64.860,0.632,-0.255,0.353,0.515,0.247 +Georgia,2012,4.254,9.332,0.533,64.920,0.659,-0.269,0.321,0.559,0.250 +Georgia,2013,4.349,9.371,0.559,64.980,0.722,-0.254,0.349,0.595,0.200 +Georgia,2014,4.288,9.414,0.558,65.040,0.720,-0.233,0.416,0.570,0.204 +Georgia,2015,4.122,9.442,0.517,65.100,0.640,-0.205,0.502,0.547,0.233 +Georgia,2016,4.448,9.470,0.533,64.900,0.606,-0.249,0.561,0.564,0.223 +Georgia,2017,4.451,9.517,0.590,64.700,0.821,-0.244,0.590,0.581,0.210 +Georgia,2018,4.659,9.565,0.617,64.500,0.775,-0.233,0.755,0.573,0.244 +Georgia,2019,4.892,9.617,0.675,64.300,0.811,-0.260,0.647,0.604,0.244 +Georgia,2020,5.123,9.569,0.718,64.100,0.764,-0.221,0.583,0.611,0.295 +Germany,2005,6.620,10.689,0.963,70.200,0.847,,0.781,0.776,0.197 +Germany,2007,6.417,10.759,0.926,70.480,0.801,0.167,0.792,0.732,0.231 +Germany,2008,6.522,10.770,0.923,70.620,0.766,,0.758,0.787,0.220 +Germany,2009,6.641,10.714,0.935,70.760,0.844,0.127,0.690,0.792,0.206 +Germany,2010,6.725,10.756,0.939,70.900,0.843,0.095,0.688,0.794,0.182 +Germany,2011,6.621,10.813,0.947,70.980,0.906,0.033,0.677,0.794,0.165 +Germany,2012,6.702,10.816,0.926,71.060,0.904,0.071,0.679,0.804,0.170 +Germany,2013,6.965,10.817,0.931,71.140,0.894,0.024,0.566,0.743,0.205 +Germany,2014,6.984,10.835,0.938,71.220,0.899,0.088,0.474,0.785,0.188 +Germany,2015,7.037,10.844,0.926,71.300,0.889,0.178,0.412,0.765,0.203 +Germany,2016,6.874,10.858,0.906,71.600,0.871,0.148,0.446,0.738,0.187 +Germany,2017,7.074,10.878,0.892,71.900,0.841,0.145,0.414,0.737,0.196 +Germany,2018,7.118,10.890,0.920,72.200,0.877,0.034,0.496,0.780,0.243 +Germany,2019,7.035,10.893,0.886,72.500,0.885,0.057,0.462,0.751,0.226 +Germany,2020,7.312,10.833,0.905,72.800,0.864,-0.060,0.424,0.760,0.206 +Ghana,2006,4.535,8.073,0.728,52.340,0.849,0.213,0.814,0.671,0.198 +Ghana,2007,5.220,8.090,0.730,52.780,0.891,0.138,0.771,0.686,0.217 +Ghana,2008,4.965,8.152,0.622,53.220,0.838,0.120,0.863,0.717,0.172 +Ghana,2009,4.198,8.174,0.633,53.660,0.757,0.005,0.890,0.774,0.198 +Ghana,2010,4.606,8.225,0.739,54.100,0.891,0.074,0.875,0.783,0.184 +Ghana,2011,5.608,8.332,0.724,54.480,0.852,0.011,0.790,0.744,0.209 +Ghana,2012,5.057,8.397,0.685,54.860,0.679,0.040,0.898,0.760,0.152 +Ghana,2013,4.965,8.445,0.676,55.240,0.794,-0.065,0.880,0.691,0.211 +Ghana,2014,3.860,8.450,0.651,55.620,0.677,0.001,0.913,0.696,0.280 +Ghana,2015,3.986,8.449,0.687,56.000,0.852,-0.038,0.945,0.690,0.265 +Ghana,2016,4.514,8.460,0.647,56.400,0.751,0.090,0.894,0.668,0.305 +Ghana,2017,5.481,8.517,0.669,56.800,0.783,0.079,0.839,0.703,0.248 +Ghana,2018,5.004,8.555,0.761,57.200,0.817,0.062,0.846,0.747,0.250 +Ghana,2019,4.967,8.596,0.746,57.600,0.787,0.116,0.857,0.682,0.270 +Ghana,2020,5.319,8.590,0.643,58.000,0.824,0.200,0.847,0.713,0.253 +Greece,2005,6.006,10.462,0.837,70.500,0.734,,0.861,0.692,0.264 +Greece,2007,6.647,10.543,0.808,70.900,0.575,-0.190,0.845,0.738,0.222 +Greece,2009,6.039,10.491,0.793,71.300,0.443,-0.293,0.959,0.649,0.254 +Greece,2010,5.840,10.433,0.868,71.500,0.484,-0.303,0.954,0.634,0.292 +Greece,2011,5.372,10.339,0.852,71.560,0.528,-0.316,0.941,0.591,0.323 +Greece,2012,5.096,10.268,0.812,71.620,0.373,-0.305,0.959,0.581,0.352 +Greece,2013,4.720,10.243,0.687,71.680,0.426,-0.272,0.941,0.689,0.482 +Greece,2014,4.756,10.257,0.832,71.740,0.369,-0.288,0.930,0.695,0.385 +Greece,2015,5.623,10.259,0.835,71.800,0.532,-0.272,0.824,0.740,0.277 +Greece,2016,5.303,10.261,0.803,72.000,0.482,-0.260,0.898,0.701,0.336 +Greece,2017,5.148,10.278,0.753,72.200,0.438,-0.290,0.872,0.603,0.333 +Greece,2018,5.409,10.299,0.794,72.400,0.564,-0.335,0.860,0.666,0.255 +Greece,2019,5.952,10.319,0.891,72.600,0.614,-0.289,0.848,0.668,0.236 +Greece,2020,5.788,10.215,0.779,72.800,0.565,-0.241,0.764,0.684,0.322 +Guatemala,2006,5.901,8.850,0.830,60.740,0.663,0.172,0.706,0.818,0.287 +Guatemala,2007,6.330,8.891,0.866,61.080,0.628,0.136,0.810,0.819,0.224 +Guatemala,2008,6.414,8.904,0.866,61.420,0.630,0.206,0.796,0.834,0.234 +Guatemala,2009,6.452,8.891,0.834,61.760,0.643,0.197,0.755,0.829,0.240 +Guatemala,2010,6.290,8.901,0.859,62.100,0.696,0.166,0.795,0.850,0.236 +Guatemala,2011,5.743,8.923,0.768,62.460,0.763,0.009,0.863,0.844,0.289 +Guatemala,2012,5.856,8.935,0.802,62.820,0.865,0.020,0.821,0.863,0.349 +Guatemala,2013,5.985,8.953,0.830,63.180,0.884,0.045,0.817,0.867,0.333 +Guatemala,2014,6.536,8.980,0.834,63.540,0.843,0.108,0.804,0.835,0.305 +Guatemala,2015,6.465,9.003,0.823,63.900,0.869,0.051,0.822,0.851,0.311 +Guatemala,2016,6.359,9.013,0.811,64.200,0.863,0.011,0.812,0.846,0.321 +Guatemala,2017,6.325,9.026,0.826,64.500,0.915,-0.059,0.800,0.846,0.308 +Guatemala,2018,6.627,9.042,0.841,64.800,0.910,-0.010,0.765,0.871,0.262 +Guatemala,2019,6.262,9.064,0.774,65.100,0.901,-0.062,0.773,0.859,0.311 +Guinea,2011,4.045,7.567,0.598,50.220,0.797,0.041,0.743,0.701,0.260 +Guinea,2012,3.652,7.603,0.542,50.440,0.646,0.001,0.794,0.677,0.285 +Guinea,2013,3.902,7.619,0.567,50.660,0.693,0.091,0.815,0.600,0.348 +Guinea,2014,3.412,7.632,0.638,50.880,0.684,0.006,0.705,0.629,0.351 +Guinea,2015,3.505,7.645,0.579,51.100,0.666,0.007,0.762,0.667,0.268 +Guinea,2016,3.603,7.721,0.675,52.200,0.726,-0.056,0.803,0.687,0.374 +Guinea,2017,4.874,7.792,0.634,53.300,0.738,0.038,0.750,0.704,0.422 +Guinea,2018,5.252,7.823,0.630,54.400,0.731,0.092,0.778,0.744,0.440 +Guinea,2019,4.768,7.849,0.655,55.500,0.691,0.097,0.756,0.685,0.473 +Guyana,2007,5.993,8.773,0.849,57.260,0.694,0.110,0.836,0.768,0.296 +Haiti,2006,3.754,7.407,0.694,48.460,0.449,0.401,0.854,0.613,0.332 +Haiti,2008,3.846,7.417,0.679,40.380,0.465,0.261,0.812,0.608,0.256 +Haiti,2010,3.766,7.384,0.554,32.300,0.373,0.216,0.848,0.555,0.293 +Haiti,2011,4.845,7.423,0.567,36.860,0.413,0.243,0.682,0.625,0.245 +Haiti,2012,4.413,7.437,0.749,41.420,0.482,0.289,0.717,0.593,0.284 +Haiti,2013,4.622,7.464,0.648,45.980,0.610,0.289,0.669,0.538,0.327 +Haiti,2014,3.889,7.477,0.554,50.540,0.509,0.285,0.708,0.593,0.327 +Haiti,2015,3.570,7.476,0.564,55.100,0.398,0.306,0.777,0.619,0.333 +Haiti,2016,3.352,7.477,0.584,55.300,0.304,0.291,0.839,0.553,0.367 +Haiti,2017,3.824,7.475,0.647,55.500,0.484,0.381,0.647,0.573,0.322 +Haiti,2018,3.615,7.477,0.538,55.700,0.591,0.422,0.720,0.584,0.359 +Honduras,2006,5.397,8.462,0.933,64.540,0.650,0.089,0.844,0.858,0.155 +Honduras,2007,5.097,8.500,0.819,64.780,0.676,0.230,0.826,0.759,0.199 +Honduras,2008,5.420,8.520,0.828,65.020,0.687,0.223,0.863,0.789,0.206 +Honduras,2009,6.033,8.474,0.824,65.260,0.661,0.119,0.857,0.803,0.261 +Honduras,2010,5.866,8.490,0.803,65.500,0.646,0.105,0.820,0.797,0.260 +Honduras,2011,4.961,8.508,0.766,65.720,0.783,0.095,0.884,0.816,0.307 +Honduras,2012,4.602,8.530,0.779,65.940,0.700,-0.003,0.871,0.847,0.294 +Honduras,2013,4.713,8.540,0.792,66.160,0.698,-0.027,0.868,0.817,0.283 +Honduras,2014,5.056,8.552,0.790,66.380,0.696,0.015,0.834,0.820,0.299 +Honduras,2015,4.845,8.572,0.772,66.600,0.534,-0.097,0.848,0.863,0.311 +Honduras,2016,5.648,8.593,0.774,66.800,0.850,0.080,0.793,0.832,0.297 +Honduras,2017,6.020,8.624,0.843,67.000,0.898,0.072,0.783,0.842,0.248 +Honduras,2018,5.908,8.643,0.827,67.200,0.872,0.099,0.804,0.872,0.287 +Honduras,2019,5.930,8.653,0.797,67.400,0.846,0.063,0.815,0.850,0.279 +Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.156,0.356,0.723,0.236 +Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.296,0.274,0.719,0.237 +Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.308,0.272,0.762,0.210 +Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.332,0.256,0.710,0.183 +Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.235,0.245,0.734,0.196 +Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.222,0.380,0.715,0.183 +Hong Kong S.A.R. of China,2014,5.458,10.940,0.834,,0.843,0.224,0.423,0.684,0.243 +Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.100,0.403,0.664,0.213 +Hong Kong S.A.R. of China,2017,5.362,11.000,0.831,,0.831,0.140,0.416,0.640,0.201 +Hong Kong S.A.R. of China,2019,5.659,11.000,0.856,,0.727,0.067,0.432,0.599,0.358 +Hong Kong S.A.R. of China,2020,5.295,,0.813,,0.705,,0.380,0.609,0.210 +Hungary,2005,5.194,10.108,0.930,64.600,0.697,,0.903,0.675,0.290 +Hungary,2007,4.954,10.153,0.931,65.000,0.538,-0.161,0.895,0.701,0.230 +Hungary,2009,4.895,10.097,0.901,65.400,0.464,-0.125,0.915,0.664,0.228 +Hungary,2010,4.725,10.106,0.896,65.600,0.514,-0.145,0.983,0.656,0.235 +Hungary,2011,4.918,10.127,0.894,65.760,0.631,-0.089,0.940,0.642,0.305 +Hungary,2012,4.683,10.117,0.906,65.920,0.569,-0.136,0.930,0.652,0.315 +Hungary,2013,4.914,10.140,0.877,66.080,0.674,-0.113,0.912,0.706,0.307 +Hungary,2014,5.181,10.183,0.845,66.240,0.494,-0.150,0.855,0.651,0.238 +Hungary,2015,5.344,10.223,0.859,66.400,0.558,-0.198,0.908,0.707,0.245 +Hungary,2016,5.449,10.248,0.900,66.800,0.554,-0.187,0.924,0.666,0.243 +Hungary,2017,6.065,10.293,0.877,67.200,0.661,-0.139,0.886,0.735,0.181 +Hungary,2018,5.936,10.344,0.941,67.600,0.693,-0.243,0.911,0.676,0.201 +Hungary,2019,6.000,10.393,0.947,68.000,0.798,-0.195,0.884,0.743,0.180 +Hungary,2020,6.038,10.335,0.943,68.400,0.771,-0.120,0.836,0.735,0.240 +Iceland,2008,6.888,10.861,0.977,72.320,0.885,0.272,0.708,0.880,0.153 +Iceland,2012,7.591,10.777,0.979,72.760,0.905,0.241,0.759,0.900,0.157 +Iceland,2013,7.501,10.809,0.967,72.840,0.923,0.306,0.713,0.870,0.156 +Iceland,2015,7.498,10.854,0.980,73.000,0.940,0.301,0.639,0.849,0.180 +Iceland,2016,7.510,10.904,0.985,73.000,0.952,0.281,0.719,0.874,0.158 +Iceland,2017,7.476,10.925,0.967,73.000,0.939,0.246,0.727,0.895,0.148 +Iceland,2019,7.533,10.931,0.982,73.000,0.959,,0.699,0.836,0.178 +Iceland,2020,7.575,10.824,0.983,73.000,0.949,0.160,0.644,0.863,0.172 +India,2006,5.348,8.145,0.707,55.720,0.774,,0.855,0.687,0.199 +India,2007,5.027,8.204,0.569,56.140,0.729,-0.051,0.862,0.668,0.253 +India,2008,5.146,8.220,0.684,56.560,0.756,-0.072,0.891,0.674,0.259 +India,2009,4.522,8.281,0.653,56.980,0.679,-0.026,0.895,0.771,0.301 +India,2010,4.989,8.349,0.605,57.400,0.783,0.058,0.863,0.697,0.267 +India,2011,4.635,8.387,0.553,57.700,0.838,-0.038,0.908,0.648,0.232 +India,2012,4.720,8.428,0.511,58.000,0.609,0.067,0.830,0.629,0.295 +India,2013,4.428,8.478,0.553,58.300,0.740,0.084,0.832,0.680,0.330 +India,2014,4.424,8.538,0.621,58.600,0.809,-0.026,0.832,0.711,0.285 +India,2015,4.342,8.604,0.610,58.900,0.777,-0.005,0.776,0.701,0.322 +India,2016,4.179,8.673,0.614,59.300,0.820,0.046,0.765,0.695,0.346 +India,2017,4.046,8.730,0.607,59.700,0.886,-0.042,0.781,0.682,0.318 +India,2018,3.818,8.779,0.638,60.100,0.890,0.085,0.805,0.657,0.357 +India,2019,3.249,8.818,0.561,60.500,0.876,0.112,0.752,0.648,0.466 +India,2020,4.225,8.703,0.617,60.900,0.906,0.075,0.780,0.752,0.383 +Indonesia,2006,4.947,8.850,0.771,59.840,0.713,0.347,0.915,0.825,0.266 +Indonesia,2007,5.101,8.898,0.704,59.980,0.603,0.311,0.960,0.812,0.242 +Indonesia,2008,4.815,8.943,0.675,60.120,0.596,0.164,0.968,0.774,0.239 +Indonesia,2009,5.472,8.975,0.779,60.260,0.784,0.191,0.911,0.865,0.193 +Indonesia,2010,5.457,9.022,0.816,60.400,0.700,0.448,0.954,0.837,0.218 +Indonesia,2011,5.173,9.069,0.825,60.620,0.878,0.438,0.962,0.864,0.273 +Indonesia,2012,5.368,9.114,0.834,60.840,0.770,0.354,0.962,0.897,0.229 +Indonesia,2013,5.292,9.155,0.794,61.060,0.781,0.376,0.973,0.893,0.249 +Indonesia,2014,5.597,9.190,0.905,61.280,0.719,0.408,0.970,0.852,0.242 +Indonesia,2015,5.043,9.225,0.809,61.500,0.779,0.471,0.946,0.876,0.274 +Indonesia,2016,5.136,9.262,0.792,61.700,0.830,0.500,0.890,0.833,0.342 +Indonesia,2017,5.098,9.300,0.796,61.900,0.865,0.488,0.900,0.863,0.319 +Indonesia,2018,5.340,9.339,0.809,62.100,0.879,0.512,0.868,0.864,0.296 +Indonesia,2019,5.347,9.377,0.802,62.300,0.866,0.555,0.861,0.877,0.302 +Iran,2005,5.308,9.393,0.766,62.000,0.651,,0.636,0.608,0.456 +Iran,2007,5.336,9.497,0.718,62.760,0.533,0.056,0.872,0.626,0.361 +Iran,2008,5.129,9.489,0.633,63.140,0.601,0.052,0.868,0.624,0.345 +Iran,2011,4.768,9.547,0.582,64.140,0.798,0.200,0.665,0.578,0.359 +Iran,2012,4.609,9.458,0.600,64.380,0.764,,0.678,0.609,0.525 +Iran,2013,5.140,9.443,0.664,64.620,0.730,0.216,0.685,0.659,0.552 +Iran,2014,4.682,9.476,0.644,64.860,0.767,0.241,0.640,0.618,0.512 +Iran,2015,4.750,9.449,0.572,65.100,0.780,0.176,0.699,0.645,0.520 +Iran,2016,4.653,9.561,0.566,65.400,0.773,0.186,0.713,0.687,0.526 +Iran,2017,4.717,9.584,0.714,65.700,0.731,0.218,0.715,0.694,0.439 +Iran,2018,4.278,,0.674,66.000,0.603,,0.703,0.553,0.493 +Iran,2019,5.006,,0.698,66.300,0.623,,0.728,0.600,0.449 +Iran,2020,4.865,,0.757,66.600,0.600,,0.710,0.582,0.470 +Iraq,2008,4.590,9.063,0.744,58.320,0.386,-0.061,0.910,0.525,0.448 +Iraq,2009,4.775,9.076,0.862,58.960,0.431,-0.199,0.854,0.523,0.404 +Iraq,2010,5.065,9.112,0.854,59.600,0.419,-0.125,0.859,0.542,0.431 +Iraq,2011,4.725,9.152,0.751,59.360,0.347,-0.070,0.780,0.488,0.557 +Iraq,2012,4.660,9.246,0.730,59.120,0.315,-0.020,0.789,0.423,0.449 +Iraq,2013,4.725,9.280,0.728,58.880,,-0.050,0.710,,0.554 +Iraq,2014,4.542,9.250,0.725,58.640,0.646,-0.001,0.726,0.574,0.564 +Iraq,2015,4.493,9.241,0.684,58.400,0.599,0.019,0.762,0.490,0.581 +Iraq,2016,4.413,9.354,0.719,59.000,0.666,-0.052,0.799,0.489,0.570 +Iraq,2017,4.462,9.303,0.695,59.600,0.628,0.000,0.757,0.505,0.591 +Iraq,2018,4.886,9.274,0.764,60.200,0.598,-0.068,0.887,0.605,0.482 +Iraq,2020,4.785,9.167,0.708,61.400,0.700,-0.021,0.849,0.644,0.532 +Ireland,2006,7.144,10.972,0.967,70.140,0.943,0.242,0.473,0.878,0.209 +Ireland,2008,7.568,10.929,0.983,70.820,0.894,0.322,0.487,0.875,0.148 +Ireland,2009,7.046,10.866,0.959,71.160,0.835,0.315,0.580,0.862,0.233 +Ireland,2010,7.257,10.879,0.973,71.500,0.856,0.348,0.618,0.876,0.201 +Ireland,2011,7.007,10.878,0.977,71.600,0.952,0.383,0.590,0.865,0.190 +Ireland,2012,6.965,10.876,0.962,71.700,0.902,0.302,0.573,0.835,0.237 +Ireland,2013,6.760,10.884,0.955,71.800,0.884,0.331,0.558,0.814,0.245 +Ireland,2014,7.018,10.959,0.968,71.900,0.922,0.264,0.406,0.784,0.229 +Ireland,2015,6.830,11.174,0.953,72.000,0.892,0.233,0.409,0.799,0.225 +Ireland,2016,7.041,11.199,0.958,72.100,0.875,0.174,0.399,0.809,0.211 +Ireland,2017,7.060,11.266,0.943,72.200,0.905,0.216,0.337,0.833,0.213 +Ireland,2018,6.962,11.332,0.938,72.300,0.861,0.144,0.362,0.811,0.213 +Ireland,2019,7.255,11.371,0.944,72.400,0.892,0.074,0.373,0.807,0.223 +Ireland,2020,7.035,11.323,0.960,72.500,0.882,0.014,0.356,0.797,0.246 +Israel,2006,7.173,10.389,0.927,71.120,0.817,,0.905,0.696,0.308 +Israel,2007,6.841,10.428,0.868,71.440,0.683,0.219,0.868,0.696,0.320 +Israel,2008,7.261,10.440,0.859,71.760,0.663,0.139,0.898,0.710,0.349 +Israel,2009,7.353,10.425,0.937,72.080,0.593,0.172,0.923,0.695,0.327 +Israel,2010,7.359,10.461,0.882,72.400,0.561,0.150,0.902,0.679,0.362 +Israel,2011,7.433,10.489,0.893,72.460,0.722,0.141,0.891,0.738,0.384 +Israel,2012,7.111,10.493,0.903,72.520,0.681,0.153,0.862,0.665,0.319 +Israel,2013,7.321,10.515,0.909,72.580,0.739,0.150,0.849,0.698,0.409 +Israel,2014,7.401,10.533,0.889,72.640,0.707,0.094,0.818,0.604,0.271 +Israel,2015,7.079,10.536,0.864,72.700,0.753,0.108,0.789,0.697,0.256 +Israel,2016,7.159,10.555,0.890,72.900,0.772,0.153,0.804,0.629,0.263 +Israel,2017,7.331,10.570,0.916,73.100,0.768,0.145,0.793,0.674,0.276 +Israel,2018,6.927,10.585,0.910,73.300,0.725,0.055,0.770,0.663,0.282 +Israel,2019,7.332,10.601,0.946,73.500,0.834,0.085,0.743,0.635,0.266 +Israel,2020,7.195,10.538,0.959,73.700,0.831,-0.049,0.748,0.621,0.243 +Italy,2005,6.854,10.703,0.928,71.900,0.802,,0.944,0.679,0.295 +Italy,2007,6.574,10.727,0.912,72.260,0.684,0.113,0.922,0.716,0.303 +Italy,2008,6.780,10.711,0.880,72.440,0.543,0.049,0.946,0.637,0.268 +Italy,2009,6.334,10.652,0.880,72.620,0.701,0.240,0.890,0.775,0.279 +Italy,2010,6.354,10.666,0.872,72.800,0.738,-0.060,0.921,0.596,0.236 +Italy,2011,6.057,10.671,0.913,72.840,0.568,-0.018,0.933,0.658,0.266 +Italy,2012,5.839,10.638,0.869,72.880,0.570,0.113,0.908,0.670,0.388 +Italy,2013,6.009,10.608,0.916,72.920,0.499,-0.102,0.943,0.779,0.357 +Italy,2014,6.027,10.599,0.898,72.960,0.624,-0.065,0.920,0.716,0.356 +Italy,2015,5.848,10.608,0.909,73.000,0.575,-0.064,0.913,0.692,0.329 +Italy,2016,5.955,10.622,0.927,73.200,0.624,-0.081,0.903,0.685,0.339 +Italy,2017,6.199,10.640,0.920,73.400,0.633,-0.035,0.867,0.661,0.323 +Italy,2018,6.517,10.650,0.913,73.600,0.650,-0.021,0.888,0.649,0.403 +Italy,2019,6.445,10.655,0.838,73.800,0.709,-0.082,0.866,0.631,0.328 +Italy,2020,6.488,10.563,0.890,74.000,0.718,-0.150,0.844,0.670,0.311 +Ivory Coast,2009,4.197,8.209,0.667,45.780,0.760,-0.153,0.902,0.604,0.186 +Ivory Coast,2013,3.739,8.274,0.709,47.100,0.739,-0.031,0.691,0.743,0.306 +Ivory Coast,2014,3.570,8.334,0.711,47.400,0.781,-0.080,0.671,0.647,0.291 +Ivory Coast,2015,4.445,8.393,0.704,47.700,0.800,-0.053,0.744,0.664,0.347 +Ivory Coast,2016,4.543,8.437,0.617,48.300,0.769,-0.043,0.757,0.704,0.378 +Ivory Coast,2017,5.038,8.483,0.661,48.900,0.732,-0.111,0.771,0.698,0.357 +Ivory Coast,2018,5.268,8.523,0.621,49.500,0.713,-0.050,0.791,0.682,0.386 +Ivory Coast,2019,5.392,8.564,0.679,50.100,0.736,-0.017,0.799,0.674,0.425 +Ivory Coast,2020,5.257,8.565,0.613,50.700,0.770,0.016,0.777,0.693,0.340 +Jamaica,2006,6.208,9.225,0.909,64.900,0.738,-0.004,0.946,0.788,0.201 +Jamaica,2011,5.374,9.164,0.855,66.220,0.796,-0.064,0.909,0.836,0.237 +Jamaica,2013,5.709,9.151,0.865,66.460,0.793,-0.021,0.931,0.734,0.312 +Jamaica,2014,5.311,9.152,0.874,66.580,0.809,-0.001,0.861,0.737,0.310 +Jamaica,2017,5.890,9.169,0.913,67.100,0.861,-0.130,0.883,0.769,0.243 +Jamaica,2019,6.309,9.186,0.878,67.500,0.891,-0.137,0.885,0.752,0.195 +Japan,2005,6.516,10.529,0.928,73.200,0.868,,0.699,0.739,0.153 +Japan,2007,6.238,10.558,0.938,73.440,0.796,-0.090,0.809,0.731,0.207 +Japan,2008,5.911,10.546,0.887,73.560,0.772,-0.135,0.816,0.780,0.191 +Japan,2009,5.845,10.491,0.888,73.680,0.730,-0.210,0.740,0.785,0.169 +Japan,2010,6.057,10.532,0.902,73.800,0.772,-0.140,0.770,0.827,0.188 +Japan,2011,6.263,10.532,0.917,73.980,0.814,-0.052,0.734,0.776,0.181 +Japan,2012,5.968,10.549,0.905,74.160,0.753,,0.692,0.777,0.171 +Japan,2013,5.959,10.570,0.924,74.340,0.821,-0.147,0.650,0.794,0.175 +Japan,2014,5.923,10.575,0.900,74.520,0.838,-0.139,0.617,0.742,0.189 +Japan,2015,5.880,10.588,0.923,74.700,0.832,-0.155,0.654,0.768,0.176 +Japan,2016,5.955,10.595,0.900,74.800,0.836,-0.062,0.698,0.760,0.192 +Japan,2017,5.911,10.618,0.882,74.900,0.849,-0.206,0.659,0.740,0.176 +Japan,2018,5.794,10.623,0.886,75.000,0.773,-0.261,0.687,0.703,0.185 +Japan,2019,5.908,10.632,0.878,75.100,0.806,-0.255,0.617,0.743,0.194 +Japan,2020,6.118,10.580,0.887,75.200,0.806,-0.259,0.609,0.742,0.186 +Jordan,2005,6.295,9.246,0.920,63.500,,,0.670,0.696,0.240 +Jordan,2007,5.598,9.321,0.841,63.980,0.646,-0.112,0.664,0.683,0.240 +Jordan,2008,4.930,9.343,0.766,64.220,,-0.127,0.709,0.669,0.331 +Jordan,2009,6.000,9.347,0.899,64.460,0.771,-0.075,0.739,0.645,0.265 +Jordan,2010,5.570,9.317,0.918,64.700,0.788,-0.046,,0.643,0.343 +Jordan,2011,5.539,9.289,0.878,65.000,0.760,-0.143,,0.612,0.260 +Jordan,2012,5.132,9.261,0.829,65.300,0.693,-0.160,,0.565,0.345 +Jordan,2013,5.172,9.237,0.840,65.600,0.692,-0.117,,0.684,0.286 +Jordan,2014,5.333,9.222,0.816,65.900,0.729,-0.104,,0.660,0.313 +Jordan,2015,5.405,9.207,0.830,66.200,0.767,-0.046,,0.690,0.305 +Jordan,2016,5.271,9.197,0.820,66.400,0.771,-0.038,,0.641,0.312 +Jordan,2017,4.808,9.194,0.815,66.600,0.766,-0.152,,0.628,0.392 +Jordan,2018,4.639,9.196,0.800,66.800,0.762,-0.186,,, +Jordan,2019,4.453,9.201,0.793,67.000,0.726,-0.165,,, +Jordan,2020,4.094,9.150,0.709,67.200,0.779,-0.150,,, +Kazakhstan,2006,5.476,9.804,0.872,58.200,0.731,-0.274,0.865,0.669,0.185 +Kazakhstan,2007,5.719,9.878,0.861,58.700,0.806,-0.246,0.865,0.651,0.179 +Kazakhstan,2008,5.886,9.898,0.839,59.200,0.727,-0.221,0.899,0.675,0.160 +Kazakhstan,2009,5.383,9.884,0.893,59.700,0.856,-0.249,0.845,0.679,0.129 +Kazakhstan,2010,5.514,9.940,0.904,60.200,0.785,-0.215,0.823,0.692,0.149 +Kazakhstan,2011,5.736,9.997,0.905,60.720,0.878,-0.235,0.802,0.695,0.154 +Kazakhstan,2012,5.759,10.030,0.892,61.240,0.840,-0.171,0.877,0.740,0.184 +Kazakhstan,2013,5.835,10.074,0.889,61.760,0.782,-0.229,0.820,0.674,0.164 +Kazakhstan,2014,5.970,10.101,0.795,62.280,0.799,0.004,0.805,0.718,0.169 +Kazakhstan,2015,5.950,10.098,0.931,62.800,0.740,-0.037,0.714,0.730,0.174 +Kazakhstan,2016,5.534,10.095,0.928,63.400,0.783,-0.036,0.702,0.702,0.155 +Kazakhstan,2017,5.882,10.121,0.914,64.000,0.745,-0.035,0.755,0.757,0.171 +Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.098,0.824,0.693,0.162 +Kazakhstan,2019,6.272,10.179,0.951,65.200,0.852,-0.055,0.708,0.787,0.139 +Kazakhstan,2020,6.168,10.135,0.966,65.800,0.872,-0.056,0.661,0.684,0.150 +Kenya,2006,4.223,8.039,0.909,50.220,0.616,-0.020,0.860,0.705,0.198 +Kenya,2007,4.576,8.078,0.841,51.540,0.750,0.054,0.799,0.725,0.162 +Kenya,2008,4.015,8.052,0.827,52.860,0.620,-0.012,0.909,0.772,0.149 +Kenya,2009,4.270,8.057,0.789,54.180,0.584,0.100,0.913,0.772,0.183 +Kenya,2010,4.256,8.111,0.805,55.500,0.635,0.019,0.918,0.819,0.123 +Kenya,2011,4.405,8.143,0.846,56.060,0.709,0.022,0.923,0.760,0.228 +Kenya,2012,4.547,8.161,0.831,56.620,0.628,0.066,0.911,0.707,0.194 +Kenya,2013,3.795,8.192,0.825,57.180,0.708,0.212,0.861,0.765,0.161 +Kenya,2014,4.905,8.219,0.765,57.740,0.819,0.172,0.849,0.814,0.221 +Kenya,2015,4.358,8.249,0.777,58.300,0.793,0.221,0.853,0.702,0.172 +Kenya,2016,4.396,8.282,0.706,58.900,0.749,0.298,0.828,0.743,0.226 +Kenya,2017,4.476,8.306,0.715,59.500,0.853,0.234,0.854,0.788,0.230 +Kenya,2018,4.656,8.344,0.707,60.100,0.821,0.291,0.844,0.759,0.237 +Kenya,2019,4.619,8.373,0.676,60.700,0.818,0.310,0.794,0.751,0.251 +Kenya,2020,4.547,8.365,0.674,61.300,0.702,0.260,0.837,0.733,0.297 +Kosovo,2007,5.104,8.928,0.848,,0.381,0.144,0.894,0.655,0.237 +Kosovo,2008,5.522,8.981,0.884,,,0.090,0.849,,0.318 +Kosovo,2009,5.891,9.008,0.830,,0.506,0.201,0.968,0.598,0.169 +Kosovo,2010,5.177,9.033,0.708,,0.451,0.170,0.967,0.695,0.118 +Kosovo,2011,4.860,9.067,0.759,,0.589,0.004,0.919,0.696,0.124 +Kosovo,2012,5.640,9.086,0.757,,0.636,0.027,0.950,0.596,0.100 +Kosovo,2013,6.126,9.113,0.721,,0.568,0.115,0.935,0.692,0.203 +Kosovo,2014,5.000,9.129,0.706,,0.441,0.012,0.775,0.636,0.206 +Kosovo,2015,5.077,9.182,0.805,,0.561,0.181,0.851,0.753,0.180 +Kosovo,2016,5.759,9.228,0.824,,0.827,0.125,0.941,0.704,0.150 +Kosovo,2017,6.149,9.262,0.792,,0.858,0.117,0.925,0.738,0.186 +Kosovo,2018,6.392,9.296,0.822,,0.890,0.269,0.922,0.778,0.170 +Kosovo,2019,6.425,9.339,0.843,,0.841,0.247,0.920,0.749,0.141 +Kosovo,2020,6.294,,0.792,,0.880,,0.910,0.726,0.201 +Kuwait,2006,6.076,11.228,0.919,63.960,0.769,-0.236,0.328,0.846,0.182 +Kuwait,2009,6.585,11.065,0.926,64.440,0.819,0.007,0.675,0.718,0.252 +Kuwait,2010,6.798,10.982,0.893,64.600,0.703,-0.031,0.486,0.718,0.203 +Kuwait,2011,6.378,11.017,0.882,64.900,0.769,,0.560,0.793,0.177 +Kuwait,2012,6.221,11.025,0.889,65.200,0.934,,,0.821,0.095 +Kuwait,2013,6.480,10.985,0.862,65.500,0.751,,,0.752,0.283 +Kuwait,2014,6.180,10.945,,65.800,,,,, +Kuwait,2015,6.146,10.912,0.823,66.100,0.822,0.082,,0.723,0.324 +Kuwait,2016,5.947,10.910,0.845,66.300,0.841,-0.075,,0.688,0.315 +Kuwait,2017,6.094,10.837,0.853,66.500,0.884,-0.005,,0.692,0.307 +Kuwait,2019,6.106,10.817,0.842,66.900,0.867,-0.104,,0.695,0.303 +Kyrgyzstan,2006,4.641,8.185,0.844,59.980,0.678,-0.140,0.879,0.655,0.159 +Kyrgyzstan,2007,4.698,8.258,0.833,60.260,0.684,-0.091,0.929,0.655,0.130 +Kyrgyzstan,2008,4.737,8.329,0.792,60.540,0.719,-0.100,0.923,0.623,0.147 +Kyrgyzstan,2009,5.069,8.345,0.855,60.820,0.699,-0.140,0.896,0.607,0.165 +Kyrgyzstan,2010,4.996,8.329,0.885,61.100,0.720,-0.072,0.926,0.650,0.123 +Kyrgyzstan,2011,4.921,8.374,0.891,61.520,0.748,-0.155,0.932,0.681,0.151 +Kyrgyzstan,2012,5.208,8.357,0.856,61.940,0.703,-0.079,0.892,0.691,0.182 +Kyrgyzstan,2013,5.402,8.441,0.851,62.360,0.755,-0.085,0.900,0.722,0.135 +Kyrgyzstan,2014,5.252,8.460,0.898,62.780,0.736,0.355,0.897,0.725,0.185 +Kyrgyzstan,2015,4.905,8.477,0.857,63.200,0.813,0.200,0.858,0.767,0.173 +Kyrgyzstan,2016,4.857,8.500,0.914,63.500,0.814,0.056,0.917,0.778,0.126 +Kyrgyzstan,2017,5.630,8.526,0.883,63.800,0.859,0.143,0.874,0.755,0.160 +Kyrgyzstan,2018,5.297,8.543,0.898,64.100,0.945,0.267,0.907,0.763,0.203 +Kyrgyzstan,2019,5.685,8.567,0.877,64.400,0.920,-0.002,0.885,0.766,0.207 +Kyrgyzstan,2020,6.250,8.503,0.902,64.700,0.935,0.103,0.931,0.803,0.258 +Laos,2006,5.076,8.251,0.807,53.920,0.925,0.439,0.688,0.886,0.163 +Laos,2007,5.364,8.307,0.790,54.440,0.867,0.478,0.580,0.861,0.136 +Laos,2008,5.044,8.366,0.807,54.960,0.886,0.416,0.637,0.829,0.202 +Laos,2011,4.704,8.548,0.691,56.300,0.882,0.459,0.587,0.900,0.225 +Laos,2012,4.876,8.611,0.693,56.600,,0.232,,0.917,0.387 +Laos,2017,4.623,8.890,0.707,58.300,0.891,0.073,0.592,0.873,0.344 +Laos,2018,4.859,8.935,0.705,58.700,0.907,0.141,0.634,0.852,0.332 +Laos,2019,5.197,8.965,0.729,59.100,0.906,0.061,0.620,0.878,0.306 +Laos,2020,5.284,8.960,0.660,59.500,0.915,0.141,0.748,0.822,0.358 +Latvia,2006,4.710,10.032,0.884,63.160,0.641,-0.229,0.937,0.654,0.234 +Latvia,2007,4.667,10.136,0.836,63.520,0.700,-0.167,0.924,0.673,0.247 +Latvia,2008,5.145,10.112,0.855,63.880,0.630,-0.203,0.926,0.639,0.215 +Latvia,2009,4.669,9.975,0.807,64.240,0.437,-0.180,0.942,0.525,0.242 +Latvia,2011,4.967,10.029,0.836,64.860,0.564,-0.002,0.934,0.563,0.222 +Latvia,2012,5.125,10.082,0.851,65.120,0.564,-0.038,0.895,0.560,0.232 +Latvia,2013,5.070,10.116,0.834,65.380,0.631,-0.073,0.837,0.642,0.227 +Latvia,2014,5.729,10.144,0.881,65.640,0.671,-0.043,0.804,0.652,0.226 +Latvia,2015,5.881,10.185,0.879,65.900,0.656,-0.077,0.808,0.608,0.228 +Latvia,2016,5.940,10.211,0.917,66.200,0.685,-0.156,0.868,0.654,0.231 +Latvia,2017,5.978,10.257,0.895,66.500,0.700,-0.154,0.798,0.623,0.232 +Latvia,2018,5.901,10.307,0.913,66.800,0.608,-0.212,0.799,0.585,0.192 +Latvia,2019,5.970,10.336,0.936,67.100,0.698,-0.194,0.789,0.575,0.212 +Latvia,2020,6.229,10.300,0.928,67.400,0.820,-0.078,0.809,0.714,0.202 +Lebanon,2005,5.491,9.565,0.796,64.600,0.703,,0.945,0.584,0.292 +Lebanon,2006,4.653,9.568,0.853,64.720,0.670,0.069,0.902,0.548,0.320 +Lebanon,2008,4.595,9.743,0.717,64.960,0.524,0.035,0.927,0.527,0.365 +Lebanon,2009,5.206,9.830,0.736,65.080,0.665,0.071,0.937,0.528,0.401 +Lebanon,2010,5.032,9.878,0.721,65.200,0.678,0.073,0.949,0.525,0.341 +Lebanon,2011,5.188,9.838,0.733,65.280,0.657,0.006,0.911,0.578,0.320 +Lebanon,2012,4.573,9.800,0.713,65.360,0.621,-0.006,0.856,0.499,0.339 +Lebanon,2013,4.983,9.772,0.708,65.440,0.655,-0.004,0.921,0.499,0.409 +Lebanon,2014,5.233,9.739,0.759,65.520,0.657,-0.012,0.939,0.559,0.267 +Lebanon,2015,5.172,9.699,0.742,65.600,0.597,0.073,0.889,0.568,0.243 +Lebanon,2016,5.271,9.687,0.828,66.100,0.657,0.031,0.853,0.553,0.263 +Lebanon,2017,5.154,9.681,0.777,66.600,0.605,-0.074,0.911,0.515,0.244 +Lebanon,2018,5.167,9.656,0.829,67.100,0.607,-0.066,0.907,0.464,0.271 +Lebanon,2019,4.024,9.597,0.866,67.600,0.447,-0.081,0.890,0.322,0.494 +Lesotho,2011,4.898,7.777,0.824,45.740,0.618,-0.087,0.768,0.793,0.170 +Lesotho,2016,3.808,7.953,0.798,46.600,0.729,-0.099,0.743,0.732,0.270 +Lesotho,2017,3.795,7.931,0.769,47.300,0.757,-0.145,0.797,0.746,0.255 +Lesotho,2019,3.512,7.926,0.790,48.700,0.716,-0.131,0.915,0.735,0.273 +Liberia,2007,3.701,7.196,0.594,49.140,0.790,0.115,0.776,0.613,0.435 +Liberia,2008,4.221,7.223,0.619,49.960,0.724,-0.035,0.840,0.585,0.261 +Liberia,2010,4.196,7.258,0.827,51.600,0.819,-0.038,0.818,0.595,0.217 +Liberia,2014,4.571,7.391,0.708,53.280,0.590,-0.030,0.869,0.543,0.443 +Liberia,2015,2.702,7.365,0.638,53.700,0.671,-0.061,0.903,0.505,0.388 +Liberia,2016,3.355,7.324,0.643,54.500,0.763,0.033,0.901,0.636,0.509 +Liberia,2017,4.424,7.324,0.685,55.300,0.733,-0.012,0.867,0.668,0.391 +Liberia,2018,4.135,7.311,0.727,56.100,0.766,0.050,0.868,0.660,0.436 +Liberia,2019,5.121,7.264,0.712,56.900,0.706,0.051,0.828,0.636,0.389 +Libya,2012,5.754,9.842,0.855,62.660,0.712,-0.032,0.791,0.695,0.316 +Libya,2015,5.615,9.308,0.868,62.300,0.775,-0.044,,0.704,0.369 +Libya,2016,5.434,9.268,0.876,62.300,0.822,-0.089,,0.718,0.383 +Libya,2017,5.647,9.491,0.823,62.300,0.779,-0.019,0.673,0.697,0.379 +Libya,2018,5.494,9.617,0.824,62.300,0.781,-0.101,0.646,0.706,0.399 +Libya,2019,5.330,9.627,0.827,62.300,0.762,-0.073,0.686,0.709,0.401 +Lithuania,2006,5.954,10.046,0.930,63.140,0.567,-0.295,0.967,0.621,0.254 +Lithuania,2007,5.808,10.163,0.941,63.480,0.590,-0.282,0.966,0.589,0.279 +Lithuania,2008,5.554,10.199,0.914,63.820,0.621,-0.259,0.961,0.533,0.276 +Lithuania,2009,5.467,10.050,0.933,64.160,0.496,-0.303,0.979,0.526,0.271 +Lithuania,2010,5.066,10.085,0.882,64.500,0.519,-0.275,0.962,0.473,0.272 +Lithuania,2011,5.432,10.167,0.911,64.700,0.566,-0.148,0.964,0.570,0.275 +Lithuania,2012,5.771,10.218,0.919,64.900,0.503,-0.273,0.957,0.581,0.277 +Lithuania,2013,5.596,10.263,0.913,65.100,0.556,-0.237,0.936,0.581,0.294 +Lithuania,2014,6.126,10.306,0.908,65.300,0.508,-0.263,0.956,0.619,0.287 +Lithuania,2015,5.711,10.335,0.929,65.500,0.641,-0.254,0.924,0.595,0.276 +Lithuania,2016,5.866,10.373,0.938,66.100,0.614,-0.266,0.949,0.594,0.250 +Lithuania,2017,6.273,10.429,0.926,66.700,0.749,-0.174,0.790,0.608,0.195 +Lithuania,2018,6.309,10.474,0.929,67.300,0.699,-0.237,0.852,0.517,0.214 +Lithuania,2019,6.064,10.518,0.918,67.900,0.780,-0.251,0.783,0.566,0.276 +Lithuania,2020,6.391,10.504,0.953,68.500,0.824,-0.122,0.829,0.660,0.202 +Luxembourg,2009,6.958,11.562,0.939,71.440,0.939,0.127,0.432,0.799,0.238 +Luxembourg,2010,7.097,11.592,0.952,71.700,0.908,0.096,0.423,0.809,0.216 +Luxembourg,2011,7.101,11.595,0.934,71.880,0.962,0.106,0.388,0.836,0.200 +Luxembourg,2012,6.964,11.567,0.914,72.060,0.917,0.059,0.403,0.815,0.227 +Luxembourg,2013,7.131,11.580,0.917,72.240,0.790,-0.054,0.301,0.640,0.185 +Luxembourg,2014,6.891,11.598,0.875,72.420,0.938,0.106,0.366,0.803,0.170 +Luxembourg,2015,6.702,11.617,0.934,72.600,0.932,0.052,0.375,0.757,0.193 +Luxembourg,2016,6.967,11.640,0.941,72.600,0.882,0.019,0.356,0.758,0.192 +Luxembourg,2017,7.061,11.634,0.905,72.600,0.903,0.044,0.330,0.766,0.184 +Luxembourg,2018,7.243,11.645,0.902,72.600,0.884,-0.022,0.385,0.750,0.202 +Luxembourg,2019,7.404,11.648,0.912,72.600,0.930,-0.045,0.390,0.789,0.212 +Madagascar,2006,3.980,7.376,0.711,54.040,,-0.039,,0.702,0.161 +Madagascar,2008,4.640,7.439,0.776,54.920,0.332,-0.099,0.773,0.614,0.215 +Madagascar,2011,4.381,7.336,0.818,56.220,0.546,-0.062,0.897,0.510,0.235 +Madagascar,2012,3.551,7.339,0.673,56.640,0.487,-0.055,0.854,0.690,0.194 +Madagascar,2013,3.816,7.334,0.673,57.060,0.480,-0.019,0.868,0.734,0.241 +Madagascar,2014,3.676,7.340,0.655,57.480,0.529,-0.023,0.791,0.748,0.192 +Madagascar,2015,3.593,7.344,0.647,57.900,0.545,-0.041,0.861,0.802,0.226 +Madagascar,2016,3.663,7.356,0.746,58.300,0.570,-0.069,0.864,0.813,0.204 +Madagascar,2017,4.079,7.368,0.626,58.700,0.570,-0.033,0.847,0.752,0.375 +Madagascar,2018,4.071,7.386,0.666,59.100,0.551,0.003,0.889,0.752,0.362 +Madagascar,2019,4.339,7.406,0.701,59.500,0.550,-0.012,0.720,0.723,0.304 +Malawi,2006,3.830,6.678,0.554,44.880,0.767,0.200,0.676,0.670,0.222 +Malawi,2007,4.891,6.742,0.600,46.260,0.910,0.202,0.691,0.727,0.176 +Malawi,2009,5.148,6.838,0.718,49.020,0.879,0.176,0.689,0.765,0.130 +Malawi,2011,3.946,6.895,0.613,51.420,0.733,0.099,0.853,0.713,0.268 +Malawi,2012,4.279,6.885,0.604,52.440,0.637,0.169,0.886,0.816,0.200 +Malawi,2013,4.035,6.907,0.563,53.460,0.752,0.078,0.857,0.808,0.248 +Malawi,2014,4.563,6.935,0.512,54.480,0.786,0.061,0.824,0.704,0.263 +Malawi,2015,3.868,6.935,0.494,55.500,0.801,0.058,0.835,0.633,0.260 +Malawi,2016,3.476,6.932,0.524,56.200,0.810,0.066,0.824,0.603,0.325 +Malawi,2017,3.417,6.945,0.555,56.900,0.848,0.025,0.735,0.609,0.312 +Malawi,2018,3.335,6.949,0.528,57.600,0.799,0.073,0.766,0.586,0.365 +Malawi,2019,3.869,6.966,0.549,58.300,0.765,0.004,0.680,0.537,0.348 +Malaysia,2006,6.012,9.839,0.866,64.960,0.837,0.201,0.740,0.750,0.243 +Malaysia,2007,6.239,9.881,0.871,65.120,0.844,0.089,0.799,0.775,0.162 +Malaysia,2008,5.807,9.909,0.803,65.280,0.780,0.044,0.884,0.815,0.186 +Malaysia,2009,5.385,9.875,0.792,65.440,0.874,-0.009,0.858,0.822,0.164 +Malaysia,2010,5.580,9.930,0.839,65.600,0.769,0.032,0.844,0.832,0.192 +Malaysia,2011,5.786,9.966,0.770,65.760,0.840,-0.016,0.842,0.887,0.155 +Malaysia,2012,5.914,10.005,0.841,65.920,0.848,0.017,0.847,0.867,0.177 +Malaysia,2013,5.770,10.037,0.831,66.080,0.791,0.264,0.755,0.736,0.317 +Malaysia,2014,5.963,10.082,0.863,66.240,0.808,0.239,0.845,0.770,0.261 +Malaysia,2015,6.322,10.118,0.818,66.400,0.675,0.222,0.838,0.775,0.314 +Malaysia,2018,5.339,10.223,0.789,67.000,0.875,0.127,0.894,0.824,0.200 +Malaysia,2019,5.428,10.252,0.842,67.200,0.916,0.123,0.782,0.834,0.176 +Maldives,2018,5.198,9.826,0.913,70.600,0.855,0.024,,, +Mali,2006,4.014,7.593,0.761,45.920,0.555,-0.072,0.761,0.767,0.209 +Mali,2008,4.115,7.607,0.747,47.160,0.495,-0.012,0.918,0.682,0.164 +Mali,2009,3.977,7.622,0.733,47.780,0.634,0.008,0.819,0.760,0.150 +Mali,2010,3.762,7.642,0.751,48.400,0.749,-0.028,0.811,0.797,0.162 +Mali,2011,4.667,7.643,0.796,48.760,0.823,-0.101,0.726,0.758,0.132 +Mali,2012,4.313,7.605,0.823,49.120,0.704,-0.088,0.787,0.681,0.109 +Mali,2013,3.676,7.599,0.820,49.480,0.665,-0.053,0.755,0.724,0.193 +Mali,2014,3.975,7.638,0.843,49.840,0.652,-0.037,0.658,0.741,0.186 +Mali,2015,4.582,7.669,0.830,50.200,0.634,-0.068,0.800,0.709,0.243 +Mali,2016,4.016,7.695,0.836,50.700,0.696,-0.070,0.862,0.807,0.305 +Mali,2017,4.742,7.718,0.741,51.200,0.753,-0.069,0.863,0.742,0.393 +Mali,2018,4.416,7.733,0.692,51.700,0.737,-0.034,0.793,0.770,0.370 +Mali,2019,4.988,7.752,0.755,52.200,0.670,-0.038,0.846,0.712,0.358 +Malta,2009,6.328,10.331,0.916,71.380,0.803,0.464,,0.715,0.358 +Malta,2010,5.774,10.361,0.908,71.600,0.802,0.287,,0.697,0.375 +Malta,2011,6.155,10.370,0.923,71.720,0.882,0.296,,0.736,0.340 +Malta,2012,5.963,10.389,0.922,71.840,0.861,0.352,,0.744,0.391 +Malta,2013,6.380,10.422,0.942,71.960,0.909,0.410,,0.660,0.370 +Malta,2014,6.452,10.486,0.941,72.080,0.904,0.404,0.670,0.652,0.352 +Malta,2015,6.613,10.566,0.919,72.200,0.912,0.347,0.664,0.680,0.355 +Malta,2016,6.591,10.599,0.930,72.200,0.916,0.345,0.696,0.687,0.355 +Malta,2017,6.676,10.635,0.937,72.200,0.924,0.253,0.690,0.721,0.302 +Malta,2018,6.910,10.670,0.932,72.200,0.927,0.179,0.595,0.721,0.296 +Malta,2019,6.733,10.677,0.922,72.200,0.924,0.087,0.689,0.707,0.356 +Malta,2020,6.157,,0.938,72.200,0.931,,0.675,0.601,0.411 +Mauritania,2007,4.149,8.533,0.682,53.660,0.573,-0.072,0.586,0.733,0.174 +Mauritania,2008,4.248,8.501,0.670,53.940,0.593,-0.018,0.841,0.732,0.176 +Mauritania,2009,4.500,8.473,0.819,54.220,0.735,0.039,0.848,0.738,0.170 +Mauritania,2010,4.772,8.470,0.857,54.500,0.669,0.055,0.727,0.778,0.129 +Mauritania,2011,4.785,8.481,0.750,54.820,0.567,0.052,0.747,0.762,0.175 +Mauritania,2012,4.673,8.495,0.763,55.140,0.487,-0.021,0.707,0.782,0.164 +Mauritania,2013,4.199,8.506,0.741,55.460,0.603,-0.079,0.676,0.793,0.196 +Mauritania,2014,4.483,8.519,0.853,55.780,0.468,-0.054,0.589,0.755,0.163 +Mauritania,2015,3.923,8.542,0.875,56.100,0.447,0.055,0.715,0.820,0.194 +Mauritania,2016,4.472,8.526,0.785,56.400,0.467,-0.175,0.842,0.735,0.222 +Mauritania,2017,4.678,8.533,0.779,56.700,0.527,-0.153,0.777,0.637,0.272 +Mauritania,2018,4.314,8.526,0.802,57.000,0.467,-0.112,0.711,0.663,0.276 +Mauritania,2019,4.153,8.556,0.798,57.300,0.628,-0.102,0.743,0.692,0.260 +Mauritius,2011,5.477,9.767,0.800,64.700,0.848,0.191,0.847,0.738,0.253 +Mauritius,2014,5.648,9.865,0.785,65.300,0.824,0.176,0.879,0.808,0.222 +Mauritius,2016,5.610,9.935,0.836,65.800,0.819,0.139,0.891,0.785,0.246 +Mauritius,2017,6.174,9.972,0.910,66.100,0.912,0.087,0.818,0.748,0.169 +Mauritius,2018,5.882,10.008,0.909,66.400,0.867,-0.073,0.785,0.774,0.158 +Mauritius,2019,6.241,10.043,0.913,66.700,0.893,-0.053,0.810,0.808,0.149 +Mauritius,2020,6.015,9.972,0.893,67.000,0.843,-0.037,0.772,0.767,0.138 +Mexico,2005,6.581,9.788,0.903,66.200,0.814,,0.764,0.820,0.219 +Mexico,2007,6.525,9.825,0.879,66.320,0.670,-0.095,0.747,0.816,0.248 +Mexico,2008,6.829,9.821,0.876,66.380,0.677,-0.128,0.785,0.825,0.201 +Mexico,2009,6.963,9.752,0.868,66.440,0.682,-0.076,0.764,0.849,0.196 +Mexico,2010,6.802,9.788,0.876,66.500,0.778,-0.048,0.693,0.840,0.215 +Mexico,2011,6.910,9.810,0.824,66.680,0.831,-0.099,0.698,0.790,0.228 +Mexico,2012,7.320,9.832,0.767,66.860,0.788,-0.093,0.633,0.784,0.278 +Mexico,2013,7.443,9.832,0.759,67.040,0.739,-0.165,0.615,0.790,0.223 +Mexico,2014,6.680,9.847,0.782,67.220,0.779,-0.094,0.630,0.802,0.229 +Mexico,2015,6.236,9.867,0.761,67.400,0.719,-0.152,0.708,0.745,0.237 +Mexico,2016,6.824,9.884,0.893,67.700,0.752,-0.153,0.809,0.859,0.220 +Mexico,2017,6.410,9.893,0.800,68.000,0.861,-0.202,0.801,0.843,0.231 +Mexico,2018,6.550,9.903,0.858,68.300,0.816,-0.179,0.809,0.882,0.213 +Mexico,2019,6.432,9.891,0.852,68.600,0.903,-0.141,0.809,0.864,0.252 +Mexico,2020,5.964,9.782,0.779,68.900,0.873,-0.119,0.778,0.810,0.292 +Moldova,2006,5.102,8.936,0.812,60.580,0.554,-0.164,0.926,0.619,0.255 +Moldova,2007,4.775,8.968,0.804,60.760,0.696,-0.186,0.930,0.571,0.306 +Moldova,2008,5.503,9.045,0.872,60.940,0.641,-0.056,0.926,0.584,0.284 +Moldova,2009,5.554,8.984,0.856,61.120,0.551,-0.099,0.925,0.562,0.306 +Moldova,2010,5.590,9.054,0.847,61.300,0.598,-0.088,0.929,0.584,0.278 +Moldova,2011,5.792,9.111,0.869,61.620,0.628,-0.082,0.957,0.568,0.285 +Moldova,2012,5.996,9.105,0.826,61.940,0.602,-0.050,0.955,0.568,0.314 +Moldova,2013,5.756,9.192,0.803,62.260,0.658,-0.069,0.941,0.582,0.261 +Moldova,2014,5.917,9.241,0.805,62.580,0.623,-0.113,0.925,0.583,0.260 +Moldova,2015,6.017,9.246,0.840,62.900,0.595,-0.090,0.943,0.590,0.281 +Moldova,2016,5.578,9.300,0.837,63.600,0.557,-0.047,0.969,0.621,0.275 +Moldova,2017,5.326,9.363,0.831,64.300,0.553,-0.053,0.926,0.581,0.259 +Moldova,2018,5.682,9.423,0.892,65.000,0.824,-0.084,0.929,0.582,0.270 +Moldova,2019,5.803,9.475,0.809,65.700,0.784,-0.092,0.884,0.631,0.262 +Moldova,2020,5.812,9.462,0.874,66.400,0.859,-0.058,0.941,0.727,0.268 +Mongolia,2007,4.609,8.833,0.881,58.820,0.781,0.064,0.918,0.571,0.203 +Mongolia,2008,4.493,8.904,0.920,59.280,0.484,0.068,0.962,0.586,0.173 +Mongolia,2010,4.586,8.920,0.904,60.200,0.631,0.099,0.928,0.712,0.150 +Mongolia,2011,5.031,9.061,0.948,60.500,0.700,0.151,0.931,0.692,0.153 +Mongolia,2012,4.885,9.158,0.919,60.800,0.688,0.107,0.932,0.689,0.181 +Mongolia,2013,4.913,9.248,0.935,61.100,0.748,0.136,0.928,0.649,0.179 +Mongolia,2014,4.825,9.304,0.943,61.400,0.752,0.146,0.909,0.627,0.170 +Mongolia,2015,4.983,9.308,0.906,61.700,0.686,0.173,0.900,0.653,0.208 +Mongolia,2016,5.057,9.300,0.947,61.900,0.760,0.090,0.900,0.694,0.171 +Mongolia,2017,5.334,9.334,0.924,62.100,0.675,0.119,0.865,0.675,0.214 +Mongolia,2018,5.465,9.386,0.942,62.300,0.696,0.054,0.849,0.654,0.192 +Mongolia,2019,5.563,9.418,0.946,62.500,0.711,0.149,0.873,0.707,0.167 +Mongolia,2020,6.011,9.396,0.918,62.700,0.718,0.141,0.843,0.636,0.260 +Montenegro,2007,5.196,9.693,0.832,66.200,0.512,-0.134,0.815,0.579,0.340 +Montenegro,2009,4.801,9.699,0.816,66.800,0.556,-0.101,0.838,0.623,0.423 +Montenegro,2010,5.455,9.724,0.805,67.100,0.552,-0.206,0.757,0.595,0.410 +Montenegro,2011,5.223,9.755,0.818,67.260,0.546,-0.226,0.762,0.603,0.378 +Montenegro,2012,5.219,9.726,0.704,67.420,0.462,-0.192,0.755,0.574,0.379 +Montenegro,2013,5.074,9.760,0.736,67.580,0.502,-0.176,0.693,0.539,0.331 +Montenegro,2014,5.283,9.777,0.863,67.740,0.503,0.097,0.768,0.587,0.368 +Montenegro,2015,5.125,9.810,0.740,67.900,0.583,-0.144,0.781,0.580,0.337 +Montenegro,2016,5.304,9.839,0.866,68.100,0.569,-0.087,0.849,0.591,0.337 +Montenegro,2017,5.615,9.885,0.881,68.300,0.626,-0.083,0.756,0.519,0.350 +Montenegro,2018,5.650,9.934,0.856,68.500,0.626,-0.051,0.769,0.590,0.355 +Montenegro,2019,5.386,9.970,0.832,68.700,0.694,-0.105,0.820,0.591,0.366 +Montenegro,2020,5.722,9.913,0.887,68.900,0.802,0.060,0.845,0.603,0.411 +Morocco,2010,4.383,8.746,,63.500,0.663,-0.162,0.900,, +Morocco,2011,5.085,8.783,0.833,63.800,0.579,-0.218,0.875,0.736,0.187 +Morocco,2012,4.970,8.799,0.676,64.100,0.757,-0.187,0.845,0.687,0.281 +Morocco,2013,5.142,8.829,0.597,64.400,0.572,-0.210,0.771,0.784,0.239 +Morocco,2015,5.163,8.872,0.606,65.000,0.713,-0.228,0.842,0.661,0.262 +Morocco,2016,5.386,8.869,0.655,65.300,0.817,-0.237,0.717,0.713,0.205 +Morocco,2017,5.312,8.898,0.641,65.600,0.814,-0.216,0.841,0.559,0.323 +Morocco,2018,4.897,8.914,0.554,65.900,0.773,-0.234,0.843,0.638,0.416 +Morocco,2019,5.057,8.925,0.535,66.200,0.757,-0.244,0.757,0.589,0.410 +Morocco,2020,4.803,8.871,0.553,66.500,0.819,-0.229,0.803,0.587,0.256 +Mozambique,2006,4.595,6.776,0.879,44.800,0.684,0.041,0.758,0.623,0.327 +Mozambique,2007,4.833,6.823,0.748,45.500,0.643,0.074,0.854,0.634,0.240 +Mozambique,2008,4.654,6.865,0.756,46.200,0.514,0.006,0.864,0.623,0.280 +Mozambique,2011,4.971,6.979,0.818,48.320,0.639,-0.024,0.719,0.592,0.243 +Mozambique,2015,4.550,7.141,0.666,51.200,0.813,0.089,0.632,0.564,0.340 +Mozambique,2017,4.280,7.157,0.678,53.200,0.823,-0.030,0.682,0.648,0.353 +Mozambique,2018,4.654,7.162,0.738,54.200,0.897,0.049,0.691,0.640,0.397 +Mozambique,2019,4.932,7.155,0.742,55.200,0.870,0.073,0.682,0.587,0.384 +Myanmar,2012,4.439,8.158,0.612,57.020,0.691,0.645,0.695,0.764,0.205 +Myanmar,2013,4.176,8.230,0.757,57.380,0.775,0.689,0.638,0.803,0.217 +Myanmar,2014,4.786,8.299,0.774,57.740,,0.698,0.592,0.858,0.112 +Myanmar,2015,4.224,8.359,0.752,58.100,0.808,0.688,0.633,0.866,0.272 +Myanmar,2016,4.623,8.408,0.793,58.400,0.877,0.679,0.607,0.804,0.302 +Myanmar,2017,4.154,8.464,0.795,58.700,0.886,0.650,0.619,0.746,0.282 +Myanmar,2018,4.411,8.523,0.774,59.000,0.906,0.490,0.647,0.777,0.300 +Myanmar,2019,4.434,8.545,0.763,59.300,0.899,0.561,0.682,0.755,0.286 +Myanmar,2020,4.431,8.554,0.796,59.600,0.825,0.470,0.647,0.800,0.289 +Namibia,2007,4.886,9.059,0.828,49.680,0.781,-0.101,0.839,0.811,0.160 +Namibia,2014,4.574,9.232,0.763,55.160,0.849,-0.183,0.790,0.749,0.239 +Namibia,2017,4.441,9.215,0.828,56.200,0.810,-0.190,0.831,0.721,0.277 +Namibia,2018,4.834,9.204,0.864,56.500,0.754,-0.169,0.846,0.739,0.240 +Namibia,2019,4.436,9.173,0.845,56.800,0.739,-0.174,0.879,0.672,0.256 +Namibia,2020,4.451,9.104,0.741,57.100,0.666,-0.104,0.810,0.648,0.248 +Nepal,2006,4.567,7.616,0.874,57.200,0.689,,0.897,0.717,0.171 +Nepal,2007,4.748,7.638,0.787,57.700,0.413,0.317,0.891,0.643,0.152 +Nepal,2008,4.441,7.686,0.818,58.200,0.618,0.291,0.900,0.745,0.153 +Nepal,2009,4.917,7.723,0.813,58.700,0.616,0.044,0.950,0.570,0.215 +Nepal,2010,4.350,7.765,0.779,59.200,0.519,0.092,0.911,0.672,0.226 +Nepal,2011,3.809,7.797,0.741,59.400,0.525,-0.010,0.935,0.699,0.207 +Nepal,2012,4.233,7.846,0.734,59.600,0.638,0.070,0.883,0.736,0.231 +Nepal,2013,4.605,7.889,0.740,59.800,0.722,0.151,0.877,0.629,0.279 +Nepal,2014,4.975,7.948,0.786,60.000,0.712,0.121,0.841,0.614,0.287 +Nepal,2015,4.812,7.976,0.748,60.200,0.763,0.227,0.824,0.543,0.358 +Nepal,2016,5.100,7.973,0.837,61.300,0.839,0.168,0.817,0.627,0.370 +Nepal,2017,4.737,8.039,0.816,62.400,0.845,0.134,0.770,0.571,0.376 +Nepal,2018,4.910,8.087,0.768,63.500,0.770,0.122,0.742,0.537,0.387 +Nepal,2019,5.449,8.136,0.772,64.600,0.790,0.167,0.712,0.536,0.357 +Netherlands,2005,7.464,10.814,0.947,70.400,0.901,,0.571,0.869,0.233 +Netherlands,2007,7.452,10.881,0.944,70.800,0.896,0.344,0.445,0.818,0.213 +Netherlands,2008,7.631,10.899,0.944,71.000,0.883,0.365,0.419,0.788,0.182 +Netherlands,2010,7.502,10.864,0.957,71.400,0.921,0.349,0.399,0.853,0.206 +Netherlands,2011,7.564,10.875,0.938,71.520,0.925,0.336,0.359,0.863,0.181 +Netherlands,2012,7.471,10.861,0.939,71.640,0.877,0.288,0.434,0.861,0.226 +Netherlands,2013,7.407,10.857,0.925,71.760,0.919,0.305,0.505,0.867,0.235 +Netherlands,2014,7.321,10.867,0.909,71.880,0.910,0.331,0.457,0.868,0.221 +Netherlands,2015,7.324,10.882,0.879,72.000,0.904,0.261,0.412,0.834,0.202 +Netherlands,2016,7.541,10.899,0.926,72.100,0.907,0.239,0.433,0.838,0.215 +Netherlands,2017,7.459,10.921,0.937,72.200,0.920,0.250,0.363,0.852,0.185 +Netherlands,2018,7.463,10.941,0.939,72.300,0.920,0.161,0.371,0.862,0.205 +Netherlands,2019,7.425,10.953,0.941,72.400,0.886,0.213,0.360,0.838,0.231 +Netherlands,2020,7.504,10.901,0.944,72.500,0.935,0.151,0.281,0.784,0.247 +New Zealand,2006,7.305,10.526,0.946,71.200,0.932,0.312,0.224,0.880,0.219 +New Zealand,2007,7.604,10.546,0.967,71.400,0.878,0.279,0.295,0.854,0.238 +New Zealand,2008,7.381,10.528,0.944,71.600,0.893,0.298,0.334,0.854,0.232 +New Zealand,2010,7.224,10.520,0.976,72.000,0.918,0.254,0.321,0.847,0.235 +New Zealand,2011,7.191,10.536,0.954,72.120,0.935,0.284,0.269,0.864,0.210 +New Zealand,2012,7.250,10.553,0.930,72.240,0.902,0.287,0.289,0.866,0.207 +New Zealand,2013,7.280,10.571,0.958,72.360,0.944,0.237,0.312,0.835,0.151 +New Zealand,2014,7.306,10.592,0.942,72.480,0.932,0.348,0.273,0.848,0.199 +New Zealand,2015,7.418,10.608,0.987,72.600,0.942,0.329,0.186,0.834,0.160 +New Zealand,2016,7.226,10.623,0.937,72.800,0.927,0.266,0.278,0.833,0.207 +New Zealand,2017,7.327,10.633,0.955,73.000,0.942,0.294,0.222,0.817,0.172 +New Zealand,2018,7.370,10.660,0.954,73.200,0.949,0.120,0.207,0.845,0.168 +New Zealand,2019,7.205,10.666,0.939,73.400,0.912,0.157,0.234,0.816,0.191 +New Zealand,2020,7.257,10.600,0.952,73.600,0.918,0.125,0.283,0.849,0.209 +Nicaragua,2006,4.460,8.398,0.877,64.140,0.745,0.010,0.844,0.779,0.294 +Nicaragua,2007,4.944,8.434,0.866,64.480,0.836,0.140,0.826,0.810,0.287 +Nicaragua,2008,5.104,8.454,0.857,64.820,0.791,0.076,0.819,0.784,0.289 +Nicaragua,2009,5.353,8.407,0.835,65.160,0.746,0.070,0.794,0.781,0.299 +Nicaragua,2010,5.687,8.436,0.863,65.500,0.792,0.018,0.802,0.805,0.268 +Nicaragua,2011,5.386,8.484,0.800,65.720,0.779,-0.020,0.760,0.791,0.309 +Nicaragua,2012,5.448,8.534,0.894,65.940,0.850,0.017,0.644,0.803,0.255 +Nicaragua,2013,5.772,8.569,0.868,66.160,0.859,0.039,0.636,0.839,0.271 +Nicaragua,2014,6.275,8.602,0.839,66.380,0.817,0.104,0.699,0.813,0.334 +Nicaragua,2015,5.924,8.636,0.827,66.600,0.809,0.077,0.728,0.797,0.346 +Nicaragua,2016,6.013,8.668,0.853,66.900,0.717,0.039,0.731,0.805,0.380 +Nicaragua,2017,6.476,8.700,0.838,67.200,0.922,0.010,0.673,0.850,0.308 +Nicaragua,2018,5.819,8.647,0.854,67.500,0.797,0.009,0.713,0.793,0.408 +Nicaragua,2019,6.113,8.595,0.874,67.800,0.883,0.029,0.622,0.835,0.337 +Niger,2006,3.737,6.888,0.677,46.360,0.750,0.076,0.755,0.755,0.179 +Niger,2007,4.277,6.881,0.726,47.120,0.584,-0.056,0.748,0.706,0.158 +Niger,2008,4.236,6.918,0.607,47.880,0.649,-0.055,0.749,0.650,0.194 +Niger,2009,4.267,6.898,0.771,48.640,0.880,-0.009,0.483,0.730,0.115 +Niger,2010,4.101,6.941,0.655,49.400,0.817,-0.023,0.529,0.745,0.126 +Niger,2011,4.556,6.925,0.818,49.920,0.780,-0.055,0.549,0.700,0.166 +Niger,2012,3.798,6.987,0.700,50.440,0.734,-0.064,0.777,0.603,0.142 +Niger,2013,3.716,7.002,0.696,50.960,0.825,-0.077,0.711,0.650,0.208 +Niger,2014,4.181,7.027,0.753,51.480,0.688,-0.046,0.605,0.678,0.205 +Niger,2015,3.671,7.030,0.713,52.000,0.728,-0.032,0.703,0.682,0.218 +Niger,2016,4.235,7.047,0.683,52.500,0.702,-0.016,0.814,0.675,0.325 +Niger,2017,4.616,7.058,0.582,53.000,0.684,-0.030,0.778,0.731,0.427 +Niger,2018,5.164,7.087,0.612,53.500,0.791,0.009,0.637,0.771,0.503 +Niger,2019,5.004,7.106,0.677,54.000,0.831,0.026,0.729,0.816,0.304 +Nigeria,2006,4.710,8.326,0.735,44.120,0.649,0.085,0.871,0.781,0.178 +Nigeria,2007,4.890,8.364,0.718,44.640,0.635,0.136,0.918,0.826,0.141 +Nigeria,2008,4.939,8.403,0.780,45.160,0.584,0.119,0.892,0.740,0.244 +Nigeria,2009,4.980,8.453,0.722,45.680,0.537,0.067,0.913,0.745,0.225 +Nigeria,2010,4.760,8.504,0.824,46.200,0.565,0.067,0.911,0.782,0.190 +Nigeria,2012,5.493,8.543,0.818,47.120,0.652,0.066,0.900,0.811,0.209 +Nigeria,2013,4.818,8.581,0.663,47.580,0.622,0.051,0.905,0.638,0.286 +Nigeria,2015,4.933,8.615,0.812,48.500,0.680,-0.035,0.926,0.717,0.251 +Nigeria,2016,5.220,8.573,0.805,48.900,0.798,0.043,0.905,0.732,0.252 +Nigeria,2017,5.322,8.555,0.733,49.300,0.826,0.124,0.835,0.725,0.236 +Nigeria,2018,5.252,8.548,0.741,49.700,0.790,-0.010,0.866,0.805,0.256 +Nigeria,2019,4.356,8.544,0.734,50.100,0.729,0.032,0.873,0.715,0.245 +Nigeria,2020,5.503,8.484,0.739,50.500,0.713,0.099,0.913,0.744,0.316 +North Cyprus,2012,5.463,,0.871,,0.693,,0.855,0.709,0.405 +North Cyprus,2013,5.567,,0.869,,0.775,,0.715,0.622,0.443 +North Cyprus,2014,5.786,,0.802,,0.830,,0.692,0.724,0.311 +North Cyprus,2015,5.843,,0.791,,0.785,,0.659,0.702,0.319 +North Cyprus,2016,5.827,,0.808,,0.796,,0.670,0.644,0.346 +North Cyprus,2018,5.608,,0.837,,0.797,,0.614,0.480,0.262 +North Cyprus,2019,5.467,,0.803,,0.793,,0.640,0.494,0.296 +North Macedonia,2007,4.494,9.416,0.811,64.095,0.439,0.080,0.870,0.603,0.251 +North Macedonia,2009,4.428,9.464,0.734,64.349,0.552,-0.042,0.844,0.576,0.370 +North Macedonia,2010,4.180,9.496,0.687,64.502,0.513,-0.058,0.856,0.567,0.314 +North Macedonia,2011,4.898,9.518,0.784,64.661,0.607,-0.087,0.865,0.588,0.363 +North Macedonia,2012,4.640,9.513,0.798,64.811,0.613,-0.084,0.920,0.642,0.422 +North Macedonia,2013,5.186,9.541,0.832,64.942,0.641,0.025,0.861,0.578,0.331 +North Macedonia,2014,5.204,9.576,0.793,65.053,0.645,0.035,0.861,0.637,0.307 +North Macedonia,2015,4.976,9.613,0.766,65.145,0.660,-0.047,0.824,0.620,0.299 +North Macedonia,2016,5.346,9.640,0.871,65.225,0.706,0.080,0.870,0.639,0.292 +North Macedonia,2017,5.234,9.650,0.800,65.303,0.752,-0.059,0.856,0.502,0.299 +North Macedonia,2018,5.240,9.677,0.849,65.389,0.745,-0.041,0.910,0.590,0.298 +North Macedonia,2019,5.015,9.711,0.815,65.474,0.725,0.024,0.923,0.576,0.304 +North Macedonia,2020,5.054,9.690,0.750,65.560,0.787,0.131,0.877,0.605,0.365 +Norway,2006,7.416,11.031,0.959,71.320,0.960,0.109,0.397,0.832,0.197 +Norway,2008,7.632,11.042,0.936,71.560,0.947,0.018,0.503,0.792,0.155 +Norway,2012,7.678,11.017,0.948,72.240,0.947,0.147,0.368,0.823,0.213 +Norway,2014,7.444,11.024,0.941,72.680,0.956,0.181,0.405,0.834,0.194 +Norway,2015,7.603,11.033,0.947,72.900,0.948,0.257,0.299,0.843,0.209 +Norway,2016,7.596,11.035,0.960,73.000,0.954,0.133,0.410,0.850,0.209 +Norway,2017,7.579,11.050,0.950,73.100,0.953,0.236,0.250,0.849,0.203 +Norway,2018,7.444,11.056,0.966,73.200,0.960,0.094,0.268,0.827,0.212 +Norway,2019,7.442,11.061,0.942,73.300,0.954,0.111,0.271,0.823,0.195 +Norway,2020,7.290,11.042,0.956,73.400,0.965,0.075,0.271,0.823,0.216 +Oman,2011,6.853,10.382,,65.500,0.916,0.025,,,0.295 +Pakistan,2005,5.225,8.218,0.591,54.200,0.630,,0.844,,0.237 +Pakistan,2007,5.671,8.277,0.479,55.000,0.396,0.089,0.794,0.683,0.310 +Pakistan,2008,4.414,8.271,0.373,55.400,0.335,0.100,0.848,0.655,0.321 +Pakistan,2009,5.208,8.277,0.522,55.800,0.388,0.077,0.874,0.639,0.349 +Pakistan,2010,5.786,8.270,0.571,56.200,0.364,0.300,0.852,0.651,0.372 +Pakistan,2011,5.267,8.276,0.510,56.420,0.376,0.030,0.857,0.628,0.358 +Pakistan,2012,5.132,8.289,0.542,56.640,0.367,0.165,0.842,0.665,0.332 +Pakistan,2013,5.138,8.311,0.607,56.860,0.448,0.100,0.792,0.598,0.274 +Pakistan,2014,5.436,8.336,0.552,57.080,0.543,0.140,0.677,0.585,0.295 +Pakistan,2015,4.823,8.361,0.562,57.300,0.587,0.085,0.717,0.575,0.329 +Pakistan,2016,5.549,8.394,0.627,57.700,0.634,0.095,0.793,0.648,0.332 +Pakistan,2017,5.831,8.428,0.690,58.100,0.713,0.045,0.714,0.586,0.308 +Pakistan,2018,5.472,8.464,0.685,58.500,0.773,0.069,0.799,0.567,0.377 +Pakistan,2019,4.443,8.453,0.617,58.900,0.685,0.124,0.776,0.581,0.424 +Palestinian Territories,2006,4.716,8.213,0.818,61.780,0.547,,0.858,0.497,0.431 +Palestinian Territories,2007,4.151,8.218,0.712,61.897,0.365,-0.080,0.844,0.566,0.412 +Palestinian Territories,2008,4.386,8.276,0.666,62.015,0.358,-0.070,0.753,0.571,0.403 +Palestinian Territories,2009,4.470,8.329,0.738,62.132,0.468,-0.085,0.797,0.544,0.466 +Palestinian Territories,2010,4.703,8.383,0.822,62.250,0.504,-0.117,0.752,0.628,0.381 +Palestinian Territories,2011,4.751,8.474,0.751,,0.522,-0.127,0.750,0.567,0.388 +Palestinian Territories,2012,4.647,8.531,0.782,,0.542,-0.153,0.730,0.616,0.379 +Palestinian Territories,2013,4.844,8.489,0.761,,0.454,-0.150,0.780,0.594,0.365 +Palestinian Territories,2014,4.722,8.457,0.775,,0.657,-0.147,0.804,0.565,0.380 +Palestinian Territories,2015,4.695,8.480,0.766,,0.556,-0.153,0.774,0.594,0.369 +Palestinian Territories,2016,4.907,8.498,0.818,,0.608,-0.129,0.812,0.593,0.378 +Palestinian Territories,2017,4.628,8.485,0.824,,0.632,-0.163,0.831,0.597,0.416 +Palestinian Territories,2018,4.554,,0.819,,0.655,,0.814,0.610,0.419 +Palestinian Territories,2019,4.483,,0.833,,0.653,,0.829,0.625,0.400 +Panama,2006,6.128,9.764,0.951,67.900,0.882,-0.047,0.912,0.845,0.232 +Panama,2007,6.894,9.859,0.937,68.000,0.640,0.083,0.915,0.820,0.149 +Panama,2008,6.931,9.935,0.922,68.100,0.707,0.060,0.881,0.819,0.150 +Panama,2009,7.034,9.930,0.905,68.200,0.721,0.014,0.889,0.883,0.144 +Panama,2010,7.321,9.969,0.928,68.300,0.755,-0.009,0.880,0.888,0.146 +Panama,2011,7.248,10.059,0.876,68.500,0.829,0.009,0.840,0.885,0.180 +Panama,2012,6.860,10.135,0.897,68.700,0.783,-0.002,0.796,0.869,0.207 +Panama,2013,6.866,10.184,0.896,68.900,0.811,0.018,0.814,0.869,0.226 +Panama,2014,6.631,10.217,0.873,69.100,0.894,0.002,0.847,0.808,0.254 +Panama,2015,6.606,10.255,0.883,69.300,0.847,-0.007,0.810,0.801,0.264 +Panama,2016,6.118,10.287,0.882,69.400,0.884,-0.102,0.837,0.858,0.244 +Panama,2017,6.568,10.324,0.912,69.500,0.900,-0.170,0.841,0.833,0.242 +Panama,2018,6.281,10.343,0.904,69.600,0.861,-0.131,0.837,0.884,0.223 +Panama,2019,6.086,10.356,0.886,69.700,0.883,-0.199,0.869,0.878,0.244 +Paraguay,2006,4.730,9.088,0.895,63.620,0.691,0.066,0.841,0.816,0.303 +Paraguay,2007,5.272,9.126,0.863,63.840,0.699,0.132,0.930,0.867,0.219 +Paraguay,2008,5.570,9.174,0.889,64.060,0.649,0.057,0.891,0.849,0.259 +Paraguay,2009,5.576,9.158,0.900,64.280,0.718,0.027,0.857,0.832,0.186 +Paraguay,2010,5.841,9.250,0.889,64.500,0.726,0.076,0.780,0.855,0.176 +Paraguay,2011,5.677,9.278,0.869,64.620,0.666,0.191,0.756,0.810,0.190 +Paraguay,2012,5.820,9.259,0.931,64.740,0.748,0.200,0.774,0.837,0.213 +Paraguay,2013,5.936,9.326,0.939,64.860,0.909,0.046,0.903,0.919,0.224 +Paraguay,2014,5.119,9.360,0.959,64.980,0.759,-0.002,0.762,0.944,0.216 +Paraguay,2015,5.560,9.377,0.914,65.100,0.806,-0.008,0.863,0.866,0.219 +Paraguay,2016,5.801,9.406,0.940,65.300,0.854,-0.071,0.756,0.925,0.197 +Paraguay,2017,5.713,9.441,0.902,65.500,0.891,0.003,0.810,0.903,0.232 +Paraguay,2019,5.653,9.448,0.892,65.900,0.876,0.028,0.882,0.858,0.275 +Peru,2006,4.811,8.989,0.875,65.340,0.668,-0.071,0.895,0.697,0.420 +Peru,2007,5.214,9.063,0.756,65.580,0.638,-0.078,0.931,0.758,0.361 +Peru,2008,5.129,9.142,0.777,65.820,0.638,-0.067,0.896,0.763,0.354 +Peru,2009,5.519,9.145,0.799,66.060,0.638,-0.079,0.880,0.811,0.320 +Peru,2010,5.613,9.217,0.812,66.300,0.757,-0.060,0.881,0.800,0.330 +Peru,2011,5.892,9.270,0.756,66.480,0.773,-0.123,0.824,0.780,0.331 +Peru,2012,5.825,9.322,0.764,66.660,0.703,-0.079,0.867,0.757,0.398 +Peru,2013,5.783,9.369,0.797,66.840,0.703,-0.066,0.870,0.778,0.390 +Peru,2014,5.866,9.382,0.819,67.020,0.722,-0.136,0.878,0.759,0.319 +Peru,2015,5.577,9.402,0.798,67.200,0.802,-0.090,0.884,0.754,0.378 +Peru,2016,5.701,9.426,0.803,67.500,0.830,-0.134,0.866,0.822,0.338 +Peru,2017,5.711,9.434,0.830,67.800,0.827,-0.154,0.895,0.789,0.394 +Peru,2018,5.680,9.456,0.845,68.100,0.830,-0.178,0.906,0.809,0.380 +Peru,2019,5.999,9.461,0.809,68.400,0.815,-0.130,0.874,0.820,0.375 +Philippines,2006,4.670,8.562,0.795,59.800,0.828,0.063,0.841,0.832, +Philippines,2007,5.074,8.608,0.801,60.000,0.852,-0.022,0.880,0.784,0.378 +Philippines,2008,4.589,8.634,0.798,60.200,0.861,0.083,0.817,0.805,0.384 +Philippines,2009,4.880,8.632,0.775,60.400,0.874,0.004,0.805,0.846,0.311 +Philippines,2010,4.942,8.686,0.805,60.600,0.893,0.033,0.812,0.876,0.294 +Philippines,2011,4.994,8.707,0.789,60.800,0.883,0.073,0.783,0.851,0.358 +Philippines,2012,5.002,8.756,0.813,61.000,0.914,0.053,0.771,0.865,0.351 +Philippines,2013,4.977,8.805,0.846,61.200,0.907,0.021,0.756,0.799,0.332 +Philippines,2014,5.313,8.850,0.813,61.400,0.902,-0.015,0.787,0.813,0.334 +Philippines,2015,5.547,8.896,0.854,61.600,0.912,-0.051,0.755,0.805,0.351 +Philippines,2016,5.431,8.950,0.821,61.700,0.908,-0.071,0.792,0.821,0.290 +Philippines,2017,5.594,9.002,0.851,61.800,0.926,-0.141,0.711,0.769,0.341 +Philippines,2018,5.869,9.050,0.846,61.900,0.918,-0.108,0.726,0.773,0.393 +Philippines,2019,6.268,9.095,0.845,62.000,0.910,-0.083,0.748,0.781,0.341 +Philippines,2020,5.080,9.061,0.781,62.100,0.932,-0.116,0.744,0.804,0.327 +Poland,2005,5.587,9.849,0.922,66.300,0.782,,0.983,0.715,0.282 +Poland,2007,5.886,9.978,0.913,66.700,0.772,-0.047,0.925,0.760,0.238 +Poland,2009,5.772,10.047,0.917,67.100,0.821,0.073,0.898,0.690,0.246 +Poland,2010,5.887,10.085,0.955,67.300,0.795,0.002,0.905,0.737,0.234 +Poland,2011,5.646,10.133,0.905,67.460,0.868,-0.067,0.908,0.725,0.224 +Poland,2012,5.876,10.149,0.936,67.620,0.811,-0.027,0.888,0.787,0.267 +Poland,2013,5.746,10.164,0.912,67.780,0.776,-0.137,0.916,0.784,0.242 +Poland,2014,5.750,10.197,0.924,67.940,0.875,-0.064,0.898,0.777,0.223 +Poland,2015,6.007,10.235,0.893,68.100,0.793,-0.093,0.810,0.734,0.240 +Poland,2016,6.162,10.266,0.917,68.500,0.871,-0.091,0.848,0.777,0.224 +Poland,2017,6.201,10.314,0.882,68.900,0.831,-0.122,0.639,0.677,0.203 +Poland,2018,6.111,10.366,0.863,69.300,0.870,-0.254,0.720,0.742,0.176 +Poland,2019,6.242,10.407,0.878,69.700,0.883,-0.231,0.696,0.725,0.168 +Poland,2020,6.139,10.371,0.953,70.100,0.767,-0.007,0.787,0.760,0.329 +Portugal,2006,5.405,10.360,0.905,69.840,0.882,-0.179,0.880,0.709,0.333 +Portugal,2008,5.717,10.384,0.886,70.320,0.646,-0.217,0.933,0.703,0.309 +Portugal,2010,5.095,10.368,0.864,70.800,0.721,-0.106,0.948,0.742,0.265 +Portugal,2011,5.220,10.353,0.856,71.000,0.875,-0.173,0.962,0.725,0.279 +Portugal,2012,4.994,10.315,0.866,71.200,0.774,-0.097,0.959,0.729,0.370 +Portugal,2013,5.158,10.312,0.867,71.400,0.788,-0.118,0.946,0.700,0.348 +Portugal,2014,5.127,10.325,0.862,71.600,0.847,-0.126,0.941,0.705,0.358 +Portugal,2015,5.081,10.347,0.866,71.800,0.800,-0.163,0.941,0.657,0.371 +Portugal,2016,5.447,10.370,0.905,72.000,0.838,-0.225,0.922,0.684,0.326 +Portugal,2017,5.711,10.407,0.900,72.200,0.905,-0.176,0.881,0.649,0.294 +Portugal,2018,5.920,10.434,0.887,72.400,0.877,-0.261,0.880,0.679,0.318 +Portugal,2019,6.095,10.457,0.876,72.600,0.882,-0.234,0.915,0.710,0.300 +Portugal,2020,5.768,10.371,0.875,72.800,0.913,-0.238,0.867,0.648,0.383 +Qatar,2009,6.418,11.456,0.894,66.580,0.865,0.235,0.184,0.678,0.258 +Qatar,2010,6.850,11.520,,66.700,,0.104,,, +Qatar,2011,6.592,11.553,0.857,67.020,0.905,0.012,,0.761,0.328 +Qatar,2012,6.611,11.523,0.838,67.340,0.924,0.162,,0.766,0.322 +Qatar,2015,6.375,11.486,,68.300,,,,, +Romania,2005,5.049,9.724,0.838,64.000,0.800,,0.957,0.642,0.346 +Romania,2007,5.394,9.892,0.736,64.480,0.686,-0.188,0.949,0.644,0.277 +Romania,2009,5.368,9.949,0.812,64.960,0.606,-0.196,0.967,0.548,0.270 +Romania,2010,4.909,9.915,0.689,65.200,0.566,-0.085,0.974,0.596,0.344 +Romania,2011,5.023,9.940,0.753,65.420,0.650,-0.140,0.964,0.543,0.294 +Romania,2012,5.167,9.965,0.740,65.640,0.645,-0.112,0.959,0.556,0.343 +Romania,2013,5.082,10.004,0.778,65.860,0.655,-0.129,0.952,0.640,0.329 +Romania,2014,5.727,10.041,0.753,66.080,0.754,-0.100,0.958,0.654,0.331 +Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.141,0.962,0.714,0.312 +Romania,2016,5.969,10.136,0.809,66.600,0.822,-0.115,0.949,0.694,0.258 +Romania,2017,6.090,10.211,0.811,66.900,0.839,-0.160,0.926,0.734,0.231 +Romania,2018,6.151,10.260,0.818,67.200,0.845,-0.217,0.921,0.735,0.298 +Romania,2019,6.130,10.306,0.842,67.500,0.848,-0.221,0.954,0.697,0.244 +Russia,2006,4.964,9.991,0.895,58.680,0.643,-0.307,0.935,0.611,0.232 +Russia,2007,5.223,10.074,0.885,59.260,0.593,-0.284,0.933,0.623,0.193 +Russia,2008,5.619,10.125,0.882,59.840,0.643,-0.305,0.924,0.594,0.166 +Russia,2009,5.158,10.044,0.908,60.420,0.617,-0.283,0.954,0.566,0.169 +Russia,2010,5.385,10.087,0.909,61.000,0.613,-0.296,0.937,0.589,0.171 +Russia,2011,5.389,10.129,0.883,61.420,0.626,-0.279,0.935,0.601,0.165 +Russia,2012,5.621,10.166,0.901,61.840,0.609,-0.293,0.938,0.611,0.174 +Russia,2013,5.537,10.182,0.881,62.260,0.661,-0.289,0.934,0.680,0.180 +Russia,2014,6.037,10.171,0.932,62.680,0.744,-0.265,0.869,0.688,0.151 +Russia,2015,5.996,10.149,0.924,63.100,0.685,-0.171,0.913,0.679,0.130 +Russia,2016,5.855,10.149,0.911,63.500,0.714,-0.181,0.925,0.636,0.142 +Russia,2017,5.579,10.166,0.896,63.900,0.731,-0.145,0.862,0.710,0.195 +Russia,2018,5.514,10.191,0.909,64.300,0.729,-0.147,0.865,0.673,0.199 +Russia,2019,5.441,10.205,0.910,64.700,0.715,-0.116,0.848,0.691,0.200 +Russia,2020,5.495,10.162,0.887,65.100,0.714,-0.071,0.823,0.645,0.190 +Rwanda,2006,4.215,7.111,0.718,49.880,0.915,,0.299,0.735,0.189 +Rwanda,2008,4.363,7.239,0.486,53.040,0.752,0.017,0.286,0.643,0.221 +Rwanda,2009,4.030,7.273,0.559,54.620,0.766,-0.001,0.410,0.678,0.112 +Rwanda,2011,4.097,7.369,0.570,56.820,0.829,-0.039,0.161,0.665,0.154 +Rwanda,2012,3.333,7.428,0.637,57.440,0.835,-0.012,0.081,0.703,0.132 +Rwanda,2013,3.466,7.449,0.750,58.060,0.904,-0.028,0.117,0.760,0.167 +Rwanda,2014,3.596,7.484,0.748,58.680,0.894,-0.023,0.078,0.763,0.134 +Rwanda,2015,3.483,7.544,0.678,59.300,0.908,0.025,0.095,0.721,0.206 +Rwanda,2016,3.333,7.576,0.665,59.900,0.911,0.025,0.159,0.752,0.285 +Rwanda,2017,3.108,7.588,0.517,60.500,0.908,0.051,0.214,0.762,0.358 +Rwanda,2018,3.561,7.644,0.616,61.100,0.924,0.057,0.164,0.793,0.308 +Rwanda,2019,3.268,7.708,0.489,61.700,0.869,0.064,0.168,0.736,0.418 +Saudi Arabia,2005,7.080,10.699,0.868,63.500,,,0.505,0.730,0.243 +Saudi Arabia,2007,7.267,10.689,0.892,63.860,0.622,0.005,,0.772,0.232 +Saudi Arabia,2008,6.811,10.722,0.823,64.040,0.532,-0.022,0.508,0.710,0.202 +Saudi Arabia,2009,6.148,10.673,0.921,64.220,0.639,-0.110,0.445,0.742,0.319 +Saudi Arabia,2010,6.307,10.693,0.880,64.400,0.678,-0.033,,0.645,0.297 +Saudi Arabia,2011,6.700,10.758,0.830,64.600,0.603,-0.142,,0.726,0.240 +Saudi Arabia,2012,6.396,10.779,0.867,64.800,0.560,-0.120,,0.715,0.225 +Saudi Arabia,2013,6.495,10.776,0.827,65.000,0.661,-0.081,,0.744,0.276 +Saudi Arabia,2014,6.278,10.783,0.818,65.200,0.762,-0.073,,0.705,0.313 +Saudi Arabia,2015,6.345,10.798,0.820,65.400,0.820,-0.045,,0.724,0.327 +Saudi Arabia,2016,6.474,10.792,0.890,65.700,0.774,-0.132,,0.793,0.266 +Saudi Arabia,2017,6.294,10.764,0.840,66.000,0.814,-0.131,,0.775,0.306 +Saudi Arabia,2018,6.356,10.771,0.868,66.300,0.855,-0.192,,0.764,0.288 +Saudi Arabia,2019,6.561,10.757,0.912,66.600,0.891,-0.147,,0.732,0.238 +Saudi Arabia,2020,6.560,10.701,0.890,66.900,0.884,-0.111,,0.754,0.251 +Senegal,2006,4.417,7.881,0.760,53.380,0.736,-0.051,0.805,0.740,0.225 +Senegal,2007,4.680,7.903,0.718,54.060,0.698,-0.002,0.827,0.714,0.199 +Senegal,2008,4.683,7.916,0.756,54.740,0.612,-0.030,0.879,0.673,0.252 +Senegal,2009,4.335,7.909,0.810,55.420,0.557,-0.036,0.918,0.757,0.228 +Senegal,2010,4.372,7.917,0.760,56.100,0.777,-0.077,0.851,0.769,0.143 +Senegal,2011,3.834,7.904,0.602,56.560,0.641,-0.160,0.870,0.752,0.180 +Senegal,2012,3.669,7.926,0.711,57.020,0.668,-0.036,0.852,0.771,0.214 +Senegal,2013,3.647,7.926,0.823,57.480,0.636,-0.052,0.837,0.680,0.165 +Senegal,2014,4.395,7.961,0.856,57.940,0.692,-0.045,0.700,0.725,0.157 +Senegal,2015,4.617,7.995,0.702,58.400,0.720,-0.111,0.765,0.711,0.208 +Senegal,2016,4.595,8.029,0.839,58.800,0.744,-0.086,0.794,0.784,0.245 +Senegal,2017,4.683,8.072,0.744,59.200,0.687,-0.044,0.825,0.746,0.291 +Senegal,2018,4.769,8.106,0.739,59.600,0.629,-0.074,0.805,0.714,0.247 +Senegal,2019,5.489,8.130,0.688,60.000,0.759,-0.019,0.796,0.789,0.332 +Serbia,2007,4.750,9.532,0.844,65.600,0.453,-0.165,0.905,0.576,0.334 +Serbia,2009,4.380,9.568,0.770,66.000,0.373,-0.178,0.961,0.544,0.435 +Serbia,2010,4.461,9.579,0.726,66.200,0.463,-0.170,0.965,0.532,0.415 +Serbia,2011,4.815,9.607,0.773,66.360,0.440,-0.185,0.977,0.545,0.410 +Serbia,2012,5.155,9.605,0.819,66.520,0.461,-0.130,0.952,0.514,0.371 +Serbia,2013,5.102,9.638,0.828,66.680,0.533,-0.100,0.908,0.529,0.403 +Serbia,2014,5.113,9.627,0.783,66.840,0.532,0.072,0.912,0.498,0.326 +Serbia,2015,5.318,9.649,0.816,67.000,0.546,-0.062,0.859,0.496,0.303 +Serbia,2016,5.753,9.688,0.895,67.400,0.614,-0.068,0.890,0.535,0.298 +Serbia,2017,5.122,9.713,0.884,67.800,0.685,-0.077,0.851,0.510,0.326 +Serbia,2018,5.936,9.762,0.853,68.200,0.740,-0.100,0.864,0.559,0.296 +Serbia,2019,6.241,9.808,0.903,68.600,0.753,-0.040,0.813,0.509,0.242 +Serbia,2020,6.042,9.788,0.852,69.000,0.843,0.149,0.824,0.603,0.358 +Sierra Leone,2006,3.628,7.136,0.561,40.300,0.679,0.101,0.836,0.505,0.381 +Sierra Leone,2007,3.585,7.187,0.686,41.200,0.720,0.248,0.830,0.582,0.290 +Sierra Leone,2008,2.997,7.215,0.591,42.100,0.716,0.148,0.925,0.534,0.370 +Sierra Leone,2010,4.134,7.254,0.812,43.900,0.726,0.012,0.910,0.514,0.290 +Sierra Leone,2011,4.502,7.292,0.782,44.320,0.770,0.005,0.855,0.446,0.300 +Sierra Leone,2013,4.514,7.577,0.708,45.160,0.720,-0.071,0.856,0.521,0.423 +Sierra Leone,2014,4.500,7.600,0.869,45.580,0.681,0.034,0.786,0.570,0.334 +Sierra Leone,2015,4.909,7.347,0.611,46.000,0.624,0.050,0.825,0.625,0.414 +Sierra Leone,2016,4.733,7.384,0.657,47.600,0.681,0.106,0.863,0.584,0.456 +Sierra Leone,2017,4.090,7.404,0.652,49.200,0.711,0.079,0.848,0.600,0.495 +Sierra Leone,2018,4.306,7.417,0.650,50.800,0.716,0.095,0.856,0.552,0.466 +Sierra Leone,2019,3.447,7.449,0.611,52.400,0.718,0.074,0.874,0.513,0.438 +Singapore,2006,6.463,11.168,0.904,73.600,0.757,0.138,,0.751,0.267 +Singapore,2007,6.834,11.212,0.921,73.900,0.867,0.293,0.064,0.700,0.114 +Singapore,2008,6.642,11.178,0.845,74.200,0.661,0.046,0.066,0.721,0.256 +Singapore,2009,6.145,11.149,0.866,74.500,0.776,-0.075,0.035,0.500,0.208 +Singapore,2010,6.531,11.267,0.864,74.800,0.846,-0.018,0.060,0.602,0.131 +Singapore,2011,6.561,11.307,0.904,75.020,0.822,-0.149,0.099,0.483,0.144 +Singapore,2013,6.533,11.357,0.808,75.460,0.827,0.115,0.242,0.770,0.148 +Singapore,2014,7.062,11.383,0.822,75.680,0.835,0.154,0.133,0.841,0.180 +Singapore,2015,6.620,11.400,0.866,75.900,0.887,0.150,0.099,0.803,0.142 +Singapore,2016,6.033,11.419,0.925,76.200,0.904,0.143,0.047,0.824,0.111 +Singapore,2017,6.378,11.461,0.897,76.500,0.926,0.136,0.162,0.800,0.179 +Singapore,2018,6.375,11.490,0.903,76.800,0.916,-0.066,0.097,0.787,0.107 +Singapore,2019,6.378,11.486,0.925,77.100,0.938,0.027,0.070,0.723,0.138 +Slovakia,2006,5.265,10.015,0.954,66.000,0.542,-0.050,0.946,0.678,0.308 +Slovakia,2010,6.052,10.169,0.920,66.800,0.636,-0.101,0.907,0.666,0.277 +Slovakia,2011,5.945,10.196,0.917,67.040,0.727,0.010,0.907,0.637,0.287 +Slovakia,2012,5.911,10.213,0.926,67.280,0.620,-0.028,0.907,0.656,0.302 +Slovakia,2013,5.937,10.218,0.909,67.520,0.598,-0.051,0.915,0.698,0.277 +Slovakia,2014,6.139,10.244,0.924,67.760,0.635,-0.126,0.914,0.703,0.267 +Slovakia,2015,6.162,10.291,0.943,68.000,0.587,-0.128,0.928,0.714,0.269 +Slovakia,2016,5.993,10.310,0.945,68.300,0.700,-0.061,0.917,0.774,0.232 +Slovakia,2017,6.366,10.339,0.913,68.600,0.714,-0.055,0.920,0.788,0.213 +Slovakia,2018,6.235,10.376,0.922,68.900,0.758,-0.167,0.910,0.754,0.253 +Slovakia,2019,6.243,10.398,0.933,69.200,0.771,-0.129,0.926,0.750,0.252 +Slovakia,2020,6.519,10.332,0.954,69.500,0.762,-0.075,0.901,0.764,0.274 +Slovenia,2006,5.811,10.403,0.936,68.000,0.936,0.043,0.708,0.652,0.307 +Slovenia,2009,5.830,10.410,0.919,68.900,0.896,-0.019,0.804,0.641,0.303 +Slovenia,2010,6.083,10.419,0.917,69.200,0.896,0.029,0.845,0.671,0.295 +Slovenia,2011,6.036,10.426,0.931,69.400,0.907,-0.025,0.893,0.652,0.285 +Slovenia,2012,6.063,10.397,0.925,69.600,0.904,-0.020,0.891,0.656,0.284 +Slovenia,2013,5.975,10.385,0.932,69.800,0.890,0.036,0.918,0.635,0.274 +Slovenia,2014,5.678,10.412,0.908,70.000,0.888,0.052,0.909,0.620,0.291 +Slovenia,2015,5.741,10.433,0.901,70.200,0.896,0.008,0.892,0.659,0.261 +Slovenia,2016,5.937,10.463,0.934,70.500,0.904,-0.055,0.838,0.626,0.272 +Slovenia,2017,6.167,10.509,0.928,70.800,0.921,-0.025,0.829,0.615,0.286 +Slovenia,2018,6.249,10.546,0.941,71.100,0.942,-0.119,0.839,0.644,0.275 +Slovenia,2019,6.665,10.563,0.949,71.400,0.945,-0.102,0.785,0.679,0.228 +Slovenia,2020,6.462,10.478,0.953,71.700,0.958,-0.081,0.797,0.610,0.314 +Somalia,2014,5.528,,0.611,49.600,0.874,,0.456,0.834,0.207 +Somalia,2015,5.354,,0.599,50.100,0.968,,0.410,0.901,0.187 +Somalia,2016,4.668,,0.594,50.000,0.917,,0.441,0.891,0.193 +Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.819,0.112 +Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.769,0.083 +Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.749,0.122 +Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.735,0.152 +South Africa,2006,5.084,9.386,0.913,48.020,0.649,-0.084,,0.802,0.223 +South Africa,2007,5.204,9.426,0.788,48.640,0.690,-0.158,0.859,0.735,0.210 +South Africa,2008,5.346,9.444,0.810,49.260,0.749,-0.095,0.866,0.773,0.206 +South Africa,2009,5.218,9.414,0.877,49.880,0.739,-0.154,0.904,0.727,0.231 +South Africa,2010,4.652,9.430,0.917,50.500,0.739,-0.202,0.791,0.794,0.124 +South Africa,2011,4.931,9.447,0.858,51.460,0.835,-0.154,0.819,0.763,0.230 +South Africa,2012,5.134,9.453,0.907,52.420,0.590,-0.163,0.838,0.761,0.178 +South Africa,2013,3.661,9.461,0.839,53.380,0.714,-0.077,0.800,0.773,0.167 +South Africa,2014,4.828,9.464,0.881,54.340,0.794,-0.117,0.820,0.798,0.243 +South Africa,2015,4.887,9.460,0.898,55.300,0.862,-0.127,0.853,0.781,0.161 +South Africa,2016,4.770,9.450,0.875,55.700,0.774,-0.070,0.813,0.786,0.301 +South Africa,2017,4.514,9.450,0.870,56.100,0.787,-0.129,0.865,0.785,0.268 +South Africa,2018,4.884,9.444,0.841,56.500,0.753,-0.050,0.841,0.812,0.283 +South Africa,2019,5.035,9.432,0.848,56.900,0.738,-0.134,0.820,0.801,0.268 +South Africa,2020,4.947,9.332,0.891,57.300,0.757,-0.015,0.912,0.820,0.294 +South Korea,2006,5.332,10.310,0.775,70.200,0.715,-0.052,0.799,0.651,0.338 +South Korea,2007,5.767,10.361,0.827,70.500,0.656,-0.059,0.803,0.690,0.226 +South Korea,2008,5.390,10.383,0.754,70.800,0.524,-0.102,0.771,0.643,0.239 +South Korea,2009,5.648,10.386,0.811,71.100,0.600,-0.096,0.787,0.697,0.209 +South Korea,2010,6.116,10.447,0.816,71.400,0.677,-0.033,0.752,0.662,0.130 +South Korea,2011,6.947,10.475,0.809,71.660,0.682,-0.048,0.827,0.656,0.168 +South Korea,2012,6.003,10.494,0.775,71.920,0.618,,0.844,0.664,0.206 +South Korea,2013,5.959,10.520,0.797,72.180,0.642,-0.050,0.832,0.676,0.189 +South Korea,2014,5.801,10.546,0.738,72.440,0.623,-0.043,0.834,0.653,0.283 +South Korea,2015,5.780,10.568,0.768,72.700,0.616,-0.036,0.841,0.650,0.244 +South Korea,2016,5.971,10.593,0.811,73.000,0.591,0.026,0.862,0.676,0.233 +South Korea,2017,5.874,10.621,0.807,73.300,0.538,0.014,0.851,0.623,0.235 +South Korea,2018,5.840,10.643,0.798,73.600,0.600,-0.089,0.797,0.661,0.217 +South Korea,2019,5.903,10.661,0.783,73.900,0.706,-0.055,0.718,0.684,0.236 +South Korea,2020,5.793,10.648,0.808,74.200,0.711,-0.106,0.665,0.640,0.247 +South Sudan,2014,3.832,,0.545,49.840,0.567,,0.742,0.614,0.428 +South Sudan,2015,4.071,,0.585,50.200,0.512,,0.710,0.586,0.450 +South Sudan,2016,2.888,,0.532,50.600,0.440,,0.785,0.615,0.549 +South Sudan,2017,2.817,,0.557,51.000,0.456,,0.761,0.586,0.517 +Spain,2005,7.153,10.546,0.961,71.500,0.916,,0.777,0.776,0.241 +Spain,2007,6.995,10.587,0.957,72.060,0.782,-0.093,0.784,0.763,0.264 +Spain,2008,7.294,10.579,0.948,72.340,0.834,-0.150,0.683,0.772,0.260 +Spain,2009,6.199,10.532,0.929,72.620,0.749,-0.127,0.798,0.752,0.336 +Spain,2010,6.188,10.529,0.950,72.900,0.796,-0.138,0.840,0.724,0.322 +Spain,2011,6.518,10.518,0.944,73.020,0.819,-0.122,0.846,0.737,0.356 +Spain,2012,6.291,10.487,0.937,73.140,0.755,-0.059,0.844,0.749,0.366 +Spain,2013,6.150,10.476,0.929,73.260,0.759,-0.101,0.916,0.696,0.372 +Spain,2014,6.456,10.492,0.948,73.380,0.738,-0.028,0.854,0.716,0.335 +Spain,2015,6.381,10.531,0.956,73.500,0.732,-0.072,0.822,0.732,0.285 +Spain,2016,6.319,10.560,0.942,73.800,0.768,-0.048,0.819,0.653,0.301 +Spain,2017,6.230,10.586,0.903,74.100,0.756,-0.032,0.791,0.625,0.302 +Spain,2018,6.513,10.605,0.910,74.400,0.722,-0.075,0.777,0.659,0.357 +Spain,2019,6.457,10.618,0.949,74.700,0.778,-0.049,0.730,0.663,0.316 +Spain,2020,6.502,10.488,0.935,75.000,0.783,-0.121,0.730,0.686,0.317 +Sri Lanka,2006,4.345,8.912,0.864,65.780,0.724,0.062,0.838,0.757,0.216 +Sri Lanka,2007,4.415,8.970,0.838,65.860,0.736,0.110,0.847,0.709,0.220 +Sri Lanka,2008,4.431,9.021,0.816,65.940,0.834,0.163,0.861,0.790,0.153 +Sri Lanka,2009,4.212,9.049,0.830,66.020,0.799,0.306,0.690,0.770,0.172 +Sri Lanka,2010,3.977,9.119,0.814,66.100,0.738,0.259,0.769,0.823,0.163 +Sri Lanka,2011,4.181,9.193,0.842,66.200,0.823,0.145,0.760,0.825,0.175 +Sri Lanka,2012,4.225,9.279,0.824,66.300,0.800,0.161,0.823,0.864,0.197 +Sri Lanka,2013,4.365,9.305,0.809,66.400,0.834,0.268,0.842,0.860,0.208 +Sri Lanka,2014,4.268,9.344,0.805,66.500,0.868,0.299,0.791,0.843,0.187 +Sri Lanka,2015,4.612,9.383,0.863,66.600,0.902,0.319,0.859,0.848,0.235 +Sri Lanka,2017,4.331,9.440,0.823,67.000,0.827,0.094,0.844,0.795,0.270 +Sri Lanka,2018,4.435,9.462,0.833,67.200,0.859,0.106,0.856,0.831,0.302 +Sri Lanka,2019,4.213,9.479,0.815,67.400,0.824,0.051,0.863,0.816,0.315 +Sudan,2009,4.455,8.106,0.911,53.700,0.710,0.077,0.701,0.734,0.245 +Sudan,2010,4.435,8.076,0.855,54.000,0.648,-0.040,0.737,0.669,0.221 +Sudan,2011,4.314,8.204,0.818,54.280,0.583,-0.024,0.663,0.586,0.249 +Sudan,2012,4.550,8.296,0.813,54.560,0.412,-0.056,0.734,0.576,0.242 +Sudan,2014,4.139,8.317,0.811,55.120,0.390,-0.063,0.794,0.541,0.303 +Suriname,2012,6.269,9.797,0.797,62.240,0.885,-0.077,0.751,0.764,0.250 +Swaziland,2011,4.867,8.940,0.837,40.808,0.607,-0.067,0.917,0.821,0.251 +Swaziland,2018,4.212,9.060,0.779,50.353,0.710,-0.178,0.692,0.824,0.252 +Swaziland,2019,4.396,9.070,0.759,51.270,0.597,-0.191,0.724,0.778,0.280 +Sweden,2005,7.376,10.739,0.951,71.200,0.964,,,0.840,0.151 +Sweden,2007,7.241,10.806,0.917,71.480,0.910,0.146,0.289,0.796,0.177 +Sweden,2008,7.516,10.793,0.923,71.620,0.912,0.125,0.314,0.804,0.134 +Sweden,2009,7.266,10.740,0.903,71.760,0.864,0.221,0.292,0.820,0.151 +Sweden,2010,7.496,10.790,0.970,71.900,0.905,0.141,0.253,0.833,0.200 +Sweden,2011,7.382,10.814,0.921,71.980,0.941,0.161,0.269,0.815,0.179 +Sweden,2012,7.560,10.800,0.929,72.060,0.944,0.132,0.254,0.855,0.170 +Sweden,2013,7.434,10.804,0.916,72.140,0.936,0.159,0.324,0.829,0.184 +Sweden,2014,7.239,10.820,0.933,72.220,0.945,0.202,0.250,0.836,0.208 +Sweden,2015,7.289,10.853,0.929,72.300,0.935,0.211,0.232,0.818,0.191 +Sweden,2016,7.369,10.861,0.912,72.400,0.918,0.146,0.246,0.816,0.201 +Sweden,2017,7.287,10.873,0.914,72.500,0.935,0.170,0.239,0.814,0.175 +Sweden,2018,7.375,10.881,0.931,72.600,0.942,0.077,0.263,0.823,0.161 +Sweden,2019,7.398,10.882,0.934,72.700,0.942,0.091,0.250,0.826,0.202 +Sweden,2020,7.314,10.838,0.936,72.800,0.951,0.091,0.203,0.766,0.222 +Switzerland,2006,7.473,11.050,0.951,71.540,0.919,0.290,0.408,0.821,0.212 +Switzerland,2009,7.525,11.055,0.938,72.260,0.891,0.125,0.342,0.814,0.202 +Switzerland,2012,7.776,11.079,0.947,72.780,0.945,0.139,0.323,0.859,0.176 +Switzerland,2014,7.493,11.098,0.959,73.060,0.949,0.060,0.283,0.823,0.189 +Switzerland,2015,7.572,11.100,0.938,73.200,0.928,0.109,0.210,0.809,0.166 +Switzerland,2016,7.459,11.106,0.928,73.500,0.934,0.088,0.302,0.779,0.206 +Switzerland,2017,7.474,11.115,0.950,73.800,0.925,0.180,0.316,0.774,0.196 +Switzerland,2018,7.509,11.134,0.930,74.100,0.926,0.101,0.301,0.792,0.192 +Switzerland,2019,7.694,11.136,0.949,74.400,0.913,0.036,0.294,0.798,0.171 +Switzerland,2020,7.508,11.081,0.946,74.700,0.917,-0.064,0.280,0.769,0.193 +Syria,2008,5.323,8.652,0.712,63.900,0.661,0.122,0.680,0.609,0.338 +Syria,2009,4.979,8.654,0.842,64.000,0.748,0.082,0.688,0.574,0.292 +Syria,2010,4.465,8.729,0.934,64.100,0.647,0.008,0.743,0.558,0.225 +Syria,2011,4.038,8.727,0.576,62.320,0.530,0.131,0.741,0.599,0.496 +Syria,2012,3.164,8.563,0.588,60.540,0.467,0.316,0.673,0.464,0.705 +Syria,2013,2.688,8.396,0.585,58.760,0.455,0.225,0.663,0.387,0.622 +Syria,2015,3.462,8.442,0.464,55.200,0.448,0.045,0.685,0.369,0.643 +Taiwan Province of China,2006,6.189,10.613,0.882,68.680,0.630,-0.030,0.846,0.814,0.094 +Taiwan Province of China,2008,5.548,10.606,0.830,69.140,0.642,-0.017,0.785,0.794,0.169 +Taiwan Province of China,2010,6.229,10.691,0.831,69.600,0.677,0.005,0.821,0.845,0.136 +Taiwan Province of China,2011,6.309,10.705,0.863,,0.761,0.035,0.755,0.827,0.112 +Taiwan Province of China,2012,6.126,10.716,0.825,,0.698,0.022,0.803,0.821,0.140 +Taiwan Province of China,2013,6.340,10.750,0.817,,0.690,0.002,0.841,0.846,0.124 +Taiwan Province of China,2014,6.363,10.798,0.870,,0.693,0.092,0.866,0.849,0.108 +Taiwan Province of China,2015,6.450,10.842,0.885,,0.701,0.019,0.857,0.832,0.129 +Taiwan Province of China,2016,6.513,10.855,0.895,,0.719,-0.049,0.811,0.833,0.108 +Taiwan Province of China,2017,6.359,10.871,0.891,,0.760,-0.070,0.743,0.837,0.114 +Taiwan Province of China,2018,6.467,,0.896,,0.741,,0.736,0.848,0.093 +Taiwan Province of China,2019,6.537,,0.893,,0.814,,0.718,0.860,0.093 +Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.845,0.083 +Tajikistan,2006,4.613,7.554,0.724,60.640,0.702,-0.088,0.768,0.566,0.195 +Tajikistan,2007,4.432,7.609,0.727,61.080,0.818,0.000,0.659,0.694,0.133 +Tajikistan,2008,5.064,7.665,0.701,61.520,0.816,0.018,0.723,0.606,0.160 +Tajikistan,2009,4.575,7.682,0.676,61.960,0.744,0.001,0.792,0.605,0.203 +Tajikistan,2010,4.381,7.723,0.759,62.400,0.784,0.062,0.679,0.643,0.192 +Tajikistan,2011,4.263,7.772,0.751,62.560,0.776,-0.119,0.672,0.698,0.166 +Tajikistan,2012,4.497,7.821,0.729,62.720,0.749,-0.073,0.717,0.714,0.198 +Tajikistan,2013,4.967,7.870,0.701,62.880,0.693,0.063,0.764,0.677,0.170 +Tajikistan,2014,4.896,7.911,0.810,63.040,0.853,0.002,0.698,0.656,0.196 +Tajikistan,2015,5.124,7.945,0.844,63.200,0.847,0.022,0.742,0.689,0.196 +Tajikistan,2016,5.104,7.987,0.857,63.500,0.703,0.010,0.632,0.644,0.220 +Tajikistan,2017,5.829,8.036,0.663,63.800,0.832,0.124,0.718,0.603,0.278 +Tajikistan,2018,5.497,8.082,0.875,64.100,,-0.065,0.578,0.695,0.220 +Tajikistan,2019,5.464,8.126,0.880,64.400,,-0.045,0.490,0.729,0.178 +Tajikistan,2020,5.373,8.080,0.790,64.700,,-0.040,0.550,0.749,0.344 +Tanzania,2006,3.922,7.485,0.783,48.700,0.787,-0.027,0.649,0.748,0.209 +Tanzania,2007,4.318,7.522,0.708,49.600,0.716,-0.013,0.707,0.755,0.220 +Tanzania,2008,4.385,7.549,0.774,50.500,0.562,0.256,0.930,0.744,0.178 +Tanzania,2009,3.408,7.572,0.837,51.400,0.607,0.308,0.903,0.778,0.161 +Tanzania,2010,3.229,7.604,0.813,52.300,0.597,0.139,0.866,0.717,0.146 +Tanzania,2011,4.074,7.649,0.883,53.040,0.736,-0.046,0.816,0.765,0.145 +Tanzania,2012,4.007,7.663,0.832,53.780,0.577,0.213,0.887,0.679,0.195 +Tanzania,2013,3.852,7.699,0.803,54.520,0.654,0.054,0.859,0.738,0.191 +Tanzania,2014,3.483,7.734,0.789,55.260,0.654,0.110,0.878,0.731,0.241 +Tanzania,2015,3.661,7.764,0.790,56.000,0.759,0.149,0.906,0.619,0.192 +Tanzania,2016,2.903,7.800,0.638,56.500,0.775,0.179,0.739,0.694,0.246 +Tanzania,2017,3.347,7.836,0.705,57.000,0.800,0.116,0.654,0.715,0.255 +Tanzania,2018,3.445,7.859,0.675,57.500,0.807,0.153,0.612,0.762,0.221 +Tanzania,2019,3.640,7.886,0.687,58.000,0.850,0.100,0.589,0.726,0.243 +Tanzania,2020,3.786,7.881,0.740,58.500,0.830,0.295,0.521,0.686,0.271 +Thailand,2006,5.885,9.461,0.894,64.140,0.863,0.331,0.935,0.814,0.164 +Thailand,2007,5.784,9.508,0.889,64.480,0.870,0.391,0.898,0.832,0.180 +Thailand,2008,5.636,9.520,0.832,64.820,0.868,0.425,0.933,0.819,0.145 +Thailand,2009,5.476,9.508,0.893,65.160,0.868,0.525,0.904,0.898,0.166 +Thailand,2010,6.217,9.576,0.898,65.500,0.860,0.536,0.917,0.901,0.182 +Thailand,2011,6.664,9.579,0.884,65.720,0.927,0.400,0.923,0.934,0.117 +Thailand,2012,6.300,9.645,0.906,65.940,0.847,0.380,0.909,0.855,0.138 +Thailand,2013,6.231,9.667,0.926,66.160,0.781,0.456,0.925,0.846,0.141 +Thailand,2014,6.985,9.672,0.933,66.380,0.900,0.553,0.920,0.811,0.169 +Thailand,2015,6.202,9.699,0.866,66.600,0.885,0.316,0.914,0.910,0.174 +Thailand,2016,6.074,9.729,0.908,66.800,0.924,0.356,0.878,0.835,0.218 +Thailand,2017,5.939,9.765,0.877,67.000,0.923,0.212,0.884,0.816,0.232 +Thailand,2018,6.012,9.803,0.873,67.200,0.905,0.259,0.907,0.843,0.198 +Thailand,2019,6.022,9.824,0.903,67.400,0.898,0.309,0.877,0.843,0.208 +Thailand,2020,5.885,9.769,0.867,67.600,0.840,0.273,0.918,0.783,0.326 +Togo,2006,3.202,7.078,0.435,49.260,0.628,-0.007,0.850,0.615,0.348 +Togo,2008,2.808,7.052,0.291,50.180,0.287,-0.055,0.932,0.362,0.379 +Togo,2011,2.936,7.146,0.303,51.580,0.584,-0.070,0.832,0.480,0.395 +Togo,2014,2.839,7.247,0.444,53.020,0.663,-0.085,0.795,0.583,0.443 +Togo,2015,3.768,7.277,0.479,53.500,0.772,-0.069,0.733,0.599,0.416 +Togo,2016,3.879,7.306,0.509,53.900,0.730,-0.007,0.815,0.604,0.483 +Togo,2017,4.361,7.324,0.508,54.300,0.717,-0.042,0.726,0.614,0.426 +Togo,2018,4.023,7.348,0.596,54.700,0.612,-0.007,0.809,0.608,0.446 +Togo,2019,4.179,7.375,0.539,55.100,0.617,0.065,0.737,0.590,0.444 +Trinidad and Tobago,2006,5.832,10.224,0.887,61.760,0.840,0.141,0.917,0.798,0.229 +Trinidad and Tobago,2008,6.696,10.295,0.858,62.080,0.838,0.087,0.959,0.817,0.184 +Trinidad and Tobago,2011,6.519,10.263,0.863,62.540,0.775,0.078,0.900,0.906,0.134 +Trinidad and Tobago,2013,6.168,10.285,0.883,62.820,0.847,0.128,0.948,0.833,0.286 +Trinidad and Tobago,2017,6.192,10.183,0.916,63.500,0.859,0.015,0.911,0.846,0.248 +Tunisia,2009,5.025,9.197,,64.960,0.781,-0.119,0.722,, +Tunisia,2010,5.131,9.222,0.863,65.100,0.624,-0.135,0.732,0.725,0.249 +Tunisia,2011,4.876,9.192,0.715,65.280,0.603,-0.199,0.913,0.588,0.248 +Tunisia,2012,4.464,9.222,0.614,65.460,0.568,-0.176,0.899,0.521,0.327 +Tunisia,2013,5.246,9.240,0.648,65.640,0.536,-0.207,0.886,0.517,0.239 +Tunisia,2014,4.764,9.260,0.680,65.820,0.589,-0.232,0.783,0.503,0.321 +Tunisia,2015,5.132,9.261,0.609,66.000,0.711,-0.226,0.815,0.573,0.320 +Tunisia,2016,4.521,9.262,0.702,66.300,0.614,-0.165,0.811,0.612,0.378 +Tunisia,2017,4.124,9.269,0.717,66.600,0.478,-0.219,0.869,0.421,0.377 +Tunisia,2018,4.741,9.284,0.733,66.900,0.650,-0.191,0.840,0.592,0.365 +Tunisia,2019,4.315,9.283,0.610,67.200,0.659,-0.209,0.889,0.539,0.433 +Tunisia,2020,4.731,9.231,0.719,67.500,0.668,-0.202,0.877,0.585,0.439 +Turkey,2005,4.719,9.809,0.820,62.600,0.623,,0.877,0.557, +Turkey,2007,5.623,9.903,0.792,63.320,0.459,-0.178,0.800,0.651,0.395 +Turkey,2008,5.118,9.899,0.645,63.680,0.415,-0.189,0.785,0.614,0.345 +Turkey,2009,5.213,9.838,0.755,64.040,0.456,-0.227,0.853,0.598,0.316 +Turkey,2010,5.490,9.906,0.795,64.400,0.515,-0.187,0.811,0.652,0.327 +Turkey,2011,5.272,9.996,0.692,64.640,0.446,-0.242,0.649,0.621,0.380 +Turkey,2012,5.309,10.026,0.739,64.880,0.471,-0.216,0.702,0.645,0.335 +Turkey,2013,4.888,10.091,0.795,65.120,0.541,-0.229,0.698,0.635,0.392 +Turkey,2014,5.580,10.124,0.863,65.360,0.649,-0.024,0.764,0.483,0.377 +Turkey,2015,5.514,10.166,0.851,65.600,0.653,-0.016,0.806,0.460,0.382 +Turkey,2016,5.326,10.181,0.880,66.000,0.644,-0.065,0.764,0.465,0.390 +Turkey,2017,5.607,10.238,0.876,66.400,0.644,-0.237,0.671,0.450,0.313 +Turkey,2018,5.186,10.251,0.847,66.800,0.529,-0.176,0.805,0.435,0.351 +Turkey,2019,4.872,10.246,0.792,67.200,0.631,-0.136,0.760,0.422,0.368 +Turkey,2020,4.862,10.219,0.857,67.600,0.510,-0.111,0.774,0.384,0.440 +Turkmenistan,2009,6.568,8.989,0.924,59.440,,-0.102,,0.781,0.152 +Turkmenistan,2011,5.792,9.182,0.964,60.040,,0.018,,0.639,0.122 +Turkmenistan,2012,5.464,9.269,0.946,60.280,0.786,-0.123,,0.584,0.117 +Turkmenistan,2013,5.392,9.348,0.846,60.520,0.705,-0.071,,0.599,0.160 +Turkmenistan,2014,5.787,9.427,0.909,60.760,0.805,0.032,,0.695,0.154 +Turkmenistan,2015,5.791,9.472,0.960,61.000,0.701,0.093,,0.705,0.301 +Turkmenistan,2016,5.887,9.515,0.929,61.400,0.749,0.005,,0.636,0.255 +Turkmenistan,2017,5.229,9.561,0.908,61.800,0.720,0.066,,0.521,0.350 +Turkmenistan,2018,4.621,9.605,0.984,62.200,0.858,0.260,,0.612,0.189 +Turkmenistan,2019,5.474,9.651,0.982,62.600,0.892,0.285,,0.510,0.183 +Uganda,2006,3.734,7.370,0.760,46.480,0.747,-0.041,0.807,0.590,0.254 +Uganda,2007,4.456,7.419,0.845,47.460,0.708,-0.001,0.881,0.708,0.228 +Uganda,2008,4.569,7.471,0.813,48.440,0.578,-0.055,0.848,0.641,0.240 +Uganda,2009,4.612,7.505,0.852,49.420,0.760,-0.037,0.840,0.640,0.296 +Uganda,2010,4.193,7.528,0.830,50.400,0.801,-0.015,0.855,0.648,0.251 +Uganda,2011,4.826,7.586,0.882,51.220,0.733,0.032,0.830,0.678,0.254 +Uganda,2012,4.309,7.592,0.885,52.040,0.649,0.081,0.838,0.754,0.265 +Uganda,2013,3.710,7.595,0.878,52.860,0.763,0.053,0.820,0.676,0.346 +Uganda,2014,3.770,7.611,0.821,53.680,0.834,0.009,0.898,0.681,0.397 +Uganda,2015,4.238,7.627,0.747,54.500,0.758,0.135,0.873,0.703,0.353 +Uganda,2016,4.233,7.637,0.754,54.900,0.739,0.132,0.811,0.668,0.410 +Uganda,2017,4.001,7.638,0.740,55.300,0.772,0.060,0.816,0.703,0.400 +Uganda,2018,4.322,7.660,0.740,55.700,0.729,0.079,0.856,0.685,0.390 +Uganda,2019,4.948,7.688,0.805,56.100,0.704,0.139,0.826,0.693,0.385 +Uganda,2020,4.641,7.684,0.800,56.500,0.687,0.147,0.878,0.699,0.425 +Ukraine,2006,4.804,9.380,0.852,60.120,0.624,-0.257,0.929,0.622,0.249 +Ukraine,2007,5.252,9.459,0.820,60.640,0.494,-0.241,0.968,0.636,0.208 +Ukraine,2008,5.172,9.488,0.860,61.160,0.487,-0.265,0.929,0.573,0.186 +Ukraine,2009,5.166,9.332,0.845,61.680,0.460,-0.241,0.962,0.583,0.189 +Ukraine,2010,5.058,9.374,0.884,62.200,0.484,-0.189,0.954,0.513,0.227 +Ukraine,2011,5.083,9.431,0.859,62.500,0.579,-0.228,0.933,0.590,0.220 +Ukraine,2012,5.030,9.436,0.898,62.800,0.564,-0.223,0.896,0.570,0.193 +Ukraine,2013,4.711,9.438,0.897,63.100,0.569,-0.216,0.937,0.643,0.225 +Ukraine,2014,4.297,9.426,0.877,63.400,0.533,0.084,0.927,0.594,0.249 +Ukraine,2015,3.965,9.327,0.909,63.700,0.431,-0.033,0.952,0.574,0.241 +Ukraine,2016,4.029,9.353,0.885,64.000,0.503,0.011,0.891,0.589,0.220 +Ukraine,2017,4.311,9.382,0.858,64.300,0.599,-0.002,0.937,0.597,0.235 +Ukraine,2018,4.662,9.420,0.901,64.600,0.663,-0.074,0.943,0.609,0.222 +Ukraine,2019,4.702,9.458,0.883,64.900,0.715,-0.081,0.885,0.634,0.201 +Ukraine,2020,5.270,9.428,0.885,65.200,0.784,0.126,0.946,0.688,0.285 +United Arab Emirates,2006,6.734,11.367,0.903,65.920,0.898,-0.033,0.203,0.746,0.275 +United Arab Emirates,2009,6.866,10.975,0.885,66.280,0.849,0.019,0.339,0.770,0.287 +United Arab Emirates,2010,7.097,10.914,0.912,66.400,0.878,0.057,0.355,0.763,0.233 +United Arab Emirates,2011,7.119,10.935,0.881,66.420,0.889,0.071,,0.763,0.216 +United Arab Emirates,2012,7.218,10.958,0.856,66.440,0.920,,,0.768,0.224 +United Arab Emirates,2013,6.621,11.001,0.864,66.460,0.936,,,,0.291 +United Arab Emirates,2014,6.540,11.041,,66.480,,,,, +United Arab Emirates,2015,6.568,11.086,0.824,66.500,0.915,0.201,,0.761,0.296 +United Arab Emirates,2016,6.831,11.105,0.849,66.700,0.949,0.131,,0.775,0.245 +United Arab Emirates,2017,7.039,11.115,0.836,66.900,0.962,0.216,,0.795,0.208 +United Arab Emirates,2018,6.604,11.112,0.851,67.100,0.944,0.054,,0.787,0.302 +United Arab Emirates,2019,6.711,11.114,0.862,67.300,0.911,0.129,,0.793,0.284 +United Arab Emirates,2020,6.458,11.053,0.827,67.500,0.942,0.060,,0.752,0.298 +United Kingdom,2005,6.984,10.663,0.979,69.900,0.922,,0.398,0.864,0.262 +United Kingdom,2007,6.802,10.699,0.970,70.460,0.838,0.336,0.498,0.782,0.241 +United Kingdom,2008,6.986,10.689,0.954,70.740,0.759,0.331,0.548,0.819,0.218 +United Kingdom,2009,6.907,10.638,0.964,71.020,0.816,0.341,0.559,0.846,0.231 +United Kingdom,2010,7.029,10.649,0.955,71.300,0.841,0.403,0.587,0.863,0.176 +United Kingdom,2011,6.869,10.657,0.949,71.380,0.900,0.336,0.438,0.844,0.174 +United Kingdom,2012,6.881,10.664,0.935,71.460,0.889,0.371,0.425,0.844,0.184 +United Kingdom,2013,6.918,10.679,0.937,71.540,0.905,0.346,0.568,0.776,0.252 +United Kingdom,2014,6.758,10.697,0.910,71.620,0.857,0.355,0.484,0.794,0.251 +United Kingdom,2015,6.515,10.712,0.936,71.700,0.833,0.300,0.456,0.798,0.219 +United Kingdom,2016,6.824,10.724,0.954,71.900,0.821,0.250,0.458,0.776,0.230 +United Kingdom,2017,7.103,10.736,0.937,72.100,0.813,0.291,0.419,0.759,0.210 +United Kingdom,2018,7.233,10.743,0.928,72.300,0.838,0.226,0.404,0.783,0.228 +United Kingdom,2019,7.157,10.751,0.943,72.500,0.854,0.271,0.485,0.775,0.251 +United Kingdom,2020,6.798,10.626,0.929,72.700,0.885,0.203,0.490,0.758,0.225 +United States,2006,7.182,10.924,0.965,68.060,0.911,,0.600,0.827,0.261 +United States,2007,7.513,10.933,,68.220,0.872,0.197,0.633,0.829,0.232 +United States,2008,7.280,10.922,0.953,68.380,0.878,0.255,0.668,0.872,0.227 +United States,2009,7.158,10.888,0.912,68.540,0.831,0.201,0.665,0.843,0.262 +United States,2010,7.164,10.905,0.926,68.700,0.828,0.244,0.690,0.861,0.231 +United States,2011,7.115,10.913,0.922,68.680,0.863,0.161,0.697,0.836,0.273 +United States,2012,7.026,10.928,0.903,68.660,0.823,0.215,0.710,0.834,0.260 +United States,2013,7.249,10.939,0.925,68.640,0.792,0.274,0.747,0.814,0.260 +United States,2014,7.151,10.956,0.902,68.620,0.866,0.221,0.702,0.834,0.281 +United States,2015,6.864,10.977,0.904,68.600,0.849,0.219,0.698,0.814,0.275 +United States,2016,6.804,10.986,0.897,68.500,0.758,0.144,0.739,0.806,0.264 +United States,2017,6.992,11.001,0.921,68.400,0.868,0.197,0.681,0.827,0.268 +United States,2018,6.883,11.025,0.904,68.300,0.825,0.116,0.710,0.815,0.292 +United States,2019,6.944,11.043,0.917,68.200,0.836,0.144,0.707,0.815,0.244 +United States,2020,7.028,11.001,0.937,68.100,0.850,0.034,0.678,0.787,0.295 +Uruguay,2006,5.786,9.543,0.912,67.440,0.807,-0.113,0.477,0.784,0.306 +Uruguay,2007,5.694,9.604,0.875,67.580,0.786,-0.165,0.614,0.777,0.274 +Uruguay,2008,5.664,9.671,0.879,67.720,0.808,-0.143,0.597,0.751,0.264 +Uruguay,2009,6.296,9.710,0.924,67.860,0.825,-0.118,0.544,0.793,0.255 +Uruguay,2010,6.062,9.782,0.893,68.000,0.832,-0.158,0.471,0.807,0.231 +Uruguay,2011,6.554,9.830,0.891,68.140,0.851,-0.080,0.556,0.805,0.252 +Uruguay,2012,6.450,9.861,0.865,68.280,0.871,0.067,0.615,0.788,0.214 +Uruguay,2013,6.444,9.904,0.917,68.420,0.888,-0.043,0.586,0.826,0.253 +Uruguay,2014,6.561,9.932,0.902,68.560,0.904,-0.073,0.533,0.869,0.251 +Uruguay,2015,6.628,9.932,0.891,68.700,0.917,-0.032,0.673,0.893,0.300 +Uruguay,2016,6.171,9.946,0.900,68.800,0.886,-0.072,0.676,0.842,0.283 +Uruguay,2017,6.336,9.968,0.914,68.900,0.898,-0.091,0.627,0.836,0.280 +Uruguay,2018,6.372,9.980,0.917,69.000,0.876,-0.097,0.683,0.877,0.275 +Uruguay,2019,6.600,9.979,0.933,69.100,0.903,-0.095,0.599,0.889,0.222 +Uruguay,2020,6.310,9.937,0.921,69.200,0.908,-0.084,0.491,0.807,0.265 +Uzbekistan,2006,5.232,8.193,0.903,61.440,0.784,-0.115,0.609,0.728,0.195 +Uzbekistan,2008,5.311,8.339,0.894,62.320,0.831,-0.023,,0.714,0.187 +Uzbekistan,2009,5.261,8.400,0.905,62.760,,0.013,0.610,0.736,0.159 +Uzbekistan,2010,5.095,8.445,0.903,63.200,,-0.030,0.519,0.776,0.152 +Uzbekistan,2011,5.739,8.493,0.924,63.400,0.934,0.042,0.522,0.787,0.123 +Uzbekistan,2012,6.019,8.550,0.933,63.600,0.914,-0.037,0.463,0.786,0.118 +Uzbekistan,2013,5.940,8.607,0.963,63.800,0.950,-0.034,0.434,0.749,0.130 +Uzbekistan,2014,6.049,8.659,0.952,64.000,0.954,0.061,0.536,0.805,0.106 +Uzbekistan,2015,5.972,8.714,0.968,64.200,0.980,0.375,0.471,0.840,0.103 +Uzbekistan,2016,5.893,8.756,0.945,64.500,0.984,0.208,,0.842,0.147 +Uzbekistan,2017,6.421,8.782,0.942,64.800,0.985,0.123,0.465,0.839,0.203 +Uzbekistan,2018,6.205,8.818,0.921,65.100,0.970,0.318,0.520,0.825,0.209 +Uzbekistan,2019,6.154,8.853,0.915,65.400,0.970,0.304,0.511,0.845,0.220 +Venezuela,2005,7.170,9.313,0.955,65.400,0.838,,0.720,0.819,0.233 +Venezuela,2006,6.525,9.460,0.946,65.460,0.798,-0.031,0.646,0.859,0.178 +Venezuela,2008,6.258,9.701,0.922,65.580,0.678,-0.225,0.776,0.802,0.224 +Venezuela,2009,7.189,9.542,0.945,65.640,0.677,-0.116,0.828,0.825,0.180 +Venezuela,2010,7.478,9.717,0.932,65.700,0.768,-0.155,0.754,0.862,0.130 +Venezuela,2011,6.580,9.822,0.931,65.740,0.766,-0.226,0.772,0.828,0.199 +Venezuela,2012,7.067,9.826,0.932,65.780,0.804,-0.193,0.743,0.858,0.176 +Venezuela,2013,6.553,9.739,0.896,65.820,0.642,-0.220,0.837,0.840,0.238 +Venezuela,2014,6.136,9.557,0.904,65.860,0.570,-0.199,0.827,0.811,0.244 +Venezuela,2015,5.569,9.001,0.911,65.900,0.512,-0.117,0.813,0.867,0.223 +Venezuela,2016,4.041,9.010,0.902,66.100,0.458,-0.155,0.890,0.688,0.392 +Venezuela,2017,5.071,9.073,0.896,66.300,0.636,-0.169,0.844,0.726,0.363 +Venezuela,2018,5.006,,0.887,66.500,0.611,,0.828,0.759,0.374 +Venezuela,2019,5.081,,0.888,66.700,0.626,,0.839,0.761,0.351 +Venezuela,2020,4.574,,0.805,66.900,0.612,,0.811,0.722,0.396 +Vietnam,2006,5.294,8.335,0.888,65.860,0.886,0.015,,0.682,0.204 +Vietnam,2007,5.422,8.394,0.856,66.020,0.918,0.089,0.754,0.588,0.206 +Vietnam,2008,5.480,8.440,0.805,66.180,0.889,0.201,0.789,0.665,0.218 +Vietnam,2009,5.304,8.483,0.815,66.340,0.834,-0.062,0.838,0.583,0.190 +Vietnam,2010,5.296,8.535,0.787,66.500,0.831,-0.006,0.743,0.685,0.216 +Vietnam,2011,5.767,8.585,0.898,66.660,0.818,0.105,0.742,0.532,0.193 +Vietnam,2012,5.535,8.626,0.775,66.820,0.856,-0.110,0.815,0.615,0.221 +Vietnam,2013,5.023,8.668,0.759,66.980,0.920,-0.027,0.771,0.718,0.165 +Vietnam,2014,5.085,8.716,0.792,67.140,,0.000,,0.701,0.241 +Vietnam,2015,5.076,8.770,0.849,67.300,,0.086,,0.642,0.232 +Vietnam,2016,5.062,8.820,0.876,67.500,0.894,-0.090,0.799,0.536,0.223 +Vietnam,2017,5.175,8.876,,67.700,,,,, +Vietnam,2018,5.296,8.934,0.832,67.900,0.909,-0.041,0.808,0.692,0.191 +Vietnam,2019,5.467,8.992,0.848,68.100,0.952,-0.126,0.788,0.751,0.186 +Yemen,2007,4.477,8.214,0.825,53.400,0.673,0.011,,0.592,0.379 +Yemen,2009,4.809,8.278,0.756,54.000,0.644,-0.052,0.832,0.583,0.374 +Yemen,2010,4.350,8.453,0.727,54.300,0.659,-0.104,0.853,0.582,0.308 +Yemen,2011,3.746,8.336,0.663,54.300,0.638,-0.173,0.754,0.503,0.285 +Yemen,2012,4.061,8.236,0.682,54.300,0.706,-0.171,0.793,0.502,0.263 +Yemen,2013,4.218,8.242,0.694,54.300,0.543,-0.179,0.885,0.558,0.266 +Yemen,2014,3.968,8.117,0.638,54.300,0.664,-0.157,0.885,0.611,0.276 +Yemen,2015,2.983,7.858,0.669,54.300,0.610,-0.139,0.829,0.507,0.321 +Yemen,2016,3.826,7.715,0.775,55.100,0.533,-0.151,,0.469,0.228 +Yemen,2017,3.254,7.578,0.790,55.900,0.595,-0.147,,0.455,0.295 +Yemen,2018,3.058,,0.789,56.700,0.553,,0.793,0.461,0.315 +Yemen,2019,4.197,,0.870,57.500,0.651,,0.798,0.543,0.213 +Zambia,2006,4.824,7.817,0.798,44.260,0.721,-0.006,0.785,0.701,0.226 +Zambia,2007,3.998,7.871,0.688,45.720,0.682,-0.067,0.948,0.687,0.246 +Zambia,2008,4.730,7.918,0.624,47.180,0.717,0.056,0.890,0.744,0.206 +Zambia,2009,5.260,7.978,0.782,48.640,0.696,-0.096,0.917,0.728,0.123 +Zambia,2011,4.999,8.071,0.864,50.840,0.663,0.003,0.882,0.833,0.204 +Zambia,2012,5.013,8.114,0.780,51.580,0.788,0.008,0.806,0.726,0.250 +Zambia,2013,5.244,8.131,0.761,52.320,0.770,-0.104,0.732,0.735,0.308 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+Zimbabwe,2013,4.690,7.985,0.799,50.960,0.576,-0.104,0.831,0.712,0.182 +Zimbabwe,2014,4.184,7.991,0.766,52.380,0.642,-0.074,0.820,0.725,0.239 +Zimbabwe,2015,3.703,7.992,0.736,53.800,0.667,-0.123,0.810,0.715,0.179 +Zimbabwe,2016,3.735,7.984,0.768,54.400,0.733,-0.095,0.724,0.738,0.209 +Zimbabwe,2017,3.638,8.016,0.754,55.000,0.753,-0.098,0.751,0.806,0.224 +Zimbabwe,2018,3.616,8.049,0.775,55.600,0.763,-0.068,0.844,0.710,0.212 +Zimbabwe,2019,2.694,7.950,0.759,56.200,0.632,-0.064,0.831,0.716,0.235 +Zimbabwe,2020,3.160,7.829,0.717,56.800,0.643,-0.009,0.789,0.703,0.346 diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb new file mode 100644 index 00000000..84bfe6ac --- /dev/null +++ b/bonheur/main.ipynb @@ -0,0 +1,342 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 42, + "id": "ad1d747a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "01bde58a", + "metadata": {}, + "outputs": [], + "source": [ + "def _build_dataframe_from_csv(filename):\n", + " df = pd.read_csv(filename, sep=\",\", encoding=\"latin1\")\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "9e000472", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PaysAnnéeEchelle de vielogGDPSupport socialEspérance de vieGénérositéPerception de la corruptionEffets positifsEffets négatifs
0Afghanistan20083.7247.3700.45150.800.7180.1680.8820.5180.258
1Afghanistan20094.4027.5400.55251.200.6790.1900.8500.5840.237
2Afghanistan20104.7587.6470.53951.600.6000.1210.7070.6180.275
3Afghanistan20113.8327.6200.52151.920.4960.1620.7310.6110.267
4Afghanistan20123.7837.7050.52152.240.5310.2360.7760.7100.268
....................................
1944Zimbabwe20163.7357.9840.76854.400.733-0.0950.7240.7380.209
1945Zimbabwe20173.6388.0160.75455.000.753-0.0980.7510.8060.224
1946Zimbabwe20183.6168.0490.77555.600.763-0.0680.8440.7100.212
1947Zimbabwe20192.6947.9500.75956.200.632-0.0640.8310.7160.235
1948Zimbabwe20203.1607.8290.71756.800.643-0.0090.7890.7030.346
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1949 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " Pays Année Echelle de vie logGDP Support social \\\n", + "0 Afghanistan 2008 3.724 7.370 0.451 \n", + "1 Afghanistan 2009 4.402 7.540 0.552 \n", + "2 Afghanistan 2010 4.758 7.647 0.539 \n", + "3 Afghanistan 2011 3.832 7.620 0.521 \n", + "4 Afghanistan 2012 3.783 7.705 0.521 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", + "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", + "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", + "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", + "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", + "\n", + " Espérance de vie Générosité Perception de la corruption \\\n", + "0 50.80 0.718 0.168 0.882 \n", + "1 51.20 0.679 0.190 0.850 \n", + "2 51.60 0.600 0.121 0.707 \n", + "3 51.92 0.496 0.162 0.731 \n", + "4 52.24 0.531 0.236 0.776 \n", + "... ... ... ... ... \n", + "1944 54.40 0.733 -0.095 0.724 \n", + "1945 55.00 0.753 -0.098 0.751 \n", + "1946 55.60 0.763 -0.068 0.844 \n", + "1947 56.20 0.632 -0.064 0.831 \n", + "1948 56.80 0.643 -0.009 0.789 \n", + "\n", + " Effets positifs Effets négatifs \n", + "0 0.518 0.258 \n", + "1 0.584 0.237 \n", + "2 0.618 0.275 \n", + "3 0.611 0.267 \n", + "4 0.710 0.268 \n", + "... ... ... \n", + "1944 0.738 0.209 \n", + "1945 0.806 0.224 \n", + "1946 0.710 0.212 \n", + "1947 0.716 0.235 \n", + "1948 0.703 0.346 \n", + "\n", + "[1949 rows x 11 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", + "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"logGDP\", \"Support social\", \"Espérance de vie\", \"\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "df.columns = columns\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "674a3d21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "years = df[\"Année\"].unique()\n", + "\n", + "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Espérance de vie\")\n", + "\n", + "#print(df[df.isna().any(axis=1)])\n", + "\n", + "dfpivot.transpose()[[\"France\", \"Italy\", \"Germany\"]].plot()\n", + "plt.show()\n", + "#display(dfpivot.isna().sum().sum())\n", + "#display(len(dfpivot) * len(dfpivot.columns))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ba021084", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 730dd4b37aa020cc7c9cb67882653e12b26c5786 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Tue, 15 Mar 2022 10:30:09 +0100 Subject: [PATCH 03/41] feat: modified delta.py to include the new bonheur directory and execution file --- delta.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/delta.py b/delta.py index 5815a655..21316c4c 100644 --- a/delta.py +++ b/delta.py @@ -4,6 +4,7 @@ from energies import energies from population import population from deces import deces +from bonheur import bonheur # external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css'] @@ -12,6 +13,7 @@ pop = population.WorldPopulationStats(app) nrg = energies.Energies(app) dec = deces.Deces(app) +bnh = bonheur.Bonheur(app) main_layout = html.Div([ html.Div(className = "row", @@ -26,6 +28,8 @@ html.Br(), dcc.Link(html.Button('Décès journaliers', style={'width':"100%"}), href='/deces'), html.Br(), + dcc.Link(html.Button('Bonheur', style={'width':"100%"}), href="/bonheur"), + html.Br(), html.Br(), html.Br(), html.Center(html.A('Code source', href='https://github.com/oricou/delta')), @@ -66,6 +70,8 @@ def display_page(pathname): return pop.main_layout elif pathname == '/deces': return dec.main_layout + elif pathname == '/bonheur': + return bnh.main_layout else: return home_page From 3ea594fe0bcaa741b621a6e6255f17945db62e92 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Tue, 15 Mar 2022 11:45:40 +0100 Subject: [PATCH 04/41] feat: added jupyter notebook for reference --- bonheur/main.ipynb | 354 +++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 344 insertions(+), 10 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 84bfe6ac..e48100f4 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -3,7 +3,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "ad1d747a", + "id": "5ba9b4b3", "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "01bde58a", + "id": "acef179e", "metadata": {}, "outputs": [], "source": [ @@ -25,8 +25,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "9e000472", + "execution_count": 115, + "id": "0b5f21ab", "metadata": {}, "outputs": [ { @@ -279,10 +279,318 @@ }, { "cell_type": "code", - "execution_count": 72, - "id": "674a3d21", + "execution_count": 133, + "id": "48a930ba", "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + "
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Pays
AfghanistanNaNNaNNaN50.8051.2051.651.9252.2452.5652.8853.253.052.852.652.4NaN
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AlgeriaNaNNaNNaNNaNNaN64.564.6664.82NaN65.14NaN65.565.765.966.1NaN
AngolaNaNNaNNaNNaNNaNNaN52.5053.2053.9054.60NaNNaNNaNNaNNaNNaN
ArgentinaNaN66.8266.9467.0667.1867.367.4867.6667.8468.0268.268.468.668.869.069.2
...................................................
Venezuela65.465.46NaN65.5865.6465.765.7465.7865.8265.8665.966.166.366.566.766.9
VietnamNaN65.8666.0266.1866.3466.566.6666.8266.9867.1467.367.567.767.968.1NaN
YemenNaNNaN53.40NaN54.0054.354.3054.3054.3054.3054.355.155.956.757.5NaN
ZambiaNaN44.2645.7247.1848.64NaN50.8451.5852.3253.0653.854.354.855.355.856.3
ZimbabweNaN41.5842.8644.1445.4246.748.1249.5450.9652.3853.854.455.055.656.256.8
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166 rows × 16 columns

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" + ], + "text/plain": [ + "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", + "Pays \n", + "Afghanistan NaN NaN NaN 50.80 51.20 51.6 51.92 52.24 52.56 \n", + "Albania NaN NaN 65.80 NaN 66.20 66.4 66.68 66.96 67.24 \n", + "Algeria NaN NaN NaN NaN NaN 64.5 64.66 64.82 NaN \n", + "Angola NaN NaN NaN NaN NaN NaN 52.50 53.20 53.90 \n", + "Argentina NaN 66.82 66.94 67.06 67.18 67.3 67.48 67.66 67.84 \n", + "... ... ... ... ... ... ... ... ... ... \n", + "Venezuela 65.4 65.46 NaN 65.58 65.64 65.7 65.74 65.78 65.82 \n", + "Vietnam NaN 65.86 66.02 66.18 66.34 66.5 66.66 66.82 66.98 \n", + "Yemen NaN NaN 53.40 NaN 54.00 54.3 54.30 54.30 54.30 \n", + "Zambia NaN 44.26 45.72 47.18 48.64 NaN 50.84 51.58 52.32 \n", + "Zimbabwe NaN 41.58 42.86 44.14 45.42 46.7 48.12 49.54 50.96 \n", + "\n", + "Année 2014 2015 2016 2017 2018 2019 2020 \n", + "Pays \n", + "Afghanistan 52.88 53.2 53.0 52.8 52.6 52.4 NaN \n", + "Albania 67.52 67.8 68.1 68.4 68.7 69.0 69.3 \n", + "Algeria 65.14 NaN 65.5 65.7 65.9 66.1 NaN \n", + "Angola 54.60 NaN NaN NaN NaN NaN NaN \n", + "Argentina 68.02 68.2 68.4 68.6 68.8 69.0 69.2 \n", + "... ... ... ... ... ... ... ... \n", + "Venezuela 65.86 65.9 66.1 66.3 66.5 66.7 66.9 \n", + "Vietnam 67.14 67.3 67.5 67.7 67.9 68.1 NaN \n", + "Yemen 54.30 54.3 55.1 55.9 56.7 57.5 NaN \n", + "Zambia 53.06 53.8 54.3 54.8 55.3 55.8 56.3 \n", + "Zimbabwe 52.38 53.8 54.4 55.0 55.6 56.2 56.8 \n", + "\n", + "[166 rows x 16 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "image/png": 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\n", @@ -300,22 +608,48 @@ "years = df[\"Année\"].unique()\n", "\n", "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Espérance de vie\")\n", + "display(dfpivot)\n", "\n", "#print(df[df.isna().any(axis=1)])\n", "\n", "dfpivot.transpose()[[\"France\", \"Italy\", \"Germany\"]].plot()\n", "plt.show()\n", + "\n", + "\n", "#display(dfpivot.isna().sum().sum())\n", "#display(len(dfpivot) * len(dfpivot.columns))" ] }, { "cell_type": "code", - "execution_count": null, - "id": "ba021084", + "execution_count": 152, + "id": "3398df3d", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "countries_continents_df = _build_dataframe_from_csv(\"data/Countries-Continents.csv\")\n", + "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", + "countries_continents_df.set_index(\"Pays\", inplace = True)\n", + "\n", + "africa = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == \"North America\"].index.values) & set(dfpivot.index.values))\n", + "#display(dfpivot.loc[africa])\n", + "\n", + "dfpivot.loc[africa].transpose().plot(figsize = (10, 5))\n", + "plt.show()\n" + ] } ], "metadata": { From 0864df45b710221eb7809580473ea43a5c35dd1d Mon Sep 17 00:00:00 2001 From: Rokkano Date: Tue, 15 Mar 2022 11:46:01 +0100 Subject: [PATCH 05/41] feat: added countries continent csv --- bonheur/data/Countries-Continents.csv | 195 ++++++++++++++++++++++++++ 1 file changed, 195 insertions(+) create mode 100644 bonheur/data/Countries-Continents.csv diff --git a/bonheur/data/Countries-Continents.csv b/bonheur/data/Countries-Continents.csv new file mode 100644 index 00000000..d0709796 --- /dev/null +++ b/bonheur/data/Countries-Continents.csv @@ -0,0 +1,195 @@ +Continent,Country +Africa,Algeria +Africa,Angola +Africa,Benin +Africa,Botswana +Africa,Burkina +Africa,Burundi +Africa,Cameroon +Africa,Cape Verde +Africa,Central African Republic +Africa,Chad +Africa,Comoros +Africa,Congo +Africa,"Congo, Democratic Republic of" +Africa,Djibouti +Africa,Egypt +Africa,Equatorial Guinea +Africa,Eritrea +Africa,Ethiopia +Africa,Gabon +Africa,Gambia +Africa,Ghana +Africa,Guinea +Africa,Guinea-Bissau +Africa,Ivory Coast +Africa,Kenya +Africa,Lesotho +Africa,Liberia +Africa,Libya +Africa,Madagascar +Africa,Malawi +Africa,Mali +Africa,Mauritania +Africa,Mauritius +Africa,Morocco +Africa,Mozambique +Africa,Namibia +Africa,Niger +Africa,Nigeria +Africa,Rwanda +Africa,Sao Tome and Principe +Africa,Senegal +Africa,Seychelles +Africa,Sierra Leone +Africa,Somalia +Africa,South Africa +Africa,South Sudan +Africa,Sudan +Africa,Swaziland +Africa,Tanzania +Africa,Togo +Africa,Tunisia +Africa,Uganda +Africa,Zambia +Africa,Zimbabwe +Asia,Afghanistan +Asia,Bahrain +Asia,Bangladesh +Asia,Bhutan +Asia,Brunei +Asia,Burma (Myanmar) +Asia,Cambodia +Asia,China +Asia,East Timor +Asia,India +Asia,Indonesia +Asia,Iran +Asia,Iraq +Asia,Israel +Asia,Japan +Asia,Jordan +Asia,Kazakhstan +Asia,"Korea, North" +Asia,"Korea, South" +Asia,Kuwait +Asia,Kyrgyzstan +Asia,Laos +Asia,Lebanon +Asia,Malaysia +Asia,Maldives +Asia,Mongolia +Asia,Nepal +Asia,Oman +Asia,Pakistan +Asia,Philippines +Asia,Qatar +Asia,Russian Federation +Asia,Saudi Arabia +Asia,Singapore +Asia,Sri Lanka +Asia,Syria +Asia,Tajikistan +Asia,Thailand +Asia,Turkey +Asia,Turkmenistan +Asia,United Arab Emirates +Asia,Uzbekistan +Asia,Vietnam +Asia,Yemen +Europe,Albania +Europe,Andorra +Europe,Armenia +Europe,Austria +Europe,Azerbaijan +Europe,Belarus +Europe,Belgium +Europe,Bosnia and Herzegovina +Europe,Bulgaria +Europe,Croatia +Europe,Cyprus +Europe,CZ +Europe,Denmark +Europe,Estonia +Europe,Finland +Europe,France +Europe,Georgia +Europe,Germany +Europe,Greece +Europe,Hungary +Europe,Iceland +Europe,Ireland +Europe,Italy +Europe,Latvia +Europe,Liechtenstein +Europe,Lithuania +Europe,Luxembourg +Europe,Macedonia +Europe,Malta +Europe,Moldova +Europe,Monaco +Europe,Montenegro +Europe,Netherlands +Europe,Norway +Europe,Poland +Europe,Portugal +Europe,Romania +Europe,San Marino +Europe,Serbia +Europe,Slovakia +Europe,Slovenia +Europe,Spain +Europe,Sweden +Europe,Switzerland +Europe,Ukraine +Europe,United Kingdom +Europe,Vatican City +North America,Antigua and Barbuda +North America,Bahamas +North America,Barbados +North America,Belize +North America,Canada +North America,Costa Rica +North America,Cuba +North America,Dominica +North America,Dominican Republic +North America,El Salvador +North America,Grenada +North America,Guatemala +North America,Haiti +North America,Honduras +North America,Jamaica +North America,Mexico +North America,Nicaragua +North America,Panama +North America,Saint Kitts and Nevis +North America,Saint Lucia +North America,Saint Vincent and the Grenadines +North America,Trinidad and Tobago +North America,US +Oceania,Australia +Oceania,Fiji +Oceania,Kiribati +Oceania,Marshall Islands +Oceania,Micronesia +Oceania,Nauru +Oceania,New Zealand +Oceania,Palau +Oceania,Papua New Guinea +Oceania,Samoa +Oceania,Solomon Islands +Oceania,Tonga +Oceania,Tuvalu +Oceania,Vanuatu +South America,Argentina +South America,Bolivia +South America,Brazil +South America,Chile +South America,Colombia +South America,Ecuador +South America,Guyana +South America,Paraguay +South America,Peru +South America,Suriname +South America,Uruguay +South America,Venezuela From f4d2ba2a61a29d0e2f24fcb1dc01e2db1b5ec948 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 17 Mar 2022 18:00:43 +0100 Subject: [PATCH 06/41] feat: added a bunch of things, sorry for detail, see github --- bonheur/main.ipynb | 687 ++++++++++++++++++++++++--------------------- 1 file changed, 370 insertions(+), 317 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index e48100f4..6b65baa6 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 42, + "execution_count": 1, "id": "5ba9b4b3", "metadata": {}, "outputs": [], @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 2, "id": "acef179e", "metadata": {}, "outputs": [], @@ -23,9 +23,41 @@ " return df" ] }, + { + "cell_type": "markdown", + "id": "beecf0b6", + "metadata": {}, + "source": [ + "Life Ladder\n", + "\n", + "\n", + "Log GDP (Gross Domestic Product) per capita : Logarithme du PIB par habitants : \n", + "\n", + "\n", + "Social Support\n", + "\n", + "\n", + "Healthy Life expectancy at birth\n", + "\n", + "\n", + "Freedom to make life choice\n", + "\n", + "\n", + "Generosity\n", + "\n", + "\n", + "Perceptions of corruption\n", + "\n", + "\n", + "Positive affect\n", + "\n", + "\n", + "Negative affect" + ] + }, { "cell_type": "code", - "execution_count": 115, + "execution_count": 207, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -50,17 +82,17 @@ " \n", " \n", " \n", - " Pays\n", - " Année\n", - " Echelle de vie\n", - " logGDP\n", - " Support social\n", - " Espérance de vie\n", - " \n", - " Générosité\n", - " Perception de la corruption\n", - " Effets positifs\n", - " Effets négatifs\n", + " Country name\n", + " year\n", + " Life Ladder\n", + " Log GDP per capita\n", + " Social support\n", + " Healthy life expectancy at birth\n", + " Freedom to make life choices\n", + " Generosity\n", + " Perceptions of corruption\n", + " Positive affect\n", + " Negative affect\n", " \n", " \n", " \n", @@ -224,65 +256,51 @@ "" ], "text/plain": [ - " Pays Année Echelle de vie logGDP Support social \\\n", - "0 Afghanistan 2008 3.724 7.370 0.451 \n", - "1 Afghanistan 2009 4.402 7.540 0.552 \n", - "2 Afghanistan 2010 4.758 7.647 0.539 \n", - "3 Afghanistan 2011 3.832 7.620 0.521 \n", - "4 Afghanistan 2012 3.783 7.705 0.521 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", - "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", - "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", - "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", - "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "0 Afghanistan 2008 3.724 7.370 0.451 \n", + "1 Afghanistan 2009 4.402 7.540 0.552 \n", + "2 Afghanistan 2010 4.758 7.647 0.539 \n", + "3 Afghanistan 2011 3.832 7.620 0.521 \n", + "4 Afghanistan 2012 3.783 7.705 0.521 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", + "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", + "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", + "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", + "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", "\n", - " Espérance de vie Générosité Perception de la corruption \\\n", - "0 50.80 0.718 0.168 0.882 \n", - "1 51.20 0.679 0.190 0.850 \n", - "2 51.60 0.600 0.121 0.707 \n", - "3 51.92 0.496 0.162 0.731 \n", - "4 52.24 0.531 0.236 0.776 \n", - "... ... ... ... ... \n", - "1944 54.40 0.733 -0.095 0.724 \n", - "1945 55.00 0.753 -0.098 0.751 \n", - "1946 55.60 0.763 -0.068 0.844 \n", - "1947 56.20 0.632 -0.064 0.831 \n", - "1948 56.80 0.643 -0.009 0.789 \n", + " Healthy life expectancy at birth Freedom to make life choices \\\n", + "0 50.80 0.718 \n", + "1 51.20 0.679 \n", + "2 51.60 0.600 \n", + "3 51.92 0.496 \n", + "4 52.24 0.531 \n", + "... ... ... \n", + "1944 54.40 0.733 \n", + "1945 55.00 0.753 \n", + "1946 55.60 0.763 \n", + "1947 56.20 0.632 \n", + "1948 56.80 0.643 \n", "\n", - " Effets positifs Effets négatifs \n", - "0 0.518 0.258 \n", - "1 0.584 0.237 \n", - "2 0.618 0.275 \n", - "3 0.611 0.267 \n", - "4 0.710 0.268 \n", - "... ... ... \n", - "1944 0.738 0.209 \n", - "1945 0.806 0.224 \n", - "1946 0.710 0.212 \n", - "1947 0.716 0.235 \n", - "1948 0.703 0.346 \n", + " Generosity Perceptions of corruption Positive affect Negative affect \n", + "0 0.168 0.882 0.518 0.258 \n", + "1 0.190 0.850 0.584 0.237 \n", + "2 0.121 0.707 0.618 0.275 \n", + "3 0.162 0.731 0.611 0.267 \n", + "4 0.236 0.776 0.710 0.268 \n", + "... ... ... ... ... \n", + "1944 -0.095 0.724 0.738 0.209 \n", + "1945 -0.098 0.751 0.806 0.224 \n", + "1946 -0.068 0.844 0.710 0.212 \n", + "1947 -0.064 0.831 0.716 0.235 \n", + "1948 -0.009 0.789 0.703 0.346 \n", "\n", "[1949 rows x 11 columns]" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", - "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"logGDP\", \"Support social\", \"Espérance de vie\", \"\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", - "df.columns = columns\n", - "display(df)" - ] - }, - { - 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Année2005200620072008200920102011201220132014201520162017201820192020
PaysPaysAnnéeEchelle de vielogGDPSupport socialEspérance de vieLiberté de #GénérositéPerception de la corruptionEffets positifsEffets négatifs
AfghanistanNaNNaNNaN0Afghanistan20083.7247.3700.45150.8051.2051.651.9252.2452.5652.8853.253.052.852.652.4NaN0.7180.1680.8820.5180.258
AlbaniaNaNNaN65.80NaN66.2066.466.6866.9667.2467.5267.868.168.468.769.069.31Afghanistan20094.4027.5400.55251.200.6790.1900.8500.5840.237
AlgeriaNaNNaNNaNNaNNaN64.564.6664.82NaN65.14NaN65.565.765.966.1NaN2Afghanistan20104.7587.6470.53951.600.6000.1210.7070.6180.275
AngolaNaNNaNNaNNaNNaNNaN52.5053.2053.9054.60NaNNaNNaNNaNNaNNaN3Afghanistan20113.8327.6200.52151.920.4960.1620.7310.6110.267
ArgentinaNaN66.8266.9467.0667.1867.367.4867.6667.8468.0268.268.468.668.869.069.24Afghanistan20123.7837.7050.52152.240.5310.2360.7760.7100.268
...........................
Venezuela65.465.46NaN65.5865.6465.765.7465.7865.8265.8665.966.166.366.566.766.91944Zimbabwe20163.7357.9840.76854.400.733-0.0950.7240.7380.209
VietnamNaN65.8666.0266.1866.3466.566.6666.8266.9867.1467.367.567.767.968.1NaN1945Zimbabwe20173.6388.0160.75455.000.753-0.0980.7510.8060.224
YemenNaNNaN53.40NaN54.0054.354.3054.3054.3054.3054.355.155.956.757.5NaN1946Zimbabwe20183.6168.0490.77555.600.763-0.0680.8440.7100.212
ZambiaNaN44.2645.7247.1848.64NaN50.8451.5852.3253.0653.854.354.855.355.856.31947Zimbabwe20192.6947.9500.75956.200.632-0.0640.8310.7160.235
ZimbabweNaN41.5842.8644.1445.4246.748.1249.5450.9652.3853.854.455.055.656.256.81948Zimbabwe20203.1607.8290.71756.800.643-0.0090.7890.7030.346
\n", - "

166 rows × 16 columns

\n", + "

1949 rows × 11 columns

\n", "" ], "text/plain": [ - "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", - "Pays \n", - "Afghanistan NaN NaN NaN 50.80 51.20 51.6 51.92 52.24 52.56 \n", - "Albania NaN NaN 65.80 NaN 66.20 66.4 66.68 66.96 67.24 \n", - "Algeria NaN NaN NaN NaN NaN 64.5 64.66 64.82 NaN \n", - "Angola NaN NaN NaN NaN NaN NaN 52.50 53.20 53.90 \n", - "Argentina NaN 66.82 66.94 67.06 67.18 67.3 67.48 67.66 67.84 \n", - "... ... ... ... ... ... ... ... ... ... \n", - "Venezuela 65.4 65.46 NaN 65.58 65.64 65.7 65.74 65.78 65.82 \n", - "Vietnam NaN 65.86 66.02 66.18 66.34 66.5 66.66 66.82 66.98 \n", - "Yemen NaN NaN 53.40 NaN 54.00 54.3 54.30 54.30 54.30 \n", - "Zambia NaN 44.26 45.72 47.18 48.64 NaN 50.84 51.58 52.32 \n", - "Zimbabwe NaN 41.58 42.86 44.14 45.42 46.7 48.12 49.54 50.96 \n", + " Pays Année Echelle de vie logGDP Support social \\\n", + "0 Afghanistan 2008 3.724 7.370 0.451 \n", + "1 Afghanistan 2009 4.402 7.540 0.552 \n", + "2 Afghanistan 2010 4.758 7.647 0.539 \n", + "3 Afghanistan 2011 3.832 7.620 0.521 \n", + "4 Afghanistan 2012 3.783 7.705 0.521 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", + "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", + "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", + "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", + "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", "\n", - "Année 2014 2015 2016 2017 2018 2019 2020 \n", - "Pays \n", - "Afghanistan 52.88 53.2 53.0 52.8 52.6 52.4 NaN \n", - "Albania 67.52 67.8 68.1 68.4 68.7 69.0 69.3 \n", - "Algeria 65.14 NaN 65.5 65.7 65.9 66.1 NaN \n", - "Angola 54.60 NaN NaN NaN NaN NaN NaN \n", - "Argentina 68.02 68.2 68.4 68.6 68.8 69.0 69.2 \n", - "... ... ... ... ... ... ... ... \n", - "Venezuela 65.86 65.9 66.1 66.3 66.5 66.7 66.9 \n", - "Vietnam 67.14 67.3 67.5 67.7 67.9 68.1 NaN \n", - "Yemen 54.30 54.3 55.1 55.9 56.7 57.5 NaN \n", - "Zambia 53.06 53.8 54.3 54.8 55.3 55.8 56.3 \n", - "Zimbabwe 52.38 53.8 54.4 55.0 55.6 56.2 56.8 \n", + " Espérance de vie Liberté de # Générosité Perception de la corruption \\\n", + "0 50.80 0.718 0.168 0.882 \n", + "1 51.20 0.679 0.190 0.850 \n", + "2 51.60 0.600 0.121 0.707 \n", + "3 51.92 0.496 0.162 0.731 \n", + "4 52.24 0.531 0.236 0.776 \n", + "... ... ... ... ... \n", + "1944 54.40 0.733 -0.095 0.724 \n", + "1945 55.00 0.753 -0.098 0.751 \n", + "1946 55.60 0.763 -0.068 0.844 \n", + "1947 56.20 0.632 -0.064 0.831 \n", + "1948 56.80 0.643 -0.009 0.789 \n", "\n", - "[166 rows x 16 columns]" + " Effets positifs Effets négatifs \n", + "0 0.518 0.258 \n", + "1 0.584 0.237 \n", + "2 0.618 0.275 \n", + "3 0.611 0.267 \n", + "4 0.710 0.268 \n", + "... ... ... \n", + "1944 0.738 0.209 \n", + "1945 0.806 0.224 \n", + "1946 0.710 0.212 \n", + "1947 0.716 0.235 \n", + "1948 0.703 0.346 \n", + "\n", + "[1949 rows x 11 columns]" ] }, "metadata": {}, "output_type": "display_data" + } + ], + "source": [ + "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", + "display(df)\n", + "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"logGDP\", \"Support social\", \"Espérance de vie\", \"Liberté de #\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "df.columns = columns\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 208, + "id": "48a930ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 208, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -608,29 +583,37 @@ "years = df[\"Année\"].unique()\n", "\n", "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Espérance de vie\")\n", - "display(dfpivot)\n", + "#display(dfpivot)\n", "\n", "#print(df[df.isna().any(axis=1)])\n", "\n", - "dfpivot.transpose()[[\"France\", \"Italy\", \"Germany\"]].plot()\n", - "plt.show()\n", - "\n", + "#dfpivot.transpose()[[\"France\"]].plot(style='.-')\n", + "#dfpivot.transpose()[[\"France\"]].interpolate(method='linear').plot(style='.-')\n", "\n", - "#display(dfpivot.isna().sum().sum())\n", - "#display(len(dfpivot) * len(dfpivot.columns))" + "df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\")" ] }, { "cell_type": "code", - "execution_count": 152, - "id": "3398df3d", + "execution_count": 169, + "id": "302c5c16", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" + "" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" ] }, "metadata": { @@ -644,11 +627,81 @@ "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", "countries_continents_df.set_index(\"Pays\", inplace = True)\n", "\n", - "africa = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == \"North America\"].index.values) & set(dfpivot.index.values))\n", - "#display(dfpivot.loc[africa])\n", "\n", - "dfpivot.loc[africa].transpose().plot(figsize = (10, 5))\n", - "plt.show()\n" + "from enum import Enum\n", + "\n", + "class Continent(Enum):\n", + " AF = \"Africa\"\n", + " AS = \"Asia\"\n", + " EU = \"Europe\"\n", + " NA = \"North America\"\n", + " OC = \"Oceania\"\n", + " SA = \"South America\"\n", + "\n", + "continentId = 'EU'\n", + "continent = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values) & set(dfpivot.index.values))\n", + "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", + "#plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "cb65d6b6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from math import log as log\n", + "from math import exp as exp\n", + "from math import trunc as trunc\n", + "\n", + "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"logGDP\"]),2), axis=1)\n", + "\n", + "#df[\"logGDP\"][:200].plot()\n", + "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"GDP\"]]\n", + "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"GDP\"]]\n", + "\n", + "\n", + "pibfr.plot(x = \"Année\", y = \"GDP\")\n", + "pibde.plot(x = \"Année\", y = \"GDP\")\n", + "#pibfr[\"logGDP\"] = 10 ** pibfr[\"logGDP\"]\n", + "#display(pibfr)\n", + "#pibfr.plot(x = \"Année\", y = \"logGDP\")" ] } ], From b762d50871b2b844c53acab52df0228d7e399473 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 15:41:20 +0100 Subject: [PATCH 07/41] feat: added abstract detailling every column metadatas in the dataset --- bonheur/main.ipynb | 175 ++++++++++++++++++++++++++++++--------------- 1 file changed, 118 insertions(+), 57 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 6b65baa6..771921f6 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -1,63 +1,95 @@ { "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "id": "5ba9b4b3", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "acef179e", - "metadata": {}, - "outputs": [], - "source": [ - "def _build_dataframe_from_csv(filename):\n", - " df = pd.read_csv(filename, sep=\",\", encoding=\"latin1\")\n", - " return df" - ] - }, { "cell_type": "markdown", - "id": "beecf0b6", + "id": "23dc6ec2", "metadata": {}, "source": [ - "Life Ladder\n", + "# Rapport mondial du bonheur\n", + "\n", + "Rédigé par Pierre de La Ruffie et Mathieu Guérin, basé sur les données du World Happiness Report par Gallup World Poll, aggrégées par années par Ajaypal Singh (https://www.kaggle.com/ajaypalsinghlo/world-happiness-report-2021, les métadatas du dataset : https://happiness-report.s3.amazonaws.com/2022/Appendix_1_StatiscalAppendix_Ch2.pdf).\n", + "\n", + "### Life Ladder :\n", + "\n", + "Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : \"Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?\". On appelle également cette mesure l'échelle de Cantril.\n", "\n", "\n", - "Log GDP (Gross Domestic Product) per capita : Logarithme du PIB par habitants : \n", + "### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): \n", "\n", + "Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021.\n", "\n", - "Social Support\n", + "Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP.\n", "\n", "\n", - "Healthy Life expectancy at birth\n", + "### Social Support :\n", "\n", + "Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : \"If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not\".\n", "\n", - "Freedom to make life choice\n", + "### Healthy Life expectancy at birth :\n", "\n", + "Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset.\n", "\n", - "Generosity\n", "\n", + "### Freedom to make life choice :\n", "\n", - "Perceptions of corruption\n", + "Il s'agit de la mesure de la moyenne nationale à la question \"Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?\"\n", "\n", + "### Generosity :\n", "\n", - "Positive affect\n", + "Il s'agit de la mesure de la moyenne nationale à la question \"Have you donated mo,ey to charity in the mast month ?\". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait.\n", "\n", + "### Perceptions of corruption :\n", "\n", - "Negative affect" + "Il s'agit de la mesure de la moyenne nationale aux questions :\n", + "- \"Is corruption widespread throughout the government or not\"\n", + "- \"Is corruption widespread within businesses or not ?\"\n", + "En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)).\n", + "\n", + "### Positive affect :\n", + "\n", + "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", + "- \"Did you smile or laugh a lot yerterday ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?\"\n", + "- \"Did you learn or do something interesting yesterday ?\"\n", + "\n", + "\n", + "### Negative affect :\n", + "\n", + "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", + "\n", + "\n", + "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc).*" ] }, { "cell_type": "code", - "execution_count": 207, + "execution_count": 1, + "id": "acef179e", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "08a6bd52", + "metadata": {}, + "outputs": [], + "source": [ + "def _build_dataframe_from_csv(filename):\n", + " df = pd.read_csv(filename, sep=\",\", encoding=\"latin1\")\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -552,7 +584,7 @@ }, { "cell_type": "code", - "execution_count": 208, + "execution_count": 11, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -562,13 +594,13 @@ "" ] }, - "execution_count": 208, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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eAHYeYgwzMxugISX3iJgKTOywaYuh7NfMzIbGPVTNzBrIyd3MrIGc3M3MGmioN1TNzObIhEMvKrr/+4/epuj+RxuX3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGGnNwljZF0k6QL8/IKkq6XdK+kMyXNM/TDNDOzgaij5H4wcGdl+bvAjyJiZeBpYJ8aYpiZ2QAMKblLWgbYBjgpLwvYHDgnP+U0YIehxDAzs4Ebasn9v4FDgNfy8mLAMxHxal5+CFh6iDHMzGyABp3cJX0UeDwipgzy9ftJmixp8owZMwZ7GGZm1sFQSu4bA9tJuh/4Dak65hhgEUlj83OWAR7u9OKIODEiJkbExPHjxw/hMMzMrN2gk3tEHBYRy0TEBOCTwOURsStwBfDx/LQ9gfOGfJRmZjYgJdq5fx34sqR7SXXwJxeIYWZmszG2/6f0LyImAZPy42nA+nXs18zMBsc9VM3MGsjJ3cysgWqpljGz+kw49KKi+7//6G2GJZZ1l0vuZmYN5ORuZtZATu5mZg3k5G5m1kBO7mZmDeTkbmbWQE7uZmYN5HbuZnPA7cFttHHJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGsjJ3cysgZzczcwayMndzKyBnNzNzBrIyd3MrIGc3M3MGmjQ0+xJWhb4BbAEEMCJEXGMpLcCZwITgPuBnSPi6aEfqllvnvrOrG9DKbm/CnwlItYANgQ+L2kN4FDgsohYBbgsL5uZWRcNOrlHxCMRcWN+PBO4E1ga2B44LT/tNGCHIR6jmZkNUC117pImAOsA1wNLRMQjedOjpGqbTq/ZT9JkSZNnzJhRx2GYmVk25OQu6S3Ab4EvRsRz1W0REaT6+DeIiBMjYmJETBw/fvxQD8PMzCqGlNwlzU1K7KdHxLl59WOSlszblwQeH9ohmpnZQA06uUsScDJwZ0T8sLLpfGDP/HhP4LzBH56ZmQ3GoJtCAhsDuwO3Spqa130DOBo4S9I+wAPAzkM6QjMzG7BBJ/eIuAZQH5u3GOx+zcxs6NxD1cysgZzczcwaaCh17mZv4CEBzEYGl9zNzBrIyd3MrIGc3M3MGsjJ3cysgXxD9U3ANznN3nxccjczayAndzOzBnJyNzNrICd3M7MGcnI3M2sgJ3czswZycjczayAndzOzBnJyNzNrICd3M7MGcnI3M2sgJ3czswZycjczayAndzOzBnJyNzNrICd3M7MGcnI3M2sgJ3czswZycjczayAndzOzBnJyNzNroCLJXdJHJN0t6V5Jh5aIYWZmfas9uUsaAxwHbAWsAewiaY2645iZWd9KlNzXB+6NiGkR8TLwG2D7AnHMzKwPioh6dyh9HPhIRHwmL+8ObBARX2h73n7AfnlxVeDumg5hceCJmvblWI7lWI41kmMtHxHjO20YW1OAAYuIE4ET696vpMkRMbHu/TqWYzmWY42mWCWqZR4Glq0sL5PXmZlZl5RI7n8BVpG0gqR5gE8C5xeIY2Zmfai9WiYiXpX0BeD/gDHAzyPi9rrjzEbtVT2O5ViO5VijLVbtN1TNzGz4uYeqmVkDObmbmTWQk/sIJml+SasO93GYdYvP+fo0LrlLWlTSmsN9HEMlaVtgKvDHvLy2pFHf6kjS9ySNkzS3pMskzZC0W6FYC0qaKz9+h6TtJM1dKFbXzrl8Lnxc0updiLV46RiVWI0854dLI5K7pEk5YbwVuBH4maQfFoq1vKQt8+P5JS1UIg5wJGkoh2cAImIqsEKdASTNlPRch5+Zkp6rM1bFhyLiOeCjwP3AysDXCsW6CphP0tLAxcDuwKl1BpC0RH54amXdd+uM0Rbv34CzgH8BLpK0b6E420qaAdwq6SFJ7y0Rp82RFD7nWyQtIelkSX/Iy2tI2qdQrB0l3SPp2S78f72uEckdWDgnjB2BX0TEBsCWdQfJ/0jnACfkVcsAv687TvZKRDzbtq7Wpk0RsVBEjOvws1BEjKszVkWr5LwNcHaH91gnRcSLpPPifyJiJ+CdNcc4XtJ1wHKSPitpY+AjNceo+gSwdkTsAqxHzxAedfsP4H0RsSTpi+Q/C8WpKnrOS9pN0tvz4qmk5tpL5eW/Al+sK1ab7wHbRcTCXfj/el1TkvtYSUsCOwMXFozzeWBj4DmAiLgHeFuhWLdL+hQwRtIqkn4M/LlQLAAkvU3Scq2fQmEukHQX8B7gMknjgX8WiiVJGwG7AhfldWPqDBARO0bEhsAM4HngY8AESVcWKsG/lL+wiIgnKfc//GpE3JXjXA+UukKtKn3OXwa0rugXj4izgNcg9c8BZtUYq+qxiLiz0L77NGxjy9Ts26Rv4Wsi4i+SVgTuKRDnpYh4WRIAksZSc2m64kDgcOAl4AzS+/v3EoEkbQf8gFSKeRxYHriTGku5knaKiLNJVz3fA56NiFmSXqTcqKEHA4cBv4uI2/N5cUWdAST9mXSuLQDcRqoy2Zx05bhBnbGyFSv10AJWqtZLR8R2NcV5m6Qv97UcESWqPYue8xHxiKTP5sUXJC1G/v+VtCFQ6ipysqQzSVf5L1WO59xC8YCGdGKStFguxZSO8z1SfeAepBPxc8AdEXF46dglSbqZlJAujYh1JG0G7BYRtdVBSroxItZt/a5rv33E+mVE7C7p4Ig4pmSsHG9lUqnwfGBNYB3gFODqiDin5lgfmN32iLiypjhH9BPnW3XEGS6S1gV+DLyL9KU8HtgpIm4uEOuUDqsjIvauO1avuA1J7veQ7rKfAvwhCr2p3PJiH+BDpFLT/wEn1RlP0n9HxBclXUCHq4IaS2bVmJMjYmJO8utExGuSbo6ItWqMcQnp/awHXN2+vc73JekOUsn5D8CmpL9VNdZTdcWqxLwpItbJj6cCnwE+EBE/qDtWJeZ4gIiYUSpGNwzTOT8vqRpmVdL5cTcwV0S8NNsXjiJNqZZ5B+mfeW/gWElnAadGxF/rDJKT3q+AqyKirvHn2/0y//6vQvvv5BlJbyG1Ljld0uPACzXH2AZYl/T+iiW87KekkvSKwBR6J/fI6+u2UeXxbyNiMjC57iBKdYL/RrpynCuvehX4cUR8u+ZYmwFfAFbLq+4EfhIRk+qMw/Cc89fmK8jXx72SdCPpHK2VpGVIVwkb51VXAwdHxEN1x+olIhr1A2xGGmL4GeBKYKMh7m/hyuPtSN/w9+XltYHzC72PHYF5u/SZLUi60TgW2BM4CFisUKzxXTwXju9WrC6+py8DlwArVNatSLqK/FKNcbYB7gP2AtbK5/rewDRg60Lvrfg5D7yddDP/TlL12br5Z1PgrkIxL8mf49j882ngktLnSlOqZRYDdiO1Y34MOJlU/7k2qbndoNvKKs0Y9VREnCNpCqluelL0XILfGhHvHuJb6BT3lBzrKuBM4I+R7uiPSt289JY0LiKey/0e3iAKVMt0i6SbgA9GxBNt68cDF7fOyxriTCKVLm9uW78m6SphtnX/g4xZ/JyXtCcpuU6k95XVTNLVfu03OSVNjYi1+1tXt6ZUy1xLurTbIXpf6kyW9NOh7DgiTpT0r3nxlYh4ttVapvWUoex/NnH3UupNuRWwC3CcpEsiT19YB0nXRMQmkmbS+30oHUKtbXG7een9a1InqSmk99WNaplumbs9sUOqd1e9vW/f3p7Yc5xbKh23atWNcz4iTgNOk/QvEfHbuvbbjyeVemGfkZd3AYo3AGlKcl81+rgEiYghtzWOiFZzrF7tcEnVF8XankfEK7kHXQDzAzuQbtTVtf9N8u/ibZgjYkp+uHa0tWCRdDCpCq2uWB/Nv4v0bhxmLw9y20DN7p5L3fdjXlf6nJe0W0T8itQX4cvt26NME8+9SXXuPyK9rz+TqmmKakq1zHjgEFK77Pla6yNi85rjLEBqh1ttLfPvEVF7JxxJW5F6I24KTCK1n764RNVMbuN7e0TMzMsLAWtE6rxSd6w3NIWstjSpOdZlEbFFf+tqivUO4HhgiYh4V66+2C4ijqo5ziw6J1cB80VELaV3Sc+Qqkc6xdkkIhatI05bzOLnvKT9I+KEvpp6xihv4lnVlOR+MamO7qvAAaSbgjMi4uvDemBDIOkM0nv6QxRunpXrcddtXf3kJp+T25PwEGPsAnwK2ITeTSEXAl6rM+FKmo/UqegKejeFHEeqx12tj5cOJeaVpDFyTqjcj7ktIt5Vd6xu6KM9fStZKGpqT98Ws2vnfDdIOiQivpd72na6z3RQyfhNqZZZLCJOzp1WrgSulPSXuoPk0tlXgQlUPru6rxDyPnepe5+zoWq1VqQmn3WfG38GHgEWp3dTyJnALTXH2p80TshSpIHkWp4DflJzrJYFIuKGtvsxxW+AKw2K1hpS4e81lnIXAZaJiONynBtIHX0CKFJo6uY5nzskHgX8gzQK5Zqk1ka/qjFMa8iB2pvEzommJPdX8u9HJG0D/B3o2FJiiM4mtaE+iXLjUAyHaZIOIlUrQOp5O63OABHxAPAAvduDF5Hr9I+RdGBE/Lh0vOwJSSvR053946Qvs1pJOox0U7XVpv1aUrf5uYHTqG+Ar0NIk9u3zENqYbIgqbPg2TXFGS4fiohDJH2MNDrpjqRqqNqSe0RckB++GGnojddJ2qmuOH1pSnI/StLCwFdINy7GAV8qEOfViDi+/6eNOgcAxwLfzMuXUmi0wVy//2NgdVLCGAO8UGfLHEmbR8TlwMOSdmzfXqK5G2lQuROB1SQ9TGojXmKc+p2A91WWn4w0ZMQY0k3pupL7PBExvbJ8TaQhPp6UtGBNMYZTK/e9Pjpp21VXnQ7jjV+GndbValQn91y3egBpTPClgZMjYrOCIS+Q9Dngd/QeAKhIu2lJ8wPLRbnesABExOP0LqWV9JMc62xSSXAPUg/jOn0AuBzYtsO2AGpP7hExDdgyJ765WjenS4iI6g3VY/K6Wfl8qUuvG6YR8YXK4vga4/TSrXMeuFBpdNJ/AJ9VgdFJ8w3irYGlJR1b2TSOblTZjeYbqkojrb1CukG3FfBARBxcMN59HVZHRNTeblppVpr/IpWgVpC0NvDtOjv7VGJ1rXu0esaxuSUi1szrirSW6YZOzemq6m5aJ+mvwDsj4pW29fMCt0XEKjXFOZ3UWe9nbev3BzYtUT/ezXM+x3srPaOTLgCMi4hHa9x/q2fvt0lDRrTMBK6IiKfritXJqC65k5rrvRtA0snADSWDdbnd9JGkWWkm5dhTJZWKfwqp40+rHnC3vO6DBWK9KGkeYGq+qfUIhcYkz+3nTyH9M/2M1M380Ii4uMYwrT4Cq5IGRWsNv7stZc7Hc4ATJH0h8rju+WrhJ3lbXb4E/D7362jdlH4PMC+p7XkJR9Klcz53ltoNeH+ujrmSdD+tNrkT2M2Sfk1qsbUa6crx7oios09CR6M9ub9eeomIVwvWmb1OabqxCfRuLfOLAqG61huWNN5LdVjSUyV9sVCs3Un17F8gJZBlSTP9lLB3RBwj6cPAYjn2L0lT7tWi1S5a0lWk5qStvgJH0jNBSJ3+lTRL0oOSHiAljWVJQ2786+xeOBC5qu69kjanZ1z/i/K9jFK6ec4fT7oJ/T95efe8rrYOUxUfJM1j8DfS32uF3N7+DwVivW60J/e11DMXoYD583KJ7vNI+iWwEml44VZrmQBKJPdu9obtWvfo3GoGUl1n6Q4jrSyxNWn6xdtVrgSwBL17iL6c19UqImYBh0r6FuleE8C9EfGPumPleJeT7l90QzfP+fWi95DWlysNeV3CD4HNIuJegNyq6iLSkNTFjOrkHhG1Tpk2ByaSqoK6caOiazMx0bt7NMCfKNQ9WtKtvLE09iypLfBRUe+kK1NyB7cVgMNyz9vXatx/1S+AGyT9Li/vQM2TcbfZqvJ4lfyd9Sxway51j0bdPOdnSVopIv4GoDRLV6nmzTNbiT2bRqoqLGpU31DtNklnAwdFRO3tl98scj37LFIdP6SWMwsAj5K6tXdq4TLYWHORbmhNi4hnlEYPXToi6u401Yq3Lj3NFK+KiJtKxMmxLiL1GWhNG7gpaaC0FUg3IX/Zx0uN1FyW9OU7jXSFtzywV0TUOg1jjnV83v9ZpILNTsCDpCbHpZrmju6S+zBYHLgj99ZrNYWMiKhtDlD1MSRuS6HWMt3ordeyZduwBreqZwq+WtuF5562ywCfat00q3QsqV1E3EjvHrEljQVWj4jHAJRGavwFad7Wq+gZhXPE6/Y5n/sErAWsQroRDukmZ6khD+YjDUXeGtJhBmlQtG0p1DQXnNwH6sjKY5FKaXW3D28NibsjaWKBVoLdhXSClFC8t17FGEnrR8QNAJLWo6f7fN1jdx9NasFyel51kKSNIuIbdcYZJsu2Env2eF73lKRX+nrRCNXVcz43fdwlIn5E/UNfdIpXfATITlwtM0CS1iENgLUTqRfiuSW6uLfag/e3rqZYt0UayfAk4JyI+KNqnkO1Ems94OfAW/KqmaQWCrcD20TEWTXGuoU0xPBreXkMcFOrff1oJul/gOXo6eX4cWA6afCyCwt35iuiy+f8j0itZc6kMspmvvqqO9YpdB44rOgE2S65zwGlAcN2yT9PkE4IFf4HWlDSirnnI7m9b6lu38V767VExF+AdysNF0FEPFvZXFtir1gEaPUgXrjA/l8naXlglYi4NPe0HFuwp+rnSSXdTfLyaaS5W4M01eRo1M1zfu38uzrvbJBmgqrbhZXH8wEfI41/VZRL7nNA0mukXpv7VJozTSvRM7US8yOksUqqN3z2q7kDTjVetbfegsBCdfbWq8RZAvgOsFREbCVpDdI8tycXiLULcDTppqOA95M6MZ1Z0/6XafXilbQvaTyet0bESrkp30+jwNjxlfhLkDr9BHDDKG4lA3T/nB8u+Ub/NRHx3qJxnNz7J2kHUt36xqQbjr8BTirdYzV3KW+NPX5XwRs+ReUbpZdGxKNKs+ycAhweEWspDS18UxSYhzbHXpJU7x7AX2ruXr4LqQPYsZKmkhLt9VF4ft28752B75N6c7bu/3wtIurspdp13Trnu1nI6BB7VVKHsJX7ffIQFOn23TQR8fuI+CTppLuCNFb42yQdL+lDBeO+FBE3559Rmdizy0gdOQAWz/Xqr0HqWUzZ4ZM3IjUT3JSahxuOiDOA5/Piy9Uu5flLq2TJ6XBSR5w9I2IP0hdLbT1Uh0vJc17SbpLenhdPJbWjXyov/5X0f107STMlPdf6AS6g0Jj4VU7uAxARL0TEr3Nb7GWAm+jCH2m0y/0CPpsXX8jtzVvjnm9I6nxTu3zT8QDgVuA2YH9Jx9UZIyJ+nh9OkvQNUi/pD5JudBZrdkkaebJaDfMk/n/uT9cLGblH9DsjYlzl5x3Rhcm5XS1j3Z5rdF1Sb9h3kRLueODjJToW5ZvEq7d6FOe6ztsjYvUCseYC9qEyv260jahYc7zvk/ojtIaM+ARwS4ziqSW7QdLCkcavmUQa0+iS3MdiQ+C7EdFpesGhxixWPTc7bi0zQuVv/F2BFSPi25KWA97eah9eU4zWXKOLS1oUes01unRdcaoi4kal+TlXzfHujrbha2t0L6m5YGs8m2XzuhIOjDQD1OsJXWnax2NKBIuIr0n6F3qGaT4xIn43u9eMdN045yuts75MGsFzJUl/Ihcy6orT5kZJ6+WWYl3jkvsIlbssvwZsHhGr5+R7cUSsV2OMg+mZa/RhepL7c8DPIqLIfKPq0siaSpNWr0caejdI9dKTydVAdfZ8bPWybVt3U4zSceqHQzfO+bZ4Y+lCISNfQa5MKmS8QM/AhkX7W7jkPnJtkC8XbwKIiKeVxkGvTaThcH8CfCMiSg3Q1Iu6O7Lmv/X/lKHJLWY+Bawo6fzKpoXoaV9fZ7yZdL5RW2Qk1C4rfs63WZ+eQsa6kmovZOSrkf3ouXrsGif3keuV3KOyVV88ngIjGuZ27TtSbvS9dl0bWTMiriwdgzQk7SOkcYd+UFk/kwJd2yNiof6fNWp15ZzP++5KISMiQtJxrnO3qmNJc7W+TdJ/kOoDvzn7lwzaZbn+9twuJN3bSOOHNGJkzYh4QNJDwD+79GXSZN0857s5fLfr3K03SasBW5AuuS+LiDsLxZlJ6uY9izQEQbFLfElXkLp+V0fWLDLaZTdJugzYMXoPp2AD1MVzvmvDdw9XnbuT+wiThwHoU0TUXo/bTbmlzBuULvXmm3PLlmhymfd/HrAOcAm9B6I6qES8JsrNEW+PnqkKx5Gasl5fIFbXChl5zKE3iJ5ZyYpwch9hJN1HqvurTgfXWo4oNJ6NpO1IY69AmvX+wtk9fzTIbZm3I1U/TiENi/uniPhygVh7dlofEafVHaup8o3Uddv6JUxub4VUU6yuFjIkrUXPRC5XR5o8uyjXuY8wUXi8mk70xnHPD5a0cUQc1u1jqdnCEfGcpM+Q5lA9QmkY4NpFxGlKI0EuFxF3l4jxJqBqHXikyVaK5KiIuFK9R/FcgJ55BWqVmxzvS8+kHL+SdGIUGCq8V1yX3EeW3IOzT1FmvOlGjnuuNF/rh0jD4R4eEX+RdEuJ9yVpW9KkE/NExAqS1iZNdzeq7yV0k6RzSQOhHZ9XfY40sfQONe1/WEbxzP9fG0XEC3l5QeBat3N/8/nBbLaVGm8aujjueUvpenDgW6TBoa7JiX1F4J5CsY4ktZueBBARU3M8m3MHkFrMfJN0rl9GSsB1eZ+k8RFxLGk8/PWB6wEi4h5Jb6sxVpXoPW7NLHpXuxbh5D7CxPDMoPOfwE35JtPr456XCNSpHlxSkXpw4JFq6Sgipkn64exeMASv5DFLquuKtNFuqkgDodU9bWV1/2dIas1+9HJEvNz6e6nsKJ6nANdLag0PsQNQfmhhV8uMTLkO8MukOtz98mXjqqVudKrguOdtcW6KiHVyPfiyrXrwQlUlnYYEeMO6mmKdTCppHkoakOogYO6IOKDuWE2VOy3tyxuHpqh9OjqlSeGfAfYADiRVAd0REYfXHSvHW5eeWbOujoibSsSpcsl95DqFVLJtzdbyMGkY2VKtWDYinXxBOi9KDUI1Nn+R7Ewak7x2kjYifW7jJVWvCMZR6KYZKUEcTmpWdwapOqhbvX6b4jzSjGeXUnaMf0hfwvuQhoPejzR5xkklAlWaeN6Yl8dJ2qBEE88qJ/eRa6WI+EQeu4SIeFFt1/x1URr3fGV6ho/dX9KWEfH5AuG6UQ8+D2kC7rGkMV5anqPQyH8R8SJwuKTvpsVic6c22QJReMhiSdsDy0TEccDP8o3V8cB7JD0TZWayOh6oXi0+32Fd7ZzcR66Xc9O6Vpvflah0tqjZ5vQe9/w04PZCsYrXg+e2yldKOjUPD7BATr7FSFoP+Dn5y0TSs8DeETGlZNyGuVDS1hHxvwVjHELvev15gPeQCgOnACWSe9eaeFZ55paR6wjSfK3LSjqdVJ97SKFYrXHPW0qOe96pbW+p9r5LSboDuAtSR5J8lVLCycDnImJCREwgtcY4pVCspjqYlOD/oTQl3UylaenqNE9ETK8sXxMRT0XEg6QhOEqYJukgSXPnn4NJk4AX5ZL7CBURl0i6EdiQ1ILl4Ih4olC4hYA7JbUmRVgPmKw8hG0dbbWHqR78v4EPkyZlICJulvT+2b5i8GZFxNWthYi4RtKrhWI1UnRnxMtF22J+obI4vlDM0k08O3JyH9nmA54m/Z3WUBpv+qoCcYqPe84w1IMDRMT0tlsVtd6oq3Q6u1LSCaT7FkGa9m5SnbHeDHLfh1VI5z5A3ef89ZL2jbYpECXtTxpnpnalm3j2xU0hR6h8Y+4TpLrvVnvpKNXjUWlW+PUp3xRy+S7Wg59DmhD5J8AGpMv+iRFR2z9a7hvQl4iIUp3OGic3jz2YNPn8VNJV67V1foa5o9LvSfevWr293wPMC+wQEY/VFWu4ObmPUJLuBtaMiFI3UauxPkMqvV9OqgL6AKnr/M8LxNqIVD/9lohYLg+otH9EfK5ArMWBY4AtSe/rYlL11pN1x7Khy8NFrAdcFxFrKw3/+52I2LFArM2Bd+bF2yPi8rpjDDdXy4xc04C5KddCpuprwDqtpCdpMdIMQ7Und7pQDy7pu7lJ3WYRsWud++4Qa7eI+FXbfYTXRUSpHrFN9M+I+KckJM0bEXdJWrVEoJzMG5fQq5zcRxhJPyZVjbwITFWaBKI63nSJ8cGfJE0L1zIzryuidD04sLWkQ4HDSB2/Smq1sOh0M9CXxQPzkKRFSNUml0h6mmGYe7QESduQrhSq9xK+XTKmk/vIMzn/nkIu3XbBvaQbTeeREtL2wC2t0mjNpc/pkt4LhKS5SXWsdc+280fSjei35KZ0oveY+LXNMBURJ+Tf32rfJumLdcV5M4iIj+WHR+Z7GQuT/pajmqSfAgsAmwEnkRoQFLl52yuu69xHpjws6D8jYlZeHgPMW+ImpKQjZre9U+IaQqzi9eD5kv4lSedFxPZ17XcQx/FgRCzX/zMtn9+3R8Rqw30sdWuNnVT5/RbgDxHxvn5fPAQuuY9cl5ES4PN5eX5SInxvn68YpDqTd1+6WQ8OXEvq2l13B5iBKj6sa1NExCxJd0taLncoapJ/5N8vSlqKVOW5ZOmgTu4j13wR0UrsRMTzeaTI2uVL4DdcwtXcjK+b9eDzSPoU8F5Jb2hpERHndnhNCb4sHphFgdtzZ7rqPLSjfcKTC/O9hO+Tml8GqXqmKCf3kesFSetWRpJ7Dz0lgLp9tfJ4PtKQtXX3ruxaPTipR+CupAlItm3bFvRMdzZkkmbSOYmLdLVlc+5fh/sASoiI1uigv5V0Iang9mzpuK5zH6HyQFS/Af5OShRvBz4ZEZNn+8L64t8QEevXuL+u14NL2iciik+KYPVRh3lNR+sIm52uGqtKX0G65D5C5eFwVwNa7XzvjohXSsSS9NbK4lykHnt1T7XXtXpwSYdExPci4mRJO0XE2ZVt34mIb5Q+Bpsz6mNeU2AlYGngp0Dt85p2SftVY1WtV5CduOQ+wrQSU37clcQk6T56qkheBe4j9VC9psYYtwHfIU1g8bX27XWWYlSZbUltMy+1L9vwUpqvYHxEHCtpKnle04hYJ2+/NSLePZzHOFq55D7yfBL4Xn7cfvPxI0DtyT0iVqh7nx10rR6c3q1U2lusuAXLCBLDN69p4zm5jzxdS0y5Xn96a5AwSXuQbqY+ABwZEU/VFStfBVwjaXIX6sGjj8edlm2YVcYwmiTpG8D8kj5Imtf0guE7stHNk3WMPN1MTCcALwPk8V2OBn4BPAucWGcgSYcAtOrB27Z9p85YwFrKkz0Aa+bHrWVf4o9chwIzSPOa7g/8L2kMdBsE17mPMJJmkdr4tprStXqkitSEau4aY90cEWvlx8cBMyLiyLw8NSLWrjGW68GtX5LmAVYjFWTujoiXh/mQhiy3+vkKsFxE7CtpFWDViCg12T3gkvuIExFjImJcRCwUEWPz49ZybYk9G6OeuRy3oPcoeXVX2bke3GYrD671N9KsRT8B7pW01fAeVS1OIQ3+t1Fefhg4qnRQ17m/uZ1BmkHoCVIHqasBJK1Mqpqpk+vBrT8/IA1PcS+8Pin8RcAfhvWohm6liPhEbhlERLyotmFRS3ByfxOLiP/IQwovCVwcPXV0cwEH1hxurUrP1PnVM/GxqAyDam9qM1uJPZtG76GoR6uXJc1PLsTkL63yk/C4zt3MRgJJxwPLA2eREuFOwIPApdDVMYFqlVv+fBNYgzT438bApyNiUtG4Tu5mNhJIOmU2myMi9p7N9hEtz262IelK9bqIeKJ4TCd3M7P6SZptC7DWoIDF4ju5m9lIIOl7pFYk/yCNIrom8KWI+NWwHtgg5aG0Id1TmgjcTCq5rwlMjoiN+nptHdwU0sxGig9FxHPAR4H7gZXpMA7RaBERm0XEZsAjwLoRMTEi3gOsQ2oOWZSTu5mNFK3We9sAZ3djzPMuWTUibm0tRMRtwOqlg7oppJmNFBdKuotULfNZSeOBfw7zMdXhFkknAa3qpV2BW0oHdZ27mY0YeW6BZ/OcqgsCC7UGthutJM0HfBZ4f151FXB8RBT94nJyN7NhNRxzGLwZuM7dzIbbJyuPD2vb9pFuHkiTOLmb2XDzoHIFOLmb2XDzoHIFuM7dzIZVN+cwGA6S3kFqr788lRaKEbF50bhO7mZm5Ui6GfgpMAWY1VofEVOKxnVyNzMrR9KU3DO1u3Gd3M3MypF0JPA48Dsq47jXOQF9x7hO7mZm5Ui6r8PqiIgVi8Z1cjczax6PLWNmVpCkuek9/MAk4ISIeKVoXJfczczKyYOGzQ2cllftDsyKiM8UjevkbmZWjqSbI2Kt/tbVzT1UzczKmiVppdaCpBWptHcvxXXuZmZlfQ24QtI0Uq/b5YG9Sgd1tYyZWWGS5gVWzYt3R8RLs3t+LTGd3M3M6idp84i4XNKOnbZHxLkl47taxsysjA8AlwPbdtgWQNHk7pK7mVlBklaIiPv6W1c3t5YxMyvrtx3WnVM6qKtlzMwKkLQa8E5g4bZ693HAfKXjO7mbmZWxKvBRYBF617vPBPYtHdx17mZmBUnaKCKu7XZc17mbmZX1mKQLJM2Q9Lik83Iv1aKc3M3Myvo1cBawJLAUcDZwRumgrpYxMytI0i0RsWbbuuIDhzm5m5kVJOm7wNPAb0idlz4BLAp8H8pNt+fkbmZWUB/T7LUUm27Pyd3MrIF8Q9XMrCBJC0j6pqQT8/Iqkj5aOq6Tu5lZWacALwPvzcsPA0eVDurkbmZW1koR8T3gFYCIeJE0aUdRTu5mZmW9LGl+UksZ8pR7xSfr8NgyZmZlHQH8EVhW0unAxsCnSwd1axkzs8IkLQZsSKqOuS4inigd09UyZmYFSfoY8GpEXBQRFwKvStqheFyX3M3MypE0NSLWblt3U0SsUzKuS+5mZmV1yrPF73c6uZuZlTVZ0g8lrZR/fghMKR3Uyd3MrKwDSZ2YziQNHvZP4POlg7rO3cysEEljgEsjYrNux3bJ3cyskIiYBbwmaeFux3YnJjOzsp4HbpV0CfBCa2VEHFQyqJO7mVlZ5+afrnKdu5lZYXlsmeUi4u5uxXSdu5lZQZK2BaaSxpdB0tqSzi8d18ndzKysI4H1gWcAImIqUGRqvSondzOzsl6JiGfb1r1WOqhvqJqZlXW7pE8BYyStAhwE/Ll0UJfczczKOhB4J2mCjl8DzwJfLB3UJXczswIkzQccAKwM3ApsFBGvdi2+m0KamdVP0pmkeVOvBrYC7o+IL3YtvpO7mVn9JN0aEe/Oj8cCN0TEut2K7zp3M7MyXmk96GZ1TItL7mZmBUiaRc9YMgLmB17MjyMixhWN7+RuZtY8rpYxM2sgJ3czswZycjczayAndzOzBnJyNzNroP8Hs72AzWZX3vEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -582,7 +614,7 @@ "source": [ "years = df[\"Année\"].unique()\n", "\n", - "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Espérance de vie\")\n", + "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Générosité\")\n", "#display(dfpivot)\n", "\n", "#print(df[df.isna().any(axis=1)])\n", @@ -595,30 +627,58 @@ }, { "cell_type": "code", - "execution_count": 169, + "execution_count": 20, "id": "302c5c16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "Pays\n", + "Greece -0.278250\n", + "Georgia -0.244133\n", + "Lithuania -0.242600\n", + "Armenia -0.197800\n", + "Portugal -0.178167\n", + "Estonia -0.173533\n", + "Azerbaijan -0.172600\n", + "Belarus -0.170067\n", + "Romania -0.158357\n", + "Hungary -0.153143\n", + "Bulgaria -0.144500\n", + "Croatia -0.136393\n", + "Latvia -0.126467\n", + "Ukraine -0.121933\n", + "Montenegro -0.104679\n", + "Moldova -0.088733\n", + "France -0.088700\n", + "Serbia -0.087536\n", + "Spain -0.086786\n", + "Albania -0.082750\n", + "Slovakia -0.079167\n", + "Poland -0.075143\n", + "Belgium -0.023893\n", + "Slovenia -0.016933\n", + "Italy -0.011643\n", + "Finland 0.007400\n", + "Luxembourg 0.036917\n", + "Bosnia and Herzegovina 0.041357\n", + "Cyprus 0.049733\n", + "Germany 0.089571\n", + "Norway 0.122400\n", + "Switzerland 0.122833\n", + "Austria 0.146900\n", + "Sweden 0.148071\n", + "Denmark 0.170929\n", + "Ireland 0.242933\n", + "Iceland 0.252769\n", + "Netherlands 0.282143\n", + "Malta 0.292583\n", + "United Kingdom 0.311429\n", + "dtype: float64" ] }, - "execution_count": 169, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], @@ -640,13 +700,14 @@ "\n", "continentId = 'EU'\n", "continent = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values) & set(dfpivot.index.values))\n", - "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", - "#plt.show()\n" + "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", + "#plt.show()\n", + "display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values())" ] }, { "cell_type": "code", - "execution_count": 102, + "execution_count": 6, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -656,7 +717,7 @@ "" ] }, - "execution_count": 102, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, From 8bf75c3762ef1065f7898b78301da7800cdf2666 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 15:49:23 +0100 Subject: [PATCH 08/41] fix: added colors for abstract and fixed encoding error for read_csv resulting in weird characters added in the first column name --- bonheur/main.ipynb | 293 ++++++--------------------------------------- 1 file changed, 35 insertions(+), 258 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 771921f6..1f0edf36 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "23dc6ec2", + "id": "2c325f60", "metadata": {}, "source": [ "# Rapport mondial du bonheur\n", @@ -61,7 +61,7 @@ "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", "\n", "\n", - "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc).*" + "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc).*" ] }, { @@ -71,6 +71,7 @@ "metadata": {}, "outputs": [], "source": [ + "# IMPORTS NECESSAIRES\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] @@ -78,12 +79,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "08a6bd52", + "id": "e72acd1d", "metadata": {}, "outputs": [], "source": [ + "# FONCTION DE CONSTRUCTION DU DATASET\n", "def _build_dataframe_from_csv(filename):\n", - " df = pd.read_csv(filename, sep=\",\", encoding=\"latin1\")\n", + " df = pd.read_csv(filename, sep=\",\", encoding=\"UTF-8\")\n", " return df" ] }, @@ -114,7 +116,7 @@ " \n", " \n", " \n", - " Country name\n", + " Country name\n", " year\n", " Life Ladder\n", " Log GDP per capita\n", @@ -288,18 +290,18 @@ "" ], "text/plain": [ - " Country name year Life Ladder Log GDP per capita Social support \\\n", - "0 Afghanistan 2008 3.724 7.370 0.451 \n", - "1 Afghanistan 2009 4.402 7.540 0.552 \n", - "2 Afghanistan 2010 4.758 7.647 0.539 \n", - "3 Afghanistan 2011 3.832 7.620 0.521 \n", - "4 Afghanistan 2012 3.783 7.705 0.521 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", - "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", - "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", - "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", - "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", + " Country name year Life Ladder Log GDP per capita Social support \\\n", + "0 Afghanistan 2008 3.724 7.370 0.451 \n", + "1 Afghanistan 2009 4.402 7.540 0.552 \n", + "2 Afghanistan 2010 4.758 7.647 0.539 \n", + "3 Afghanistan 2011 3.832 7.620 0.521 \n", + "4 Afghanistan 2012 3.783 7.705 0.521 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", + "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", + "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", + "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", + "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", "\n", " Healthy life expectancy at birth Freedom to make life choices \\\n", "0 50.80 0.718 \n", @@ -335,239 +337,12 @@ }, { "data": { - "text/html": [ - "
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PaysAnnéeEchelle de vielogGDPSupport socialEspérance de vieLiberté de #GénérositéPerception de la corruptionEffets positifsEffets négatifs
0Afghanistan20083.7247.3700.45150.800.7180.1680.8820.5180.258
1Afghanistan20094.4027.5400.55251.200.6790.1900.8500.5840.237
2Afghanistan20104.7587.6470.53951.600.6000.1210.7070.6180.275
3Afghanistan20113.8327.6200.52151.920.4960.1620.7310.6110.267
4Afghanistan20123.7837.7050.52152.240.5310.2360.7760.7100.268
....................................
1944Zimbabwe20163.7357.9840.76854.400.733-0.0950.7240.7380.209
1945Zimbabwe20173.6388.0160.75455.000.753-0.0980.7510.8060.224
1946Zimbabwe20183.6168.0490.77555.600.763-0.0680.8440.7100.212
1947Zimbabwe20192.6947.9500.75956.200.632-0.0640.8310.7160.235
1948Zimbabwe20203.1607.8290.71756.800.643-0.0090.7890.7030.346
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1949 rows × 11 columns

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" - ], "text/plain": [ - " Pays Année Echelle de vie logGDP Support social \\\n", - "0 Afghanistan 2008 3.724 7.370 0.451 \n", - "1 Afghanistan 2009 4.402 7.540 0.552 \n", - "2 Afghanistan 2010 4.758 7.647 0.539 \n", - "3 Afghanistan 2011 3.832 7.620 0.521 \n", - "4 Afghanistan 2012 3.783 7.705 0.521 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", - "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", - "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", - "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", - "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", - "\n", - " Espérance de vie Liberté de # Générosité Perception de la corruption \\\n", - "0 50.80 0.718 0.168 0.882 \n", - "1 51.20 0.679 0.190 0.850 \n", - "2 51.60 0.600 0.121 0.707 \n", - "3 51.92 0.496 0.162 0.731 \n", - "4 52.24 0.531 0.236 0.776 \n", - "... ... ... ... ... \n", - "1944 54.40 0.733 -0.095 0.724 \n", - "1945 55.00 0.753 -0.098 0.751 \n", - "1946 55.60 0.763 -0.068 0.844 \n", - "1947 56.20 0.632 -0.064 0.831 \n", - "1948 56.80 0.643 -0.009 0.789 \n", - "\n", - " Effets positifs Effets négatifs \n", - "0 0.518 0.258 \n", - "1 0.584 0.237 \n", - "2 0.618 0.275 \n", - "3 0.611 0.267 \n", - "4 0.710 0.268 \n", - "... ... ... \n", - "1944 0.738 0.209 \n", - "1945 0.806 0.224 \n", - "1946 0.710 0.212 \n", - "1947 0.716 0.235 \n", - "1948 0.703 0.346 \n", - "\n", - "[1949 rows x 11 columns]" + "Index(['Country name', 'year', 'Life Ladder', 'Log GDP per capita',\n", + " 'Social support', 'Healthy life expectancy at birth',\n", + " 'Freedom to make life choices', 'Generosity',\n", + " 'Perceptions of corruption', 'Positive affect', 'Negative affect'],\n", + " dtype='object')" ] }, "metadata": {}, @@ -577,14 +352,16 @@ "source": [ "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", "display(df)\n", - "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"logGDP\", \"Support social\", \"Espérance de vie\", \"Liberté de #\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "display(df.columns)\n", + "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\", \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", "df.columns = columns\n", - "display(df)" + "\n", + "#display(df)" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -594,13 +371,13 @@ "" ] }, - "execution_count": 11, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -627,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 5, "id": "302c5c16", "metadata": {}, "outputs": [ @@ -707,7 +484,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -717,7 +494,7 @@ "" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -751,7 +528,7 @@ "from math import exp as exp\n", "from math import trunc as trunc\n", "\n", - "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"logGDP\"]),2), axis=1)\n", + "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", "\n", "#df[\"logGDP\"][:200].plot()\n", "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"GDP\"]]\n", From 11dd57b3a7b8aa88b5099f11b9cf16fb30550131 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 16:31:04 +0100 Subject: [PATCH 09/41] feat: added some descriptions and colormap test for Europe happiness --- bonheur/main.ipynb | 560 ++++++++++++++++++++++++++++++++++----------- 1 file changed, 422 insertions(+), 138 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 1f0edf36..d35ddfa2 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "2c325f60", + "id": "a2c56c2e", "metadata": {}, "source": [ "# Rapport mondial du bonheur\n", @@ -66,20 +66,22 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 40, "id": "acef179e", "metadata": {}, "outputs": [], "source": [ "# IMPORTS NECESSAIRES\n", "import pandas as pd\n", - "import matplotlib.pyplot as plt" + "import matplotlib.cm as colormap\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, - "id": "e72acd1d", + "id": "c54a546c", "metadata": {}, "outputs": [], "source": [ @@ -91,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -116,17 +118,17 @@ " \n", " \n", " \n", - " Country name\n", - " year\n", - " Life Ladder\n", - " Log GDP per capita\n", - " Social support\n", - " Healthy life expectancy at birth\n", - " Freedom to make life choices\n", - " Generosity\n", - " Perceptions of corruption\n", - " Positive affect\n", - " Negative affect\n", + " Pays\n", + " Année\n", + " Echelle de vie\n", + " log PIB par habitant\n", + " Support social\n", + " Espérance de vie\n", + " Liberté de vivre\n", + " Générosité\n", + " Perception de la corruption\n", + " Effets positifs\n", + " Effets négatifs\n", " \n", " \n", " \n", @@ -290,94 +292,400 @@ "" ], "text/plain": [ - " Country name year Life Ladder Log GDP per capita Social support \\\n", - "0 Afghanistan 2008 3.724 7.370 0.451 \n", - "1 Afghanistan 2009 4.402 7.540 0.552 \n", - "2 Afghanistan 2010 4.758 7.647 0.539 \n", - "3 Afghanistan 2011 3.832 7.620 0.521 \n", - "4 Afghanistan 2012 3.783 7.705 0.521 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 0.768 \n", - "1945 Zimbabwe 2017 3.638 8.016 0.754 \n", - "1946 Zimbabwe 2018 3.616 8.049 0.775 \n", - "1947 Zimbabwe 2019 2.694 7.950 0.759 \n", - "1948 Zimbabwe 2020 3.160 7.829 0.717 \n", + " Pays Année Echelle de vie log PIB par habitant \\\n", + "0 Afghanistan 2008 3.724 7.370 \n", + "1 Afghanistan 2009 4.402 7.540 \n", + "2 Afghanistan 2010 4.758 7.647 \n", + "3 Afghanistan 2011 3.832 7.620 \n", + "4 Afghanistan 2012 3.783 7.705 \n", + "... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 \n", + "1945 Zimbabwe 2017 3.638 8.016 \n", + "1946 Zimbabwe 2018 3.616 8.049 \n", + "1947 Zimbabwe 2019 2.694 7.950 \n", + "1948 Zimbabwe 2020 3.160 7.829 \n", "\n", - " Healthy life expectancy at birth Freedom to make life choices \\\n", - "0 50.80 0.718 \n", - "1 51.20 0.679 \n", - "2 51.60 0.600 \n", - "3 51.92 0.496 \n", - "4 52.24 0.531 \n", - "... ... ... \n", - "1944 54.40 0.733 \n", - "1945 55.00 0.753 \n", - "1946 55.60 0.763 \n", - "1947 56.20 0.632 \n", - "1948 56.80 0.643 \n", + " Support social Espérance de vie Liberté de vivre Générosité \\\n", + "0 0.451 50.80 0.718 0.168 \n", + "1 0.552 51.20 0.679 0.190 \n", + "2 0.539 51.60 0.600 0.121 \n", + "3 0.521 51.92 0.496 0.162 \n", + "4 0.521 52.24 0.531 0.236 \n", + "... ... ... ... ... \n", + "1944 0.768 54.40 0.733 -0.095 \n", + "1945 0.754 55.00 0.753 -0.098 \n", + "1946 0.775 55.60 0.763 -0.068 \n", + "1947 0.759 56.20 0.632 -0.064 \n", + "1948 0.717 56.80 0.643 -0.009 \n", "\n", - " Generosity Perceptions of corruption Positive affect Negative affect \n", - "0 0.168 0.882 0.518 0.258 \n", - "1 0.190 0.850 0.584 0.237 \n", - "2 0.121 0.707 0.618 0.275 \n", - "3 0.162 0.731 0.611 0.267 \n", - "4 0.236 0.776 0.710 0.268 \n", - "... ... ... ... ... \n", - "1944 -0.095 0.724 0.738 0.209 \n", - "1945 -0.098 0.751 0.806 0.224 \n", - "1946 -0.068 0.844 0.710 0.212 \n", - "1947 -0.064 0.831 0.716 0.235 \n", - "1948 -0.009 0.789 0.703 0.346 \n", + " Perception de la corruption Effets positifs Effets négatifs \n", + "0 0.882 0.518 0.258 \n", + "1 0.850 0.584 0.237 \n", + "2 0.707 0.618 0.275 \n", + "3 0.731 0.611 0.267 \n", + "4 0.776 0.710 0.268 \n", + "... ... ... ... \n", + "1944 0.724 0.738 0.209 \n", + "1945 0.751 0.806 0.224 \n", + "1946 0.844 0.710 0.212 \n", + "1947 0.831 0.716 0.235 \n", + "1948 0.789 0.703 0.346 \n", "\n", "[1949 rows x 11 columns]" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "Index(['Country name', 'year', 'Life Ladder', 'Log GDP per capita',\n", - " 'Social support', 'Healthy life expectancy at birth',\n", - " 'Freedom to make life choices', 'Generosity',\n", - " 'Perceptions of corruption', 'Positive affect', 'Negative affect'],\n", - " dtype='object')" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", - "display(df)\n", - "display(df.columns)\n", - "columns = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\", \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", - "df.columns = columns\n", + "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", + "columns_fr = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\", \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "df.columns = columns_fr\n", "\n", - "#display(df)" + "display(df)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 16, "id": "48a930ba", "metadata": {}, "outputs": [ + { + "data": { + "text/html": [ + "
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Année2005200620072008200920102011201220132014201520162017201820192020
Pays
AfghanistanNaNNaNNaN3.7244.4024.7583.8323.7833.5723.1313.9834.2202.6622.6942.375NaN
AlbaniaNaNNaN4.634NaN5.4855.2695.8675.5104.5514.8144.6074.5114.6405.0044.9955.365
AlgeriaNaNNaNNaNNaNNaN5.4645.3175.605NaN6.355NaN5.3415.2495.0434.745NaN
AngolaNaNNaNNaNNaNNaNNaN5.5894.3603.9373.795NaNNaNNaNNaNNaNNaN
ArgentinaNaN6.3136.0735.9616.4246.4416.7766.4686.5826.6716.6976.4276.0395.7936.0865.901
...................................................
Venezuela7.176.525NaN6.2587.1897.4786.5807.0676.5536.1365.5694.0415.0715.0065.0814.574
VietnamNaN5.2945.4225.4805.3045.2965.7675.5355.0235.0855.0765.0625.1755.2965.467NaN
YemenNaNNaN4.477NaN4.8094.3503.7464.0614.2183.9682.9833.8263.2543.0584.197NaN
ZambiaNaN4.8243.9984.7305.260NaN4.9995.0135.2444.3464.8434.3483.9334.0413.3074.838
ZimbabweNaN3.8263.2803.1744.0564.6824.8464.9554.6904.1843.7033.7353.6383.6162.6943.160
\n", + "

166 rows × 16 columns

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" + ], + "text/plain": [ + "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", + "Pays \n", + "Afghanistan NaN NaN NaN 3.724 4.402 4.758 3.832 3.783 3.572 \n", + "Albania NaN NaN 4.634 NaN 5.485 5.269 5.867 5.510 4.551 \n", + "Algeria NaN NaN NaN NaN NaN 5.464 5.317 5.605 NaN \n", + "Angola NaN NaN NaN NaN NaN NaN 5.589 4.360 3.937 \n", + "Argentina NaN 6.313 6.073 5.961 6.424 6.441 6.776 6.468 6.582 \n", + "... ... ... ... ... ... ... ... ... ... \n", + "Venezuela 7.17 6.525 NaN 6.258 7.189 7.478 6.580 7.067 6.553 \n", + "Vietnam NaN 5.294 5.422 5.480 5.304 5.296 5.767 5.535 5.023 \n", + "Yemen NaN NaN 4.477 NaN 4.809 4.350 3.746 4.061 4.218 \n", + "Zambia NaN 4.824 3.998 4.730 5.260 NaN 4.999 5.013 5.244 \n", + "Zimbabwe NaN 3.826 3.280 3.174 4.056 4.682 4.846 4.955 4.690 \n", + "\n", + "Année 2014 2015 2016 2017 2018 2019 2020 \n", + "Pays \n", + "Afghanistan 3.131 3.983 4.220 2.662 2.694 2.375 NaN \n", + "Albania 4.814 4.607 4.511 4.640 5.004 4.995 5.365 \n", + "Algeria 6.355 NaN 5.341 5.249 5.043 4.745 NaN \n", + "Angola 3.795 NaN NaN NaN NaN NaN NaN \n", + "Argentina 6.671 6.697 6.427 6.039 5.793 6.086 5.901 \n", + "... ... ... ... ... ... ... ... \n", + "Venezuela 6.136 5.569 4.041 5.071 5.006 5.081 4.574 \n", + "Vietnam 5.085 5.076 5.062 5.175 5.296 5.467 NaN \n", + "Yemen 3.968 2.983 3.826 3.254 3.058 4.197 NaN \n", + "Zambia 4.346 4.843 4.348 3.933 4.041 3.307 4.838 \n", + "Zimbabwe 4.184 3.703 3.735 3.638 3.616 2.694 3.160 \n", + "\n", + "[166 rows x 16 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 4, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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kTVho0ziEET1b8v7P6dwzsB1hdXXUiyqbkydP/mbdiBEjGDFiRJHbr1+/npiYGDp37nx+3SeffFJp8XmKttCVY87m5vHg3PU0rRfMY1d3KXHbyYOjyM7N4+3l2kpXletf//oXo0aN4umnn3Y6lDLThK4c88r329l+8CRP39CdesElTxEa1aQuV3Vvzqyf0zl2+lwVRahqokceeYT09HQGDBjgdChlpgldOSI5I4sZP6RyY2wEgzo1ces5U4ZEcfJsLu+sSKvc4JTyUprQVZU7l5vPg/PWExYSxN+u7ur28zo3q8ewbk15Z8VOjmfnVGKESnknTeiqyr26NIUt+0/wz5HdqV/H/buxAEwZ0oHj2bnMWplWOcEp5cU0oasqtXFvFtOXpjCyV0su69q0zM+PblmfIZ2b8PbynZw6m1sJESrlvTShqyqTk5fPg3OTaFAniP+71v2ulsKmDIni6OkcPliV7sHoVE332WefISJs2bIFgLS0NKKjoz22/8cff5zFixd7bH9FcSuhi0gDEZknIltEZLOI9CtUfouIJIlIsoistG8mrdQFZizbwaZ9x3nq+mga1Akq9356tW7IJR0a89ZPqZw5Vz3n1FDeZ86cOQwYMIA5c+Z4fN95eXlMnTqVyy67zOP7duVuC/1lYIExpjMQA2wuVL4TuNQY0x34O/aNoJUqsGX/cV5Zsp1rY1pwZXSzCu9vypAOHDp5jjlrdnkgOuVtEtOP8trSFBLTj3pkfydPnmT58uW8/fbbfPTRR78pP336NL/73e/o2rUrI0eO5KKLLiIhIQGARYsW0a9fP3r37s3o0aPPX8TUpk0bHn74YXr37s3cuXO54447mDdvHgBTp06lT58+REdHM2HCBIwxHqlHqVeKikh9YCBwB4Ax5hxwwUBgY8xKl4ergAiPRKd8Qq7d1VIvOJAnr+vmkX32bduI+HaNeOPHHfz+otYEB/p7ZL/KWU9+uZFNe4+XuM2J7By27D9BvgE/gc7NQgkt4TqGri3q8X/Xlvy5+/zzz7nyyivp2LEjYWFhJCYmEhb2vxurTJ8+nYYNG7Jp0yY2bNhAz549ATh06BBPPfUUixcvJiQkhGeeeYZ///vfPP744wCEhYWxdu1aABYsWHB+f/fdd9/5bcaOHctXX33FtddeW2KM7nCnhd4WyATeEZFfRWSmiISUsP3dwLdFFYjIBBFJEJGEggnkle9786dUkvdkMXVENI1Cyt/VUtgfhnTgwPGzzE2ofpMkqcpzPDuXfLtBm2+sxxU1Z84cxowZA8CYMWN+0+2yfPny8+XR0dH06NEDgFWrVrFp0yb69+9Pz549ee+990hP/9+5nZtuuqnI4y1dupSLLrqI7t27s2TJkvNT91aUO3O5BAC9gSnGmNUi8jLwCPC3whuKyGCshF7kJVbGmDexu2Pi4uI88x1DVWspB0/w0nfbGR7djKt7NPfovvu1DyM2siGvL9vBTX1aExSg5/i9XWktabC6W26ZuYqc3HwCA/x4eUyvCt1z9siRIyxZsoTk5GREhLy8PESEyZMnl/pcYwyXX355sf3uISG/bftmZ2czadIkEhISaNWqFU888cT5qXsryp2/gAwgwxiz2n48DyvBX0BEegAzgRHGmOo3UbCqcnn5hgfmJhFSy5+pIzw3WqCAiDBlSBR7s7L5ZG2Gx/evqqfYyIbMHhfPn67oxOxx8RW+gfi8efMYO3Ys6enppKWlsXv3btq2bXvB9Lj9+/fn448/BmDTpk0kJycDEB8fz4oVK0hJSQHg1KlTbNu2rcTjFSTvxo0bc/LkyfP96p5QakI3xuwHdotIJ3vVUGCT6zYi0hr4BBhrjCm5NqrGeHt5Kut2H+OJ67oRXkn3Bb20Yzg9IuozfdkOcvPyK+UYqvqJjWzI5MFRFU7mYHW3jBw58oJ1hSfnmjRpEpmZmXTt2pW//vWvdOvWjfr16xMeHs67777LzTffTI8ePejXr9/5YY/FadCgAePHjyc6Opphw4bRp0+fCtehgLhzdlVEemK1voOAVOBO4CYAY8wMEZkJjAIKOo9yjTFxJe0zLi7OFJwlVr4nNfMkw1/+iYEdw3lzbCwiUmnH+m7TAcbPSuCF0TGMitXz8d5m8+bNdOlS8mybTsvLyyMnJ4fg4GB27NjBZZddxtatWwkK8tw5oaIU9dqISGJx+dWt+dCNMeuAwjuY4VI+DhhXpkiVz8rLNzw0L4ngQH/+cX10pSZzgMu6NKFL83q8tjSF63u1xN+vco+nap7Tp08zePBgcnJyMMYwffr0Sk/m5aE3uFAe997KNBLSj/LC6Bia1Auu9OOJCH8YEsW9s9fyVdJeRvRsWenHVDVLaGgo3tCjoMMClEelHTrFswu3MKRzE27oXXWJdVi3ZnRsWpfXlqaQn68DqLyNpy6s8SXleU00oSuPyc83PDQ/iUB/P/45snuld7W48vMTJg+OYtuBkyzcuL/KjqsqLjg4mMOHD2tSd2GM4fDhwwQHl+0brna5KI/5YHU6a3Ye4dlRPWhWv/K7Wgq7pkcLXl68nWlLUrgyulmV/kNR5RcREUFGRgZ6seGFgoODiYgo20l+TejKI3YfOc2/vt3CwI7hjI5zZqSJv58waXAUD8xdz/ebD5Zrel5V9QIDA2nbtq3TYfgE7XJRFWaM4eH5SfiJ8PQNVdvVUtiIni1o3agO05Zs16/wqsbRhK4q7MM1u1i54zCPXdWFlg1qOxpLoL8fkwa1Z31GFj9s06/wqmbRhK4qZM+xMzz9zRb6R4Vxc99WTocDwA29I2jZoDbTlqRoK13VKJrQVbkZY3hkfhL5xvCvG3pUm5OQQQF+TLy0HYnpR/l5h04rpGoOTeiq3D5O2M1P2w/x6PDOtGpUx+lwLjA6rhVNQmvxypLtToeiVJXRhK7KZV/WGZ76ajPx7Rpxy0WRTofzG8GB/txzaXtWpR7hl7QjToejVJXQhK7KzBjDY58kk5tveGZUD/yq6dwpv+/bmsZ1g3jle22lq5pBE7oqs0/W7mHp1kweHNaJyLCSbl7lrNpB/oy/pB0/bT/Er7s8c+9JpaozTeiqTA4ez+bJLzfSp01D7ri4jdPhlOrW+Ega1glk2pIUp0NRqtJpQlduM8bw2KcbOJubz7M3xlTbrhZXIbUCuHtAW5ZsOciGPVlOh6NUpdKErtz2xfq9LN58gAeu6ETbxtW3q6Ww2y5uQ73gAKbpiBfl49xK6CLSQETmicgWEdksIv0KlYuIvCIiKSKSJCK/ueeo8m6ZJ87yf19spFfrBtw1wLvm3agXHMgd/duycOMBtuw/7nQ4SlUad1voLwMLjDGdgRhgc6Hy4UAH+2cC8LrHIlSOM8bwt882cPpcHs/d2MMr7wh0V/821K0VoH3pyqeVmtBFpD4wEHgbwBhzzhhzrNBmI4BZxrIKaCAizT0drHLG18n7WLBxP3+8rCNRTUKdDqdcGtQJ4rZ+kXyTvI+UgyecDkepSuFOC70tkAm8IyK/ishMESncgdoS2O3yOMNedwERmSAiCSKSoHMfe4elWw7w4NwkosJDGH+Jd3W1FHb3gLYEB/jz2tIdToeiVKVwJ6EHAL2B140xvYBTwCPlOZgx5k1jTJwxJi48PLw8u1BVKDH9KHe/l8CZnDx2Hz3D+gzvHiUSVrcWt8a35vN1e0g7dMrpcJTyOHcSegaQYYxZbT+eh5XgXe0BXKfai7DXKS/2/s9pFNyeMzcvn1Wp3j/R1fiB7Qj092P6Mu1LV76n1IRujNkP7BaRTvaqocCmQpt9Adxmj3aJB7KMMfs8G6qqSkdPnWPp1oMI4C8QGOBHfLswp8OqsCahwdzctzWfrN3D7iOnnQ5HKY9y9xZ0U4DZIhIEpAJ3ishEAGPMDOAb4CogBTgN3FkJsaoq9OSXGzl1No/nR8ew/3g28e3CiI1s6HRYHnHPpe34cPUuXv9hB/8c2d3pcJTyGLcSujFmHRBXaPUMl3IDTPZcWMpJizcd4LN1e7l/aAdGxTpzf9DK1Lx+bUbHRTA3IYMpQ6JoXt/Zuywp5Sl6pai6QNbpHB77NJnOzUKZPDjK6XAqzb2D2pNvDG/8kOp0KEp5jCZ0dYG/f72Jw6fO8fzoGIICfPfjEdGwDjf0bsmcNbs4eCLb6XCU8gjf/YtVZbZ060HmJWZw76XtiW5Z3+lwKt2kQVHk5OXz1o/aSle+QRO6AuB4dg6Pzk+mY9O6TBnqu10trto0DmFEz5Z8sGoXh0+edTocpSpME7oC4J9fb+bgiWyeuzGGWgH+TodTZSYPjiI7N4+Zy3c6HYpSFaYJXfHjtkw++mU34we2I6ZVA6fDqVJRTepydffmzFqZxrHT55wOR6kK0YRew508m8ujnyTTPjyEP17W0elwHHHfkChOncvjPyvSnA5FqQrRhF7DPf3NZvZmneHZG2MIDqw5XS2uOjerx7BuTXlnxU6OZ+c4HY5S5aYJvQZbmXKI2at3cXf/tj5zFWh5TRnSgRPZucxameZ0KEqVmyb0GurU2Vwe/iSJNmF1+PMVnUp/go+LblmfIZ2bMHP5Tk6ezXU6HKXKRRN6DfXcwq1kHLW6WmoH1cyulsKmDIni2Okcnvl2C68tTSEx/ajTISlVJu5OzqV8yOrUw7y7Mo07Lm5D37aNnA6n2ujVuiExEfV5f1U6fgJBAX7MHhdf47ujlPfQFnoNc+ZcHg/NT6J1ozo8dKV2tRTWrYV1hWy+gZxc35gDXtUcmtBrmOcXbSX98GmeGdWDOkH6Ba2wUbERFNwDO9DfN+aAVzWHJvQaJDH9CP9ZsZNb41vTr70mqqLERjbk8Wu6AjC2X6R2tyiv4lZCF5E0EUkWkXUiklBEeX0R+VJE1ovIRhHRG1xUM9k5eTw4N4kW9WvzyPAuTodTrd1+cRviIhvyddI+zuXmOx2OUm4rSwt9sDGmpzGm8I0uwLq5xSZjTAwwCHjBvruRqiZe/G4bqYdO8cyoHtStpV0tJRERpgztwN6sbOavzXA6HKXc5qkuFwOEiogAdYEjgA7mrSZ+3XWUt35K5ea+rRjQobHT4XiFgR0aExNRn+nLUsjJ01a68g7uJnQDLBKRRBGZUET5q0AXYC+QDNxvjPnNX4GITBCRBBFJyMzMLHfQyn1nc/N4aF4STesF8+hV2tXiLhFhypAO7D5yhs/X7XU6HKXc4m5CH2CM6Q0MByaLyMBC5cOAdUALoCfwqojUK7wTY8ybxpg4Y0xceHh4+aNWbnvl++1sP3iSp2/oTr3gQKfD8SpDuzSha/N6TF+aQl6+cTocpUrlVkI3xuyxfx8EPgX6FtrkTuATY0kBdgKdPRmoKrvkjCxm/JDKjbERDOrUxOlwvI7VSo8i9dApvkrSVrqq/kpN6CISIiKhBcvAFcCGQpvtAoba2zQFOgF6Xy8HncvN58F562lcN4i/Xd3V6XC81rBuzejYtC6vLkkhX1vpqppzp4XeFFguIuuBNcDXxpgFIjJRRCba2/wduFhEkoHvgYeNMYcqJ2TljleXprBl/wn+ObI79etoV0t5+fkJ9w3pwPaDJ1mwcb/T4ShVolLHrxljUoGYItbPcFnei9VyV9XAxr1ZTF+awsheLRnapanT4Xi9q7s356XF25i2JIXh0c2wBnMpVf3olaI+JicvnwfnJtGgThD/d612tXiCv58weVAUm/cdZ/Hmg06Ho1SxNKH7mNeX7WDTvuP8Y2Q0DerotV2eMqJnC1o3qsO0JdsxRvvSVfWkCd2HbNl/nGlLtnNtTAuGdWvmdDg+JcDfj0mD2pOUkcUP2/QaClU9aUL3Ebl2V0u94ECevK6b0+H4pBt6R9CyQW1e+V5b6ap60oTuI974MZXkPVlMHRFNoxDtaqkMQQF+TBzUnrW7jrFyh86TrqofTeg+YPuBE7y8eDvDo5txdY/mTofj00bHRtC0Xi1e+X6706Eo9Rua0L1cXr7hwXlJhNTyZ+qIaKfD8XnBgf7cM7A9q3ceYc3OI06Ho9QFNKF7ubeXp7Ju9zGeuK4b4aG1nA6nRri5b2sa1w1i2hJtpavqRRO6F9uReZIXFm3j8q5NuS6mhdPh1Bi1g/wZf0k7ftp+iLW7jjodjlLnaUL3Unn5hofmJREc6M8/ro/Wqxer2K3xkTSsE8g07UtX1YgmdC/17so0EtOP8vg1XWlSL9jpcGqckFoBjLukHUu3ZpKckeV0OEoBmtC9UtqhUzy3cAtDOjfhht4tnQ6nxrqtXyT1ggO0L11VG5rQvUx+vuGh+UkE+vvxz5HdtavFQaHBgdzZvy2LNh1g877jToejlCZ0b/P+qnTW7DzC367uSrP62tXitLv6t6VurQBeXZridChKaUL3JruPnOaZBVsY2DGc0XERToejgPp1ArmtXyTfJO8j5eAJp8NRNZwmdC9hjOHh+Un4ifD0DdrVUp2Mu6QdtQP9eXWJttKVs9xK6CKSJiLJIrJORBKK2WaQXb5RRH7wbJg1W2L6Ue55P5GVOw7z2FVdaNmgttMhKReNQoK4NT6SL9bvZeehU06Ho2qwsrTQBxtjehpj4goXiEgDYDpwnTGmGzDaQ/HVeInpR/n9W6tYtOkAfgKdmtZ1OiRVhHGXtCXQ34/p2peuHOSpLpffA58YY3YBGGP0ti4e8tO2TM7m5p9/vErnD6mWmoQGc3Pf1nz66x52HzntdDiqhnI3oRtgkYgkisiEIso7Ag1FZJm9zW1F7UREJohIgogkZGbqTQJKk5dvWJ5i3WvbT6zpW+PbhTkclSrOxEvb4yfC6z/scDoUVUOVepNo2wBjzB4RaQJ8JyJbjDE/FtpPLDAUqA38LCKrjDHbXHdijHkTeBMgLi5O7xBQir9/tYmE9KOMH9iOBrUDiW8XRmxkQ6fDUsVoVj+Y3/WJ4L+/7Oa+wVG00HMdqoq51UI3xuyxfx8EPgX6FtokA1hojDlljDkE/AjEeDLQmuadFTt5d2Ua4y9py1+u6sLkwVGazL3AxEvbYwy8oa105YBSE7qIhIhIaMEycAWwodBmnwMDRCRAROoAFwGbPR1sTfHdpgNM/WoTw7o15dHhXZwOR5VBRMM6jOodwZxfdnPweLbT4agaxp0WelNguYisB9YAXxtjFojIRBGZCGCM2QwsAJLsbWYaYwonfeWG5Iws/jDnV3q0rM9LN/XCz0/Hm3ubSYPbk5dvePPHVKdDUTVMqX3oxphUiug+McbMKPT4OeA5z4VW8+w5doa73vuFRiFBvHV7HLWD/J0OSZVDZFgII2JaMHv1Lu4d1J6wunrjEVU19ErRauJEdg53vfML2Tl5vHNnH5qE6jwt3mzS4Ciyc/OYuXyn06GoGkQTejWQk5fPpNlr2ZF5ktdviaVj01CnQ1IVFNWkLtf0aMGslWkcPXXO6XBUDaEJ3WHGGB7/fCM/bT/EP0ZGM6BDY6dDUh5y3+AoTp3L450V2kpXVUMTusPe/DGVOWt2MWlQe27q09rpcJQHdWoWypXdmvHOyjSOZ+c4HY6qATShO+ib5H08/e0WrunRnAeu6OR0OKoS3DckihPZuby3Is3pUFQNoAndIWt3HeWP/11HbGRDnh8do8MTfVR0y/oM7dyEt1fs5OTZXKfDUT5OE7oDdh85zfj3EmhaL5g3x8YSHKjDE33ZlKEdOHY6h/d/Tnc6FOXjNKFXsazTOdzxzhpy8w3v3NlHxyjXAD1bNWBgx3Bm/pTK6XPaSleVRxN6FTqXm8/EDxLZdeQ0b4yNpX24zm1eU/xhSBSHT53jw9W7nA5F+TCvS+gJaUd48ouNJKYfdTqUMjHG8Ninyfycephnb+yh0+DWMHFtGtGvXRhv/phKdk6e0+EoH+VVCT0x/Sg3v7WKd1am8bs3fmbZVu+5j8arS1KYl5jB/7usAyN76Q2ea6IpQ6M4eOIsHyfsdjoU5aO8KqGvSj1MXr41jXpevmHiB4l8sCr9/Lrq6vN1e3jhu23c0Ksl9w/t4HQ4yiH92oURF9mQ15ft4GyuttKV53lVQo9vF0ZQgB/+ArUC/GgfHsJfP9vAda8uJzG9et6a7Ze0Izw4N4mL2jbi6VHdEdHhiTWViDBlaAf2ZWUzP3GP0+EoHyTGONO6jYuLMwkJCWV+XmL6UValHia+XRi9Wzfgq6R9/OPrzew/ns0NvVvyyPDO1WZiq52HTjFy+goa1Qnik0kX06BOkNMhKYcZY7h++koOnzzL0gcGEejvVW0qVQ2ISKIxJq6oMq/7NMVGNjx/9x4R4dqYFnz/50uZNKg9X67fy5Dnf2DmT6nk5OWXvrNKdPTUOe58Zw1+IrxzZx9N5gqwWul/GBJFxtEzfParttKVZ7mV0EUkTUSSRWSdiBTbrBaRPiKSKyI3ei7E0oXUCuChKzuz8P8NJDayIU99vZmrXv6JFfYNlqva2dw8JryfwN6sbN66LZbIsBBH4lDV05DOTejWoh7Tl+2o9ud/lHcpSwt9sDGmZ3FNfRHxB54BFnkksnJoF16Xd+/sw1u3xZGdm8ctM1czefZa9h47U2UxGGN4aF4Sv6Qd5YXRMcRGNqqyYyvvICJMGRLFzkOn+Cppr9PhKB/iyS6XKcB8wNGxhCLC5V2b8t0fL+VPl3dk8eYDDH3hB15bmlIlIwte/G4bn6/by4PDOnFtTItKP57yTld0bUanpqFMW5JCvrbSlYe4m9ANsEhEEkVkQuFCEWkJjAReL2knIjJBRBJEJCEzM7Ps0ZZBcKA/fxjagcV/upRLO4bz3MKtDHvxR5ZsOVBpx5yXmMErS1K4Ka4Vkwa1r7TjKO/n5ydMHhJFysGTfLthv9PhKB/hbkIfYIzpDQwHJovIwELlLwEPG2NKPBNpjHnTGBNnjIkLDw8ve7Tl0KpRHWaMjeX9u/vi5yfc9W4Cd7/7C+mHT3n0OCt3HOLRT5LoHxXGUyOjdXiiKtXV3ZvTLjyEaUu2aytdeYRbCd0Ys8f+fRD4FOhbaJM44CMRSQNuBKaLyPWeC7PiLukQzoL7B/LYVZ1ZlXqYy1/8kRcWbeXMuYp3w6QcPMHE9xNpExbC9FtidSiacou/n3Df4Ci27D/B4s2V981R1RylZh4RCRGR0IJl4Apgg+s2xpi2xpg2xpg2wDxgkjHmM8+HWzFBAX5MGNieJQ8M4qroZkxbksJl//6Bb5L3Ud7x+IdOnuXOd38hKMCf/9zRh/q1Az0ctfJl18W0IDKsDtOWpJT7M6hUAXeakk2B5SKyHlgDfG2MWSAiE0VkYuWGVzma1gvmpTG9+PiefoQGBzBp9lpufXs1KQdPlGk/2Tl5jJ+VQOaJs7x9exytGtWppIiVrwrw92PSoPYk78li2bbKPa+kfJ/XXSnqabl5+Xy4ZhfPL9zK6XN53Nm/DX8Y2oHQ4JJb2vn5hvvmrOXbDft5/ZZYroxuVkURK19zLjefwc8vo0m9Wnxy78V6/kWVyKeuFPW0AH8/buvXhqUPDOLG2AhmLt/JkBd+4NNfM0r8CvzMwi18k7yfv1zVRZO5qpCgAD/uHdSeX3cd4+H5SV43NbSqPmp8Qi8QVrcW/xrVg88m9adFg9r88b/r+d0bP7Nxb9Zvtv1w9S7e+CGVW+Nbc/eAtg5Eq3xNVBPrauKPEzK46Y2f+XK9Tgugyk4TeiExrRrw6b0X8+yoHqRmnuLaacv522cbOHb6HAA/bsvkb59vYFCncJ64tpt+PVYekZh+jIL7hOfmG6bMWcfI6Sv4YFU6WadznA1OeY0a34dekqzTOby4eBuzfk6jfu1AhndvzryEDJrXD+br+y+hbq0Ap0NUPiIx/Si3zFxFTm4+Af5+/C6uFat3HmbbgZMEBfhxeZemjIptycAO4QTosNgaraQ+dE3obti87zh/+ngdm/dZo2BqBfjx4fh4YiMbOhyZ8iWuU0PHRjbEGMOGPceZvzaDz9ft4ejpHBrXrcX1PVswKjaCLs3rOR2ycoAmdA94bel2nl+4DQP4C/zpik5MHhzldFiqhjiXm8/SrQeZn5jB0q0HyckzdG1ej1GxEYzo2YLGdWs5HaKqIiUldO0zcFN8u8bUCkwhJzefwAA/vcmzqlJBAX4M69aMYd2aceTUOb5Yt4f5a/fw96828fQ3mxnUKZxRvSMY0qUJtQL8nQ5XOURb6GVQ+CuxUk7bduAE8xMz+PTXPRw8cZYGdQK5tofVJRMTUV9P2vsg7XJRysfl5uWzPOUQ89fuYdHG/ZzNzad9eAijYiMY2aslzevXdjpE5SGa0JWqQY5n5/B10j7mJ2aQkH4UERgQ1ZhRvSMY1q0ZtYO0S8abaUJXqoZKO3SKT9ZmMH/tHvYcO0PdWgFc1b0Zo3pH0KdNI/z8tEvG22hCV6qGy883rN55hPlrM/g2eR+nzuXRqlFtbugVQaemoew8fErPDXkJTehKqfNOn8tlwYb9zF+bwYqUw+fX6/UV3kEn51JKnVcnKIAbekcwe1w8Ey9tR0Gny9ncfD5as8vR2FTFaEJXqga7vGszagX64ScgwPy1Gby7YqfebMNL6YVFStVgsZENmT0unlWph4lp1YB3V6TxxJeb2HbwJE9e101vp+hl3Ero9r1CTwB5QG7h/hsRuQV4GOuf/AngXmPMes+GqpSqDLGRDc/3m1/cLoznFm3l9WU7SM08yeu3xNIwJMjhCJW7yvLvd7AxpmcxnfE7gUuNMd2BvwNveiQ6pVSV8vMTHr6yMy/eFMPaXce4fvqKMt+aUTnHI9+njDErjTEFt1lZBUR4Yr9KKWeM7BXBRxPiOXU2j5GvrWTZ1oNOh6Tc4G5CN8AiEUkUkQmlbHs38G1RBSIyQUQSRCQhM1NviKtUdda7dUM+v68/rRrV4a53f+Ht5XqytLpzaxy6iLQ0xuwRkSbAd8AUY8yPRWw3GJgODDDGHC5c7krHoSvlHU6fy+WP/13Hwo0HGNOnFVNHRBMUoCdLnVLhcejGmD3274PAp0DfIg7SA5gJjCgtmSulvEedoABevyWWKUOi+OiX3dz69mqOnDrndFiqCKUmdBEJEZHQgmXgCmBDoW1aA58AY40x2yojUKWUc/z8hD9f0YmXx/Rk3e5jjHhtOdsO6MnS6sadFnpTYLmIrAfWAF8bYxaIyEQRmWhv8zgQBkwXkXUion0pSvmgET1b8vE9/cjOyeeG6StZsuWA0yEpFzqXi1KqzPZlnWH8rAQ27j3Oo8M7M/6SdnozjSqic7kopTyqef3azL3nYq6Kbs4/v9nCg/OSOJub53RYNZ5e+q+UKpfaQf5Mu7kXUU3q8vL320k7dIoZY2P1htUO0ha6Uqrc/PyEP17ekVd/34vkPVmMeHUFm/cddzqsGksTulKqwq7p0YK5E/uRm5/PqNdXsmjjfqdDqpE0oSulPKJHRAO+uG8AHZrU5Z4PEpm+LEWvLK1imtCVUh7TtF4w/72nH9f0aMGzC7by54/Xk52jJ0urip4UVUp5VHCgP6+M6UmHJnX593fb2Hn4FG+MjaVJaLDTofk8baErpTxORPjD0A68fktvtuw7wfWvrmDj3iynw/J5mtCVUpVmePfmzJ3YDwPc+PrPLNiwz+mQfJomdKVUpYpuWZ/P7+tPp2ahTPxgLa8u2a4nSyuJJnSlVKVrEhrMRxPiub5nC55ftI37P1qnJ0srgZ4UVUpVieBAf168qScdm4Xy3MKtpB85zZTBUWw9cIL4dmHn72uqyk8TulKqyogIkwZFERVelylzfmXcrAT8BIIC/Jg9Ll6TegVpl4tSqspd0a0ZY/q0BiDfwLncfFal6n1xKkoTulLKEdf1bEEt+1Z2xkDPVg2cDcgHuJXQRSRNRJKLu3mFWF4RkRQRSRKR3p4PVSnlS2IjG/Lh+HhujG0JwHsr08jP19EvFVGWPvTBxphDxZQNBzrYPxcBr9u/lVKqWLGRDYmNbEjX5vWZ+tUmnl+0lYeu7Ox0WF7LU10uI4BZxrIKaCAizT20b6WUj7uzfxtu7tuK6ct28OmvGU6H47XcTegGWCQiiSIyoYjylsBul8cZ9jqllCqViPDkddFc1LYRD89PZu2uo06H5JXcTegDjDG9sbpWJovIwPIcTEQmiEiCiCRkZmaWZxdKKR8VFODHjFtjaVYvmAmzEtlz7IzTIXkdtxK6MWaP/fsg8CnQt9Ame4BWLo8j7HWF9/OmMSbOGBMXHh5evoiVUj6rYUgQb98ex9mcPMa/l8Dpc7lOh+RVSk3oIhIiIqEFy8AVwIZCm30B3GaPdokHsowxOguPUqrMOjQN5ZXf92LL/uP86b/rdeRLGbjTQm8KLBeR9cAa4GtjzAIRmSgiE+1tvgFSgRTgLWBSpUSrlKoRBndqwmNXdWHBxv28uHib0+F4jVKHLRpjUoGYItbPcFk2wGTPhqaUqsnuHtCW7QdOMm1JClFN6jKip46zKI1eKaqUqpZEhL9fH03fto14cF4S63Yfczqkak8TulKq2ioY+dK0Xi3Gz0pgX5aOfCmJJnSlVLXWKCSIt2/vw5lzeYyfpSNfSqIJXSlV7XVsGsorN/dk497jPDBXR74URxO6UsorDOnclMeGd+Gb5P289P12p8OplvQGF0oprzHukrZsO3CCV77fTocmdbk2poXTIVUr2kJXSnkNEeGpkdH0adOQB+auZ72OfLmAJnSllFepFeDPjFtjCQ+1Rr7sz8p2OqRqQxO6UsrrhNWtxdu39+HU2VzGz0rgzLk8p0OqFjShK6W8Uqdmobxycy827M3igXnrsS5Yr9k0oSulvNbQLk155MrOfJ20j5d15IuOclFKebcJA9ux7cBJXlq8nQ5NQrm6R829WZq20JVSXk1E+OcN0cRFNuTPc9eRnJHldEiO0YSulPJ6tQL8mTE2lrAQa+TLweM1c+SLJnSllE9oXLcWM2+P43h2DuNnJZCdU/NGvmhCV0r5jC7N6/HymF4k7cniwXlJNW7ki9sJXUT8ReRXEfmqiLLWIrLULk8Skas8G6ZSSrnn8q5NeWhYZ75cv5dXl6Q4HU6VKksL/X5gczFlfwU+Nsb0AsYA0ysamFJKldfES9txQ++WvPDdNr5Nrjm3N3YroYtIBHA1MLOYTQxQz16uD+yteGhKKVU+IsI/R3and+sG/Onj9WzYUzNGvrjbQn8JeAjIL6b8CeBWEcnAumH0lKI2EpEJIpIgIgmZmZllDFUppdwXHOjPG2PjaBQSVGNGvpSa0EXkGuCgMSaxhM1uBt41xkQAVwHvi8hv9m2MedMYE2eMiQsPDy930Eop5Y7w0Fq8dVscWWdymPB+os+PfHGnhd4fuE5E0oCPgCEi8kGhbe4GPgYwxvwMBAONPRinUkqVS9cW9Xjxpp6s232Mh+f79siXUhO6MeZRY0yEMaYN1gnPJcaYWwtttgsYCiAiXbASuvapKKWqhWHdmvHgsE58vm4v05ftcDqcSlPucegiMlVErrMf/hkYLyLrgTnAHcaX/w0qpbzOpEHtGdmrJc8t3MqCDfudDqdSiFN5Ny4uziQkJDhybKVUzZSdk8fNb61i457j3Ny3Fdf1bElsZMMqjSEx/SirUg8T3y6sXMcWkURjTFyRZZrQlVI1yeLNBxj3npV7BGjZsDa1A/2r5NhncvLYc/QMALUC/Zg9Lr7MSb2khK7T5yqlapSt+0/gJ5BvrAto6gT5E9WkbpUcO+XgSQqa0Dm5+axKPezRbwia0JVSNUp8uzCCAvzIyc0nMMCPp2/oUWXdLonpR7ll5qrzx45vF+bR/WuXi1KqxqloP7aTx9YuF6WUchEb2bDKE3lVHFunz1VKKR+hCV0ppXyEJnSllPIRmtCVUspHaEJXSikfoQldKaV8hGPj0EUkE0gv59MbA4c8GI430DrXDFrnmqEidY40xhR5QwnHEnpFiEhCcQPrfZXWuWbQOtcMlVVn7XJRSikfoQldKaV8hLcm9DedDsABWueaQetcM1RKnb2yD10ppdRveWsLXSmlVCGa0JVSykdUm4QuIq1EZKmIbBKRjSJyv72+kYh8JyLb7d8N7fWdReRnETkrIg8U2teVIrJVRFJE5BEn6lMaT9W3uP1UR558j+1yfxH5VUS+quq6uMvDn+sGIjJPRLaIyGYR6edEnUrj4Tr/0d7HBhGZIyLBTtSpNOWo8y0ikiQiySKyUkRiXPZV/vxljKkWP0BzoLe9HApsA7oCzwKP2OsfAZ6xl5sAfYB/AA+47Mcf2AG0A4KA9UBXp+tXifUtcj9O168y6+yyvz8BHwJfOV23qqgz8B4wzl4OAho4Xb/KrDPQEtgJ1LYffwzc4XT9PFTni4GG9vJwYLW9XKH8VW1a6MaYfcaYtfbyCWAz1hs6AuuDjP37enubg8aYX4CcQrvqC6QYY1KNMeeAj+x9VCueqm8J+6l2PPgeIyIRwNXAzMqPvPw8VWcRqQ8MBN62tztnjDlWBVUoM0++z1g34aktIgFAHWBv5UZfPuWo80pjzFF7/Sogwl6uUP6qNgndlYi0AXoBq4Gmxph9dtF+oGkpT28J7HZ5nEE1TXAFKljf4vZTrXmgzi8BDwH5lRFfZahgndsCmcA7djfTTBEJqbRgPaQidTbG7AGeB3YB+4AsY8yiyovWM8pR57uBb+3lCuWvapfQRaQuMB/4f8aY465lxvpO4lPjLD1V35L2U91UtM4icg1w0BiTWHlRepYH3ucAoDfwujGmF3AK6yt8teWB97khVuu0LdACCBGRWyspXI8oa51FZDBWQn/YE8evVgldRAKxXozZxphP7NUHRKS5Xd4cOFjKbvYArVweR9jrqh0P1be4/VRLHqpzf+A6EUnD+ko6REQ+qKSQK8xDdc4AMowxBd++5mEl+GrJQ3W+DNhpjMk0xuQAn2D1PVdLZa2ziPTA6jIcYYw5bK+uUP6qNgldRASrf3CzMebfLkVfALfby7cDn5eyq1+ADiLSVkSCgDH2PqoVT9W3hP1UO56qszHmUWNMhDGmDdb7u8QYUy1bbh6s835gt4h0slcNBTZ5OFyP8ODf8i4gXkTq2PscitU3Xe2Utc4i0hrrH9RYY8w2l+0rlr88eaa3Ij/AAKyvI0nAOvvnKiAM+B7YDiwGGtnbN8NqtRwHjtnL9eyyq7DOMu8A/uJ03SqzvsXtx+n6VfZ77LLPQVTvUS6e/Fz3BBLsfX2GPUqiuv14uM5PAluADcD7QC2n6+ehOs8Ejrpsm+Cyr3LnL730XymlfES16XJRSilVMZrQlVLKR2hCV0opH6EJXSmlfIQmdKXKQETuKZhgSanqRhO68mkicr2IGBHp7IF9PQ4cNf+bg0OpakWHLSqfJiL/xbpsfIkx5v+cjkepyqQtdOWz7Hk1BmDNlTHGXjdIRJa5zCs+277KDxFJE5EnRWStPU91Z3t9iIj8R0TW2BNjjbDX+4vIcyLyiz239T0OVVUpQBO68m0jgAXGurT6sIjE2ut7Af8Pa77qdlhzwxQ4ZIzpDbwOFNxs4S9YLfy+wGDgOXumw7uxZgDsgzWf93gRaVvJdVKqWJrQlS+7GWvyLuzfN9vLa4wxGcaYfKzLrtu4PKdgUqVEl/VXAI+IyDpgGRAMtLbX32avX411mXcHj9dCKTcFOB2AUpVBRBoBQ4DuImKw7gRjgK+Bsy6b5nHh38HZItYLMMoYs7XQMQSYYoxZ6PkaKFV22kJXvupG4H1jTKQxpo0xphXW7cwuKce+FgJTXPrae7msv9eeNhUR6egNN51QvksTuvJVNwOfFlo3n/91u5TF34FAIElENtqPwZoxbxOwVkQ2AG+g33qVg3TYolJK+QhtoSullI/QhK6UUj5CE7pSSvkITehKKeUjNKErpZSP0ISulFI+QhO6Ukr5iP8PjDqxLG+qIUYAAAAASUVORK5CYII=\n", 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" ] @@ -391,82 +699,54 @@ "source": [ "years = df[\"Année\"].unique()\n", "\n", - "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Générosité\")\n", - "#display(dfpivot)\n", + "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", + "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", + "display(dfpivot)\n", "\n", - "#print(df[df.isna().any(axis=1)])\n", + "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", + "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\")\n", + "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", + "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(style='.-', title = \"Données de l'Algérie avec interpolation\")\n", "\n", - "#dfpivot.transpose()[[\"France\"]].plot(style='.-')\n", - "#dfpivot.transpose()[[\"France\"]].interpolate(method='linear').plot(style='.-')\n", - "\n", - "df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\")" + "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\")" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 57, "id": "302c5c16", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Pays\n", - "Greece -0.278250\n", - "Georgia -0.244133\n", - "Lithuania -0.242600\n", - "Armenia -0.197800\n", - "Portugal -0.178167\n", - "Estonia -0.173533\n", - "Azerbaijan -0.172600\n", - "Belarus -0.170067\n", - "Romania -0.158357\n", - "Hungary -0.153143\n", - "Bulgaria -0.144500\n", - "Croatia -0.136393\n", - "Latvia -0.126467\n", - "Ukraine -0.121933\n", - "Montenegro -0.104679\n", - "Moldova -0.088733\n", - "France -0.088700\n", - "Serbia -0.087536\n", - "Spain -0.086786\n", - "Albania -0.082750\n", - "Slovakia -0.079167\n", - "Poland -0.075143\n", - "Belgium -0.023893\n", - "Slovenia -0.016933\n", - "Italy -0.011643\n", - "Finland 0.007400\n", - "Luxembourg 0.036917\n", - "Bosnia and Herzegovina 0.041357\n", - "Cyprus 0.049733\n", - "Germany 0.089571\n", - "Norway 0.122400\n", - "Switzerland 0.122833\n", - "Austria 0.146900\n", - "Sweden 0.148071\n", - "Denmark 0.170929\n", - "Ireland 0.242933\n", - "Iceland 0.252769\n", - "Netherlands 0.282143\n", - "Malta 0.292583\n", - "United Kingdom 0.311429\n", - "dtype: float64" + "" ] }, + "execution_count": 57, "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ + "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", "countries_continents_df = _build_dataframe_from_csv(\"data/Countries-Continents.csv\")\n", "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", "countries_continents_df.set_index(\"Pays\", inplace = True)\n", "\n", - "\n", "from enum import Enum\n", - "\n", "class Continent(Enum):\n", " AF = \"Africa\"\n", " AS = \"Asia\"\n", @@ -474,17 +754,24 @@ " NA = \"North America\"\n", " OC = \"Oceania\"\n", " SA = \"South America\"\n", - "\n", + "# Continent[\"AF\"].value => \"Africa\" \n", + "# Continent[\"AF\"] => Continent.AF \n", + " \n", + "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'EU'\n", "continent = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values) & set(dfpivot.index.values))\n", "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", - "#plt.show()\n", - "display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values())" + "\n", + "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", + "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", + "my_cmap = plt.get_cmap(\"magma\")\n", + "\n", + "dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot(kind = 'bar', legend=False, figsize = (20, 5), color=my_cmap.colors)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 58, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -494,7 +781,7 @@ "" ] }, - "execution_count": 7, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, @@ -528,18 +815,15 @@ "from math import exp as exp\n", "from math import trunc as trunc\n", "\n", - "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", "\n", - "#df[\"logGDP\"][:200].plot()\n", + "# Log PIB -> PIB\n", + "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"GDP\"]]\n", "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"GDP\"]]\n", "\n", - "\n", + "# Display du PIB de la france et de l'allemagne\n", "pibfr.plot(x = \"Année\", y = \"GDP\")\n", - "pibde.plot(x = \"Année\", y = \"GDP\")\n", - "#pibfr[\"logGDP\"] = 10 ** pibfr[\"logGDP\"]\n", - "#display(pibfr)\n", - "#pibfr.plot(x = \"Année\", y = \"logGDP\")" + "pibde.plot(x = \"Année\", y = \"GDP\")" ] } ], From 3ca16183be9ff1787d66574ac2cf422d6ed24622 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 16:33:56 +0100 Subject: [PATCH 10/41] feat: added some lines to abstract --- bonheur/main.ipynb | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index d35ddfa2..46c38958 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "a2c56c2e", + "id": "55283127", "metadata": {}, "source": [ "# Rapport mondial du bonheur\n", @@ -61,7 +61,7 @@ "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", "\n", "\n", - "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc).*" + "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*" ] }, { @@ -81,7 +81,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "c54a546c", + "id": "6c505d5c", "metadata": {}, "outputs": [], "source": [ @@ -715,7 +715,9 @@ "cell_type": "code", "execution_count": 57, "id": "302c5c16", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { From 7b94b8a81e9ca9f39daf0122907d27b454c454c8 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 16:51:50 +0100 Subject: [PATCH 11/41] fix: fixed indent issues (will see how it turns out --- bonheur/main.ipynb | 35 ++++++++++++++++++++--------------- 1 file changed, 20 insertions(+), 15 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 46c38958..3d23dcf5 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "55283127", + "id": "13c722f6", "metadata": {}, "source": [ "# Rapport mondial du bonheur\n", @@ -81,7 +81,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "6c505d5c", + "id": "977ff8c4", "metadata": {}, "outputs": [], "source": [ @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 64, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -340,8 +340,11 @@ ], "source": [ "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", - "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", - "columns_fr = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\", \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", + " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", + " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", + "columns_fr = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\",\n", + " \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", "df.columns = columns_fr\n", "\n", "display(df)" @@ -349,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 63, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -667,7 +670,7 @@ "" ] }, - "execution_count": 16, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, @@ -706,7 +709,9 @@ "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\")\n", "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", - "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(style='.-', title = \"Données de l'Algérie avec interpolation\")\n", + "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", + " style='.-',\n", + " title = \"Données de l'Algérie avec interpolation\")\n", "\n", "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\")" ] @@ -773,23 +778,23 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 59, "id": "cb65d6b6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 58, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] @@ -824,8 +829,8 @@ "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"GDP\"]]\n", "\n", "# Display du PIB de la france et de l'allemagne\n", - "pibfr.plot(x = \"Année\", y = \"GDP\")\n", - "pibde.plot(x = \"Année\", y = \"GDP\")" + "pibfr.plot(x = \"Année\", y = \"GDP\", title = \"PIB français\")\n", + "pibde.plot(x = \"Année\", y = \"GDP\", title = \"PIB allemands\")" ] } ], From 00e8becc08825025c377b5a7762af7e62f51f701 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 17:01:13 +0100 Subject: [PATCH 12/41] fix: fixed some typos --- bonheur/main.ipynb | 25 ++++++++++++++++--------- 1 file changed, 16 insertions(+), 9 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 3d23dcf5..3f14970e 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "13c722f6", + "id": "084bea28", "metadata": {}, "source": [ "# Rapport mondial du bonheur\n", @@ -81,7 +81,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "977ff8c4", + "id": "3d3e5b9a", "metadata": {}, "outputs": [], "source": [ @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 65, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -343,8 +343,9 @@ "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", - "columns_fr = [\"Pays\", \"Année\", \"Echelle de vie\", \"log PIB par habitant\", \"Support social\",\n", - " \"Espérance de vie\", \"Liberté de vivre\", \"Générosité\", \"Perception de la corruption\", \"Effets positifs\", \"Effets négatifs\"]\n", + "columns_fr = [\"Pays\",\"Année\",\"Echelle de vie\",\"log PIB par habitant\",\"Support social\",\n", + " \"Espérance de vie\",\"Liberté de vivre\",\"Générosité\",\"Perception de la corruption\",\n", + " \"Effets positifs\",\"Effets négatifs\"]\n", "df.columns = columns_fr\n", "\n", "display(df)" @@ -718,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 68, "id": "302c5c16", "metadata": { "scrolled": true @@ -730,7 +731,7 @@ "" ] }, - "execution_count": 57, + "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, @@ -766,14 +767,20 @@ " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'EU'\n", - "continent = list(set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values) & set(dfpivot.index.values))\n", + "continent = list(\n", + " set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values)\n", + " & set(dfpivot.index.values))\n", "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", "my_cmap = plt.get_cmap(\"magma\")\n", "\n", - "dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot(kind = 'bar', legend=False, figsize = (20, 5), color=my_cmap.colors)" + "dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot(\n", + " kind = 'bar', \n", + " legend=False, \n", + " figsize = (20, 5), \n", + " color=my_cmap.colors)" ] }, { From 46bda8d856420999788c46690c55acfb6210c324 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 18 Mar 2022 17:03:28 +0100 Subject: [PATCH 13/41] fix: removed report 2021 and fixed hapiness to Happiness (hello i'm dumb) --- bonheur/data/Hapiness-Report-2021.csv | 150 ------------------ ...piness-Report.csv => Happiness-Report.csv} | 0 2 files changed, 150 deletions(-) delete mode 100644 bonheur/data/Hapiness-Report-2021.csv rename bonheur/data/{Hapiness-Report.csv => Happiness-Report.csv} (100%) diff --git a/bonheur/data/Hapiness-Report-2021.csv b/bonheur/data/Hapiness-Report-2021.csv deleted file mode 100644 index dbc86597..00000000 --- a/bonheur/data/Hapiness-Report-2021.csv +++ /dev/null @@ -1,150 +0,0 @@ -Country name,Regional indicator,Ladder score,Standard error of ladder score,upperwhisker,lowerwhisker,Logged GDP per capita,Social support,Healthy life expectancy,Freedom to make life choices,Generosity,Perceptions of corruption,Ladder score in Dystopia,Explained by: Log GDP per capita,Explained by: Social support,Explained by: Healthy life expectancy,Explained by: Freedom to make life choices,Explained by: Generosity,Explained by: Perceptions of corruption,Dystopia + residual -Finland,Western Europe,7.842,0.032,7.904,7.780,10.775,0.954,72.000,0.949,-0.098,0.186,2.430,1.446,1.106,0.741,0.691,0.124,0.481,3.253 -Denmark,Western Europe,7.620,0.035,7.687,7.552,10.933,0.954,72.700,0.946,0.030,0.179,2.430,1.502,1.108,0.763,0.686,0.208,0.485,2.868 -Switzerland,Western Europe,7.571,0.036,7.643,7.500,11.117,0.942,74.400,0.919,0.025,0.292,2.430,1.566,1.079,0.816,0.653,0.204,0.413,2.839 -Iceland,Western Europe,7.554,0.059,7.670,7.438,10.878,0.983,73.000,0.955,0.160,0.673,2.430,1.482,1.172,0.772,0.698,0.293,0.170,2.967 -Netherlands,Western Europe,7.464,0.027,7.518,7.410,10.932,0.942,72.400,0.913,0.175,0.338,2.430,1.501,1.079,0.753,0.647,0.302,0.384,2.798 -Norway,Western Europe,7.392,0.035,7.462,7.323,11.053,0.954,73.300,0.960,0.093,0.270,2.430,1.543,1.108,0.782,0.703,0.249,0.427,2.580 -Sweden,Western Europe,7.363,0.036,7.433,7.293,10.867,0.934,72.700,0.945,0.086,0.237,2.430,1.478,1.062,0.763,0.685,0.244,0.448,2.683 -Luxembourg,Western Europe,7.324,0.037,7.396,7.252,11.647,0.908,72.600,0.907,-0.034,0.386,2.430,1.751,1.003,0.760,0.639,0.166,0.353,2.653 -New Zealand,North America and ANZ,7.277,0.040,7.355,7.198,10.643,0.948,73.400,0.929,0.134,0.242,2.430,1.400,1.094,0.785,0.665,0.276,0.445,2.612 -Austria,Western Europe,7.268,0.036,7.337,7.198,10.906,0.934,73.300,0.908,0.042,0.481,2.430,1.492,1.062,0.782,0.640,0.215,0.292,2.784 -Australia,North America and ANZ,7.183,0.041,7.265,7.102,10.796,0.940,73.900,0.914,0.159,0.442,2.430,1.453,1.076,0.801,0.647,0.291,0.317,2.598 -Israel,Middle East and North Africa,7.157,0.034,7.224,7.090,10.575,0.939,73.503,0.800,0.031,0.753,2.430,1.376,1.074,0.788,0.509,0.208,0.119,3.083 -Germany,Western Europe,7.155,0.040,7.232,7.077,10.873,0.903,72.500,0.875,0.011,0.460,2.430,1.480,0.993,0.757,0.600,0.195,0.306,2.824 -Canada,North America and ANZ,7.103,0.042,7.185,7.021,10.776,0.926,73.800,0.915,0.089,0.415,2.430,1.447,1.044,0.798,0.648,0.246,0.335,2.585 -Ireland,Western Europe,7.085,0.040,7.164,7.006,11.342,0.947,72.400,0.879,0.077,0.363,2.430,1.644,1.092,0.753,0.606,0.238,0.367,2.384 -Costa Rica,Latin America and Caribbean,7.069,0.056,7.179,6.960,9.880,0.891,71.400,0.934,-0.126,0.809,2.430,1.134,0.966,0.722,0.673,0.105,0.083,3.387 -United Kingdom,Western Europe,7.064,0.038,7.138,6.990,10.707,0.934,72.500,0.859,0.233,0.459,2.430,1.423,1.062,0.757,0.580,0.340,0.306,2.596 -Czech Republic,Central and Eastern Europe,6.965,0.049,7.062,6.868,10.556,0.947,70.807,0.858,-0.208,0.868,2.430,1.370,1.090,0.703,0.580,0.052,0.046,3.124 -United States,North America and ANZ,6.951,0.049,7.047,6.856,11.023,0.920,68.200,0.837,0.098,0.698,2.430,1.533,1.030,0.621,0.554,0.252,0.154,2.807 -Belgium,Western Europe,6.834,0.034,6.901,6.767,10.823,0.906,72.199,0.783,-0.153,0.646,2.430,1.463,0.998,0.747,0.489,0.088,0.187,2.862 -France,Western Europe,6.690,0.037,6.762,6.618,10.704,0.942,74.000,0.822,-0.147,0.571,2.430,1.421,1.081,0.804,0.536,0.092,0.235,2.521 -Bahrain,Middle East and North Africa,6.647,0.068,6.779,6.514,10.669,0.862,69.495,0.925,0.089,0.722,2.430,1.409,0.899,0.662,0.661,0.246,0.139,2.631 -Malta,Western Europe,6.602,0.044,6.688,6.516,10.674,0.931,72.200,0.927,0.133,0.653,2.430,1.411,1.055,0.747,0.664,0.275,0.183,2.268 -Taiwan Province of China,East Asia,6.584,0.038,6.659,6.510,10.871,0.898,69.600,0.784,-0.070,0.721,2.430,1.480,0.982,0.665,0.490,0.142,0.139,2.687 -United Arab Emirates,Middle East and North Africa,6.561,0.039,6.637,6.484,11.085,0.844,67.333,0.932,0.074,0.589,2.430,1.555,0.860,0.594,0.670,0.236,0.223,2.422 -Saudi Arabia,Middle East and North Africa,6.494,0.056,6.604,6.384,10.743,0.891,66.603,0.877,-0.149,0.684,2.430,1.435,0.964,0.571,0.603,0.090,0.163,2.668 -Spain,Western Europe,6.491,0.042,6.574,6.408,10.571,0.932,74.700,0.761,-0.081,0.745,2.430,1.375,1.057,0.826,0.462,0.135,0.124,2.513 -Italy,Western Europe,6.483,0.045,6.572,6.395,10.623,0.880,73.800,0.693,-0.084,0.866,2.430,1.393,0.940,0.798,0.379,0.133,0.047,2.794 -Slovenia,Central and Eastern Europe,6.461,0.043,6.546,6.376,10.529,0.948,71.400,0.949,-0.101,0.806,2.430,1.360,1.093,0.722,0.690,0.122,0.085,2.388 -Guatemala,Latin America and Caribbean,6.435,0.073,6.577,6.292,9.053,0.813,64.958,0.906,-0.038,0.775,2.430,0.845,0.790,0.519,0.638,0.163,0.105,3.375 -Uruguay,Latin America and Caribbean,6.431,0.046,6.521,6.341,9.966,0.925,69.100,0.896,-0.092,0.590,2.430,1.164,1.042,0.649,0.625,0.128,0.223,2.600 -Singapore,Southeast Asia,6.377,0.043,6.460,6.293,11.488,0.915,76.953,0.927,-0.018,0.082,2.430,1.695,1.019,0.897,0.664,0.176,0.547,1.379 -Kosovo,Central and Eastern Europe,6.372,0.059,6.487,6.257,9.318,0.821,63.813,0.869,0.257,0.917,2.430,0.937,0.807,0.483,0.593,0.356,0.014,3.182 -Slovakia,Central and Eastern Europe,6.331,0.041,6.411,6.251,10.369,0.936,69.201,0.766,-0.124,0.911,2.430,1.304,1.066,0.653,0.468,0.107,0.018,2.714 -Brazil,Latin America and Caribbean,6.330,0.043,6.415,6.245,9.577,0.882,66.601,0.804,-0.071,0.756,2.430,1.028,0.944,0.571,0.514,0.142,0.117,3.015 -Mexico,Latin America and Caribbean,6.317,0.053,6.420,6.213,9.859,0.831,68.597,0.862,-0.147,0.799,2.430,1.126,0.830,0.634,0.585,0.092,0.089,2.961 -Jamaica,Latin America and Caribbean,6.309,0.156,6.615,6.004,9.186,0.877,67.500,0.890,-0.137,0.884,2.430,0.891,0.932,0.599,0.618,0.099,0.035,3.135 -Lithuania,Central and Eastern Europe,6.255,0.045,6.344,6.167,10.499,0.935,67.906,0.773,-0.203,0.826,2.430,1.350,1.065,0.612,0.476,0.056,0.073,2.624 -Cyprus,Western Europe,6.223,0.049,6.319,6.128,10.576,0.802,73.898,0.763,-0.015,0.844,2.430,1.377,0.765,0.801,0.464,0.178,0.061,2.578 -Estonia,Central and Eastern Europe,6.189,0.038,6.263,6.115,10.481,0.941,68.800,0.909,-0.106,0.527,2.430,1.344,1.079,0.640,0.641,0.119,0.263,2.103 -Panama,Latin America and Caribbean,6.180,0.073,6.323,6.036,10.350,0.896,69.652,0.872,-0.166,0.856,2.430,1.298,0.976,0.667,0.596,0.079,0.053,2.509 -Uzbekistan,Commonwealth of Independent States,6.179,0.068,6.312,6.045,8.836,0.918,65.255,0.970,0.311,0.515,2.430,0.769,1.027,0.528,0.716,0.391,0.271,2.477 -Chile,Latin America and Caribbean,6.172,0.046,6.262,6.081,10.071,0.882,70.000,0.742,-0.044,0.830,2.430,1.200,0.946,0.678,0.438,0.159,0.070,2.682 -Poland,Central and Eastern Europe,6.166,0.040,6.245,6.087,10.382,0.898,69.702,0.841,-0.165,0.735,2.430,1.309,0.982,0.668,0.558,0.080,0.130,2.438 -Kazakhstan,Commonwealth of Independent States,6.152,0.047,6.243,6.060,10.155,0.952,65.200,0.853,-0.069,0.733,2.430,1.230,1.103,0.527,0.573,0.143,0.132,2.446 -Romania,Central and Eastern Europe,6.140,0.057,6.253,6.027,10.284,0.832,67.355,0.845,-0.219,0.938,2.430,1.275,0.832,0.595,0.564,0.045,0.001,2.830 -Kuwait,Middle East and North Africa,6.106,0.066,6.235,5.977,10.817,0.843,66.900,0.867,-0.104,0.736,2.430,1.461,0.857,0.580,0.591,0.120,0.130,2.368 -Serbia,Central and Eastern Europe,6.078,0.053,6.181,5.974,9.787,0.873,68.600,0.778,0.002,0.835,2.430,1.101,0.924,0.634,0.482,0.189,0.066,2.682 -El Salvador,Latin America and Caribbean,6.061,0.065,6.188,5.933,9.054,0.762,66.402,0.888,-0.110,0.688,2.430,0.845,0.675,0.565,0.615,0.116,0.160,3.085 -Mauritius,Sub-Saharan Africa,6.049,0.059,6.165,5.933,10.008,0.905,66.701,0.867,-0.054,0.789,2.430,1.178,0.996,0.574,0.590,0.153,0.096,2.462 -Latvia,Central and Eastern Europe,6.032,0.036,6.103,5.961,10.315,0.927,67.100,0.715,-0.162,0.800,2.430,1.285,1.047,0.587,0.405,0.082,0.089,2.536 -Colombia,Latin America and Caribbean,6.012,0.061,6.132,5.892,9.557,0.847,68.001,0.837,-0.135,0.841,2.430,1.021,0.866,0.615,0.554,0.100,0.063,2.794 -Hungary,Central and Eastern Europe,5.992,0.047,6.085,5.899,10.358,0.943,68.000,0.755,-0.186,0.876,2.430,1.301,1.083,0.615,0.454,0.067,0.040,2.432 -Thailand,Southeast Asia,5.985,0.047,6.077,5.893,9.805,0.888,67.401,0.884,0.287,0.895,2.430,1.107,0.957,0.596,0.611,0.375,0.028,2.309 -Nicaragua,Latin America and Caribbean,5.972,0.083,6.134,5.810,8.620,0.864,67.657,0.836,0.020,0.664,2.430,0.693,0.904,0.604,0.553,0.201,0.176,2.841 -Japan,East Asia,5.940,0.040,6.020,5.861,10.611,0.884,75.100,0.796,-0.258,0.638,2.430,1.389,0.949,0.838,0.504,0.020,0.192,2.048 -Argentina,Latin America and Caribbean,5.929,0.056,6.040,5.819,9.962,0.898,69.000,0.828,-0.182,0.834,2.430,1.162,0.980,0.646,0.544,0.069,0.067,2.461 -Portugal,Western Europe,5.929,0.055,6.037,5.821,10.421,0.879,72.600,0.892,-0.244,0.887,2.430,1.323,0.939,0.760,0.621,0.029,0.033,2.225 -Honduras,Latin America and Caribbean,5.919,0.082,6.081,5.758,8.648,0.812,67.300,0.857,0.081,0.809,2.430,0.703,0.787,0.593,0.578,0.241,0.083,2.934 -Croatia,Central and Eastern Europe,5.882,0.048,5.975,5.788,10.217,0.924,70.799,0.754,-0.118,0.939,2.430,1.251,1.039,0.703,0.453,0.111,0.000,2.325 -Philippines,Southeast Asia,5.880,0.052,5.982,5.778,9.076,0.830,62.000,0.917,-0.097,0.742,2.430,0.853,0.828,0.426,0.651,0.125,0.126,2.872 -South Korea,East Asia,5.845,0.042,5.928,5.763,10.651,0.799,73.900,0.672,-0.083,0.727,2.430,1.403,0.758,0.801,0.353,0.134,0.135,2.262 -Peru,Latin America and Caribbean,5.840,0.075,5.988,5.692,9.458,0.832,68.250,0.822,-0.154,0.891,2.430,0.986,0.833,0.623,0.536,0.087,0.031,2.744 -Bosnia and Herzegovina,Central and Eastern Europe,5.813,0.050,5.911,5.715,9.590,0.870,68.098,0.706,0.113,0.931,2.430,1.032,0.919,0.618,0.395,0.261,0.005,2.583 -Moldova,Commonwealth of Independent States,5.766,0.046,5.856,5.677,9.454,0.857,65.699,0.822,-0.079,0.918,2.430,0.985,0.888,0.542,0.536,0.137,0.013,2.665 -Ecuador,Latin America and Caribbean,5.764,0.057,5.875,5.653,9.313,0.821,68.800,0.842,-0.124,0.843,2.430,0.935,0.806,0.640,0.560,0.107,0.062,2.653 -Kyrgyzstan,Commonwealth of Independent States,5.744,0.046,5.834,5.653,8.538,0.893,64.401,0.935,0.119,0.908,2.430,0.665,0.971,0.501,0.673,0.266,0.020,2.648 -Greece,Western Europe,5.723,0.046,5.813,5.632,10.279,0.823,72.600,0.582,-0.288,0.823,2.430,1.273,0.811,0.760,0.243,0.000,0.074,2.561 -Bolivia,Latin America and Caribbean,5.716,0.053,5.819,5.613,9.046,0.810,63.901,0.875,-0.077,0.839,2.430,0.842,0.782,0.486,0.600,0.138,0.064,2.805 -Mongolia,East Asia,5.677,0.042,5.760,5.595,9.400,0.935,62.500,0.708,0.116,0.856,2.430,0.966,1.065,0.442,0.397,0.263,0.053,2.492 -Paraguay,Latin America and Caribbean,5.653,0.092,5.832,5.473,9.448,0.893,65.900,0.876,0.028,0.882,2.430,0.983,0.970,0.549,0.602,0.206,0.037,2.306 -Montenegro,Central and Eastern Europe,5.581,0.054,5.686,5.475,9.940,0.858,68.699,0.708,-0.034,0.812,2.430,1.155,0.891,0.637,0.397,0.166,0.081,2.254 -Dominican Republic,Latin America and Caribbean,5.545,0.071,5.685,5.405,9.802,0.853,66.102,0.860,-0.133,0.714,2.430,1.106,0.879,0.555,0.581,0.101,0.144,2.178 -North Cyprus,Western Europe,5.536,0.051,5.636,5.435,10.576,0.820,73.898,0.795,0.012,0.626,2.430,1.377,0.806,0.801,0.503,0.196,0.200,1.653 -Belarus,Commonwealth of Independent States,5.534,0.047,5.625,5.442,9.853,0.910,66.253,0.650,-0.180,0.627,2.430,1.124,1.007,0.560,0.326,0.070,0.199,2.247 -Russia,Commonwealth of Independent States,5.477,0.033,5.541,5.413,10.189,0.903,64.703,0.718,-0.111,0.845,2.430,1.241,0.992,0.511,0.409,0.115,0.060,2.148 -Hong Kong S.A.R. of China,East Asia,5.477,0.049,5.573,5.380,11.000,0.836,76.820,0.717,0.067,0.403,2.430,1.525,0.841,0.893,0.408,0.232,0.342,1.236 -Tajikistan,Commonwealth of Independent States,5.466,0.034,5.532,5.400,8.091,0.860,64.281,0.832,-0.056,0.553,2.430,0.508,0.895,0.498,0.548,0.152,0.247,2.619 -Vietnam,Southeast Asia,5.411,0.039,5.488,5.334,8.973,0.850,68.034,0.940,-0.098,0.796,2.430,0.817,0.873,0.616,0.679,0.124,0.091,2.211 -Libya,Middle East and North Africa,5.410,0.076,5.558,5.262,9.622,0.827,62.300,0.771,-0.087,0.667,2.430,1.044,0.821,0.435,0.474,0.131,0.174,2.331 -Malaysia,Southeast Asia,5.384,0.049,5.480,5.289,10.238,0.817,67.102,0.895,0.125,0.839,2.430,1.259,0.797,0.587,0.624,0.270,0.064,1.784 -Indonesia,Southeast Asia,5.345,0.056,5.454,5.235,9.365,0.811,62.236,0.873,0.542,0.867,2.430,0.954,0.786,0.433,0.598,0.541,0.046,1.987 -Congo (Brazzaville),Sub-Saharan Africa,5.342,0.097,5.533,5.151,8.117,0.636,58.221,0.695,-0.068,0.745,2.430,0.518,0.392,0.307,0.381,0.144,0.124,3.476 -China,East Asia,5.339,0.029,5.397,5.281,9.673,0.811,69.593,0.904,-0.146,0.755,2.430,1.061,0.785,0.665,0.636,0.093,0.117,1.982 -Ivory Coast,Sub-Saharan Africa,5.306,0.078,5.460,5.152,8.551,0.644,50.114,0.741,-0.016,0.794,2.430,0.669,0.409,0.052,0.438,0.177,0.092,3.469 -Armenia,Commonwealth of Independent States,5.283,0.058,5.397,5.168,9.487,0.799,67.055,0.825,-0.168,0.629,2.430,0.996,0.758,0.585,0.540,0.079,0.198,2.127 -Nepal,South Asia,5.269,0.070,5.406,5.132,8.120,0.774,64.233,0.782,0.152,0.727,2.430,0.519,0.702,0.496,0.488,0.287,0.135,2.642 -Bulgaria,Central and Eastern Europe,5.266,0.054,5.371,5.160,10.016,0.931,67.000,0.788,-0.096,0.932,2.430,1.181,1.055,0.583,0.494,0.125,0.005,1.823 -Maldives,South Asia,5.198,0.072,5.339,5.057,9.826,0.913,70.600,0.854,0.024,0.825,2.430,1.115,1.015,0.697,0.575,0.204,0.073,1.520 -Azerbaijan,Commonwealth of Independent States,5.171,0.040,5.250,5.091,9.569,0.836,65.656,0.814,-0.223,0.506,2.430,1.025,0.841,0.541,0.526,0.043,0.276,1.919 -Cameroon,Sub-Saharan Africa,5.142,0.074,5.288,4.996,8.189,0.710,53.515,0.731,0.026,0.848,2.430,0.543,0.556,0.159,0.425,0.205,0.058,3.195 -Senegal,Sub-Saharan Africa,5.132,0.068,5.266,4.998,8.118,0.710,59.802,0.695,-0.046,0.801,2.430,0.518,0.558,0.357,0.381,0.158,0.088,3.071 -Albania,Central and Eastern Europe,5.117,0.059,5.234,5.001,9.520,0.697,68.999,0.785,-0.030,0.901,2.430,1.008,0.529,0.646,0.491,0.168,0.024,2.250 -North Macedonia,Central and Eastern Europe,5.101,0.051,5.202,5.001,9.693,0.805,65.474,0.751,0.038,0.905,2.430,1.068,0.772,0.535,0.450,0.212,0.022,2.042 -Ghana,Sub-Saharan Africa,5.088,0.067,5.219,4.958,8.580,0.727,57.586,0.807,0.123,0.848,2.430,0.680,0.595,0.287,0.517,0.268,0.058,2.684 -Niger,Sub-Saharan Africa,5.074,0.102,5.273,4.875,7.098,0.641,53.780,0.806,0.018,0.693,2.430,0.162,0.402,0.167,0.516,0.200,0.157,3.470 -Turkmenistan,Commonwealth of Independent States,5.066,0.036,5.136,4.996,9.629,0.983,62.409,0.877,0.273,0.888,2.430,1.046,1.172,0.439,0.602,0.366,0.033,1.409 -Gambia,Sub-Saharan Africa,5.051,0.089,5.225,4.877,7.686,0.690,55.160,0.697,0.424,0.746,2.430,0.367,0.511,0.210,0.384,0.465,0.123,2.990 -Benin,Sub-Saharan Africa,5.045,0.073,5.189,4.901,8.087,0.489,54.713,0.757,-0.034,0.661,2.430,0.507,0.058,0.196,0.457,0.166,0.178,3.482 -Laos,Southeast Asia,5.030,0.045,5.119,4.941,8.947,0.728,58.968,0.910,0.123,0.658,2.430,0.808,0.598,0.330,0.643,0.268,0.179,2.204 -Bangladesh,South Asia,5.025,0.046,5.115,4.934,8.454,0.693,64.800,0.877,-0.041,0.682,2.430,0.635,0.520,0.514,0.603,0.161,0.164,2.427 -Guinea,Sub-Saharan Africa,4.984,0.090,5.160,4.808,7.838,0.639,55.008,0.697,0.095,0.766,2.430,0.420,0.399,0.206,0.384,0.250,0.111,3.216 -South Africa,Sub-Saharan Africa,4.956,0.060,5.074,4.839,9.403,0.860,56.904,0.749,-0.067,0.860,2.430,0.967,0.895,0.265,0.447,0.144,0.051,2.187 -Turkey,Middle East and North Africa,4.948,0.046,5.038,4.857,10.240,0.822,67.199,0.576,-0.139,0.776,2.430,1.260,0.809,0.590,0.236,0.097,0.104,1.852 -Pakistan,South Asia,4.934,0.068,5.066,4.802,8.458,0.651,58.709,0.726,0.098,0.787,2.430,0.637,0.423,0.322,0.418,0.252,0.097,2.784 -Morocco,Middle East and North Africa,4.918,0.060,5.036,4.800,8.903,0.560,66.208,0.774,-0.236,0.801,2.430,0.792,0.219,0.558,0.477,0.034,0.088,2.749 -Venezuela,Latin America and Caribbean,4.892,0.064,5.017,4.767,9.073,0.861,66.700,0.615,-0.169,0.827,2.430,0.852,0.897,0.574,0.284,0.078,0.072,2.135 -Georgia,Commonwealth of Independent States,4.891,0.054,4.998,4.785,9.585,0.671,64.300,0.783,-0.238,0.655,2.430,1.030,0.470,0.498,0.488,0.032,0.181,2.191 -Algeria,Middle East and North Africa,4.887,0.053,4.991,4.783,9.342,0.802,66.005,0.480,-0.067,0.752,2.430,0.946,0.765,0.552,0.119,0.144,0.120,2.242 -Ukraine,Commonwealth of Independent States,4.875,0.052,4.977,4.773,9.436,0.888,64.902,0.724,-0.011,0.924,2.430,0.979,0.958,0.517,0.417,0.181,0.010,1.813 -Iraq,Middle East and North Africa,4.854,0.059,4.970,4.738,9.240,0.746,60.583,0.630,-0.053,0.875,2.430,0.910,0.638,0.381,0.302,0.153,0.041,2.429 -Gabon,Sub-Saharan Africa,4.852,0.075,4.998,4.706,9.603,0.776,59.962,0.731,-0.200,0.840,2.430,1.037,0.707,0.362,0.424,0.058,0.064,2.201 -Burkina Faso,Sub-Saharan Africa,4.834,0.081,4.993,4.675,7.678,0.672,54.151,0.695,-0.009,0.748,2.430,0.364,0.472,0.179,0.381,0.182,0.122,3.133 -Cambodia,Southeast Asia,4.830,0.067,4.963,4.698,8.360,0.765,62.000,0.959,0.034,0.843,2.430,0.603,0.680,0.426,0.702,0.210,0.061,2.148 -Mozambique,Sub-Saharan Africa,4.794,0.103,4.997,4.592,7.158,0.744,54.706,0.882,0.061,0.684,2.430,0.183,0.634,0.196,0.608,0.228,0.163,2.783 -Nigeria,Sub-Saharan Africa,4.759,0.052,4.861,4.658,8.533,0.740,50.102,0.737,0.037,0.878,2.430,0.663,0.625,0.051,0.433,0.212,0.039,2.736 -Mali,Sub-Saharan Africa,4.723,0.082,4.884,4.563,7.744,0.724,51.969,0.697,-0.036,0.827,2.430,0.387,0.590,0.110,0.384,0.164,0.072,3.016 -Iran,Middle East and North Africa,4.721,0.055,4.828,4.614,9.584,0.710,66.300,0.608,0.218,0.714,2.430,1.030,0.557,0.561,0.275,0.330,0.144,1.823 -Uganda,Sub-Saharan Africa,4.636,0.073,4.780,4.493,7.677,0.781,56.101,0.709,0.122,0.855,2.430,0.364,0.718,0.240,0.398,0.267,0.054,2.596 -Liberia,Sub-Saharan Africa,4.625,0.106,4.833,4.417,7.288,0.720,56.498,0.735,0.050,0.850,2.430,0.228,0.580,0.253,0.430,0.221,0.057,2.857 -Kenya,Sub-Saharan Africa,4.607,0.072,4.747,4.466,8.361,0.688,60.704,0.779,0.287,0.825,2.430,0.603,0.508,0.385,0.483,0.375,0.073,2.180 -Tunisia,Middle East and North Africa,4.596,0.058,4.709,4.484,9.266,0.691,67.201,0.656,-0.201,0.870,2.430,0.919,0.515,0.590,0.334,0.057,0.044,2.138 -Lebanon,Middle East and North Africa,4.584,0.055,4.691,4.477,9.626,0.848,67.355,0.525,-0.073,0.898,2.430,1.045,0.868,0.595,0.175,0.140,0.026,1.736 -Namibia,Sub-Saharan Africa,4.574,0.064,4.700,4.448,9.161,0.818,56.799,0.719,-0.149,0.847,2.430,0.882,0.801,0.262,0.411,0.091,0.059,2.068 -Palestinian Territories,Middle East and North Africa,4.517,0.067,4.649,4.384,8.485,0.826,62.250,0.653,-0.163,0.821,2.430,0.646,0.819,0.434,0.330,0.082,0.075,2.131 -Myanmar,Southeast Asia,4.426,0.052,4.527,4.324,8.541,0.779,59.302,0.876,0.509,0.660,2.430,0.666,0.713,0.341,0.601,0.520,0.178,1.407 -Jordan,Middle East and North Africa,4.395,0.062,4.516,4.273,9.182,0.767,67.000,0.755,-0.167,0.705,2.430,0.890,0.685,0.583,0.455,0.079,0.150,1.553 -Chad,Sub-Saharan Africa,4.355,0.094,4.540,4.171,7.364,0.619,48.478,0.579,0.041,0.807,2.430,0.255,0.353,0.000,0.240,0.215,0.084,3.209 -Sri Lanka,South Asia,4.325,0.066,4.454,4.196,9.470,0.827,67.299,0.841,0.079,0.863,2.430,0.990,0.820,0.593,0.559,0.239,0.049,1.075 -Swaziland,Sub-Saharan Africa,4.308,0.071,4.448,4.168,9.065,0.770,50.833,0.647,-0.185,0.708,2.430,0.849,0.693,0.074,0.323,0.067,0.147,2.155 -Comoros,Sub-Saharan Africa,4.289,0.084,4.454,4.123,8.031,0.626,57.349,0.548,0.082,0.781,2.430,0.488,0.367,0.279,0.202,0.241,0.101,2.610 -Egypt,Middle East and North Africa,4.283,0.045,4.371,4.195,9.367,0.750,61.998,0.749,-0.182,0.795,2.430,0.954,0.647,0.426,0.446,0.069,0.092,1.648 -Ethiopia,Sub-Saharan Africa,4.275,0.051,4.374,4.175,7.694,0.764,59.000,0.752,0.082,0.761,2.430,0.370,0.679,0.331,0.451,0.241,0.114,2.089 -Mauritania,Sub-Saharan Africa,4.227,0.070,4.365,4.090,8.542,0.795,57.161,0.561,-0.106,0.731,2.430,0.666,0.749,0.273,0.218,0.119,0.133,2.069 -Madagascar,Sub-Saharan Africa,4.208,0.072,4.349,4.068,7.396,0.686,59.305,0.552,-0.005,0.803,2.430,0.266,0.503,0.341,0.207,0.185,0.087,2.620 -Togo,Sub-Saharan Africa,4.107,0.077,4.258,3.956,7.362,0.569,54.914,0.619,0.032,0.772,2.430,0.254,0.239,0.203,0.289,0.209,0.107,2.806 -Zambia,Sub-Saharan Africa,4.073,0.069,4.209,3.938,8.145,0.708,55.809,0.782,0.061,0.823,2.430,0.528,0.552,0.231,0.487,0.227,0.074,1.975 -Sierra Leone,Sub-Saharan Africa,3.849,0.077,4.001,3.698,7.434,0.630,51.651,0.717,0.084,0.866,2.430,0.279,0.377,0.100,0.408,0.243,0.047,2.396 -India,South Asia,3.819,0.026,3.869,3.769,8.755,0.603,60.633,0.893,0.089,0.774,2.430,0.741,0.316,0.383,0.622,0.246,0.106,1.405 -Burundi,Sub-Saharan Africa,3.775,0.107,3.985,3.565,6.635,0.490,53.400,0.626,-0.024,0.607,2.430,0.000,0.062,0.155,0.298,0.172,0.212,2.876 -Yemen,Middle East and North Africa,3.658,0.070,3.794,3.521,7.578,0.832,57.122,0.602,-0.147,0.800,2.430,0.329,0.831,0.272,0.268,0.092,0.089,1.776 -Tanzania,Sub-Saharan Africa,3.623,0.071,3.762,3.485,7.876,0.702,57.999,0.833,0.183,0.577,2.430,0.433,0.540,0.300,0.549,0.307,0.231,1.263 -Haiti,Latin America and Caribbean,3.615,0.173,3.953,3.276,7.477,0.540,55.700,0.593,0.422,0.721,2.430,0.294,0.173,0.227,0.257,0.463,0.139,2.060 -Malawi,Sub-Saharan Africa,3.600,0.092,3.781,3.419,6.958,0.537,57.948,0.780,0.038,0.729,2.430,0.113,0.168,0.298,0.484,0.213,0.134,2.190 -Lesotho,Sub-Saharan Africa,3.512,0.120,3.748,3.276,7.926,0.787,48.700,0.715,-0.131,0.915,2.430,0.451,0.731,0.007,0.405,0.103,0.015,1.800 -Botswana,Sub-Saharan Africa,3.467,0.074,3.611,3.322,9.782,0.784,59.269,0.824,-0.246,0.801,2.430,1.099,0.724,0.340,0.539,0.027,0.088,0.648 -Rwanda,Sub-Saharan Africa,3.415,0.068,3.548,3.282,7.676,0.552,61.400,0.897,0.061,0.167,2.430,0.364,0.202,0.407,0.627,0.227,0.493,1.095 -Zimbabwe,Sub-Saharan Africa,3.145,0.058,3.259,3.030,7.943,0.750,56.201,0.677,-0.047,0.821,2.430,0.457,0.649,0.243,0.359,0.157,0.075,1.205 -Afghanistan,South Asia,2.523,0.038,2.596,2.449,7.695,0.463,52.493,0.382,-0.102,0.924,2.430,0.370,0.000,0.126,0.000,0.122,0.010,1.895 diff --git a/bonheur/data/Hapiness-Report.csv b/bonheur/data/Happiness-Report.csv similarity index 100% rename from bonheur/data/Hapiness-Report.csv rename to bonheur/data/Happiness-Report.csv From 5804504fa168f71e0448a635a262bedf8cb37db6 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Sat, 19 Mar 2022 09:33:02 +0100 Subject: [PATCH 14/41] feat: added another example for interpolate() and fixed plot names for plt --- bonheur/main.ipynb | 66 ++++++++++++++++++++++------------------------ 1 file changed, 31 insertions(+), 35 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index 3f14970e..b90b03e8 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 1, "id": "acef179e", "metadata": {}, "outputs": [], @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 3, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -339,7 +339,7 @@ } ], "source": [ - "df = _build_dataframe_from_csv(\"data/Hapiness-Report.csv\")\n", + "df = _build_dataframe_from_csv(\"data/Happiness-Report.csv\")\n", "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", @@ -353,7 +353,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 4, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -671,7 +671,7 @@ "" ] }, - "execution_count": 63, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, @@ -719,7 +719,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 13, "id": "302c5c16", "metadata": { "scrolled": true @@ -728,23 +728,22 @@ { "data": { "text/plain": [ - "" + "Pays\n", + "South Sudan 3.151286\n", + "Togo 3.379867\n", + "Central African Republic 3.462357\n", + "Afghanistan 3.500846\n", + "Burundi 3.513154\n", + " ... \n", + "Netherlands 7.472031\n", + "Norway 7.544933\n", + "Switzerland 7.561100\n", + "Finland 7.597767\n", + "Denmark 7.695781\n", + "Length: 166, dtype: float64" ] }, - "execution_count": 68, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], @@ -766,7 +765,7 @@ "# Continent[\"AF\"] => Continent.AF \n", " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", - "continentId = 'EU'\n", + "continentId = 'AS'\n", "continent = list(\n", " set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values)\n", " & set(dfpivot.index.values))\n", @@ -776,16 +775,13 @@ "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", "my_cmap = plt.get_cmap(\"magma\")\n", "\n", - "dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot(\n", - " kind = 'bar', \n", - " legend=False, \n", - " figsize = (20, 5), \n", - " color=my_cmap.colors)" + "#display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", + "display(dfpivot.transpose().interpolate('linear').mean().sort_values(ascending = True))" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 15, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -795,13 +791,13 @@ "" ] }, - "execution_count": 59, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", 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" ] @@ -831,13 +827,13 @@ "\n", "\n", "# Log PIB -> PIB\n", - "df[\"GDP\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"GDP\"]]\n", - "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"GDP\"]]\n", + "df[\"PIB par habitant\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", + "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", + "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", "\n", "# Display du PIB de la france et de l'allemagne\n", - "pibfr.plot(x = \"Année\", y = \"GDP\", title = \"PIB français\")\n", - "pibde.plot(x = \"Année\", y = \"GDP\", title = \"PIB allemands\")" + "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False)\n", + "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False)" ] } ], From 481b284bf9ea52b9e510effa835d48d269123e91 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Sat, 19 Mar 2022 09:34:01 +0100 Subject: [PATCH 15/41] feat: added another example for interpolate() and fixed plot names for plt --- bonheur/main.ipynb | 18 ++++-------------- 1 file changed, 4 insertions(+), 14 deletions(-) diff --git a/bonheur/main.ipynb b/bonheur/main.ipynb index b90b03e8..31516a11 100644 --- a/bonheur/main.ipynb +++ b/bonheur/main.ipynb @@ -781,20 +781,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "id": "cb65d6b6", "metadata": {}, "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -831,9 +821,9 @@ "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", "\n", - "# Display du PIB de la france et de l'allemagne\n", - "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False)\n", - "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False)" + "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", + "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", + "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" ] } ], From 7e5a8defb8ffa186344965d2ad5c8e8aa2b2fcab Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 11:52:38 +0100 Subject: [PATCH 16/41] fix: renamed file according to the requirements, added get_data file and added csv-dataframe conversion inside --- {bonheur => pdlr-mg_sujet}/assets/style.css | 0 pdlr-mg_sujet/bonheur.ipynb | 830 ++++++++++++++++++ {bonheur => pdlr-mg_sujet}/bonheur.py | 0 .../data/Countries-Continents.csv | 2 +- .../data/Happiness-Report.csv | 0 pdlr-mg_sujet/get_data.py | 29 + {bonheur => pdlr-mg_sujet}/main.ipynb | 75 +- 7 files changed, 880 insertions(+), 56 deletions(-) rename {bonheur => pdlr-mg_sujet}/assets/style.css (100%) create mode 100644 pdlr-mg_sujet/bonheur.ipynb rename {bonheur => pdlr-mg_sujet}/bonheur.py (100%) rename {bonheur => pdlr-mg_sujet}/data/Countries-Continents.csv (99%) rename {bonheur => pdlr-mg_sujet}/data/Happiness-Report.csv (100%) create mode 100644 pdlr-mg_sujet/get_data.py rename {bonheur => pdlr-mg_sujet}/main.ipynb (97%) diff --git a/bonheur/assets/style.css b/pdlr-mg_sujet/assets/style.css similarity index 100% rename from bonheur/assets/style.css rename to pdlr-mg_sujet/assets/style.css diff --git a/pdlr-mg_sujet/bonheur.ipynb b/pdlr-mg_sujet/bonheur.ipynb new file mode 100644 index 00000000..0b883ebc --- /dev/null +++ b/pdlr-mg_sujet/bonheur.ipynb @@ -0,0 +1,830 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "084bea28", + "metadata": {}, + "source": [ + "# Rapport mondial du bonheur\n", + "\n", + "Rédigé par Pierre de La Ruffie et Mathieu Guérin, basé sur les données du World Happiness Report par Gallup World Poll, aggrégées par années par Ajaypal Singh (https://www.kaggle.com/ajaypalsinghlo/world-happiness-report-2021, les métadatas du dataset : https://happiness-report.s3.amazonaws.com/2022/Appendix_1_StatiscalAppendix_Ch2.pdf).\n", + "\n", + "### Life Ladder :\n", + "\n", + "Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : \"Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?\". On appelle également cette mesure l'échelle de Cantril.\n", + "\n", + "\n", + "### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): \n", + "\n", + "Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021.\n", + "\n", + "Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP.\n", + "\n", + "\n", + "### Social Support :\n", + "\n", + "Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : \"If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not\".\n", + "\n", + "### Healthy Life expectancy at birth :\n", + "\n", + "Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset.\n", + "\n", + "\n", + "### Freedom to make life choice :\n", + "\n", + "Il s'agit de la mesure de la moyenne nationale à la question \"Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?\"\n", + "\n", + "### Generosity :\n", + "\n", + "Il s'agit de la mesure de la moyenne nationale à la question \"Have you donated mo,ey to charity in the mast month ?\". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait.\n", + "\n", + "### Perceptions of corruption :\n", + "\n", + "Il s'agit de la mesure de la moyenne nationale aux questions :\n", + "- \"Is corruption widespread throughout the government or not\"\n", + "- \"Is corruption widespread within businesses or not ?\"\n", + "En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)).\n", + "\n", + "### Positive affect :\n", + "\n", + "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", + "- \"Did you smile or laugh a lot yerterday ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?\"\n", + "- \"Did you learn or do something interesting yesterday ?\"\n", + "\n", + "\n", + "### Negative affect :\n", + "\n", + "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?\"\n", + "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", + "\n", + "\n", + "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "acef179e", + "metadata": {}, + "outputs": [], + "source": [ + "# IMPORTS NECESSAIRES\n", + "import pandas as pd\n", + "import matplotlib.cm as colormap\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "\n", + "from get_data import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0b5f21ab", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PaysAnnéeEchelle de vielog PIB par habitantSupport socialEspérance de vieLiberté de vivreGénérositéPerception de la corruptionEffets positifsEffets négatifs
0Afghanistan20083.7247.3700.45150.800.7180.1680.8820.5180.258
1Afghanistan20094.4027.5400.55251.200.6790.1900.8500.5840.237
2Afghanistan20104.7587.6470.53951.600.6000.1210.7070.6180.275
3Afghanistan20113.8327.6200.52151.920.4960.1620.7310.6110.267
4Afghanistan20123.7837.7050.52152.240.5310.2360.7760.7100.268
....................................
1944Zimbabwe20163.7357.9840.76854.400.733-0.0950.7240.7380.209
1945Zimbabwe20173.6388.0160.75455.000.753-0.0980.7510.8060.224
1946Zimbabwe20183.6168.0490.77555.600.763-0.0680.8440.7100.212
1947Zimbabwe20192.6947.9500.75956.200.632-0.0640.8310.7160.235
1948Zimbabwe20203.1607.8290.71756.800.643-0.0090.7890.7030.346
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1949 rows × 11 columns

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" + ], + "text/plain": [ + " Pays Année Echelle de vie log PIB par habitant \\\n", + "0 Afghanistan 2008 3.724 7.370 \n", + "1 Afghanistan 2009 4.402 7.540 \n", + "2 Afghanistan 2010 4.758 7.647 \n", + "3 Afghanistan 2011 3.832 7.620 \n", + "4 Afghanistan 2012 3.783 7.705 \n", + "... ... ... ... ... \n", + "1944 Zimbabwe 2016 3.735 7.984 \n", + "1945 Zimbabwe 2017 3.638 8.016 \n", + "1946 Zimbabwe 2018 3.616 8.049 \n", + "1947 Zimbabwe 2019 2.694 7.950 \n", + "1948 Zimbabwe 2020 3.160 7.829 \n", + "\n", + " Support social Espérance de vie Liberté de vivre Générosité \\\n", + "0 0.451 50.80 0.718 0.168 \n", + "1 0.552 51.20 0.679 0.190 \n", + "2 0.539 51.60 0.600 0.121 \n", + "3 0.521 51.92 0.496 0.162 \n", + "4 0.521 52.24 0.531 0.236 \n", + "... ... ... ... ... \n", + "1944 0.768 54.40 0.733 -0.095 \n", + "1945 0.754 55.00 0.753 -0.098 \n", + "1946 0.775 55.60 0.763 -0.068 \n", + "1947 0.759 56.20 0.632 -0.064 \n", + "1948 0.717 56.80 0.643 -0.009 \n", + "\n", + " Perception de la corruption Effets positifs Effets négatifs \n", + "0 0.882 0.518 0.258 \n", + "1 0.850 0.584 0.237 \n", + "2 0.707 0.618 0.275 \n", + "3 0.731 0.611 0.267 \n", + "4 0.776 0.710 0.268 \n", + "... ... ... ... \n", + "1944 0.724 0.738 0.209 \n", + "1945 0.751 0.806 0.224 \n", + "1946 0.844 0.710 0.212 \n", + "1947 0.831 0.716 0.235 \n", + "1948 0.789 0.703 0.346 \n", + "\n", + "[1949 rows x 11 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df = get_data(\"data/Happiness-Report.csv\")\n", + "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", + " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", + " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", + "columns_fr = [\"Pays\",\"Année\",\"Echelle de vie\",\"log PIB par habitant\",\"Support social\",\n", + " \"Espérance de vie\",\"Liberté de vivre\",\"Générosité\",\"Perception de la corruption\",\n", + " \"Effets positifs\",\"Effets négatifs\"]\n", + "df.columns = columns_fr\n", + "\n", + "display(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "48a930ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Année2005200620072008200920102011201220132014201520162017201820192020
Pays
AfghanistanNaNNaNNaN3.7244.4024.7583.8323.7833.5723.1313.9834.2202.6622.6942.375NaN
AlbaniaNaNNaN4.634NaN5.4855.2695.8675.5104.5514.8144.6074.5114.6405.0044.9955.365
AlgeriaNaNNaNNaNNaNNaN5.4645.3175.605NaN6.355NaN5.3415.2495.0434.745NaN
AngolaNaNNaNNaNNaNNaNNaN5.5894.3603.9373.795NaNNaNNaNNaNNaNNaN
ArgentinaNaN6.3136.0735.9616.4246.4416.7766.4686.5826.6716.6976.4276.0395.7936.0865.901
...................................................
Venezuela7.176.525NaN6.2587.1897.4786.5807.0676.5536.1365.5694.0415.0715.0065.0814.574
VietnamNaN5.2945.4225.4805.3045.2965.7675.5355.0235.0855.0765.0625.1755.2965.467NaN
YemenNaNNaN4.477NaN4.8094.3503.7464.0614.2183.9682.9833.8263.2543.0584.197NaN
ZambiaNaN4.8243.9984.7305.260NaN4.9995.0135.2444.3464.8434.3483.9334.0413.3074.838
ZimbabweNaN3.8263.2803.1744.0564.6824.8464.9554.6904.1843.7033.7353.6383.6162.6943.160
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166 rows × 16 columns

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" + ], + "text/plain": [ + "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", + "Pays \n", + "Afghanistan NaN NaN NaN 3.724 4.402 4.758 3.832 3.783 3.572 \n", + "Albania NaN NaN 4.634 NaN 5.485 5.269 5.867 5.510 4.551 \n", + "Algeria NaN NaN NaN NaN NaN 5.464 5.317 5.605 NaN \n", + "Angola NaN NaN NaN NaN NaN NaN 5.589 4.360 3.937 \n", + "Argentina NaN 6.313 6.073 5.961 6.424 6.441 6.776 6.468 6.582 \n", + "... ... ... ... ... ... ... ... ... ... \n", + "Venezuela 7.17 6.525 NaN 6.258 7.189 7.478 6.580 7.067 6.553 \n", + "Vietnam NaN 5.294 5.422 5.480 5.304 5.296 5.767 5.535 5.023 \n", + "Yemen NaN NaN 4.477 NaN 4.809 4.350 3.746 4.061 4.218 \n", + "Zambia NaN 4.824 3.998 4.730 5.260 NaN 4.999 5.013 5.244 \n", + "Zimbabwe NaN 3.826 3.280 3.174 4.056 4.682 4.846 4.955 4.690 \n", + "\n", + "Année 2014 2015 2016 2017 2018 2019 2020 \n", + "Pays \n", + "Afghanistan 3.131 3.983 4.220 2.662 2.694 2.375 NaN \n", + "Albania 4.814 4.607 4.511 4.640 5.004 4.995 5.365 \n", + "Algeria 6.355 NaN 5.341 5.249 5.043 4.745 NaN \n", + "Angola 3.795 NaN NaN NaN NaN NaN NaN \n", + "Argentina 6.671 6.697 6.427 6.039 5.793 6.086 5.901 \n", + "... ... ... ... ... ... ... ... \n", + "Venezuela 6.136 5.569 4.041 5.071 5.006 5.081 4.574 \n", + "Vietnam 5.085 5.076 5.062 5.175 5.296 5.467 NaN \n", + "Yemen 3.968 2.983 3.826 3.254 3.058 4.197 NaN \n", + "Zambia 4.346 4.843 4.348 3.933 4.041 3.307 4.838 \n", + "Zimbabwe 4.184 3.703 3.735 3.638 3.616 2.694 3.160 \n", + "\n", + "[166 rows x 16 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "years = df[\"Année\"].unique()\n", + "\n", + "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", + "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", + "display(dfpivot)\n", + "\n", + "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", + "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", + "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", + "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", + " style='.-',\n", + " title = \"Données de l'Algérie avec interpolation\");\n", + "\n", + "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "302c5c16", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Pays\n", + "South Sudan 3.151286\n", + "Togo 3.379867\n", + "Central African Republic 3.462357\n", + "Afghanistan 3.500846\n", + "Burundi 3.513154\n", + " ... \n", + "Netherlands 7.472031\n", + "Norway 7.544933\n", + "Switzerland 7.561100\n", + "Finland 7.597767\n", + "Denmark 7.695781\n", + "Length: 166, dtype: float64" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", + "countries_continents_df = get_data(\"data/Countries-Continents.csv\")\n", + "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", + "countries_continents_df.set_index(\"Pays\", inplace = True)\n", + "\n", + "from enum import Enum\n", + "class Continent(Enum):\n", + " AF = \"Africa\"\n", + " AS = \"Asia\"\n", + " EU = \"Europe\"\n", + " NA = \"North America\"\n", + " OC = \"Oceania\"\n", + " SA = \"South America\"\n", + "# Continent[\"AF\"].value => \"Africa\" \n", + "# Continent[\"AF\"] => Continent.AF \n", + " \n", + "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", + "continentId = 'AS'\n", + "continent = list(\n", + " set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values)\n", + " & set(dfpivot.index.values))\n", + "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", + "\n", + "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", + "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", + "my_cmap = plt.get_cmap(\"magma\")\n", + "\n", + "#display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", + "display(dfpivot.transpose().interpolate('linear').mean().sort_values(ascending = True))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "cb65d6b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from math import log as log\n", + "from math import exp as exp\n", + "from math import trunc as trunc\n", + "\n", + "\n", + "# Log PIB -> PIB\n", + "df[\"PIB par habitant\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", + "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", + "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", + "\n", + "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", + "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", + "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.2" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/bonheur/bonheur.py b/pdlr-mg_sujet/bonheur.py similarity index 100% rename from bonheur/bonheur.py rename to pdlr-mg_sujet/bonheur.py diff --git a/bonheur/data/Countries-Continents.csv b/pdlr-mg_sujet/data/Countries-Continents.csv similarity index 99% rename from bonheur/data/Countries-Continents.csv rename to pdlr-mg_sujet/data/Countries-Continents.csv index d0709796..fae63c54 100644 --- a/bonheur/data/Countries-Continents.csv +++ b/pdlr-mg_sujet/data/Countries-Continents.csv @@ -166,7 +166,7 @@ North America,Saint Kitts and Nevis North America,Saint Lucia North America,Saint Vincent and the Grenadines North America,Trinidad and Tobago -North America,US +North America,United States Oceania,Australia Oceania,Fiji Oceania,Kiribati diff --git a/bonheur/data/Happiness-Report.csv b/pdlr-mg_sujet/data/Happiness-Report.csv similarity index 100% rename from bonheur/data/Happiness-Report.csv rename to pdlr-mg_sujet/data/Happiness-Report.csv diff --git a/pdlr-mg_sujet/get_data.py b/pdlr-mg_sujet/get_data.py new file mode 100644 index 00000000..3d790615 --- /dev/null +++ b/pdlr-mg_sujet/get_data.py @@ -0,0 +1,29 @@ +import pandas as pd + +path_hapiness_report = "data/Happiness-Report.csv" +path_countries_continents = "data/Countries-Continents.csv" + + +# <----------------------IMPORT ET TRAITEMENT DU DATASET Happiness-Report----------------------> + +df_hr = pd.read_csv(path_hapiness_report, sep=",", encoding="UTF-8") + +# Renommage des colonnes +df_hr_col_en = ["Country name","year","Life Ladder","Log GDP per capita", + "Social support","Healthy life expectancy at birth","Freedom to make life choices", + "Generosity","Perceptions of corruption,Positive affect","Negative affect"] +df_hr_col_fr = ["Pays","Année","Echelle de vie","log PIB par habitant","Support social", + "Espérance de vie","Liberté de vivre","Générosité","Perception de la corruption", + "Effets positifs","Effets négatifs"] +df_hr.columns = df_hr_col_fr + + +# <--------------------IMPORT ET TRAITEMENT DU DATASET Countries-Continents--------------------> + +df_cc = pd.read_csv(path_countries_continents, sep=",", encoding="UTF-8") + +# Renommage des colonnes et utilisation des pays comme index (pour pouvoir utiliser df_cc["Pays"] +df_cc_col_en = ["Continents", "Countries"] +df_cc_col_fr = ["Continent", "Pays"] +df_cc.columns = df_cc_col_fr +df_cc.set_index("Pays", inplace = True) diff --git a/bonheur/main.ipynb b/pdlr-mg_sujet/main.ipynb similarity index 97% rename from bonheur/main.ipynb rename to pdlr-mg_sujet/main.ipynb index 31516a11..51784532 100644 --- a/bonheur/main.ipynb +++ b/pdlr-mg_sujet/main.ipynb @@ -75,25 +75,15 @@ "import pandas as pd\n", "import matplotlib.cm as colormap\n", "import matplotlib.pyplot as plt\n", - "import numpy as np" + "import numpy as np\n", + "\n", + "# IMPORTS DES DATASETS\n", + "from get_data import df_hr, df_cc\n" ] }, { "cell_type": "code", "execution_count": 2, - "id": "3d3e5b9a", - "metadata": {}, - "outputs": [], - "source": [ - "# FONCTION DE CONSTRUCTION DU DATASET\n", - "def _build_dataframe_from_csv(filename):\n", - " df = pd.read_csv(filename, sep=\",\", encoding=\"UTF-8\")\n", - " return df" - ] - }, - { - "cell_type": "code", - "execution_count": 3, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -339,21 +329,12 @@ } ], "source": [ - "df = _build_dataframe_from_csv(\"data/Happiness-Report.csv\")\n", - "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", - " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", - " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", - "columns_fr = [\"Pays\",\"Année\",\"Echelle de vie\",\"log PIB par habitant\",\"Support social\",\n", - " \"Espérance de vie\",\"Liberté de vivre\",\"Générosité\",\"Perception de la corruption\",\n", - " \"Effets positifs\",\"Effets négatifs\"]\n", - "df.columns = columns_fr\n", - "\n", - "display(df)" + "display(df_hr)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -665,16 +646,6 @@ "metadata": {}, "output_type": "display_data" }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, { "data": { "image/png": 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\n", @@ -701,25 +672,25 @@ } ], "source": [ - "years = df[\"Année\"].unique()\n", + "years = df_hr[\"Année\"].unique()\n", "\n", "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", - "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", + "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", "display(dfpivot)\n", "\n", "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", - "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\")\n", + "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", " style='.-',\n", - " title = \"Données de l'Algérie avec interpolation\")\n", + " title = \"Données de l'Algérie avec interpolation\");\n", "\n", - "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\")" + "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "id": "302c5c16", "metadata": { "scrolled": true @@ -748,10 +719,7 @@ } ], "source": [ - "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", - "countries_continents_df = _build_dataframe_from_csv(\"data/Countries-Continents.csv\")\n", - "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", - "countries_continents_df.set_index(\"Pays\", inplace = True)\n", + "\n", "\n", "from enum import Enum\n", "class Continent(Enum):\n", @@ -767,9 +735,9 @@ "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'AS'\n", "continent = list(\n", - " set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values)\n", + " set(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values)\n", " & set(dfpivot.index.values))\n", - "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20))\n", + "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", @@ -781,7 +749,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -811,15 +779,12 @@ } ], "source": [ - "from math import log as log\n", - "from math import exp as exp\n", - "from math import trunc as trunc\n", - "\n", + "from math import exp\n", "\n", "# Log PIB -> PIB\n", - "df[\"PIB par habitant\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", - "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", + "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", + "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", + "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", "\n", "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", From 207cc10f74cac104ddcd67f7da3779059f4ec70e Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 11:58:06 +0100 Subject: [PATCH 17/41] feat: added utils file with (for now) Union and Intersection mathematical functions --- pdlr-mg_sujet/main.ipynb | 12 +++++++----- pdlr-mg_sujet/utils.py | 9 +++++++++ 2 files changed, 16 insertions(+), 5 deletions(-) create mode 100644 pdlr-mg_sujet/utils.py diff --git a/pdlr-mg_sujet/main.ipynb b/pdlr-mg_sujet/main.ipynb index 51784532..cfccb0f7 100644 --- a/pdlr-mg_sujet/main.ipynb +++ b/pdlr-mg_sujet/main.ipynb @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "id": "acef179e", "metadata": {}, "outputs": [], @@ -78,7 +78,10 @@ "import numpy as np\n", "\n", "# IMPORTS DES DATASETS\n", - "from get_data import df_hr, df_cc\n" + "from get_data import df_hr, df_cc\n", + "\n", + "# IMPORTS DES FONCTIONS UTILS\n", + "from utils import *\n" ] }, { @@ -734,9 +737,8 @@ " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'AS'\n", - "continent = list(\n", - " set(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values)\n", - " & set(dfpivot.index.values))\n", + "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values),\n", + "dfpivot.index.values)\n", "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", diff --git a/pdlr-mg_sujet/utils.py b/pdlr-mg_sujet/utils.py new file mode 100644 index 00000000..e9411fda --- /dev/null +++ b/pdlr-mg_sujet/utils.py @@ -0,0 +1,9 @@ +import pandas as pd + +# <---------------------- MATH UTILS ----------------------> + +def Union(list1, list2): + return list(set(list1) | set(list2)) + +def Intersection(list1, list2): + return list(set(list1) & set(list2)) \ No newline at end of file From c5673a03f5406685da4bff287a4b6f3a41a17c80 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 12:06:38 +0100 Subject: [PATCH 18/41] feat: added interpolate possible for get_data --- pdlr-mg_sujet/get_data.py | 2 +- pdlr-mg_sujet/main.ipynb | 64 +++++++++++++++++++++++++++------------ 2 files changed, 45 insertions(+), 21 deletions(-) diff --git a/pdlr-mg_sujet/get_data.py b/pdlr-mg_sujet/get_data.py index 3d790615..387edda3 100644 --- a/pdlr-mg_sujet/get_data.py +++ b/pdlr-mg_sujet/get_data.py @@ -16,7 +16,7 @@ "Espérance de vie","Liberté de vivre","Générosité","Perception de la corruption", "Effets positifs","Effets négatifs"] df_hr.columns = df_hr_col_fr - +## df_hr.interpolate(method = 'linear', inplace = True) # <--------------------IMPORT ET TRAITEMENT DU DATASET Countries-Continents--------------------> diff --git a/pdlr-mg_sujet/main.ipynb b/pdlr-mg_sujet/main.ipynb index cfccb0f7..2e4b9af8 100644 --- a/pdlr-mg_sujet/main.ipynb +++ b/pdlr-mg_sujet/main.ipynb @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "id": "acef179e", "metadata": {}, "outputs": [], @@ -86,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 15, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -122,6 +122,7 @@ " Perception de la corruption\n", " Effets positifs\n", " Effets négatifs\n", + " PIB par habitant\n", " \n", " \n", " \n", @@ -138,6 +139,7 @@ " 0.882\n", " 0.518\n", " 0.258\n", + " 1587.63\n", " \n", " \n", " 1\n", @@ -152,6 +154,7 @@ " 0.850\n", " 0.584\n", " 0.237\n", + " 1881.83\n", " \n", " \n", " 2\n", @@ -166,6 +169,7 @@ " 0.707\n", " 0.618\n", " 0.275\n", + " 2094.35\n", " \n", " \n", " 3\n", @@ -180,6 +184,7 @@ " 0.731\n", " 0.611\n", " 0.267\n", + " 2038.56\n", " \n", " \n", " 4\n", @@ -194,6 +199,7 @@ " 0.776\n", " 0.710\n", " 0.268\n", + " 2219.42\n", " \n", " \n", " ...\n", @@ -208,6 +214,7 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", " 1944\n", @@ -222,6 +229,7 @@ " 0.724\n", " 0.738\n", " 0.209\n", + " 2933.64\n", " \n", " \n", " 1945\n", @@ -236,6 +244,7 @@ " 0.751\n", " 0.806\n", " 0.224\n", + " 3029.04\n", " \n", " \n", " 1946\n", @@ -250,6 +259,7 @@ " 0.844\n", " 0.710\n", " 0.212\n", + " 3130.66\n", " \n", " \n", " 1947\n", @@ -264,6 +274,7 @@ " 0.831\n", " 0.716\n", " 0.235\n", + " 2835.57\n", " \n", " \n", " 1948\n", @@ -278,10 +289,11 @@ " 0.789\n", " 0.703\n", " 0.346\n", + " 2512.42\n", " \n", " \n", "\n", - "

1949 rows × 11 columns

\n", + "

1949 rows × 12 columns

\n", "" ], "text/plain": [ @@ -311,20 +323,33 @@ "1947 0.759 56.20 0.632 -0.064 \n", "1948 0.717 56.80 0.643 -0.009 \n", "\n", - " Perception de la corruption Effets positifs Effets négatifs \n", - "0 0.882 0.518 0.258 \n", - "1 0.850 0.584 0.237 \n", - "2 0.707 0.618 0.275 \n", - "3 0.731 0.611 0.267 \n", - "4 0.776 0.710 0.268 \n", - "... ... ... ... \n", - "1944 0.724 0.738 0.209 \n", - "1945 0.751 0.806 0.224 \n", - "1946 0.844 0.710 0.212 \n", - "1947 0.831 0.716 0.235 \n", - "1948 0.789 0.703 0.346 \n", + " Perception de la corruption Effets positifs Effets négatifs \\\n", + "0 0.882 0.518 0.258 \n", + "1 0.850 0.584 0.237 \n", + "2 0.707 0.618 0.275 \n", + "3 0.731 0.611 0.267 \n", + "4 0.776 0.710 0.268 \n", + "... ... ... ... \n", + "1944 0.724 0.738 0.209 \n", + "1945 0.751 0.806 0.224 \n", + "1946 0.844 0.710 0.212 \n", + "1947 0.831 0.716 0.235 \n", + "1948 0.789 0.703 0.346 \n", + "\n", + " PIB par habitant \n", + "0 1587.63 \n", + "1 1881.83 \n", + "2 2094.35 \n", + "3 2038.56 \n", + "4 2219.42 \n", + "... ... \n", + "1944 2933.64 \n", + "1945 3029.04 \n", + "1946 3130.66 \n", + "1947 2835.57 \n", + "1948 2512.42 \n", "\n", - "[1949 rows x 11 columns]" + "[1949 rows x 12 columns]" ] }, "metadata": {}, @@ -337,7 +362,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 16, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -693,7 +718,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "id": "302c5c16", "metadata": { "scrolled": true @@ -737,8 +762,7 @@ " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'AS'\n", - "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values),\n", - "dfpivot.index.values)\n", + "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", From 5a83eaf74906395da7a36e5b7b5260f773849cb2 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 13:23:25 +0100 Subject: [PATCH 19/41] fix: renamed pdlr_mg_sujet to remove useless minus symbol --- {pdlr-mg_sujet => pdlr_mg_sujet}/assets/style.css | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/bonheur.ipynb | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/bonheur.py | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/data/Countries-Continents.csv | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/data/Happiness-Report.csv | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/get_data.py | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/main.ipynb | 0 {pdlr-mg_sujet => pdlr_mg_sujet}/utils.py | 0 8 files changed, 0 insertions(+), 0 deletions(-) rename {pdlr-mg_sujet => pdlr_mg_sujet}/assets/style.css (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/bonheur.ipynb (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/bonheur.py (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/data/Countries-Continents.csv (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/data/Happiness-Report.csv (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/get_data.py (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/main.ipynb (100%) rename {pdlr-mg_sujet => pdlr_mg_sujet}/utils.py (100%) diff --git a/pdlr-mg_sujet/assets/style.css b/pdlr_mg_sujet/assets/style.css similarity index 100% rename from pdlr-mg_sujet/assets/style.css rename to pdlr_mg_sujet/assets/style.css diff --git a/pdlr-mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb similarity index 100% rename from pdlr-mg_sujet/bonheur.ipynb rename to pdlr_mg_sujet/bonheur.ipynb diff --git a/pdlr-mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py similarity index 100% rename from pdlr-mg_sujet/bonheur.py rename to pdlr_mg_sujet/bonheur.py diff --git a/pdlr-mg_sujet/data/Countries-Continents.csv b/pdlr_mg_sujet/data/Countries-Continents.csv similarity index 100% rename from pdlr-mg_sujet/data/Countries-Continents.csv rename to pdlr_mg_sujet/data/Countries-Continents.csv diff --git a/pdlr-mg_sujet/data/Happiness-Report.csv b/pdlr_mg_sujet/data/Happiness-Report.csv similarity index 100% rename from pdlr-mg_sujet/data/Happiness-Report.csv rename to pdlr_mg_sujet/data/Happiness-Report.csv diff --git a/pdlr-mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py similarity index 100% rename from pdlr-mg_sujet/get_data.py rename to pdlr_mg_sujet/get_data.py diff --git a/pdlr-mg_sujet/main.ipynb b/pdlr_mg_sujet/main.ipynb similarity index 100% rename from pdlr-mg_sujet/main.ipynb rename to pdlr_mg_sujet/main.ipynb diff --git a/pdlr-mg_sujet/utils.py b/pdlr_mg_sujet/utils.py similarity index 100% rename from pdlr-mg_sujet/utils.py rename to pdlr_mg_sujet/utils.py From e51749dc74cd2edc7c4c75fbf28743d2648e0f1a Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 13:23:41 +0100 Subject: [PATCH 20/41] fix: fixed import crashing because of rename --- delta.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/delta.py b/delta.py index 21316c4c..479c9c71 100644 --- a/delta.py +++ b/delta.py @@ -4,7 +4,7 @@ from energies import energies from population import population from deces import deces -from bonheur import bonheur +from pdlr_mg_sujet import bonheur # external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css'] From 292563a6a80e8899358186664d2a3b6c85ffb6f1 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 13:27:11 +0100 Subject: [PATCH 21/41] fix: removed doubled main.ipynb --- pdlr_mg_sujet/main.ipynb | 842 --------------------------------------- 1 file changed, 842 deletions(-) delete mode 100644 pdlr_mg_sujet/main.ipynb diff --git a/pdlr_mg_sujet/main.ipynb b/pdlr_mg_sujet/main.ipynb deleted file mode 100644 index 2e4b9af8..00000000 --- a/pdlr_mg_sujet/main.ipynb +++ /dev/null @@ -1,842 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "084bea28", - "metadata": {}, - "source": [ - "# Rapport mondial du bonheur\n", - "\n", - "Rédigé par Pierre de La Ruffie et Mathieu Guérin, basé sur les données du World Happiness Report par Gallup World Poll, aggrégées par années par Ajaypal Singh (https://www.kaggle.com/ajaypalsinghlo/world-happiness-report-2021, les métadatas du dataset : https://happiness-report.s3.amazonaws.com/2022/Appendix_1_StatiscalAppendix_Ch2.pdf).\n", - "\n", - "### Life Ladder :\n", - "\n", - "Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : \"Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?\". On appelle également cette mesure l'échelle de Cantril.\n", - "\n", - "\n", - "### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): \n", - "\n", - "Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021.\n", - "\n", - "Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP.\n", - "\n", - "\n", - "### Social Support :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : \"If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not\".\n", - "\n", - "### Healthy Life expectancy at birth :\n", - "\n", - "Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset.\n", - "\n", - "\n", - "### Freedom to make life choice :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question \"Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?\"\n", - "\n", - "### Generosity :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question \"Have you donated mo,ey to charity in the mast month ?\". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait.\n", - "\n", - "### Perceptions of corruption :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale aux questions :\n", - "- \"Is corruption widespread throughout the government or not\"\n", - "- \"Is corruption widespread within businesses or not ?\"\n", - "En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)).\n", - "\n", - "### Positive affect :\n", - "\n", - "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", - "- \"Did you smile or laugh a lot yerterday ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?\"\n", - "- \"Did you learn or do something interesting yesterday ?\"\n", - "\n", - "\n", - "### Negative affect :\n", - "\n", - "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", - "\n", - "\n", - "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "acef179e", - "metadata": {}, - "outputs": [], - "source": [ - "# IMPORTS NECESSAIRES\n", - "import pandas as pd\n", - "import matplotlib.cm as colormap\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "# IMPORTS DES DATASETS\n", - "from get_data import df_hr, df_cc\n", - "\n", - "# IMPORTS DES FONCTIONS UTILS\n", - "from utils import *\n" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "0b5f21ab", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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PaysAnnéeEchelle de vielog PIB par habitantSupport socialEspérance de vieLiberté de vivreGénérositéPerception de la corruptionEffets positifsEffets négatifsPIB par habitant
0Afghanistan20083.7247.3700.45150.800.7180.1680.8820.5180.2581587.63
1Afghanistan20094.4027.5400.55251.200.6790.1900.8500.5840.2371881.83
2Afghanistan20104.7587.6470.53951.600.6000.1210.7070.6180.2752094.35
3Afghanistan20113.8327.6200.52151.920.4960.1620.7310.6110.2672038.56
4Afghanistan20123.7837.7050.52152.240.5310.2360.7760.7100.2682219.42
.......................................
1944Zimbabwe20163.7357.9840.76854.400.733-0.0950.7240.7380.2092933.64
1945Zimbabwe20173.6388.0160.75455.000.753-0.0980.7510.8060.2243029.04
1946Zimbabwe20183.6168.0490.77555.600.763-0.0680.8440.7100.2123130.66
1947Zimbabwe20192.6947.9500.75956.200.632-0.0640.8310.7160.2352835.57
1948Zimbabwe20203.1607.8290.71756.800.643-0.0090.7890.7030.3462512.42
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1949 rows × 12 columns

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" - ], - "text/plain": [ - " Pays Année Echelle de vie log PIB par habitant \\\n", - "0 Afghanistan 2008 3.724 7.370 \n", - "1 Afghanistan 2009 4.402 7.540 \n", - "2 Afghanistan 2010 4.758 7.647 \n", - "3 Afghanistan 2011 3.832 7.620 \n", - "4 Afghanistan 2012 3.783 7.705 \n", - "... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 \n", - "1945 Zimbabwe 2017 3.638 8.016 \n", - "1946 Zimbabwe 2018 3.616 8.049 \n", - "1947 Zimbabwe 2019 2.694 7.950 \n", - "1948 Zimbabwe 2020 3.160 7.829 \n", - "\n", - " Support social Espérance de vie Liberté de vivre Générosité \\\n", - "0 0.451 50.80 0.718 0.168 \n", - "1 0.552 51.20 0.679 0.190 \n", - "2 0.539 51.60 0.600 0.121 \n", - "3 0.521 51.92 0.496 0.162 \n", - "4 0.521 52.24 0.531 0.236 \n", - "... ... ... ... ... \n", - "1944 0.768 54.40 0.733 -0.095 \n", - "1945 0.754 55.00 0.753 -0.098 \n", - "1946 0.775 55.60 0.763 -0.068 \n", - "1947 0.759 56.20 0.632 -0.064 \n", - "1948 0.717 56.80 0.643 -0.009 \n", - "\n", - " Perception de la corruption Effets positifs Effets négatifs \\\n", - "0 0.882 0.518 0.258 \n", - "1 0.850 0.584 0.237 \n", - "2 0.707 0.618 0.275 \n", - "3 0.731 0.611 0.267 \n", - "4 0.776 0.710 0.268 \n", - "... ... ... ... \n", - "1944 0.724 0.738 0.209 \n", - "1945 0.751 0.806 0.224 \n", - "1946 0.844 0.710 0.212 \n", - "1947 0.831 0.716 0.235 \n", - "1948 0.789 0.703 0.346 \n", - "\n", - " PIB par habitant \n", - "0 1587.63 \n", - "1 1881.83 \n", - "2 2094.35 \n", - "3 2038.56 \n", - "4 2219.42 \n", - "... ... \n", - "1944 2933.64 \n", - "1945 3029.04 \n", - "1946 3130.66 \n", - "1947 2835.57 \n", - "1948 2512.42 \n", - "\n", - "[1949 rows x 12 columns]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(df_hr)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "48a930ba", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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Année2005200620072008200920102011201220132014201520162017201820192020
Pays
AfghanistanNaNNaNNaN3.7244.4024.7583.8323.7833.5723.1313.9834.2202.6622.6942.375NaN
AlbaniaNaNNaN4.634NaN5.4855.2695.8675.5104.5514.8144.6074.5114.6405.0044.9955.365
AlgeriaNaNNaNNaNNaNNaN5.4645.3175.605NaN6.355NaN5.3415.2495.0434.745NaN
AngolaNaNNaNNaNNaNNaNNaN5.5894.3603.9373.795NaNNaNNaNNaNNaNNaN
ArgentinaNaN6.3136.0735.9616.4246.4416.7766.4686.5826.6716.6976.4276.0395.7936.0865.901
...................................................
Venezuela7.176.525NaN6.2587.1897.4786.5807.0676.5536.1365.5694.0415.0715.0065.0814.574
VietnamNaN5.2945.4225.4805.3045.2965.7675.5355.0235.0855.0765.0625.1755.2965.467NaN
YemenNaNNaN4.477NaN4.8094.3503.7464.0614.2183.9682.9833.8263.2543.0584.197NaN
ZambiaNaN4.8243.9984.7305.260NaN4.9995.0135.2444.3464.8434.3483.9334.0413.3074.838
ZimbabweNaN3.8263.2803.1744.0564.6824.8464.9554.6904.1843.7033.7353.6383.6162.6943.160
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166 rows × 16 columns

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" - ], - "text/plain": [ - "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", - "Pays \n", - "Afghanistan NaN NaN NaN 3.724 4.402 4.758 3.832 3.783 3.572 \n", - "Albania NaN NaN 4.634 NaN 5.485 5.269 5.867 5.510 4.551 \n", - "Algeria NaN NaN NaN NaN NaN 5.464 5.317 5.605 NaN \n", - "Angola NaN NaN NaN NaN NaN NaN 5.589 4.360 3.937 \n", - "Argentina NaN 6.313 6.073 5.961 6.424 6.441 6.776 6.468 6.582 \n", - "... ... ... ... ... ... ... ... ... ... \n", - "Venezuela 7.17 6.525 NaN 6.258 7.189 7.478 6.580 7.067 6.553 \n", - "Vietnam NaN 5.294 5.422 5.480 5.304 5.296 5.767 5.535 5.023 \n", - "Yemen NaN NaN 4.477 NaN 4.809 4.350 3.746 4.061 4.218 \n", - "Zambia NaN 4.824 3.998 4.730 5.260 NaN 4.999 5.013 5.244 \n", - "Zimbabwe NaN 3.826 3.280 3.174 4.056 4.682 4.846 4.955 4.690 \n", - "\n", - "Année 2014 2015 2016 2017 2018 2019 2020 \n", - "Pays \n", - "Afghanistan 3.131 3.983 4.220 2.662 2.694 2.375 NaN \n", - "Albania 4.814 4.607 4.511 4.640 5.004 4.995 5.365 \n", - "Algeria 6.355 NaN 5.341 5.249 5.043 4.745 NaN \n", - "Angola 3.795 NaN NaN NaN NaN NaN NaN \n", - "Argentina 6.671 6.697 6.427 6.039 5.793 6.086 5.901 \n", - "... ... ... ... ... ... ... ... \n", - "Venezuela 6.136 5.569 4.041 5.071 5.006 5.081 4.574 \n", - "Vietnam 5.085 5.076 5.062 5.175 5.296 5.467 NaN \n", - "Yemen 3.968 2.983 3.826 3.254 3.058 4.197 NaN \n", - "Zambia 4.346 4.843 4.348 3.933 4.041 3.307 4.838 \n", - "Zimbabwe 4.184 3.703 3.735 3.638 3.616 2.694 3.160 \n", - "\n", - "[166 rows x 16 columns]" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "years = df_hr[\"Année\"].unique()\n", - "\n", - "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", - "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", - "display(dfpivot)\n", - "\n", - "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", - "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", - "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", - "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", - " style='.-',\n", - " title = \"Données de l'Algérie avec interpolation\");\n", - "\n", - "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "302c5c16", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "text/plain": [ - "Pays\n", - "South Sudan 3.151286\n", - "Togo 3.379867\n", - "Central African Republic 3.462357\n", - "Afghanistan 3.500846\n", - "Burundi 3.513154\n", - " ... \n", - "Netherlands 7.472031\n", - "Norway 7.544933\n", - "Switzerland 7.561100\n", - "Finland 7.597767\n", - "Denmark 7.695781\n", - "Length: 166, dtype: float64" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "\n", - "from enum import Enum\n", - "class Continent(Enum):\n", - " AF = \"Africa\"\n", - " AS = \"Asia\"\n", - " EU = \"Europe\"\n", - " NA = \"North America\"\n", - " OC = \"Oceania\"\n", - " SA = \"South America\"\n", - "# Continent[\"AF\"].value => \"Africa\" \n", - "# Continent[\"AF\"] => Continent.AF \n", - " \n", - "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", - "continentId = 'AS'\n", - "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", - "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", - "\n", - "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", - "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", - "my_cmap = plt.get_cmap(\"magma\")\n", - "\n", - "#display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", - "display(dfpivot.transpose().interpolate('linear').mean().sort_values(ascending = True))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "cb65d6b6", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "from math import exp\n", - "\n", - "# Log PIB -> PIB\n", - "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", - "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", - "\n", - "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", - "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", - "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.2" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} From f1994df4ab6b0adba06b4e610048aa42cb9821f2 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 13:49:35 +0100 Subject: [PATCH 22/41] fix: fixed git problems --- pdlr_mg_sujet/bonheur.ipynb | 28 +++++++++------------------- 1 file changed, 9 insertions(+), 19 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index 0b883ebc..fc78e7cf 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 3, "id": "acef179e", "metadata": {}, "outputs": [], @@ -77,12 +77,14 @@ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", - "from get_data import get_data" + "from utils import *\n", + "\n", + "from get_data import df_hr, df_cc" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -328,21 +330,12 @@ } ], "source": [ - "df = get_data(\"data/Happiness-Report.csv\")\n", - "columns_en = [\"Country name\",\"year\",\"Life Ladder\",\"Log GDP per capita\",\n", - " \"Social support\",\"Healthy life expectancy at birth\",\"Freedom to make life choices\",\n", - " \"Generosity\",\"Perceptions of corruption,Positive affect\",\"Negative affect\"]\n", - "columns_fr = [\"Pays\",\"Année\",\"Echelle de vie\",\"log PIB par habitant\",\"Support social\",\n", - " \"Espérance de vie\",\"Liberté de vivre\",\"Générosité\",\"Perception de la corruption\",\n", - " \"Effets positifs\",\"Effets négatifs\"]\n", - "df.columns = columns_fr\n", - "\n", - "display(df)" + "display(df_hr)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -680,10 +673,10 @@ } ], "source": [ - "years = df[\"Année\"].unique()\n", + "years = df_hr[\"Année\"].unique()\n", "\n", "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", - "dfpivot = df.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", + "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", "display(dfpivot)\n", "\n", "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", @@ -728,9 +721,6 @@ ], "source": [ "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", - "countries_continents_df = get_data(\"data/Countries-Continents.csv\")\n", - "countries_continents_df.columns = [\"Continent\", \"Pays\"]\n", - "countries_continents_df.set_index(\"Pays\", inplace = True)\n", "\n", "from enum import Enum\n", "class Continent(Enum):\n", From c3995b6b7ecb20168054a2a4804096bbae4370c1 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 14:16:10 +0100 Subject: [PATCH 23/41] fix: fixed import issues --- pdlr_mg_sujet/bonheur.ipynb | 16 ++- pdlr_mg_sujet/bonheur.py | 209 ++++-------------------------------- pdlr_mg_sujet/get_data.py | 8 +- 3 files changed, 32 insertions(+), 201 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index fc78e7cf..a7e8ab03 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 6, "id": "acef179e", "metadata": {}, "outputs": [], @@ -691,7 +691,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "id": "302c5c16", "metadata": { "scrolled": true @@ -735,9 +735,7 @@ " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", "continentId = 'AS'\n", - "continent = list(\n", - " set(countries_continents_df[countries_continents_df[\"Continent\"] == Continent[continentId].value].index.values)\n", - " & set(dfpivot.index.values))\n", + "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", @@ -750,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "id": "cb65d6b6", "metadata": {}, "outputs": [ @@ -786,9 +784,9 @@ "\n", "\n", "# Log PIB -> PIB\n", - "df[\"PIB par habitant\"] = df.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df[df[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", - "pibde = df[df[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", + "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", + "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", + "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", "\n", "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 1671bd61..b65eec78 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -1,210 +1,39 @@ -import sys -import dash -import flask -from dash import dcc -from dash import html +import sys, os +import dash, flask + +from dash import dcc, html + import pandas as pd import numpy as np + import plotly.graph_objs as go import plotly.express as px -import dateutil as du - -class Bonheur(): - - - def _build_dataframe_from_csv(filename): - df = pd.read_csv(filename, sep=",", encoding="latin1", skiprows=[0,1,3], header=None) - - - - - - - - - - - - - +import dateutil as du +# Manipulation du path pour ajouter le chemin relatif et +# empecher des erreurs peu importe le chemin de la source +sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) +from get_data import df_hr, df_cc - - - - # // ----------------------------- - mois = {'janv':1, 'févr':2, 'mars':3, 'avr':4, 'mai':5, 'juin':6, 'juil':7, 'août':8, 'sept':9, 'oct':10, 'nov':11, 'déc':12} - - quoi = {"Prix d'une tonne de propane":[1000, 'Propane'], "Bouteille de butane de 13 kg":[13, 'Butane'], - "100 litres de FOD au tarif C1":[100, 'Fioul'], "Un litre d'essence ordinaire":[1, 'Essence'], - "Un litre de super carburant ARS":[1, 'Essence'], "Un litre de super sans plomb 95":[1, 'Essence'], - "Un litre de super sans plomb 98":[1, 'Essence'], "Un litre de gazole":[1, 'Gazole'], - "Un litre de GPLc":[1, 'GPL'], "1 kWh (contrat 3 kW)":[1, 'Electricité'], "1 kWh (contrat 9 kW)":[1, 'Electricité'], - "Une tonne de granulés de bois en vrac":[1000*4.8, 'Electricité'], "100 kWh PCI de bois en vrac":[100, 'Electricité']} - - densité = {'Essence':0.75, 'Gazole':0.85, 'Fioul':0.85, 'GPL':0.55} # kg / l - - # https://fr.wikipedia.org/wiki/Pouvoir_calorifique - calor = {'Essence':47.3, 'Gazole':44.8, 'Fioul':42.6, 'Propane':50.35, 'Butane':49.51, 'GPL':46, 'Bois':15, 'Charbon':20 , - 'Electricité':3.6} # en MJ / kg sauf électicité en MJ / kWh - - def _conv_date(d): - ma = d.split('-') # coupe la chaine au - et ainsi ma[0] est le mois et ma[1] l'année - return du.parser.parse(f"15-{Bonheur.mois[ma[0].lower()]}-{ma[1]}") # parfois le mois a une majuscule d'où lower() - - def _make_dataframe_from_pegase(filename): - df = pd.read_csv(filename, sep=";", encoding="latin1", skiprows=[0,1,3], header=None) - df = df.set_index(0).T - df['date'] = df['Période'].apply(Bonheur._conv_date) - df = df.set_index('date') - df.drop(columns=['Période'], inplace=True) - df = df.replace('-', np.nan).astype('float64') - return df - +class Bonheur(): + + + def __init__(self, application = None): - bois = Bonheur._make_dataframe_from_pegase("data/pegase_prix_bois_particulier.csv") - petrole = Bonheur._make_dataframe_from_pegase("data/pegase_prix_petrole_particulier.csv") - - bois.drop(columns=['Une tonne de granulés de bois en sacs', '100 kWh PCI de bois en sacs'], inplace=True) - petrole.drop(columns=["Tarif d'une tonne de propane en citerne","100 kWh PCI de propane en citerne", "100 kWh PCS de propane", - "Un litre d'essence ordinaire", - "100 kWh PCI de propane", "100 kWh PCI de FOD au tarif C1"], inplace=True) # doublons - - electricite = pd.read_csv('data/prix_reglemente_electricite.csv', sep=';', decimal=',', parse_dates=['DATE_DEBUT']) - electricite = electricite.set_index(['P_SOUSCRITE',"DATE_DEBUT"]) - electricite.drop(columns=['DATE_FIN', 'PART_FIXE_HT', 'PART_FIXE_TTC', 'PART_VARIABLE_HT'], inplace=True) - electricite.dropna(inplace=True) - electricite = electricite.unstack().T.reset_index(0, drop=True) - electricite = electricite.rename(columns={i:f"1 kWh (contrat {i:.0f} kW)" for i in electricite.columns}) - duration = pd.DatetimeIndex(electricite.index.values) - new_index = pd.DatetimeIndex([f"{y}-{m:02d}-15" for y in range(duration[0].year, duration[-1].year+1) for m in range(1,13)]) - electricite = electricite.reindex(np.concatenate([electricite.index.values , new_index.values])) - electricite.sort_index(inplace=True) - electricite = electricite.fillna(method='ffill') - electricite = electricite.loc[new_index] - electricite = electricite.reindex(bois.index) - electricite.drop(columns=["1 kWh (contrat 6 kW)", "1 kWh (contrat 12 kW)", "1 kWh (contrat 15 kW)"], inplace=True) - - self.petrole = petrole - self.energie = pd.concat([petrole, bois, electricite]) - self.years =np.arange(petrole.index.min().year, petrole.index.max().year+1) + self.df = df_hr + - self.main_layout = html.Div(children=[ - html.H3(children='Évolution des prix de différentes énergies en France'), - html.Div([ dcc.Graph(id='nrg-main-graph-1'), ], style={'width':'100%', }), - html.Div([ - html.Div([ html.Div('Prix'), - dcc.RadioItems( - id='nrg-price-type', - options=[{'label':'Absolu', 'value':0}, - {'label':'Équivalent J','value':1}, - {'label':'Relatif : 1 en ','value':2}], - value=1, - labelStyle={'display':'block'}, - ) - ], style={'width': '9em'} ), - html.Div([ html.Div('Mois ref.'), - dcc.Dropdown( - id='nrg-which-month-1', - options=[{'label': i, 'value': Bonheur.mois[i]} for i in Bonheur.mois], - value=1, - disabled=True, - ), - ], style={'width': '6em', 'padding':'2em 0px 0px 0px'}), # bas D haut G - html.Div([ html.Div('Annee ref.'), - dcc.Dropdown( - id='nrg-which-year-1', - options=[{'label': i, 'value': i} for i in self.years], - value=2000, - disabled=True, - ), - ], style={'width': '6em', 'padding':'2em 0px 0px 0px'} ), - html.Div(style={'width':'2em'}), - html.Div([ html.Div('Échelle en y'), - dcc.RadioItems( - id='nrg-xaxis-type', - options=[{'label': i, 'value': i} for i in ['Linéaire', 'Logarithmique']], - value='Logarithmique', - labelStyle={'display':'block'}, - ) - ], style={'width': '15em', 'margin':"0px 0px 0px 40px"} ), # bas D haut G - ], style={ - 'padding': '10px 50px', - 'display':'flex', - 'flexDirection':'row', - 'justifyContent':'flex-start', - }), - html.Br(), - dcc.Markdown(""" - Le graphique est interactif. En passant la souris sur les courbes vous avez une infobulle. - En cliquant ou double-cliquant sur les lignes de la légende, vous choisissez les courbes à afficher. - - Notes : - * FOD est le fioul domestique. - * Pour les prix relatifs, seules les énergies fossiles sont prises en compte par manque de données pour les autres. - * Sources : - * [base Pégase](http://developpement-durable.bsocom.fr/Statistiques/) du ministère du développement durable - * [tarifs réglementés de l'électricité](https://www.data.gouv.fr/en/datasets/historique-des-tarifs-reglementes-de-vente-delectricite-pour-les-consommateurs-residentiels/) sur data.gouv.fr - """) - ], style={ - 'backgroundColor': 'white', - 'padding': '10px 50px 10px 50px', - } - ) + + self.main_layout = html.Div() if application: self.app = application - # application should have its own layout and use self.main_layout as a page or in a component else: self.app = dash.Dash(__name__) self.app.layout = self.main_layout - self.app.callback( - dash.dependencies.Output('nrg-main-graph-1', 'figure'), - [ dash.dependencies.Input('nrg-price-type', 'value'), - dash.dependencies.Input('nrg-which-month-1', 'value'), - dash.dependencies.Input('nrg-which-year-1', 'value'), - dash.dependencies.Input('nrg-xaxis-type', 'value')])(self.update_graph) - self.app.callback( - [ dash.dependencies.Output('nrg-which-month-1', 'disabled'), - dash.dependencies.Output('nrg-which-year-1', 'disabled')], - dash.dependencies.Input('nrg-price-type', 'value') )(self.disable_month_year) - - def update_graph(self, price_type, month, year, xaxis_type): - if price_type == 0 or month == None or year == None: - df = self.energie - elif price_type == 1: - df = self.energie.copy() - for c in df.columns: - alias = Bonheur.quoi[c][1] - try: - df[c] = df[c] / (Bonheur.quoi[c][0] * Bonheur.densité[alias] * Bonheur.calor[alias]) - except: # l'unité est déjà en kg et donc densité n'existe pas - df[c] = df[c] / (Bonheur.quoi[c][0] * Bonheur.calor[alias]) - else: - df = self.petrole.copy() - df /= df.loc[f"{year}-{month}-15"] - fig = px.line(df[df.columns[0]], template='plotly_white') - for c in df.columns[1:]: - fig.add_scatter(x = df.index, y=df[c], mode='lines', name=c, text=c, hoverinfo='x+y+text') - ytitle = ['Prix en €', 'Prix en € pour 1 mégajoule', 'Prix relative (sans unité)'] - fig.update_layout( - #title = 'Évolution des prix de différentes énergies', - yaxis = dict( title = ytitle[price_type], - type= 'linear' if xaxis_type == 'Linéaire' else 'log',), - height=450, - hovermode='closest', - legend = {'title': 'Énergie'}, - ) - return fig - def disable_month_year(self, price_type): - if price_type == 2: - return False, False - else: - return True, True - if __name__ == '__main__': nrg = Bonheur() nrg.app.run_server(debug=True, port=8051) diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py index 387edda3..093de69d 100644 --- a/pdlr_mg_sujet/get_data.py +++ b/pdlr_mg_sujet/get_data.py @@ -1,7 +1,11 @@ +import os import pandas as pd -path_hapiness_report = "data/Happiness-Report.csv" -path_countries_continents = "data/Countries-Continents.csv" + +abs_path = os.path.dirname(os.path.realpath(__file__)) + "/" + +path_hapiness_report = abs_path + "data/Happiness-Report.csv" +path_countries_continents = abs_path + "data/Countries-Continents.csv" # <----------------------IMPORT ET TRAITEMENT DU DATASET Happiness-Report----------------------> From e20108ab9c129c1288b297a1a858e6288e0d1528 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 17:44:30 +0100 Subject: [PATCH 24/41] feat: added a bunch of things --- pdlr_mg_sujet/bonheur.ipynb | 471 ++++++++++++++++++-- pdlr_mg_sujet/bonheur.py | 73 ++- pdlr_mg_sujet/data/Countries-Continents.csv | 22 +- pdlr_mg_sujet/get_data.py | 30 +- 4 files changed, 537 insertions(+), 59 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index a7e8ab03..d66c434d 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -61,12 +61,14 @@ "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", "\n", "\n", - "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*" + "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*\n", + "\n", + "Le dataset Countries Continent a été légèrement modifié pour pouvoir englober tout les pays (notamment les pays non-reconnus)." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "id": "acef179e", "metadata": {}, "outputs": [], @@ -84,7 +86,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "0b5f21ab", "metadata": {}, "outputs": [ @@ -110,6 +112,7 @@ " \n", " \n", " Pays\n", + " Continent\n", " Année\n", " Echelle de vie\n", " log PIB par habitant\n", @@ -126,6 +129,7 @@ " \n", " 0\n", " Afghanistan\n", + " Asia\n", " 2008\n", " 3.724\n", " 7.370\n", @@ -140,6 +144,7 @@ " \n", " 1\n", " Afghanistan\n", + " Asia\n", " 2009\n", " 4.402\n", " 7.540\n", @@ -154,6 +159,7 @@ " \n", " 2\n", " Afghanistan\n", + " Asia\n", " 2010\n", " 4.758\n", " 7.647\n", @@ -168,6 +174,7 @@ " \n", " 3\n", " Afghanistan\n", + " Asia\n", " 2011\n", " 3.832\n", " 7.620\n", @@ -182,6 +189,7 @@ " \n", " 4\n", " Afghanistan\n", + " Asia\n", " 2012\n", " 3.783\n", " 7.705\n", @@ -206,10 +214,12 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", " 1944\n", " Zimbabwe\n", + " Africa\n", " 2016\n", " 3.735\n", " 7.984\n", @@ -224,6 +234,7 @@ " \n", " 1945\n", " Zimbabwe\n", + " Africa\n", " 2017\n", " 3.638\n", " 8.016\n", @@ -238,6 +249,7 @@ " \n", " 1946\n", " Zimbabwe\n", + " Africa\n", " 2018\n", " 3.616\n", " 8.049\n", @@ -252,6 +264,7 @@ " \n", " 1947\n", " Zimbabwe\n", + " Africa\n", " 2019\n", " 2.694\n", " 7.950\n", @@ -266,6 +279,7 @@ " \n", " 1948\n", " Zimbabwe\n", + " Africa\n", " 2020\n", " 3.160\n", " 7.829\n", @@ -279,22 +293,22 @@ " \n", " \n", "\n", - "

1949 rows × 11 columns

\n", + "

1949 rows × 12 columns

\n", "" ], "text/plain": [ - " Pays Année Echelle de vie log PIB par habitant \\\n", - "0 Afghanistan 2008 3.724 7.370 \n", - "1 Afghanistan 2009 4.402 7.540 \n", - "2 Afghanistan 2010 4.758 7.647 \n", - "3 Afghanistan 2011 3.832 7.620 \n", - "4 Afghanistan 2012 3.783 7.705 \n", - "... ... ... ... ... \n", - "1944 Zimbabwe 2016 3.735 7.984 \n", - "1945 Zimbabwe 2017 3.638 8.016 \n", - "1946 Zimbabwe 2018 3.616 8.049 \n", - "1947 Zimbabwe 2019 2.694 7.950 \n", - "1948 Zimbabwe 2020 3.160 7.829 \n", + " Pays Continent Année Echelle de vie log PIB par habitant \\\n", + "0 Afghanistan Asia 2008 3.724 7.370 \n", + "1 Afghanistan Asia 2009 4.402 7.540 \n", + "2 Afghanistan Asia 2010 4.758 7.647 \n", + "3 Afghanistan Asia 2011 3.832 7.620 \n", + "4 Afghanistan Asia 2012 3.783 7.705 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe Africa 2016 3.735 7.984 \n", + "1945 Zimbabwe Africa 2017 3.638 8.016 \n", + "1946 Zimbabwe Africa 2018 3.616 8.049 \n", + "1947 Zimbabwe Africa 2019 2.694 7.950 \n", + "1948 Zimbabwe Africa 2020 3.160 7.829 \n", "\n", " Support social Espérance de vie Liberté de vivre Générosité \\\n", "0 0.451 50.80 0.718 0.168 \n", @@ -322,7 +336,7 @@ "1947 0.831 0.716 0.235 \n", "1948 0.789 0.703 0.346 \n", "\n", - "[1949 rows x 11 columns]" + "[1949 rows x 12 columns]" ] }, "metadata": {}, @@ -335,7 +349,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "48a930ba", "metadata": {}, "outputs": [ @@ -701,22 +715,67 @@ "data": { "text/plain": [ "Pays\n", - "South Sudan 3.151286\n", - "Togo 3.379867\n", - "Central African Republic 3.462357\n", - "Afghanistan 3.500846\n", - "Burundi 3.513154\n", - " ... \n", - "Netherlands 7.472031\n", - "Norway 7.544933\n", - "Switzerland 7.561100\n", - "Finland 7.597767\n", - "Denmark 7.695781\n", - "Length: 166, dtype: float64" + "Denmark 7.695781\n", + "Finland 7.597767\n", + "Switzerland 7.561100\n", + "Norway 7.544933\n", + "Netherlands 7.472031\n", + "Iceland 7.407269\n", + "Sweden 7.365656\n", + "Austria 7.236167\n", + "Ireland 7.086933\n", + "Luxembourg 7.076917\n", + "Belgium 6.997938\n", + "United Kingdom 6.916062\n", + "Germany 6.822844\n", + "France 6.677531\n", + "Czech Republic 6.580375\n", + "Spain 6.545000\n", + "Malta 6.394333\n", + "Italy 6.312125\n", + "Cyprus 6.162333\n", + "Slovenia 6.022533\n", + "Slovakia 5.982833\n", + "Poland 5.911094\n", + "Lithuania 5.825867\n", + "Kosovo 5.672571\n", + "Greece 5.648031\n", + "North Cyprus 5.638389\n", + "Croatia 5.627929\n", + "Moldova 5.613533\n", + "Estonia 5.611700\n", + "Belarus 5.587733\n", + "Romania 5.535531\n", + "Portugal 5.447000\n", + "Latvia 5.386600\n", + "Montenegro 5.289393\n", + "Hungary 5.268406\n", + "Serbia 5.196643\n", + "Bosnia and Herzegovina 5.172250\n", + "Albania 5.022250\n", + "Azerbaijan 4.956467\n", + "North Macedonia 4.882571\n", + "Ukraine 4.767467\n", + "Armenia 4.578533\n", + "Bulgaria 4.474643\n", + "Georgia 4.282000\n", + "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -734,16 +793,16 @@ "# Continent[\"AF\"] => Continent.AF \n", " \n", "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", - "continentId = 'AS'\n", + "continentId = 'EU'\n", "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", - "#dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", + "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", "\n", "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", "my_cmap = plt.get_cmap(\"magma\")\n", "\n", - "#display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", - "display(dfpivot.transpose().interpolate('linear').mean().sort_values(ascending = True))" + "display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", + "#display(dfpivot.transpose().interpolate('linear'))" ] }, { @@ -792,6 +851,350 @@ "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "58227842", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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PaysContinentAnnéeEchelle de vielog PIB par habitantSupport socialEspérance de vieLiberté de vivreGénérositéPerception de la corruptionEffets positifsEffets négatifsPIB par habitant
0AfghanistanAsia20083.7247.3700.45150.800.7180.1680.8820.5180.2581587.63
1AfghanistanAsia20094.4027.5400.55251.200.6790.1900.8500.5840.2371881.83
2AfghanistanAsia20104.7587.6470.53951.600.6000.1210.7070.6180.2752094.35
3AfghanistanAsia20113.8327.6200.52151.920.4960.1620.7310.6110.2672038.56
4AfghanistanAsia20123.7837.7050.52152.240.5310.2360.7760.7100.2682219.42
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1944ZimbabweAfrica20163.7357.9840.76854.400.733-0.0950.7240.7380.2092933.64
1945ZimbabweAfrica20173.6388.0160.75455.000.753-0.0980.7510.8060.2243029.04
1946ZimbabweAfrica20183.6168.0490.77555.600.763-0.0680.8440.7100.2123130.66
1947ZimbabweAfrica20192.6947.9500.75956.200.632-0.0640.8310.7160.2352835.57
1948ZimbabweAfrica20203.1607.8290.71756.800.643-0.0090.7890.7030.3462512.42
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1949 rows × 13 columns

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" + ], + "text/plain": [ + " Pays Continent Année Echelle de vie log PIB par habitant \\\n", + "0 Afghanistan Asia 2008 3.724 7.370 \n", + "1 Afghanistan Asia 2009 4.402 7.540 \n", + "2 Afghanistan Asia 2010 4.758 7.647 \n", + "3 Afghanistan Asia 2011 3.832 7.620 \n", + "4 Afghanistan Asia 2012 3.783 7.705 \n", + "... ... ... ... ... ... \n", + "1944 Zimbabwe Africa 2016 3.735 7.984 \n", + "1945 Zimbabwe Africa 2017 3.638 8.016 \n", + "1946 Zimbabwe Africa 2018 3.616 8.049 \n", + "1947 Zimbabwe Africa 2019 2.694 7.950 \n", + "1948 Zimbabwe Africa 2020 3.160 7.829 \n", + "\n", + " Support social Espérance de vie Liberté de vivre Générosité \\\n", + "0 0.451 50.80 0.718 0.168 \n", + "1 0.552 51.20 0.679 0.190 \n", + "2 0.539 51.60 0.600 0.121 \n", + "3 0.521 51.92 0.496 0.162 \n", + "4 0.521 52.24 0.531 0.236 \n", + "... ... ... ... ... \n", + "1944 0.768 54.40 0.733 -0.095 \n", + "1945 0.754 55.00 0.753 -0.098 \n", + "1946 0.775 55.60 0.763 -0.068 \n", + "1947 0.759 56.20 0.632 -0.064 \n", + "1948 0.717 56.80 0.643 -0.009 \n", + "\n", + " Perception de la corruption Effets positifs Effets négatifs \\\n", + "0 0.882 0.518 0.258 \n", + "1 0.850 0.584 0.237 \n", + "2 0.707 0.618 0.275 \n", + "3 0.731 0.611 0.267 \n", + "4 0.776 0.710 0.268 \n", + "... ... ... ... \n", + "1944 0.724 0.738 0.209 \n", + "1945 0.751 0.806 0.224 \n", + "1946 0.844 0.710 0.212 \n", + "1947 0.831 0.716 0.235 \n", + "1948 0.789 0.703 0.346 \n", + "\n", + " PIB par habitant \n", + "0 1587.63 \n", + "1 1881.83 \n", + "2 2094.35 \n", + "3 2038.56 \n", + "4 2219.42 \n", + "... ... \n", + "1944 2933.64 \n", + "1945 3029.04 \n", + "1946 3130.66 \n", + "1947 2835.57 \n", + "1948 2512.42 \n", + "\n", + "[1949 rows x 13 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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ContinentAfricaAsiaEuropeNorth AmericaOceaniaSouth America
Echelle de vie4.3706425.3361796.0439676.1671477.2961796.055221
\n", + "
" + ], + "text/plain": [ + "Continent Africa Asia Europe North America Oceania \\\n", + "Echelle de vie 4.370642 5.336179 6.043967 6.167147 7.296179 \n", + "\n", + "Continent South America \n", + "Echelle de vie 6.055221 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "display(df_hr)\n", + "pd.pivot_table(df_hr, values=\"Echelle de vie\", columns=\"Continent\", aggfunc=np.mean)" + ] } ], "metadata": { diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index b65eec78..28085b26 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -15,18 +15,43 @@ # empecher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) from get_data import df_hr, df_cc +from utils import * + class Bonheur(): - + continent_list_en = ["Africa", "Asia", "Europe", "North America", "Oceania", "South America"] + continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] def __init__(self, application = None): - self.df = df_hr - - - self.main_layout = html.Div() - + self.main_layout = html.Div([ + html.H3("Étude du bonheur mondial de 2005 à 2020"), + dcc.Markdown(md_introduction), + html.Div([ + dcc.Graph( + id='bnh-primary-graph', + config={'displayModeBar': False}, + ) + ], style = {'width' : '100%'}), + html.Div([ + dcc.RadioItems( + id='bnh-continent', + options=[ + {'label':'Afrique', 'value':'Africa'}, + {'label':'Amérique du Nord','value':'North America'}, + {'label':'Amérique du Sud','value':'South America'}, + {'label':'Asie','value':'Asia'}, + {'label':'Europe','value':'Europe'}, + {'label':'Océanie','value':'Oceania'}, + ], + labelStyle={'display':'block'}, + ) + ]) + ], style = { + 'backgroundColor': 'white', + 'padding': '10px 50px 10px 50px', + }) if application: self.app = application else: @@ -34,6 +59,42 @@ def __init__(self, application = None): self.app.layout = self.main_layout + self.app.callback( + dash.dependencies.Output('bnh-primary-graph', 'figure'), + [ + dash.dependencies.Input('bnh-continent', 'value') + ])(self.update_graph) + + + def update_graph(self, _, param = "Echelle de vie"): + values = pd.pivot_table(df_hr, values="Echelle de vie", columns="Continent", aggfunc=np.mean).values.tolist()[0] + fig = px.bar( + x = self.continent_list_fr, + y = values, + labels=dict(x = param, y = "Continents"), + template='plotly_white' + ) + return fig + + if __name__ == '__main__': nrg = Bonheur() nrg.app.run_server(debug=True, port=8051) + + + + + + + + + + + + +# <-------------------------------------------------------> +md_introduction = """ +Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le managment, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour efféctuer différents sondages souvent médiatisés. +""" + + diff --git a/pdlr_mg_sujet/data/Countries-Continents.csv b/pdlr_mg_sujet/data/Countries-Continents.csv index fae63c54..66c1fd7c 100644 --- a/pdlr_mg_sujet/data/Countries-Continents.csv +++ b/pdlr_mg_sujet/data/Countries-Continents.csv @@ -3,15 +3,15 @@ Africa,Algeria Africa,Angola Africa,Benin Africa,Botswana -Africa,Burkina +Africa,"Burkina Faso" Africa,Burundi Africa,Cameroon Africa,Cape Verde Africa,Central African Republic Africa,Chad Africa,Comoros -Africa,Congo -Africa,"Congo, Democratic Republic of" +Africa,"Congo (Kinshasa)" +Africa,"Congo (Brazzaville)" Africa,Djibouti Africa,Egypt Africa,Equatorial Guinea @@ -43,6 +43,7 @@ Africa,Senegal Africa,Seychelles Africa,Sierra Leone Africa,Somalia +Africa,"Somaliland region" Africa,South Africa Africa,South Sudan Africa,Sudan @@ -62,6 +63,7 @@ Asia,Burma (Myanmar) Asia,Cambodia Asia,China Asia,East Timor +Asia,"Hong Kong S.A.R. of China" Asia,India Asia,Indonesia Asia,Iran @@ -70,8 +72,6 @@ Asia,Israel Asia,Japan Asia,Jordan Asia,Kazakhstan -Asia,"Korea, North" -Asia,"Korea, South" Asia,Kuwait Asia,Kyrgyzstan Asia,Laos @@ -79,16 +79,21 @@ Asia,Lebanon Asia,Malaysia Asia,Maldives Asia,Mongolia +Asia,Myanmar Asia,Nepal +Asia,"North Korea" Asia,Oman Asia,Pakistan +Asia,"Palestinian Territories" Asia,Philippines Asia,Qatar -Asia,Russian Federation +Asia,Russia Asia,Saudi Arabia Asia,Singapore +Asia,"South Korea" Asia,Sri Lanka Asia,Syria +Asia,"Taiwan Province of China" Asia,Tajikistan Asia,Thailand Asia,Turkey @@ -108,7 +113,7 @@ Europe,Bosnia and Herzegovina Europe,Bulgaria Europe,Croatia Europe,Cyprus -Europe,CZ +Europe,"Czech Republic" Europe,Denmark Europe,Estonia Europe,Finland @@ -120,6 +125,7 @@ Europe,Hungary Europe,Iceland Europe,Ireland Europe,Italy +Europe,Kosovo Europe,Latvia Europe,Liechtenstein Europe,Lithuania @@ -130,6 +136,8 @@ Europe,Moldova Europe,Monaco Europe,Montenegro Europe,Netherlands +Europe,"North Cyprus" +Europe,"North Macedonia" Europe,Norway Europe,Poland Europe,Portugal diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py index 093de69d..4357d5eb 100644 --- a/pdlr_mg_sujet/get_data.py +++ b/pdlr_mg_sujet/get_data.py @@ -8,26 +8,32 @@ path_countries_continents = abs_path + "data/Countries-Continents.csv" +# <--------------------IMPORT ET TRAITEMENT DU DATASET Countries-Continents--------------------> + +df_cc = pd.read_csv(path_countries_continents, sep=",", encoding="UTF-8") + +# Renommage des colonnes et utilisation des pays comme index (pour pouvoir utiliser df_cc["Pays"] +df_cc_col_en = ["Continents", "Countries"] +df_cc_col_fr = ["Continent", "Pays"] +df_cc.columns = df_cc_col_fr +df_cc.set_index("Pays", inplace = True) + + # <----------------------IMPORT ET TRAITEMENT DU DATASET Happiness-Report----------------------> df_hr = pd.read_csv(path_hapiness_report, sep=",", encoding="UTF-8") - # Renommage des colonnes -df_hr_col_en = ["Country name","year","Life Ladder","Log GDP per capita", +df_hr_col_en = ["Country name", "year","Life Ladder","Log GDP per capita", "Social support","Healthy life expectancy at birth","Freedom to make life choices", "Generosity","Perceptions of corruption,Positive affect","Negative affect"] -df_hr_col_fr = ["Pays","Année","Echelle de vie","log PIB par habitant","Support social", +df_hr_col_fr = ["Pays", "Année", "Echelle de vie","log PIB par habitant","Support social", "Espérance de vie","Liberté de vivre","Générosité","Perception de la corruption", "Effets positifs","Effets négatifs"] df_hr.columns = df_hr_col_fr -## df_hr.interpolate(method = 'linear', inplace = True) -# <--------------------IMPORT ET TRAITEMENT DU DATASET Countries-Continents--------------------> - -df_cc = pd.read_csv(path_countries_continents, sep=",", encoding="UTF-8") +# Ajoute la colonne des continent et la déplace en 2ème position +df_hr = df_hr.join(df_cc, on = "Pays") +tmp = df_hr.pop("Continent") +df_hr.insert(1, 'Continent', tmp) -# Renommage des colonnes et utilisation des pays comme index (pour pouvoir utiliser df_cc["Pays"] -df_cc_col_en = ["Continents", "Countries"] -df_cc_col_fr = ["Continent", "Pays"] -df_cc.columns = df_cc_col_fr -df_cc.set_index("Pays", inplace = True) +## df_hr.interpolate(method = 'linear', inplace = True) \ No newline at end of file From 89627edd7ac63b87bdb0f529a6c06df0c2f4a441 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 19:47:44 +0100 Subject: [PATCH 25/41] feat: added a bunch of things --- pdlr_mg_sujet/bonheur.ipynb | 411 +++--------------------------------- pdlr_mg_sujet/bonheur.py | 133 +++++++++--- pdlr_mg_sujet/get_data.py | 6 + 3 files changed, 133 insertions(+), 417 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index d66c434d..770a21a1 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -705,66 +705,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 31, "id": "302c5c16", "metadata": { "scrolled": true }, "outputs": [ - { - "data": { - "text/plain": [ - "Pays\n", - "Denmark 7.695781\n", - "Finland 7.597767\n", - "Switzerland 7.561100\n", - "Norway 7.544933\n", - "Netherlands 7.472031\n", - "Iceland 7.407269\n", - "Sweden 7.365656\n", - "Austria 7.236167\n", - "Ireland 7.086933\n", - "Luxembourg 7.076917\n", - "Belgium 6.997938\n", - "United Kingdom 6.916062\n", - "Germany 6.822844\n", - "France 6.677531\n", - "Czech Republic 6.580375\n", - "Spain 6.545000\n", - "Malta 6.394333\n", - "Italy 6.312125\n", - "Cyprus 6.162333\n", - "Slovenia 6.022533\n", - "Slovakia 5.982833\n", - "Poland 5.911094\n", - "Lithuania 5.825867\n", - "Kosovo 5.672571\n", - "Greece 5.648031\n", - "North Cyprus 5.638389\n", - "Croatia 5.627929\n", - "Moldova 5.613533\n", - "Estonia 5.611700\n", - "Belarus 5.587733\n", - "Romania 5.535531\n", - "Portugal 5.447000\n", - "Latvia 5.386600\n", - "Montenegro 5.289393\n", - "Hungary 5.268406\n", - "Serbia 5.196643\n", - "Bosnia and Herzegovina 5.172250\n", - "Albania 5.022250\n", - "Azerbaijan 4.956467\n", - "North Macedonia 4.882571\n", - "Ukraine 4.767467\n", - "Armenia 4.578533\n", - "Bulgaria 4.474643\n", - "Georgia 4.282000\n", - "dtype: float64" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, { "data": { "image/png": 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\n", @@ -801,7 +747,7 @@ "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", "my_cmap = plt.get_cmap(\"magma\")\n", "\n", - "display(dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False))\n", + "#dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot()\n", "#display(dfpivot.transpose().interpolate('linear'))" ] }, @@ -854,346 +800,43 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "58227842", + "execution_count": 44, + "id": "7cf152b7", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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PaysContinentAnnéeEchelle de vielog PIB par habitantSupport socialEspérance de vieLiberté de vivreGénérositéPerception de la corruptionEffets positifsEffets négatifsPIB par habitant
0AfghanistanAsia20083.7247.3700.45150.800.7180.1680.8820.5180.2581587.63
1AfghanistanAsia20094.4027.5400.55251.200.6790.1900.8500.5840.2371881.83
2AfghanistanAsia20104.7587.6470.53951.600.6000.1210.7070.6180.2752094.35
3AfghanistanAsia20113.8327.6200.52151.920.4960.1620.7310.6110.2672038.56
4AfghanistanAsia20123.7837.7050.52152.240.5310.2360.7760.7100.2682219.42
..........................................
1944ZimbabweAfrica20163.7357.9840.76854.400.733-0.0950.7240.7380.2092933.64
1945ZimbabweAfrica20173.6388.0160.75455.000.753-0.0980.7510.8060.2243029.04
1946ZimbabweAfrica20183.6168.0490.77555.600.763-0.0680.8440.7100.2123130.66
1947ZimbabweAfrica20192.6947.9500.75956.200.632-0.0640.8310.7160.2352835.57
1948ZimbabweAfrica20203.1607.8290.71756.800.643-0.0090.7890.7030.3462512.42
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1949 rows × 13 columns

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" - ], "text/plain": [ - " Pays Continent Année Echelle de vie log PIB par habitant \\\n", - "0 Afghanistan Asia 2008 3.724 7.370 \n", - "1 Afghanistan Asia 2009 4.402 7.540 \n", - "2 Afghanistan Asia 2010 4.758 7.647 \n", - "3 Afghanistan Asia 2011 3.832 7.620 \n", - "4 Afghanistan Asia 2012 3.783 7.705 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe Africa 2016 3.735 7.984 \n", - "1945 Zimbabwe Africa 2017 3.638 8.016 \n", - "1946 Zimbabwe Africa 2018 3.616 8.049 \n", - "1947 Zimbabwe Africa 2019 2.694 7.950 \n", - "1948 Zimbabwe Africa 2020 3.160 7.829 \n", - "\n", - " Support social Espérance de vie Liberté de vivre Générosité \\\n", - "0 0.451 50.80 0.718 0.168 \n", - "1 0.552 51.20 0.679 0.190 \n", - "2 0.539 51.60 0.600 0.121 \n", - "3 0.521 51.92 0.496 0.162 \n", - "4 0.521 52.24 0.531 0.236 \n", - "... ... ... ... ... \n", - "1944 0.768 54.40 0.733 -0.095 \n", - "1945 0.754 55.00 0.753 -0.098 \n", - "1946 0.775 55.60 0.763 -0.068 \n", - "1947 0.759 56.20 0.632 -0.064 \n", - "1948 0.717 56.80 0.643 -0.009 \n", - "\n", - " Perception de la corruption Effets positifs Effets négatifs \\\n", - "0 0.882 0.518 0.258 \n", - "1 0.850 0.584 0.237 \n", - "2 0.707 0.618 0.275 \n", - "3 0.731 0.611 0.267 \n", - "4 0.776 0.710 0.268 \n", - "... ... ... ... \n", - "1944 0.724 0.738 0.209 \n", - "1945 0.751 0.806 0.224 \n", - "1946 0.844 0.710 0.212 \n", - "1947 0.831 0.716 0.235 \n", - "1948 0.789 0.703 0.346 \n", - "\n", - " PIB par habitant \n", - "0 1587.63 \n", - "1 1881.83 \n", - "2 2094.35 \n", - "3 2038.56 \n", - "4 2219.42 \n", - "... ... \n", - "1944 2933.64 \n", - "1945 3029.04 \n", - "1946 3130.66 \n", - "1947 2835.57 \n", - "1948 2512.42 \n", - "\n", - "[1949 rows x 13 columns]" + "[7.093,\n", + " 6.583,\n", + " 7.008,\n", + " 6.283,\n", + " 6.798,\n", + " 6.959,\n", + " 6.649,\n", + " 6.667,\n", + " 6.467,\n", + " 6.358,\n", + " 6.475,\n", + " 6.635,\n", + " 6.666,\n", + " 6.69,\n", + " 6.714]" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
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ContinentAfricaAsiaEuropeNorth AmericaOceaniaSouth America
Echelle de vie4.3706425.3361796.0439676.1671477.2961796.055221
\n", - "
" - ], - "text/plain": [ - "Continent Africa Asia Europe North America Oceania \\\n", - "Echelle de vie 4.370642 5.336179 6.043967 6.167147 7.296179 \n", - "\n", - "Continent South America \n", - "Echelle de vie 6.055221 " - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ - "display(df_hr)\n", - "pd.pivot_table(df_hr, values=\"Echelle de vie\", columns=\"Continent\", aggfunc=np.mean)" + "df_hr_cn = df_hr[df_hr[\"Pays\"] == \"France\"]\n", + "df_hr_cnpv = pd.pivot_table(\n", + " df_hr_cn,\n", + " values = \"Echelle de vie\",\n", + " columns = \"Année\",\n", + " aggfunc=np.mean\n", + ")\n", + "display(df_hr_cnpv.values.tolist()[0])\n" ] } ], diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 28085b26..e0c26d60 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -10,11 +10,10 @@ import plotly.express as px import dateutil as du - # Manipulation du path pour ajouter le chemin relatif et # empecher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) -from get_data import df_hr, df_cc +from get_data import df_hr, df_cc, df_hr_col_en, df_hr_col_fr from utils import * @@ -23,59 +22,127 @@ class Bonheur(): continent_list_en = ["Africa", "Asia", "Europe", "North America", "Oceania", "South America"] continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] + primary_default = "Echelle de vie" + + mode = 1 + def __init__(self, application = None): self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), dcc.Markdown(md_introduction), html.Div([ - dcc.Graph( - id='bnh-primary-graph', - config={'displayModeBar': False}, - ) - ], style = {'width' : '100%'}), - html.Div([ - dcc.RadioItems( - id='bnh-continent', - options=[ - {'label':'Afrique', 'value':'Africa'}, - {'label':'Amérique du Nord','value':'North America'}, - {'label':'Amérique du Sud','value':'South America'}, - {'label':'Asie','value':'Asia'}, - {'label':'Europe','value':'Europe'}, - {'label':'Océanie','value':'Oceania'}, - ], - labelStyle={'display':'block'}, - ) - ]) + html.Div([ + dcc.Graph( + id = 'bnh-graph', + config={'displayModeBar': False}, + ) + ], style = {'width' : '75%', 'display': 'inline-block'}), + html.Div([ + dcc.RadioItems( + id='bnh-graph-type', + options=[ + {'label':'Echelle de vie', 'value':"Echelle de vie"}, + {'label':'PIB par habitant','value':"PIB par habitant"}, + {'label':'Support social', 'value':"Support social"}, + {'label':'Espérance de vie','value':"Espérance de vie"}, + {'label':'Liberté de vivre', 'value':"Liberté de vivre"}, + {'label':'Générosité','value':"Générosité"}, + {'label':'Perception de la corruption','value':"Perception de la corruption"}, + {'label':'Effets positifs','value':"Effets positifs"}, + {'label':'Effets négatifs','value':"Effets négatifs"}, + ], + value = "Echelle de vie", + labelStyle={'display':'block'}, + ), + dcc.Markdown(md_introduction) + ], style = {'width' : '23%', 'display': 'inline-block'}) + ]), ], style = { 'backgroundColor': 'white', 'padding': '10px 50px 10px 50px', }) + + if application: self.app = application else: self.app = dash.Dash(__name__) self.app.layout = self.main_layout - self.app.callback( - dash.dependencies.Output('bnh-primary-graph', 'figure'), + dash.dependencies.Output('bnh-graph', 'figure'), [ - dash.dependencies.Input('bnh-continent', 'value') - ])(self.update_graph) - + dash.dependencies.Input('bnh-graph', 'clickData'), + dash.dependencies.Input('bnh-graph-type', 'value'), + ])(self._update_graph) - def update_graph(self, _, param = "Echelle de vie"): - values = pd.pivot_table(df_hr, values="Echelle de vie", columns="Continent", aggfunc=np.mean).values.tolist()[0] - fig = px.bar( + + def _update_graph(self, point, graphtype): + if not point: + return self._init_graph_primary(graphtype) + else : + print(point, self.mode) + clicked = point["points"][0].get("pointNumber") + value = point["points"][0].get("x") + if self.mode == 1 : + self.mode = 2 + return self._init_graph_secondary(graphtype, self.continent_list_en[clicked]) + if self.mode == 2 or self.mode == 3: + self.mode = 3 + return self._init_graph_tertiary(graphtype, value) + + + + def _init_graph_primary(self, graphtype): + # Since the primary figure needs no input, it is considered as static + primary_figure_values = pd.pivot_table( + df_hr, + values=graphtype, + columns="Continent", + aggfunc=np.mean).values.tolist()[0] + primary_figure = px.bar( x = self.continent_list_fr, - y = values, - labels=dict(x = param, y = "Continents"), + y = primary_figure_values, + labels=dict(x = graphtype, y = "Continents"), template='plotly_white' ) - return fig - + return primary_figure + + def _init_graph_secondary(self, graphtype, continent): + # Since the primary figure needs no input, it is considered as static + df_hr_cn = df_hr[df_hr["Continent"] == continent] + df_hr_cnpv = pd.pivot_table( + df_hr_cn, + values = graphtype, + columns = "Pays", + aggfunc=np.mean + ) + primary_figure = px.histogram( + x = df_hr_cnpv.columns, + y = df_hr_cnpv.values.tolist()[0], + labels=dict(x = graphtype, y = "Pays"), + template='plotly_white' + ) + return primary_figure + + def _init_graph_tertiary(self, graphtype, country): + # Since the primary figure needs no input, it is considered as static + df_hr_py = df_hr[df_hr["Pays"] == country] + df_hr_pypv = pd.pivot_table( + df_hr_py, + values = graphtype, + columns = "Année", + aggfunc=np.mean + ) + primary_figure = px.line( + x = df_hr_pypv.columns, + y = df_hr_pypv.values.tolist()[0], + labels=dict(x = graphtype, y = "Années"), + template='plotly_white' + ) + return primary_figure + if __name__ == '__main__': nrg = Bonheur() diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py index 4357d5eb..e5b8bb7c 100644 --- a/pdlr_mg_sujet/get_data.py +++ b/pdlr_mg_sujet/get_data.py @@ -1,5 +1,7 @@ import os import pandas as pd +from math import exp + abs_path = os.path.dirname(os.path.realpath(__file__)) + "/" @@ -36,4 +38,8 @@ tmp = df_hr.pop("Continent") df_hr.insert(1, 'Continent', tmp) +# Convertis le log du PIB en PIB +df_hr["PIB par habitant"] = df_hr.apply(lambda x: round(exp(x["log PIB par habitant"]),2), axis=1) + + ## df_hr.interpolate(method = 'linear', inplace = True) \ No newline at end of file From 1063834aa37b0a3ad21451ef9b37c082baa0f4e7 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 20:08:52 +0100 Subject: [PATCH 26/41] feat: added a bunch of things --- pdlr_mg_sujet/bonheur.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index e0c26d60..23aacb92 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -23,11 +23,9 @@ class Bonheur(): continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] primary_default = "Echelle de vie" - - mode = 1 def __init__(self, application = None): - + self.mode = 1 self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), dcc.Markdown(md_introduction), @@ -79,6 +77,7 @@ def __init__(self, application = None): def _update_graph(self, point, graphtype): + # Ce moyen de faire est un cul de sac, j'ai besoin de recup l'état du graphe (sinon refresh => self.mode pas maj) if not point: return self._init_graph_primary(graphtype) else : @@ -104,6 +103,7 @@ def _init_graph_primary(self, graphtype): primary_figure = px.bar( x = self.continent_list_fr, y = primary_figure_values, + title = f'{graphtype}', labels=dict(x = graphtype, y = "Continents"), template='plotly_white' ) @@ -121,6 +121,7 @@ def _init_graph_secondary(self, graphtype, continent): primary_figure = px.histogram( x = df_hr_cnpv.columns, y = df_hr_cnpv.values.tolist()[0], + title = f'{graphtype}, {continent}', labels=dict(x = graphtype, y = "Pays"), template='plotly_white' ) @@ -138,6 +139,7 @@ def _init_graph_tertiary(self, graphtype, country): primary_figure = px.line( x = df_hr_pypv.columns, y = df_hr_pypv.values.tolist()[0], + title = f'{graphtype}, {country}', labels=dict(x = graphtype, y = "Années"), template='plotly_white' ) From 40fba0f4ecfae4d987edf72413637596c12bea2e Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 24 Mar 2022 20:24:26 +0100 Subject: [PATCH 27/41] feat: added a bunch of things --- pdlr_mg_sujet/bonheur.ipynb | 36 ++++++++++++------------------------ pdlr_mg_sujet/bonheur.py | 13 ++++++++----- 2 files changed, 20 insertions(+), 29 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index 770a21a1..a3f4f84e 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -800,28 +800,14 @@ }, { "cell_type": "code", - "execution_count": 44, - "id": "7cf152b7", + "execution_count": 60, + "id": "d46bf699", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[7.093,\n", - " 6.583,\n", - " 7.008,\n", - " 6.283,\n", - " 6.798,\n", - " 6.959,\n", - " 6.649,\n", - " 6.667,\n", - " 6.467,\n", - " 6.358,\n", - " 6.475,\n", - " 6.635,\n", - " 6.666,\n", - " 6.69,\n", - " 6.714]" + "Graph(id='bnh-graph', config={'displayModeBar': False}, figure={'data': [], 'layout': {}, 'frames': []})" ] }, "metadata": {}, @@ -829,14 +815,16 @@ } ], "source": [ - "df_hr_cn = df_hr[df_hr[\"Pays\"] == \"France\"]\n", - "df_hr_cnpv = pd.pivot_table(\n", - " df_hr_cn,\n", - " values = \"Echelle de vie\",\n", - " columns = \"Année\",\n", - " aggfunc=np.mean\n", + "import dash\n", + "from dash import dcc\n", + "\n", + "graph = dcc.Graph(\n", + " id = 'bnh-graph',\n", + " figure = { \"data\": [], \"layout\": {}, \"frames\": [],},\n", + " config={'displayModeBar': False},\n", ")\n", - "display(df_hr_cnpv.values.tolist()[0])\n" + "\n", + "display(graph)\n" ] } ], diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 23aacb92..60ad45eb 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -25,16 +25,18 @@ class Bonheur(): primary_default = "Echelle de vie" def __init__(self, application = None): - self.mode = 1 + self.graph = dcc.Graph( + id = 'bnh-graph', + figure = { "data": [], "layout": {}, "frames": [],}, + config={'displayModeBar': False}, + ) + self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), dcc.Markdown(md_introduction), html.Div([ html.Div([ - dcc.Graph( - id = 'bnh-graph', - config={'displayModeBar': False}, - ) + self.graph, ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ dcc.RadioItems( @@ -78,6 +80,7 @@ def __init__(self, application = None): def _update_graph(self, point, graphtype): # Ce moyen de faire est un cul de sac, j'ai besoin de recup l'état du graphe (sinon refresh => self.mode pas maj) + print(self.graph.figure) if not point: return self._init_graph_primary(graphtype) else : From 6b20a7533f49baccb0652fda6a392ead8dec149f Mon Sep 17 00:00:00 2001 From: Rokkano Date: Sat, 26 Mar 2022 09:32:59 +0100 Subject: [PATCH 28/41] feat: added a bunch of things --- "energies/Prix \303\251nergie.ipynb" | 2 +- pdlr_mg_sujet/bonheur.ipynb | 168 ++++++++++++++++++++++----- pdlr_mg_sujet/bonheur.py | 146 +++++++++++++++++++---- 3 files changed, 263 insertions(+), 53 deletions(-) diff --git "a/energies/Prix \303\251nergie.ipynb" "b/energies/Prix \303\251nergie.ipynb" index 4b8b54fd..ff3dcba0 100644 --- "a/energies/Prix \303\251nergie.ipynb" +++ "b/energies/Prix \303\251nergie.ipynb" @@ -1080,7 +1080,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.10.2" }, "nbTranslate": { "displayLangs": [ diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index a3f4f84e..e4ca566d 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -123,6 +123,7 @@ " Perception de la corruption\n", " Effets positifs\n", " Effets négatifs\n", + " PIB par habitant\n", " \n", " \n", " \n", @@ -140,6 +141,7 @@ " 0.882\n", " 0.518\n", " 0.258\n", + " 1587.63\n", " \n", " \n", " 1\n", @@ -155,6 +157,7 @@ " 0.850\n", " 0.584\n", " 0.237\n", + " 1881.83\n", " \n", " \n", " 2\n", @@ -170,6 +173,7 @@ " 0.707\n", " 0.618\n", " 0.275\n", + " 2094.35\n", " \n", " \n", " 3\n", @@ -185,6 +189,7 @@ " 0.731\n", " 0.611\n", " 0.267\n", + " 2038.56\n", " \n", " \n", " 4\n", @@ -200,6 +205,7 @@ " 0.776\n", " 0.710\n", " 0.268\n", + " 2219.42\n", " \n", " \n", " ...\n", @@ -215,6 +221,7 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", " 1944\n", @@ -230,6 +237,7 @@ " 0.724\n", " 0.738\n", " 0.209\n", + " 2933.64\n", " \n", " \n", " 1945\n", @@ -245,6 +253,7 @@ " 0.751\n", " 0.806\n", " 0.224\n", + " 3029.04\n", " \n", " \n", " 1946\n", @@ -260,6 +269,7 @@ " 0.844\n", " 0.710\n", " 0.212\n", + " 3130.66\n", " \n", " \n", " 1947\n", @@ -275,6 +285,7 @@ " 0.831\n", " 0.716\n", " 0.235\n", + " 2835.57\n", " \n", " \n", " 1948\n", @@ -290,10 +301,11 @@ " 0.789\n", " 0.703\n", " 0.346\n", + " 2512.42\n", " \n", " \n", "\n", - "

1949 rows × 12 columns

\n", + "

1949 rows × 13 columns

\n", "" ], "text/plain": [ @@ -323,20 +335,33 @@ "1947 0.759 56.20 0.632 -0.064 \n", "1948 0.717 56.80 0.643 -0.009 \n", "\n", - " Perception de la corruption Effets positifs Effets négatifs \n", - "0 0.882 0.518 0.258 \n", - "1 0.850 0.584 0.237 \n", - "2 0.707 0.618 0.275 \n", - "3 0.731 0.611 0.267 \n", - "4 0.776 0.710 0.268 \n", - "... ... ... ... \n", - "1944 0.724 0.738 0.209 \n", - "1945 0.751 0.806 0.224 \n", - "1946 0.844 0.710 0.212 \n", - "1947 0.831 0.716 0.235 \n", - "1948 0.789 0.703 0.346 \n", + " Perception de la corruption Effets positifs Effets négatifs \\\n", + "0 0.882 0.518 0.258 \n", + "1 0.850 0.584 0.237 \n", + "2 0.707 0.618 0.275 \n", + "3 0.731 0.611 0.267 \n", + "4 0.776 0.710 0.268 \n", + "... ... ... ... \n", + "1944 0.724 0.738 0.209 \n", + "1945 0.751 0.806 0.224 \n", + "1946 0.844 0.710 0.212 \n", + "1947 0.831 0.716 0.235 \n", + "1948 0.789 0.703 0.346 \n", + "\n", + " PIB par habitant \n", + "0 1587.63 \n", + "1 1881.83 \n", + "2 2094.35 \n", + "3 2038.56 \n", + "4 2219.42 \n", + "... ... \n", + "1944 2933.64 \n", + "1945 3029.04 \n", + "1946 3130.66 \n", + "1947 2835.57 \n", + "1948 2512.42 \n", "\n", - "[1949 rows x 12 columns]" + "[1949 rows x 13 columns]" ] }, "metadata": {}, @@ -705,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 4, "id": "302c5c16", "metadata": { "scrolled": true @@ -713,7 +738,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + ], "text/plain": [ - "Graph(id='bnh-graph', config={'displayModeBar': False}, figure={'data': [], 'layout': {}, 'frames': []})" + "Pays Afghanistan Albania Algeria Angola Argentina Armenia \\\n", + "Espérance de vie NaN NaN NaN NaN NaN NaN \n", + "\n", + "Pays Australia Austria Azerbaijan Bahrain ... \\\n", + "Espérance de vie NaN NaN NaN NaN ... \n", + "\n", + "Pays United Arab Emirates United Kingdom United States \\\n", + "Espérance de vie NaN NaN NaN \n", + "\n", + "Pays Uruguay Uzbekistan Venezuela Vietnam Yemen Zambia \\\n", + "Espérance de vie NaN NaN NaN NaN NaN NaN \n", + "\n", + "Pays Zimbabwe \n", + "Espérance de vie NaN \n", + "\n", + "[1 rows x 162 columns]" ] }, "metadata": {}, @@ -815,16 +927,14 @@ } ], "source": [ - "import dash\n", - "from dash import dcc\n", - "\n", - "graph = dcc.Graph(\n", - " id = 'bnh-graph',\n", - " figure = { \"data\": [], \"layout\": {}, \"frames\": [],},\n", - " config={'displayModeBar': False},\n", - ")\n", - "\n", - "display(graph)\n" + "df_hr_cn = df_hr\n", + "df_hr_cnpv = pd.pivot_table(\n", + " df_hr_cn,\n", + " values = \"Espérance de vie\",\n", + " columns = \"Pays\",\n", + " aggfunc=np.mean\n", + " )\n", + "display(df_hr_cnpv[df_hr_cnpv.isna()])" ] } ], diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 60ad45eb..4f02331c 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -10,6 +10,7 @@ import plotly.express as px import dateutil as du + # Manipulation du path pour ajouter le chemin relatif et # empecher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) @@ -22,21 +23,21 @@ class Bonheur(): continent_list_en = ["Africa", "Asia", "Europe", "North America", "Oceania", "South America"] continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] - primary_default = "Echelle de vie" + graph_type_default = "Echelle de vie" + btn_flag = 0 + def __init__(self, application = None): - self.graph = dcc.Graph( - id = 'bnh-graph', - figure = { "data": [], "layout": {}, "frames": [],}, - config={'displayModeBar': False}, - ) self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), dcc.Markdown(md_introduction), html.Div([ html.Div([ - self.graph, + dcc.Graph( + id = 'bnh-graph', + config = {'displayModeBar': False}, + ), ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ dcc.RadioItems( @@ -52,12 +53,17 @@ def __init__(self, application = None): {'label':'Effets positifs','value':"Effets positifs"}, {'label':'Effets négatifs','value':"Effets négatifs"}, ], - value = "Echelle de vie", + value = self.graph_type_default, labelStyle={'display':'block'}, ), - dcc.Markdown(md_introduction) + html.Button('Réinitialiser le graphe', id='bnh-btn', n_clicks=0), ], style = {'width' : '23%', 'display': 'inline-block'}) ]), + html.Div([ + + ], + id = 'bnh-description', + style = {'width': '100%'}) ], style = { 'backgroundColor': 'white', 'padding': '10px 50px 10px 50px', @@ -75,26 +81,56 @@ def __init__(self, application = None): [ dash.dependencies.Input('bnh-graph', 'clickData'), dash.dependencies.Input('bnh-graph-type', 'value'), - ])(self._update_graph) + dash.dependencies.Input('bnh-btn', 'n_clicks') + ] + )(self._update_graph) + + self.app.callback( + dash.dependencies.Output('bnh-description', 'children'), + [ + dash.dependencies.Input('bnh-graph-type', 'value'), + ] + )(self._upgrade_description) - def _update_graph(self, point, graphtype): - # Ce moyen de faire est un cul de sac, j'ai besoin de recup l'état du graphe (sinon refresh => self.mode pas maj) - print(self.graph.figure) - if not point: - return self._init_graph_primary(graphtype) - else : - print(point, self.mode) + def _update_graph(self, point, graphtype, btn): + print(point, graphtype, btn) + # If the reset button has been pressed, return default primary graph + if btn != self.btn_flag: + btn = self.btn_flag + return self._init_graph_primary(self.graph_type_default) + # If a value has not been selected, return current graphtype graph + if not point : + self._init_graph_primary(graphtype) + if point : clicked = point["points"][0].get("pointNumber") value = point["points"][0].get("x") - if self.mode == 1 : - self.mode = 2 - return self._init_graph_secondary(graphtype, self.continent_list_en[clicked]) - if self.mode == 2 or self.mode == 3: - self.mode = 3 + if value in self.continent_list_fr: + return self._init_graph_secondary(graphtype, self.continent_list_en[self.continent_list_fr.index(value)]) + if value in df_cc.index.tolist(): return self._init_graph_tertiary(graphtype, value) + return self._init_graph_primary(graphtype) - + def _upgrade_description(self, graphtype): + match graphtype: + case "Echelle de vie" : + return md_life_ladder + case "PIB par habitant" : + return md_gdp + case "Support social" : + return md_social_support + case "Espérance de vie" : + return md_life_expectancy + case "Liberté de vivre" : + return md_freedom + case "Générosité" : + return md_generosity + case "Perception de la corruption" : + return md_corruption + case "Effets positifs" : + return md_positive + case "Effets négatifs" : + return md_negative def _init_graph_primary(self, graphtype): # Since the primary figure needs no input, it is considered as static @@ -170,3 +206,67 @@ def _init_graph_tertiary(self, graphtype, country): """ +md_life_ladder = """ +### Life Ladder : + +Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : "Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?". On appelle également cette mesure l'échelle de Cantril. +""" + +md_gdp = """ +### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): + +Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021. + +Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP. +""" + +md_social_support = """ +### Social Support : + +Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : "If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not". +""" + +md_life_expectancy = """ +### Healthy Life expectancy at birth : + +Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset. +""" + +md_freedom = """ +### Freedom to make life choice : + +Il s'agit de la mesure de la moyenne nationale à la question "Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?" +""" + +md_generosity = """ +### Generosity : + +Il s'agit de la mesure de la moyenne nationale à la question "Have you donated mo,ey to charity in the mast month ?". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait. +""" + +md_corruption = """ +### Perceptions of corruption : + +Il s'agit de la mesure de la moyenne nationale aux questions : +- "Is corruption widespread throughout the government or not" +- "Is corruption widespread within businesses or not ?" +En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)). +""" + +md_positive = """ +### Positive affect : + +L'effet positif est définit par la moyenne des questions binaires suivantes : +- "Did you smile or laugh a lot yerterday ?" +- "Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?" +- "Did you learn or do something interesting yesterday ?" +""" + +md_negative = """ +### Negative affect : + +L'effet positif est définit par la moyenne des questions binaires suivantes : +- "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?" +- "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?" +- "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?" +""" \ No newline at end of file From 5d17d3444f955dd0fdb32a4e73fab06283919b00 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Wed, 6 Apr 2022 18:50:22 +0200 Subject: [PATCH 29/41] feat: --- pdlr_mg_sujet/bonheur.ipynb | 110 +++--------------------- pdlr_mg_sujet/bonheur.py | 166 +++++++++++++++++++++--------------- 2 files changed, 108 insertions(+), 168 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index e4ca566d..e0801ef6 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 19, "id": "acef179e", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ "\n", "from utils import *\n", "\n", - "from get_data import df_hr, df_cc" + "from get_data import df_hr, df_cc, df_hr_col_en, df_hr_col_fr" ] }, { @@ -825,116 +825,26 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 59, "id": "d46bf699", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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\n", "text/plain": [ - "Pays Afghanistan Albania Algeria Angola Argentina Armenia \\\n", - "Espérance de vie NaN NaN NaN NaN NaN NaN \n", - "\n", - "Pays Australia Austria Azerbaijan Bahrain ... \\\n", - "Espérance de vie NaN NaN NaN NaN ... \n", - "\n", - "Pays United Arab Emirates United Kingdom United States \\\n", - "Espérance de vie NaN NaN NaN \n", - "\n", - "Pays Uruguay Uzbekistan Venezuela Vietnam Yemen Zambia \\\n", - "Espérance de vie NaN NaN NaN NaN NaN NaN \n", - "\n", - "Pays Zimbabwe \n", - "Espérance de vie NaN \n", - "\n", - "[1 rows x 162 columns]" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "df_hr_cn = df_hr\n", - "df_hr_cnpv = pd.pivot_table(\n", - " df_hr_cn,\n", - " values = \"Espérance de vie\",\n", - " columns = \"Pays\",\n", - " aggfunc=np.mean\n", - " )\n", - "display(df_hr_cnpv[df_hr_cnpv.isna()])" + "\n", + "df_hr_ex = df_hr.groupby(\"Continent\").mean()[[\"Echelle de vie\"]].plot()" ] } ], diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 4f02331c..fd6b10ce 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -23,12 +23,16 @@ class Bonheur(): continent_list_en = ["Africa", "Asia", "Europe", "North America", "Oceania", "South America"] continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] - graph_type_default = "Echelle de vie" - btn_flag = 0 + graph_types = ["PIB par habitant", "Support social", "Espérance de vie", "Liberté de vivre", + "Générosité", "Perception de la corruption", "Effets positifs", "Effets négatifs"] def __init__(self, application = None): + self.mode = 1 + self.filter = "" + self.graph_type_default = "PIB par habitant" + self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), dcc.Markdown(md_introduction), @@ -41,20 +45,10 @@ def __init__(self, application = None): ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ dcc.RadioItems( - id='bnh-graph-type', - options=[ - {'label':'Echelle de vie', 'value':"Echelle de vie"}, - {'label':'PIB par habitant','value':"PIB par habitant"}, - {'label':'Support social', 'value':"Support social"}, - {'label':'Espérance de vie','value':"Espérance de vie"}, - {'label':'Liberté de vivre', 'value':"Liberté de vivre"}, - {'label':'Générosité','value':"Générosité"}, - {'label':'Perception de la corruption','value':"Perception de la corruption"}, - {'label':'Effets positifs','value':"Effets positifs"}, - {'label':'Effets négatifs','value':"Effets négatifs"}, - ], + id = 'bnh-graph-type', + options = list(map(lambda s: {'label': s, 'value': s}, self.graph_types)), value = self.graph_type_default, - labelStyle={'display':'block'}, + labelStyle = {'display':'block'}, ), html.Button('Réinitialiser le graphe', id='bnh-btn', n_clicks=0), ], style = {'width' : '23%', 'display': 'inline-block'}) @@ -76,41 +70,93 @@ def __init__(self, application = None): self.app = dash.Dash(__name__) self.app.layout = self.main_layout + # update graph self.app.callback( dash.dependencies.Output('bnh-graph', 'figure'), [ dash.dependencies.Input('bnh-graph', 'clickData'), dash.dependencies.Input('bnh-graph-type', 'value'), - dash.dependencies.Input('bnh-btn', 'n_clicks') + dash.dependencies.Input('bnh-btn', 'n_clicks'), ] )(self._update_graph) + # update graph type + self.app.callback( + dash.dependencies.Output('bnh-graph-type', 'value'), + [ + dash.dependencies.Input('bnh-btn', 'n_clicks'), + ] + )(self._reset_graph_type) + + # update graph description self.app.callback( dash.dependencies.Output('bnh-description', 'children'), [ dash.dependencies.Input('bnh-graph-type', 'value'), ] )(self._upgrade_description) - + + # on reset button clicked or graph-type clicked : reset clickdata value + self.app.callback( + dash.dependencies.Output('bnh-graph', 'clickData'), + [ + dash.dependencies.Input('bnh-graph-type', 'value'), + dash.dependencies.Input('bnh-btn', 'n_clicks') + ] + )(self._reset_graph_values) + + def _reset_graph(self, btn): + self.mode = 1 + return self._update_graph(self, None, self.graph_type_default) + + def _reset_graph_type(self, btn): + return self.graph_type_default + + def _reset_graph_values(self, graphtype, btn): + return None - def _update_graph(self, point, graphtype, btn): - print(point, graphtype, btn) - # If the reset button has been pressed, return default primary graph - if btn != self.btn_flag: - btn = self.btn_flag + def _update_graph(self, point, graphtype, _): + ctx = dash.callback_context + + # in case of error, return default graph + if not ctx.triggered: + self.mode = 1 return self._init_graph_primary(self.graph_type_default) - # If a value has not been selected, return current graphtype graph - if not point : - self._init_graph_primary(graphtype) - if point : - clicked = point["points"][0].get("pointNumber") + trigger_id = ctx.triggered[0]['prop_id'].split('.')[0] + + # if the trigger is the reset button + if trigger_id == 'bnh-btn': + self.mode = 1 + return self._init_graph_primary(self.graph_type_default) + + + + # if the trigger is the graph type + if trigger_id == 'bnh-graph-type' and graphtype: + if self.mode == 1 : return self._init_graph_primary(graphtype) + if self.mode == 2 : return self._init_graph_secondary(graphtype) + if self.mode == 3 : return self._init_graph_tertiary(graphtype) + + # if the trigger is the graph + if trigger_id == 'bnh-graph' and point: value = point["points"][0].get("x") - if value in self.continent_list_fr: - return self._init_graph_secondary(graphtype, self.continent_list_en[self.continent_list_fr.index(value)]) - if value in df_cc.index.tolist(): - return self._init_graph_tertiary(graphtype, value) - return self._init_graph_primary(graphtype) + if self.mode == 1 : + self.mode = 2 + self.filter = self.continent_list_en[self.continent_list_fr.index(value)] + return self._init_graph_secondary(graphtype) + if self.mode == 2 : + self.mode = 3 + self.filter = value + return self._init_graph_tertiary(graphtype) + if self.mode == 3 : + self.fitler = value + return self._init_graph_tertiary(graphtype) + + # in case of error, return default graph + self.mode = 1 + return self._init_graph_primary(self.graph_type_default) + def _upgrade_description(self, graphtype): match graphtype: case "Echelle de vie" : @@ -133,53 +179,37 @@ def _upgrade_description(self, graphtype): return md_negative def _init_graph_primary(self, graphtype): - # Since the primary figure needs no input, it is considered as static - primary_figure_values = pd.pivot_table( - df_hr, - values=graphtype, - columns="Continent", - aggfunc=np.mean).values.tolist()[0] + print("_init_graph_primary") + df_hr_ex = df_hr.groupby("Continent").mean() + df_hr_ex.index = self.continent_list_fr + print(df_hr_ex) primary_figure = px.bar( - x = self.continent_list_fr, - y = primary_figure_values, - title = f'{graphtype}', + df_hr_ex[[graphtype]], + title = f'{graphtype}, ', labels=dict(x = graphtype, y = "Continents"), template='plotly_white' ) return primary_figure - - def _init_graph_secondary(self, graphtype, continent): - # Since the primary figure needs no input, it is considered as static - df_hr_cn = df_hr[df_hr["Continent"] == continent] - df_hr_cnpv = pd.pivot_table( - df_hr_cn, - values = graphtype, - columns = "Pays", - aggfunc=np.mean - ) - primary_figure = px.histogram( - x = df_hr_cnpv.columns, - y = df_hr_cnpv.values.tolist()[0], - title = f'{graphtype}, {continent}', + + + + def _init_graph_secondary(self, graphtype): + df_hr_ex = df_hr[df_hr["Continent"] == self.filter].groupby("Pays").mean() + primary_figure = px.bar( + df_hr_ex[[graphtype]], + title = f'{graphtype}, {self.filter}', labels=dict(x = graphtype, y = "Pays"), template='plotly_white' ) return primary_figure - def _init_graph_tertiary(self, graphtype, country): - # Since the primary figure needs no input, it is considered as static - df_hr_py = df_hr[df_hr["Pays"] == country] - df_hr_pypv = pd.pivot_table( - df_hr_py, - values = graphtype, - columns = "Année", - aggfunc=np.mean - ) + def _init_graph_tertiary(self, graphtype): + print("_init_graph_tertiary") + df_hr_ex = df_hr[df_hr["Pays"] == self.filter] primary_figure = px.line( - x = df_hr_pypv.columns, - y = df_hr_pypv.values.tolist()[0], - title = f'{graphtype}, {country}', - labels=dict(x = graphtype, y = "Années"), + df_hr_ex[[graphtype]], + title = f'{graphtype}, {self.filter}', + labels=dict(x = graphtype, y = "Pays"), template='plotly_white' ) return primary_figure From 4b84ddf61543ff7eb08b3eae9156f5da79571334 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Thu, 21 Apr 2022 17:16:13 +0200 Subject: [PATCH 30/41] feat: added next step Co-authored-by: Matiboux --- pdlr_mg_sujet/bonheur.ipynb | 1254 +++++++++++++++++++++++------------ pdlr_mg_sujet/bonheur.py | 274 ++++++-- pdlr_mg_sujet/get_data.py | 25 +- 3 files changed, 1059 insertions(+), 494 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb index e0801ef6..869ce254 100644 --- a/pdlr_mg_sujet/bonheur.ipynb +++ b/pdlr_mg_sujet/bonheur.ipynb @@ -68,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "id": "acef179e", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ "\n", "from utils import *\n", "\n", - "from get_data import df_hr, df_cc, df_hr_col_en, df_hr_col_fr" + "from get_data import df_hr, df_cc" ] }, { @@ -111,19 +111,19 @@ " \n", " \n", " \n", - " Pays\n", + " Country\n", " Continent\n", - " Année\n", - " Echelle de vie\n", - " log PIB par habitant\n", - " Support social\n", - " Espérance de vie\n", - " Liberté de vivre\n", - " Générosité\n", - " Perception de la corruption\n", - " Effets positifs\n", - " Effets négatifs\n", - " PIB par habitant\n", + " Year\n", + " Life ladder\n", + " logGDP\n", + " Social support\n", + " Life expectancy\n", + " Freedom of life\n", + " Generosity\n", + " Corruption\n", + " Positive affect\n", + " Negative affect\n", + " GDP\n", " \n", " \n", " \n", @@ -309,57 +309,44 @@ "" ], "text/plain": [ - " Pays Continent Année Echelle de vie log PIB par habitant \\\n", - "0 Afghanistan Asia 2008 3.724 7.370 \n", - "1 Afghanistan Asia 2009 4.402 7.540 \n", - "2 Afghanistan Asia 2010 4.758 7.647 \n", - "3 Afghanistan Asia 2011 3.832 7.620 \n", - "4 Afghanistan Asia 2012 3.783 7.705 \n", - "... ... ... ... ... ... \n", - "1944 Zimbabwe Africa 2016 3.735 7.984 \n", - "1945 Zimbabwe Africa 2017 3.638 8.016 \n", - "1946 Zimbabwe Africa 2018 3.616 8.049 \n", - "1947 Zimbabwe Africa 2019 2.694 7.950 \n", - "1948 Zimbabwe Africa 2020 3.160 7.829 \n", + " Country Continent Year Life ladder logGDP Social support \\\n", + "0 Afghanistan Asia 2008 3.724 7.370 0.451 \n", + "1 Afghanistan Asia 2009 4.402 7.540 0.552 \n", + "2 Afghanistan Asia 2010 4.758 7.647 0.539 \n", + "3 Afghanistan Asia 2011 3.832 7.620 0.521 \n", + "4 Afghanistan Asia 2012 3.783 7.705 0.521 \n", + "... ... ... ... ... ... ... \n", + "1944 Zimbabwe Africa 2016 3.735 7.984 0.768 \n", + "1945 Zimbabwe Africa 2017 3.638 8.016 0.754 \n", + "1946 Zimbabwe Africa 2018 3.616 8.049 0.775 \n", + "1947 Zimbabwe Africa 2019 2.694 7.950 0.759 \n", + "1948 Zimbabwe Africa 2020 3.160 7.829 0.717 \n", "\n", - " Support social Espérance de vie Liberté de vivre Générosité \\\n", - "0 0.451 50.80 0.718 0.168 \n", - "1 0.552 51.20 0.679 0.190 \n", - "2 0.539 51.60 0.600 0.121 \n", - "3 0.521 51.92 0.496 0.162 \n", - "4 0.521 52.24 0.531 0.236 \n", - "... ... ... ... ... \n", - "1944 0.768 54.40 0.733 -0.095 \n", - "1945 0.754 55.00 0.753 -0.098 \n", - "1946 0.775 55.60 0.763 -0.068 \n", - "1947 0.759 56.20 0.632 -0.064 \n", - "1948 0.717 56.80 0.643 -0.009 \n", + " Life expectancy Freedom of life Generosity Corruption \\\n", + "0 50.80 0.718 0.168 0.882 \n", + "1 51.20 0.679 0.190 0.850 \n", + "2 51.60 0.600 0.121 0.707 \n", + "3 51.92 0.496 0.162 0.731 \n", + "4 52.24 0.531 0.236 0.776 \n", + "... ... ... ... ... \n", + "1944 54.40 0.733 -0.095 0.724 \n", + "1945 55.00 0.753 -0.098 0.751 \n", + "1946 55.60 0.763 -0.068 0.844 \n", + "1947 56.20 0.632 -0.064 0.831 \n", + "1948 56.80 0.643 -0.009 0.789 \n", "\n", - " Perception de la corruption Effets positifs Effets négatifs \\\n", - "0 0.882 0.518 0.258 \n", - "1 0.850 0.584 0.237 \n", - "2 0.707 0.618 0.275 \n", - "3 0.731 0.611 0.267 \n", - "4 0.776 0.710 0.268 \n", - "... ... ... ... \n", - "1944 0.724 0.738 0.209 \n", - "1945 0.751 0.806 0.224 \n", - "1946 0.844 0.710 0.212 \n", - "1947 0.831 0.716 0.235 \n", - "1948 0.789 0.703 0.346 \n", - "\n", - " PIB par habitant \n", - "0 1587.63 \n", - "1 1881.83 \n", - "2 2094.35 \n", - "3 2038.56 \n", - "4 2219.42 \n", - "... ... \n", - "1944 2933.64 \n", - "1945 3029.04 \n", - "1946 3130.66 \n", - "1947 2835.57 \n", - "1948 2512.42 \n", + " Positive affect Negative affect GDP \n", + "0 0.518 0.258 1587.63 \n", + "1 0.584 0.237 1881.83 \n", + "2 0.618 0.275 2094.35 \n", + "3 0.611 0.267 2038.56 \n", + "4 0.710 0.268 2219.42 \n", + "... ... ... ... \n", + "1944 0.738 0.209 2933.64 \n", + "1945 0.806 0.224 3029.04 \n", + "1946 0.710 0.212 3130.66 \n", + "1947 0.716 0.235 2835.57 \n", + "1948 0.703 0.346 2512.42 \n", "\n", "[1949 rows x 13 columns]" ] @@ -377,6 +364,137 @@ "execution_count": 3, "id": "48a930ba", "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'Année'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'Année'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [3]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m years \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAnnée\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39munique()\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\u001b[39;00m\n\u001b[1;32m 4\u001b[0m dfpivot \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mpivot(index \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m, columns \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, values \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEchelle de vie\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 3504\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3505\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3507\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3625\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3626\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3627\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[0;31mKeyError\u001b[0m: 'Année'" + ] + } + ], + "source": [ + "years = df_hr[\"Année\"].unique()\n", + "\n", + "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", + "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", + "display(dfpivot)\n", + "\n", + "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", + "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", + "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", + "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", + " style='.-',\n", + " title = \"Données de l'Algérie avec interpolation\");\n", + "\n", + "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "302c5c16", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", + "\n", + "from enum import Enum\n", + "class Continent(Enum):\n", + " AF = \"Africa\"\n", + " AS = \"Asia\"\n", + " EU = \"Europe\"\n", + " NA = \"North America\"\n", + " OC = \"Oceania\"\n", + " SA = \"South America\"\n", + "# Continent[\"AF\"].value => \"Africa\" \n", + "# Continent[\"AF\"] => Continent.AF \n", + " \n", + "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", + "continentId = 'EU'\n", + "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", + "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", + "\n", + "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", + "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", + "my_cmap = plt.get_cmap(\"magma\")\n", + "\n", + "#dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot()\n", + "#display(dfpivot.transpose().interpolate('linear'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "cb65d6b6", + "metadata": {}, + "outputs": [ + { + "ename": "KeyError", + "evalue": "'log PIB par habitant'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", + "\u001b[0;31mKeyError\u001b[0m: 'log PIB par habitant'", + "\nThe above exception was the direct cause of the following exception:\n", + "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [17]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m isnan \u001b[38;5;28;01mas\u001b[39;00m isnan\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Log PIB -> PIB\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mround\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mexp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlog PIB par habitant\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 9\u001b[0m pibfr \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFrance\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 10\u001b[0m pibde \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGermany\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/frame.py:8833\u001b[0m, in \u001b[0;36mDataFrame.apply\u001b[0;34m(self, func, axis, raw, result_type, args, **kwargs)\u001b[0m\n\u001b[1;32m 8822\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mapply\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m frame_apply\n\u001b[1;32m 8824\u001b[0m op \u001b[38;5;241m=\u001b[39m frame_apply(\n\u001b[1;32m 8825\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 8826\u001b[0m func\u001b[38;5;241m=\u001b[39mfunc,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 8831\u001b[0m kwargs\u001b[38;5;241m=\u001b[39mkwargs,\n\u001b[1;32m 8832\u001b[0m )\n\u001b[0;32m-> 8833\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapply\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:727\u001b[0m, in \u001b[0;36mFrameApply.apply\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 724\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw:\n\u001b[1;32m 725\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_raw()\n\u001b[0;32m--> 727\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:851\u001b[0m, in \u001b[0;36mFrameApply.apply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 850\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_standard\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 851\u001b[0m results, res_index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_series_generator\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 853\u001b[0m \u001b[38;5;66;03m# wrap results\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwrap_results(results, res_index)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:867\u001b[0m, in \u001b[0;36mFrameApply.apply_series_generator\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 864\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m option_context(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode.chained_assignment\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 865\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(series_gen):\n\u001b[1;32m 866\u001b[0m \u001b[38;5;66;03m# ignore SettingWithCopy here in case the user mutates\u001b[39;00m\n\u001b[0;32m--> 867\u001b[0m results[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(results[i], ABCSeries):\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# If we have a view on v, we need to make a copy because\u001b[39;00m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;66;03m# series_generator will swap out the underlying data\u001b[39;00m\n\u001b[1;32m 871\u001b[0m results[i] \u001b[38;5;241m=\u001b[39m results[i]\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", + "Input \u001b[0;32mIn [17]\u001b[0m, in \u001b[0;36m\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m isnan \u001b[38;5;28;01mas\u001b[39;00m isnan\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Log PIB -> PIB\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[38;5;28mround\u001b[39m(exp(\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlog PIB par habitant\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m),\u001b[38;5;241m2\u001b[39m), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 9\u001b[0m pibfr \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFrance\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 10\u001b[0m pibde \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGermany\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:958\u001b[0m, in \u001b[0;36mSeries.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 955\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[key]\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key_is_scalar:\n\u001b[0;32m--> 958\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_hashable(key):\n\u001b[1;32m 961\u001b[0m \u001b[38;5;66;03m# Otherwise index.get_value will raise InvalidIndexError\u001b[39;00m\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 963\u001b[0m \u001b[38;5;66;03m# For labels that don't resolve as scalars like tuples and frozensets\u001b[39;00m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:1069\u001b[0m, in \u001b[0;36mSeries._get_value\u001b[0;34m(self, label, takeable)\u001b[0m\n\u001b[1;32m 1066\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[label]\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;66;03m# Similar to Index.get_value, but we do not fall back to positional\u001b[39;00m\n\u001b[0;32m-> 1069\u001b[0m loc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1070\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39m_get_values_for_loc(\u001b[38;5;28mself\u001b[39m, loc, label)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3625\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3626\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3627\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", + "\u001b[0;31mKeyError\u001b[0m: 'log PIB par habitant'" + ] + } + ], + "source": [ + "from math import log as log\n", + "from math import exp as exp\n", + "from math import trunc as trunc\n", + "from math import isnan as isnan\n", + "\n", + "\n", + "# Log PIB -> PIB\n", + "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", + "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", + "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", + "\n", + "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", + "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", + "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d46bf699", + "metadata": {}, "outputs": [ { "data": { @@ -398,30 +516,21 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -433,418 +542,743 @@ " \n", " \n", " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Année2005200620072008200920102011201220132014201520162017201820192020
PaysYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affectGDP
Continent
Africa2013.4916324.3706428.1433490.71492853.8743740.690172-0.0264310.7822560.6748810.2795425308.791663
Asia2013.0258785.3361799.3869940.80089163.8935100.7510830.0427340.7458050.6962130.26550120339.205545
Europe2013.4356786.04396710.2354770.87256668.6783390.746603-0.0261300.7199170.6897080.25786133357.345214
North America2012.6470596.1671479.4707060.84962165.6789410.7946820.0430790.7470380.8103710.26728219315.188000
Oceania2013.2500007.29617910.6692860.95014372.5607140.9224290.2586610.3408570.8232500.20660743218.915714
South America2012.8053696.0552219.5041010.86859166.3391950.775054-0.0656950.7853690.8125370.30123514423.752383
\n", + "" + ], + "text/plain": [ + " Year Life ladder logGDP Social support \\\n", + "Continent \n", + "Africa 2013.491632 4.370642 8.143349 0.714928 \n", + "Asia 2013.025878 5.336179 9.386994 0.800891 \n", + "Europe 2013.435678 6.043967 10.235477 0.872566 \n", + "North America 2012.647059 6.167147 9.470706 0.849621 \n", + "Oceania 2013.250000 7.296179 10.669286 0.950143 \n", + "South America 2012.805369 6.055221 9.504101 0.868591 \n", + "\n", + " Life expectancy Freedom of life Generosity Corruption \\\n", + "Continent \n", + "Africa 53.874374 0.690172 -0.026431 0.782256 \n", + "Asia 63.893510 0.751083 0.042734 0.745805 \n", + "Europe 68.678339 0.746603 -0.026130 0.719917 \n", + "North America 65.678941 0.794682 0.043079 0.747038 \n", + "Oceania 72.560714 0.922429 0.258661 0.340857 \n", + "South America 66.339195 0.775054 -0.065695 0.785369 \n", + "\n", + " Positive affect Negative affect GDP \n", + "Continent \n", + "Africa 0.674881 0.279542 5308.791663 \n", + "Asia 0.696213 0.265501 20339.205545 \n", + "Europe 0.689708 0.257861 33357.345214 \n", + "North America 0.810371 0.267282 19315.188000 \n", + "Oceania 0.823250 0.206607 43218.915714 \n", + "South America 0.812537 0.301235 14423.752383 " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "ValueError", + "evalue": "The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContinent\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()\n\u001b[1;32m 3\u001b[0m display(df_hr_ex)\n\u001b[0;32m----> 4\u001b[0m primary_figure \u001b[38;5;241m=\u001b[39m \u001b[43mpx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbar\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf_hr_ex\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf_hr_ex\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mLife ladder\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mtitle\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m, \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mContinents\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemplate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mplotly_white\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 10\u001b[0m \u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_chart_types.py:368\u001b[0m, in \u001b[0;36mbar\u001b[0;34m(data_frame, x, y, color, pattern_shape, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, hover_name, hover_data, custom_data, text, base, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, color_discrete_sequence, color_discrete_map, color_continuous_scale, pattern_shape_sequence, pattern_shape_map, range_color, color_continuous_midpoint, opacity, orientation, barmode, log_x, log_y, range_x, range_y, text_auto, title, template, width, height)\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbar\u001b[39m(\n\u001b[1;32m 321\u001b[0m data_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 322\u001b[0m x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 362\u001b[0m height\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 363\u001b[0m ):\n\u001b[1;32m 364\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 365\u001b[0m \u001b[38;5;124;03m In a bar plot, each row of `data_frame` is represented as a rectangular\u001b[39;00m\n\u001b[1;32m 366\u001b[0m \u001b[38;5;124;03m mark.\u001b[39;00m\n\u001b[1;32m 367\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 368\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmake_figure\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 369\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlocals\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 370\u001b[0m \u001b[43m \u001b[49m\u001b[43mconstructor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgo\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mBar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 371\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrace_patch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtextposition\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 372\u001b[0m \u001b[43m \u001b[49m\u001b[43mlayout_patch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mbarmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbarmode\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 373\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1945\u001b[0m, in \u001b[0;36mmake_figure\u001b[0;34m(args, constructor, trace_patch, layout_patch)\u001b[0m\n\u001b[1;32m 1942\u001b[0m layout_patch \u001b[38;5;241m=\u001b[39m layout_patch \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m 1943\u001b[0m apply_default_cascade(args)\n\u001b[0;32m-> 1945\u001b[0m args \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstructor\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1946\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m constructor \u001b[38;5;129;01min\u001b[39;00m [go\u001b[38;5;241m.\u001b[39mTreemap, go\u001b[38;5;241m.\u001b[39mSunburst, go\u001b[38;5;241m.\u001b[39mIcicle] \u001b[38;5;129;01mand\u001b[39;00m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpath\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1947\u001b[0m args \u001b[38;5;241m=\u001b[39m process_dataframe_hierarchy(args)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1405\u001b[0m, in \u001b[0;36mbuild_dataframe\u001b[0;34m(args, constructor)\u001b[0m\n\u001b[1;32m 1402\u001b[0m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1403\u001b[0m \u001b[38;5;66;03m# now that things have been prepped, we do the systematic rewriting of `args`\u001b[39;00m\n\u001b[0;32m-> 1405\u001b[0m df_output, wide_id_vars \u001b[38;5;241m=\u001b[39m \u001b[43mprocess_args_into_dataframe\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1406\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwide_mode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvar_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue_name\u001b[49m\n\u001b[1;32m 1407\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1409\u001b[0m \u001b[38;5;66;03m# now that `df_output` exists and `args` contains only references, we complete\u001b[39;00m\n\u001b[1;32m 1410\u001b[0m \u001b[38;5;66;03m# the special-case and wide-mode handling by further rewriting args and/or mutating\u001b[39;00m\n\u001b[1;32m 1411\u001b[0m \u001b[38;5;66;03m# df_output\u001b[39;00m\n\u001b[1;32m 1413\u001b[0m count_name \u001b[38;5;241m=\u001b[39m _escape_col_name(df_output, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcount\u001b[39m\u001b[38;5;124m\"\u001b[39m, [var_name, value_name])\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1251\u001b[0m, in \u001b[0;36mprocess_args_into_dataframe\u001b[0;34m(args, wide_mode, var_name, value_name)\u001b[0m\n\u001b[1;32m 1244\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m length \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(argument) \u001b[38;5;241m!=\u001b[39m length:\n\u001b[1;32m 1245\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1246\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll arguments should have the same length. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1247\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe length of argument `\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m` is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m, whereas the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1248\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlength of previously-processed arguments \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1249\u001b[0m \u001b[38;5;241m%\u001b[39m (field, \u001b[38;5;28mlen\u001b[39m(argument), \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mlist\u001b[39m(df_output\u001b[38;5;241m.\u001b[39mcolumns)), length)\n\u001b[1;32m 1250\u001b[0m )\n\u001b[0;32m-> 1251\u001b[0m df_output[\u001b[38;5;28mstr\u001b[39m(col_name)] \u001b[38;5;241m=\u001b[39m \u001b[43mto_unindexed_series\u001b[49m\u001b[43m(\u001b[49m\u001b[43margument\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1253\u001b[0m \u001b[38;5;66;03m# Finally, update argument with column name now that column exists\u001b[39;00m\n\u001b[1;32m 1254\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m col_name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, (\n\u001b[1;32m 1255\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData-frame processing failure, likely due to a internal bug. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1256\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlease report this to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1257\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://github.com/plotly/plotly.py/issues/new and we will try to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1258\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreplicate and fix it.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1259\u001b[0m )\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1073\u001b[0m, in \u001b[0;36mto_unindexed_series\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1066\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mto_unindexed_series\u001b[39m(x):\n\u001b[1;32m 1067\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;124;03m assuming x is list-like or even an existing pd.Series, return a new pd.Series with\u001b[39;00m\n\u001b[1;32m 1069\u001b[0m \u001b[38;5;124;03m no index, without extracting the data from an existing Series via numpy, which\u001b[39;00m\n\u001b[1;32m 1070\u001b[0m \u001b[38;5;124;03m seems to mangle datetime columns. Stripping the index from existing pd.Series is\u001b[39;00m\n\u001b[1;32m 1071\u001b[0m \u001b[38;5;124;03m required to get things to match up right in the new DataFrame we're building\u001b[39;00m\n\u001b[1;32m 1072\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1073\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mSeries\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:367\u001b[0m, in \u001b[0;36mSeries.__init__\u001b[0;34m(self, data, index, dtype, name, copy, fastpath)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 365\u001b[0m name \u001b[38;5;241m=\u001b[39m ibase\u001b[38;5;241m.\u001b[39mmaybe_extract_name(name, data, \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m))\n\u001b[0;32m--> 367\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mis_empty_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;129;01mand\u001b[39;00m dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 368\u001b[0m \u001b[38;5;66;03m# gh-17261\u001b[39;00m\n\u001b[1;32m 369\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 370\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe default dtype for empty Series will be \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mobject\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m instead \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 371\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mof \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfloat64\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m in a future version. Specify a dtype explicitly \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 374\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 375\u001b[0m )\n\u001b[1;32m 376\u001b[0m \u001b[38;5;66;03m# uncomment the line below when removing the FutureWarning\u001b[39;00m\n\u001b[1;32m 377\u001b[0m \u001b[38;5;66;03m# dtype = np.dtype(object)\u001b[39;00m\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/construction.py:818\u001b[0m, in \u001b[0;36mis_empty_data\u001b[0;34m(data)\u001b[0m\n\u001b[1;32m 816\u001b[0m is_none \u001b[38;5;241m=\u001b[39m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 817\u001b[0m is_list_like_without_dtype \u001b[38;5;241m=\u001b[39m is_list_like(data) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(data, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 818\u001b[0m is_simple_empty \u001b[38;5;241m=\u001b[39m is_list_like_without_dtype \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\n\u001b[1;32m 819\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m is_none \u001b[38;5;129;01mor\u001b[39;00m is_simple_empty\n", + "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/generic.py:1535\u001b[0m, in \u001b[0;36mNDFrame.__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1533\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__nonzero__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m-> 1535\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe truth value of a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is ambiguous. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse a.empty, a.bool(), a.item(), a.any() or a.all().\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1538\u001b[0m )\n", + "\u001b[0;31mValueError\u001b[0m: The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()." + ] + } + ], + "source": [ + "import plotly.express as px\n", + "df_hr_ex = df_hr.groupby(\"Continent\").mean()\n", + "display(df_hr_ex)\n", + "primary_figure = px.bar(\n", + " x = df_hr_ex[[\"GDP\"]],\n", + " y = df_hr_ex[[\"Life ladder\"]],\n", + " title = f'{\"GDP\"}, ',\n", + " labels=dict(x = \"GDP\", y = \"Continents\"),\n", + " template='plotly_white'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "c5444f0a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryContinentYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affect
Afghanistan1280North CyprusEurope20125.463NaN0.871NaN0.693NaN3.7244.4024.7583.8323.7833.5723.1313.9834.2202.6622.6942.375NaN0.8550.7090.405
AlbaniaNaNNaN4.634NaN5.4855.2695.8675.5104.5514.8144.6074.5114.6405.0044.9955.365
AlgeriaNaNNaNNaNNaNNaN5.4645.3175.6051281North CyprusEurope20135.567NaN6.3550.869NaN5.3415.2495.0434.7450.775NaN0.7150.6220.443
AngolaNaNNaNNaNNaNNaNNaN5.5894.3603.9373.795NaNNaNNaN1282North CyprusEurope20145.786NaN0.802NaN0.830NaN0.6920.7240.311
Argentina1283North CyprusEurope20155.843NaN6.3136.0735.9616.4246.4416.7766.4686.5826.6716.6976.4276.0395.7936.0865.901
...................................................0.791NaN0.785NaN0.6590.7020.319
Venezuela7.176.5251284North CyprusEurope20165.827NaN6.2587.1897.4786.5807.0676.5536.1365.5694.0415.0715.0065.0814.574
Vietnam0.808NaN5.2945.4225.4805.3045.2965.7675.5355.0235.0855.0765.0625.1755.2965.4670.796NaN0.6700.6440.346
YemenNaN1285North CyprusEurope20185.608NaN4.4770.837NaN4.8094.3503.7464.0614.2183.9682.9833.8263.2543.0584.1970.797NaN0.6140.4800.262
Zambia1286North CyprusEurope20195.467NaN4.8243.9984.7305.2600.803NaN4.9995.0135.2444.3464.8434.3483.9334.0413.3074.838
Zimbabwe0.793NaN3.8263.2803.1744.0564.6824.8464.9554.6904.1843.7033.7353.6383.6162.6943.1600.6400.4940.296
\n", - "

166 rows × 16 columns

\n", "
" ], "text/plain": [ - "Année 2005 2006 2007 2008 2009 2010 2011 2012 2013 \\\n", - "Pays \n", - "Afghanistan NaN NaN NaN 3.724 4.402 4.758 3.832 3.783 3.572 \n", - "Albania NaN NaN 4.634 NaN 5.485 5.269 5.867 5.510 4.551 \n", - "Algeria NaN NaN NaN NaN NaN 5.464 5.317 5.605 NaN \n", - "Angola NaN NaN NaN NaN NaN NaN 5.589 4.360 3.937 \n", - "Argentina NaN 6.313 6.073 5.961 6.424 6.441 6.776 6.468 6.582 \n", - "... ... ... ... ... ... ... ... ... ... \n", - "Venezuela 7.17 6.525 NaN 6.258 7.189 7.478 6.580 7.067 6.553 \n", - "Vietnam NaN 5.294 5.422 5.480 5.304 5.296 5.767 5.535 5.023 \n", - "Yemen NaN NaN 4.477 NaN 4.809 4.350 3.746 4.061 4.218 \n", - "Zambia NaN 4.824 3.998 4.730 5.260 NaN 4.999 5.013 5.244 \n", - "Zimbabwe NaN 3.826 3.280 3.174 4.056 4.682 4.846 4.955 4.690 \n", + " Country Continent Year Life ladder logGDP Social support \\\n", + "1280 North Cyprus Europe 2012 5.463 NaN 0.871 \n", + "1281 North Cyprus Europe 2013 5.567 NaN 0.869 \n", + "1282 North Cyprus Europe 2014 5.786 NaN 0.802 \n", + "1283 North Cyprus Europe 2015 5.843 NaN 0.791 \n", + "1284 North Cyprus Europe 2016 5.827 NaN 0.808 \n", + "1285 North Cyprus Europe 2018 5.608 NaN 0.837 \n", + "1286 North Cyprus Europe 2019 5.467 NaN 0.803 \n", "\n", - "Année 2014 2015 2016 2017 2018 2019 2020 \n", - "Pays \n", - "Afghanistan 3.131 3.983 4.220 2.662 2.694 2.375 NaN \n", - "Albania 4.814 4.607 4.511 4.640 5.004 4.995 5.365 \n", - "Algeria 6.355 NaN 5.341 5.249 5.043 4.745 NaN \n", - "Angola 3.795 NaN NaN NaN NaN NaN NaN \n", - "Argentina 6.671 6.697 6.427 6.039 5.793 6.086 5.901 \n", - "... ... ... ... ... ... ... ... \n", - "Venezuela 6.136 5.569 4.041 5.071 5.006 5.081 4.574 \n", - "Vietnam 5.085 5.076 5.062 5.175 5.296 5.467 NaN \n", - "Yemen 3.968 2.983 3.826 3.254 3.058 4.197 NaN \n", - "Zambia 4.346 4.843 4.348 3.933 4.041 3.307 4.838 \n", - "Zimbabwe 4.184 3.703 3.735 3.638 3.616 2.694 3.160 \n", + " Life expectancy Freedom of life Generosity Corruption \\\n", + "1280 NaN 0.693 NaN 0.855 \n", + "1281 NaN 0.775 NaN 0.715 \n", + "1282 NaN 0.830 NaN 0.692 \n", + "1283 NaN 0.785 NaN 0.659 \n", + "1284 NaN 0.796 NaN 0.670 \n", + "1285 NaN 0.797 NaN 0.614 \n", + "1286 NaN 0.793 NaN 0.640 \n", "\n", - "[166 rows x 16 columns]" + " Positive affect Negative affect \n", + "1280 0.709 0.405 \n", + "1281 0.622 0.443 \n", + "1282 0.724 0.311 \n", + "1283 0.702 0.319 \n", + "1284 0.644 0.346 \n", + "1285 0.480 0.262 \n", + "1286 0.494 0.296 " ] }, "metadata": {}, "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", 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\n", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } ], "source": [ - "years = df_hr[\"Année\"].unique()\n", + "#display(df_hr[df_hr[\"Country\"] == \"South Sudan\"])\n", "\n", - "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", - "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", - "display(dfpivot)\n", - "\n", - "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", - "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", - "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", - "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", - " style='.-',\n", - " title = \"Données de l'Algérie avec interpolation\");\n", - "\n", - "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" + "display(df[df[\"Country\"] == \"North Cyprus\"])\n", + "#df_hr.interpolate(method = 'linear', inplace = True)" ] }, { "cell_type": "code", - "execution_count": 4, - "id": "302c5c16", - "metadata": { - "scrolled": true - }, + "execution_count": 1, + "id": "812ab8c5", + "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'df_hr' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContinent\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNorth America\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCountry\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()[[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife ladder\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 4\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m df_hr_ex\u001b[38;5;241m.\u001b[39msort_values(by \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife ladder\u001b[39m\u001b[38;5;124m\"\u001b[39m, ascending \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mlbd\u001b[39m(row):\n", + "\u001b[0;31mNameError\u001b[0m: name 'df_hr' is not defined" + ] } ], "source": [ - "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", + "import math\n", "\n", - "from enum import Enum\n", - "class Continent(Enum):\n", - " AF = \"Africa\"\n", - " AS = \"Asia\"\n", - " EU = \"Europe\"\n", - " NA = \"North America\"\n", - " OC = \"Oceania\"\n", - " SA = \"South America\"\n", - "# Continent[\"AF\"].value => \"Africa\" \n", - "# Continent[\"AF\"] => Continent.AF \n", - " \n", - "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", - "continentId = 'EU'\n", - "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", - "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", + "df_hr_ex = df_hr[df_hr[\"Continent\"] == \"North America\"].groupby(\"Country\").mean()[[\"GDP\", \"Life ladder\"]]\n", + "df_hr_ex = df_hr_ex.sort_values(by = \"Life ladder\", ascending = True)\n", "\n", - "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", - "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", - "my_cmap = plt.get_cmap(\"magma\")\n", + "def lbd(row):\n", + " if math.isnan(df_hr_ex.loc[[row]][\"GDP\"]):\n", + " return row + \"test\"\n", + " return row\n", "\n", - "#dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot()\n", - "#display(dfpivot.transpose().interpolate('linear'))" + "df_hr_ex.rename(lbd, axis = \"index\", inplace = True)\n", + "display(df_hr_ex)" ] }, { "cell_type": "code", - "execution_count": 5, - "id": "cb65d6b6", + "execution_count": 100, + "id": "32fd5f30", "metadata": {}, "outputs": [ { - "data": { - "image/png": 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\n", 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'find' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Input \u001b[0;32mIn [100]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m radioItems \u001b[38;5;241m=\u001b[39m [{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 2\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSupport social\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSocial support\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 3\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEspérance de vie\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife expectancy\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 7\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEffets positifs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPositive affect\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 8\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEffets négatifs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNegative affect\u001b[39m\u001b[38;5;124m\"\u001b[39m}]\n\u001b[0;32m----> 9\u001b[0m display(\u001b[43mfind\u001b[49m(\u001b[38;5;28;01mlambda\u001b[39;00m x: x[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m, radioItems))\n", + "\u001b[0;31mNameError\u001b[0m: name 'find' is not defined" + ] } ], "source": [ - "from math import log as log\n", - "from math import exp as exp\n", - "from math import trunc as trunc\n", - "\n", - "\n", - "# Log PIB -> PIB\n", - "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", - "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", - "\n", - "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", - "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", - "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" + "radioItems = [{'label': \"PIB par habitant\", 'value': \"GDP\"},\n", + " {'label': \"Support social\", 'value': \"Social support\"},\n", + " {'label': \"Espérance de vie\", 'value': \"Life expectancy\"},\n", + " {'label': \"Liberté de vivre\", 'value': \"Freedom of life\"},\n", + " {'label': \"Générosité\", 'value': \"Generosity\"},\n", + " {'label': \"Perception de la corruption\", 'value': \"Corruption\"},\n", + " {'label': \"Effets positifs\", 'value': \"Positive affect\"},\n", + " {'label': \"Effets négatifs\", 'value': \"Negative affect\"}]\n", + "display(find(lambda x: x[\"value\"] == \"GDP\", radioItems))" ] }, { "cell_type": "code", - "execution_count": 59, - "id": "d46bf699", + "execution_count": 103, + "id": "f752b916", "metadata": {}, "outputs": [ { "data": { - "image/png": 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CountryContinentYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affectGDP
1339PanamaNorth America20066.1289.7640.95167.90.882-0.0470.9120.8450.23217396.08
1340PanamaNorth America20076.8949.8590.93768.00.6400.0830.9150.8200.14919129.75
1341PanamaNorth America20086.9319.9350.92268.10.7070.0600.8810.8190.15020640.28
1342PanamaNorth America20097.0349.9300.90568.20.7210.0140.8890.8830.14420537.34
1343PanamaNorth America20107.3219.9690.92868.30.755-0.0090.8800.8880.14621354.12
1344PanamaNorth America20117.24810.0590.87668.50.8290.0090.8400.8850.18023365.13
1345PanamaNorth America20126.86010.1350.89768.70.783-0.0020.7960.8690.20725210.10
1346PanamaNorth America20136.86610.1840.89668.90.8110.0180.8140.8690.22626476.16
1347PanamaNorth America20146.63110.2170.87369.10.8940.0020.8470.8080.25427364.45
1348PanamaNorth America20156.60610.2550.88369.30.847-0.0070.8100.8010.26428424.31
1349PanamaNorth America20166.11810.2870.88269.40.884-0.1020.8370.8580.24429348.60
1350PanamaNorth America20176.56810.3240.91269.50.900-0.1700.8410.8330.24230454.83
1351PanamaNorth America20186.28110.3430.90469.60.861-0.1310.8370.8840.22331039.01
1352PanamaNorth America20196.08610.3560.88669.70.883-0.1990.8690.8780.24431445.15
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" + ], "text/plain": [ - "
" + " Country Continent Year Life ladder logGDP Social support \\\n", + "1339 Panama North America 2006 6.128 9.764 0.951 \n", + "1340 Panama North America 2007 6.894 9.859 0.937 \n", + "1341 Panama North America 2008 6.931 9.935 0.922 \n", + "1342 Panama North America 2009 7.034 9.930 0.905 \n", + "1343 Panama North America 2010 7.321 9.969 0.928 \n", + "1344 Panama North America 2011 7.248 10.059 0.876 \n", + "1345 Panama North America 2012 6.860 10.135 0.897 \n", + "1346 Panama North America 2013 6.866 10.184 0.896 \n", + "1347 Panama North America 2014 6.631 10.217 0.873 \n", + "1348 Panama North America 2015 6.606 10.255 0.883 \n", + "1349 Panama North America 2016 6.118 10.287 0.882 \n", + "1350 Panama North America 2017 6.568 10.324 0.912 \n", + "1351 Panama North America 2018 6.281 10.343 0.904 \n", + "1352 Panama North America 2019 6.086 10.356 0.886 \n", + "\n", + " Life expectancy Freedom of life Generosity Corruption \\\n", + "1339 67.9 0.882 -0.047 0.912 \n", + "1340 68.0 0.640 0.083 0.915 \n", + "1341 68.1 0.707 0.060 0.881 \n", + "1342 68.2 0.721 0.014 0.889 \n", + "1343 68.3 0.755 -0.009 0.880 \n", + "1344 68.5 0.829 0.009 0.840 \n", + "1345 68.7 0.783 -0.002 0.796 \n", + "1346 68.9 0.811 0.018 0.814 \n", + "1347 69.1 0.894 0.002 0.847 \n", + "1348 69.3 0.847 -0.007 0.810 \n", + "1349 69.4 0.884 -0.102 0.837 \n", + "1350 69.5 0.900 -0.170 0.841 \n", + "1351 69.6 0.861 -0.131 0.837 \n", + "1352 69.7 0.883 -0.199 0.869 \n", + "\n", + " Positive affect Negative affect GDP \n", + "1339 0.845 0.232 17396.08 \n", + "1340 0.820 0.149 19129.75 \n", + "1341 0.819 0.150 20640.28 \n", + "1342 0.883 0.144 20537.34 \n", + "1343 0.888 0.146 21354.12 \n", + "1344 0.885 0.180 23365.13 \n", + "1345 0.869 0.207 25210.10 \n", + "1346 0.869 0.226 26476.16 \n", + "1347 0.808 0.254 27364.45 \n", + "1348 0.801 0.264 28424.31 \n", + "1349 0.858 0.244 29348.60 \n", + "1350 0.833 0.242 30454.83 \n", + "1351 0.884 0.223 31039.01 \n", + "1352 0.878 0.244 31445.15 " ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "\n", - "df_hr_ex = df_hr.groupby(\"Continent\").mean()[[\"Echelle de vie\"]].plot()" + "display(df_hr[df_hr[\"Country\"] == \"Panama\"])" ] } ], @@ -864,7 +1298,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.2" + "version": "3.10.4" } }, "nbformat": 4, diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index fd6b10ce..3d54f978 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -5,33 +5,37 @@ import pandas as pd import numpy as np +import math import plotly.graph_objs as go import plotly.express as px +import plotly.graph_objects as go import dateutil as du # Manipulation du path pour ajouter le chemin relatif et # empecher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) -from get_data import df_hr, df_cc, df_hr_col_en, df_hr_col_fr +from get_data import df_hr, df_cc from utils import * class Bonheur(): - continent_list_en = ["Africa", "Asia", "Europe", "North America", "Oceania", "South America"] - continent_list_fr = ["Afrique", "Asie", "Europe", "Amérique du Nord", "Océanie", "Amérique du Sud"] - - graph_types = ["PIB par habitant", "Support social", "Espérance de vie", "Liberté de vivre", - "Générosité", "Perception de la corruption", "Effets positifs", "Effets négatifs"] - - + radioItems = [{'label': "PIB par habitant", 'value': "GDP"}, + {'label': "Support social", 'value': "Social support"}, + {'label': "Espérance de vie", 'value': "Life expectancy"}, + {'label': "Liberté de vivre", 'value': "Freedom of life"}, + {'label': "Générosité", 'value': "Generosity"}, + {'label': "Perception de la corruption", 'value': "Corruption"}, + {'label': "Effets positifs", 'value': "Positive affect"}, + {'label': "Effets négatifs", 'value': "Negative affect"}] + def __init__(self, application = None): self.mode = 1 self.filter = "" - self.graph_type_default = "PIB par habitant" + self.graph_type_default = "GDP" self.main_layout = html.Div([ html.H3("Étude du bonheur mondial de 2005 à 2020"), @@ -46,18 +50,14 @@ def __init__(self, application = None): html.Div([ dcc.RadioItems( id = 'bnh-graph-type', - options = list(map(lambda s: {'label': s, 'value': s}, self.graph_types)), + options = self.radioItems, value = self.graph_type_default, labelStyle = {'display':'block'}, ), html.Button('Réinitialiser le graphe', id='bnh-btn', n_clicks=0), ], style = {'width' : '23%', 'display': 'inline-block'}) ]), - html.Div([ - - ], - id = 'bnh-description', - style = {'width': '100%'}) + dcc.Markdown("", id = 'bnh-description', style = {'width': '100%'}) ], style = { 'backgroundColor': 'white', 'padding': '10px 50px 10px 50px', @@ -117,7 +117,6 @@ def _reset_graph_values(self, graphtype, btn): def _update_graph(self, point, graphtype, _): ctx = dash.callback_context - # in case of error, return default graph if not ctx.triggered: self.mode = 1 @@ -141,15 +140,14 @@ def _update_graph(self, point, graphtype, _): if trigger_id == 'bnh-graph' and point: value = point["points"][0].get("x") if self.mode == 1 : + self.filter = value self.mode = 2 - self.filter = self.continent_list_en[self.continent_list_fr.index(value)] return self._init_graph_secondary(graphtype) if self.mode == 2 : - self.mode = 3 self.filter = value + self.mode = 3 return self._init_graph_tertiary(graphtype) - if self.mode == 3 : - self.fitler = value + if self.mode == 3: return self._init_graph_tertiary(graphtype) # in case of error, return default graph @@ -159,60 +157,193 @@ def _update_graph(self, point, graphtype, _): def _upgrade_description(self, graphtype): match graphtype: - case "Echelle de vie" : - return md_life_ladder - case "PIB par habitant" : + case "GDP" : return md_gdp - case "Support social" : + case "Social support" : return md_social_support - case "Espérance de vie" : + case "Life expectancy" : return md_life_expectancy - case "Liberté de vivre" : + case "Freedom of life" : return md_freedom - case "Générosité" : + case "Generosity" : return md_generosity - case "Perception de la corruption" : + case "Corruption" : return md_corruption - case "Effets positifs" : + case "Positive affect" : return md_positive - case "Effets négatifs" : + case "Negative affect" : return md_negative def _init_graph_primary(self, graphtype): print("_init_graph_primary") - df_hr_ex = df_hr.groupby("Continent").mean() - df_hr_ex.index = self.continent_list_fr - print(df_hr_ex) - primary_figure = px.bar( - df_hr_ex[[graphtype]], - title = f'{graphtype}, ', - labels=dict(x = graphtype, y = "Continents"), - template='plotly_white' + + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") + axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) + axisName = axisName["label"] if axisName else "" + + df_hr_ex = df_hr.groupby("Continent").mean()[[graphtype, "Life ladder"]] + df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) + + # If the value is NaN for graphtype, add the red color + def lbd(index): + if math.isnan(df_hr_ex.loc[[index]][graphtype]): + return f'{index}' + return index + df_hr_ex.rename(lbd, axis = "index", inplace = True) + + figure = px.bar( + data_frame = df_hr_ex, + y = graphtype, + custom_data = [df_hr_ex["Life ladder"]], + + + color = "Life ladder", + range_color = [0, 10], + + ) + + + # Add template for hover menu with filter, graphtype, axisName and Life ladder value + figure.update_traces( + hovertemplate = + 'Continent: %{x}
' + + '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + + 'Échelle de vie : %{customdata[0]:.2f}', + ) + + # Update layout : add title, template, hover menu font text, color range title, axis titles + figure.update_layout( + title = f'{axisName}', + template = 'plotly_white', + hoverlabel = dict( + font = dict(color = "white") + ), + coloraxis = dict( + colorbar = dict(title = "Échelle
de vie") + ), + xaxis = dict(title = "Continents"), + yaxis = dict(title = f'{axisName}') ) - return primary_figure + + return figure def _init_graph_secondary(self, graphtype): - df_hr_ex = df_hr[df_hr["Continent"] == self.filter].groupby("Pays").mean() - primary_figure = px.bar( - df_hr_ex[[graphtype]], - title = f'{graphtype}, {self.filter}', - labels=dict(x = graphtype, y = "Pays"), - template='plotly_white' + print("_init_graph_secondary") + + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") + axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) + axisName = axisName["label"] if axisName else "" + + df_hr_ex = df_hr[df_hr["Continent"] == self.filter].groupby("Country").mean()[[graphtype, "Life ladder"]] + df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) + + # If the value is NaN for graphtype, add the red color + def lbd(index): + if math.isnan(df_hr_ex.loc[[index]][graphtype]): + return f'{index}' + return index + df_hr_ex.rename(lbd, axis = "index", inplace = True) + + figure = px.bar( + data_frame = df_hr_ex, + y = graphtype, + custom_data = [df_hr_ex["Life ladder"]], + + + color = "Life ladder", + range_color = [0, 10], + + ) + + + # Add template for hover menu with filter, graphtype, axisName and Life ladder value + figure.update_traces( + hovertemplate = + '' + self.filter + '

' + + 'Pays: %{x}
' + + '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + + 'Échelle de vie : %{customdata[0]:.2f}', ) - return primary_figure + + # Update layout : add title, template, hover menu font text, color range title, axis titles + figure.update_layout( + title = f'{axisName}, {self.filter}', + template = 'plotly_white', + hoverlabel = dict( + font = dict(color = "white") + ), + coloraxis = dict( + colorbar = dict(title = "Échelle
de vie") + ), + xaxis = dict(title = "Pays"), + yaxis = dict(title = f'{axisName}') + ) + + return figure + + + def _init_graph_tertiary(self, graphtype): print("_init_graph_tertiary") - df_hr_ex = df_hr[df_hr["Pays"] == self.filter] - primary_figure = px.line( - df_hr_ex[[graphtype]], - title = f'{graphtype}, {self.filter}', - labels=dict(x = graphtype, y = "Pays"), - template='plotly_white' + + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") + axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) + axisName = axisName["label"] if axisName else "" + + # Get wanted dataframe with str years and merge it with the [2005-2020] to fill data in missing years + df_hr_ex = df_hr[df_hr["Country"] == self.filter][["Year", graphtype, "Life ladder"]] + df_hr_ex["Year"] = df_hr_ex["Year"].apply(str) + xAxis = pd.Series(df_hr["Year"].unique(), name = "Year").apply(str) + df_hr_ex = df_hr_ex.merge(xAxis, on = "Year", how = "right") + + # Sort list and set Year as Index + df_hr_ex = df_hr_ex.sort_values(by = "Year", ascending = True) + df_hr_ex.set_index("Year", inplace = True) + + # Add red color when graphtype value is missing for a specific year + def lbd(index): + if math.isnan(df_hr_ex.loc[[index]][graphtype]): + return f'{index}' + return index + df_hr_ex.rename(lbd, axis = "index", inplace = True) + + figure = px.bar( + data_frame = df_hr_ex, + y = graphtype, + custom_data = [df_hr_ex["Life ladder"]], + + # Add color range for Life Ladder + color = "Life ladder", + range_color = [0, 10], ) - return primary_figure + + # Add template for hover menu with filter, graphtype, axisName and Life ladder value + figure.update_traces( + hovertemplate = + '' + self.filter + '

' + + 'Année: %{x}
' + + '' + axisName + ' : %{y:.2f}
' + + 'Échelle de vie : %{customdata[0]:.2f}', + ) + + # Update layout : add title, template, hover menu font text, color range title, axis titles + figure.update_layout( + title = f'{axisName}, {self.filter}', + template = 'plotly_white', + hoverlabel = dict( + font = dict(color = "white") + ), + coloraxis = dict( + colorbar = dict(title = "Échelle
de vie") + ), + xaxis = dict(title = "Années"), + yaxis = dict(title = f'{axisName}') + ) + + return figure if __name__ == '__main__': @@ -232,50 +363,61 @@ def _init_graph_tertiary(self, graphtype): # <-------------------------------------------------------> md_introduction = """ -Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le managment, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour efféctuer différents sondages souvent médiatisés. +Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le management, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour efféctuer différents sondages souvent médiatisés. Dans le cadre du programme Gallup Happiness Poll, l'entreprise recueille des informations et des avis d'habitants de pays du monde entier sur le ressentis de leur vie, et si ils se considèrent comme heureux. Il en résulte un rapport qui s'étend sur plusieurs années et contient des informations particulièrement intéressantes. + +#### Échelle de vie +L'Échelle de vie est une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La question (traduite de l'anglais) est : "Imaginez une échelle, avec des marches numérotées de 0 en bas jusqu'à 10 en haut. Le haut de l'échelle représente les meilleures conditions de vies pour vous et le bas représente les pires conditions de vies. Sur quelle marche de l'échelle vous pensez personnellement être actuellement ?". On appelle également cette mesure l'échelle de Cantril. + +Le but de ce graph est donc d'exprimer les différentes corrélations entre cette fameuse Échelle de vie, et différentes métriques exprimées dans le GWP : si l'évolution de la métrique est croissante de manière visible, cela veut dire qu'elle est proportionnelle à l'Échelle de vie et donc au bonheur. + +--- + +La navigation dans le graphe est possible en cliquant sur les barres pour ouvrir le détails des valeurs par pays et continents. + + """ md_life_ladder = """ ### Life Ladder : -Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : "Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?". On appelle également cette mesure l'échelle de Cantril. + """ md_gdp = """ -### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): - -Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021. +### Produit Intérieur Brut Par habitant (en parité de pouvoir d'achat): -Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP. +Il s'agit du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à la valeur de 2017), venant du rapport du World Development Indicator du 16 décembre 2021. +La parité de pouvoir d'achat (PPA) est un taux de conversion monétaire qui permet d'exprimer dans une unité commune les pouvoirs d'achat des différentes monnaies. Ce taux exprime le rapport entre la quantité d'unités monétaires nécessaire dans des pays différents pour se procurer le même « panier » de biens et de services. +Ce taux de conversion peut être différent du « taux de change » ; en effet, le taux de change d'une monnaie par rapport à une autre reflète leurs valeurs réciproques sur les marchés financiers internationaux et non leurs valeurs intrinsèques pour un consommateur. """ md_social_support = """ -### Social Support : +### Social Support : Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : "If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not". """ md_life_expectancy = """ -### Healthy Life expectancy at birth : +### Healthy Life expectancy at birth : Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset. """ md_freedom = """ -### Freedom to make life choice : +### Freedom to make life choice : Il s'agit de la mesure de la moyenne nationale à la question "Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?" """ md_generosity = """ -### Generosity : +### Generosity : -Il s'agit de la mesure de la moyenne nationale à la question "Have you donated mo,ey to charity in the mast month ?". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait. +Il s'agit de la mesure de la moyenne nationale à la question "Have you donated money to charity in the mast month ?". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait. """ md_corruption = """ -### Perceptions of corruption : +### Perceptions of corruption : Il s'agit de la mesure de la moyenne nationale aux questions : - "Is corruption widespread throughout the government or not" @@ -284,7 +426,7 @@ def _init_graph_tertiary(self, graphtype): """ md_positive = """ -### Positive affect : +### Positive affect : L'effet positif est définit par la moyenne des questions binaires suivantes : - "Did you smile or laugh a lot yerterday ?" diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py index e5b8bb7c..88aedfca 100644 --- a/pdlr_mg_sujet/get_data.py +++ b/pdlr_mg_sujet/get_data.py @@ -15,31 +15,20 @@ df_cc = pd.read_csv(path_countries_continents, sep=",", encoding="UTF-8") # Renommage des colonnes et utilisation des pays comme index (pour pouvoir utiliser df_cc["Pays"] -df_cc_col_en = ["Continents", "Countries"] -df_cc_col_fr = ["Continent", "Pays"] -df_cc.columns = df_cc_col_fr -df_cc.set_index("Pays", inplace = True) +df_cc.set_index("Country", inplace = True) # <----------------------IMPORT ET TRAITEMENT DU DATASET Happiness-Report----------------------> df_hr = pd.read_csv(path_hapiness_report, sep=",", encoding="UTF-8") -# Renommage des colonnes -df_hr_col_en = ["Country name", "year","Life Ladder","Log GDP per capita", - "Social support","Healthy life expectancy at birth","Freedom to make life choices", - "Generosity","Perceptions of corruption,Positive affect","Negative affect"] -df_hr_col_fr = ["Pays", "Année", "Echelle de vie","log PIB par habitant","Support social", - "Espérance de vie","Liberté de vivre","Générosité","Perception de la corruption", - "Effets positifs","Effets négatifs"] -df_hr.columns = df_hr_col_fr +df_hr.columns = ["Country", "Year", "Life ladder", "logGDP", "Social support", "Life expectancy", "Freedom of life", "Generosity", "Corruption", "Positive affect", "Negative affect"] + # Ajoute la colonne des continent et la déplace en 2ème position -df_hr = df_hr.join(df_cc, on = "Pays") +df_hr = df_hr.join(df_cc, on = "Country") tmp = df_hr.pop("Continent") -df_hr.insert(1, 'Continent', tmp) +df_hr.insert(1, "Continent", tmp) # Convertis le log du PIB en PIB -df_hr["PIB par habitant"] = df_hr.apply(lambda x: round(exp(x["log PIB par habitant"]),2), axis=1) - - -## df_hr.interpolate(method = 'linear', inplace = True) \ No newline at end of file +df_hr["GDP"] = df_hr.apply(lambda x: round(exp(x["logGDP"]),2), axis=1) +#df_hr.interpolate(method = 'linear', inplace = True) \ No newline at end of file From 433bb87fcb0bb560856e34a72c1e30e13d83e198 Mon Sep 17 00:00:00 2001 From: Matiboux Date: Mon, 2 May 2022 22:03:10 +0200 Subject: [PATCH 31/41] Refactor files --- pdlr_mg_sujet/bonheur.py | 148 +++++++++++++++----------------------- pdlr_mg_sujet/get_data.py | 10 +-- pdlr_mg_sujet/utils.py | 4 +- 3 files changed, 63 insertions(+), 99 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 3d54f978..938630fb 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -1,38 +1,40 @@ import sys, os -import dash, flask +import math +import dash +# import flask from dash import dcc, html import pandas as pd import numpy as np -import math -import plotly.graph_objs as go +# import plotly.graph_objs as go import plotly.express as px -import plotly.graph_objects as go +# import plotly.graph_objects as go -import dateutil as du +# import dateutil as du # Manipulation du path pour ajouter le chemin relatif et -# empecher des erreurs peu importe le chemin de la source +# empêcher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) from get_data import df_hr, df_cc from utils import * - class Bonheur(): - - radioItems = [{'label': "PIB par habitant", 'value': "GDP"}, - {'label': "Support social", 'value': "Social support"}, - {'label': "Espérance de vie", 'value': "Life expectancy"}, - {'label': "Liberté de vivre", 'value': "Freedom of life"}, - {'label': "Générosité", 'value': "Generosity"}, - {'label': "Perception de la corruption", 'value': "Corruption"}, - {'label': "Effets positifs", 'value': "Positive affect"}, - {'label': "Effets négatifs", 'value': "Negative affect"}] + + radioItems = [ + {'label': "PIB par habitant", 'value': "GDP"}, + {'label': "Support social", 'value': "Social support"}, + {'label': "Espérance de vie", 'value': "Life expectancy"}, + {'label': "Liberté de vivre", 'value': "Freedom of life"}, + {'label': "Générosité", 'value': "Generosity"}, + {'label': "Perception de la corruption", 'value': "Corruption"}, + {'label': "Effets positifs", 'value': "Positive affect"}, + {'label': "Effets négatifs", 'value': "Negative affect"}, + ] def __init__(self, application = None): - + self.mode = 1 self.filter = "" self.graph_type_default = "GDP" @@ -62,8 +64,7 @@ def __init__(self, application = None): 'backgroundColor': 'white', 'padding': '10px 50px 10px 50px', }) - - + if application: self.app = application else: @@ -79,7 +80,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-btn', 'n_clicks'), ] )(self._update_graph) - + # update graph type self.app.callback( dash.dependencies.Output('bnh-graph-type', 'value'), @@ -87,7 +88,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-btn', 'n_clicks'), ] )(self._reset_graph_type) - + # update graph description self.app.callback( dash.dependencies.Output('bnh-description', 'children'), @@ -95,7 +96,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-graph-type', 'value'), ] )(self._upgrade_description) - + # on reset button clicked or graph-type clicked : reset clickdata value self.app.callback( dash.dependencies.Output('bnh-graph', 'clickData'), @@ -108,13 +109,13 @@ def __init__(self, application = None): def _reset_graph(self, btn): self.mode = 1 return self._update_graph(self, None, self.graph_type_default) - + def _reset_graph_type(self, btn): return self.graph_type_default - + def _reset_graph_values(self, graphtype, btn): return None - + def _update_graph(self, point, graphtype, _): ctx = dash.callback_context # in case of error, return default graph @@ -122,14 +123,12 @@ def _update_graph(self, point, graphtype, _): self.mode = 1 return self._init_graph_primary(self.graph_type_default) trigger_id = ctx.triggered[0]['prop_id'].split('.')[0] - + # if the trigger is the reset button if trigger_id == 'bnh-btn': self.mode = 1 return self._init_graph_primary(self.graph_type_default) - - # if the trigger is the graph type if trigger_id == 'bnh-graph-type' and graphtype: if self.mode == 1 : return self._init_graph_primary(graphtype) @@ -154,7 +153,6 @@ def _update_graph(self, point, graphtype, _): self.mode = 1 return self._init_graph_primary(self.graph_type_default) - def _upgrade_description(self, graphtype): match graphtype: case "GDP" : @@ -173,36 +171,33 @@ def _upgrade_description(self, graphtype): return md_positive case "Negative affect" : return md_negative - + def _init_graph_primary(self, graphtype): print("_init_graph_primary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - + df_hr_ex = df_hr.groupby("Continent").mean()[[graphtype, "Life ladder"]] df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) - + # If the value is NaN for graphtype, add the red color def lbd(index): if math.isnan(df_hr_ex.loc[[index]][graphtype]): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], - color = "Life ladder", range_color = [0, 10], - ) - - + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -210,10 +205,10 @@ def lbd(index): '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}', + title = f'{axisName}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -224,40 +219,35 @@ def lbd(index): xaxis = dict(title = "Continents"), yaxis = dict(title = f'{axisName}') ) - + return figure - - - + def _init_graph_secondary(self, graphtype): print("_init_graph_secondary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - + df_hr_ex = df_hr[df_hr["Continent"] == self.filter].groupby("Country").mean()[[graphtype, "Life ladder"]] df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) - + # If the value is NaN for graphtype, add the red color def lbd(index): if math.isnan(df_hr_ex.loc[[index]][graphtype]): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], - color = "Life ladder", range_color = [0, 10], - ) - - + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -266,10 +256,10 @@ def lbd(index): '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}, {self.filter}', + title = f'{axisName}, {self.filter}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -280,25 +270,22 @@ def lbd(index): xaxis = dict(title = "Pays"), yaxis = dict(title = f'{axisName}') ) - + return figure - - - - + def _init_graph_tertiary(self, graphtype): print("_init_graph_tertiary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - - # Get wanted dataframe with str years and merge it with the [2005-2020] to fill data in missing years + + # Get wanted dataframe with str years and merge it with the [2005-2020] to fill data in missing years df_hr_ex = df_hr[df_hr["Country"] == self.filter][["Year", graphtype, "Life ladder"]] df_hr_ex["Year"] = df_hr_ex["Year"].apply(str) xAxis = pd.Series(df_hr["Year"].unique(), name = "Year").apply(str) df_hr_ex = df_hr_ex.merge(xAxis, on = "Year", how = "right") - + # Sort list and set Year as Index df_hr_ex = df_hr_ex.sort_values(by = "Year", ascending = True) df_hr_ex.set_index("Year", inplace = True) @@ -309,17 +296,17 @@ def lbd(index): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], - + # Add color range for Life Ladder color = "Life ladder", range_color = [0, 10], ) - + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -328,10 +315,10 @@ def lbd(index): '' + axisName + ' : %{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}, {self.filter}', + title = f'{axisName}, {self.filter}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -344,23 +331,11 @@ def lbd(index): ) return figure - - + if __name__ == '__main__': nrg = Bonheur() nrg.app.run_server(debug=True, port=8051) - - - - - - - - - - - - + # <-------------------------------------------------------> md_introduction = """ Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le management, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour efféctuer différents sondages souvent médiatisés. Dans le cadre du programme Gallup Happiness Poll, l'entreprise recueille des informations et des avis d'habitants de pays du monde entier sur le ressentis de leur vie, et si ils se considèrent comme heureux. Il en résulte un rapport qui s'étend sur plusieurs années et contient des informations particulièrement intéressantes. @@ -373,19 +348,14 @@ def lbd(index): --- La navigation dans le graphe est possible en cliquant sur les barres pour ouvrir le détails des valeurs par pays et continents. - - """ - md_life_ladder = """ ### Life Ladder : - - """ md_gdp = """ -### Produit Intérieur Brut Par habitant (en parité de pouvoir d'achat): +### Produit Intérieur Brut Par habitant (en parité de pouvoir d'achat): Il s'agit du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à la valeur de 2017), venant du rapport du World Development Indicator du 16 décembre 2021. La parité de pouvoir d'achat (PPA) est un taux de conversion monétaire qui permet d'exprimer dans une unité commune les pouvoirs d'achat des différentes monnaies. Ce taux exprime le rapport entre la quantité d'unités monétaires nécessaire dans des pays différents pour se procurer le même « panier » de biens et de services. @@ -441,4 +411,4 @@ def lbd(index): - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?" - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?" - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?" -""" \ No newline at end of file +""" diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_sujet/get_data.py index 88aedfca..d2302293 100644 --- a/pdlr_mg_sujet/get_data.py +++ b/pdlr_mg_sujet/get_data.py @@ -1,15 +1,13 @@ import os -import pandas as pd from math import exp - +import pandas as pd abs_path = os.path.dirname(os.path.realpath(__file__)) + "/" path_hapiness_report = abs_path + "data/Happiness-Report.csv" path_countries_continents = abs_path + "data/Countries-Continents.csv" - # <--------------------IMPORT ET TRAITEMENT DU DATASET Countries-Continents--------------------> df_cc = pd.read_csv(path_countries_continents, sep=",", encoding="UTF-8") @@ -17,18 +15,16 @@ # Renommage des colonnes et utilisation des pays comme index (pour pouvoir utiliser df_cc["Pays"] df_cc.set_index("Country", inplace = True) - # <----------------------IMPORT ET TRAITEMENT DU DATASET Happiness-Report----------------------> df_hr = pd.read_csv(path_hapiness_report, sep=",", encoding="UTF-8") -df_hr.columns = ["Country", "Year", "Life ladder", "logGDP", "Social support", "Life expectancy", "Freedom of life", "Generosity", "Corruption", "Positive affect", "Negative affect"] - +df_hr.columns = ["Country", "Year", "Life ladder", "logGDP", "Social support", "Life expectancy", "Freedom of life", "Generosity", "Corruption", "Positive affect", "Negative affect"] # Ajoute la colonne des continent et la déplace en 2ème position df_hr = df_hr.join(df_cc, on = "Country") tmp = df_hr.pop("Continent") df_hr.insert(1, "Continent", tmp) -# Convertis le log du PIB en PIB +# Convertis le log du PIB en PIB df_hr["GDP"] = df_hr.apply(lambda x: round(exp(x["logGDP"]),2), axis=1) #df_hr.interpolate(method = 'linear', inplace = True) \ No newline at end of file diff --git a/pdlr_mg_sujet/utils.py b/pdlr_mg_sujet/utils.py index e9411fda..baf15fa2 100644 --- a/pdlr_mg_sujet/utils.py +++ b/pdlr_mg_sujet/utils.py @@ -1,9 +1,7 @@ -import pandas as pd - # <---------------------- MATH UTILS ----------------------> def Union(list1, list2): return list(set(list1) | set(list2)) def Intersection(list1, list2): - return list(set(list1) & set(list2)) \ No newline at end of file + return list(set(list1) & set(list2)) From 3acb42aa256a0f7f51b170639a0f69169618802a Mon Sep 17 00:00:00 2001 From: Matiboux Date: Mon, 2 May 2022 22:09:28 +0200 Subject: [PATCH 32/41] Rename import in delta.py --- delta.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/delta.py b/delta.py index 479c9c71..7dbaa961 100644 --- a/delta.py +++ b/delta.py @@ -4,7 +4,7 @@ from energies import energies from population import population from deces import deces -from pdlr_mg_sujet import bonheur +from pdlr_mg_sujet import bonheur as pdlr_mg_bonheur # external_stylesheets = ['https://codepen.io/chriddyp/pen/bWLwgP.css'] @@ -13,11 +13,11 @@ pop = population.WorldPopulationStats(app) nrg = energies.Energies(app) dec = deces.Deces(app) -bnh = bonheur.Bonheur(app) +bnh = pdlr_mg_bonheur.Bonheur(app) main_layout = html.Div([ html.Div(className = "row", - children=[ + children=[ dcc.Location(id='url', refresh=False), html.Div(className="two columns", children = [ From c313b78ef5ca860329517e2cff8d3207c0709463 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Wed, 4 May 2022 18:10:40 +0200 Subject: [PATCH 33/41] WIP' --- pdlr_mg_sujet/bonheur.py | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 3d54f978..8d7d2090 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -2,6 +2,7 @@ import dash, flask from dash import dcc, html +import dash_bootstrap_components as dbc import pandas as pd import numpy as np @@ -48,6 +49,20 @@ def __init__(self, application = None): ), ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ + dbc.Button("Open modal", id="open", n_clicks=0), + dbc.Modal( + [ + dbc.ModalHeader(dbc.ModalTitle("Header")), + dbc.ModalBody("This is the content of the modal"), + dbc.ModalFooter( + dbc.Button( + "Close", id="close", className="ms-auto", n_clicks=0 + ) + ), + ], + id="modal", + is_open=False, + ), dcc.RadioItems( id = 'bnh-graph-type', options = self.radioItems, @@ -104,6 +119,17 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-btn', 'n_clicks') ] )(self._reset_graph_values) + + + self.app.callback( + Output("modal", "is_open"), + [Input("open", "n_clicks"), Input("close", "n_clicks")], + [State("modal", "is_open")], + ) + def toggle_modal(n1, n2, is_open): + if n1 or n2: + return not is_open + return is_open def _reset_graph(self, btn): self.mode = 1 From f163d132dff1b7af921c1989b9675ceede58e728 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 6 May 2022 18:55:22 +0200 Subject: [PATCH 34/41] WIP --- pdlr_mg_sujet/bonheur.py | 25 ------------------------- 1 file changed, 25 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index b51e104c..8cc3cae1 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -4,7 +4,6 @@ import dash # import flask from dash import dcc, html -import dash_bootstrap_components as dbc import pandas as pd import numpy as np @@ -51,20 +50,6 @@ def __init__(self, application = None): ), ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ - dbc.Button("Open modal", id="open", n_clicks=0), - dbc.Modal( - [ - dbc.ModalHeader(dbc.ModalTitle("Header")), - dbc.ModalBody("This is the content of the modal"), - dbc.ModalFooter( - dbc.Button( - "Close", id="close", className="ms-auto", n_clicks=0 - ) - ), - ], - id="modal", - is_open=False, - ), dcc.RadioItems( id = 'bnh-graph-type', options = self.radioItems, @@ -121,16 +106,6 @@ def __init__(self, application = None): ] )(self._reset_graph_values) - - self.app.callback( - Output("modal", "is_open"), - [Input("open", "n_clicks"), Input("close", "n_clicks")], - [State("modal", "is_open")], - ) - def toggle_modal(n1, n2, is_open): - if n1 or n2: - return not is_open - return is_open def _reset_graph(self, btn): self.mode = 1 From 157ad4761c3f7ececc1aed77c83cf7b4f7136c56 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 6 May 2022 19:35:56 +0200 Subject: [PATCH 35/41] fix : suppression du ipynb, ajout d'un texte descriptif pour l'usage du graphe, correction des erreurs --- pdlr_mg_sujet/bonheur.ipynb | 1306 ----------------------------------- pdlr_mg_sujet/bonheur.py | 185 +++-- 2 files changed, 110 insertions(+), 1381 deletions(-) delete mode 100644 pdlr_mg_sujet/bonheur.ipynb diff --git a/pdlr_mg_sujet/bonheur.ipynb b/pdlr_mg_sujet/bonheur.ipynb deleted file mode 100644 index 869ce254..00000000 --- a/pdlr_mg_sujet/bonheur.ipynb +++ /dev/null @@ -1,1306 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "084bea28", - "metadata": {}, - "source": [ - "# Rapport mondial du bonheur\n", - "\n", - "Rédigé par Pierre de La Ruffie et Mathieu Guérin, basé sur les données du World Happiness Report par Gallup World Poll, aggrégées par années par Ajaypal Singh (https://www.kaggle.com/ajaypalsinghlo/world-happiness-report-2021, les métadatas du dataset : https://happiness-report.s3.amazonaws.com/2022/Appendix_1_StatiscalAppendix_Ch2.pdf).\n", - "\n", - "### Life Ladder :\n", - "\n", - "Il s'agit d'une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La version en anglais est : \"Please imagine a ladder, with steps numbered from 0 at the bottom to 10 at the top. The top of the ladder represents the best possibe life for you and the bottom of the ladder represents the worst possible life for you. On which step of the ladder would you say you personally feel you stand at this time ?\". On appelle également cette mesure l'échelle de Cantril.\n", - "\n", - "\n", - "### Log GDP (Gross Domestic Product) per capita (in purchasing power parity): \n", - "\n", - "Il s'agit du logarithme du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à 2017), venant du rapport du World Development Indicator du 16 décembre 2021.\n", - "\n", - "Il peut être intéressant de noter que les PIBs de l'année 2021 n'étant pas encore disponible, des données ont dû être extrapolées en ce basnat sur des prévisions spécifiques à chaque pays ainsi que sur des rapports de l'OECD et du WBGEP.\n", - "\n", - "\n", - "### Social Support :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : \"If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not\".\n", - "\n", - "### Healthy Life expectancy at birth :\n", - "\n", - "Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset.\n", - "\n", - "\n", - "### Freedom to make life choice :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question \"Are you satisfied or dissatisfied with your freedom to choose what you do with your life ?\"\n", - "\n", - "### Generosity :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale à la question \"Have you donated mo,ey to charity in the mast month ?\". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait.\n", - "\n", - "### Perceptions of corruption :\n", - "\n", - "Il s'agit de la mesure de la moyenne nationale aux questions :\n", - "- \"Is corruption widespread throughout the government or not\"\n", - "- \"Is corruption widespread within businesses or not ?\"\n", - "En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)).\n", - "\n", - "### Positive affect :\n", - "\n", - "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", - "- \"Did you smile or laugh a lot yerterday ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?\"\n", - "- \"Did you learn or do something interesting yesterday ?\"\n", - "\n", - "\n", - "### Negative affect :\n", - "\n", - "L'effet positif est définit par la moyenne des questions binaires suivantes :\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?\"\n", - "- \"Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?\"\n", - "\n", - "\n", - "*Notes du compte rendu avec la professeur : Le but est vraiment de correler les informations pour faire un rendu dynamique qui puisse montrer des comportements, des modèles qu'on ne peut pas remarquer simplement en regardant le tableau (comportements linéaires etc). Le danger est donc également de trop s'éparpiller (surtout avec le dataset conséquent qu'on a) et de traiter le sujet sur beaucoup d'axes différents mais toujours à moitié. On pourrait par exemple chercher quels indicateurs sont proportionnels au bonheur ressentis du pays, ou les aggréger en fonction des continents, des langues parlées etc...*\n", - "\n", - "Le dataset Countries Continent a été légèrement modifié pour pouvoir englober tout les pays (notamment les pays non-reconnus)." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "acef179e", - "metadata": {}, - "outputs": [], - "source": [ - "# IMPORTS NECESSAIRES\n", - "import pandas as pd\n", - "import matplotlib.cm as colormap\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "from utils import *\n", - "\n", - "from get_data import df_hr, df_cc" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "0b5f21ab", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountryContinentYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affectGDP
0AfghanistanAsia20083.7247.3700.45150.800.7180.1680.8820.5180.2581587.63
1AfghanistanAsia20094.4027.5400.55251.200.6790.1900.8500.5840.2371881.83
2AfghanistanAsia20104.7587.6470.53951.600.6000.1210.7070.6180.2752094.35
3AfghanistanAsia20113.8327.6200.52151.920.4960.1620.7310.6110.2672038.56
4AfghanistanAsia20123.7837.7050.52152.240.5310.2360.7760.7100.2682219.42
..........................................
1944ZimbabweAfrica20163.7357.9840.76854.400.733-0.0950.7240.7380.2092933.64
1945ZimbabweAfrica20173.6388.0160.75455.000.753-0.0980.7510.8060.2243029.04
1946ZimbabweAfrica20183.6168.0490.77555.600.763-0.0680.8440.7100.2123130.66
1947ZimbabweAfrica20192.6947.9500.75956.200.632-0.0640.8310.7160.2352835.57
1948ZimbabweAfrica20203.1607.8290.71756.800.643-0.0090.7890.7030.3462512.42
\n", - "

1949 rows × 13 columns

\n", - "
" - ], - "text/plain": [ - " Country Continent Year Life ladder logGDP Social support \\\n", - "0 Afghanistan Asia 2008 3.724 7.370 0.451 \n", - "1 Afghanistan Asia 2009 4.402 7.540 0.552 \n", - "2 Afghanistan Asia 2010 4.758 7.647 0.539 \n", - "3 Afghanistan Asia 2011 3.832 7.620 0.521 \n", - "4 Afghanistan Asia 2012 3.783 7.705 0.521 \n", - "... ... ... ... ... ... ... \n", - "1944 Zimbabwe Africa 2016 3.735 7.984 0.768 \n", - "1945 Zimbabwe Africa 2017 3.638 8.016 0.754 \n", - "1946 Zimbabwe Africa 2018 3.616 8.049 0.775 \n", - "1947 Zimbabwe Africa 2019 2.694 7.950 0.759 \n", - "1948 Zimbabwe Africa 2020 3.160 7.829 0.717 \n", - "\n", - " Life expectancy Freedom of life Generosity Corruption \\\n", - "0 50.80 0.718 0.168 0.882 \n", - "1 51.20 0.679 0.190 0.850 \n", - "2 51.60 0.600 0.121 0.707 \n", - "3 51.92 0.496 0.162 0.731 \n", - "4 52.24 0.531 0.236 0.776 \n", - "... ... ... ... ... \n", - "1944 54.40 0.733 -0.095 0.724 \n", - "1945 55.00 0.753 -0.098 0.751 \n", - "1946 55.60 0.763 -0.068 0.844 \n", - "1947 56.20 0.632 -0.064 0.831 \n", - "1948 56.80 0.643 -0.009 0.789 \n", - "\n", - " Positive affect Negative affect GDP \n", - "0 0.518 0.258 1587.63 \n", - "1 0.584 0.237 1881.83 \n", - "2 0.618 0.275 2094.35 \n", - "3 0.611 0.267 2038.56 \n", - "4 0.710 0.268 2219.42 \n", - "... ... ... ... \n", - "1944 0.738 0.209 2933.64 \n", - "1945 0.806 0.224 3029.04 \n", - "1946 0.710 0.212 3130.66 \n", - "1947 0.716 0.235 2835.57 \n", - "1948 0.703 0.346 2512.42 \n", - "\n", - "[1949 rows x 13 columns]" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(df_hr)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "48a930ba", - "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'Année'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'Année'", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [3]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m years \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mAnnée\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[38;5;241m.\u001b[39munique()\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\u001b[39;00m\n\u001b[1;32m 4\u001b[0m dfpivot \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mpivot(index \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m, columns \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, values \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEchelle de vie\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/frame.py:3505\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3503\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcolumns\u001b[38;5;241m.\u001b[39mnlevels \u001b[38;5;241m>\u001b[39m \u001b[38;5;241m1\u001b[39m:\n\u001b[1;32m 3504\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_getitem_multilevel(key)\n\u001b[0;32m-> 3505\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcolumns\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3506\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_integer(indexer):\n\u001b[1;32m 3507\u001b[0m indexer \u001b[38;5;241m=\u001b[39m [indexer]\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3625\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3626\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3627\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", - "\u001b[0;31mKeyError\u001b[0m: 'Année'" - ] - } - ], - "source": [ - "years = df_hr[\"Année\"].unique()\n", - "\n", - "# CREER UN NOUVEAU DF AVEC LES PAYS EN INDEX, LES ANNEES EN COLONNES ET LA GENEROSITE EN VALEUR\n", - "dfpivot = df_hr.pivot(index = \"Pays\", columns = \"Année\", values = \"Echelle de vie\")\n", - "display(dfpivot)\n", - "\n", - "# PLOT LES VALEURS POUR L'ALGERIE' UNIQUEMENT\n", - "dfpivot.transpose()[[\"Algeria\"]].plot(style='.-', title=\"Données de l'Algérie sans interpolation\");\n", - "# INTERPOLATE PERMET DE COMBLER LES VALEURS MANQUANTES PAR INTERPOLATION\n", - "dfpivot.transpose()[[\"Algeria\"]].interpolate(method='linear').plot(\n", - " style='.-',\n", - " title = \"Données de l'Algérie avec interpolation\");\n", - "\n", - "#df.aggregate(func = lambda x: x.isna().sum(), axis = 0).sort_values(ascending = True).plot(kind = 'bar', width=0.9, title = \"Abscence de données dans le dataset\");" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "302c5c16", - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# RECUPERE LE DATASET COUNTRIES CONTINENT ET CREER UNE ENUM ASSOCIEE\n", - "\n", - "from enum import Enum\n", - "class Continent(Enum):\n", - " AF = \"Africa\"\n", - " AS = \"Asia\"\n", - " EU = \"Europe\"\n", - " NA = \"North America\"\n", - " OC = \"Oceania\"\n", - " SA = \"South America\"\n", - "# Continent[\"AF\"].value => \"Africa\" \n", - "# Continent[\"AF\"] => Continent.AF \n", - " \n", - "# ON RECUPERE LA LISTE DES PAYS DU CONTINENT\n", - "continentId = 'EU'\n", - "continent = Intersection(df_cc[df_cc[\"Continent\"] == Continent[continentId].value].index.values,dfpivot.index.values)\n", - "dfpivot.loc[continent].transpose().interpolate('linear').plot(figsize = (20, 20));\n", - "\n", - "# ON RECUPERE LES MOYENNES DE 2005 A 2020 POUR CHAQUE PAYS DU CONTINENT DANS L'ORDRE\n", - "# Utiliser des couleurs ne sert pas à grand chose, on va probablement plutot utiliser express de plotly\n", - "my_cmap = plt.get_cmap(\"magma\")\n", - "\n", - "#dfpivot.loc[continent].transpose().interpolate('linear').mean().sort_values(ascending = False).plot()\n", - "#display(dfpivot.transpose().interpolate('linear'))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "cb65d6b6", - "metadata": {}, - "outputs": [ - { - "ename": "KeyError", - "evalue": "'log PIB par habitant'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3621\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3620\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:136\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/_libs/index.pyx:163\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5198\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "File \u001b[0;32mpandas/_libs/hashtable_class_helper.pxi:5206\u001b[0m, in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n", - "\u001b[0;31mKeyError\u001b[0m: 'log PIB par habitant'", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [17]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m isnan \u001b[38;5;28;01mas\u001b[39;00m isnan\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Log PIB -> PIB\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43;01mlambda\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mround\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mexp\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlog PIB par habitant\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[38;5;241;43m2\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 9\u001b[0m pibfr \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFrance\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 10\u001b[0m pibde \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGermany\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/frame.py:8833\u001b[0m, in \u001b[0;36mDataFrame.apply\u001b[0;34m(self, func, axis, raw, result_type, args, **kwargs)\u001b[0m\n\u001b[1;32m 8822\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mapply\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m frame_apply\n\u001b[1;32m 8824\u001b[0m op \u001b[38;5;241m=\u001b[39m frame_apply(\n\u001b[1;32m 8825\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 8826\u001b[0m func\u001b[38;5;241m=\u001b[39mfunc,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 8831\u001b[0m kwargs\u001b[38;5;241m=\u001b[39mkwargs,\n\u001b[1;32m 8832\u001b[0m )\n\u001b[0;32m-> 8833\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapply\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:727\u001b[0m, in \u001b[0;36mFrameApply.apply\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 724\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw:\n\u001b[1;32m 725\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_raw()\n\u001b[0;32m--> 727\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_standard\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:851\u001b[0m, in \u001b[0;36mFrameApply.apply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 850\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_standard\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 851\u001b[0m results, res_index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mapply_series_generator\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 853\u001b[0m \u001b[38;5;66;03m# wrap results\u001b[39;00m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwrap_results(results, res_index)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/apply.py:867\u001b[0m, in \u001b[0;36mFrameApply.apply_series_generator\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 864\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m option_context(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode.chained_assignment\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m 865\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(series_gen):\n\u001b[1;32m 866\u001b[0m \u001b[38;5;66;03m# ignore SettingWithCopy here in case the user mutates\u001b[39;00m\n\u001b[0;32m--> 867\u001b[0m results[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mf\u001b[49m\u001b[43m(\u001b[49m\u001b[43mv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(results[i], ABCSeries):\n\u001b[1;32m 869\u001b[0m \u001b[38;5;66;03m# If we have a view on v, we need to make a copy because\u001b[39;00m\n\u001b[1;32m 870\u001b[0m \u001b[38;5;66;03m# series_generator will swap out the underlying data\u001b[39;00m\n\u001b[1;32m 871\u001b[0m results[i] \u001b[38;5;241m=\u001b[39m results[i]\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", - "Input \u001b[0;32mIn [17]\u001b[0m, in \u001b[0;36m\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m isnan \u001b[38;5;28;01mas\u001b[39;00m isnan\n\u001b[1;32m 7\u001b[0m \u001b[38;5;66;03m# Log PIB -> PIB\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[38;5;28mround\u001b[39m(exp(\u001b[43mx\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mlog PIB par habitant\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m),\u001b[38;5;241m2\u001b[39m), axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m 9\u001b[0m pibfr \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFrance\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 10\u001b[0m pibde \u001b[38;5;241m=\u001b[39m df_hr[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPays\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGermany\u001b[39m\u001b[38;5;124m\"\u001b[39m][[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAnnée\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:958\u001b[0m, in \u001b[0;36mSeries.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 955\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[key]\n\u001b[1;32m 957\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m key_is_scalar:\n\u001b[0;32m--> 958\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_value\u001b[49m\u001b[43m(\u001b[49m\u001b[43mkey\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 960\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_hashable(key):\n\u001b[1;32m 961\u001b[0m \u001b[38;5;66;03m# Otherwise index.get_value will raise InvalidIndexError\u001b[39;00m\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 963\u001b[0m \u001b[38;5;66;03m# For labels that don't resolve as scalars like tuples and frozensets\u001b[39;00m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:1069\u001b[0m, in \u001b[0;36mSeries._get_value\u001b[0;34m(self, label, takeable)\u001b[0m\n\u001b[1;32m 1066\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_values[label]\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;66;03m# Similar to Index.get_value, but we do not fall back to positional\u001b[39;00m\n\u001b[0;32m-> 1069\u001b[0m loc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1070\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39m_get_values_for_loc(\u001b[38;5;28mself\u001b[39m, loc, label)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/indexes/base.py:3623\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m 3621\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine\u001b[38;5;241m.\u001b[39mget_loc(casted_key)\n\u001b[1;32m 3622\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[0;32m-> 3623\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3624\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3625\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3626\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3627\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n\u001b[1;32m 3628\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_check_indexing_error(key)\n", - "\u001b[0;31mKeyError\u001b[0m: 'log PIB par habitant'" - ] - } - ], - "source": [ - "from math import log as log\n", - "from math import exp as exp\n", - "from math import trunc as trunc\n", - "from math import isnan as isnan\n", - "\n", - "\n", - "# Log PIB -> PIB\n", - "df_hr[\"PIB par habitant\"] = df_hr.apply(lambda x: round(exp(x[\"log PIB par habitant\"]),2), axis=1)\n", - "pibfr = df_hr[df_hr[\"Pays\"] == \"France\"][[\"Année\", \"PIB par habitant\"]]\n", - "pibde = df_hr[df_hr[\"Pays\"] == \"Germany\"][[\"Année\", \"PIB par habitant\"]]\n", - "\n", - "# Display du PIB de la france et de l'allemagne (le \";\" à la fin de la ligne empêche plt d'afficher le nom du plot)\n", - "pibfr.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB français\", legend = False);\n", - "pibde.plot(x = \"Année\", y = \"PIB par habitant\", title = \"PIB allemands\", legend = False);" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "d46bf699", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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YearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affectGDP
Continent
Africa2013.4916324.3706428.1433490.71492853.8743740.690172-0.0264310.7822560.6748810.2795425308.791663
Asia2013.0258785.3361799.3869940.80089163.8935100.7510830.0427340.7458050.6962130.26550120339.205545
Europe2013.4356786.04396710.2354770.87256668.6783390.746603-0.0261300.7199170.6897080.25786133357.345214
North America2012.6470596.1671479.4707060.84962165.6789410.7946820.0430790.7470380.8103710.26728219315.188000
Oceania2013.2500007.29617910.6692860.95014372.5607140.9224290.2586610.3408570.8232500.20660743218.915714
South America2012.8053696.0552219.5041010.86859166.3391950.775054-0.0656950.7853690.8125370.30123514423.752383
\n", - "
" - ], - "text/plain": [ - " Year Life ladder logGDP Social support \\\n", - "Continent \n", - "Africa 2013.491632 4.370642 8.143349 0.714928 \n", - "Asia 2013.025878 5.336179 9.386994 0.800891 \n", - "Europe 2013.435678 6.043967 10.235477 0.872566 \n", - "North America 2012.647059 6.167147 9.470706 0.849621 \n", - "Oceania 2013.250000 7.296179 10.669286 0.950143 \n", - "South America 2012.805369 6.055221 9.504101 0.868591 \n", - "\n", - " Life expectancy Freedom of life Generosity Corruption \\\n", - "Continent \n", - "Africa 53.874374 0.690172 -0.026431 0.782256 \n", - "Asia 63.893510 0.751083 0.042734 0.745805 \n", - "Europe 68.678339 0.746603 -0.026130 0.719917 \n", - "North America 65.678941 0.794682 0.043079 0.747038 \n", - "Oceania 72.560714 0.922429 0.258661 0.340857 \n", - "South America 66.339195 0.775054 -0.065695 0.785369 \n", - "\n", - " Positive affect Negative affect GDP \n", - "Continent \n", - "Africa 0.674881 0.279542 5308.791663 \n", - "Asia 0.696213 0.265501 20339.205545 \n", - "Europe 0.689708 0.257861 33357.345214 \n", - "North America 0.810371 0.267282 19315.188000 \n", - "Oceania 0.823250 0.206607 43218.915714 \n", - "South America 0.812537 0.301235 14423.752383 " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "ename": "ValueError", - "evalue": "The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all().", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [7]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m df_hr\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContinent\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()\n\u001b[1;32m 3\u001b[0m display(df_hr_ex)\n\u001b[0;32m----> 4\u001b[0m primary_figure \u001b[38;5;241m=\u001b[39m \u001b[43mpx\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbar\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf_hr_ex\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mdf_hr_ex\u001b[49m\u001b[43m[\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mLife ladder\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 7\u001b[0m \u001b[43m \u001b[49m\u001b[43mtitle\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m, \u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 8\u001b[0m \u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mGDP\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mContinents\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 9\u001b[0m \u001b[43m \u001b[49m\u001b[43mtemplate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mplotly_white\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[1;32m 10\u001b[0m \u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_chart_types.py:368\u001b[0m, in \u001b[0;36mbar\u001b[0;34m(data_frame, x, y, color, pattern_shape, facet_row, facet_col, facet_col_wrap, facet_row_spacing, facet_col_spacing, hover_name, hover_data, custom_data, text, base, error_x, error_x_minus, error_y, error_y_minus, animation_frame, animation_group, category_orders, labels, color_discrete_sequence, color_discrete_map, color_continuous_scale, pattern_shape_sequence, pattern_shape_map, range_color, color_continuous_midpoint, opacity, orientation, barmode, log_x, log_y, range_x, range_y, text_auto, title, template, width, height)\u001b[0m\n\u001b[1;32m 320\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbar\u001b[39m(\n\u001b[1;32m 321\u001b[0m data_frame\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 322\u001b[0m x\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 362\u001b[0m height\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 363\u001b[0m ):\n\u001b[1;32m 364\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 365\u001b[0m \u001b[38;5;124;03m In a bar plot, each row of `data_frame` is represented as a rectangular\u001b[39;00m\n\u001b[1;32m 366\u001b[0m \u001b[38;5;124;03m mark.\u001b[39;00m\n\u001b[1;32m 367\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m--> 368\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mmake_figure\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 369\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mlocals\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 370\u001b[0m \u001b[43m \u001b[49m\u001b[43mconstructor\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mgo\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mBar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 371\u001b[0m \u001b[43m \u001b[49m\u001b[43mtrace_patch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtextposition\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mauto\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 372\u001b[0m \u001b[43m \u001b[49m\u001b[43mlayout_patch\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mbarmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbarmode\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 373\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1945\u001b[0m, in \u001b[0;36mmake_figure\u001b[0;34m(args, constructor, trace_patch, layout_patch)\u001b[0m\n\u001b[1;32m 1942\u001b[0m layout_patch \u001b[38;5;241m=\u001b[39m layout_patch \u001b[38;5;129;01mor\u001b[39;00m {}\n\u001b[1;32m 1943\u001b[0m apply_default_cascade(args)\n\u001b[0;32m-> 1945\u001b[0m args \u001b[38;5;241m=\u001b[39m \u001b[43mbuild_dataframe\u001b[49m\u001b[43m(\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mconstructor\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1946\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m constructor \u001b[38;5;129;01min\u001b[39;00m [go\u001b[38;5;241m.\u001b[39mTreemap, go\u001b[38;5;241m.\u001b[39mSunburst, go\u001b[38;5;241m.\u001b[39mIcicle] \u001b[38;5;129;01mand\u001b[39;00m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpath\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 1947\u001b[0m args \u001b[38;5;241m=\u001b[39m process_dataframe_hierarchy(args)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1405\u001b[0m, in \u001b[0;36mbuild_dataframe\u001b[0;34m(args, constructor)\u001b[0m\n\u001b[1;32m 1402\u001b[0m args[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1403\u001b[0m \u001b[38;5;66;03m# now that things have been prepped, we do the systematic rewriting of `args`\u001b[39;00m\n\u001b[0;32m-> 1405\u001b[0m df_output, wide_id_vars \u001b[38;5;241m=\u001b[39m \u001b[43mprocess_args_into_dataframe\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1406\u001b[0m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mwide_mode\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvar_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue_name\u001b[49m\n\u001b[1;32m 1407\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1409\u001b[0m \u001b[38;5;66;03m# now that `df_output` exists and `args` contains only references, we complete\u001b[39;00m\n\u001b[1;32m 1410\u001b[0m \u001b[38;5;66;03m# the special-case and wide-mode handling by further rewriting args and/or mutating\u001b[39;00m\n\u001b[1;32m 1411\u001b[0m \u001b[38;5;66;03m# df_output\u001b[39;00m\n\u001b[1;32m 1413\u001b[0m count_name \u001b[38;5;241m=\u001b[39m _escape_col_name(df_output, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcount\u001b[39m\u001b[38;5;124m\"\u001b[39m, [var_name, value_name])\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1251\u001b[0m, in \u001b[0;36mprocess_args_into_dataframe\u001b[0;34m(args, wide_mode, var_name, value_name)\u001b[0m\n\u001b[1;32m 1244\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m length \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(argument) \u001b[38;5;241m!=\u001b[39m length:\n\u001b[1;32m 1245\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1246\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAll arguments should have the same length. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1247\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe length of argument `\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m` is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m, whereas the \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1248\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlength of previously-processed arguments \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m is \u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1249\u001b[0m \u001b[38;5;241m%\u001b[39m (field, \u001b[38;5;28mlen\u001b[39m(argument), \u001b[38;5;28mstr\u001b[39m(\u001b[38;5;28mlist\u001b[39m(df_output\u001b[38;5;241m.\u001b[39mcolumns)), length)\n\u001b[1;32m 1250\u001b[0m )\n\u001b[0;32m-> 1251\u001b[0m df_output[\u001b[38;5;28mstr\u001b[39m(col_name)] \u001b[38;5;241m=\u001b[39m \u001b[43mto_unindexed_series\u001b[49m\u001b[43m(\u001b[49m\u001b[43margument\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1253\u001b[0m \u001b[38;5;66;03m# Finally, update argument with column name now that column exists\u001b[39;00m\n\u001b[1;32m 1254\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m col_name \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, (\n\u001b[1;32m 1255\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mData-frame processing failure, likely due to a internal bug. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1256\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPlease report this to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1257\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhttps://github.com/plotly/plotly.py/issues/new and we will try to \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1258\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreplicate and fix it.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1259\u001b[0m )\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/plotly/express/_core.py:1073\u001b[0m, in \u001b[0;36mto_unindexed_series\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m 1066\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mto_unindexed_series\u001b[39m(x):\n\u001b[1;32m 1067\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 1068\u001b[0m \u001b[38;5;124;03m assuming x is list-like or even an existing pd.Series, return a new pd.Series with\u001b[39;00m\n\u001b[1;32m 1069\u001b[0m \u001b[38;5;124;03m no index, without extracting the data from an existing Series via numpy, which\u001b[39;00m\n\u001b[1;32m 1070\u001b[0m \u001b[38;5;124;03m seems to mangle datetime columns. Stripping the index from existing pd.Series is\u001b[39;00m\n\u001b[1;32m 1071\u001b[0m \u001b[38;5;124;03m required to get things to match up right in the new DataFrame we're building\u001b[39;00m\n\u001b[1;32m 1072\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1073\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mSeries\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/series.py:367\u001b[0m, in \u001b[0;36mSeries.__init__\u001b[0;34m(self, data, index, dtype, name, copy, fastpath)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 365\u001b[0m name \u001b[38;5;241m=\u001b[39m ibase\u001b[38;5;241m.\u001b[39mmaybe_extract_name(name, data, \u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m))\n\u001b[0;32m--> 367\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[43mis_empty_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;129;01mand\u001b[39;00m dtype \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 368\u001b[0m \u001b[38;5;66;03m# gh-17261\u001b[39;00m\n\u001b[1;32m 369\u001b[0m warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[1;32m 370\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe default dtype for empty Series will be \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mobject\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m instead \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 371\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mof \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfloat64\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m in a future version. Specify a dtype explicitly \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 374\u001b[0m stacklevel\u001b[38;5;241m=\u001b[39mfind_stack_level(),\n\u001b[1;32m 375\u001b[0m )\n\u001b[1;32m 376\u001b[0m \u001b[38;5;66;03m# uncomment the line below when removing the FutureWarning\u001b[39;00m\n\u001b[1;32m 377\u001b[0m \u001b[38;5;66;03m# dtype = np.dtype(object)\u001b[39;00m\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/construction.py:818\u001b[0m, in \u001b[0;36mis_empty_data\u001b[0;34m(data)\u001b[0m\n\u001b[1;32m 816\u001b[0m is_none \u001b[38;5;241m=\u001b[39m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 817\u001b[0m is_list_like_without_dtype \u001b[38;5;241m=\u001b[39m is_list_like(data) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(data, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdtype\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 818\u001b[0m is_simple_empty \u001b[38;5;241m=\u001b[39m is_list_like_without_dtype \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mdata\u001b[49m\n\u001b[1;32m 819\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m is_none \u001b[38;5;129;01mor\u001b[39;00m is_simple_empty\n", - "File \u001b[0;32m~/Documents/EPITA/PYBD/epita-scia-pybd-delta/venv/lib/python3.10/site-packages/pandas/core/generic.py:1535\u001b[0m, in \u001b[0;36mNDFrame.__nonzero__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1533\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[1;32m 1534\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__nonzero__\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m-> 1535\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 1536\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mThe truth value of a \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m is ambiguous. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1537\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUse a.empty, a.bool(), a.item(), a.any() or a.all().\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1538\u001b[0m )\n", - "\u001b[0;31mValueError\u001b[0m: The truth value of a DataFrame is ambiguous. Use a.empty, a.bool(), a.item(), a.any() or a.all()." - ] - } - ], - "source": [ - "import plotly.express as px\n", - "df_hr_ex = df_hr.groupby(\"Continent\").mean()\n", - "display(df_hr_ex)\n", - "primary_figure = px.bar(\n", - " x = df_hr_ex[[\"GDP\"]],\n", - " y = df_hr_ex[[\"Life ladder\"]],\n", - " title = f'{\"GDP\"}, ',\n", - " labels=dict(x = \"GDP\", y = \"Continents\"),\n", - " template='plotly_white'\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "c5444f0a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountryContinentYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affect
1280North CyprusEurope20125.463NaN0.871NaN0.693NaN0.8550.7090.405
1281North CyprusEurope20135.567NaN0.869NaN0.775NaN0.7150.6220.443
1282North CyprusEurope20145.786NaN0.802NaN0.830NaN0.6920.7240.311
1283North CyprusEurope20155.843NaN0.791NaN0.785NaN0.6590.7020.319
1284North CyprusEurope20165.827NaN0.808NaN0.796NaN0.6700.6440.346
1285North CyprusEurope20185.608NaN0.837NaN0.797NaN0.6140.4800.262
1286North CyprusEurope20195.467NaN0.803NaN0.793NaN0.6400.4940.296
\n", - "
" - ], - "text/plain": [ - " Country Continent Year Life ladder logGDP Social support \\\n", - "1280 North Cyprus Europe 2012 5.463 NaN 0.871 \n", - "1281 North Cyprus Europe 2013 5.567 NaN 0.869 \n", - "1282 North Cyprus Europe 2014 5.786 NaN 0.802 \n", - "1283 North Cyprus Europe 2015 5.843 NaN 0.791 \n", - "1284 North Cyprus Europe 2016 5.827 NaN 0.808 \n", - "1285 North Cyprus Europe 2018 5.608 NaN 0.837 \n", - "1286 North Cyprus Europe 2019 5.467 NaN 0.803 \n", - "\n", - " Life expectancy Freedom of life Generosity Corruption \\\n", - "1280 NaN 0.693 NaN 0.855 \n", - "1281 NaN 0.775 NaN 0.715 \n", - "1282 NaN 0.830 NaN 0.692 \n", - "1283 NaN 0.785 NaN 0.659 \n", - "1284 NaN 0.796 NaN 0.670 \n", - "1285 NaN 0.797 NaN 0.614 \n", - "1286 NaN 0.793 NaN 0.640 \n", - "\n", - " Positive affect Negative affect \n", - "1280 0.709 0.405 \n", - "1281 0.622 0.443 \n", - "1282 0.724 0.311 \n", - "1283 0.702 0.319 \n", - "1284 0.644 0.346 \n", - "1285 0.480 0.262 \n", - "1286 0.494 0.296 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#display(df_hr[df_hr[\"Country\"] == \"South Sudan\"])\n", - "\n", - "display(df[df[\"Country\"] == \"North Cyprus\"])\n", - "#df_hr.interpolate(method = 'linear', inplace = True)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "812ab8c5", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'df_hr' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [1]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mmath\u001b[39;00m\n\u001b[0;32m----> 3\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m \u001b[43mdf_hr\u001b[49m[df_hr[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mContinent\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNorth America\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mgroupby(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCountry\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mmean()[[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife ladder\u001b[39m\u001b[38;5;124m\"\u001b[39m]]\n\u001b[1;32m 4\u001b[0m df_hr_ex \u001b[38;5;241m=\u001b[39m df_hr_ex\u001b[38;5;241m.\u001b[39msort_values(by \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife ladder\u001b[39m\u001b[38;5;124m\"\u001b[39m, ascending \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mlbd\u001b[39m(row):\n", - "\u001b[0;31mNameError\u001b[0m: name 'df_hr' is not defined" - ] - } - ], - "source": [ - "import math\n", - "\n", - "df_hr_ex = df_hr[df_hr[\"Continent\"] == \"North America\"].groupby(\"Country\").mean()[[\"GDP\", \"Life ladder\"]]\n", - "df_hr_ex = df_hr_ex.sort_values(by = \"Life ladder\", ascending = True)\n", - "\n", - "def lbd(row):\n", - " if math.isnan(df_hr_ex.loc[[row]][\"GDP\"]):\n", - " return row + \"test\"\n", - " return row\n", - "\n", - "df_hr_ex.rename(lbd, axis = \"index\", inplace = True)\n", - "display(df_hr_ex)" - ] - }, - { - "cell_type": "code", - "execution_count": 100, - "id": "32fd5f30", - "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'find' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [100]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m radioItems \u001b[38;5;241m=\u001b[39m [{\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPIB par habitant\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 2\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSupport social\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mSocial support\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 3\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEspérance de vie\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLife expectancy\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 7\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEffets positifs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPositive affect\u001b[39m\u001b[38;5;124m\"\u001b[39m},\n\u001b[1;32m 8\u001b[0m {\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEffets négatifs\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m'\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNegative affect\u001b[39m\u001b[38;5;124m\"\u001b[39m}]\n\u001b[0;32m----> 9\u001b[0m display(\u001b[43mfind\u001b[49m(\u001b[38;5;28;01mlambda\u001b[39;00m x: x[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvalue\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mGDP\u001b[39m\u001b[38;5;124m\"\u001b[39m, radioItems))\n", - "\u001b[0;31mNameError\u001b[0m: name 'find' is not defined" - ] - } - ], - "source": [ - "radioItems = [{'label': \"PIB par habitant\", 'value': \"GDP\"},\n", - " {'label': \"Support social\", 'value': \"Social support\"},\n", - " {'label': \"Espérance de vie\", 'value': \"Life expectancy\"},\n", - " {'label': \"Liberté de vivre\", 'value': \"Freedom of life\"},\n", - " {'label': \"Générosité\", 'value': \"Generosity\"},\n", - " {'label': \"Perception de la corruption\", 'value': \"Corruption\"},\n", - " {'label': \"Effets positifs\", 'value': \"Positive affect\"},\n", - " {'label': \"Effets négatifs\", 'value': \"Negative affect\"}]\n", - "display(find(lambda x: x[\"value\"] == \"GDP\", radioItems))" - ] - }, - { - "cell_type": "code", - "execution_count": 103, - "id": "f752b916", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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CountryContinentYearLife ladderlogGDPSocial supportLife expectancyFreedom of lifeGenerosityCorruptionPositive affectNegative affectGDP
1339PanamaNorth America20066.1289.7640.95167.90.882-0.0470.9120.8450.23217396.08
1340PanamaNorth America20076.8949.8590.93768.00.6400.0830.9150.8200.14919129.75
1341PanamaNorth America20086.9319.9350.92268.10.7070.0600.8810.8190.15020640.28
1342PanamaNorth America20097.0349.9300.90568.20.7210.0140.8890.8830.14420537.34
1343PanamaNorth America20107.3219.9690.92868.30.755-0.0090.8800.8880.14621354.12
1344PanamaNorth America20117.24810.0590.87668.50.8290.0090.8400.8850.18023365.13
1345PanamaNorth America20126.86010.1350.89768.70.783-0.0020.7960.8690.20725210.10
1346PanamaNorth America20136.86610.1840.89668.90.8110.0180.8140.8690.22626476.16
1347PanamaNorth America20146.63110.2170.87369.10.8940.0020.8470.8080.25427364.45
1348PanamaNorth America20156.60610.2550.88369.30.847-0.0070.8100.8010.26428424.31
1349PanamaNorth America20166.11810.2870.88269.40.884-0.1020.8370.8580.24429348.60
1350PanamaNorth America20176.56810.3240.91269.50.900-0.1700.8410.8330.24230454.83
1351PanamaNorth America20186.28110.3430.90469.60.861-0.1310.8370.8840.22331039.01
1352PanamaNorth America20196.08610.3560.88669.70.883-0.1990.8690.8780.24431445.15
\n", - "
" - ], - "text/plain": [ - " Country Continent Year Life ladder logGDP Social support \\\n", - "1339 Panama North America 2006 6.128 9.764 0.951 \n", - "1340 Panama North America 2007 6.894 9.859 0.937 \n", - "1341 Panama North America 2008 6.931 9.935 0.922 \n", - "1342 Panama North America 2009 7.034 9.930 0.905 \n", - "1343 Panama North America 2010 7.321 9.969 0.928 \n", - "1344 Panama North America 2011 7.248 10.059 0.876 \n", - "1345 Panama North America 2012 6.860 10.135 0.897 \n", - "1346 Panama North America 2013 6.866 10.184 0.896 \n", - "1347 Panama North America 2014 6.631 10.217 0.873 \n", - "1348 Panama North America 2015 6.606 10.255 0.883 \n", - "1349 Panama North America 2016 6.118 10.287 0.882 \n", - "1350 Panama North America 2017 6.568 10.324 0.912 \n", - "1351 Panama North America 2018 6.281 10.343 0.904 \n", - "1352 Panama North America 2019 6.086 10.356 0.886 \n", - "\n", - " Life expectancy Freedom of life Generosity Corruption \\\n", - "1339 67.9 0.882 -0.047 0.912 \n", - "1340 68.0 0.640 0.083 0.915 \n", - "1341 68.1 0.707 0.060 0.881 \n", - "1342 68.2 0.721 0.014 0.889 \n", - "1343 68.3 0.755 -0.009 0.880 \n", - "1344 68.5 0.829 0.009 0.840 \n", - "1345 68.7 0.783 -0.002 0.796 \n", - "1346 68.9 0.811 0.018 0.814 \n", - "1347 69.1 0.894 0.002 0.847 \n", - "1348 69.3 0.847 -0.007 0.810 \n", - "1349 69.4 0.884 -0.102 0.837 \n", - "1350 69.5 0.900 -0.170 0.841 \n", - "1351 69.6 0.861 -0.131 0.837 \n", - "1352 69.7 0.883 -0.199 0.869 \n", - "\n", - " Positive affect Negative affect GDP \n", - "1339 0.845 0.232 17396.08 \n", - "1340 0.820 0.149 19129.75 \n", - "1341 0.819 0.150 20640.28 \n", - "1342 0.883 0.144 20537.34 \n", - "1343 0.888 0.146 21354.12 \n", - "1344 0.885 0.180 23365.13 \n", - "1345 0.869 0.207 25210.10 \n", - "1346 0.869 0.226 26476.16 \n", - "1347 0.808 0.254 27364.45 \n", - "1348 0.801 0.264 28424.31 \n", - "1349 0.858 0.244 29348.60 \n", - "1350 0.833 0.242 30454.83 \n", - "1351 0.884 0.223 31039.01 \n", - "1352 0.878 0.244 31445.15 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "display(df_hr[df_hr[\"Country\"] == \"Panama\"])" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.4" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 8cc3cae1..2f8a6d56 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -1,40 +1,38 @@ import sys, os -import math +import dash, flask -import dash -# import flask from dash import dcc, html import pandas as pd import numpy as np +import math -# import plotly.graph_objs as go +import plotly.graph_objs as go import plotly.express as px -# import plotly.graph_objects as go +import plotly.graph_objects as go -# import dateutil as du +import dateutil as du # Manipulation du path pour ajouter le chemin relatif et -# empêcher des erreurs peu importe le chemin de la source +# empecher des erreurs peu importe le chemin de la source sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) from get_data import df_hr, df_cc from utils import * -class Bonheur(): - radioItems = [ - {'label': "PIB par habitant", 'value': "GDP"}, - {'label': "Support social", 'value': "Social support"}, - {'label': "Espérance de vie", 'value': "Life expectancy"}, - {'label': "Liberté de vivre", 'value': "Freedom of life"}, - {'label': "Générosité", 'value': "Generosity"}, - {'label': "Perception de la corruption", 'value': "Corruption"}, - {'label': "Effets positifs", 'value': "Positive affect"}, - {'label': "Effets négatifs", 'value': "Negative affect"}, - ] +class Bonheur(): + + radioItems = [{'label': "PIB par habitant", 'value': "GDP"}, + {'label': "Support social", 'value': "Social support"}, + {'label': "Espérance de vie", 'value': "Life expectancy"}, + {'label': "Liberté de vivre", 'value': "Freedom of life"}, + {'label': "Générosité", 'value': "Generosity"}, + {'label': "Perception de la corruption", 'value': "Corruption"}, + {'label': "Effets positifs", 'value': "Positive affect"}, + {'label': "Effets négatifs", 'value': "Negative affect"}] def __init__(self, application = None): - + self.mode = 1 self.filter = "" self.graph_type_default = "GDP" @@ -50,6 +48,7 @@ def __init__(self, application = None): ), ], style = {'width' : '75%', 'display': 'inline-block'}), html.Div([ + dcc.Markdown(md_help), dcc.RadioItems( id = 'bnh-graph-type', options = self.radioItems, @@ -59,12 +58,14 @@ def __init__(self, application = None): html.Button('Réinitialiser le graphe', id='bnh-btn', n_clicks=0), ], style = {'width' : '23%', 'display': 'inline-block'}) ]), - dcc.Markdown("", id = 'bnh-description', style = {'width': '100%'}) + dcc.Markdown("", id = 'bnh-description', style = {'width': '100%'}), + dcc.Markdown(md_about) ], style = { 'backgroundColor': 'white', 'padding': '10px 50px 10px 50px', }) - + + if application: self.app = application else: @@ -80,7 +81,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-btn', 'n_clicks'), ] )(self._update_graph) - + # update graph type self.app.callback( dash.dependencies.Output('bnh-graph-type', 'value'), @@ -88,7 +89,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-btn', 'n_clicks'), ] )(self._reset_graph_type) - + # update graph description self.app.callback( dash.dependencies.Output('bnh-description', 'children'), @@ -96,7 +97,7 @@ def __init__(self, application = None): dash.dependencies.Input('bnh-graph-type', 'value'), ] )(self._upgrade_description) - + # on reset button clicked or graph-type clicked : reset clickdata value self.app.callback( dash.dependencies.Output('bnh-graph', 'clickData'), @@ -110,13 +111,13 @@ def __init__(self, application = None): def _reset_graph(self, btn): self.mode = 1 return self._update_graph(self, None, self.graph_type_default) - + def _reset_graph_type(self, btn): return self.graph_type_default - + def _reset_graph_values(self, graphtype, btn): return None - + def _update_graph(self, point, graphtype, _): ctx = dash.callback_context # in case of error, return default graph @@ -124,12 +125,14 @@ def _update_graph(self, point, graphtype, _): self.mode = 1 return self._init_graph_primary(self.graph_type_default) trigger_id = ctx.triggered[0]['prop_id'].split('.')[0] - + # if the trigger is the reset button if trigger_id == 'bnh-btn': self.mode = 1 return self._init_graph_primary(self.graph_type_default) + + # if the trigger is the graph type if trigger_id == 'bnh-graph-type' and graphtype: if self.mode == 1 : return self._init_graph_primary(graphtype) @@ -154,6 +157,7 @@ def _update_graph(self, point, graphtype, _): self.mode = 1 return self._init_graph_primary(self.graph_type_default) + def _upgrade_description(self, graphtype): match graphtype: case "GDP" : @@ -172,33 +176,36 @@ def _upgrade_description(self, graphtype): return md_positive case "Negative affect" : return md_negative - + def _init_graph_primary(self, graphtype): print("_init_graph_primary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - + df_hr_ex = df_hr.groupby("Continent").mean()[[graphtype, "Life ladder"]] df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) - + # If the value is NaN for graphtype, add the red color def lbd(index): if math.isnan(df_hr_ex.loc[[index]][graphtype]): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], + color = "Life ladder", range_color = [0, 10], + ) - + + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -206,10 +213,10 @@ def lbd(index): '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}', + title = f'{axisName}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -220,35 +227,40 @@ def lbd(index): xaxis = dict(title = "Continents"), yaxis = dict(title = f'{axisName}') ) - + return figure - + + + def _init_graph_secondary(self, graphtype): print("_init_graph_secondary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - + df_hr_ex = df_hr[df_hr["Continent"] == self.filter].groupby("Country").mean()[[graphtype, "Life ladder"]] df_hr_ex = df_hr_ex.sort_values(by = "Life ladder", ascending = True) - + # If the value is NaN for graphtype, add the red color def lbd(index): if math.isnan(df_hr_ex.loc[[index]][graphtype]): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], + color = "Life ladder", range_color = [0, 10], + ) - + + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -257,10 +269,10 @@ def lbd(index): '' + axisName + ' : ' + ('$' if graphtype == 'GDP' else '') + '%{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}, {self.filter}', + title = f'{axisName}, {self.filter}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -271,22 +283,25 @@ def lbd(index): xaxis = dict(title = "Pays"), yaxis = dict(title = f'{axisName}') ) - + return figure - + + + + def _init_graph_tertiary(self, graphtype): print("_init_graph_tertiary") - + # Get label based on the value in the self.radioItems list ("GDP" => "PIB par habitant") axisName = next(filter(lambda element : element["value"] == graphtype, self.radioItems), None) axisName = axisName["label"] if axisName else "" - - # Get wanted dataframe with str years and merge it with the [2005-2020] to fill data in missing years + + # Get wanted dataframe with str years and merge it with the [2005-2020] to fill data in missing years df_hr_ex = df_hr[df_hr["Country"] == self.filter][["Year", graphtype, "Life ladder"]] df_hr_ex["Year"] = df_hr_ex["Year"].apply(str) xAxis = pd.Series(df_hr["Year"].unique(), name = "Year").apply(str) df_hr_ex = df_hr_ex.merge(xAxis, on = "Year", how = "right") - + # Sort list and set Year as Index df_hr_ex = df_hr_ex.sort_values(by = "Year", ascending = True) df_hr_ex.set_index("Year", inplace = True) @@ -297,17 +312,17 @@ def lbd(index): return f'{index}' return index df_hr_ex.rename(lbd, axis = "index", inplace = True) - + figure = px.bar( data_frame = df_hr_ex, y = graphtype, custom_data = [df_hr_ex["Life ladder"]], - + # Add color range for Life Ladder color = "Life ladder", range_color = [0, 10], ) - + # Add template for hover menu with filter, graphtype, axisName and Life ladder value figure.update_traces( hovertemplate = @@ -316,10 +331,10 @@ def lbd(index): '' + axisName + ' : %{y:.2f}
' + 'Échelle de vie : %{customdata[0]:.2f}', ) - + # Update layout : add title, template, hover menu font text, color range title, axis titles figure.update_layout( - title = f'{axisName}, {self.filter}', + title = f'{axisName}, {self.filter}', template = 'plotly_white', hoverlabel = dict( font = dict(color = "white") @@ -332,47 +347,52 @@ def lbd(index): ) return figure - + + if __name__ == '__main__': nrg = Bonheur() nrg.app.run_server(debug=True, port=8051) - + + + + + + + + + + + + # <-------------------------------------------------------> md_introduction = """ -Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le management, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour efféctuer différents sondages souvent médiatisés. Dans le cadre du programme Gallup Happiness Poll, l'entreprise recueille des informations et des avis d'habitants de pays du monde entier sur le ressentis de leur vie, et si ils se considèrent comme heureux. Il en résulte un rapport qui s'étend sur plusieurs années et contient des informations particulièrement intéressantes. +Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le management, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour effectuer différents sondages souvent médiatisés. Dans le cadre du programme Gallup Happiness Poll, l'entreprise recueille des informations et des avis d'habitants de pays du monde entier sur le ressenti de leur vie, et s'ils se considèrent comme heureux. Il en résulte un rapport qui s'étend sur plusieurs années et contient des informations particulièrement intéressantes. -#### Échelle de vie -L'Échelle de vie est une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La question (traduite de l'anglais) est : "Imaginez une échelle, avec des marches numérotées de 0 en bas jusqu'à 10 en haut. Le haut de l'échelle représente les meilleures conditions de vies pour vous et le bas représente les pires conditions de vies. Sur quelle marche de l'échelle vous pensez personnellement être actuellement ?". On appelle également cette mesure l'échelle de Cantril. +Ce que Gallup considère l'échelle de vie est une mesure du bien-être subjectif. Le rapport du 18 février 2022 signé par le GWP couvrant de 2005 à 2021 correspond à la moyenne nationale de réponse à la question d'évaluation du niveau de vie. La question (traduite de l'anglais) est : "Imaginez une échelle, avec des marches numérotées de 0 en bas jusqu'à 10 en haut. Le haut de l'échelle représente les meilleures conditions de vie pour vous et le bas représente les pires conditions de vie. Sur quelle marche de l'échelle vous pensez personnellement être actuellement ?". On appelle également cette mesure l'échelle de Cantril. -Le but de ce graph est donc d'exprimer les différentes corrélations entre cette fameuse Échelle de vie, et différentes métriques exprimées dans le GWP : si l'évolution de la métrique est croissante de manière visible, cela veut dire qu'elle est proportionnelle à l'Échelle de vie et donc au bonheur. +Le but de ce graphe est donc d'exprimer les différentes corrélations entre cette fameuse Échelle de vie, et différentes métriques exprimées dans le GWP : si l'évolution de la métrique est croissante de manière visible, cela veut dire qu'elle est proportionnelle à l'Échelle de vie et donc au bonheur (et l'inverse veut donc dire qu'elle est inversement proportionnelle). --- - -La navigation dans le graphe est possible en cliquant sur les barres pour ouvrir le détails des valeurs par pays et continents. -""" - -md_life_ladder = """ -### Life Ladder : """ md_gdp = """ -### Produit Intérieur Brut Par habitant (en parité de pouvoir d'achat): +### Produit Intérieur Brut Par habitant (en parité de pouvoir d'achat): Il s'agit du PIB par habitants en parité de pouvoir d'achat en dollar (dollar constant fixé à la valeur de 2017), venant du rapport du World Development Indicator du 16 décembre 2021. -La parité de pouvoir d'achat (PPA) est un taux de conversion monétaire qui permet d'exprimer dans une unité commune les pouvoirs d'achat des différentes monnaies. Ce taux exprime le rapport entre la quantité d'unités monétaires nécessaire dans des pays différents pour se procurer le même « panier » de biens et de services. +La parité de pouvoir d'achat (PPA) est un taux de conversion monétaire qui permet d'exprimer dans une unité commune les pouvoirs d'achat des différentes monnaies. Ce taux exprime la quantité d'unités monétaires nécessaire dans des pays différents pour se procurer le même « panier » de biens et de services. Ce taux de conversion peut être différent du « taux de change » ; en effet, le taux de change d'une monnaie par rapport à une autre reflète leurs valeurs réciproques sur les marchés financiers internationaux et non leurs valeurs intrinsèques pour un consommateur. """ md_social_support = """ ### Social Support : -Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : "If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not". +Il s'agit de la mesure de la moyenne nationale à la question binaire (0 ou 1) : "If you were in trouble, do you have relatives or friends you can count on to help you whenever you need them, or not". La traduction française de "support social" est, en effet, assez faussée, car on peut rapidement l'assimiler à des institutions comme la sécurité sociale, alors qu'on parle bien du soutien entre les individus en cas de détresse. """ md_life_expectancy = """ ### Healthy Life expectancy at birth : -Espérance de vie calculée sur les données extraites du repo de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset. +Espérance de vie calculée sur les données extraites du repository de l'OMS Global Health Observatory à la granularité de 5 années, ensuite extrapolées pour correspondre au dataset. """ md_freedom = """ @@ -384,7 +404,7 @@ def lbd(index): md_generosity = """ ### Generosity : -Il s'agit de la mesure de la moyenne nationale à la question "Have you donated money to charity in the mast month ?". Cependant la donnée n'est pas basée sur la moyenne simple mais est le résidu d'une régression linéaire, c'est à dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait. +Il s'agit de la mesure de la moyenne nationale à la question "Have you donated money to charity in the mast month ?". Cependant, la donnée n'est pas basée sur la moyenne simple, mais est le résidu d'une régression linéaire, c'est-à-dire qu'une valeur positive veut dire qu'il y a eu plus de générosité que ce à quoi on s'attendait, et une valeur négative veut dire moins que ce à quoi on s'attendait. """ md_corruption = """ @@ -393,7 +413,7 @@ def lbd(index): Il s'agit de la mesure de la moyenne nationale aux questions : - "Is corruption widespread throughout the government or not" - "Is corruption widespread within businesses or not ?" -En resulte la moyenne des deux réponses binaires (On peut noter qu'on utilise la perception de la corruption privée quand la perception de la corruption publique est manquante (certains pays n'apprécient pas de parler de corruption publique)). +En résulte la moyenne des deux réponses binaires, on peut noter que dans certains pays (comme la Chine, ou le Turkménistan notamment), on utilise uniquement la valeur de la perception de la corruption privée puisque la valeur concernant la corruption publique est manquante. """ md_positive = """ @@ -403,13 +423,28 @@ def lbd(index): - "Did you smile or laugh a lot yerterday ?" - "Did you experience the following feelings during A LOT OF THE DAY yesterday? How about Enjoyment ?" - "Did you learn or do something interesting yesterday ?" +On peut considérer cette valeur comme la perception des gens de leur propre bonheur personnel, indépendamment de leurs conditions de vie et des différents paramètres disponibles. """ md_negative = """ -### Negative affect : +### Negative affect : L'effet positif est définit par la moyenne des questions binaires suivantes : - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Worry ?" - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Sadness ?" - "Did you experience the following feelings during A LOT OF THE DAY yesterday ? How about Anger ?" +On peut considérer cette valeur comme la perception des gens de leur propre malheur personnel, indépendamment de leurs conditions de vie et des différents paramètres disponibles. """ + +md_help = """ +*La navigation dans le graphe est possible en cliquant sur les barres pour ouvrir le détail des valeurs par continents, par pays puis par année. La valeur de comparaison peut également être changée en dessous de ce texte.* + +--- +""" + +md_about = """ +#### À propos +* Dataset : https://www.kaggle.com/datasets/ajaypalsinghlo/world-happiness-report-2021 +* Informations et Métadonnées : https://happiness-report.s3.amazonaws.com/2021/Appendix1WHR2021C2.pdf +* (c) 2022 Matthieu Guérin et Pierre de La Ruffie +""" \ No newline at end of file From b31c6a18e88d0ac356c1a7697c4ea81c11d74a16 Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 6 May 2022 20:29:15 +0200 Subject: [PATCH 36/41] fix: fixed style css in asset folder in case the bonheur.py script is executed on its own --- pdlr_mg_sujet/assets/style.css | 419 ++++++++++++++++++++++++++++++++- 1 file changed, 409 insertions(+), 10 deletions(-) diff --git a/pdlr_mg_sujet/assets/style.css b/pdlr_mg_sujet/assets/style.css index e245c9c5..4f2cfc15 100644 --- a/pdlr_mg_sujet/assets/style.css +++ b/pdlr_mg_sujet/assets/style.css @@ -1,16 +1,415 @@ -html { background-color: papayawhip; } -body { - min-height: 100vh; - max-width: 1600px; - background-color: papayawhip; - margin: 0 auto; - margin-top: 10px; +/* Table of contents +ââââââââââââââââââââââââââââââââââââââââââââââââââ +- Plotly.js +- Grid +- Base Styles +- Typography +- Links +- Buttons +- Forms +- Lists +- Code +- Tables +- Spacing +- Utilities +- Clearing +- Media Queries +*/ + +/* PLotly.js +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +/* plotly.js's modebar's z-index is 1001 by default + * https://github.com/plotly/plotly.js/blob/7e4d8ab164258f6bd48be56589dacd9bdd7fded2/src/css/_modebar.scss#L5 + * In case a dropdown is above the graph, the dropdown's options + * will be rendered below the modebar + * Increase the select option's z-index + */ + +/* This was actually not quite right - + dropdowns were overlapping each other (edited October 26) + +.Select { + z-index: 1002; +}*/ + + +/* Grid +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +.container { + position: relative; + width: 100%; + max-width: 960px; + margin: 0 auto; + padding: 0 20px; + box-sizing: border-box; } +.column, +.columns { + width: 100%; + float: left; + box-sizing: border-box; } + +/* For devices larger than 400px */ +@media (min-width: 400px) { + .container { + width: 85%; + padding: 0; } +} + +/* For devices larger than 550px */ +@media (min-width: 550px) { + .container { + width: 80%; } + .column, + .columns { + margin-left: 4%; } + .column:first-child, + .columns:first-child { + margin-left: 0; } + + .one.column, + .one.columns { width: 4.66666666667%; } + .two.columns { width: 13.3333333333%; } + .three.columns { width: 22%; } + .four.columns { width: 30.6666666667%; } + .five.columns { width: 39.3333333333%; } + .six.columns { width: 48%; } + .seven.columns { width: 56.6666666667%; } + .eight.columns { width: 65.3333333333%; } + .nine.columns { width: 74.0%; } + .ten.columns { width: 82.6666666667%; } + .eleven.columns { width: 91.3333333333%; } + .twelve.columns { width: 100%; margin-left: 0; } + + .one-third.column { width: 30.6666666667%; } + .two-thirds.column { width: 65.3333333333%; } + + .one-half.column { width: 48%; } + + /* Offsets */ + .offset-by-one.column, + .offset-by-one.columns { margin-left: 8.66666666667%; } + .offset-by-two.column, + .offset-by-two.columns { margin-left: 17.3333333333%; } + .offset-by-three.column, + .offset-by-three.columns { margin-left: 26%; } + .offset-by-four.column, + .offset-by-four.columns { margin-left: 34.6666666667%; } + .offset-by-five.column, + .offset-by-five.columns { margin-left: 43.3333333333%; } + .offset-by-six.column, + .offset-by-six.columns { margin-left: 52%; } + .offset-by-seven.column, + .offset-by-seven.columns { margin-left: 60.6666666667%; } + .offset-by-eight.column, + .offset-by-eight.columns { margin-left: 69.3333333333%; } + .offset-by-nine.column, + .offset-by-nine.columns { margin-left: 78.0%; } + .offset-by-ten.column, + .offset-by-ten.columns { margin-left: 86.6666666667%; } + .offset-by-eleven.column, + .offset-by-eleven.columns { margin-left: 95.3333333333%; } + + .offset-by-one-third.column, + .offset-by-one-third.columns { margin-left: 34.6666666667%; } + .offset-by-two-thirds.column, + .offset-by-two-thirds.columns { margin-left: 69.3333333333%; } + + .offset-by-one-half.column, + .offset-by-one-half.columns { margin-left: 52%; } + } + +/* Base Styles +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +/* NOTE +html is set to 62.5% so that all the REM measurements throughout Skeleton +are based on 10px sizing. So basically 1.5rem = 15px :) */ +html { + font-size: 62.5%; } +body { + font-size: 1.5em; /* currently ems cause chrome bug misinterpreting rems on body element */ + line-height: 1.6; + font-weight: 400; + font-family: "Open Sans", "HelveticaNeue", "Helvetica Neue", Helvetica, Arial, sans-serif; + color: rgb(50, 50, 50); } + + +/* Typography +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ h1, h2, h3, h4, h5, h6 { - color: #222222; + margin-top: 0; + margin-bottom: 0; + font-weight: 300; } +h1 { font-size: 4.5rem; line-height: 1.2; letter-spacing: -.1rem; margin-bottom: 2rem; } +h2 { font-size: 3.6rem; line-height: 1.25; letter-spacing: -.1rem; margin-bottom: 1.8rem; margin-top: 1.8rem;} +h3 { font-size: 3.0rem; line-height: 1.3; letter-spacing: -.1rem; margin-bottom: 1.5rem; margin-top: 1.5rem;} +h4 { font-size: 2.6rem; line-height: 1.35; letter-spacing: -.08rem; margin-bottom: 1.2rem; margin-top: 1.2rem;} +h5 { font-size: 2.2rem; line-height: 1.5; letter-spacing: -.05rem; margin-bottom: 0.6rem; margin-top: 0.6rem;} +h6 { font-size: 2.0rem; line-height: 1.6; letter-spacing: 0; margin-bottom: 0.75rem; margin-top: 0.75rem;} + +p { + margin-top: 0; } + + +/* Blockquotes +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +blockquote { + border-left: 4px lightgrey solid; + padding-left: 1rem; + margin-top: 2rem; + margin-bottom: 2rem; + margin-left: 0rem; } -.checkbox { - column-count: 2; + +/* Links +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +a { + color: #1EAEDB; + text-decoration: underline; + cursor: pointer;} +a:hover { + color: #0FA0CE; } + + +/* Buttons +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +.button, +button, +input[type="submit"], +input[type="reset"], +input[type="button"] { + display: inline-block; + height: 38px; + padding: 0 30px; + color: #555; + text-align: center; + font-size: 11px; + font-weight: 600; + line-height: 38px; + letter-spacing: .1rem; + text-transform: uppercase; + text-decoration: none; + white-space: nowrap; + background-color: transparent; + border-radius: 4px; + border: 1px solid #bbb; + cursor: pointer; + box-sizing: border-box; } +.button:hover, +button:hover, +input[type="submit"]:hover, +input[type="reset"]:hover, +input[type="button"]:hover, +.button:focus, +button:focus, +input[type="submit"]:focus, +input[type="reset"]:focus, +input[type="button"]:focus { + color: #333; + border-color: #888; + outline: 0; } +.button.button-primary, +button.button-primary, +input[type="submit"].button-primary, +input[type="reset"].button-primary, +input[type="button"].button-primary { + color: #FFF; + background-color: #33C3F0; + border-color: #33C3F0; } +.button.button-primary:hover, +button.button-primary:hover, +input[type="submit"].button-primary:hover, +input[type="reset"].button-primary:hover, +input[type="button"].button-primary:hover, +.button.button-primary:focus, +button.button-primary:focus, +input[type="submit"].button-primary:focus, +input[type="reset"].button-primary:focus, +input[type="button"].button-primary:focus { + color: #FFF; + background-color: #1EAEDB; + border-color: #1EAEDB; } + + +/* Forms +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +input[type="email"], +input[type="number"], +input[type="search"], +input[type="text"], +input[type="tel"], +input[type="url"], +input[type="password"], +textarea, +select { + height: 38px; + padding: 6px 10px; /* The 6px vertically centers text on FF, ignored by Webkit */ + background-color: #fff; + border: 1px solid #D1D1D1; + border-radius: 4px; + box-shadow: none; + box-sizing: border-box; + font-family: inherit; + font-size: inherit; /*https://stackoverflow.com/questions/6080413/why-doesnt-input-inherit-the-font-from-body*/} +/* Removes awkward default styles on some inputs for iOS */ +input[type="email"], +input[type="number"], +input[type="search"], +input[type="text"], +input[type="tel"], +input[type="url"], +input[type="password"], +textarea { + -webkit-appearance: none; + -moz-appearance: none; + appearance: none; } +textarea { + min-height: 65px; + padding-top: 6px; + padding-bottom: 6px; } +input[type="email"]:focus, +input[type="number"]:focus, +input[type="search"]:focus, +input[type="text"]:focus, +input[type="tel"]:focus, +input[type="url"]:focus, +input[type="password"]:focus, +textarea:focus, +select:focus { + border: 1px solid #33C3F0; + outline: 0; } +label, +legend { + display: block; + margin-bottom: 0px; } +fieldset { + padding: 0; + border-width: 0; } +input[type="checkbox"], +input[type="radio"] { + display: inline; } +label > .label-body { + display: inline-block; + margin-left: .5rem; + font-weight: normal; } + + +/* Lists +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +ul { + list-style: circle inside; } +ol { + list-style: decimal inside; } +ol, ul { + padding-left: 0; + margin-top: 0; } +ul ul, +ul ol, +ol ol, +ol ul { + margin: 1.5rem 0 1.5rem 3rem; + font-size: 90%; } +li { + margin-bottom: 1rem; } + + +/* Tables +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +table { + border-collapse: collapse; } +th:not(.CalendarDay), +td:not(.CalendarDay) { + padding: 12px 15px; + text-align: left; + border-bottom: 1px solid #E1E1E1; } +th:first-child:not(.CalendarDay), +td:first-child:not(.CalendarDay) { + padding-left: 0; } +th:last-child:not(.CalendarDay), +td:last-child:not(.CalendarDay) { + padding-right: 0; } + + +/* Spacing +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +button, +.button { + margin-bottom: 0rem; } +input, +textarea, +select, +fieldset { + margin-bottom: 0rem; } +pre, +dl, +figure, +table, +form { + margin-bottom: 0rem; } +p, +ul, +ol { + margin-bottom: 0.75rem; } + +/* Utilities +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +.u-full-width { + width: 100%; + box-sizing: border-box; } +.u-max-full-width { + max-width: 100%; + box-sizing: border-box; } +.u-pull-right { + float: right; } +.u-pull-left { + float: left; } + + +/* Misc +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +hr { + margin-top: 3rem; + margin-bottom: 3.5rem; + border-width: 0; + border-top: 1px solid #E1E1E1; } + + +/* Clearing +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ + +/* Self Clearing Goodness */ +.container:after, +.row:after, +.u-cf { + content: ""; + display: table; + clear: both; } + + +/* Media Queries +ââââââââââââââââââââââââââââââââââââââââââââââââââ */ +/* +Note: The best way to structure the use of media queries is to create the queries +near the relevant code. For example, if you wanted to change the styles for buttons +on small devices, paste the mobile query code up in the buttons section and style it +there. +*/ + + +/* Larger than mobile */ +@media (min-width: 400px) {} + +/* Larger than phablet (also point when grid becomes active) */ +@media (min-width: 550px) {} + +/* Larger than tablet */ +@media (min-width: 750px) {} + +/* Larger than desktop */ +@media (min-width: 1000px) {} + +/* Larger than Desktop HD */ +@media (min-width: 1200px) {} From dabe478f5df68f142c4b97a241be2cf8dfd4a63b Mon Sep 17 00:00:00 2001 From: Rokkano Date: Fri, 6 May 2022 20:29:47 +0200 Subject: [PATCH 37/41] fix: fixed imports, ids, comments --- pdlr_mg_sujet/bonheur.py | 46 +++++++++++++++++++--------------------- 1 file changed, 22 insertions(+), 24 deletions(-) diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_sujet/bonheur.py index 2f8a6d56..e503f0e9 100644 --- a/pdlr_mg_sujet/bonheur.py +++ b/pdlr_mg_sujet/bonheur.py @@ -2,19 +2,16 @@ import dash, flask from dash import dcc, html +from plotly import express as px +import dateutil as du +import math import pandas as pd import numpy as np -import math -import plotly.graph_objs as go -import plotly.express as px -import plotly.graph_objects as go -import dateutil as du -# Manipulation du path pour ajouter le chemin relatif et -# empecher des erreurs peu importe le chemin de la source +# Path manipulation to add relative path, preventing import errors regardless of the root path sys.path.insert(0, os.path.dirname(os.path.realpath(__file__))) from get_data import df_hr, df_cc from utils import * @@ -55,30 +52,32 @@ def __init__(self, application = None): value = self.graph_type_default, labelStyle = {'display':'block'}, ), - html.Button('Réinitialiser le graphe', id='bnh-btn', n_clicks=0), + html.Button('Réinitialiser le graphe', id='bnh-reset-btn', n_clicks=0), ], style = {'width' : '23%', 'display': 'inline-block'}) ]), dcc.Markdown("", id = 'bnh-description', style = {'width': '100%'}), dcc.Markdown(md_about) - ], style = { + ], style={ 'backgroundColor': 'white', - 'padding': '10px 50px 10px 50px', + 'padding': '10px 50px 10px 50px', }) if application: self.app = application + # application should have its own layout and use self.main_layout as a page or in a component else: self.app = dash.Dash(__name__) self.app.layout = self.main_layout + # update graph self.app.callback( dash.dependencies.Output('bnh-graph', 'figure'), [ dash.dependencies.Input('bnh-graph', 'clickData'), dash.dependencies.Input('bnh-graph-type', 'value'), - dash.dependencies.Input('bnh-btn', 'n_clicks'), + dash.dependencies.Input('bnh-reset-btn', 'n_clicks'), ] )(self._update_graph) @@ -86,7 +85,7 @@ def __init__(self, application = None): self.app.callback( dash.dependencies.Output('bnh-graph-type', 'value'), [ - dash.dependencies.Input('bnh-btn', 'n_clicks'), + dash.dependencies.Input('bnh-reset-btn', 'n_clicks'), ] )(self._reset_graph_type) @@ -103,7 +102,7 @@ def __init__(self, application = None): dash.dependencies.Output('bnh-graph', 'clickData'), [ dash.dependencies.Input('bnh-graph-type', 'value'), - dash.dependencies.Input('bnh-btn', 'n_clicks') + dash.dependencies.Input('bnh-reset-btn', 'n_clicks') ] )(self._reset_graph_values) @@ -349,22 +348,14 @@ def lbd(index): return figure -if __name__ == '__main__': - nrg = Bonheur() - nrg.app.run_server(debug=True, port=8051) - - - - - - - # <-------------------------------------------------------> +# Markdown for introduction, help and every different parameters + md_introduction = """ Gallup Organization est une entreprise américaine offrant de nombreux services de recherche concernant le management, les ressources humaines et les statistiques. Cette entité est particulièrement connue pour effectuer différents sondages souvent médiatisés. Dans le cadre du programme Gallup Happiness Poll, l'entreprise recueille des informations et des avis d'habitants de pays du monde entier sur le ressenti de leur vie, et s'ils se considèrent comme heureux. Il en résulte un rapport qui s'étend sur plusieurs années et contient des informations particulièrement intéressantes. @@ -447,4 +438,11 @@ def lbd(index): * Dataset : https://www.kaggle.com/datasets/ajaypalsinghlo/world-happiness-report-2021 * Informations et Métadonnées : https://happiness-report.s3.amazonaws.com/2021/Appendix1WHR2021C2.pdf * (c) 2022 Matthieu Guérin et Pierre de La Ruffie -""" \ No newline at end of file +""" + + + + +if __name__ == '__main__': + nrg = Bonheur() + nrg.app.run_server(debug=True, port=8051) \ No newline at end of file From d0949f0cc31d9ad3b5760d9513e798060ecfdb42 Mon Sep 17 00:00:00 2001 From: Matiboux Date: Sun, 8 May 2022 23:32:39 +0200 Subject: [PATCH 38/41] =?UTF-8?q?Revert=20changes=20to=20energies/Prix=20?= =?UTF-8?q?=C3=A9nergie.ipynb?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- "energies/Prix \303\251nergie.ipynb" | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git "a/energies/Prix \303\251nergie.ipynb" "b/energies/Prix \303\251nergie.ipynb" index ff3dcba0..4b8b54fd 100644 --- "a/energies/Prix \303\251nergie.ipynb" +++ "b/energies/Prix \303\251nergie.ipynb" @@ -1080,7 +1080,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.2" + "version": "3.8.10" }, "nbTranslate": { "displayLangs": [ From 56784a7051cc014d15be263ff6c12686ea72ca64 Mon Sep 17 00:00:00 2001 From: Matiboux Date: Sun, 8 May 2022 23:41:15 +0200 Subject: [PATCH 39/41] Remove data-2021.csv and data-main.csv --- data/data-2021.csv | 150 ---- data/data-main.csv | 1950 -------------------------------------------- 2 files changed, 2100 deletions(-) delete mode 100644 data/data-2021.csv delete mode 100644 data/data-main.csv diff --git a/data/data-2021.csv b/data/data-2021.csv deleted file mode 100644 index dbc86597..00000000 --- a/data/data-2021.csv +++ /dev/null @@ -1,150 +0,0 @@ -Country name,Regional indicator,Ladder score,Standard error of ladder score,upperwhisker,lowerwhisker,Logged GDP per capita,Social support,Healthy life expectancy,Freedom to make life choices,Generosity,Perceptions of corruption,Ladder score in Dystopia,Explained by: Log GDP per capita,Explained by: Social support,Explained by: Healthy life expectancy,Explained by: Freedom to make life choices,Explained by: Generosity,Explained by: Perceptions of corruption,Dystopia + residual -Finland,Western Europe,7.842,0.032,7.904,7.780,10.775,0.954,72.000,0.949,-0.098,0.186,2.430,1.446,1.106,0.741,0.691,0.124,0.481,3.253 -Denmark,Western Europe,7.620,0.035,7.687,7.552,10.933,0.954,72.700,0.946,0.030,0.179,2.430,1.502,1.108,0.763,0.686,0.208,0.485,2.868 -Switzerland,Western Europe,7.571,0.036,7.643,7.500,11.117,0.942,74.400,0.919,0.025,0.292,2.430,1.566,1.079,0.816,0.653,0.204,0.413,2.839 -Iceland,Western Europe,7.554,0.059,7.670,7.438,10.878,0.983,73.000,0.955,0.160,0.673,2.430,1.482,1.172,0.772,0.698,0.293,0.170,2.967 -Netherlands,Western Europe,7.464,0.027,7.518,7.410,10.932,0.942,72.400,0.913,0.175,0.338,2.430,1.501,1.079,0.753,0.647,0.302,0.384,2.798 -Norway,Western Europe,7.392,0.035,7.462,7.323,11.053,0.954,73.300,0.960,0.093,0.270,2.430,1.543,1.108,0.782,0.703,0.249,0.427,2.580 -Sweden,Western Europe,7.363,0.036,7.433,7.293,10.867,0.934,72.700,0.945,0.086,0.237,2.430,1.478,1.062,0.763,0.685,0.244,0.448,2.683 -Luxembourg,Western Europe,7.324,0.037,7.396,7.252,11.647,0.908,72.600,0.907,-0.034,0.386,2.430,1.751,1.003,0.760,0.639,0.166,0.353,2.653 -New Zealand,North America and ANZ,7.277,0.040,7.355,7.198,10.643,0.948,73.400,0.929,0.134,0.242,2.430,1.400,1.094,0.785,0.665,0.276,0.445,2.612 -Austria,Western Europe,7.268,0.036,7.337,7.198,10.906,0.934,73.300,0.908,0.042,0.481,2.430,1.492,1.062,0.782,0.640,0.215,0.292,2.784 -Australia,North America and ANZ,7.183,0.041,7.265,7.102,10.796,0.940,73.900,0.914,0.159,0.442,2.430,1.453,1.076,0.801,0.647,0.291,0.317,2.598 -Israel,Middle East and North Africa,7.157,0.034,7.224,7.090,10.575,0.939,73.503,0.800,0.031,0.753,2.430,1.376,1.074,0.788,0.509,0.208,0.119,3.083 -Germany,Western Europe,7.155,0.040,7.232,7.077,10.873,0.903,72.500,0.875,0.011,0.460,2.430,1.480,0.993,0.757,0.600,0.195,0.306,2.824 -Canada,North America and ANZ,7.103,0.042,7.185,7.021,10.776,0.926,73.800,0.915,0.089,0.415,2.430,1.447,1.044,0.798,0.648,0.246,0.335,2.585 -Ireland,Western Europe,7.085,0.040,7.164,7.006,11.342,0.947,72.400,0.879,0.077,0.363,2.430,1.644,1.092,0.753,0.606,0.238,0.367,2.384 -Costa Rica,Latin America and Caribbean,7.069,0.056,7.179,6.960,9.880,0.891,71.400,0.934,-0.126,0.809,2.430,1.134,0.966,0.722,0.673,0.105,0.083,3.387 -United Kingdom,Western Europe,7.064,0.038,7.138,6.990,10.707,0.934,72.500,0.859,0.233,0.459,2.430,1.423,1.062,0.757,0.580,0.340,0.306,2.596 -Czech Republic,Central and Eastern Europe,6.965,0.049,7.062,6.868,10.556,0.947,70.807,0.858,-0.208,0.868,2.430,1.370,1.090,0.703,0.580,0.052,0.046,3.124 -United States,North America and ANZ,6.951,0.049,7.047,6.856,11.023,0.920,68.200,0.837,0.098,0.698,2.430,1.533,1.030,0.621,0.554,0.252,0.154,2.807 -Belgium,Western Europe,6.834,0.034,6.901,6.767,10.823,0.906,72.199,0.783,-0.153,0.646,2.430,1.463,0.998,0.747,0.489,0.088,0.187,2.862 -France,Western Europe,6.690,0.037,6.762,6.618,10.704,0.942,74.000,0.822,-0.147,0.571,2.430,1.421,1.081,0.804,0.536,0.092,0.235,2.521 -Bahrain,Middle East and North Africa,6.647,0.068,6.779,6.514,10.669,0.862,69.495,0.925,0.089,0.722,2.430,1.409,0.899,0.662,0.661,0.246,0.139,2.631 -Malta,Western Europe,6.602,0.044,6.688,6.516,10.674,0.931,72.200,0.927,0.133,0.653,2.430,1.411,1.055,0.747,0.664,0.275,0.183,2.268 -Taiwan Province of China,East Asia,6.584,0.038,6.659,6.510,10.871,0.898,69.600,0.784,-0.070,0.721,2.430,1.480,0.982,0.665,0.490,0.142,0.139,2.687 -United Arab Emirates,Middle East and North Africa,6.561,0.039,6.637,6.484,11.085,0.844,67.333,0.932,0.074,0.589,2.430,1.555,0.860,0.594,0.670,0.236,0.223,2.422 -Saudi Arabia,Middle East and North Africa,6.494,0.056,6.604,6.384,10.743,0.891,66.603,0.877,-0.149,0.684,2.430,1.435,0.964,0.571,0.603,0.090,0.163,2.668 -Spain,Western Europe,6.491,0.042,6.574,6.408,10.571,0.932,74.700,0.761,-0.081,0.745,2.430,1.375,1.057,0.826,0.462,0.135,0.124,2.513 -Italy,Western Europe,6.483,0.045,6.572,6.395,10.623,0.880,73.800,0.693,-0.084,0.866,2.430,1.393,0.940,0.798,0.379,0.133,0.047,2.794 -Slovenia,Central and Eastern Europe,6.461,0.043,6.546,6.376,10.529,0.948,71.400,0.949,-0.101,0.806,2.430,1.360,1.093,0.722,0.690,0.122,0.085,2.388 -Guatemala,Latin America and Caribbean,6.435,0.073,6.577,6.292,9.053,0.813,64.958,0.906,-0.038,0.775,2.430,0.845,0.790,0.519,0.638,0.163,0.105,3.375 -Uruguay,Latin America and Caribbean,6.431,0.046,6.521,6.341,9.966,0.925,69.100,0.896,-0.092,0.590,2.430,1.164,1.042,0.649,0.625,0.128,0.223,2.600 -Singapore,Southeast Asia,6.377,0.043,6.460,6.293,11.488,0.915,76.953,0.927,-0.018,0.082,2.430,1.695,1.019,0.897,0.664,0.176,0.547,1.379 -Kosovo,Central and Eastern Europe,6.372,0.059,6.487,6.257,9.318,0.821,63.813,0.869,0.257,0.917,2.430,0.937,0.807,0.483,0.593,0.356,0.014,3.182 -Slovakia,Central and Eastern Europe,6.331,0.041,6.411,6.251,10.369,0.936,69.201,0.766,-0.124,0.911,2.430,1.304,1.066,0.653,0.468,0.107,0.018,2.714 -Brazil,Latin America and Caribbean,6.330,0.043,6.415,6.245,9.577,0.882,66.601,0.804,-0.071,0.756,2.430,1.028,0.944,0.571,0.514,0.142,0.117,3.015 -Mexico,Latin America and Caribbean,6.317,0.053,6.420,6.213,9.859,0.831,68.597,0.862,-0.147,0.799,2.430,1.126,0.830,0.634,0.585,0.092,0.089,2.961 -Jamaica,Latin America and Caribbean,6.309,0.156,6.615,6.004,9.186,0.877,67.500,0.890,-0.137,0.884,2.430,0.891,0.932,0.599,0.618,0.099,0.035,3.135 -Lithuania,Central and Eastern Europe,6.255,0.045,6.344,6.167,10.499,0.935,67.906,0.773,-0.203,0.826,2.430,1.350,1.065,0.612,0.476,0.056,0.073,2.624 -Cyprus,Western Europe,6.223,0.049,6.319,6.128,10.576,0.802,73.898,0.763,-0.015,0.844,2.430,1.377,0.765,0.801,0.464,0.178,0.061,2.578 -Estonia,Central and Eastern Europe,6.189,0.038,6.263,6.115,10.481,0.941,68.800,0.909,-0.106,0.527,2.430,1.344,1.079,0.640,0.641,0.119,0.263,2.103 -Panama,Latin America and Caribbean,6.180,0.073,6.323,6.036,10.350,0.896,69.652,0.872,-0.166,0.856,2.430,1.298,0.976,0.667,0.596,0.079,0.053,2.509 -Uzbekistan,Commonwealth of Independent States,6.179,0.068,6.312,6.045,8.836,0.918,65.255,0.970,0.311,0.515,2.430,0.769,1.027,0.528,0.716,0.391,0.271,2.477 -Chile,Latin America and Caribbean,6.172,0.046,6.262,6.081,10.071,0.882,70.000,0.742,-0.044,0.830,2.430,1.200,0.946,0.678,0.438,0.159,0.070,2.682 -Poland,Central and Eastern Europe,6.166,0.040,6.245,6.087,10.382,0.898,69.702,0.841,-0.165,0.735,2.430,1.309,0.982,0.668,0.558,0.080,0.130,2.438 -Kazakhstan,Commonwealth of Independent States,6.152,0.047,6.243,6.060,10.155,0.952,65.200,0.853,-0.069,0.733,2.430,1.230,1.103,0.527,0.573,0.143,0.132,2.446 -Romania,Central and Eastern Europe,6.140,0.057,6.253,6.027,10.284,0.832,67.355,0.845,-0.219,0.938,2.430,1.275,0.832,0.595,0.564,0.045,0.001,2.830 -Kuwait,Middle East and North Africa,6.106,0.066,6.235,5.977,10.817,0.843,66.900,0.867,-0.104,0.736,2.430,1.461,0.857,0.580,0.591,0.120,0.130,2.368 -Serbia,Central and Eastern Europe,6.078,0.053,6.181,5.974,9.787,0.873,68.600,0.778,0.002,0.835,2.430,1.101,0.924,0.634,0.482,0.189,0.066,2.682 -El Salvador,Latin America and Caribbean,6.061,0.065,6.188,5.933,9.054,0.762,66.402,0.888,-0.110,0.688,2.430,0.845,0.675,0.565,0.615,0.116,0.160,3.085 -Mauritius,Sub-Saharan Africa,6.049,0.059,6.165,5.933,10.008,0.905,66.701,0.867,-0.054,0.789,2.430,1.178,0.996,0.574,0.590,0.153,0.096,2.462 -Latvia,Central and Eastern Europe,6.032,0.036,6.103,5.961,10.315,0.927,67.100,0.715,-0.162,0.800,2.430,1.285,1.047,0.587,0.405,0.082,0.089,2.536 -Colombia,Latin America and Caribbean,6.012,0.061,6.132,5.892,9.557,0.847,68.001,0.837,-0.135,0.841,2.430,1.021,0.866,0.615,0.554,0.100,0.063,2.794 -Hungary,Central and Eastern Europe,5.992,0.047,6.085,5.899,10.358,0.943,68.000,0.755,-0.186,0.876,2.430,1.301,1.083,0.615,0.454,0.067,0.040,2.432 -Thailand,Southeast Asia,5.985,0.047,6.077,5.893,9.805,0.888,67.401,0.884,0.287,0.895,2.430,1.107,0.957,0.596,0.611,0.375,0.028,2.309 -Nicaragua,Latin America and Caribbean,5.972,0.083,6.134,5.810,8.620,0.864,67.657,0.836,0.020,0.664,2.430,0.693,0.904,0.604,0.553,0.201,0.176,2.841 -Japan,East Asia,5.940,0.040,6.020,5.861,10.611,0.884,75.100,0.796,-0.258,0.638,2.430,1.389,0.949,0.838,0.504,0.020,0.192,2.048 -Argentina,Latin America and Caribbean,5.929,0.056,6.040,5.819,9.962,0.898,69.000,0.828,-0.182,0.834,2.430,1.162,0.980,0.646,0.544,0.069,0.067,2.461 -Portugal,Western Europe,5.929,0.055,6.037,5.821,10.421,0.879,72.600,0.892,-0.244,0.887,2.430,1.323,0.939,0.760,0.621,0.029,0.033,2.225 -Honduras,Latin America and Caribbean,5.919,0.082,6.081,5.758,8.648,0.812,67.300,0.857,0.081,0.809,2.430,0.703,0.787,0.593,0.578,0.241,0.083,2.934 -Croatia,Central and Eastern Europe,5.882,0.048,5.975,5.788,10.217,0.924,70.799,0.754,-0.118,0.939,2.430,1.251,1.039,0.703,0.453,0.111,0.000,2.325 -Philippines,Southeast Asia,5.880,0.052,5.982,5.778,9.076,0.830,62.000,0.917,-0.097,0.742,2.430,0.853,0.828,0.426,0.651,0.125,0.126,2.872 -South Korea,East Asia,5.845,0.042,5.928,5.763,10.651,0.799,73.900,0.672,-0.083,0.727,2.430,1.403,0.758,0.801,0.353,0.134,0.135,2.262 -Peru,Latin America and Caribbean,5.840,0.075,5.988,5.692,9.458,0.832,68.250,0.822,-0.154,0.891,2.430,0.986,0.833,0.623,0.536,0.087,0.031,2.744 -Bosnia and Herzegovina,Central and Eastern Europe,5.813,0.050,5.911,5.715,9.590,0.870,68.098,0.706,0.113,0.931,2.430,1.032,0.919,0.618,0.395,0.261,0.005,2.583 -Moldova,Commonwealth of Independent States,5.766,0.046,5.856,5.677,9.454,0.857,65.699,0.822,-0.079,0.918,2.430,0.985,0.888,0.542,0.536,0.137,0.013,2.665 -Ecuador,Latin America and Caribbean,5.764,0.057,5.875,5.653,9.313,0.821,68.800,0.842,-0.124,0.843,2.430,0.935,0.806,0.640,0.560,0.107,0.062,2.653 -Kyrgyzstan,Commonwealth of Independent States,5.744,0.046,5.834,5.653,8.538,0.893,64.401,0.935,0.119,0.908,2.430,0.665,0.971,0.501,0.673,0.266,0.020,2.648 -Greece,Western Europe,5.723,0.046,5.813,5.632,10.279,0.823,72.600,0.582,-0.288,0.823,2.430,1.273,0.811,0.760,0.243,0.000,0.074,2.561 -Bolivia,Latin America and Caribbean,5.716,0.053,5.819,5.613,9.046,0.810,63.901,0.875,-0.077,0.839,2.430,0.842,0.782,0.486,0.600,0.138,0.064,2.805 -Mongolia,East Asia,5.677,0.042,5.760,5.595,9.400,0.935,62.500,0.708,0.116,0.856,2.430,0.966,1.065,0.442,0.397,0.263,0.053,2.492 -Paraguay,Latin America and Caribbean,5.653,0.092,5.832,5.473,9.448,0.893,65.900,0.876,0.028,0.882,2.430,0.983,0.970,0.549,0.602,0.206,0.037,2.306 -Montenegro,Central and Eastern Europe,5.581,0.054,5.686,5.475,9.940,0.858,68.699,0.708,-0.034,0.812,2.430,1.155,0.891,0.637,0.397,0.166,0.081,2.254 -Dominican Republic,Latin America and Caribbean,5.545,0.071,5.685,5.405,9.802,0.853,66.102,0.860,-0.133,0.714,2.430,1.106,0.879,0.555,0.581,0.101,0.144,2.178 -North Cyprus,Western Europe,5.536,0.051,5.636,5.435,10.576,0.820,73.898,0.795,0.012,0.626,2.430,1.377,0.806,0.801,0.503,0.196,0.200,1.653 -Belarus,Commonwealth of Independent States,5.534,0.047,5.625,5.442,9.853,0.910,66.253,0.650,-0.180,0.627,2.430,1.124,1.007,0.560,0.326,0.070,0.199,2.247 -Russia,Commonwealth of Independent States,5.477,0.033,5.541,5.413,10.189,0.903,64.703,0.718,-0.111,0.845,2.430,1.241,0.992,0.511,0.409,0.115,0.060,2.148 -Hong Kong S.A.R. of China,East Asia,5.477,0.049,5.573,5.380,11.000,0.836,76.820,0.717,0.067,0.403,2.430,1.525,0.841,0.893,0.408,0.232,0.342,1.236 -Tajikistan,Commonwealth of Independent States,5.466,0.034,5.532,5.400,8.091,0.860,64.281,0.832,-0.056,0.553,2.430,0.508,0.895,0.498,0.548,0.152,0.247,2.619 -Vietnam,Southeast Asia,5.411,0.039,5.488,5.334,8.973,0.850,68.034,0.940,-0.098,0.796,2.430,0.817,0.873,0.616,0.679,0.124,0.091,2.211 -Libya,Middle East and North Africa,5.410,0.076,5.558,5.262,9.622,0.827,62.300,0.771,-0.087,0.667,2.430,1.044,0.821,0.435,0.474,0.131,0.174,2.331 -Malaysia,Southeast Asia,5.384,0.049,5.480,5.289,10.238,0.817,67.102,0.895,0.125,0.839,2.430,1.259,0.797,0.587,0.624,0.270,0.064,1.784 -Indonesia,Southeast Asia,5.345,0.056,5.454,5.235,9.365,0.811,62.236,0.873,0.542,0.867,2.430,0.954,0.786,0.433,0.598,0.541,0.046,1.987 -Congo (Brazzaville),Sub-Saharan Africa,5.342,0.097,5.533,5.151,8.117,0.636,58.221,0.695,-0.068,0.745,2.430,0.518,0.392,0.307,0.381,0.144,0.124,3.476 -China,East Asia,5.339,0.029,5.397,5.281,9.673,0.811,69.593,0.904,-0.146,0.755,2.430,1.061,0.785,0.665,0.636,0.093,0.117,1.982 -Ivory Coast,Sub-Saharan Africa,5.306,0.078,5.460,5.152,8.551,0.644,50.114,0.741,-0.016,0.794,2.430,0.669,0.409,0.052,0.438,0.177,0.092,3.469 -Armenia,Commonwealth of Independent States,5.283,0.058,5.397,5.168,9.487,0.799,67.055,0.825,-0.168,0.629,2.430,0.996,0.758,0.585,0.540,0.079,0.198,2.127 -Nepal,South Asia,5.269,0.070,5.406,5.132,8.120,0.774,64.233,0.782,0.152,0.727,2.430,0.519,0.702,0.496,0.488,0.287,0.135,2.642 -Bulgaria,Central and Eastern Europe,5.266,0.054,5.371,5.160,10.016,0.931,67.000,0.788,-0.096,0.932,2.430,1.181,1.055,0.583,0.494,0.125,0.005,1.823 -Maldives,South Asia,5.198,0.072,5.339,5.057,9.826,0.913,70.600,0.854,0.024,0.825,2.430,1.115,1.015,0.697,0.575,0.204,0.073,1.520 -Azerbaijan,Commonwealth of Independent States,5.171,0.040,5.250,5.091,9.569,0.836,65.656,0.814,-0.223,0.506,2.430,1.025,0.841,0.541,0.526,0.043,0.276,1.919 -Cameroon,Sub-Saharan Africa,5.142,0.074,5.288,4.996,8.189,0.710,53.515,0.731,0.026,0.848,2.430,0.543,0.556,0.159,0.425,0.205,0.058,3.195 -Senegal,Sub-Saharan Africa,5.132,0.068,5.266,4.998,8.118,0.710,59.802,0.695,-0.046,0.801,2.430,0.518,0.558,0.357,0.381,0.158,0.088,3.071 -Albania,Central and Eastern Europe,5.117,0.059,5.234,5.001,9.520,0.697,68.999,0.785,-0.030,0.901,2.430,1.008,0.529,0.646,0.491,0.168,0.024,2.250 -North Macedonia,Central and Eastern Europe,5.101,0.051,5.202,5.001,9.693,0.805,65.474,0.751,0.038,0.905,2.430,1.068,0.772,0.535,0.450,0.212,0.022,2.042 -Ghana,Sub-Saharan Africa,5.088,0.067,5.219,4.958,8.580,0.727,57.586,0.807,0.123,0.848,2.430,0.680,0.595,0.287,0.517,0.268,0.058,2.684 -Niger,Sub-Saharan Africa,5.074,0.102,5.273,4.875,7.098,0.641,53.780,0.806,0.018,0.693,2.430,0.162,0.402,0.167,0.516,0.200,0.157,3.470 -Turkmenistan,Commonwealth of Independent States,5.066,0.036,5.136,4.996,9.629,0.983,62.409,0.877,0.273,0.888,2.430,1.046,1.172,0.439,0.602,0.366,0.033,1.409 -Gambia,Sub-Saharan Africa,5.051,0.089,5.225,4.877,7.686,0.690,55.160,0.697,0.424,0.746,2.430,0.367,0.511,0.210,0.384,0.465,0.123,2.990 -Benin,Sub-Saharan Africa,5.045,0.073,5.189,4.901,8.087,0.489,54.713,0.757,-0.034,0.661,2.430,0.507,0.058,0.196,0.457,0.166,0.178,3.482 -Laos,Southeast Asia,5.030,0.045,5.119,4.941,8.947,0.728,58.968,0.910,0.123,0.658,2.430,0.808,0.598,0.330,0.643,0.268,0.179,2.204 -Bangladesh,South Asia,5.025,0.046,5.115,4.934,8.454,0.693,64.800,0.877,-0.041,0.682,2.430,0.635,0.520,0.514,0.603,0.161,0.164,2.427 -Guinea,Sub-Saharan Africa,4.984,0.090,5.160,4.808,7.838,0.639,55.008,0.697,0.095,0.766,2.430,0.420,0.399,0.206,0.384,0.250,0.111,3.216 -South Africa,Sub-Saharan Africa,4.956,0.060,5.074,4.839,9.403,0.860,56.904,0.749,-0.067,0.860,2.430,0.967,0.895,0.265,0.447,0.144,0.051,2.187 -Turkey,Middle East and North Africa,4.948,0.046,5.038,4.857,10.240,0.822,67.199,0.576,-0.139,0.776,2.430,1.260,0.809,0.590,0.236,0.097,0.104,1.852 -Pakistan,South Asia,4.934,0.068,5.066,4.802,8.458,0.651,58.709,0.726,0.098,0.787,2.430,0.637,0.423,0.322,0.418,0.252,0.097,2.784 -Morocco,Middle East and North Africa,4.918,0.060,5.036,4.800,8.903,0.560,66.208,0.774,-0.236,0.801,2.430,0.792,0.219,0.558,0.477,0.034,0.088,2.749 -Venezuela,Latin America and Caribbean,4.892,0.064,5.017,4.767,9.073,0.861,66.700,0.615,-0.169,0.827,2.430,0.852,0.897,0.574,0.284,0.078,0.072,2.135 -Georgia,Commonwealth of Independent States,4.891,0.054,4.998,4.785,9.585,0.671,64.300,0.783,-0.238,0.655,2.430,1.030,0.470,0.498,0.488,0.032,0.181,2.191 -Algeria,Middle East and North Africa,4.887,0.053,4.991,4.783,9.342,0.802,66.005,0.480,-0.067,0.752,2.430,0.946,0.765,0.552,0.119,0.144,0.120,2.242 -Ukraine,Commonwealth of Independent States,4.875,0.052,4.977,4.773,9.436,0.888,64.902,0.724,-0.011,0.924,2.430,0.979,0.958,0.517,0.417,0.181,0.010,1.813 -Iraq,Middle East and North Africa,4.854,0.059,4.970,4.738,9.240,0.746,60.583,0.630,-0.053,0.875,2.430,0.910,0.638,0.381,0.302,0.153,0.041,2.429 -Gabon,Sub-Saharan Africa,4.852,0.075,4.998,4.706,9.603,0.776,59.962,0.731,-0.200,0.840,2.430,1.037,0.707,0.362,0.424,0.058,0.064,2.201 -Burkina Faso,Sub-Saharan Africa,4.834,0.081,4.993,4.675,7.678,0.672,54.151,0.695,-0.009,0.748,2.430,0.364,0.472,0.179,0.381,0.182,0.122,3.133 -Cambodia,Southeast Asia,4.830,0.067,4.963,4.698,8.360,0.765,62.000,0.959,0.034,0.843,2.430,0.603,0.680,0.426,0.702,0.210,0.061,2.148 -Mozambique,Sub-Saharan Africa,4.794,0.103,4.997,4.592,7.158,0.744,54.706,0.882,0.061,0.684,2.430,0.183,0.634,0.196,0.608,0.228,0.163,2.783 -Nigeria,Sub-Saharan Africa,4.759,0.052,4.861,4.658,8.533,0.740,50.102,0.737,0.037,0.878,2.430,0.663,0.625,0.051,0.433,0.212,0.039,2.736 -Mali,Sub-Saharan Africa,4.723,0.082,4.884,4.563,7.744,0.724,51.969,0.697,-0.036,0.827,2.430,0.387,0.590,0.110,0.384,0.164,0.072,3.016 -Iran,Middle East and North Africa,4.721,0.055,4.828,4.614,9.584,0.710,66.300,0.608,0.218,0.714,2.430,1.030,0.557,0.561,0.275,0.330,0.144,1.823 -Uganda,Sub-Saharan Africa,4.636,0.073,4.780,4.493,7.677,0.781,56.101,0.709,0.122,0.855,2.430,0.364,0.718,0.240,0.398,0.267,0.054,2.596 -Liberia,Sub-Saharan Africa,4.625,0.106,4.833,4.417,7.288,0.720,56.498,0.735,0.050,0.850,2.430,0.228,0.580,0.253,0.430,0.221,0.057,2.857 -Kenya,Sub-Saharan Africa,4.607,0.072,4.747,4.466,8.361,0.688,60.704,0.779,0.287,0.825,2.430,0.603,0.508,0.385,0.483,0.375,0.073,2.180 -Tunisia,Middle East and North Africa,4.596,0.058,4.709,4.484,9.266,0.691,67.201,0.656,-0.201,0.870,2.430,0.919,0.515,0.590,0.334,0.057,0.044,2.138 -Lebanon,Middle East and North Africa,4.584,0.055,4.691,4.477,9.626,0.848,67.355,0.525,-0.073,0.898,2.430,1.045,0.868,0.595,0.175,0.140,0.026,1.736 -Namibia,Sub-Saharan Africa,4.574,0.064,4.700,4.448,9.161,0.818,56.799,0.719,-0.149,0.847,2.430,0.882,0.801,0.262,0.411,0.091,0.059,2.068 -Palestinian Territories,Middle East and North Africa,4.517,0.067,4.649,4.384,8.485,0.826,62.250,0.653,-0.163,0.821,2.430,0.646,0.819,0.434,0.330,0.082,0.075,2.131 -Myanmar,Southeast Asia,4.426,0.052,4.527,4.324,8.541,0.779,59.302,0.876,0.509,0.660,2.430,0.666,0.713,0.341,0.601,0.520,0.178,1.407 -Jordan,Middle East and North Africa,4.395,0.062,4.516,4.273,9.182,0.767,67.000,0.755,-0.167,0.705,2.430,0.890,0.685,0.583,0.455,0.079,0.150,1.553 -Chad,Sub-Saharan Africa,4.355,0.094,4.540,4.171,7.364,0.619,48.478,0.579,0.041,0.807,2.430,0.255,0.353,0.000,0.240,0.215,0.084,3.209 -Sri Lanka,South Asia,4.325,0.066,4.454,4.196,9.470,0.827,67.299,0.841,0.079,0.863,2.430,0.990,0.820,0.593,0.559,0.239,0.049,1.075 -Swaziland,Sub-Saharan Africa,4.308,0.071,4.448,4.168,9.065,0.770,50.833,0.647,-0.185,0.708,2.430,0.849,0.693,0.074,0.323,0.067,0.147,2.155 -Comoros,Sub-Saharan Africa,4.289,0.084,4.454,4.123,8.031,0.626,57.349,0.548,0.082,0.781,2.430,0.488,0.367,0.279,0.202,0.241,0.101,2.610 -Egypt,Middle East and North Africa,4.283,0.045,4.371,4.195,9.367,0.750,61.998,0.749,-0.182,0.795,2.430,0.954,0.647,0.426,0.446,0.069,0.092,1.648 -Ethiopia,Sub-Saharan Africa,4.275,0.051,4.374,4.175,7.694,0.764,59.000,0.752,0.082,0.761,2.430,0.370,0.679,0.331,0.451,0.241,0.114,2.089 -Mauritania,Sub-Saharan Africa,4.227,0.070,4.365,4.090,8.542,0.795,57.161,0.561,-0.106,0.731,2.430,0.666,0.749,0.273,0.218,0.119,0.133,2.069 -Madagascar,Sub-Saharan Africa,4.208,0.072,4.349,4.068,7.396,0.686,59.305,0.552,-0.005,0.803,2.430,0.266,0.503,0.341,0.207,0.185,0.087,2.620 -Togo,Sub-Saharan Africa,4.107,0.077,4.258,3.956,7.362,0.569,54.914,0.619,0.032,0.772,2.430,0.254,0.239,0.203,0.289,0.209,0.107,2.806 -Zambia,Sub-Saharan Africa,4.073,0.069,4.209,3.938,8.145,0.708,55.809,0.782,0.061,0.823,2.430,0.528,0.552,0.231,0.487,0.227,0.074,1.975 -Sierra Leone,Sub-Saharan Africa,3.849,0.077,4.001,3.698,7.434,0.630,51.651,0.717,0.084,0.866,2.430,0.279,0.377,0.100,0.408,0.243,0.047,2.396 -India,South Asia,3.819,0.026,3.869,3.769,8.755,0.603,60.633,0.893,0.089,0.774,2.430,0.741,0.316,0.383,0.622,0.246,0.106,1.405 -Burundi,Sub-Saharan Africa,3.775,0.107,3.985,3.565,6.635,0.490,53.400,0.626,-0.024,0.607,2.430,0.000,0.062,0.155,0.298,0.172,0.212,2.876 -Yemen,Middle East and North Africa,3.658,0.070,3.794,3.521,7.578,0.832,57.122,0.602,-0.147,0.800,2.430,0.329,0.831,0.272,0.268,0.092,0.089,1.776 -Tanzania,Sub-Saharan Africa,3.623,0.071,3.762,3.485,7.876,0.702,57.999,0.833,0.183,0.577,2.430,0.433,0.540,0.300,0.549,0.307,0.231,1.263 -Haiti,Latin America and Caribbean,3.615,0.173,3.953,3.276,7.477,0.540,55.700,0.593,0.422,0.721,2.430,0.294,0.173,0.227,0.257,0.463,0.139,2.060 -Malawi,Sub-Saharan Africa,3.600,0.092,3.781,3.419,6.958,0.537,57.948,0.780,0.038,0.729,2.430,0.113,0.168,0.298,0.484,0.213,0.134,2.190 -Lesotho,Sub-Saharan Africa,3.512,0.120,3.748,3.276,7.926,0.787,48.700,0.715,-0.131,0.915,2.430,0.451,0.731,0.007,0.405,0.103,0.015,1.800 -Botswana,Sub-Saharan Africa,3.467,0.074,3.611,3.322,9.782,0.784,59.269,0.824,-0.246,0.801,2.430,1.099,0.724,0.340,0.539,0.027,0.088,0.648 -Rwanda,Sub-Saharan Africa,3.415,0.068,3.548,3.282,7.676,0.552,61.400,0.897,0.061,0.167,2.430,0.364,0.202,0.407,0.627,0.227,0.493,1.095 -Zimbabwe,Sub-Saharan Africa,3.145,0.058,3.259,3.030,7.943,0.750,56.201,0.677,-0.047,0.821,2.430,0.457,0.649,0.243,0.359,0.157,0.075,1.205 -Afghanistan,South Asia,2.523,0.038,2.596,2.449,7.695,0.463,52.493,0.382,-0.102,0.924,2.430,0.370,0.000,0.126,0.000,0.122,0.010,1.895 diff --git a/data/data-main.csv b/data/data-main.csv deleted file mode 100644 index e344dd54..00000000 --- a/data/data-main.csv +++ /dev/null @@ -1,1950 +0,0 @@ -Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect -Afghanistan,2008,3.724,7.370,0.451,50.800,0.718,0.168,0.882,0.518,0.258 -Afghanistan,2009,4.402,7.540,0.552,51.200,0.679,0.190,0.850,0.584,0.237 -Afghanistan,2010,4.758,7.647,0.539,51.600,0.600,0.121,0.707,0.618,0.275 -Afghanistan,2011,3.832,7.620,0.521,51.920,0.496,0.162,0.731,0.611,0.267 -Afghanistan,2012,3.783,7.705,0.521,52.240,0.531,0.236,0.776,0.710,0.268 -Afghanistan,2013,3.572,7.725,0.484,52.560,0.578,0.061,0.823,0.621,0.273 -Afghanistan,2014,3.131,7.718,0.526,52.880,0.509,0.104,0.871,0.532,0.375 -Afghanistan,2015,3.983,7.702,0.529,53.200,0.389,0.080,0.881,0.554,0.339 -Afghanistan,2016,4.220,7.697,0.559,53.000,0.523,0.042,0.793,0.565,0.348 -Afghanistan,2017,2.662,7.697,0.491,52.800,0.427,-0.121,0.954,0.496,0.371 -Afghanistan,2018,2.694,7.692,0.508,52.600,0.374,-0.094,0.928,0.424,0.405 -Afghanistan,2019,2.375,7.697,0.420,52.400,0.394,-0.108,0.924,0.351,0.502 -Albania,2007,4.634,9.142,0.821,65.800,0.529,-0.009,0.875,0.553,0.246 -Albania,2009,5.485,9.262,0.833,66.200,0.525,-0.158,0.864,0.640,0.279 -Albania,2010,5.269,9.303,0.733,66.400,0.569,-0.172,0.726,0.648,0.300 -Albania,2011,5.867,9.331,0.759,66.680,0.487,-0.205,0.877,0.628,0.257 -Albania,2012,5.510,9.347,0.785,66.960,0.602,-0.169,0.848,0.607,0.271 -Albania,2013,4.551,9.359,0.759,67.240,0.632,-0.127,0.863,0.634,0.338 -Albania,2014,4.814,9.378,0.626,67.520,0.735,-0.025,0.883,0.685,0.335 -Albania,2015,4.607,9.403,0.639,67.800,0.704,-0.081,0.885,0.688,0.350 -Albania,2016,4.511,9.437,0.638,68.100,0.730,-0.017,0.901,0.675,0.322 -Albania,2017,4.640,9.476,0.638,68.400,0.750,-0.029,0.876,0.669,0.334 -Albania,2018,5.004,9.518,0.684,68.700,0.824,0.009,0.899,0.713,0.319 -Albania,2019,4.995,9.544,0.686,69.000,0.777,-0.099,0.914,0.681,0.274 -Albania,2020,5.365,9.497,0.710,69.300,0.754,0.007,0.891,0.679,0.265 -Algeria,2010,5.464,9.287,,64.500,0.593,-0.205,0.618,, -Algeria,2011,5.317,9.297,0.810,64.660,0.530,-0.181,0.638,0.550,0.255 -Algeria,2012,5.605,9.311,0.839,64.820,0.587,-0.172,0.690,0.604,0.230 -Algeria,2014,6.355,9.335,0.818,65.140,,,,0.626,0.177 -Algeria,2016,5.341,9.362,0.749,65.500,,,,0.661,0.377 -Algeria,2017,5.249,9.354,0.807,65.700,0.437,-0.167,0.700,0.642,0.289 -Algeria,2018,5.043,9.348,0.799,65.900,0.583,-0.146,0.759,0.591,0.293 -Algeria,2019,4.745,9.337,0.803,66.100,0.385,0.005,0.741,0.585,0.215 -Angola,2011,5.589,8.946,0.723,52.500,0.584,0.055,0.911,0.659,0.361 -Angola,2012,4.360,8.992,0.753,53.200,0.456,-0.136,0.906,0.558,0.305 -Angola,2013,3.937,9.005,0.722,53.900,0.410,-0.104,0.816,0.658,0.371 -Angola,2014,3.795,9.017,0.755,54.600,0.375,-0.168,0.834,0.579,0.368 -Argentina,2006,6.313,9.942,0.938,66.820,0.733,-0.157,0.852,0.825,0.328 -Argentina,2007,6.073,10.018,0.862,66.940,0.653,-0.141,0.881,0.828,0.279 -Argentina,2008,5.961,10.048,0.892,67.060,0.678,-0.132,0.865,0.823,0.318 -Argentina,2009,6.424,9.977,0.919,67.180,0.637,-0.130,0.885,0.864,0.237 -Argentina,2010,6.441,10.066,0.927,67.300,0.730,-0.126,0.855,0.846,0.211 -Argentina,2011,6.776,10.112,0.889,67.480,0.816,-0.174,0.755,0.840,0.232 -Argentina,2012,6.468,10.091,0.902,67.660,0.747,-0.148,0.817,0.857,0.272 -Argentina,2013,6.582,10.103,0.910,67.840,0.737,-0.130,0.823,0.842,0.254 -Argentina,2014,6.671,10.067,0.918,68.020,0.745,-0.164,0.854,0.857,0.238 -Argentina,2015,6.697,10.083,0.926,68.200,0.881,-0.174,0.851,0.859,0.305 -Argentina,2016,6.427,10.051,0.883,68.400,0.848,-0.192,0.851,0.842,0.312 -Argentina,2017,6.039,10.067,0.907,68.600,0.832,-0.186,0.841,0.809,0.292 -Argentina,2018,5.793,10.032,0.900,68.800,0.846,-0.211,0.855,0.820,0.321 -Argentina,2019,6.086,10.000,0.896,69.000,0.817,-0.211,0.830,0.826,0.319 -Argentina,2020,5.901,9.850,0.897,69.200,0.823,-0.122,0.816,0.764,0.342 -Armenia,2006,4.289,9.044,0.682,64.800,0.520,-0.231,0.850,0.494,0.469 -Armenia,2007,4.882,9.181,0.760,64.900,0.605,-0.251,0.817,0.507,0.412 -Armenia,2008,4.652,9.256,0.709,65.000,0.462,-0.215,0.876,0.521,0.385 -Armenia,2009,4.178,9.111,0.680,65.100,0.441,-0.214,0.882,0.543,0.411 -Armenia,2010,4.368,9.136,0.660,65.200,0.459,-0.176,0.891,0.510,0.426 -Armenia,2011,4.260,9.182,0.705,65.360,0.465,-0.225,0.875,0.475,0.459 -Armenia,2012,4.320,9.249,0.676,65.520,0.502,-0.215,0.893,0.518,0.464 -Armenia,2013,4.277,9.277,0.723,65.680,0.504,-0.195,0.900,0.562,0.450 -Armenia,2014,4.453,9.307,0.739,65.840,0.506,-0.218,0.920,0.581,0.404 -Armenia,2015,4.348,9.334,0.723,66.000,0.551,-0.203,0.901,0.594,0.438 -Armenia,2016,4.325,9.333,0.709,66.300,0.611,-0.170,0.921,0.594,0.437 -Armenia,2017,4.288,9.402,0.698,66.600,0.614,-0.147,0.865,0.625,0.437 -Armenia,2018,5.062,9.451,0.814,66.900,0.808,-0.163,0.677,0.581,0.455 -Armenia,2019,5.488,9.522,0.782,67.200,0.844,-0.172,0.583,0.598,0.430 -Australia,2005,7.341,10.659,0.968,71.400,0.935,,0.390,0.843,0.238 -Australia,2007,7.285,10.703,0.965,71.720,0.891,0.347,0.513,0.826,0.215 -Australia,2008,7.254,10.719,0.947,71.880,0.916,0.305,0.431,0.826,0.218 -Australia,2010,7.450,10.722,0.955,72.200,0.932,0.317,0.366,0.834,0.220 -Australia,2011,7.406,10.733,0.967,72.300,0.945,0.369,0.382,0.816,0.195 -Australia,2012,7.196,10.754,0.945,72.400,0.935,0.274,0.368,0.811,0.214 -Australia,2013,7.364,10.762,0.928,72.500,0.933,0.269,0.432,0.819,0.177 -Australia,2014,7.289,10.772,0.924,72.600,0.923,0.319,0.442,0.775,0.245 -Australia,2015,7.309,10.779,0.952,72.700,0.922,0.332,0.357,0.790,0.210 -Australia,2016,7.250,10.791,0.942,73.000,0.922,0.239,0.399,0.791,0.236 -Australia,2017,7.257,10.798,0.950,73.300,0.911,0.317,0.411,0.780,0.225 -Australia,2018,7.177,10.811,0.940,73.600,0.916,0.146,0.405,0.759,0.187 -Australia,2019,7.234,10.815,0.943,73.900,0.918,0.121,0.430,0.770,0.202 -Australia,2020,7.137,10.760,0.937,74.200,0.905,0.210,0.491,0.769,0.205 -Austria,2006,7.122,10.842,0.936,70.760,0.941,0.302,0.490,0.823,0.174 -Austria,2008,7.181,10.887,0.935,71.080,0.879,0.291,0.614,0.832,0.173 -Austria,2010,7.303,10.861,0.914,71.400,0.896,0.131,0.546,0.815,0.156 -Austria,2011,7.471,10.887,0.944,71.540,0.939,0.132,0.703,0.789,0.145 -Austria,2012,7.401,10.889,0.945,71.680,0.920,0.118,0.771,0.822,0.157 -Austria,2013,7.499,10.883,0.950,71.820,0.922,0.168,0.679,0.787,0.163 -Austria,2014,6.950,10.882,0.899,71.960,0.885,0.118,0.567,0.780,0.170 -Austria,2015,7.076,10.881,0.928,72.100,0.900,0.099,0.557,0.798,0.164 -Austria,2016,7.048,10.891,0.926,72.400,0.889,0.080,0.524,0.756,0.197 -Austria,2017,7.294,10.908,0.906,72.700,0.890,0.133,0.518,0.748,0.180 -Austria,2018,7.396,10.928,0.912,73.000,0.904,0.053,0.523,0.752,0.226 -Austria,2019,7.195,10.939,0.964,73.300,0.903,0.060,0.457,0.774,0.205 -Austria,2020,7.213,10.851,0.925,73.600,0.912,0.011,0.464,0.769,0.206 -Azerbaijan,2006,4.728,9.170,0.854,61.880,0.772,-0.235,0.774,0.512,0.276 -Azerbaijan,2007,4.568,9.386,0.753,62.260,0.522,-0.207,0.871,0.521,0.284 -Azerbaijan,2008,4.817,9.465,0.684,62.640,0.601,-0.029,0.715,0.578,0.227 -Azerbaijan,2009,4.574,9.534,0.736,63.020,0.498,-0.087,0.754,0.544,0.234 -Azerbaijan,2010,4.219,9.569,0.687,63.400,0.501,-0.123,0.858,0.527,0.272 -Azerbaijan,2011,4.680,9.540,0.725,63.640,0.537,-0.105,0.795,0.536,0.258 -Azerbaijan,2012,4.911,9.549,0.762,63.880,0.599,-0.140,0.763,0.554,0.266 -Azerbaijan,2013,5.481,9.592,0.770,64.120,0.672,-0.168,0.699,0.619,0.242 -Azerbaijan,2014,5.252,9.607,0.799,64.360,0.733,-0.208,0.654,0.598,0.220 -Azerbaijan,2015,5.147,9.606,0.786,64.600,0.764,-0.198,0.616,0.607,0.206 -Azerbaijan,2016,5.304,9.564,0.777,64.900,0.713,-0.204,0.607,0.598,0.191 -Azerbaijan,2017,5.152,9.555,0.787,65.200,0.731,-0.225,0.653,0.592,0.198 -Azerbaijan,2018,5.168,9.562,0.781,65.500,0.772,-0.232,0.561,0.593,0.191 -Azerbaijan,2019,5.173,9.575,0.887,65.800,0.854,-0.214,0.457,0.643,0.164 -Bahrain,2009,5.701,10.709,0.904,65.940,0.896,0.037,0.506,0.764,0.422 -Bahrain,2010,5.937,10.706,0.877,66.300,0.862,-0.001,0.715,0.685,0.423 -Bahrain,2011,4.824,10.696,0.908,66.580,0.870,-0.051,0.583,0.544,0.514 -Bahrain,2012,5.027,10.716,0.911,66.860,0.682,,0.438,0.589,0.381 -Bahrain,2013,6.690,10.757,0.884,67.140,0.809,,0.525,0.768,0.306 -Bahrain,2014,6.165,10.783,,67.420,,,,, -Bahrain,2015,6.007,10.785,0.853,67.700,0.850,0.112,,0.716,0.303 -Bahrain,2016,6.170,10.781,0.863,68.100,0.889,0.088,,0.787,0.283 -Bahrain,2017,6.227,10.771,0.876,68.500,0.906,0.136,,0.814,0.290 -Bahrain,2019,7.098,10.715,0.878,69.300,0.907,0.048,,0.762,0.317 -Bahrain,2020,6.173,10.620,0.848,69.700,0.945,0.132,,0.790,0.297 -Bangladesh,2006,4.319,7.783,0.672,59.020,0.612,0.068,0.786,0.600,0.321 -Bangladesh,2007,4.607,7.839,0.514,59.440,0.605,0.040,0.806,0.635,0.313 -Bangladesh,2008,5.052,7.886,0.467,59.860,0.606,-0.044,0.802,0.725,0.232 -Bangladesh,2009,5.083,7.924,0.528,60.280,0.631,-0.075,0.776,0.670,0.223 -Bangladesh,2010,4.858,7.967,0.549,60.700,0.659,-0.016,0.774,0.629,0.292 -Bangladesh,2011,4.986,8.018,0.606,61.120,0.838,-0.069,0.757,0.685,0.235 -Bangladesh,2012,4.724,8.070,0.582,61.540,0.668,-0.034,0.765,0.714,0.183 -Bangladesh,2013,4.660,8.116,0.530,61.960,0.742,-0.016,0.743,0.619,0.246 -Bangladesh,2014,4.636,8.164,0.577,62.380,0.736,-0.098,0.789,,0.231 -Bangladesh,2015,4.633,8.216,0.601,62.800,0.815,-0.068,0.721,0.635,0.226 -Bangladesh,2016,4.556,8.274,0.649,63.300,0.875,-0.089,0.688,0.560,0.235 -Bangladesh,2017,4.310,8.334,0.713,63.800,0.896,0.012,0.635,0.569,0.214 -Bangladesh,2018,4.499,8.399,0.706,64.300,0.901,-0.043,0.701,0.541,0.361 -Bangladesh,2019,5.114,8.467,0.673,64.800,0.902,-0.051,0.656,0.537,0.369 -Bangladesh,2020,5.280,8.472,0.739,65.300,0.777,-0.009,0.742,0.582,0.332 -Belarus,2006,5.658,9.489,0.918,61.100,0.707,-0.246,0.708,0.605,0.269 -Belarus,2007,5.617,9.576,0.858,61.400,0.667,-0.225,0.695,0.596,0.235 -Belarus,2008,5.463,9.677,0.904,61.700,0.640,-0.220,0.696,,0.246 -Belarus,2009,5.564,9.681,0.908,62.000,0.679,-0.203,0.676,0.566,0.223 -Belarus,2010,5.526,9.758,0.918,62.300,0.700,-0.163,0.706,0.567,0.208 -Belarus,2011,5.225,9.812,0.910,62.880,0.656,-0.168,0.672,0.521,0.249 -Belarus,2012,5.749,9.830,0.902,63.460,0.645,-0.217,0.657,0.523,0.181 -Belarus,2013,5.876,9.839,0.923,64.040,0.723,-0.177,0.653,0.609,0.206 -Belarus,2014,5.812,9.856,0.880,64.620,0.647,-0.048,0.682,0.619,0.209 -Belarus,2015,5.719,9.815,0.924,65.200,0.623,-0.091,0.669,0.584,0.184 -Belarus,2016,5.178,9.788,0.927,65.500,0.658,-0.125,0.664,0.554,0.182 -Belarus,2017,5.553,9.814,0.900,65.800,0.621,-0.122,0.654,0.541,0.233 -Belarus,2018,5.234,9.846,0.905,66.100,0.644,-0.174,0.718,0.450,0.236 -Belarus,2019,5.821,9.860,0.917,66.400,0.657,-0.186,0.546,0.591,0.190 -Belgium,2005,7.262,10.745,0.935,69.900,0.924,,0.598,0.796,0.260 -Belgium,2007,7.219,10.792,0.922,70.260,0.901,0.069,0.721,0.813,0.218 -Belgium,2008,7.117,10.789,0.923,70.440,0.887,0.007,0.652,0.813,0.242 -Belgium,2010,6.854,10.779,0.931,70.800,0.807,0.022,0.697,0.828,0.240 -Belgium,2011,7.111,10.783,0.937,70.920,0.880,-0.014,0.711,0.835,0.225 -Belgium,2012,6.935,10.784,0.927,71.040,0.855,-0.050,0.758,0.820,0.238 -Belgium,2013,7.104,10.784,0.909,71.160,0.891,0.017,0.574,0.797,0.217 -Belgium,2014,6.855,10.795,0.944,71.280,0.861,0.001,0.512,0.798,0.252 -Belgium,2015,6.904,10.810,0.885,71.400,0.869,0.062,0.469,0.805,0.240 -Belgium,2016,6.949,10.819,0.929,71.600,0.866,-0.056,0.497,0.765,0.260 -Belgium,2017,6.928,10.834,0.922,71.800,0.857,0.054,0.543,0.786,0.234 -Belgium,2018,6.892,10.844,0.930,72.000,0.808,-0.125,0.630,0.750,0.250 -Belgium,2019,6.772,10.853,0.884,72.200,0.776,-0.172,0.672,0.733,0.244 -Belgium,2020,6.839,10.771,0.904,72.400,0.767,-0.164,0.634,0.647,0.260 -Belize,2007,6.451,8.892,0.872,61.600,0.705,0.033,0.769,0.759,0.251 -Belize,2014,5.956,8.883,0.757,62.220,0.874,0.022,0.782,0.755,0.282 -Benin,2006,3.330,7.866,0.445,50.100,0.580,-0.011,0.790,0.587,0.309 -Benin,2008,3.667,7.915,0.382,50.900,0.709,-0.004,0.825,0.584,0.303 -Benin,2011,3.870,7.904,0.477,51.980,0.773,-0.142,0.849,0.626,0.219 -Benin,2012,3.193,7.923,0.523,52.260,0.769,-0.111,0.806,0.583,0.231 -Benin,2013,3.479,7.964,0.577,52.540,0.783,-0.085,0.856,0.702,0.216 -Benin,2014,3.347,7.998,0.506,52.820,0.776,-0.096,0.855,0.590,0.273 -Benin,2015,3.625,7.988,0.434,53.100,0.733,-0.027,0.850,0.592,0.373 -Benin,2016,4.007,7.993,0.493,53.500,0.780,-0.065,0.838,0.608,0.456 -Benin,2017,4.853,8.021,0.436,53.900,0.727,-0.065,0.767,0.615,0.458 -Benin,2018,5.820,8.059,0.504,54.300,0.713,0.002,0.747,0.647,0.468 -Benin,2019,4.976,8.098,0.442,54.700,0.770,-0.016,0.698,0.659,0.441 -Benin,2020,4.408,8.102,0.507,55.100,0.783,-0.083,0.532,0.609,0.305 -Bhutan,2013,5.569,9.123,0.819,59.600,0.810,0.353,0.802,0.779,0.217 -Bhutan,2014,4.939,9.167,0.880,59.900,0.834,0.268,0.650,0.859,0.324 -Bhutan,2015,5.082,9.219,0.848,60.200,0.830,0.277,0.634,0.810,0.312 -Bolivia,2006,5.374,8.686,0.834,59.000,0.770,-0.044,0.794,0.739,0.432 -Bolivia,2007,5.628,8.714,0.796,59.500,0.780,0.001,0.817,0.771,0.388 -Bolivia,2008,5.298,8.756,0.785,60.000,0.726,-0.092,0.801,0.781,0.392 -Bolivia,2009,6.086,8.773,0.831,60.500,0.779,-0.036,0.763,0.797,0.372 -Bolivia,2010,5.781,8.797,0.807,61.000,0.703,-0.068,0.781,0.766,0.350 -Bolivia,2011,5.779,8.831,0.817,61.340,0.782,-0.039,0.825,0.761,0.361 -Bolivia,2012,6.019,8.865,0.781,61.680,0.862,-0.015,0.840,0.782,0.409 -Bolivia,2013,5.767,8.915,0.803,62.020,0.846,-0.067,0.812,0.759,0.410 -Bolivia,2014,5.865,8.953,0.821,62.360,0.881,0.018,0.832,0.809,0.398 -Bolivia,2015,5.834,8.985,0.829,62.700,0.884,-0.030,0.862,0.786,0.393 -Bolivia,2016,5.770,9.012,0.796,63.000,0.882,-0.047,0.853,0.783,0.376 -Bolivia,2017,5.651,9.039,0.779,63.300,0.884,-0.120,0.819,0.698,0.434 -Bolivia,2018,5.916,9.066,0.827,63.600,0.863,-0.093,0.786,0.742,0.387 -Bolivia,2019,5.674,9.074,0.784,63.900,0.881,-0.086,0.857,0.751,0.419 -Bolivia,2020,5.559,8.998,0.805,64.200,0.877,-0.054,0.868,0.790,0.382 -Bosnia and Herzegovina,2007,4.900,9.267,0.766,66.040,0.342,0.006,0.926,0.613,0.296 -Bosnia and Herzegovina,2009,4.963,9.296,0.735,66.480,0.258,-0.026,0.959,0.572,0.390 -Bosnia and Herzegovina,2010,4.669,9.312,0.773,66.700,0.365,-0.128,0.933,0.517,0.409 -Bosnia and Herzegovina,2011,4.995,9.333,0.725,66.740,0.333,-0.035,0.925,0.596,0.326 -Bosnia and Herzegovina,2012,4.773,9.342,0.779,66.780,0.420,-0.013,0.953,0.548,0.338 -Bosnia and Herzegovina,2013,5.124,9.382,0.767,66.820,0.390,0.042,0.970,0.544,0.315 -Bosnia and Herzegovina,2014,5.249,9.411,0.788,66.860,0.412,0.232,0.976,0.531,0.262 -Bosnia and Herzegovina,2015,5.117,9.457,0.656,66.900,0.631,-0.055,0.960,0.534,0.286 -Bosnia and Herzegovina,2016,5.181,9.500,0.808,67.200,0.633,0.134,0.957,0.641,0.304 -Bosnia and Herzegovina,2017,5.090,9.532,0.775,67.500,0.564,0.092,0.923,0.597,0.271 -Bosnia and Herzegovina,2018,5.887,9.576,0.836,67.800,0.659,0.123,0.913,0.643,0.277 -Bosnia and Herzegovina,2019,6.016,9.609,0.873,68.100,0.722,0.079,0.963,0.633,0.238 -Bosnia and Herzegovina,2020,5.516,9.583,0.899,68.400,0.740,0.138,0.916,0.644,0.325 -Botswana,2006,4.739,9.492,0.883,46.820,0.824,-0.195,0.723,0.688,0.226 -Botswana,2008,5.451,9.590,0.832,49.860,0.858,-0.164,0.806,0.731,0.218 -Botswana,2010,3.553,9.556,0.866,52.900,0.826,-0.143,0.814,0.690,0.172 -Botswana,2011,3.520,9.600,0.860,53.680,0.813,-0.250,0.816,0.739,0.160 -Botswana,2012,4.836,9.632,0.837,54.460,0.799,-0.203,0.814,0.773,0.171 -Botswana,2013,4.128,9.728,0.856,55.240,0.767,-0.154,0.749,0.698,0.244 -Botswana,2014,4.031,9.756,0.859,56.020,0.791,-0.105,0.743,0.674,0.245 -Botswana,2015,3.762,9.724,0.816,56.800,0.857,-0.116,0.860,0.746,0.261 -Botswana,2016,3.499,9.748,0.768,57.500,0.852,-0.253,0.729,0.686,0.252 -Botswana,2017,3.505,9.756,0.768,58.200,0.817,-0.248,0.731,0.656,0.276 -Botswana,2018,3.461,9.778,0.795,58.900,0.818,-0.254,0.807,0.730,0.267 -Botswana,2019,3.471,9.785,0.774,59.600,0.833,-0.239,0.792,0.712,0.273 -Brazil,2005,6.637,9.438,0.883,63.300,0.882,,0.745,0.818,0.302 -Brazil,2007,6.321,9.515,0.886,63.780,0.777,-0.016,0.728,0.859,0.299 -Brazil,2008,6.691,9.555,0.878,64.020,0.782,-0.078,0.688,0.820,0.265 -Brazil,2009,7.001,9.544,0.913,64.260,0.767,-0.055,0.723,0.833,0.274 -Brazil,2010,6.837,9.607,0.906,64.500,0.806,-0.054,0.656,0.817,0.250 -Brazil,2011,7.038,9.637,0.916,64.760,0.834,-0.072,0.662,0.807,0.268 -Brazil,2012,6.660,9.647,0.890,65.020,0.849,,0.623,0.755,0.350 -Brazil,2013,7.140,9.668,0.910,65.280,0.785,-0.095,0.707,0.818,0.276 -Brazil,2014,6.981,9.664,0.898,65.540,0.714,-0.115,0.710,0.788,0.274 -Brazil,2015,6.547,9.620,0.907,65.800,0.799,-0.016,0.771,0.755,0.325 -Brazil,2016,6.375,9.578,0.912,66.000,0.807,-0.100,0.781,0.763,0.302 -Brazil,2017,6.333,9.583,0.905,66.200,0.765,-0.175,0.794,0.716,0.308 -Brazil,2018,6.191,9.589,0.882,66.400,0.751,-0.117,0.763,0.750,0.350 -Brazil,2019,6.451,9.592,0.899,66.600,0.830,-0.062,0.762,0.761,0.337 -Brazil,2020,6.110,9.522,0.831,66.800,0.786,-0.053,0.729,0.692,0.389 -Bulgaria,2007,3.844,9.715,0.832,65.100,0.566,-0.138,0.976,0.594,0.226 -Bulgaria,2010,3.912,9.765,0.843,65.700,0.545,-0.144,0.941,0.546,0.238 -Bulgaria,2011,3.875,9.795,0.860,65.800,0.664,-0.228,0.948,0.534,0.271 -Bulgaria,2012,4.222,9.804,0.838,65.900,0.641,-0.172,0.938,0.573,0.237 -Bulgaria,2013,3.993,9.813,0.829,66.000,0.603,-0.191,0.962,0.623,0.278 -Bulgaria,2014,4.438,9.838,0.886,66.100,0.576,-0.055,0.955,0.628,0.236 -Bulgaria,2015,4.865,9.883,0.908,66.200,0.637,-0.200,0.941,0.643,0.214 -Bulgaria,2016,4.838,9.928,0.926,66.400,0.700,-0.170,0.936,0.622,0.172 -Bulgaria,2017,5.097,9.969,0.942,66.600,0.689,-0.154,0.911,0.614,0.189 -Bulgaria,2018,5.099,10.007,0.924,66.800,0.724,-0.176,0.952,0.639,0.189 -Bulgaria,2019,5.108,10.047,0.948,67.000,0.822,-0.109,0.943,0.663,0.200 -Bulgaria,2020,5.598,9.991,0.916,67.200,0.818,-0.004,0.901,0.706,0.221 -Burkina Faso,2006,3.801,7.367,0.796,46.660,0.588,0.028,0.798,0.716,0.266 -Burkina Faso,2007,4.017,7.377,0.771,47.420,0.582,-0.060,0.833,0.651,0.281 -Burkina Faso,2008,3.846,7.403,0.727,48.180,0.612,-0.101,0.887,0.523,0.304 -Burkina Faso,2010,4.036,7.453,0.773,49.700,0.587,-0.036,0.767,0.590,0.217 -Burkina Faso,2011,4.785,7.487,0.710,50.240,0.725,-0.105,0.707,0.579,0.205 -Burkina Faso,2012,3.955,7.520,0.744,50.780,0.622,-0.070,0.726,0.545,0.300 -Burkina Faso,2013,3.326,7.546,0.745,51.320,0.741,-0.016,0.765,0.630,0.287 -Burkina Faso,2014,3.481,7.559,0.742,51.860,0.710,-0.004,0.801,0.614,0.256 -Burkina Faso,2015,4.419,7.568,0.705,52.400,0.659,0.004,0.693,0.579,0.359 -Burkina Faso,2016,4.206,7.596,0.764,52.900,0.645,-0.001,0.721,0.616,0.337 -Burkina Faso,2017,4.647,7.627,0.785,53.400,0.614,-0.063,0.727,0.585,0.354 -Burkina Faso,2018,4.927,7.665,0.665,53.900,0.721,-0.013,0.757,0.711,0.343 -Burkina Faso,2019,4.741,7.691,0.683,54.400,0.678,-0.004,0.729,0.691,0.365 -Burundi,2008,3.563,6.719,0.291,49.020,0.260,-0.019,0.860,0.440,0.253 -Burundi,2009,3.792,6.723,0.326,49.660,0.427,-0.019,0.718,0.641,0.164 -Burundi,2011,3.706,6.748,0.422,50.680,0.490,-0.062,0.677,0.689,0.190 -Burundi,2014,2.905,6.787,0.565,51.820,0.431,-0.059,0.808,0.656,0.251 -Burundi,2018,3.775,6.635,0.485,53.400,0.646,-0.024,0.599,0.666,0.363 -Cambodia,2006,3.569,7.746,0.793,55.300,,0.255,0.829,0.719,0.341 -Cambodia,2007,4.156,7.829,0.675,56.100,0.819,0.116,0.879,,0.320 -Cambodia,2008,4.462,7.879,0.619,56.900,0.914,0.045,0.888,0.739,0.335 -Cambodia,2009,4.111,7.865,0.818,57.700,0.937,0.152,0.965,0.796,0.188 -Cambodia,2010,4.141,7.907,0.697,58.500,0.940,0.350,0.896,0.774,0.422 -Cambodia,2011,4.161,7.960,0.716,58.880,0.927,0.418,0.775,0.799,0.308 -Cambodia,2012,3.899,8.014,0.606,59.260,0.956,0.247,0.890,0.820,0.352 -Cambodia,2013,3.674,8.068,0.651,59.640,0.941,0.164,0.812,0.792,0.440 -Cambodia,2014,3.883,8.121,0.693,60.020,0.938,0.239,0.843,0.783,0.482 -Cambodia,2015,4.162,8.173,0.729,60.400,0.956,0.210,0.825,0.813,0.399 -Cambodia,2016,4.461,8.225,0.746,60.800,0.958,0.076,0.840,0.839,0.398 -Cambodia,2017,4.586,8.276,0.765,61.200,0.964,0.088,0.821,0.799,0.408 -Cambodia,2018,5.122,8.333,0.795,61.600,0.958,0.036,,0.845,0.414 -Cambodia,2019,4.998,8.387,0.759,62.000,0.957,0.013,0.828,0.844,0.390 -Cambodia,2020,4.377,8.362,0.724,62.400,0.963,0.052,0.863,0.878,0.390 -Cameroon,2006,3.851,8.007,0.690,45.980,0.653,-0.009,0.907,0.606,0.271 -Cameroon,2007,4.350,8.028,0.717,46.560,0.644,-0.031,0.910,0.635,0.249 -Cameroon,2008,4.292,8.034,0.697,47.140,0.580,-0.069,0.945,0.600,0.312 -Cameroon,2009,4.741,8.029,0.729,47.720,0.698,-0.017,0.925,0.593,0.250 -Cameroon,2010,4.554,8.035,0.759,48.300,0.792,0.002,0.875,0.606,0.274 -Cameroon,2011,4.434,8.048,0.738,48.700,0.817,-0.029,0.870,0.598,0.272 -Cameroon,2012,4.245,8.065,0.743,49.100,0.766,-0.032,0.898,0.618,0.284 -Cameroon,2013,4.271,8.090,0.760,49.500,0.794,-0.030,0.867,0.681,0.268 -Cameroon,2014,4.240,8.120,0.778,49.900,0.795,-0.071,0.856,0.623,0.216 -Cameroon,2015,5.038,8.149,0.646,50.300,0.791,0.049,0.868,0.651,0.346 -Cameroon,2016,4.816,8.167,0.659,51.100,0.713,-0.003,0.879,0.662,0.367 -Cameroon,2017,5.074,8.176,0.695,51.900,0.767,-0.028,0.844,0.632,0.377 -Cameroon,2018,5.251,8.190,0.677,52.700,0.816,0.036,0.884,0.642,0.356 -Cameroon,2019,4.937,8.203,0.711,53.500,0.712,-0.008,0.817,0.629,0.326 -Cameroon,2020,5.241,8.175,0.720,54.300,0.675,0.049,0.837,0.630,0.386 -Canada,2005,7.418,10.652,0.962,71.300,0.957,0.256,0.503,0.839,0.233 -Canada,2007,7.482,10.739,,71.660,0.930,0.249,0.406,0.872,0.257 -Canada,2008,7.486,10.738,0.939,71.840,0.926,0.262,0.370,0.890,0.202 -Canada,2009,7.488,10.697,0.943,72.020,0.915,0.246,0.413,0.867,0.248 -Canada,2010,7.650,10.717,0.954,72.200,0.934,0.230,0.413,0.879,0.233 -Canada,2011,7.426,10.738,0.922,72.360,0.951,0.253,0.433,0.881,0.248 -Canada,2012,7.415,10.744,0.948,72.520,0.918,0.290,0.466,0.857,0.229 -Canada,2013,7.594,10.757,0.936,72.680,0.916,0.316,0.406,0.851,0.263 -Canada,2014,7.304,10.775,0.918,72.840,0.939,0.270,0.442,0.833,0.259 -Canada,2015,7.413,10.774,0.939,73.000,0.931,0.253,0.427,0.845,0.286 -Canada,2016,7.245,10.773,0.924,73.200,0.912,0.211,0.385,0.825,0.237 -Canada,2017,7.415,10.792,0.934,73.400,0.945,0.163,0.362,0.863,0.218 -Canada,2018,7.175,10.798,0.923,73.600,0.946,0.106,0.372,0.824,0.259 -Canada,2019,7.109,10.800,0.925,73.800,0.912,0.112,0.436,0.822,0.285 -Canada,2020,7.025,10.730,0.931,74.000,0.887,0.050,0.434,0.796,0.307 -Central African Republic,2007,4.160,6.987,0.532,40.900,0.663,0.081,0.782,0.568,0.330 -Central African Republic,2010,3.568,7.091,0.483,42.700,0.690,-0.036,0.845,0.523,0.257 -Central African Republic,2011,3.678,7.125,0.387,43.080,0.780,-0.016,0.834,0.524,0.277 -Central African Republic,2016,2.693,6.785,0.290,44.900,0.624,0.033,0.859,0.579,0.494 -Central African Republic,2017,3.476,6.817,0.320,45.200,0.645,0.073,0.890,0.614,0.599 -Chad,2006,3.435,7.360,0.724,43.180,0.306,0.028,0.961,0.580,0.263 -Chad,2007,4.141,7.359,0.479,43.660,0.295,-0.011,0.874,0.614,0.245 -Chad,2008,4.632,7.356,0.571,44.140,0.527,0.063,0.944,0.569,0.225 -Chad,2009,3.639,7.364,0.646,44.620,0.401,0.021,0.931,0.557,0.221 -Chad,2010,3.743,7.457,0.734,45.100,0.505,0.025,0.858,0.545,0.287 -Chad,2011,4.393,7.425,0.819,45.420,0.540,0.031,0.876,0.591,0.289 -Chad,2012,4.033,7.476,0.673,45.740,0.563,-0.034,0.884,0.527,0.316 -Chad,2013,3.508,7.498,0.714,46.060,0.488,-0.045,0.882,0.462,0.314 -Chad,2014,3.460,7.532,0.733,46.380,0.567,-0.070,0.881,0.536,0.329 -Chad,2015,4.323,7.527,0.751,46.700,0.474,-0.029,0.889,0.607,0.358 -Chad,2016,4.029,7.431,0.616,47.200,0.525,0.052,0.820,0.582,0.468 -Chad,2017,4.559,7.370,0.661,47.700,0.615,0.008,0.792,0.628,0.538 -Chad,2018,4.486,7.363,0.577,48.200,0.650,0.024,0.763,0.553,0.544 -Chad,2019,4.251,7.365,0.640,48.700,0.537,0.055,0.832,0.587,0.460 -Chile,2006,6.063,9.850,0.836,68.660,0.744,0.168,0.634,0.804,0.348 -Chile,2007,5.698,9.887,0.815,68.720,0.662,0.244,0.723,0.767,0.342 -Chile,2008,5.789,9.911,0.804,68.780,0.640,0.084,0.741,0.757,0.330 -Chile,2009,6.494,9.885,0.832,68.840,0.747,0.149,0.734,0.808,0.300 -Chile,2010,6.636,9.931,0.857,68.900,0.786,0.108,0.702,0.809,0.300 -Chile,2011,6.526,9.980,0.819,69.040,0.701,0.112,0.753,0.804,0.317 -Chile,2012,6.599,10.023,0.855,69.180,0.734,0.195,0.782,0.815,0.288 -Chile,2013,6.740,10.053,0.862,69.320,0.737,0.085,0.741,0.855,0.285 -Chile,2014,6.844,10.059,0.862,69.460,0.733,0.217,0.758,0.870,0.276 -Chile,2015,6.533,10.070,0.827,69.600,0.769,0.041,0.812,0.803,0.333 -Chile,2016,6.579,10.074,0.841,69.700,0.652,0.102,0.858,0.869,0.283 -Chile,2017,6.320,10.072,0.880,69.800,0.790,-0.020,0.836,0.838,0.291 -Chile,2018,6.436,10.097,0.890,69.900,0.789,-0.060,0.816,0.833,0.276 -Chile,2019,5.942,10.095,0.869,70.000,0.659,-0.103,0.860,0.809,0.337 -Chile,2020,6.151,10.020,0.888,70.100,0.781,0.033,0.812,0.815,0.336 -China,2006,4.560,8.696,0.747,66.880,,,,0.809,0.170 -China,2007,4.863,8.824,0.811,67.060,,-0.176,,0.817,0.159 -China,2008,4.846,8.911,0.748,67.240,0.853,-0.092,,0.817,0.147 -China,2009,4.454,8.996,0.798,67.420,0.771,-0.160,,0.786,0.162 -China,2010,4.653,9.092,0.768,67.600,0.805,-0.133,,0.765,0.158 -China,2011,5.037,9.179,0.787,67.760,0.824,-0.186,,0.820,0.134 -China,2012,5.095,9.249,0.788,67.920,0.808,-0.185,,0.821,0.159 -China,2013,5.241,9.319,0.778,68.080,0.805,-0.158,,0.836,0.142 -China,2014,5.196,9.386,0.820,68.240,,-0.217,,0.854,0.112 -China,2015,5.304,9.449,0.794,68.400,,-0.244,,0.809,0.171 -China,2016,5.325,9.510,0.742,68.700,,-0.228,,0.826,0.146 -China,2017,5.099,9.571,0.772,69.000,0.878,-0.175,,0.821,0.214 -China,2018,5.131,9.632,0.788,69.300,0.895,-0.159,,0.856,0.190 -China,2019,5.144,9.688,0.822,69.600,0.927,-0.173,,0.891,0.147 -China,2020,5.771,9.702,0.808,69.900,0.891,-0.103,,0.789,0.245 -Colombia,2006,6.025,9.277,0.910,65.220,0.805,-0.015,0.808,0.800,0.326 -Colombia,2007,6.138,9.330,0.894,65.340,0.786,-0.040,0.860,0.808,0.287 -Colombia,2008,6.168,9.351,0.880,65.460,0.795,-0.042,0.763,0.803,0.307 -Colombia,2009,6.272,9.351,0.886,65.580,0.757,-0.055,0.837,0.843,0.273 -Colombia,2010,6.408,9.384,0.893,65.700,0.816,-0.050,0.815,0.831,0.265 -Colombia,2011,6.464,9.442,0.904,65.920,0.811,-0.073,0.847,0.832,0.286 -Colombia,2012,6.375,9.471,0.914,66.140,0.828,-0.009,0.868,0.846,0.294 -Colombia,2013,6.607,9.512,0.901,66.360,0.841,-0.071,0.898,0.851,0.278 -Colombia,2014,6.449,9.546,0.907,66.580,0.801,-0.090,0.887,0.847,0.278 -Colombia,2015,6.388,9.564,0.890,66.800,0.791,-0.100,0.843,0.839,0.292 -Colombia,2016,6.234,9.571,0.882,67.100,0.835,-0.100,0.898,0.794,0.294 -Colombia,2017,6.157,9.569,0.909,67.400,0.838,-0.157,0.875,0.837,0.299 -Colombia,2018,5.984,9.579,0.871,67.700,0.851,-0.148,0.855,0.825,0.301 -Colombia,2019,6.350,9.598,0.873,68.000,0.822,-0.172,0.854,0.822,0.322 -Colombia,2020,5.709,9.495,0.797,68.300,0.840,-0.085,0.808,0.795,0.340 -Comoros,2009,3.476,7.952,0.629,54.360,0.508,-0.074,0.838,0.672,0.167 -Comoros,2010,3.812,7.965,0.721,54.700,0.529,0.005,0.741,0.728,0.178 -Comoros,2011,3.838,7.981,0.722,55.020,0.500,-0.075,0.732,0.667,0.173 -Comoros,2012,3.956,7.988,0.719,55.340,0.534,-0.121,0.651,0.612,0.212 -Comoros,2018,3.973,8.028,0.621,57.200,0.560,0.086,0.794,0.748,0.337 -Comoros,2019,4.609,8.033,0.632,57.500,0.538,0.077,0.762,0.736,0.336 -Congo (Brazzaville),2008,3.820,8.082,0.555,52.200,0.526,-0.098,,0.573,0.298 -Congo (Brazzaville),2011,4.510,8.180,0.637,54.580,0.745,-0.109,0.833,0.621,0.288 -Congo (Brazzaville),2012,3.919,8.192,0.622,54.960,0.773,-0.112,0.800,0.564,0.323 -Congo (Brazzaville),2013,3.955,8.201,0.680,55.340,0.726,-0.078,0.752,0.610,0.291 -Congo (Brazzaville),2014,4.056,8.242,0.686,55.720,0.662,-0.110,0.808,0.595,0.400 -Congo (Brazzaville),2015,4.691,8.243,0.642,56.100,0.850,-0.104,0.841,0.606,0.261 -Congo (Brazzaville),2016,4.119,8.190,0.615,56.700,0.786,-0.072,0.790,0.610,0.304 -Congo (Brazzaville),2017,4.884,8.146,0.655,57.300,0.778,-0.131,0.763,0.599,0.382 -Congo (Brazzaville),2018,5.490,8.136,0.621,57.900,0.699,-0.092,0.738,0.588,0.448 -Congo (Brazzaville),2019,5.213,8.101,0.625,58.500,0.686,-0.046,0.741,0.645,0.405 -Congo (Kinshasa),2009,3.984,6.728,0.733,49.340,0.556,-0.022,0.824,0.491,0.283 -Congo (Kinshasa),2011,4.517,6.797,0.744,50.340,0.631,-0.025,0.856,0.617,0.208 -Congo (Kinshasa),2012,4.639,6.832,0.770,50.780,0.557,-0.035,0.807,0.634,0.230 -Congo (Kinshasa),2013,4.497,6.880,0.830,51.220,0.480,0.012,0.913,0.589,0.187 -Congo (Kinshasa),2014,4.414,6.937,0.822,51.660,0.556,0.009,0.814,0.559,0.305 -Congo (Kinshasa),2015,3.903,6.971,0.767,52.100,0.574,-0.048,0.866,0.589,0.301 -Congo (Kinshasa),2016,4.522,6.962,0.864,52.500,0.637,-0.024,0.875,0.646,0.222 -Congo (Kinshasa),2017,4.311,6.966,0.670,52.900,0.704,0.068,0.809,0.551,0.404 -Costa Rica,2006,7.082,9.565,0.937,69.940,0.882,0.060,0.798,0.868,0.236 -Costa Rica,2007,7.432,9.630,0.918,69.880,0.923,0.098,0.820,0.875,0.240 -Costa Rica,2008,6.851,9.662,0.916,69.820,0.912,0.096,0.816,0.844,0.233 -Costa Rica,2009,7.615,9.639,0.900,69.760,0.886,0.065,0.787,0.876,0.217 -Costa Rica,2010,7.271,9.675,0.915,69.700,0.881,0.047,0.763,0.886,0.221 -Costa Rica,2011,7.229,9.705,0.892,69.900,0.926,-0.033,0.837,0.876,0.269 -Costa Rica,2012,7.272,9.740,0.902,70.100,0.929,0.046,0.794,0.897,0.263 -Costa Rica,2013,7.158,9.751,0.902,70.300,0.898,0.018,0.813,0.850,0.278 -Costa Rica,2014,7.247,9.775,0.914,70.500,0.927,0.010,0.788,0.837,0.290 -Costa Rica,2015,6.854,9.799,0.878,70.700,0.907,-0.059,0.761,0.850,0.286 -Costa Rica,2016,7.136,9.830,0.901,70.900,0.873,-0.032,0.781,0.874,0.281 -Costa Rica,2017,7.225,9.858,0.922,71.100,0.936,-0.076,0.742,0.874,0.275 -Costa Rica,2018,7.141,9.874,0.876,71.300,0.942,-0.107,0.781,0.870,0.326 -Costa Rica,2019,6.998,9.885,0.906,71.500,0.927,-0.146,0.836,0.848,0.303 -Croatia,2007,5.821,10.162,0.910,67.120,0.662,-0.092,0.934,0.586,0.337 -Croatia,2009,5.433,10.104,0.861,67.640,0.549,-0.271,0.958,0.637,0.272 -Croatia,2010,5.596,10.091,0.796,67.900,0.564,-0.237,0.973,0.607,0.259 -Croatia,2011,5.385,10.091,0.790,68.000,0.517,-0.198,0.977,0.598,0.273 -Croatia,2012,6.028,10.072,0.776,68.100,0.542,-0.242,0.924,0.622,0.271 -Croatia,2013,5.885,10.069,0.751,68.200,0.627,-0.204,0.936,0.590,0.285 -Croatia,2014,5.381,10.072,0.646,68.300,0.519,0.132,0.918,0.596,0.286 -Croatia,2015,5.205,10.104,0.768,68.400,0.694,-0.096,0.849,0.609,0.294 -Croatia,2016,5.417,10.146,0.798,69.000,0.672,-0.065,0.884,0.614,0.337 -Croatia,2017,5.343,10.189,0.770,69.600,0.716,-0.104,0.892,0.655,0.316 -Croatia,2018,5.536,10.224,0.910,70.200,0.691,-0.151,0.925,0.582,0.290 -Croatia,2019,5.626,10.258,0.936,70.800,0.739,-0.137,0.932,0.551,0.269 -Croatia,2020,6.508,10.166,0.923,71.400,0.837,-0.063,0.961,0.743,0.286 -Cuba,2006,5.418,,0.970,68.440,0.281,,,0.647,0.277 -Cyprus,2006,6.238,10.566,0.878,71.440,0.836,0.018,0.712,0.829,0.253 -Cyprus,2009,6.833,10.558,0.812,72.160,0.775,0.054,0.801,0.746,0.329 -Cyprus,2010,6.387,10.551,0.822,72.400,0.755,0.073,0.833,0.786,0.296 -Cyprus,2011,6.690,10.530,0.844,72.540,0.745,0.180,0.841,0.763,0.272 -Cyprus,2012,6.181,10.479,0.767,72.680,0.725,0.098,0.871,0.755,0.369 -Cyprus,2013,5.439,10.414,0.744,72.820,0.656,0.102,0.867,0.748,0.420 -Cyprus,2014,5.627,10.406,0.770,72.960,0.715,0.060,0.868,0.737,0.397 -Cyprus,2015,5.439,10.445,0.770,73.100,0.628,0.114,0.893,0.747,0.383 -Cyprus,2016,5.795,10.506,0.786,73.300,0.756,-0.030,0.898,0.742,0.336 -Cyprus,2017,6.062,10.539,0.819,73.500,0.812,0.043,0.851,0.784,0.301 -Cyprus,2018,6.276,10.567,0.826,73.700,0.794,-0.022,0.848,0.750,0.298 -Cyprus,2019,6.137,10.585,0.776,73.900,0.740,-0.008,0.865,0.763,0.290 -Cyprus,2020,6.260,,0.806,74.100,0.763,,0.816,0.759,0.284 -Czech Republic,2005,6.439,10.324,0.919,67.000,0.865,,0.901,0.723,0.258 -Czech Republic,2007,6.500,10.437,0.900,67.440,0.799,-0.063,0.928,0.736,0.277 -Czech Republic,2010,6.250,10.419,0.934,68.100,0.779,-0.042,0.926,0.641,0.244 -Czech Republic,2011,6.331,10.435,0.914,68.240,0.787,-0.106,0.950,0.601,0.253 -Czech Republic,2012,6.334,10.426,0.912,68.380,0.740,-0.154,0.957,0.609,0.257 -Czech Republic,2013,6.698,10.420,0.888,68.520,0.726,-0.156,0.916,0.720,0.253 -Czech Republic,2014,6.484,10.446,0.878,68.660,0.800,-0.168,0.897,0.678,0.235 -Czech Republic,2015,6.608,10.496,0.911,68.800,0.808,-0.146,0.886,0.751,0.206 -Czech Republic,2016,6.736,10.518,0.931,69.300,0.850,-0.197,0.900,0.756,0.201 -Czech Republic,2017,6.790,10.558,0.901,69.800,0.832,-0.177,0.867,0.739,0.227 -Czech Republic,2018,7.034,10.583,0.929,70.300,0.790,-0.292,0.851,0.714,0.178 -Czech Republic,2020,6.897,10.530,0.964,71.300,0.906,-0.127,0.884,0.832,0.290 -Denmark,2005,8.019,10.851,0.972,69.600,0.971,,0.237,0.860,0.154 -Denmark,2007,7.834,10.891,0.954,69.920,0.932,0.240,0.206,0.828,0.194 -Denmark,2008,7.971,10.880,0.954,70.080,0.970,0.272,0.248,0.757,0.163 -Denmark,2009,7.683,10.824,0.939,70.240,0.949,0.264,0.206,0.749,0.234 -Denmark,2010,7.771,10.839,0.975,70.400,0.944,0.242,0.175,0.785,0.155 -Denmark,2011,7.788,10.848,0.962,70.620,0.935,0.298,0.220,0.769,0.175 -Denmark,2012,7.520,10.846,0.951,70.840,0.933,0.139,0.187,0.774,0.209 -Denmark,2013,7.589,10.851,0.965,71.060,0.920,0.215,0.170,0.862,0.195 -Denmark,2014,7.508,10.862,0.956,71.280,0.942,0.118,0.237,0.832,0.233 -Denmark,2015,7.514,10.878,0.960,71.500,0.941,0.222,0.191,0.829,0.218 -Denmark,2016,7.558,10.903,0.954,71.800,0.948,0.138,0.210,0.836,0.208 -Denmark,2017,7.594,10.916,0.952,72.100,0.955,0.155,0.181,0.824,0.206 -Denmark,2018,7.649,10.935,0.958,72.400,0.935,0.018,0.151,0.821,0.206 -Denmark,2019,7.693,10.954,0.958,72.700,0.963,0.020,0.174,0.862,0.181 -Denmark,2020,7.515,10.910,0.947,73.000,0.938,0.052,0.214,0.818,0.227 -Djibouti,2008,5.009,8.111,0.690,53.260,0.773,0.129,0.576,0.755,0.120 -Djibouti,2009,4.906,7.927,0.901,53.780,0.649,0.005,0.634,0.662,0.232 -Djibouti,2010,5.006,7.812,,54.300,0.764,-0.058,0.597,, -Djibouti,2011,4.369,7.880,0.633,54.700,0.746,-0.057,0.519,0.579,0.181 -Dominican Republic,2006,5.088,9.314,0.919,62.680,0.858,0.038,0.755,0.748,0.274 -Dominican Republic,2007,5.081,9.372,0.848,62.960,0.886,-0.008,0.772,0.767,0.260 -Dominican Republic,2008,4.842,9.391,0.850,63.240,0.848,-0.045,0.728,0.732,0.329 -Dominican Republic,2009,5.432,9.388,0.878,63.520,0.863,-0.053,0.806,0.785,0.280 -Dominican Republic,2010,4.735,9.456,0.860,63.800,0.824,-0.075,0.780,0.787,0.282 -Dominican Republic,2011,5.397,9.475,0.872,64.020,0.848,0.014,0.788,0.809,0.300 -Dominican Republic,2012,4.753,9.489,0.879,64.240,0.840,-0.062,0.727,0.797,0.297 -Dominican Republic,2013,5.016,9.525,0.878,64.460,0.889,0.021,0.752,0.793,0.295 -Dominican Republic,2014,5.387,9.582,0.891,64.680,0.905,-0.020,0.760,0.798,0.300 -Dominican Republic,2015,5.062,9.637,0.893,64.900,0.856,-0.065,0.755,0.714,0.295 -Dominican Republic,2016,5.239,9.691,0.895,65.200,0.873,-0.080,0.737,0.760,0.278 -Dominican Republic,2017,5.605,9.725,0.894,65.500,0.855,-0.121,0.760,0.739,0.275 -Dominican Republic,2018,5.433,9.782,0.862,65.800,0.867,-0.150,0.762,0.745,0.291 -Dominican Republic,2019,6.004,9.821,0.884,66.100,0.877,-0.123,0.746,0.784,0.264 -Dominican Republic,2020,5.168,9.802,0.806,66.400,0.835,-0.128,0.636,0.734,0.314 -Ecuador,2006,5.024,9.186,0.910,66.080,0.671,-0.091,0.901,0.825,0.357 -Ecuador,2007,4.996,9.191,0.839,66.260,0.670,-0.063,0.830,0.833,0.286 -Ecuador,2008,5.297,9.236,0.829,66.440,0.640,-0.094,0.801,0.843,0.283 -Ecuador,2009,6.022,9.225,0.779,66.620,0.737,-0.108,0.774,0.840,0.256 -Ecuador,2010,5.838,9.244,0.839,66.800,0.723,-0.063,0.806,0.826,0.220 -Ecuador,2011,5.795,9.304,0.818,66.960,0.788,-0.155,0.702,0.862,0.271 -Ecuador,2012,5.961,9.344,0.785,67.120,0.825,-0.084,0.730,0.847,0.333 -Ecuador,2013,6.019,9.377,0.801,67.280,0.787,-0.191,0.646,0.851,0.267 -Ecuador,2014,5.946,9.399,0.831,67.440,0.719,-0.167,0.661,0.859,0.306 -Ecuador,2015,5.964,9.384,0.856,67.600,0.801,-0.114,0.666,0.851,0.323 -Ecuador,2016,6.115,9.355,0.842,67.900,0.846,-0.015,0.774,0.846,0.365 -Ecuador,2017,5.840,9.360,0.849,68.200,0.879,-0.167,0.734,0.829,0.314 -Ecuador,2018,6.128,9.355,0.851,68.500,0.869,-0.099,0.831,0.876,0.328 -Ecuador,2019,5.809,9.339,0.808,68.800,0.830,-0.115,0.839,0.811,0.374 -Ecuador,2020,5.354,9.244,0.804,69.100,0.829,-0.157,0.855,0.790,0.416 -Egypt,2005,5.168,9.036,0.848,59.700,0.817,,,0.735,0.346 -Egypt,2007,5.541,9.135,0.686,59.820,0.609,-0.121,,0.665,0.355 -Egypt,2008,4.632,9.186,0.738,59.880,,-0.087,0.914,0.683,0.301 -Egypt,2009,5.066,9.213,0.744,59.940,0.611,-0.100,0.801,0.642,0.339 -Egypt,2010,4.669,9.244,0.769,60.000,0.486,-0.076,0.826,0.567,0.276 -Egypt,2011,4.174,9.240,0.753,60.160,0.590,-0.151,0.859,0.529,0.353 -Egypt,2012,4.204,9.240,0.737,60.320,0.452,-0.138,0.880,0.527,0.398 -Egypt,2013,3.559,9.239,0.675,60.480,0.474,-0.141,0.913,0.551,0.483 -Egypt,2014,4.885,9.245,0.619,60.640,0.578,-0.126,0.749,0.543,0.327 -Egypt,2015,4.763,9.266,0.730,60.800,0.659,-0.089,0.684,0.610,0.344 -Egypt,2016,4.557,9.287,0.809,61.100,0.656,-0.141,0.818,0.611,0.370 -Egypt,2017,3.929,9.307,0.638,61.400,0.593,-0.152,,0.539,0.414 -Egypt,2018,4.005,9.338,0.759,61.700,0.682,-0.215,,0.492,0.285 -Egypt,2019,4.328,9.373,0.772,62.000,0.774,-0.199,,0.517,0.313 -Egypt,2020,4.472,9.383,0.673,62.300,0.770,-0.112,,0.599,0.442 -El Salvador,2006,5.701,8.873,0.878,62.920,0.683,-0.056,0.807,0.864,0.233 -El Salvador,2007,5.296,8.887,0.717,63.240,0.639,-0.015,0.785,0.869,0.220 -El Salvador,2008,5.191,8.908,0.747,63.560,0.636,-0.078,0.735,0.842,0.232 -El Salvador,2009,6.839,8.883,0.734,63.880,0.671,-0.103,0.648,0.850,0.243 -El Salvador,2010,6.740,8.900,0.757,64.200,0.669,-0.064,0.694,0.814,0.302 -El Salvador,2011,4.741,8.933,0.731,64.400,0.747,-0.126,0.707,0.875,0.336 -El Salvador,2012,5.934,8.956,0.806,64.600,0.683,-0.155,0.786,0.831,0.365 -El Salvador,2013,6.325,8.974,0.827,64.800,0.716,-0.150,0.772,0.828,0.317 -El Salvador,2014,5.857,8.986,0.798,65.000,0.778,-0.194,0.781,0.837,0.330 -El Salvador,2015,6.018,9.005,0.791,65.200,0.733,-0.156,0.805,0.826,0.333 -El Salvador,2016,6.140,9.025,0.794,65.500,0.800,-0.185,0.797,0.761,0.346 -El Salvador,2017,6.339,9.042,0.829,65.800,0.758,-0.172,0.778,0.849,0.268 -El Salvador,2018,6.241,9.061,0.820,66.100,0.863,-0.095,0.801,0.860,0.270 -El Salvador,2019,6.455,9.080,0.764,66.400,0.877,-0.109,0.682,0.871,0.271 -El Salvador,2020,5.462,9.019,0.696,66.700,0.924,-0.126,0.583,0.839,0.329 -Estonia,2006,5.371,10.270,0.910,64.860,0.749,-0.264,0.797,0.655,0.215 -Estonia,2007,5.332,10.347,0.896,65.320,0.712,-0.246,0.743,0.666,0.176 -Estonia,2008,5.452,10.298,0.904,65.780,0.642,-0.217,0.663,0.597,0.218 -Estonia,2009,5.138,10.144,0.874,66.240,0.611,-0.230,0.793,0.598,0.243 -Estonia,2011,5.487,10.248,0.909,66.960,0.735,-0.168,0.687,0.651,0.205 -Estonia,2012,5.364,10.282,0.889,67.220,0.697,-0.192,0.793,0.647,0.199 -Estonia,2013,5.367,10.299,0.901,67.480,0.754,-0.201,0.726,0.702,0.199 -Estonia,2014,5.556,10.331,0.917,67.740,0.773,-0.153,0.652,0.680,0.203 -Estonia,2015,5.629,10.348,0.918,68.000,0.815,-0.164,0.569,0.723,0.183 -Estonia,2016,5.650,10.374,0.938,68.200,0.843,-0.149,0.639,0.726,0.177 -Estonia,2017,5.938,10.429,0.936,68.400,0.862,-0.101,0.668,0.805,0.160 -Estonia,2018,6.091,10.472,0.933,68.600,0.886,-0.141,0.621,0.795,0.163 -Estonia,2019,6.035,10.511,0.934,68.800,0.887,-0.096,0.576,0.804,0.156 -Estonia,2020,6.453,10.459,0.958,69.000,0.954,-0.082,0.398,0.807,0.188 -Ethiopia,2012,4.561,7.271,0.659,55.200,0.776,-0.044,,0.668,0.137 -Ethiopia,2013,4.445,7.343,0.602,55.800,0.707,-0.008,0.750,0.643,0.213 -Ethiopia,2014,4.507,7.413,0.640,56.400,0.694,0.080,0.702,0.738,0.303 -Ethiopia,2015,4.573,7.484,0.626,57.000,0.803,0.113,0.567,0.714,0.237 -Ethiopia,2016,4.298,7.547,0.719,57.500,0.744,0.038,0.703,0.727,0.254 -Ethiopia,2017,4.180,7.612,0.734,58.000,0.717,0.001,0.757,0.609,0.304 -Ethiopia,2018,4.379,7.651,0.740,58.500,0.740,0.039,0.799,0.660,0.272 -Ethiopia,2019,4.100,7.705,0.748,59.000,0.754,0.053,0.732,0.631,0.283 -Ethiopia,2020,4.549,7.711,0.823,59.500,0.769,0.188,0.784,0.669,0.252 -Finland,2006,7.672,10.745,0.965,69.760,0.969,-0.005,0.132,0.722,0.172 -Finland,2008,7.671,10.796,0.951,70.080,0.934,0.028,0.217,0.773,0.144 -Finland,2010,7.393,10.734,0.935,70.400,0.916,0.091,0.413,0.832,0.202 -Finland,2011,7.354,10.754,0.938,70.640,0.936,0.101,0.320,0.773,0.205 -Finland,2012,7.420,10.735,0.928,70.880,0.921,-0.001,0.361,0.796,0.202 -Finland,2013,7.445,10.722,0.941,71.120,0.919,0.040,0.306,0.769,0.195 -Finland,2014,7.385,10.714,0.952,71.360,0.933,-0.001,0.265,0.784,0.199 -Finland,2015,7.448,10.716,0.948,71.600,0.930,0.111,0.223,0.751,0.191 -Finland,2016,7.660,10.740,0.954,71.700,0.948,-0.027,0.250,0.797,0.182 -Finland,2017,7.788,10.768,0.964,71.800,0.962,-0.002,0.192,0.787,0.176 -Finland,2018,7.858,10.783,0.962,71.900,0.938,-0.127,0.199,0.782,0.182 -Finland,2019,7.780,10.792,0.937,72.000,0.948,-0.052,0.195,0.755,0.181 -Finland,2020,7.889,10.750,0.962,72.100,0.962,-0.116,0.164,0.744,0.193 -France,2005,7.093,10.642,0.940,71.300,0.895,,0.688,0.769,0.225 -France,2006,6.583,10.659,0.944,71.480,0.789,0.126,0.699,0.777,0.289 -France,2008,7.008,10.674,0.935,71.840,0.833,-0.031,0.669,0.746,0.281 -France,2009,6.283,10.639,0.918,72.020,0.798,-0.082,0.654,0.763,0.303 -France,2010,6.798,10.654,0.943,72.200,0.850,-0.104,0.623,0.790,0.261 -France,2011,6.959,10.671,0.921,72.400,0.903,-0.102,0.627,0.781,0.281 -France,2012,6.649,10.669,0.937,72.600,0.841,-0.149,0.608,0.754,0.253 -France,2013,6.667,10.669,0.908,72.800,0.878,-0.125,0.699,0.800,0.205 -France,2014,6.467,10.674,0.878,73.000,0.803,-0.118,0.656,0.811,0.216 -France,2015,6.358,10.682,0.896,73.200,0.817,-0.139,0.641,0.786,0.215 -France,2016,6.475,10.690,0.885,73.400,0.787,-0.091,0.623,0.773,0.270 -France,2017,6.635,10.711,0.931,73.600,0.834,-0.123,0.601,0.762,0.242 -France,2018,6.666,10.727,0.921,73.800,0.816,-0.138,0.582,0.767,0.282 -France,2019,6.690,10.740,0.958,74.000,0.827,-0.133,0.568,0.735,0.250 -France,2020,6.714,10.643,0.947,74.200,0.823,-0.169,0.565,0.732,0.231 -Gabon,2011,4.255,9.608,0.653,55.480,0.772,-0.211,0.851,0.591,0.264 -Gabon,2012,3.972,9.621,0.736,56.160,0.566,-0.195,0.810,0.470,0.266 -Gabon,2013,3.800,9.638,0.733,56.840,0.682,-0.146,0.780,0.510,0.287 -Gabon,2014,3.918,9.644,0.829,57.520,0.607,-0.198,0.782,0.539,0.293 -Gabon,2015,4.661,9.649,0.756,58.200,0.671,-0.194,0.867,0.626,0.372 -Gabon,2016,4.832,9.639,0.780,58.700,0.699,-0.204,0.817,0.640,0.432 -Gabon,2017,4.782,9.616,0.807,59.200,0.652,-0.228,0.868,0.634,0.446 -Gabon,2018,4.783,9.599,0.785,59.700,0.719,-0.197,0.823,0.641,0.418 -Gabon,2019,4.914,9.607,0.763,60.200,0.736,-0.203,0.846,0.693,0.413 -Gambia,2017,4.118,7.637,0.697,54.700,0.812,0.111,0.572,0.838,0.277 -Gambia,2018,4.922,7.671,0.685,55.000,0.719,0.440,0.691,0.804,0.379 -Gambia,2019,5.164,7.699,0.694,55.300,0.677,0.410,0.798,0.773,0.401 -Georgia,2006,3.675,8.993,0.647,65.120,0.553,-0.267,0.752,0.433,0.269 -Georgia,2007,3.707,9.117,0.548,65.040,0.464,-0.267,0.697,0.427,0.236 -Georgia,2008,4.156,9.144,0.608,64.960,0.614,-0.224,0.498,0.441,0.262 -Georgia,2009,3.801,9.116,0.544,64.880,0.495,-0.233,0.535,0.492,0.242 -Georgia,2010,4.102,9.184,0.540,64.800,0.558,-0.248,0.460,0.502,0.243 -Georgia,2011,4.203,9.263,0.503,64.860,0.632,-0.255,0.353,0.515,0.247 -Georgia,2012,4.254,9.332,0.533,64.920,0.659,-0.269,0.321,0.559,0.250 -Georgia,2013,4.349,9.371,0.559,64.980,0.722,-0.254,0.349,0.595,0.200 -Georgia,2014,4.288,9.414,0.558,65.040,0.720,-0.233,0.416,0.570,0.204 -Georgia,2015,4.122,9.442,0.517,65.100,0.640,-0.205,0.502,0.547,0.233 -Georgia,2016,4.448,9.470,0.533,64.900,0.606,-0.249,0.561,0.564,0.223 -Georgia,2017,4.451,9.517,0.590,64.700,0.821,-0.244,0.590,0.581,0.210 -Georgia,2018,4.659,9.565,0.617,64.500,0.775,-0.233,0.755,0.573,0.244 -Georgia,2019,4.892,9.617,0.675,64.300,0.811,-0.260,0.647,0.604,0.244 -Georgia,2020,5.123,9.569,0.718,64.100,0.764,-0.221,0.583,0.611,0.295 -Germany,2005,6.620,10.689,0.963,70.200,0.847,,0.781,0.776,0.197 -Germany,2007,6.417,10.759,0.926,70.480,0.801,0.167,0.792,0.732,0.231 -Germany,2008,6.522,10.770,0.923,70.620,0.766,,0.758,0.787,0.220 -Germany,2009,6.641,10.714,0.935,70.760,0.844,0.127,0.690,0.792,0.206 -Germany,2010,6.725,10.756,0.939,70.900,0.843,0.095,0.688,0.794,0.182 -Germany,2011,6.621,10.813,0.947,70.980,0.906,0.033,0.677,0.794,0.165 -Germany,2012,6.702,10.816,0.926,71.060,0.904,0.071,0.679,0.804,0.170 -Germany,2013,6.965,10.817,0.931,71.140,0.894,0.024,0.566,0.743,0.205 -Germany,2014,6.984,10.835,0.938,71.220,0.899,0.088,0.474,0.785,0.188 -Germany,2015,7.037,10.844,0.926,71.300,0.889,0.178,0.412,0.765,0.203 -Germany,2016,6.874,10.858,0.906,71.600,0.871,0.148,0.446,0.738,0.187 -Germany,2017,7.074,10.878,0.892,71.900,0.841,0.145,0.414,0.737,0.196 -Germany,2018,7.118,10.890,0.920,72.200,0.877,0.034,0.496,0.780,0.243 -Germany,2019,7.035,10.893,0.886,72.500,0.885,0.057,0.462,0.751,0.226 -Germany,2020,7.312,10.833,0.905,72.800,0.864,-0.060,0.424,0.760,0.206 -Ghana,2006,4.535,8.073,0.728,52.340,0.849,0.213,0.814,0.671,0.198 -Ghana,2007,5.220,8.090,0.730,52.780,0.891,0.138,0.771,0.686,0.217 -Ghana,2008,4.965,8.152,0.622,53.220,0.838,0.120,0.863,0.717,0.172 -Ghana,2009,4.198,8.174,0.633,53.660,0.757,0.005,0.890,0.774,0.198 -Ghana,2010,4.606,8.225,0.739,54.100,0.891,0.074,0.875,0.783,0.184 -Ghana,2011,5.608,8.332,0.724,54.480,0.852,0.011,0.790,0.744,0.209 -Ghana,2012,5.057,8.397,0.685,54.860,0.679,0.040,0.898,0.760,0.152 -Ghana,2013,4.965,8.445,0.676,55.240,0.794,-0.065,0.880,0.691,0.211 -Ghana,2014,3.860,8.450,0.651,55.620,0.677,0.001,0.913,0.696,0.280 -Ghana,2015,3.986,8.449,0.687,56.000,0.852,-0.038,0.945,0.690,0.265 -Ghana,2016,4.514,8.460,0.647,56.400,0.751,0.090,0.894,0.668,0.305 -Ghana,2017,5.481,8.517,0.669,56.800,0.783,0.079,0.839,0.703,0.248 -Ghana,2018,5.004,8.555,0.761,57.200,0.817,0.062,0.846,0.747,0.250 -Ghana,2019,4.967,8.596,0.746,57.600,0.787,0.116,0.857,0.682,0.270 -Ghana,2020,5.319,8.590,0.643,58.000,0.824,0.200,0.847,0.713,0.253 -Greece,2005,6.006,10.462,0.837,70.500,0.734,,0.861,0.692,0.264 -Greece,2007,6.647,10.543,0.808,70.900,0.575,-0.190,0.845,0.738,0.222 -Greece,2009,6.039,10.491,0.793,71.300,0.443,-0.293,0.959,0.649,0.254 -Greece,2010,5.840,10.433,0.868,71.500,0.484,-0.303,0.954,0.634,0.292 -Greece,2011,5.372,10.339,0.852,71.560,0.528,-0.316,0.941,0.591,0.323 -Greece,2012,5.096,10.268,0.812,71.620,0.373,-0.305,0.959,0.581,0.352 -Greece,2013,4.720,10.243,0.687,71.680,0.426,-0.272,0.941,0.689,0.482 -Greece,2014,4.756,10.257,0.832,71.740,0.369,-0.288,0.930,0.695,0.385 -Greece,2015,5.623,10.259,0.835,71.800,0.532,-0.272,0.824,0.740,0.277 -Greece,2016,5.303,10.261,0.803,72.000,0.482,-0.260,0.898,0.701,0.336 -Greece,2017,5.148,10.278,0.753,72.200,0.438,-0.290,0.872,0.603,0.333 -Greece,2018,5.409,10.299,0.794,72.400,0.564,-0.335,0.860,0.666,0.255 -Greece,2019,5.952,10.319,0.891,72.600,0.614,-0.289,0.848,0.668,0.236 -Greece,2020,5.788,10.215,0.779,72.800,0.565,-0.241,0.764,0.684,0.322 -Guatemala,2006,5.901,8.850,0.830,60.740,0.663,0.172,0.706,0.818,0.287 -Guatemala,2007,6.330,8.891,0.866,61.080,0.628,0.136,0.810,0.819,0.224 -Guatemala,2008,6.414,8.904,0.866,61.420,0.630,0.206,0.796,0.834,0.234 -Guatemala,2009,6.452,8.891,0.834,61.760,0.643,0.197,0.755,0.829,0.240 -Guatemala,2010,6.290,8.901,0.859,62.100,0.696,0.166,0.795,0.850,0.236 -Guatemala,2011,5.743,8.923,0.768,62.460,0.763,0.009,0.863,0.844,0.289 -Guatemala,2012,5.856,8.935,0.802,62.820,0.865,0.020,0.821,0.863,0.349 -Guatemala,2013,5.985,8.953,0.830,63.180,0.884,0.045,0.817,0.867,0.333 -Guatemala,2014,6.536,8.980,0.834,63.540,0.843,0.108,0.804,0.835,0.305 -Guatemala,2015,6.465,9.003,0.823,63.900,0.869,0.051,0.822,0.851,0.311 -Guatemala,2016,6.359,9.013,0.811,64.200,0.863,0.011,0.812,0.846,0.321 -Guatemala,2017,6.325,9.026,0.826,64.500,0.915,-0.059,0.800,0.846,0.308 -Guatemala,2018,6.627,9.042,0.841,64.800,0.910,-0.010,0.765,0.871,0.262 -Guatemala,2019,6.262,9.064,0.774,65.100,0.901,-0.062,0.773,0.859,0.311 -Guinea,2011,4.045,7.567,0.598,50.220,0.797,0.041,0.743,0.701,0.260 -Guinea,2012,3.652,7.603,0.542,50.440,0.646,0.001,0.794,0.677,0.285 -Guinea,2013,3.902,7.619,0.567,50.660,0.693,0.091,0.815,0.600,0.348 -Guinea,2014,3.412,7.632,0.638,50.880,0.684,0.006,0.705,0.629,0.351 -Guinea,2015,3.505,7.645,0.579,51.100,0.666,0.007,0.762,0.667,0.268 -Guinea,2016,3.603,7.721,0.675,52.200,0.726,-0.056,0.803,0.687,0.374 -Guinea,2017,4.874,7.792,0.634,53.300,0.738,0.038,0.750,0.704,0.422 -Guinea,2018,5.252,7.823,0.630,54.400,0.731,0.092,0.778,0.744,0.440 -Guinea,2019,4.768,7.849,0.655,55.500,0.691,0.097,0.756,0.685,0.473 -Guyana,2007,5.993,8.773,0.849,57.260,0.694,0.110,0.836,0.768,0.296 -Haiti,2006,3.754,7.407,0.694,48.460,0.449,0.401,0.854,0.613,0.332 -Haiti,2008,3.846,7.417,0.679,40.380,0.465,0.261,0.812,0.608,0.256 -Haiti,2010,3.766,7.384,0.554,32.300,0.373,0.216,0.848,0.555,0.293 -Haiti,2011,4.845,7.423,0.567,36.860,0.413,0.243,0.682,0.625,0.245 -Haiti,2012,4.413,7.437,0.749,41.420,0.482,0.289,0.717,0.593,0.284 -Haiti,2013,4.622,7.464,0.648,45.980,0.610,0.289,0.669,0.538,0.327 -Haiti,2014,3.889,7.477,0.554,50.540,0.509,0.285,0.708,0.593,0.327 -Haiti,2015,3.570,7.476,0.564,55.100,0.398,0.306,0.777,0.619,0.333 -Haiti,2016,3.352,7.477,0.584,55.300,0.304,0.291,0.839,0.553,0.367 -Haiti,2017,3.824,7.475,0.647,55.500,0.484,0.381,0.647,0.573,0.322 -Haiti,2018,3.615,7.477,0.538,55.700,0.591,0.422,0.720,0.584,0.359 -Honduras,2006,5.397,8.462,0.933,64.540,0.650,0.089,0.844,0.858,0.155 -Honduras,2007,5.097,8.500,0.819,64.780,0.676,0.230,0.826,0.759,0.199 -Honduras,2008,5.420,8.520,0.828,65.020,0.687,0.223,0.863,0.789,0.206 -Honduras,2009,6.033,8.474,0.824,65.260,0.661,0.119,0.857,0.803,0.261 -Honduras,2010,5.866,8.490,0.803,65.500,0.646,0.105,0.820,0.797,0.260 -Honduras,2011,4.961,8.508,0.766,65.720,0.783,0.095,0.884,0.816,0.307 -Honduras,2012,4.602,8.530,0.779,65.940,0.700,-0.003,0.871,0.847,0.294 -Honduras,2013,4.713,8.540,0.792,66.160,0.698,-0.027,0.868,0.817,0.283 -Honduras,2014,5.056,8.552,0.790,66.380,0.696,0.015,0.834,0.820,0.299 -Honduras,2015,4.845,8.572,0.772,66.600,0.534,-0.097,0.848,0.863,0.311 -Honduras,2016,5.648,8.593,0.774,66.800,0.850,0.080,0.793,0.832,0.297 -Honduras,2017,6.020,8.624,0.843,67.000,0.898,0.072,0.783,0.842,0.248 -Honduras,2018,5.908,8.643,0.827,67.200,0.872,0.099,0.804,0.872,0.287 -Honduras,2019,5.930,8.653,0.797,67.400,0.846,0.063,0.815,0.850,0.279 -Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.156,0.356,0.723,0.236 -Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.296,0.274,0.719,0.237 -Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.308,0.272,0.762,0.210 -Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.332,0.256,0.710,0.183 -Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.235,0.245,0.734,0.196 -Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.222,0.380,0.715,0.183 -Hong Kong S.A.R. of China,2014,5.458,10.940,0.834,,0.843,0.224,0.423,0.684,0.243 -Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.100,0.403,0.664,0.213 -Hong Kong S.A.R. of China,2017,5.362,11.000,0.831,,0.831,0.140,0.416,0.640,0.201 -Hong Kong S.A.R. of China,2019,5.659,11.000,0.856,,0.727,0.067,0.432,0.599,0.358 -Hong Kong S.A.R. of China,2020,5.295,,0.813,,0.705,,0.380,0.609,0.210 -Hungary,2005,5.194,10.108,0.930,64.600,0.697,,0.903,0.675,0.290 -Hungary,2007,4.954,10.153,0.931,65.000,0.538,-0.161,0.895,0.701,0.230 -Hungary,2009,4.895,10.097,0.901,65.400,0.464,-0.125,0.915,0.664,0.228 -Hungary,2010,4.725,10.106,0.896,65.600,0.514,-0.145,0.983,0.656,0.235 -Hungary,2011,4.918,10.127,0.894,65.760,0.631,-0.089,0.940,0.642,0.305 -Hungary,2012,4.683,10.117,0.906,65.920,0.569,-0.136,0.930,0.652,0.315 -Hungary,2013,4.914,10.140,0.877,66.080,0.674,-0.113,0.912,0.706,0.307 -Hungary,2014,5.181,10.183,0.845,66.240,0.494,-0.150,0.855,0.651,0.238 -Hungary,2015,5.344,10.223,0.859,66.400,0.558,-0.198,0.908,0.707,0.245 -Hungary,2016,5.449,10.248,0.900,66.800,0.554,-0.187,0.924,0.666,0.243 -Hungary,2017,6.065,10.293,0.877,67.200,0.661,-0.139,0.886,0.735,0.181 -Hungary,2018,5.936,10.344,0.941,67.600,0.693,-0.243,0.911,0.676,0.201 -Hungary,2019,6.000,10.393,0.947,68.000,0.798,-0.195,0.884,0.743,0.180 -Hungary,2020,6.038,10.335,0.943,68.400,0.771,-0.120,0.836,0.735,0.240 -Iceland,2008,6.888,10.861,0.977,72.320,0.885,0.272,0.708,0.880,0.153 -Iceland,2012,7.591,10.777,0.979,72.760,0.905,0.241,0.759,0.900,0.157 -Iceland,2013,7.501,10.809,0.967,72.840,0.923,0.306,0.713,0.870,0.156 -Iceland,2015,7.498,10.854,0.980,73.000,0.940,0.301,0.639,0.849,0.180 -Iceland,2016,7.510,10.904,0.985,73.000,0.952,0.281,0.719,0.874,0.158 -Iceland,2017,7.476,10.925,0.967,73.000,0.939,0.246,0.727,0.895,0.148 -Iceland,2019,7.533,10.931,0.982,73.000,0.959,,0.699,0.836,0.178 -Iceland,2020,7.575,10.824,0.983,73.000,0.949,0.160,0.644,0.863,0.172 -India,2006,5.348,8.145,0.707,55.720,0.774,,0.855,0.687,0.199 -India,2007,5.027,8.204,0.569,56.140,0.729,-0.051,0.862,0.668,0.253 -India,2008,5.146,8.220,0.684,56.560,0.756,-0.072,0.891,0.674,0.259 -India,2009,4.522,8.281,0.653,56.980,0.679,-0.026,0.895,0.771,0.301 -India,2010,4.989,8.349,0.605,57.400,0.783,0.058,0.863,0.697,0.267 -India,2011,4.635,8.387,0.553,57.700,0.838,-0.038,0.908,0.648,0.232 -India,2012,4.720,8.428,0.511,58.000,0.609,0.067,0.830,0.629,0.295 -India,2013,4.428,8.478,0.553,58.300,0.740,0.084,0.832,0.680,0.330 -India,2014,4.424,8.538,0.621,58.600,0.809,-0.026,0.832,0.711,0.285 -India,2015,4.342,8.604,0.610,58.900,0.777,-0.005,0.776,0.701,0.322 -India,2016,4.179,8.673,0.614,59.300,0.820,0.046,0.765,0.695,0.346 -India,2017,4.046,8.730,0.607,59.700,0.886,-0.042,0.781,0.682,0.318 -India,2018,3.818,8.779,0.638,60.100,0.890,0.085,0.805,0.657,0.357 -India,2019,3.249,8.818,0.561,60.500,0.876,0.112,0.752,0.648,0.466 -India,2020,4.225,8.703,0.617,60.900,0.906,0.075,0.780,0.752,0.383 -Indonesia,2006,4.947,8.850,0.771,59.840,0.713,0.347,0.915,0.825,0.266 -Indonesia,2007,5.101,8.898,0.704,59.980,0.603,0.311,0.960,0.812,0.242 -Indonesia,2008,4.815,8.943,0.675,60.120,0.596,0.164,0.968,0.774,0.239 -Indonesia,2009,5.472,8.975,0.779,60.260,0.784,0.191,0.911,0.865,0.193 -Indonesia,2010,5.457,9.022,0.816,60.400,0.700,0.448,0.954,0.837,0.218 -Indonesia,2011,5.173,9.069,0.825,60.620,0.878,0.438,0.962,0.864,0.273 -Indonesia,2012,5.368,9.114,0.834,60.840,0.770,0.354,0.962,0.897,0.229 -Indonesia,2013,5.292,9.155,0.794,61.060,0.781,0.376,0.973,0.893,0.249 -Indonesia,2014,5.597,9.190,0.905,61.280,0.719,0.408,0.970,0.852,0.242 -Indonesia,2015,5.043,9.225,0.809,61.500,0.779,0.471,0.946,0.876,0.274 -Indonesia,2016,5.136,9.262,0.792,61.700,0.830,0.500,0.890,0.833,0.342 -Indonesia,2017,5.098,9.300,0.796,61.900,0.865,0.488,0.900,0.863,0.319 -Indonesia,2018,5.340,9.339,0.809,62.100,0.879,0.512,0.868,0.864,0.296 -Indonesia,2019,5.347,9.377,0.802,62.300,0.866,0.555,0.861,0.877,0.302 -Iran,2005,5.308,9.393,0.766,62.000,0.651,,0.636,0.608,0.456 -Iran,2007,5.336,9.497,0.718,62.760,0.533,0.056,0.872,0.626,0.361 -Iran,2008,5.129,9.489,0.633,63.140,0.601,0.052,0.868,0.624,0.345 -Iran,2011,4.768,9.547,0.582,64.140,0.798,0.200,0.665,0.578,0.359 -Iran,2012,4.609,9.458,0.600,64.380,0.764,,0.678,0.609,0.525 -Iran,2013,5.140,9.443,0.664,64.620,0.730,0.216,0.685,0.659,0.552 -Iran,2014,4.682,9.476,0.644,64.860,0.767,0.241,0.640,0.618,0.512 -Iran,2015,4.750,9.449,0.572,65.100,0.780,0.176,0.699,0.645,0.520 -Iran,2016,4.653,9.561,0.566,65.400,0.773,0.186,0.713,0.687,0.526 -Iran,2017,4.717,9.584,0.714,65.700,0.731,0.218,0.715,0.694,0.439 -Iran,2018,4.278,,0.674,66.000,0.603,,0.703,0.553,0.493 -Iran,2019,5.006,,0.698,66.300,0.623,,0.728,0.600,0.449 -Iran,2020,4.865,,0.757,66.600,0.600,,0.710,0.582,0.470 -Iraq,2008,4.590,9.063,0.744,58.320,0.386,-0.061,0.910,0.525,0.448 -Iraq,2009,4.775,9.076,0.862,58.960,0.431,-0.199,0.854,0.523,0.404 -Iraq,2010,5.065,9.112,0.854,59.600,0.419,-0.125,0.859,0.542,0.431 -Iraq,2011,4.725,9.152,0.751,59.360,0.347,-0.070,0.780,0.488,0.557 -Iraq,2012,4.660,9.246,0.730,59.120,0.315,-0.020,0.789,0.423,0.449 -Iraq,2013,4.725,9.280,0.728,58.880,,-0.050,0.710,,0.554 -Iraq,2014,4.542,9.250,0.725,58.640,0.646,-0.001,0.726,0.574,0.564 -Iraq,2015,4.493,9.241,0.684,58.400,0.599,0.019,0.762,0.490,0.581 -Iraq,2016,4.413,9.354,0.719,59.000,0.666,-0.052,0.799,0.489,0.570 -Iraq,2017,4.462,9.303,0.695,59.600,0.628,0.000,0.757,0.505,0.591 -Iraq,2018,4.886,9.274,0.764,60.200,0.598,-0.068,0.887,0.605,0.482 -Iraq,2020,4.785,9.167,0.708,61.400,0.700,-0.021,0.849,0.644,0.532 -Ireland,2006,7.144,10.972,0.967,70.140,0.943,0.242,0.473,0.878,0.209 -Ireland,2008,7.568,10.929,0.983,70.820,0.894,0.322,0.487,0.875,0.148 -Ireland,2009,7.046,10.866,0.959,71.160,0.835,0.315,0.580,0.862,0.233 -Ireland,2010,7.257,10.879,0.973,71.500,0.856,0.348,0.618,0.876,0.201 -Ireland,2011,7.007,10.878,0.977,71.600,0.952,0.383,0.590,0.865,0.190 -Ireland,2012,6.965,10.876,0.962,71.700,0.902,0.302,0.573,0.835,0.237 -Ireland,2013,6.760,10.884,0.955,71.800,0.884,0.331,0.558,0.814,0.245 -Ireland,2014,7.018,10.959,0.968,71.900,0.922,0.264,0.406,0.784,0.229 -Ireland,2015,6.830,11.174,0.953,72.000,0.892,0.233,0.409,0.799,0.225 -Ireland,2016,7.041,11.199,0.958,72.100,0.875,0.174,0.399,0.809,0.211 -Ireland,2017,7.060,11.266,0.943,72.200,0.905,0.216,0.337,0.833,0.213 -Ireland,2018,6.962,11.332,0.938,72.300,0.861,0.144,0.362,0.811,0.213 -Ireland,2019,7.255,11.371,0.944,72.400,0.892,0.074,0.373,0.807,0.223 -Ireland,2020,7.035,11.323,0.960,72.500,0.882,0.014,0.356,0.797,0.246 -Israel,2006,7.173,10.389,0.927,71.120,0.817,,0.905,0.696,0.308 -Israel,2007,6.841,10.428,0.868,71.440,0.683,0.219,0.868,0.696,0.320 -Israel,2008,7.261,10.440,0.859,71.760,0.663,0.139,0.898,0.710,0.349 -Israel,2009,7.353,10.425,0.937,72.080,0.593,0.172,0.923,0.695,0.327 -Israel,2010,7.359,10.461,0.882,72.400,0.561,0.150,0.902,0.679,0.362 -Israel,2011,7.433,10.489,0.893,72.460,0.722,0.141,0.891,0.738,0.384 -Israel,2012,7.111,10.493,0.903,72.520,0.681,0.153,0.862,0.665,0.319 -Israel,2013,7.321,10.515,0.909,72.580,0.739,0.150,0.849,0.698,0.409 -Israel,2014,7.401,10.533,0.889,72.640,0.707,0.094,0.818,0.604,0.271 -Israel,2015,7.079,10.536,0.864,72.700,0.753,0.108,0.789,0.697,0.256 -Israel,2016,7.159,10.555,0.890,72.900,0.772,0.153,0.804,0.629,0.263 -Israel,2017,7.331,10.570,0.916,73.100,0.768,0.145,0.793,0.674,0.276 -Israel,2018,6.927,10.585,0.910,73.300,0.725,0.055,0.770,0.663,0.282 -Israel,2019,7.332,10.601,0.946,73.500,0.834,0.085,0.743,0.635,0.266 -Israel,2020,7.195,10.538,0.959,73.700,0.831,-0.049,0.748,0.621,0.243 -Italy,2005,6.854,10.703,0.928,71.900,0.802,,0.944,0.679,0.295 -Italy,2007,6.574,10.727,0.912,72.260,0.684,0.113,0.922,0.716,0.303 -Italy,2008,6.780,10.711,0.880,72.440,0.543,0.049,0.946,0.637,0.268 -Italy,2009,6.334,10.652,0.880,72.620,0.701,0.240,0.890,0.775,0.279 -Italy,2010,6.354,10.666,0.872,72.800,0.738,-0.060,0.921,0.596,0.236 -Italy,2011,6.057,10.671,0.913,72.840,0.568,-0.018,0.933,0.658,0.266 -Italy,2012,5.839,10.638,0.869,72.880,0.570,0.113,0.908,0.670,0.388 -Italy,2013,6.009,10.608,0.916,72.920,0.499,-0.102,0.943,0.779,0.357 -Italy,2014,6.027,10.599,0.898,72.960,0.624,-0.065,0.920,0.716,0.356 -Italy,2015,5.848,10.608,0.909,73.000,0.575,-0.064,0.913,0.692,0.329 -Italy,2016,5.955,10.622,0.927,73.200,0.624,-0.081,0.903,0.685,0.339 -Italy,2017,6.199,10.640,0.920,73.400,0.633,-0.035,0.867,0.661,0.323 -Italy,2018,6.517,10.650,0.913,73.600,0.650,-0.021,0.888,0.649,0.403 -Italy,2019,6.445,10.655,0.838,73.800,0.709,-0.082,0.866,0.631,0.328 -Italy,2020,6.488,10.563,0.890,74.000,0.718,-0.150,0.844,0.670,0.311 -Ivory Coast,2009,4.197,8.209,0.667,45.780,0.760,-0.153,0.902,0.604,0.186 -Ivory Coast,2013,3.739,8.274,0.709,47.100,0.739,-0.031,0.691,0.743,0.306 -Ivory Coast,2014,3.570,8.334,0.711,47.400,0.781,-0.080,0.671,0.647,0.291 -Ivory Coast,2015,4.445,8.393,0.704,47.700,0.800,-0.053,0.744,0.664,0.347 -Ivory Coast,2016,4.543,8.437,0.617,48.300,0.769,-0.043,0.757,0.704,0.378 -Ivory Coast,2017,5.038,8.483,0.661,48.900,0.732,-0.111,0.771,0.698,0.357 -Ivory Coast,2018,5.268,8.523,0.621,49.500,0.713,-0.050,0.791,0.682,0.386 -Ivory Coast,2019,5.392,8.564,0.679,50.100,0.736,-0.017,0.799,0.674,0.425 -Ivory Coast,2020,5.257,8.565,0.613,50.700,0.770,0.016,0.777,0.693,0.340 -Jamaica,2006,6.208,9.225,0.909,64.900,0.738,-0.004,0.946,0.788,0.201 -Jamaica,2011,5.374,9.164,0.855,66.220,0.796,-0.064,0.909,0.836,0.237 -Jamaica,2013,5.709,9.151,0.865,66.460,0.793,-0.021,0.931,0.734,0.312 -Jamaica,2014,5.311,9.152,0.874,66.580,0.809,-0.001,0.861,0.737,0.310 -Jamaica,2017,5.890,9.169,0.913,67.100,0.861,-0.130,0.883,0.769,0.243 -Jamaica,2019,6.309,9.186,0.878,67.500,0.891,-0.137,0.885,0.752,0.195 -Japan,2005,6.516,10.529,0.928,73.200,0.868,,0.699,0.739,0.153 -Japan,2007,6.238,10.558,0.938,73.440,0.796,-0.090,0.809,0.731,0.207 -Japan,2008,5.911,10.546,0.887,73.560,0.772,-0.135,0.816,0.780,0.191 -Japan,2009,5.845,10.491,0.888,73.680,0.730,-0.210,0.740,0.785,0.169 -Japan,2010,6.057,10.532,0.902,73.800,0.772,-0.140,0.770,0.827,0.188 -Japan,2011,6.263,10.532,0.917,73.980,0.814,-0.052,0.734,0.776,0.181 -Japan,2012,5.968,10.549,0.905,74.160,0.753,,0.692,0.777,0.171 -Japan,2013,5.959,10.570,0.924,74.340,0.821,-0.147,0.650,0.794,0.175 -Japan,2014,5.923,10.575,0.900,74.520,0.838,-0.139,0.617,0.742,0.189 -Japan,2015,5.880,10.588,0.923,74.700,0.832,-0.155,0.654,0.768,0.176 -Japan,2016,5.955,10.595,0.900,74.800,0.836,-0.062,0.698,0.760,0.192 -Japan,2017,5.911,10.618,0.882,74.900,0.849,-0.206,0.659,0.740,0.176 -Japan,2018,5.794,10.623,0.886,75.000,0.773,-0.261,0.687,0.703,0.185 -Japan,2019,5.908,10.632,0.878,75.100,0.806,-0.255,0.617,0.743,0.194 -Japan,2020,6.118,10.580,0.887,75.200,0.806,-0.259,0.609,0.742,0.186 -Jordan,2005,6.295,9.246,0.920,63.500,,,0.670,0.696,0.240 -Jordan,2007,5.598,9.321,0.841,63.980,0.646,-0.112,0.664,0.683,0.240 -Jordan,2008,4.930,9.343,0.766,64.220,,-0.127,0.709,0.669,0.331 -Jordan,2009,6.000,9.347,0.899,64.460,0.771,-0.075,0.739,0.645,0.265 -Jordan,2010,5.570,9.317,0.918,64.700,0.788,-0.046,,0.643,0.343 -Jordan,2011,5.539,9.289,0.878,65.000,0.760,-0.143,,0.612,0.260 -Jordan,2012,5.132,9.261,0.829,65.300,0.693,-0.160,,0.565,0.345 -Jordan,2013,5.172,9.237,0.840,65.600,0.692,-0.117,,0.684,0.286 -Jordan,2014,5.333,9.222,0.816,65.900,0.729,-0.104,,0.660,0.313 -Jordan,2015,5.405,9.207,0.830,66.200,0.767,-0.046,,0.690,0.305 -Jordan,2016,5.271,9.197,0.820,66.400,0.771,-0.038,,0.641,0.312 -Jordan,2017,4.808,9.194,0.815,66.600,0.766,-0.152,,0.628,0.392 -Jordan,2018,4.639,9.196,0.800,66.800,0.762,-0.186,,, -Jordan,2019,4.453,9.201,0.793,67.000,0.726,-0.165,,, -Jordan,2020,4.094,9.150,0.709,67.200,0.779,-0.150,,, -Kazakhstan,2006,5.476,9.804,0.872,58.200,0.731,-0.274,0.865,0.669,0.185 -Kazakhstan,2007,5.719,9.878,0.861,58.700,0.806,-0.246,0.865,0.651,0.179 -Kazakhstan,2008,5.886,9.898,0.839,59.200,0.727,-0.221,0.899,0.675,0.160 -Kazakhstan,2009,5.383,9.884,0.893,59.700,0.856,-0.249,0.845,0.679,0.129 -Kazakhstan,2010,5.514,9.940,0.904,60.200,0.785,-0.215,0.823,0.692,0.149 -Kazakhstan,2011,5.736,9.997,0.905,60.720,0.878,-0.235,0.802,0.695,0.154 -Kazakhstan,2012,5.759,10.030,0.892,61.240,0.840,-0.171,0.877,0.740,0.184 -Kazakhstan,2013,5.835,10.074,0.889,61.760,0.782,-0.229,0.820,0.674,0.164 -Kazakhstan,2014,5.970,10.101,0.795,62.280,0.799,0.004,0.805,0.718,0.169 -Kazakhstan,2015,5.950,10.098,0.931,62.800,0.740,-0.037,0.714,0.730,0.174 -Kazakhstan,2016,5.534,10.095,0.928,63.400,0.783,-0.036,0.702,0.702,0.155 -Kazakhstan,2017,5.882,10.121,0.914,64.000,0.745,-0.035,0.755,0.757,0.171 -Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.098,0.824,0.693,0.162 -Kazakhstan,2019,6.272,10.179,0.951,65.200,0.852,-0.055,0.708,0.787,0.139 -Kazakhstan,2020,6.168,10.135,0.966,65.800,0.872,-0.056,0.661,0.684,0.150 -Kenya,2006,4.223,8.039,0.909,50.220,0.616,-0.020,0.860,0.705,0.198 -Kenya,2007,4.576,8.078,0.841,51.540,0.750,0.054,0.799,0.725,0.162 -Kenya,2008,4.015,8.052,0.827,52.860,0.620,-0.012,0.909,0.772,0.149 -Kenya,2009,4.270,8.057,0.789,54.180,0.584,0.100,0.913,0.772,0.183 -Kenya,2010,4.256,8.111,0.805,55.500,0.635,0.019,0.918,0.819,0.123 -Kenya,2011,4.405,8.143,0.846,56.060,0.709,0.022,0.923,0.760,0.228 -Kenya,2012,4.547,8.161,0.831,56.620,0.628,0.066,0.911,0.707,0.194 -Kenya,2013,3.795,8.192,0.825,57.180,0.708,0.212,0.861,0.765,0.161 -Kenya,2014,4.905,8.219,0.765,57.740,0.819,0.172,0.849,0.814,0.221 -Kenya,2015,4.358,8.249,0.777,58.300,0.793,0.221,0.853,0.702,0.172 -Kenya,2016,4.396,8.282,0.706,58.900,0.749,0.298,0.828,0.743,0.226 -Kenya,2017,4.476,8.306,0.715,59.500,0.853,0.234,0.854,0.788,0.230 -Kenya,2018,4.656,8.344,0.707,60.100,0.821,0.291,0.844,0.759,0.237 -Kenya,2019,4.619,8.373,0.676,60.700,0.818,0.310,0.794,0.751,0.251 -Kenya,2020,4.547,8.365,0.674,61.300,0.702,0.260,0.837,0.733,0.297 -Kosovo,2007,5.104,8.928,0.848,,0.381,0.144,0.894,0.655,0.237 -Kosovo,2008,5.522,8.981,0.884,,,0.090,0.849,,0.318 -Kosovo,2009,5.891,9.008,0.830,,0.506,0.201,0.968,0.598,0.169 -Kosovo,2010,5.177,9.033,0.708,,0.451,0.170,0.967,0.695,0.118 -Kosovo,2011,4.860,9.067,0.759,,0.589,0.004,0.919,0.696,0.124 -Kosovo,2012,5.640,9.086,0.757,,0.636,0.027,0.950,0.596,0.100 -Kosovo,2013,6.126,9.113,0.721,,0.568,0.115,0.935,0.692,0.203 -Kosovo,2014,5.000,9.129,0.706,,0.441,0.012,0.775,0.636,0.206 -Kosovo,2015,5.077,9.182,0.805,,0.561,0.181,0.851,0.753,0.180 -Kosovo,2016,5.759,9.228,0.824,,0.827,0.125,0.941,0.704,0.150 -Kosovo,2017,6.149,9.262,0.792,,0.858,0.117,0.925,0.738,0.186 -Kosovo,2018,6.392,9.296,0.822,,0.890,0.269,0.922,0.778,0.170 -Kosovo,2019,6.425,9.339,0.843,,0.841,0.247,0.920,0.749,0.141 -Kosovo,2020,6.294,,0.792,,0.880,,0.910,0.726,0.201 -Kuwait,2006,6.076,11.228,0.919,63.960,0.769,-0.236,0.328,0.846,0.182 -Kuwait,2009,6.585,11.065,0.926,64.440,0.819,0.007,0.675,0.718,0.252 -Kuwait,2010,6.798,10.982,0.893,64.600,0.703,-0.031,0.486,0.718,0.203 -Kuwait,2011,6.378,11.017,0.882,64.900,0.769,,0.560,0.793,0.177 -Kuwait,2012,6.221,11.025,0.889,65.200,0.934,,,0.821,0.095 -Kuwait,2013,6.480,10.985,0.862,65.500,0.751,,,0.752,0.283 -Kuwait,2014,6.180,10.945,,65.800,,,,, -Kuwait,2015,6.146,10.912,0.823,66.100,0.822,0.082,,0.723,0.324 -Kuwait,2016,5.947,10.910,0.845,66.300,0.841,-0.075,,0.688,0.315 -Kuwait,2017,6.094,10.837,0.853,66.500,0.884,-0.005,,0.692,0.307 -Kuwait,2019,6.106,10.817,0.842,66.900,0.867,-0.104,,0.695,0.303 -Kyrgyzstan,2006,4.641,8.185,0.844,59.980,0.678,-0.140,0.879,0.655,0.159 -Kyrgyzstan,2007,4.698,8.258,0.833,60.260,0.684,-0.091,0.929,0.655,0.130 -Kyrgyzstan,2008,4.737,8.329,0.792,60.540,0.719,-0.100,0.923,0.623,0.147 -Kyrgyzstan,2009,5.069,8.345,0.855,60.820,0.699,-0.140,0.896,0.607,0.165 -Kyrgyzstan,2010,4.996,8.329,0.885,61.100,0.720,-0.072,0.926,0.650,0.123 -Kyrgyzstan,2011,4.921,8.374,0.891,61.520,0.748,-0.155,0.932,0.681,0.151 -Kyrgyzstan,2012,5.208,8.357,0.856,61.940,0.703,-0.079,0.892,0.691,0.182 -Kyrgyzstan,2013,5.402,8.441,0.851,62.360,0.755,-0.085,0.900,0.722,0.135 -Kyrgyzstan,2014,5.252,8.460,0.898,62.780,0.736,0.355,0.897,0.725,0.185 -Kyrgyzstan,2015,4.905,8.477,0.857,63.200,0.813,0.200,0.858,0.767,0.173 -Kyrgyzstan,2016,4.857,8.500,0.914,63.500,0.814,0.056,0.917,0.778,0.126 -Kyrgyzstan,2017,5.630,8.526,0.883,63.800,0.859,0.143,0.874,0.755,0.160 -Kyrgyzstan,2018,5.297,8.543,0.898,64.100,0.945,0.267,0.907,0.763,0.203 -Kyrgyzstan,2019,5.685,8.567,0.877,64.400,0.920,-0.002,0.885,0.766,0.207 -Kyrgyzstan,2020,6.250,8.503,0.902,64.700,0.935,0.103,0.931,0.803,0.258 -Laos,2006,5.076,8.251,0.807,53.920,0.925,0.439,0.688,0.886,0.163 -Laos,2007,5.364,8.307,0.790,54.440,0.867,0.478,0.580,0.861,0.136 -Laos,2008,5.044,8.366,0.807,54.960,0.886,0.416,0.637,0.829,0.202 -Laos,2011,4.704,8.548,0.691,56.300,0.882,0.459,0.587,0.900,0.225 -Laos,2012,4.876,8.611,0.693,56.600,,0.232,,0.917,0.387 -Laos,2017,4.623,8.890,0.707,58.300,0.891,0.073,0.592,0.873,0.344 -Laos,2018,4.859,8.935,0.705,58.700,0.907,0.141,0.634,0.852,0.332 -Laos,2019,5.197,8.965,0.729,59.100,0.906,0.061,0.620,0.878,0.306 -Laos,2020,5.284,8.960,0.660,59.500,0.915,0.141,0.748,0.822,0.358 -Latvia,2006,4.710,10.032,0.884,63.160,0.641,-0.229,0.937,0.654,0.234 -Latvia,2007,4.667,10.136,0.836,63.520,0.700,-0.167,0.924,0.673,0.247 -Latvia,2008,5.145,10.112,0.855,63.880,0.630,-0.203,0.926,0.639,0.215 -Latvia,2009,4.669,9.975,0.807,64.240,0.437,-0.180,0.942,0.525,0.242 -Latvia,2011,4.967,10.029,0.836,64.860,0.564,-0.002,0.934,0.563,0.222 -Latvia,2012,5.125,10.082,0.851,65.120,0.564,-0.038,0.895,0.560,0.232 -Latvia,2013,5.070,10.116,0.834,65.380,0.631,-0.073,0.837,0.642,0.227 -Latvia,2014,5.729,10.144,0.881,65.640,0.671,-0.043,0.804,0.652,0.226 -Latvia,2015,5.881,10.185,0.879,65.900,0.656,-0.077,0.808,0.608,0.228 -Latvia,2016,5.940,10.211,0.917,66.200,0.685,-0.156,0.868,0.654,0.231 -Latvia,2017,5.978,10.257,0.895,66.500,0.700,-0.154,0.798,0.623,0.232 -Latvia,2018,5.901,10.307,0.913,66.800,0.608,-0.212,0.799,0.585,0.192 -Latvia,2019,5.970,10.336,0.936,67.100,0.698,-0.194,0.789,0.575,0.212 -Latvia,2020,6.229,10.300,0.928,67.400,0.820,-0.078,0.809,0.714,0.202 -Lebanon,2005,5.491,9.565,0.796,64.600,0.703,,0.945,0.584,0.292 -Lebanon,2006,4.653,9.568,0.853,64.720,0.670,0.069,0.902,0.548,0.320 -Lebanon,2008,4.595,9.743,0.717,64.960,0.524,0.035,0.927,0.527,0.365 -Lebanon,2009,5.206,9.830,0.736,65.080,0.665,0.071,0.937,0.528,0.401 -Lebanon,2010,5.032,9.878,0.721,65.200,0.678,0.073,0.949,0.525,0.341 -Lebanon,2011,5.188,9.838,0.733,65.280,0.657,0.006,0.911,0.578,0.320 -Lebanon,2012,4.573,9.800,0.713,65.360,0.621,-0.006,0.856,0.499,0.339 -Lebanon,2013,4.983,9.772,0.708,65.440,0.655,-0.004,0.921,0.499,0.409 -Lebanon,2014,5.233,9.739,0.759,65.520,0.657,-0.012,0.939,0.559,0.267 -Lebanon,2015,5.172,9.699,0.742,65.600,0.597,0.073,0.889,0.568,0.243 -Lebanon,2016,5.271,9.687,0.828,66.100,0.657,0.031,0.853,0.553,0.263 -Lebanon,2017,5.154,9.681,0.777,66.600,0.605,-0.074,0.911,0.515,0.244 -Lebanon,2018,5.167,9.656,0.829,67.100,0.607,-0.066,0.907,0.464,0.271 -Lebanon,2019,4.024,9.597,0.866,67.600,0.447,-0.081,0.890,0.322,0.494 -Lesotho,2011,4.898,7.777,0.824,45.740,0.618,-0.087,0.768,0.793,0.170 -Lesotho,2016,3.808,7.953,0.798,46.600,0.729,-0.099,0.743,0.732,0.270 -Lesotho,2017,3.795,7.931,0.769,47.300,0.757,-0.145,0.797,0.746,0.255 -Lesotho,2019,3.512,7.926,0.790,48.700,0.716,-0.131,0.915,0.735,0.273 -Liberia,2007,3.701,7.196,0.594,49.140,0.790,0.115,0.776,0.613,0.435 -Liberia,2008,4.221,7.223,0.619,49.960,0.724,-0.035,0.840,0.585,0.261 -Liberia,2010,4.196,7.258,0.827,51.600,0.819,-0.038,0.818,0.595,0.217 -Liberia,2014,4.571,7.391,0.708,53.280,0.590,-0.030,0.869,0.543,0.443 -Liberia,2015,2.702,7.365,0.638,53.700,0.671,-0.061,0.903,0.505,0.388 -Liberia,2016,3.355,7.324,0.643,54.500,0.763,0.033,0.901,0.636,0.509 -Liberia,2017,4.424,7.324,0.685,55.300,0.733,-0.012,0.867,0.668,0.391 -Liberia,2018,4.135,7.311,0.727,56.100,0.766,0.050,0.868,0.660,0.436 -Liberia,2019,5.121,7.264,0.712,56.900,0.706,0.051,0.828,0.636,0.389 -Libya,2012,5.754,9.842,0.855,62.660,0.712,-0.032,0.791,0.695,0.316 -Libya,2015,5.615,9.308,0.868,62.300,0.775,-0.044,,0.704,0.369 -Libya,2016,5.434,9.268,0.876,62.300,0.822,-0.089,,0.718,0.383 -Libya,2017,5.647,9.491,0.823,62.300,0.779,-0.019,0.673,0.697,0.379 -Libya,2018,5.494,9.617,0.824,62.300,0.781,-0.101,0.646,0.706,0.399 -Libya,2019,5.330,9.627,0.827,62.300,0.762,-0.073,0.686,0.709,0.401 -Lithuania,2006,5.954,10.046,0.930,63.140,0.567,-0.295,0.967,0.621,0.254 -Lithuania,2007,5.808,10.163,0.941,63.480,0.590,-0.282,0.966,0.589,0.279 -Lithuania,2008,5.554,10.199,0.914,63.820,0.621,-0.259,0.961,0.533,0.276 -Lithuania,2009,5.467,10.050,0.933,64.160,0.496,-0.303,0.979,0.526,0.271 -Lithuania,2010,5.066,10.085,0.882,64.500,0.519,-0.275,0.962,0.473,0.272 -Lithuania,2011,5.432,10.167,0.911,64.700,0.566,-0.148,0.964,0.570,0.275 -Lithuania,2012,5.771,10.218,0.919,64.900,0.503,-0.273,0.957,0.581,0.277 -Lithuania,2013,5.596,10.263,0.913,65.100,0.556,-0.237,0.936,0.581,0.294 -Lithuania,2014,6.126,10.306,0.908,65.300,0.508,-0.263,0.956,0.619,0.287 -Lithuania,2015,5.711,10.335,0.929,65.500,0.641,-0.254,0.924,0.595,0.276 -Lithuania,2016,5.866,10.373,0.938,66.100,0.614,-0.266,0.949,0.594,0.250 -Lithuania,2017,6.273,10.429,0.926,66.700,0.749,-0.174,0.790,0.608,0.195 -Lithuania,2018,6.309,10.474,0.929,67.300,0.699,-0.237,0.852,0.517,0.214 -Lithuania,2019,6.064,10.518,0.918,67.900,0.780,-0.251,0.783,0.566,0.276 -Lithuania,2020,6.391,10.504,0.953,68.500,0.824,-0.122,0.829,0.660,0.202 -Luxembourg,2009,6.958,11.562,0.939,71.440,0.939,0.127,0.432,0.799,0.238 -Luxembourg,2010,7.097,11.592,0.952,71.700,0.908,0.096,0.423,0.809,0.216 -Luxembourg,2011,7.101,11.595,0.934,71.880,0.962,0.106,0.388,0.836,0.200 -Luxembourg,2012,6.964,11.567,0.914,72.060,0.917,0.059,0.403,0.815,0.227 -Luxembourg,2013,7.131,11.580,0.917,72.240,0.790,-0.054,0.301,0.640,0.185 -Luxembourg,2014,6.891,11.598,0.875,72.420,0.938,0.106,0.366,0.803,0.170 -Luxembourg,2015,6.702,11.617,0.934,72.600,0.932,0.052,0.375,0.757,0.193 -Luxembourg,2016,6.967,11.640,0.941,72.600,0.882,0.019,0.356,0.758,0.192 -Luxembourg,2017,7.061,11.634,0.905,72.600,0.903,0.044,0.330,0.766,0.184 -Luxembourg,2018,7.243,11.645,0.902,72.600,0.884,-0.022,0.385,0.750,0.202 -Luxembourg,2019,7.404,11.648,0.912,72.600,0.930,-0.045,0.390,0.789,0.212 -Madagascar,2006,3.980,7.376,0.711,54.040,,-0.039,,0.702,0.161 -Madagascar,2008,4.640,7.439,0.776,54.920,0.332,-0.099,0.773,0.614,0.215 -Madagascar,2011,4.381,7.336,0.818,56.220,0.546,-0.062,0.897,0.510,0.235 -Madagascar,2012,3.551,7.339,0.673,56.640,0.487,-0.055,0.854,0.690,0.194 -Madagascar,2013,3.816,7.334,0.673,57.060,0.480,-0.019,0.868,0.734,0.241 -Madagascar,2014,3.676,7.340,0.655,57.480,0.529,-0.023,0.791,0.748,0.192 -Madagascar,2015,3.593,7.344,0.647,57.900,0.545,-0.041,0.861,0.802,0.226 -Madagascar,2016,3.663,7.356,0.746,58.300,0.570,-0.069,0.864,0.813,0.204 -Madagascar,2017,4.079,7.368,0.626,58.700,0.570,-0.033,0.847,0.752,0.375 -Madagascar,2018,4.071,7.386,0.666,59.100,0.551,0.003,0.889,0.752,0.362 -Madagascar,2019,4.339,7.406,0.701,59.500,0.550,-0.012,0.720,0.723,0.304 -Malawi,2006,3.830,6.678,0.554,44.880,0.767,0.200,0.676,0.670,0.222 -Malawi,2007,4.891,6.742,0.600,46.260,0.910,0.202,0.691,0.727,0.176 -Malawi,2009,5.148,6.838,0.718,49.020,0.879,0.176,0.689,0.765,0.130 -Malawi,2011,3.946,6.895,0.613,51.420,0.733,0.099,0.853,0.713,0.268 -Malawi,2012,4.279,6.885,0.604,52.440,0.637,0.169,0.886,0.816,0.200 -Malawi,2013,4.035,6.907,0.563,53.460,0.752,0.078,0.857,0.808,0.248 -Malawi,2014,4.563,6.935,0.512,54.480,0.786,0.061,0.824,0.704,0.263 -Malawi,2015,3.868,6.935,0.494,55.500,0.801,0.058,0.835,0.633,0.260 -Malawi,2016,3.476,6.932,0.524,56.200,0.810,0.066,0.824,0.603,0.325 -Malawi,2017,3.417,6.945,0.555,56.900,0.848,0.025,0.735,0.609,0.312 -Malawi,2018,3.335,6.949,0.528,57.600,0.799,0.073,0.766,0.586,0.365 -Malawi,2019,3.869,6.966,0.549,58.300,0.765,0.004,0.680,0.537,0.348 -Malaysia,2006,6.012,9.839,0.866,64.960,0.837,0.201,0.740,0.750,0.243 -Malaysia,2007,6.239,9.881,0.871,65.120,0.844,0.089,0.799,0.775,0.162 -Malaysia,2008,5.807,9.909,0.803,65.280,0.780,0.044,0.884,0.815,0.186 -Malaysia,2009,5.385,9.875,0.792,65.440,0.874,-0.009,0.858,0.822,0.164 -Malaysia,2010,5.580,9.930,0.839,65.600,0.769,0.032,0.844,0.832,0.192 -Malaysia,2011,5.786,9.966,0.770,65.760,0.840,-0.016,0.842,0.887,0.155 -Malaysia,2012,5.914,10.005,0.841,65.920,0.848,0.017,0.847,0.867,0.177 -Malaysia,2013,5.770,10.037,0.831,66.080,0.791,0.264,0.755,0.736,0.317 -Malaysia,2014,5.963,10.082,0.863,66.240,0.808,0.239,0.845,0.770,0.261 -Malaysia,2015,6.322,10.118,0.818,66.400,0.675,0.222,0.838,0.775,0.314 -Malaysia,2018,5.339,10.223,0.789,67.000,0.875,0.127,0.894,0.824,0.200 -Malaysia,2019,5.428,10.252,0.842,67.200,0.916,0.123,0.782,0.834,0.176 -Maldives,2018,5.198,9.826,0.913,70.600,0.855,0.024,,, -Mali,2006,4.014,7.593,0.761,45.920,0.555,-0.072,0.761,0.767,0.209 -Mali,2008,4.115,7.607,0.747,47.160,0.495,-0.012,0.918,0.682,0.164 -Mali,2009,3.977,7.622,0.733,47.780,0.634,0.008,0.819,0.760,0.150 -Mali,2010,3.762,7.642,0.751,48.400,0.749,-0.028,0.811,0.797,0.162 -Mali,2011,4.667,7.643,0.796,48.760,0.823,-0.101,0.726,0.758,0.132 -Mali,2012,4.313,7.605,0.823,49.120,0.704,-0.088,0.787,0.681,0.109 -Mali,2013,3.676,7.599,0.820,49.480,0.665,-0.053,0.755,0.724,0.193 -Mali,2014,3.975,7.638,0.843,49.840,0.652,-0.037,0.658,0.741,0.186 -Mali,2015,4.582,7.669,0.830,50.200,0.634,-0.068,0.800,0.709,0.243 -Mali,2016,4.016,7.695,0.836,50.700,0.696,-0.070,0.862,0.807,0.305 -Mali,2017,4.742,7.718,0.741,51.200,0.753,-0.069,0.863,0.742,0.393 -Mali,2018,4.416,7.733,0.692,51.700,0.737,-0.034,0.793,0.770,0.370 -Mali,2019,4.988,7.752,0.755,52.200,0.670,-0.038,0.846,0.712,0.358 -Malta,2009,6.328,10.331,0.916,71.380,0.803,0.464,,0.715,0.358 -Malta,2010,5.774,10.361,0.908,71.600,0.802,0.287,,0.697,0.375 -Malta,2011,6.155,10.370,0.923,71.720,0.882,0.296,,0.736,0.340 -Malta,2012,5.963,10.389,0.922,71.840,0.861,0.352,,0.744,0.391 -Malta,2013,6.380,10.422,0.942,71.960,0.909,0.410,,0.660,0.370 -Malta,2014,6.452,10.486,0.941,72.080,0.904,0.404,0.670,0.652,0.352 -Malta,2015,6.613,10.566,0.919,72.200,0.912,0.347,0.664,0.680,0.355 -Malta,2016,6.591,10.599,0.930,72.200,0.916,0.345,0.696,0.687,0.355 -Malta,2017,6.676,10.635,0.937,72.200,0.924,0.253,0.690,0.721,0.302 -Malta,2018,6.910,10.670,0.932,72.200,0.927,0.179,0.595,0.721,0.296 -Malta,2019,6.733,10.677,0.922,72.200,0.924,0.087,0.689,0.707,0.356 -Malta,2020,6.157,,0.938,72.200,0.931,,0.675,0.601,0.411 -Mauritania,2007,4.149,8.533,0.682,53.660,0.573,-0.072,0.586,0.733,0.174 -Mauritania,2008,4.248,8.501,0.670,53.940,0.593,-0.018,0.841,0.732,0.176 -Mauritania,2009,4.500,8.473,0.819,54.220,0.735,0.039,0.848,0.738,0.170 -Mauritania,2010,4.772,8.470,0.857,54.500,0.669,0.055,0.727,0.778,0.129 -Mauritania,2011,4.785,8.481,0.750,54.820,0.567,0.052,0.747,0.762,0.175 -Mauritania,2012,4.673,8.495,0.763,55.140,0.487,-0.021,0.707,0.782,0.164 -Mauritania,2013,4.199,8.506,0.741,55.460,0.603,-0.079,0.676,0.793,0.196 -Mauritania,2014,4.483,8.519,0.853,55.780,0.468,-0.054,0.589,0.755,0.163 -Mauritania,2015,3.923,8.542,0.875,56.100,0.447,0.055,0.715,0.820,0.194 -Mauritania,2016,4.472,8.526,0.785,56.400,0.467,-0.175,0.842,0.735,0.222 -Mauritania,2017,4.678,8.533,0.779,56.700,0.527,-0.153,0.777,0.637,0.272 -Mauritania,2018,4.314,8.526,0.802,57.000,0.467,-0.112,0.711,0.663,0.276 -Mauritania,2019,4.153,8.556,0.798,57.300,0.628,-0.102,0.743,0.692,0.260 -Mauritius,2011,5.477,9.767,0.800,64.700,0.848,0.191,0.847,0.738,0.253 -Mauritius,2014,5.648,9.865,0.785,65.300,0.824,0.176,0.879,0.808,0.222 -Mauritius,2016,5.610,9.935,0.836,65.800,0.819,0.139,0.891,0.785,0.246 -Mauritius,2017,6.174,9.972,0.910,66.100,0.912,0.087,0.818,0.748,0.169 -Mauritius,2018,5.882,10.008,0.909,66.400,0.867,-0.073,0.785,0.774,0.158 -Mauritius,2019,6.241,10.043,0.913,66.700,0.893,-0.053,0.810,0.808,0.149 -Mauritius,2020,6.015,9.972,0.893,67.000,0.843,-0.037,0.772,0.767,0.138 -Mexico,2005,6.581,9.788,0.903,66.200,0.814,,0.764,0.820,0.219 -Mexico,2007,6.525,9.825,0.879,66.320,0.670,-0.095,0.747,0.816,0.248 -Mexico,2008,6.829,9.821,0.876,66.380,0.677,-0.128,0.785,0.825,0.201 -Mexico,2009,6.963,9.752,0.868,66.440,0.682,-0.076,0.764,0.849,0.196 -Mexico,2010,6.802,9.788,0.876,66.500,0.778,-0.048,0.693,0.840,0.215 -Mexico,2011,6.910,9.810,0.824,66.680,0.831,-0.099,0.698,0.790,0.228 -Mexico,2012,7.320,9.832,0.767,66.860,0.788,-0.093,0.633,0.784,0.278 -Mexico,2013,7.443,9.832,0.759,67.040,0.739,-0.165,0.615,0.790,0.223 -Mexico,2014,6.680,9.847,0.782,67.220,0.779,-0.094,0.630,0.802,0.229 -Mexico,2015,6.236,9.867,0.761,67.400,0.719,-0.152,0.708,0.745,0.237 -Mexico,2016,6.824,9.884,0.893,67.700,0.752,-0.153,0.809,0.859,0.220 -Mexico,2017,6.410,9.893,0.800,68.000,0.861,-0.202,0.801,0.843,0.231 -Mexico,2018,6.550,9.903,0.858,68.300,0.816,-0.179,0.809,0.882,0.213 -Mexico,2019,6.432,9.891,0.852,68.600,0.903,-0.141,0.809,0.864,0.252 -Mexico,2020,5.964,9.782,0.779,68.900,0.873,-0.119,0.778,0.810,0.292 -Moldova,2006,5.102,8.936,0.812,60.580,0.554,-0.164,0.926,0.619,0.255 -Moldova,2007,4.775,8.968,0.804,60.760,0.696,-0.186,0.930,0.571,0.306 -Moldova,2008,5.503,9.045,0.872,60.940,0.641,-0.056,0.926,0.584,0.284 -Moldova,2009,5.554,8.984,0.856,61.120,0.551,-0.099,0.925,0.562,0.306 -Moldova,2010,5.590,9.054,0.847,61.300,0.598,-0.088,0.929,0.584,0.278 -Moldova,2011,5.792,9.111,0.869,61.620,0.628,-0.082,0.957,0.568,0.285 -Moldova,2012,5.996,9.105,0.826,61.940,0.602,-0.050,0.955,0.568,0.314 -Moldova,2013,5.756,9.192,0.803,62.260,0.658,-0.069,0.941,0.582,0.261 -Moldova,2014,5.917,9.241,0.805,62.580,0.623,-0.113,0.925,0.583,0.260 -Moldova,2015,6.017,9.246,0.840,62.900,0.595,-0.090,0.943,0.590,0.281 -Moldova,2016,5.578,9.300,0.837,63.600,0.557,-0.047,0.969,0.621,0.275 -Moldova,2017,5.326,9.363,0.831,64.300,0.553,-0.053,0.926,0.581,0.259 -Moldova,2018,5.682,9.423,0.892,65.000,0.824,-0.084,0.929,0.582,0.270 -Moldova,2019,5.803,9.475,0.809,65.700,0.784,-0.092,0.884,0.631,0.262 -Moldova,2020,5.812,9.462,0.874,66.400,0.859,-0.058,0.941,0.727,0.268 -Mongolia,2007,4.609,8.833,0.881,58.820,0.781,0.064,0.918,0.571,0.203 -Mongolia,2008,4.493,8.904,0.920,59.280,0.484,0.068,0.962,0.586,0.173 -Mongolia,2010,4.586,8.920,0.904,60.200,0.631,0.099,0.928,0.712,0.150 -Mongolia,2011,5.031,9.061,0.948,60.500,0.700,0.151,0.931,0.692,0.153 -Mongolia,2012,4.885,9.158,0.919,60.800,0.688,0.107,0.932,0.689,0.181 -Mongolia,2013,4.913,9.248,0.935,61.100,0.748,0.136,0.928,0.649,0.179 -Mongolia,2014,4.825,9.304,0.943,61.400,0.752,0.146,0.909,0.627,0.170 -Mongolia,2015,4.983,9.308,0.906,61.700,0.686,0.173,0.900,0.653,0.208 -Mongolia,2016,5.057,9.300,0.947,61.900,0.760,0.090,0.900,0.694,0.171 -Mongolia,2017,5.334,9.334,0.924,62.100,0.675,0.119,0.865,0.675,0.214 -Mongolia,2018,5.465,9.386,0.942,62.300,0.696,0.054,0.849,0.654,0.192 -Mongolia,2019,5.563,9.418,0.946,62.500,0.711,0.149,0.873,0.707,0.167 -Mongolia,2020,6.011,9.396,0.918,62.700,0.718,0.141,0.843,0.636,0.260 -Montenegro,2007,5.196,9.693,0.832,66.200,0.512,-0.134,0.815,0.579,0.340 -Montenegro,2009,4.801,9.699,0.816,66.800,0.556,-0.101,0.838,0.623,0.423 -Montenegro,2010,5.455,9.724,0.805,67.100,0.552,-0.206,0.757,0.595,0.410 -Montenegro,2011,5.223,9.755,0.818,67.260,0.546,-0.226,0.762,0.603,0.378 -Montenegro,2012,5.219,9.726,0.704,67.420,0.462,-0.192,0.755,0.574,0.379 -Montenegro,2013,5.074,9.760,0.736,67.580,0.502,-0.176,0.693,0.539,0.331 -Montenegro,2014,5.283,9.777,0.863,67.740,0.503,0.097,0.768,0.587,0.368 -Montenegro,2015,5.125,9.810,0.740,67.900,0.583,-0.144,0.781,0.580,0.337 -Montenegro,2016,5.304,9.839,0.866,68.100,0.569,-0.087,0.849,0.591,0.337 -Montenegro,2017,5.615,9.885,0.881,68.300,0.626,-0.083,0.756,0.519,0.350 -Montenegro,2018,5.650,9.934,0.856,68.500,0.626,-0.051,0.769,0.590,0.355 -Montenegro,2019,5.386,9.970,0.832,68.700,0.694,-0.105,0.820,0.591,0.366 -Montenegro,2020,5.722,9.913,0.887,68.900,0.802,0.060,0.845,0.603,0.411 -Morocco,2010,4.383,8.746,,63.500,0.663,-0.162,0.900,, -Morocco,2011,5.085,8.783,0.833,63.800,0.579,-0.218,0.875,0.736,0.187 -Morocco,2012,4.970,8.799,0.676,64.100,0.757,-0.187,0.845,0.687,0.281 -Morocco,2013,5.142,8.829,0.597,64.400,0.572,-0.210,0.771,0.784,0.239 -Morocco,2015,5.163,8.872,0.606,65.000,0.713,-0.228,0.842,0.661,0.262 -Morocco,2016,5.386,8.869,0.655,65.300,0.817,-0.237,0.717,0.713,0.205 -Morocco,2017,5.312,8.898,0.641,65.600,0.814,-0.216,0.841,0.559,0.323 -Morocco,2018,4.897,8.914,0.554,65.900,0.773,-0.234,0.843,0.638,0.416 -Morocco,2019,5.057,8.925,0.535,66.200,0.757,-0.244,0.757,0.589,0.410 -Morocco,2020,4.803,8.871,0.553,66.500,0.819,-0.229,0.803,0.587,0.256 -Mozambique,2006,4.595,6.776,0.879,44.800,0.684,0.041,0.758,0.623,0.327 -Mozambique,2007,4.833,6.823,0.748,45.500,0.643,0.074,0.854,0.634,0.240 -Mozambique,2008,4.654,6.865,0.756,46.200,0.514,0.006,0.864,0.623,0.280 -Mozambique,2011,4.971,6.979,0.818,48.320,0.639,-0.024,0.719,0.592,0.243 -Mozambique,2015,4.550,7.141,0.666,51.200,0.813,0.089,0.632,0.564,0.340 -Mozambique,2017,4.280,7.157,0.678,53.200,0.823,-0.030,0.682,0.648,0.353 -Mozambique,2018,4.654,7.162,0.738,54.200,0.897,0.049,0.691,0.640,0.397 -Mozambique,2019,4.932,7.155,0.742,55.200,0.870,0.073,0.682,0.587,0.384 -Myanmar,2012,4.439,8.158,0.612,57.020,0.691,0.645,0.695,0.764,0.205 -Myanmar,2013,4.176,8.230,0.757,57.380,0.775,0.689,0.638,0.803,0.217 -Myanmar,2014,4.786,8.299,0.774,57.740,,0.698,0.592,0.858,0.112 -Myanmar,2015,4.224,8.359,0.752,58.100,0.808,0.688,0.633,0.866,0.272 -Myanmar,2016,4.623,8.408,0.793,58.400,0.877,0.679,0.607,0.804,0.302 -Myanmar,2017,4.154,8.464,0.795,58.700,0.886,0.650,0.619,0.746,0.282 -Myanmar,2018,4.411,8.523,0.774,59.000,0.906,0.490,0.647,0.777,0.300 -Myanmar,2019,4.434,8.545,0.763,59.300,0.899,0.561,0.682,0.755,0.286 -Myanmar,2020,4.431,8.554,0.796,59.600,0.825,0.470,0.647,0.800,0.289 -Namibia,2007,4.886,9.059,0.828,49.680,0.781,-0.101,0.839,0.811,0.160 -Namibia,2014,4.574,9.232,0.763,55.160,0.849,-0.183,0.790,0.749,0.239 -Namibia,2017,4.441,9.215,0.828,56.200,0.810,-0.190,0.831,0.721,0.277 -Namibia,2018,4.834,9.204,0.864,56.500,0.754,-0.169,0.846,0.739,0.240 -Namibia,2019,4.436,9.173,0.845,56.800,0.739,-0.174,0.879,0.672,0.256 -Namibia,2020,4.451,9.104,0.741,57.100,0.666,-0.104,0.810,0.648,0.248 -Nepal,2006,4.567,7.616,0.874,57.200,0.689,,0.897,0.717,0.171 -Nepal,2007,4.748,7.638,0.787,57.700,0.413,0.317,0.891,0.643,0.152 -Nepal,2008,4.441,7.686,0.818,58.200,0.618,0.291,0.900,0.745,0.153 -Nepal,2009,4.917,7.723,0.813,58.700,0.616,0.044,0.950,0.570,0.215 -Nepal,2010,4.350,7.765,0.779,59.200,0.519,0.092,0.911,0.672,0.226 -Nepal,2011,3.809,7.797,0.741,59.400,0.525,-0.010,0.935,0.699,0.207 -Nepal,2012,4.233,7.846,0.734,59.600,0.638,0.070,0.883,0.736,0.231 -Nepal,2013,4.605,7.889,0.740,59.800,0.722,0.151,0.877,0.629,0.279 -Nepal,2014,4.975,7.948,0.786,60.000,0.712,0.121,0.841,0.614,0.287 -Nepal,2015,4.812,7.976,0.748,60.200,0.763,0.227,0.824,0.543,0.358 -Nepal,2016,5.100,7.973,0.837,61.300,0.839,0.168,0.817,0.627,0.370 -Nepal,2017,4.737,8.039,0.816,62.400,0.845,0.134,0.770,0.571,0.376 -Nepal,2018,4.910,8.087,0.768,63.500,0.770,0.122,0.742,0.537,0.387 -Nepal,2019,5.449,8.136,0.772,64.600,0.790,0.167,0.712,0.536,0.357 -Netherlands,2005,7.464,10.814,0.947,70.400,0.901,,0.571,0.869,0.233 -Netherlands,2007,7.452,10.881,0.944,70.800,0.896,0.344,0.445,0.818,0.213 -Netherlands,2008,7.631,10.899,0.944,71.000,0.883,0.365,0.419,0.788,0.182 -Netherlands,2010,7.502,10.864,0.957,71.400,0.921,0.349,0.399,0.853,0.206 -Netherlands,2011,7.564,10.875,0.938,71.520,0.925,0.336,0.359,0.863,0.181 -Netherlands,2012,7.471,10.861,0.939,71.640,0.877,0.288,0.434,0.861,0.226 -Netherlands,2013,7.407,10.857,0.925,71.760,0.919,0.305,0.505,0.867,0.235 -Netherlands,2014,7.321,10.867,0.909,71.880,0.910,0.331,0.457,0.868,0.221 -Netherlands,2015,7.324,10.882,0.879,72.000,0.904,0.261,0.412,0.834,0.202 -Netherlands,2016,7.541,10.899,0.926,72.100,0.907,0.239,0.433,0.838,0.215 -Netherlands,2017,7.459,10.921,0.937,72.200,0.920,0.250,0.363,0.852,0.185 -Netherlands,2018,7.463,10.941,0.939,72.300,0.920,0.161,0.371,0.862,0.205 -Netherlands,2019,7.425,10.953,0.941,72.400,0.886,0.213,0.360,0.838,0.231 -Netherlands,2020,7.504,10.901,0.944,72.500,0.935,0.151,0.281,0.784,0.247 -New Zealand,2006,7.305,10.526,0.946,71.200,0.932,0.312,0.224,0.880,0.219 -New Zealand,2007,7.604,10.546,0.967,71.400,0.878,0.279,0.295,0.854,0.238 -New Zealand,2008,7.381,10.528,0.944,71.600,0.893,0.298,0.334,0.854,0.232 -New Zealand,2010,7.224,10.520,0.976,72.000,0.918,0.254,0.321,0.847,0.235 -New Zealand,2011,7.191,10.536,0.954,72.120,0.935,0.284,0.269,0.864,0.210 -New Zealand,2012,7.250,10.553,0.930,72.240,0.902,0.287,0.289,0.866,0.207 -New Zealand,2013,7.280,10.571,0.958,72.360,0.944,0.237,0.312,0.835,0.151 -New Zealand,2014,7.306,10.592,0.942,72.480,0.932,0.348,0.273,0.848,0.199 -New Zealand,2015,7.418,10.608,0.987,72.600,0.942,0.329,0.186,0.834,0.160 -New Zealand,2016,7.226,10.623,0.937,72.800,0.927,0.266,0.278,0.833,0.207 -New Zealand,2017,7.327,10.633,0.955,73.000,0.942,0.294,0.222,0.817,0.172 -New Zealand,2018,7.370,10.660,0.954,73.200,0.949,0.120,0.207,0.845,0.168 -New Zealand,2019,7.205,10.666,0.939,73.400,0.912,0.157,0.234,0.816,0.191 -New Zealand,2020,7.257,10.600,0.952,73.600,0.918,0.125,0.283,0.849,0.209 -Nicaragua,2006,4.460,8.398,0.877,64.140,0.745,0.010,0.844,0.779,0.294 -Nicaragua,2007,4.944,8.434,0.866,64.480,0.836,0.140,0.826,0.810,0.287 -Nicaragua,2008,5.104,8.454,0.857,64.820,0.791,0.076,0.819,0.784,0.289 -Nicaragua,2009,5.353,8.407,0.835,65.160,0.746,0.070,0.794,0.781,0.299 -Nicaragua,2010,5.687,8.436,0.863,65.500,0.792,0.018,0.802,0.805,0.268 -Nicaragua,2011,5.386,8.484,0.800,65.720,0.779,-0.020,0.760,0.791,0.309 -Nicaragua,2012,5.448,8.534,0.894,65.940,0.850,0.017,0.644,0.803,0.255 -Nicaragua,2013,5.772,8.569,0.868,66.160,0.859,0.039,0.636,0.839,0.271 -Nicaragua,2014,6.275,8.602,0.839,66.380,0.817,0.104,0.699,0.813,0.334 -Nicaragua,2015,5.924,8.636,0.827,66.600,0.809,0.077,0.728,0.797,0.346 -Nicaragua,2016,6.013,8.668,0.853,66.900,0.717,0.039,0.731,0.805,0.380 -Nicaragua,2017,6.476,8.700,0.838,67.200,0.922,0.010,0.673,0.850,0.308 -Nicaragua,2018,5.819,8.647,0.854,67.500,0.797,0.009,0.713,0.793,0.408 -Nicaragua,2019,6.113,8.595,0.874,67.800,0.883,0.029,0.622,0.835,0.337 -Niger,2006,3.737,6.888,0.677,46.360,0.750,0.076,0.755,0.755,0.179 -Niger,2007,4.277,6.881,0.726,47.120,0.584,-0.056,0.748,0.706,0.158 -Niger,2008,4.236,6.918,0.607,47.880,0.649,-0.055,0.749,0.650,0.194 -Niger,2009,4.267,6.898,0.771,48.640,0.880,-0.009,0.483,0.730,0.115 -Niger,2010,4.101,6.941,0.655,49.400,0.817,-0.023,0.529,0.745,0.126 -Niger,2011,4.556,6.925,0.818,49.920,0.780,-0.055,0.549,0.700,0.166 -Niger,2012,3.798,6.987,0.700,50.440,0.734,-0.064,0.777,0.603,0.142 -Niger,2013,3.716,7.002,0.696,50.960,0.825,-0.077,0.711,0.650,0.208 -Niger,2014,4.181,7.027,0.753,51.480,0.688,-0.046,0.605,0.678,0.205 -Niger,2015,3.671,7.030,0.713,52.000,0.728,-0.032,0.703,0.682,0.218 -Niger,2016,4.235,7.047,0.683,52.500,0.702,-0.016,0.814,0.675,0.325 -Niger,2017,4.616,7.058,0.582,53.000,0.684,-0.030,0.778,0.731,0.427 -Niger,2018,5.164,7.087,0.612,53.500,0.791,0.009,0.637,0.771,0.503 -Niger,2019,5.004,7.106,0.677,54.000,0.831,0.026,0.729,0.816,0.304 -Nigeria,2006,4.710,8.326,0.735,44.120,0.649,0.085,0.871,0.781,0.178 -Nigeria,2007,4.890,8.364,0.718,44.640,0.635,0.136,0.918,0.826,0.141 -Nigeria,2008,4.939,8.403,0.780,45.160,0.584,0.119,0.892,0.740,0.244 -Nigeria,2009,4.980,8.453,0.722,45.680,0.537,0.067,0.913,0.745,0.225 -Nigeria,2010,4.760,8.504,0.824,46.200,0.565,0.067,0.911,0.782,0.190 -Nigeria,2012,5.493,8.543,0.818,47.120,0.652,0.066,0.900,0.811,0.209 -Nigeria,2013,4.818,8.581,0.663,47.580,0.622,0.051,0.905,0.638,0.286 -Nigeria,2015,4.933,8.615,0.812,48.500,0.680,-0.035,0.926,0.717,0.251 -Nigeria,2016,5.220,8.573,0.805,48.900,0.798,0.043,0.905,0.732,0.252 -Nigeria,2017,5.322,8.555,0.733,49.300,0.826,0.124,0.835,0.725,0.236 -Nigeria,2018,5.252,8.548,0.741,49.700,0.790,-0.010,0.866,0.805,0.256 -Nigeria,2019,4.356,8.544,0.734,50.100,0.729,0.032,0.873,0.715,0.245 -Nigeria,2020,5.503,8.484,0.739,50.500,0.713,0.099,0.913,0.744,0.316 -North Cyprus,2012,5.463,,0.871,,0.693,,0.855,0.709,0.405 -North Cyprus,2013,5.567,,0.869,,0.775,,0.715,0.622,0.443 -North Cyprus,2014,5.786,,0.802,,0.830,,0.692,0.724,0.311 -North Cyprus,2015,5.843,,0.791,,0.785,,0.659,0.702,0.319 -North Cyprus,2016,5.827,,0.808,,0.796,,0.670,0.644,0.346 -North Cyprus,2018,5.608,,0.837,,0.797,,0.614,0.480,0.262 -North Cyprus,2019,5.467,,0.803,,0.793,,0.640,0.494,0.296 -North Macedonia,2007,4.494,9.416,0.811,64.095,0.439,0.080,0.870,0.603,0.251 -North Macedonia,2009,4.428,9.464,0.734,64.349,0.552,-0.042,0.844,0.576,0.370 -North Macedonia,2010,4.180,9.496,0.687,64.502,0.513,-0.058,0.856,0.567,0.314 -North Macedonia,2011,4.898,9.518,0.784,64.661,0.607,-0.087,0.865,0.588,0.363 -North Macedonia,2012,4.640,9.513,0.798,64.811,0.613,-0.084,0.920,0.642,0.422 -North Macedonia,2013,5.186,9.541,0.832,64.942,0.641,0.025,0.861,0.578,0.331 -North Macedonia,2014,5.204,9.576,0.793,65.053,0.645,0.035,0.861,0.637,0.307 -North Macedonia,2015,4.976,9.613,0.766,65.145,0.660,-0.047,0.824,0.620,0.299 -North Macedonia,2016,5.346,9.640,0.871,65.225,0.706,0.080,0.870,0.639,0.292 -North Macedonia,2017,5.234,9.650,0.800,65.303,0.752,-0.059,0.856,0.502,0.299 -North Macedonia,2018,5.240,9.677,0.849,65.389,0.745,-0.041,0.910,0.590,0.298 -North Macedonia,2019,5.015,9.711,0.815,65.474,0.725,0.024,0.923,0.576,0.304 -North Macedonia,2020,5.054,9.690,0.750,65.560,0.787,0.131,0.877,0.605,0.365 -Norway,2006,7.416,11.031,0.959,71.320,0.960,0.109,0.397,0.832,0.197 -Norway,2008,7.632,11.042,0.936,71.560,0.947,0.018,0.503,0.792,0.155 -Norway,2012,7.678,11.017,0.948,72.240,0.947,0.147,0.368,0.823,0.213 -Norway,2014,7.444,11.024,0.941,72.680,0.956,0.181,0.405,0.834,0.194 -Norway,2015,7.603,11.033,0.947,72.900,0.948,0.257,0.299,0.843,0.209 -Norway,2016,7.596,11.035,0.960,73.000,0.954,0.133,0.410,0.850,0.209 -Norway,2017,7.579,11.050,0.950,73.100,0.953,0.236,0.250,0.849,0.203 -Norway,2018,7.444,11.056,0.966,73.200,0.960,0.094,0.268,0.827,0.212 -Norway,2019,7.442,11.061,0.942,73.300,0.954,0.111,0.271,0.823,0.195 -Norway,2020,7.290,11.042,0.956,73.400,0.965,0.075,0.271,0.823,0.216 -Oman,2011,6.853,10.382,,65.500,0.916,0.025,,,0.295 -Pakistan,2005,5.225,8.218,0.591,54.200,0.630,,0.844,,0.237 -Pakistan,2007,5.671,8.277,0.479,55.000,0.396,0.089,0.794,0.683,0.310 -Pakistan,2008,4.414,8.271,0.373,55.400,0.335,0.100,0.848,0.655,0.321 -Pakistan,2009,5.208,8.277,0.522,55.800,0.388,0.077,0.874,0.639,0.349 -Pakistan,2010,5.786,8.270,0.571,56.200,0.364,0.300,0.852,0.651,0.372 -Pakistan,2011,5.267,8.276,0.510,56.420,0.376,0.030,0.857,0.628,0.358 -Pakistan,2012,5.132,8.289,0.542,56.640,0.367,0.165,0.842,0.665,0.332 -Pakistan,2013,5.138,8.311,0.607,56.860,0.448,0.100,0.792,0.598,0.274 -Pakistan,2014,5.436,8.336,0.552,57.080,0.543,0.140,0.677,0.585,0.295 -Pakistan,2015,4.823,8.361,0.562,57.300,0.587,0.085,0.717,0.575,0.329 -Pakistan,2016,5.549,8.394,0.627,57.700,0.634,0.095,0.793,0.648,0.332 -Pakistan,2017,5.831,8.428,0.690,58.100,0.713,0.045,0.714,0.586,0.308 -Pakistan,2018,5.472,8.464,0.685,58.500,0.773,0.069,0.799,0.567,0.377 -Pakistan,2019,4.443,8.453,0.617,58.900,0.685,0.124,0.776,0.581,0.424 -Palestinian Territories,2006,4.716,8.213,0.818,61.780,0.547,,0.858,0.497,0.431 -Palestinian Territories,2007,4.151,8.218,0.712,61.897,0.365,-0.080,0.844,0.566,0.412 -Palestinian Territories,2008,4.386,8.276,0.666,62.015,0.358,-0.070,0.753,0.571,0.403 -Palestinian Territories,2009,4.470,8.329,0.738,62.132,0.468,-0.085,0.797,0.544,0.466 -Palestinian Territories,2010,4.703,8.383,0.822,62.250,0.504,-0.117,0.752,0.628,0.381 -Palestinian Territories,2011,4.751,8.474,0.751,,0.522,-0.127,0.750,0.567,0.388 -Palestinian Territories,2012,4.647,8.531,0.782,,0.542,-0.153,0.730,0.616,0.379 -Palestinian Territories,2013,4.844,8.489,0.761,,0.454,-0.150,0.780,0.594,0.365 -Palestinian Territories,2014,4.722,8.457,0.775,,0.657,-0.147,0.804,0.565,0.380 -Palestinian Territories,2015,4.695,8.480,0.766,,0.556,-0.153,0.774,0.594,0.369 -Palestinian Territories,2016,4.907,8.498,0.818,,0.608,-0.129,0.812,0.593,0.378 -Palestinian Territories,2017,4.628,8.485,0.824,,0.632,-0.163,0.831,0.597,0.416 -Palestinian Territories,2018,4.554,,0.819,,0.655,,0.814,0.610,0.419 -Palestinian Territories,2019,4.483,,0.833,,0.653,,0.829,0.625,0.400 -Panama,2006,6.128,9.764,0.951,67.900,0.882,-0.047,0.912,0.845,0.232 -Panama,2007,6.894,9.859,0.937,68.000,0.640,0.083,0.915,0.820,0.149 -Panama,2008,6.931,9.935,0.922,68.100,0.707,0.060,0.881,0.819,0.150 -Panama,2009,7.034,9.930,0.905,68.200,0.721,0.014,0.889,0.883,0.144 -Panama,2010,7.321,9.969,0.928,68.300,0.755,-0.009,0.880,0.888,0.146 -Panama,2011,7.248,10.059,0.876,68.500,0.829,0.009,0.840,0.885,0.180 -Panama,2012,6.860,10.135,0.897,68.700,0.783,-0.002,0.796,0.869,0.207 -Panama,2013,6.866,10.184,0.896,68.900,0.811,0.018,0.814,0.869,0.226 -Panama,2014,6.631,10.217,0.873,69.100,0.894,0.002,0.847,0.808,0.254 -Panama,2015,6.606,10.255,0.883,69.300,0.847,-0.007,0.810,0.801,0.264 -Panama,2016,6.118,10.287,0.882,69.400,0.884,-0.102,0.837,0.858,0.244 -Panama,2017,6.568,10.324,0.912,69.500,0.900,-0.170,0.841,0.833,0.242 -Panama,2018,6.281,10.343,0.904,69.600,0.861,-0.131,0.837,0.884,0.223 -Panama,2019,6.086,10.356,0.886,69.700,0.883,-0.199,0.869,0.878,0.244 -Paraguay,2006,4.730,9.088,0.895,63.620,0.691,0.066,0.841,0.816,0.303 -Paraguay,2007,5.272,9.126,0.863,63.840,0.699,0.132,0.930,0.867,0.219 -Paraguay,2008,5.570,9.174,0.889,64.060,0.649,0.057,0.891,0.849,0.259 -Paraguay,2009,5.576,9.158,0.900,64.280,0.718,0.027,0.857,0.832,0.186 -Paraguay,2010,5.841,9.250,0.889,64.500,0.726,0.076,0.780,0.855,0.176 -Paraguay,2011,5.677,9.278,0.869,64.620,0.666,0.191,0.756,0.810,0.190 -Paraguay,2012,5.820,9.259,0.931,64.740,0.748,0.200,0.774,0.837,0.213 -Paraguay,2013,5.936,9.326,0.939,64.860,0.909,0.046,0.903,0.919,0.224 -Paraguay,2014,5.119,9.360,0.959,64.980,0.759,-0.002,0.762,0.944,0.216 -Paraguay,2015,5.560,9.377,0.914,65.100,0.806,-0.008,0.863,0.866,0.219 -Paraguay,2016,5.801,9.406,0.940,65.300,0.854,-0.071,0.756,0.925,0.197 -Paraguay,2017,5.713,9.441,0.902,65.500,0.891,0.003,0.810,0.903,0.232 -Paraguay,2019,5.653,9.448,0.892,65.900,0.876,0.028,0.882,0.858,0.275 -Peru,2006,4.811,8.989,0.875,65.340,0.668,-0.071,0.895,0.697,0.420 -Peru,2007,5.214,9.063,0.756,65.580,0.638,-0.078,0.931,0.758,0.361 -Peru,2008,5.129,9.142,0.777,65.820,0.638,-0.067,0.896,0.763,0.354 -Peru,2009,5.519,9.145,0.799,66.060,0.638,-0.079,0.880,0.811,0.320 -Peru,2010,5.613,9.217,0.812,66.300,0.757,-0.060,0.881,0.800,0.330 -Peru,2011,5.892,9.270,0.756,66.480,0.773,-0.123,0.824,0.780,0.331 -Peru,2012,5.825,9.322,0.764,66.660,0.703,-0.079,0.867,0.757,0.398 -Peru,2013,5.783,9.369,0.797,66.840,0.703,-0.066,0.870,0.778,0.390 -Peru,2014,5.866,9.382,0.819,67.020,0.722,-0.136,0.878,0.759,0.319 -Peru,2015,5.577,9.402,0.798,67.200,0.802,-0.090,0.884,0.754,0.378 -Peru,2016,5.701,9.426,0.803,67.500,0.830,-0.134,0.866,0.822,0.338 -Peru,2017,5.711,9.434,0.830,67.800,0.827,-0.154,0.895,0.789,0.394 -Peru,2018,5.680,9.456,0.845,68.100,0.830,-0.178,0.906,0.809,0.380 -Peru,2019,5.999,9.461,0.809,68.400,0.815,-0.130,0.874,0.820,0.375 -Philippines,2006,4.670,8.562,0.795,59.800,0.828,0.063,0.841,0.832, -Philippines,2007,5.074,8.608,0.801,60.000,0.852,-0.022,0.880,0.784,0.378 -Philippines,2008,4.589,8.634,0.798,60.200,0.861,0.083,0.817,0.805,0.384 -Philippines,2009,4.880,8.632,0.775,60.400,0.874,0.004,0.805,0.846,0.311 -Philippines,2010,4.942,8.686,0.805,60.600,0.893,0.033,0.812,0.876,0.294 -Philippines,2011,4.994,8.707,0.789,60.800,0.883,0.073,0.783,0.851,0.358 -Philippines,2012,5.002,8.756,0.813,61.000,0.914,0.053,0.771,0.865,0.351 -Philippines,2013,4.977,8.805,0.846,61.200,0.907,0.021,0.756,0.799,0.332 -Philippines,2014,5.313,8.850,0.813,61.400,0.902,-0.015,0.787,0.813,0.334 -Philippines,2015,5.547,8.896,0.854,61.600,0.912,-0.051,0.755,0.805,0.351 -Philippines,2016,5.431,8.950,0.821,61.700,0.908,-0.071,0.792,0.821,0.290 -Philippines,2017,5.594,9.002,0.851,61.800,0.926,-0.141,0.711,0.769,0.341 -Philippines,2018,5.869,9.050,0.846,61.900,0.918,-0.108,0.726,0.773,0.393 -Philippines,2019,6.268,9.095,0.845,62.000,0.910,-0.083,0.748,0.781,0.341 -Philippines,2020,5.080,9.061,0.781,62.100,0.932,-0.116,0.744,0.804,0.327 -Poland,2005,5.587,9.849,0.922,66.300,0.782,,0.983,0.715,0.282 -Poland,2007,5.886,9.978,0.913,66.700,0.772,-0.047,0.925,0.760,0.238 -Poland,2009,5.772,10.047,0.917,67.100,0.821,0.073,0.898,0.690,0.246 -Poland,2010,5.887,10.085,0.955,67.300,0.795,0.002,0.905,0.737,0.234 -Poland,2011,5.646,10.133,0.905,67.460,0.868,-0.067,0.908,0.725,0.224 -Poland,2012,5.876,10.149,0.936,67.620,0.811,-0.027,0.888,0.787,0.267 -Poland,2013,5.746,10.164,0.912,67.780,0.776,-0.137,0.916,0.784,0.242 -Poland,2014,5.750,10.197,0.924,67.940,0.875,-0.064,0.898,0.777,0.223 -Poland,2015,6.007,10.235,0.893,68.100,0.793,-0.093,0.810,0.734,0.240 -Poland,2016,6.162,10.266,0.917,68.500,0.871,-0.091,0.848,0.777,0.224 -Poland,2017,6.201,10.314,0.882,68.900,0.831,-0.122,0.639,0.677,0.203 -Poland,2018,6.111,10.366,0.863,69.300,0.870,-0.254,0.720,0.742,0.176 -Poland,2019,6.242,10.407,0.878,69.700,0.883,-0.231,0.696,0.725,0.168 -Poland,2020,6.139,10.371,0.953,70.100,0.767,-0.007,0.787,0.760,0.329 -Portugal,2006,5.405,10.360,0.905,69.840,0.882,-0.179,0.880,0.709,0.333 -Portugal,2008,5.717,10.384,0.886,70.320,0.646,-0.217,0.933,0.703,0.309 -Portugal,2010,5.095,10.368,0.864,70.800,0.721,-0.106,0.948,0.742,0.265 -Portugal,2011,5.220,10.353,0.856,71.000,0.875,-0.173,0.962,0.725,0.279 -Portugal,2012,4.994,10.315,0.866,71.200,0.774,-0.097,0.959,0.729,0.370 -Portugal,2013,5.158,10.312,0.867,71.400,0.788,-0.118,0.946,0.700,0.348 -Portugal,2014,5.127,10.325,0.862,71.600,0.847,-0.126,0.941,0.705,0.358 -Portugal,2015,5.081,10.347,0.866,71.800,0.800,-0.163,0.941,0.657,0.371 -Portugal,2016,5.447,10.370,0.905,72.000,0.838,-0.225,0.922,0.684,0.326 -Portugal,2017,5.711,10.407,0.900,72.200,0.905,-0.176,0.881,0.649,0.294 -Portugal,2018,5.920,10.434,0.887,72.400,0.877,-0.261,0.880,0.679,0.318 -Portugal,2019,6.095,10.457,0.876,72.600,0.882,-0.234,0.915,0.710,0.300 -Portugal,2020,5.768,10.371,0.875,72.800,0.913,-0.238,0.867,0.648,0.383 -Qatar,2009,6.418,11.456,0.894,66.580,0.865,0.235,0.184,0.678,0.258 -Qatar,2010,6.850,11.520,,66.700,,0.104,,, -Qatar,2011,6.592,11.553,0.857,67.020,0.905,0.012,,0.761,0.328 -Qatar,2012,6.611,11.523,0.838,67.340,0.924,0.162,,0.766,0.322 -Qatar,2015,6.375,11.486,,68.300,,,,, -Romania,2005,5.049,9.724,0.838,64.000,0.800,,0.957,0.642,0.346 -Romania,2007,5.394,9.892,0.736,64.480,0.686,-0.188,0.949,0.644,0.277 -Romania,2009,5.368,9.949,0.812,64.960,0.606,-0.196,0.967,0.548,0.270 -Romania,2010,4.909,9.915,0.689,65.200,0.566,-0.085,0.974,0.596,0.344 -Romania,2011,5.023,9.940,0.753,65.420,0.650,-0.140,0.964,0.543,0.294 -Romania,2012,5.167,9.965,0.740,65.640,0.645,-0.112,0.959,0.556,0.343 -Romania,2013,5.082,10.004,0.778,65.860,0.655,-0.129,0.952,0.640,0.329 -Romania,2014,5.727,10.041,0.753,66.080,0.754,-0.100,0.958,0.654,0.331 -Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.141,0.962,0.714,0.312 -Romania,2016,5.969,10.136,0.809,66.600,0.822,-0.115,0.949,0.694,0.258 -Romania,2017,6.090,10.211,0.811,66.900,0.839,-0.160,0.926,0.734,0.231 -Romania,2018,6.151,10.260,0.818,67.200,0.845,-0.217,0.921,0.735,0.298 -Romania,2019,6.130,10.306,0.842,67.500,0.848,-0.221,0.954,0.697,0.244 -Russia,2006,4.964,9.991,0.895,58.680,0.643,-0.307,0.935,0.611,0.232 -Russia,2007,5.223,10.074,0.885,59.260,0.593,-0.284,0.933,0.623,0.193 -Russia,2008,5.619,10.125,0.882,59.840,0.643,-0.305,0.924,0.594,0.166 -Russia,2009,5.158,10.044,0.908,60.420,0.617,-0.283,0.954,0.566,0.169 -Russia,2010,5.385,10.087,0.909,61.000,0.613,-0.296,0.937,0.589,0.171 -Russia,2011,5.389,10.129,0.883,61.420,0.626,-0.279,0.935,0.601,0.165 -Russia,2012,5.621,10.166,0.901,61.840,0.609,-0.293,0.938,0.611,0.174 -Russia,2013,5.537,10.182,0.881,62.260,0.661,-0.289,0.934,0.680,0.180 -Russia,2014,6.037,10.171,0.932,62.680,0.744,-0.265,0.869,0.688,0.151 -Russia,2015,5.996,10.149,0.924,63.100,0.685,-0.171,0.913,0.679,0.130 -Russia,2016,5.855,10.149,0.911,63.500,0.714,-0.181,0.925,0.636,0.142 -Russia,2017,5.579,10.166,0.896,63.900,0.731,-0.145,0.862,0.710,0.195 -Russia,2018,5.514,10.191,0.909,64.300,0.729,-0.147,0.865,0.673,0.199 -Russia,2019,5.441,10.205,0.910,64.700,0.715,-0.116,0.848,0.691,0.200 -Russia,2020,5.495,10.162,0.887,65.100,0.714,-0.071,0.823,0.645,0.190 -Rwanda,2006,4.215,7.111,0.718,49.880,0.915,,0.299,0.735,0.189 -Rwanda,2008,4.363,7.239,0.486,53.040,0.752,0.017,0.286,0.643,0.221 -Rwanda,2009,4.030,7.273,0.559,54.620,0.766,-0.001,0.410,0.678,0.112 -Rwanda,2011,4.097,7.369,0.570,56.820,0.829,-0.039,0.161,0.665,0.154 -Rwanda,2012,3.333,7.428,0.637,57.440,0.835,-0.012,0.081,0.703,0.132 -Rwanda,2013,3.466,7.449,0.750,58.060,0.904,-0.028,0.117,0.760,0.167 -Rwanda,2014,3.596,7.484,0.748,58.680,0.894,-0.023,0.078,0.763,0.134 -Rwanda,2015,3.483,7.544,0.678,59.300,0.908,0.025,0.095,0.721,0.206 -Rwanda,2016,3.333,7.576,0.665,59.900,0.911,0.025,0.159,0.752,0.285 -Rwanda,2017,3.108,7.588,0.517,60.500,0.908,0.051,0.214,0.762,0.358 -Rwanda,2018,3.561,7.644,0.616,61.100,0.924,0.057,0.164,0.793,0.308 -Rwanda,2019,3.268,7.708,0.489,61.700,0.869,0.064,0.168,0.736,0.418 -Saudi Arabia,2005,7.080,10.699,0.868,63.500,,,0.505,0.730,0.243 -Saudi Arabia,2007,7.267,10.689,0.892,63.860,0.622,0.005,,0.772,0.232 -Saudi Arabia,2008,6.811,10.722,0.823,64.040,0.532,-0.022,0.508,0.710,0.202 -Saudi Arabia,2009,6.148,10.673,0.921,64.220,0.639,-0.110,0.445,0.742,0.319 -Saudi Arabia,2010,6.307,10.693,0.880,64.400,0.678,-0.033,,0.645,0.297 -Saudi Arabia,2011,6.700,10.758,0.830,64.600,0.603,-0.142,,0.726,0.240 -Saudi Arabia,2012,6.396,10.779,0.867,64.800,0.560,-0.120,,0.715,0.225 -Saudi Arabia,2013,6.495,10.776,0.827,65.000,0.661,-0.081,,0.744,0.276 -Saudi Arabia,2014,6.278,10.783,0.818,65.200,0.762,-0.073,,0.705,0.313 -Saudi Arabia,2015,6.345,10.798,0.820,65.400,0.820,-0.045,,0.724,0.327 -Saudi Arabia,2016,6.474,10.792,0.890,65.700,0.774,-0.132,,0.793,0.266 -Saudi Arabia,2017,6.294,10.764,0.840,66.000,0.814,-0.131,,0.775,0.306 -Saudi Arabia,2018,6.356,10.771,0.868,66.300,0.855,-0.192,,0.764,0.288 -Saudi Arabia,2019,6.561,10.757,0.912,66.600,0.891,-0.147,,0.732,0.238 -Saudi Arabia,2020,6.560,10.701,0.890,66.900,0.884,-0.111,,0.754,0.251 -Senegal,2006,4.417,7.881,0.760,53.380,0.736,-0.051,0.805,0.740,0.225 -Senegal,2007,4.680,7.903,0.718,54.060,0.698,-0.002,0.827,0.714,0.199 -Senegal,2008,4.683,7.916,0.756,54.740,0.612,-0.030,0.879,0.673,0.252 -Senegal,2009,4.335,7.909,0.810,55.420,0.557,-0.036,0.918,0.757,0.228 -Senegal,2010,4.372,7.917,0.760,56.100,0.777,-0.077,0.851,0.769,0.143 -Senegal,2011,3.834,7.904,0.602,56.560,0.641,-0.160,0.870,0.752,0.180 -Senegal,2012,3.669,7.926,0.711,57.020,0.668,-0.036,0.852,0.771,0.214 -Senegal,2013,3.647,7.926,0.823,57.480,0.636,-0.052,0.837,0.680,0.165 -Senegal,2014,4.395,7.961,0.856,57.940,0.692,-0.045,0.700,0.725,0.157 -Senegal,2015,4.617,7.995,0.702,58.400,0.720,-0.111,0.765,0.711,0.208 -Senegal,2016,4.595,8.029,0.839,58.800,0.744,-0.086,0.794,0.784,0.245 -Senegal,2017,4.683,8.072,0.744,59.200,0.687,-0.044,0.825,0.746,0.291 -Senegal,2018,4.769,8.106,0.739,59.600,0.629,-0.074,0.805,0.714,0.247 -Senegal,2019,5.489,8.130,0.688,60.000,0.759,-0.019,0.796,0.789,0.332 -Serbia,2007,4.750,9.532,0.844,65.600,0.453,-0.165,0.905,0.576,0.334 -Serbia,2009,4.380,9.568,0.770,66.000,0.373,-0.178,0.961,0.544,0.435 -Serbia,2010,4.461,9.579,0.726,66.200,0.463,-0.170,0.965,0.532,0.415 -Serbia,2011,4.815,9.607,0.773,66.360,0.440,-0.185,0.977,0.545,0.410 -Serbia,2012,5.155,9.605,0.819,66.520,0.461,-0.130,0.952,0.514,0.371 -Serbia,2013,5.102,9.638,0.828,66.680,0.533,-0.100,0.908,0.529,0.403 -Serbia,2014,5.113,9.627,0.783,66.840,0.532,0.072,0.912,0.498,0.326 -Serbia,2015,5.318,9.649,0.816,67.000,0.546,-0.062,0.859,0.496,0.303 -Serbia,2016,5.753,9.688,0.895,67.400,0.614,-0.068,0.890,0.535,0.298 -Serbia,2017,5.122,9.713,0.884,67.800,0.685,-0.077,0.851,0.510,0.326 -Serbia,2018,5.936,9.762,0.853,68.200,0.740,-0.100,0.864,0.559,0.296 -Serbia,2019,6.241,9.808,0.903,68.600,0.753,-0.040,0.813,0.509,0.242 -Serbia,2020,6.042,9.788,0.852,69.000,0.843,0.149,0.824,0.603,0.358 -Sierra Leone,2006,3.628,7.136,0.561,40.300,0.679,0.101,0.836,0.505,0.381 -Sierra Leone,2007,3.585,7.187,0.686,41.200,0.720,0.248,0.830,0.582,0.290 -Sierra Leone,2008,2.997,7.215,0.591,42.100,0.716,0.148,0.925,0.534,0.370 -Sierra Leone,2010,4.134,7.254,0.812,43.900,0.726,0.012,0.910,0.514,0.290 -Sierra Leone,2011,4.502,7.292,0.782,44.320,0.770,0.005,0.855,0.446,0.300 -Sierra Leone,2013,4.514,7.577,0.708,45.160,0.720,-0.071,0.856,0.521,0.423 -Sierra Leone,2014,4.500,7.600,0.869,45.580,0.681,0.034,0.786,0.570,0.334 -Sierra Leone,2015,4.909,7.347,0.611,46.000,0.624,0.050,0.825,0.625,0.414 -Sierra Leone,2016,4.733,7.384,0.657,47.600,0.681,0.106,0.863,0.584,0.456 -Sierra Leone,2017,4.090,7.404,0.652,49.200,0.711,0.079,0.848,0.600,0.495 -Sierra Leone,2018,4.306,7.417,0.650,50.800,0.716,0.095,0.856,0.552,0.466 -Sierra Leone,2019,3.447,7.449,0.611,52.400,0.718,0.074,0.874,0.513,0.438 -Singapore,2006,6.463,11.168,0.904,73.600,0.757,0.138,,0.751,0.267 -Singapore,2007,6.834,11.212,0.921,73.900,0.867,0.293,0.064,0.700,0.114 -Singapore,2008,6.642,11.178,0.845,74.200,0.661,0.046,0.066,0.721,0.256 -Singapore,2009,6.145,11.149,0.866,74.500,0.776,-0.075,0.035,0.500,0.208 -Singapore,2010,6.531,11.267,0.864,74.800,0.846,-0.018,0.060,0.602,0.131 -Singapore,2011,6.561,11.307,0.904,75.020,0.822,-0.149,0.099,0.483,0.144 -Singapore,2013,6.533,11.357,0.808,75.460,0.827,0.115,0.242,0.770,0.148 -Singapore,2014,7.062,11.383,0.822,75.680,0.835,0.154,0.133,0.841,0.180 -Singapore,2015,6.620,11.400,0.866,75.900,0.887,0.150,0.099,0.803,0.142 -Singapore,2016,6.033,11.419,0.925,76.200,0.904,0.143,0.047,0.824,0.111 -Singapore,2017,6.378,11.461,0.897,76.500,0.926,0.136,0.162,0.800,0.179 -Singapore,2018,6.375,11.490,0.903,76.800,0.916,-0.066,0.097,0.787,0.107 -Singapore,2019,6.378,11.486,0.925,77.100,0.938,0.027,0.070,0.723,0.138 -Slovakia,2006,5.265,10.015,0.954,66.000,0.542,-0.050,0.946,0.678,0.308 -Slovakia,2010,6.052,10.169,0.920,66.800,0.636,-0.101,0.907,0.666,0.277 -Slovakia,2011,5.945,10.196,0.917,67.040,0.727,0.010,0.907,0.637,0.287 -Slovakia,2012,5.911,10.213,0.926,67.280,0.620,-0.028,0.907,0.656,0.302 -Slovakia,2013,5.937,10.218,0.909,67.520,0.598,-0.051,0.915,0.698,0.277 -Slovakia,2014,6.139,10.244,0.924,67.760,0.635,-0.126,0.914,0.703,0.267 -Slovakia,2015,6.162,10.291,0.943,68.000,0.587,-0.128,0.928,0.714,0.269 -Slovakia,2016,5.993,10.310,0.945,68.300,0.700,-0.061,0.917,0.774,0.232 -Slovakia,2017,6.366,10.339,0.913,68.600,0.714,-0.055,0.920,0.788,0.213 -Slovakia,2018,6.235,10.376,0.922,68.900,0.758,-0.167,0.910,0.754,0.253 -Slovakia,2019,6.243,10.398,0.933,69.200,0.771,-0.129,0.926,0.750,0.252 -Slovakia,2020,6.519,10.332,0.954,69.500,0.762,-0.075,0.901,0.764,0.274 -Slovenia,2006,5.811,10.403,0.936,68.000,0.936,0.043,0.708,0.652,0.307 -Slovenia,2009,5.830,10.410,0.919,68.900,0.896,-0.019,0.804,0.641,0.303 -Slovenia,2010,6.083,10.419,0.917,69.200,0.896,0.029,0.845,0.671,0.295 -Slovenia,2011,6.036,10.426,0.931,69.400,0.907,-0.025,0.893,0.652,0.285 -Slovenia,2012,6.063,10.397,0.925,69.600,0.904,-0.020,0.891,0.656,0.284 -Slovenia,2013,5.975,10.385,0.932,69.800,0.890,0.036,0.918,0.635,0.274 -Slovenia,2014,5.678,10.412,0.908,70.000,0.888,0.052,0.909,0.620,0.291 -Slovenia,2015,5.741,10.433,0.901,70.200,0.896,0.008,0.892,0.659,0.261 -Slovenia,2016,5.937,10.463,0.934,70.500,0.904,-0.055,0.838,0.626,0.272 -Slovenia,2017,6.167,10.509,0.928,70.800,0.921,-0.025,0.829,0.615,0.286 -Slovenia,2018,6.249,10.546,0.941,71.100,0.942,-0.119,0.839,0.644,0.275 -Slovenia,2019,6.665,10.563,0.949,71.400,0.945,-0.102,0.785,0.679,0.228 -Slovenia,2020,6.462,10.478,0.953,71.700,0.958,-0.081,0.797,0.610,0.314 -Somalia,2014,5.528,,0.611,49.600,0.874,,0.456,0.834,0.207 -Somalia,2015,5.354,,0.599,50.100,0.968,,0.410,0.901,0.187 -Somalia,2016,4.668,,0.594,50.000,0.917,,0.441,0.891,0.193 -Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.819,0.112 -Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.769,0.083 -Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.749,0.122 -Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.735,0.152 -South Africa,2006,5.084,9.386,0.913,48.020,0.649,-0.084,,0.802,0.223 -South Africa,2007,5.204,9.426,0.788,48.640,0.690,-0.158,0.859,0.735,0.210 -South Africa,2008,5.346,9.444,0.810,49.260,0.749,-0.095,0.866,0.773,0.206 -South Africa,2009,5.218,9.414,0.877,49.880,0.739,-0.154,0.904,0.727,0.231 -South Africa,2010,4.652,9.430,0.917,50.500,0.739,-0.202,0.791,0.794,0.124 -South Africa,2011,4.931,9.447,0.858,51.460,0.835,-0.154,0.819,0.763,0.230 -South Africa,2012,5.134,9.453,0.907,52.420,0.590,-0.163,0.838,0.761,0.178 -South Africa,2013,3.661,9.461,0.839,53.380,0.714,-0.077,0.800,0.773,0.167 -South Africa,2014,4.828,9.464,0.881,54.340,0.794,-0.117,0.820,0.798,0.243 -South Africa,2015,4.887,9.460,0.898,55.300,0.862,-0.127,0.853,0.781,0.161 -South Africa,2016,4.770,9.450,0.875,55.700,0.774,-0.070,0.813,0.786,0.301 -South Africa,2017,4.514,9.450,0.870,56.100,0.787,-0.129,0.865,0.785,0.268 -South Africa,2018,4.884,9.444,0.841,56.500,0.753,-0.050,0.841,0.812,0.283 -South Africa,2019,5.035,9.432,0.848,56.900,0.738,-0.134,0.820,0.801,0.268 -South Africa,2020,4.947,9.332,0.891,57.300,0.757,-0.015,0.912,0.820,0.294 -South Korea,2006,5.332,10.310,0.775,70.200,0.715,-0.052,0.799,0.651,0.338 -South Korea,2007,5.767,10.361,0.827,70.500,0.656,-0.059,0.803,0.690,0.226 -South Korea,2008,5.390,10.383,0.754,70.800,0.524,-0.102,0.771,0.643,0.239 -South Korea,2009,5.648,10.386,0.811,71.100,0.600,-0.096,0.787,0.697,0.209 -South Korea,2010,6.116,10.447,0.816,71.400,0.677,-0.033,0.752,0.662,0.130 -South Korea,2011,6.947,10.475,0.809,71.660,0.682,-0.048,0.827,0.656,0.168 -South Korea,2012,6.003,10.494,0.775,71.920,0.618,,0.844,0.664,0.206 -South Korea,2013,5.959,10.520,0.797,72.180,0.642,-0.050,0.832,0.676,0.189 -South Korea,2014,5.801,10.546,0.738,72.440,0.623,-0.043,0.834,0.653,0.283 -South Korea,2015,5.780,10.568,0.768,72.700,0.616,-0.036,0.841,0.650,0.244 -South Korea,2016,5.971,10.593,0.811,73.000,0.591,0.026,0.862,0.676,0.233 -South Korea,2017,5.874,10.621,0.807,73.300,0.538,0.014,0.851,0.623,0.235 -South Korea,2018,5.840,10.643,0.798,73.600,0.600,-0.089,0.797,0.661,0.217 -South Korea,2019,5.903,10.661,0.783,73.900,0.706,-0.055,0.718,0.684,0.236 -South Korea,2020,5.793,10.648,0.808,74.200,0.711,-0.106,0.665,0.640,0.247 -South Sudan,2014,3.832,,0.545,49.840,0.567,,0.742,0.614,0.428 -South Sudan,2015,4.071,,0.585,50.200,0.512,,0.710,0.586,0.450 -South Sudan,2016,2.888,,0.532,50.600,0.440,,0.785,0.615,0.549 -South Sudan,2017,2.817,,0.557,51.000,0.456,,0.761,0.586,0.517 -Spain,2005,7.153,10.546,0.961,71.500,0.916,,0.777,0.776,0.241 -Spain,2007,6.995,10.587,0.957,72.060,0.782,-0.093,0.784,0.763,0.264 -Spain,2008,7.294,10.579,0.948,72.340,0.834,-0.150,0.683,0.772,0.260 -Spain,2009,6.199,10.532,0.929,72.620,0.749,-0.127,0.798,0.752,0.336 -Spain,2010,6.188,10.529,0.950,72.900,0.796,-0.138,0.840,0.724,0.322 -Spain,2011,6.518,10.518,0.944,73.020,0.819,-0.122,0.846,0.737,0.356 -Spain,2012,6.291,10.487,0.937,73.140,0.755,-0.059,0.844,0.749,0.366 -Spain,2013,6.150,10.476,0.929,73.260,0.759,-0.101,0.916,0.696,0.372 -Spain,2014,6.456,10.492,0.948,73.380,0.738,-0.028,0.854,0.716,0.335 -Spain,2015,6.381,10.531,0.956,73.500,0.732,-0.072,0.822,0.732,0.285 -Spain,2016,6.319,10.560,0.942,73.800,0.768,-0.048,0.819,0.653,0.301 -Spain,2017,6.230,10.586,0.903,74.100,0.756,-0.032,0.791,0.625,0.302 -Spain,2018,6.513,10.605,0.910,74.400,0.722,-0.075,0.777,0.659,0.357 -Spain,2019,6.457,10.618,0.949,74.700,0.778,-0.049,0.730,0.663,0.316 -Spain,2020,6.502,10.488,0.935,75.000,0.783,-0.121,0.730,0.686,0.317 -Sri Lanka,2006,4.345,8.912,0.864,65.780,0.724,0.062,0.838,0.757,0.216 -Sri Lanka,2007,4.415,8.970,0.838,65.860,0.736,0.110,0.847,0.709,0.220 -Sri Lanka,2008,4.431,9.021,0.816,65.940,0.834,0.163,0.861,0.790,0.153 -Sri Lanka,2009,4.212,9.049,0.830,66.020,0.799,0.306,0.690,0.770,0.172 -Sri Lanka,2010,3.977,9.119,0.814,66.100,0.738,0.259,0.769,0.823,0.163 -Sri Lanka,2011,4.181,9.193,0.842,66.200,0.823,0.145,0.760,0.825,0.175 -Sri Lanka,2012,4.225,9.279,0.824,66.300,0.800,0.161,0.823,0.864,0.197 -Sri Lanka,2013,4.365,9.305,0.809,66.400,0.834,0.268,0.842,0.860,0.208 -Sri Lanka,2014,4.268,9.344,0.805,66.500,0.868,0.299,0.791,0.843,0.187 -Sri Lanka,2015,4.612,9.383,0.863,66.600,0.902,0.319,0.859,0.848,0.235 -Sri Lanka,2017,4.331,9.440,0.823,67.000,0.827,0.094,0.844,0.795,0.270 -Sri Lanka,2018,4.435,9.462,0.833,67.200,0.859,0.106,0.856,0.831,0.302 -Sri Lanka,2019,4.213,9.479,0.815,67.400,0.824,0.051,0.863,0.816,0.315 -Sudan,2009,4.455,8.106,0.911,53.700,0.710,0.077,0.701,0.734,0.245 -Sudan,2010,4.435,8.076,0.855,54.000,0.648,-0.040,0.737,0.669,0.221 -Sudan,2011,4.314,8.204,0.818,54.280,0.583,-0.024,0.663,0.586,0.249 -Sudan,2012,4.550,8.296,0.813,54.560,0.412,-0.056,0.734,0.576,0.242 -Sudan,2014,4.139,8.317,0.811,55.120,0.390,-0.063,0.794,0.541,0.303 -Suriname,2012,6.269,9.797,0.797,62.240,0.885,-0.077,0.751,0.764,0.250 -Swaziland,2011,4.867,8.940,0.837,40.808,0.607,-0.067,0.917,0.821,0.251 -Swaziland,2018,4.212,9.060,0.779,50.353,0.710,-0.178,0.692,0.824,0.252 -Swaziland,2019,4.396,9.070,0.759,51.270,0.597,-0.191,0.724,0.778,0.280 -Sweden,2005,7.376,10.739,0.951,71.200,0.964,,,0.840,0.151 -Sweden,2007,7.241,10.806,0.917,71.480,0.910,0.146,0.289,0.796,0.177 -Sweden,2008,7.516,10.793,0.923,71.620,0.912,0.125,0.314,0.804,0.134 -Sweden,2009,7.266,10.740,0.903,71.760,0.864,0.221,0.292,0.820,0.151 -Sweden,2010,7.496,10.790,0.970,71.900,0.905,0.141,0.253,0.833,0.200 -Sweden,2011,7.382,10.814,0.921,71.980,0.941,0.161,0.269,0.815,0.179 -Sweden,2012,7.560,10.800,0.929,72.060,0.944,0.132,0.254,0.855,0.170 -Sweden,2013,7.434,10.804,0.916,72.140,0.936,0.159,0.324,0.829,0.184 -Sweden,2014,7.239,10.820,0.933,72.220,0.945,0.202,0.250,0.836,0.208 -Sweden,2015,7.289,10.853,0.929,72.300,0.935,0.211,0.232,0.818,0.191 -Sweden,2016,7.369,10.861,0.912,72.400,0.918,0.146,0.246,0.816,0.201 -Sweden,2017,7.287,10.873,0.914,72.500,0.935,0.170,0.239,0.814,0.175 -Sweden,2018,7.375,10.881,0.931,72.600,0.942,0.077,0.263,0.823,0.161 -Sweden,2019,7.398,10.882,0.934,72.700,0.942,0.091,0.250,0.826,0.202 -Sweden,2020,7.314,10.838,0.936,72.800,0.951,0.091,0.203,0.766,0.222 -Switzerland,2006,7.473,11.050,0.951,71.540,0.919,0.290,0.408,0.821,0.212 -Switzerland,2009,7.525,11.055,0.938,72.260,0.891,0.125,0.342,0.814,0.202 -Switzerland,2012,7.776,11.079,0.947,72.780,0.945,0.139,0.323,0.859,0.176 -Switzerland,2014,7.493,11.098,0.959,73.060,0.949,0.060,0.283,0.823,0.189 -Switzerland,2015,7.572,11.100,0.938,73.200,0.928,0.109,0.210,0.809,0.166 -Switzerland,2016,7.459,11.106,0.928,73.500,0.934,0.088,0.302,0.779,0.206 -Switzerland,2017,7.474,11.115,0.950,73.800,0.925,0.180,0.316,0.774,0.196 -Switzerland,2018,7.509,11.134,0.930,74.100,0.926,0.101,0.301,0.792,0.192 -Switzerland,2019,7.694,11.136,0.949,74.400,0.913,0.036,0.294,0.798,0.171 -Switzerland,2020,7.508,11.081,0.946,74.700,0.917,-0.064,0.280,0.769,0.193 -Syria,2008,5.323,8.652,0.712,63.900,0.661,0.122,0.680,0.609,0.338 -Syria,2009,4.979,8.654,0.842,64.000,0.748,0.082,0.688,0.574,0.292 -Syria,2010,4.465,8.729,0.934,64.100,0.647,0.008,0.743,0.558,0.225 -Syria,2011,4.038,8.727,0.576,62.320,0.530,0.131,0.741,0.599,0.496 -Syria,2012,3.164,8.563,0.588,60.540,0.467,0.316,0.673,0.464,0.705 -Syria,2013,2.688,8.396,0.585,58.760,0.455,0.225,0.663,0.387,0.622 -Syria,2015,3.462,8.442,0.464,55.200,0.448,0.045,0.685,0.369,0.643 -Taiwan Province of China,2006,6.189,10.613,0.882,68.680,0.630,-0.030,0.846,0.814,0.094 -Taiwan Province of China,2008,5.548,10.606,0.830,69.140,0.642,-0.017,0.785,0.794,0.169 -Taiwan Province of China,2010,6.229,10.691,0.831,69.600,0.677,0.005,0.821,0.845,0.136 -Taiwan Province of China,2011,6.309,10.705,0.863,,0.761,0.035,0.755,0.827,0.112 -Taiwan Province of China,2012,6.126,10.716,0.825,,0.698,0.022,0.803,0.821,0.140 -Taiwan Province of China,2013,6.340,10.750,0.817,,0.690,0.002,0.841,0.846,0.124 -Taiwan Province of China,2014,6.363,10.798,0.870,,0.693,0.092,0.866,0.849,0.108 -Taiwan Province of China,2015,6.450,10.842,0.885,,0.701,0.019,0.857,0.832,0.129 -Taiwan Province of China,2016,6.513,10.855,0.895,,0.719,-0.049,0.811,0.833,0.108 -Taiwan Province of China,2017,6.359,10.871,0.891,,0.760,-0.070,0.743,0.837,0.114 -Taiwan Province of China,2018,6.467,,0.896,,0.741,,0.736,0.848,0.093 -Taiwan Province of China,2019,6.537,,0.893,,0.814,,0.718,0.860,0.093 -Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.845,0.083 -Tajikistan,2006,4.613,7.554,0.724,60.640,0.702,-0.088,0.768,0.566,0.195 -Tajikistan,2007,4.432,7.609,0.727,61.080,0.818,0.000,0.659,0.694,0.133 -Tajikistan,2008,5.064,7.665,0.701,61.520,0.816,0.018,0.723,0.606,0.160 -Tajikistan,2009,4.575,7.682,0.676,61.960,0.744,0.001,0.792,0.605,0.203 -Tajikistan,2010,4.381,7.723,0.759,62.400,0.784,0.062,0.679,0.643,0.192 -Tajikistan,2011,4.263,7.772,0.751,62.560,0.776,-0.119,0.672,0.698,0.166 -Tajikistan,2012,4.497,7.821,0.729,62.720,0.749,-0.073,0.717,0.714,0.198 -Tajikistan,2013,4.967,7.870,0.701,62.880,0.693,0.063,0.764,0.677,0.170 -Tajikistan,2014,4.896,7.911,0.810,63.040,0.853,0.002,0.698,0.656,0.196 -Tajikistan,2015,5.124,7.945,0.844,63.200,0.847,0.022,0.742,0.689,0.196 -Tajikistan,2016,5.104,7.987,0.857,63.500,0.703,0.010,0.632,0.644,0.220 -Tajikistan,2017,5.829,8.036,0.663,63.800,0.832,0.124,0.718,0.603,0.278 -Tajikistan,2018,5.497,8.082,0.875,64.100,,-0.065,0.578,0.695,0.220 -Tajikistan,2019,5.464,8.126,0.880,64.400,,-0.045,0.490,0.729,0.178 -Tajikistan,2020,5.373,8.080,0.790,64.700,,-0.040,0.550,0.749,0.344 -Tanzania,2006,3.922,7.485,0.783,48.700,0.787,-0.027,0.649,0.748,0.209 -Tanzania,2007,4.318,7.522,0.708,49.600,0.716,-0.013,0.707,0.755,0.220 -Tanzania,2008,4.385,7.549,0.774,50.500,0.562,0.256,0.930,0.744,0.178 -Tanzania,2009,3.408,7.572,0.837,51.400,0.607,0.308,0.903,0.778,0.161 -Tanzania,2010,3.229,7.604,0.813,52.300,0.597,0.139,0.866,0.717,0.146 -Tanzania,2011,4.074,7.649,0.883,53.040,0.736,-0.046,0.816,0.765,0.145 -Tanzania,2012,4.007,7.663,0.832,53.780,0.577,0.213,0.887,0.679,0.195 -Tanzania,2013,3.852,7.699,0.803,54.520,0.654,0.054,0.859,0.738,0.191 -Tanzania,2014,3.483,7.734,0.789,55.260,0.654,0.110,0.878,0.731,0.241 -Tanzania,2015,3.661,7.764,0.790,56.000,0.759,0.149,0.906,0.619,0.192 -Tanzania,2016,2.903,7.800,0.638,56.500,0.775,0.179,0.739,0.694,0.246 -Tanzania,2017,3.347,7.836,0.705,57.000,0.800,0.116,0.654,0.715,0.255 -Tanzania,2018,3.445,7.859,0.675,57.500,0.807,0.153,0.612,0.762,0.221 -Tanzania,2019,3.640,7.886,0.687,58.000,0.850,0.100,0.589,0.726,0.243 -Tanzania,2020,3.786,7.881,0.740,58.500,0.830,0.295,0.521,0.686,0.271 -Thailand,2006,5.885,9.461,0.894,64.140,0.863,0.331,0.935,0.814,0.164 -Thailand,2007,5.784,9.508,0.889,64.480,0.870,0.391,0.898,0.832,0.180 -Thailand,2008,5.636,9.520,0.832,64.820,0.868,0.425,0.933,0.819,0.145 -Thailand,2009,5.476,9.508,0.893,65.160,0.868,0.525,0.904,0.898,0.166 -Thailand,2010,6.217,9.576,0.898,65.500,0.860,0.536,0.917,0.901,0.182 -Thailand,2011,6.664,9.579,0.884,65.720,0.927,0.400,0.923,0.934,0.117 -Thailand,2012,6.300,9.645,0.906,65.940,0.847,0.380,0.909,0.855,0.138 -Thailand,2013,6.231,9.667,0.926,66.160,0.781,0.456,0.925,0.846,0.141 -Thailand,2014,6.985,9.672,0.933,66.380,0.900,0.553,0.920,0.811,0.169 -Thailand,2015,6.202,9.699,0.866,66.600,0.885,0.316,0.914,0.910,0.174 -Thailand,2016,6.074,9.729,0.908,66.800,0.924,0.356,0.878,0.835,0.218 -Thailand,2017,5.939,9.765,0.877,67.000,0.923,0.212,0.884,0.816,0.232 -Thailand,2018,6.012,9.803,0.873,67.200,0.905,0.259,0.907,0.843,0.198 -Thailand,2019,6.022,9.824,0.903,67.400,0.898,0.309,0.877,0.843,0.208 -Thailand,2020,5.885,9.769,0.867,67.600,0.840,0.273,0.918,0.783,0.326 -Togo,2006,3.202,7.078,0.435,49.260,0.628,-0.007,0.850,0.615,0.348 -Togo,2008,2.808,7.052,0.291,50.180,0.287,-0.055,0.932,0.362,0.379 -Togo,2011,2.936,7.146,0.303,51.580,0.584,-0.070,0.832,0.480,0.395 -Togo,2014,2.839,7.247,0.444,53.020,0.663,-0.085,0.795,0.583,0.443 -Togo,2015,3.768,7.277,0.479,53.500,0.772,-0.069,0.733,0.599,0.416 -Togo,2016,3.879,7.306,0.509,53.900,0.730,-0.007,0.815,0.604,0.483 -Togo,2017,4.361,7.324,0.508,54.300,0.717,-0.042,0.726,0.614,0.426 -Togo,2018,4.023,7.348,0.596,54.700,0.612,-0.007,0.809,0.608,0.446 -Togo,2019,4.179,7.375,0.539,55.100,0.617,0.065,0.737,0.590,0.444 -Trinidad and Tobago,2006,5.832,10.224,0.887,61.760,0.840,0.141,0.917,0.798,0.229 -Trinidad and Tobago,2008,6.696,10.295,0.858,62.080,0.838,0.087,0.959,0.817,0.184 -Trinidad and Tobago,2011,6.519,10.263,0.863,62.540,0.775,0.078,0.900,0.906,0.134 -Trinidad and Tobago,2013,6.168,10.285,0.883,62.820,0.847,0.128,0.948,0.833,0.286 -Trinidad and Tobago,2017,6.192,10.183,0.916,63.500,0.859,0.015,0.911,0.846,0.248 -Tunisia,2009,5.025,9.197,,64.960,0.781,-0.119,0.722,, -Tunisia,2010,5.131,9.222,0.863,65.100,0.624,-0.135,0.732,0.725,0.249 -Tunisia,2011,4.876,9.192,0.715,65.280,0.603,-0.199,0.913,0.588,0.248 -Tunisia,2012,4.464,9.222,0.614,65.460,0.568,-0.176,0.899,0.521,0.327 -Tunisia,2013,5.246,9.240,0.648,65.640,0.536,-0.207,0.886,0.517,0.239 -Tunisia,2014,4.764,9.260,0.680,65.820,0.589,-0.232,0.783,0.503,0.321 -Tunisia,2015,5.132,9.261,0.609,66.000,0.711,-0.226,0.815,0.573,0.320 -Tunisia,2016,4.521,9.262,0.702,66.300,0.614,-0.165,0.811,0.612,0.378 -Tunisia,2017,4.124,9.269,0.717,66.600,0.478,-0.219,0.869,0.421,0.377 -Tunisia,2018,4.741,9.284,0.733,66.900,0.650,-0.191,0.840,0.592,0.365 -Tunisia,2019,4.315,9.283,0.610,67.200,0.659,-0.209,0.889,0.539,0.433 -Tunisia,2020,4.731,9.231,0.719,67.500,0.668,-0.202,0.877,0.585,0.439 -Turkey,2005,4.719,9.809,0.820,62.600,0.623,,0.877,0.557, -Turkey,2007,5.623,9.903,0.792,63.320,0.459,-0.178,0.800,0.651,0.395 -Turkey,2008,5.118,9.899,0.645,63.680,0.415,-0.189,0.785,0.614,0.345 -Turkey,2009,5.213,9.838,0.755,64.040,0.456,-0.227,0.853,0.598,0.316 -Turkey,2010,5.490,9.906,0.795,64.400,0.515,-0.187,0.811,0.652,0.327 -Turkey,2011,5.272,9.996,0.692,64.640,0.446,-0.242,0.649,0.621,0.380 -Turkey,2012,5.309,10.026,0.739,64.880,0.471,-0.216,0.702,0.645,0.335 -Turkey,2013,4.888,10.091,0.795,65.120,0.541,-0.229,0.698,0.635,0.392 -Turkey,2014,5.580,10.124,0.863,65.360,0.649,-0.024,0.764,0.483,0.377 -Turkey,2015,5.514,10.166,0.851,65.600,0.653,-0.016,0.806,0.460,0.382 -Turkey,2016,5.326,10.181,0.880,66.000,0.644,-0.065,0.764,0.465,0.390 -Turkey,2017,5.607,10.238,0.876,66.400,0.644,-0.237,0.671,0.450,0.313 -Turkey,2018,5.186,10.251,0.847,66.800,0.529,-0.176,0.805,0.435,0.351 -Turkey,2019,4.872,10.246,0.792,67.200,0.631,-0.136,0.760,0.422,0.368 -Turkey,2020,4.862,10.219,0.857,67.600,0.510,-0.111,0.774,0.384,0.440 -Turkmenistan,2009,6.568,8.989,0.924,59.440,,-0.102,,0.781,0.152 -Turkmenistan,2011,5.792,9.182,0.964,60.040,,0.018,,0.639,0.122 -Turkmenistan,2012,5.464,9.269,0.946,60.280,0.786,-0.123,,0.584,0.117 -Turkmenistan,2013,5.392,9.348,0.846,60.520,0.705,-0.071,,0.599,0.160 -Turkmenistan,2014,5.787,9.427,0.909,60.760,0.805,0.032,,0.695,0.154 -Turkmenistan,2015,5.791,9.472,0.960,61.000,0.701,0.093,,0.705,0.301 -Turkmenistan,2016,5.887,9.515,0.929,61.400,0.749,0.005,,0.636,0.255 -Turkmenistan,2017,5.229,9.561,0.908,61.800,0.720,0.066,,0.521,0.350 -Turkmenistan,2018,4.621,9.605,0.984,62.200,0.858,0.260,,0.612,0.189 -Turkmenistan,2019,5.474,9.651,0.982,62.600,0.892,0.285,,0.510,0.183 -Uganda,2006,3.734,7.370,0.760,46.480,0.747,-0.041,0.807,0.590,0.254 -Uganda,2007,4.456,7.419,0.845,47.460,0.708,-0.001,0.881,0.708,0.228 -Uganda,2008,4.569,7.471,0.813,48.440,0.578,-0.055,0.848,0.641,0.240 -Uganda,2009,4.612,7.505,0.852,49.420,0.760,-0.037,0.840,0.640,0.296 -Uganda,2010,4.193,7.528,0.830,50.400,0.801,-0.015,0.855,0.648,0.251 -Uganda,2011,4.826,7.586,0.882,51.220,0.733,0.032,0.830,0.678,0.254 -Uganda,2012,4.309,7.592,0.885,52.040,0.649,0.081,0.838,0.754,0.265 -Uganda,2013,3.710,7.595,0.878,52.860,0.763,0.053,0.820,0.676,0.346 -Uganda,2014,3.770,7.611,0.821,53.680,0.834,0.009,0.898,0.681,0.397 -Uganda,2015,4.238,7.627,0.747,54.500,0.758,0.135,0.873,0.703,0.353 -Uganda,2016,4.233,7.637,0.754,54.900,0.739,0.132,0.811,0.668,0.410 -Uganda,2017,4.001,7.638,0.740,55.300,0.772,0.060,0.816,0.703,0.400 -Uganda,2018,4.322,7.660,0.740,55.700,0.729,0.079,0.856,0.685,0.390 -Uganda,2019,4.948,7.688,0.805,56.100,0.704,0.139,0.826,0.693,0.385 -Uganda,2020,4.641,7.684,0.800,56.500,0.687,0.147,0.878,0.699,0.425 -Ukraine,2006,4.804,9.380,0.852,60.120,0.624,-0.257,0.929,0.622,0.249 -Ukraine,2007,5.252,9.459,0.820,60.640,0.494,-0.241,0.968,0.636,0.208 -Ukraine,2008,5.172,9.488,0.860,61.160,0.487,-0.265,0.929,0.573,0.186 -Ukraine,2009,5.166,9.332,0.845,61.680,0.460,-0.241,0.962,0.583,0.189 -Ukraine,2010,5.058,9.374,0.884,62.200,0.484,-0.189,0.954,0.513,0.227 -Ukraine,2011,5.083,9.431,0.859,62.500,0.579,-0.228,0.933,0.590,0.220 -Ukraine,2012,5.030,9.436,0.898,62.800,0.564,-0.223,0.896,0.570,0.193 -Ukraine,2013,4.711,9.438,0.897,63.100,0.569,-0.216,0.937,0.643,0.225 -Ukraine,2014,4.297,9.426,0.877,63.400,0.533,0.084,0.927,0.594,0.249 -Ukraine,2015,3.965,9.327,0.909,63.700,0.431,-0.033,0.952,0.574,0.241 -Ukraine,2016,4.029,9.353,0.885,64.000,0.503,0.011,0.891,0.589,0.220 -Ukraine,2017,4.311,9.382,0.858,64.300,0.599,-0.002,0.937,0.597,0.235 -Ukraine,2018,4.662,9.420,0.901,64.600,0.663,-0.074,0.943,0.609,0.222 -Ukraine,2019,4.702,9.458,0.883,64.900,0.715,-0.081,0.885,0.634,0.201 -Ukraine,2020,5.270,9.428,0.885,65.200,0.784,0.126,0.946,0.688,0.285 -United Arab Emirates,2006,6.734,11.367,0.903,65.920,0.898,-0.033,0.203,0.746,0.275 -United Arab Emirates,2009,6.866,10.975,0.885,66.280,0.849,0.019,0.339,0.770,0.287 -United Arab Emirates,2010,7.097,10.914,0.912,66.400,0.878,0.057,0.355,0.763,0.233 -United Arab Emirates,2011,7.119,10.935,0.881,66.420,0.889,0.071,,0.763,0.216 -United Arab Emirates,2012,7.218,10.958,0.856,66.440,0.920,,,0.768,0.224 -United Arab Emirates,2013,6.621,11.001,0.864,66.460,0.936,,,,0.291 -United Arab Emirates,2014,6.540,11.041,,66.480,,,,, -United Arab Emirates,2015,6.568,11.086,0.824,66.500,0.915,0.201,,0.761,0.296 -United Arab Emirates,2016,6.831,11.105,0.849,66.700,0.949,0.131,,0.775,0.245 -United Arab Emirates,2017,7.039,11.115,0.836,66.900,0.962,0.216,,0.795,0.208 -United Arab Emirates,2018,6.604,11.112,0.851,67.100,0.944,0.054,,0.787,0.302 -United Arab Emirates,2019,6.711,11.114,0.862,67.300,0.911,0.129,,0.793,0.284 -United Arab Emirates,2020,6.458,11.053,0.827,67.500,0.942,0.060,,0.752,0.298 -United Kingdom,2005,6.984,10.663,0.979,69.900,0.922,,0.398,0.864,0.262 -United Kingdom,2007,6.802,10.699,0.970,70.460,0.838,0.336,0.498,0.782,0.241 -United Kingdom,2008,6.986,10.689,0.954,70.740,0.759,0.331,0.548,0.819,0.218 -United Kingdom,2009,6.907,10.638,0.964,71.020,0.816,0.341,0.559,0.846,0.231 -United Kingdom,2010,7.029,10.649,0.955,71.300,0.841,0.403,0.587,0.863,0.176 -United Kingdom,2011,6.869,10.657,0.949,71.380,0.900,0.336,0.438,0.844,0.174 -United Kingdom,2012,6.881,10.664,0.935,71.460,0.889,0.371,0.425,0.844,0.184 -United Kingdom,2013,6.918,10.679,0.937,71.540,0.905,0.346,0.568,0.776,0.252 -United Kingdom,2014,6.758,10.697,0.910,71.620,0.857,0.355,0.484,0.794,0.251 -United Kingdom,2015,6.515,10.712,0.936,71.700,0.833,0.300,0.456,0.798,0.219 -United Kingdom,2016,6.824,10.724,0.954,71.900,0.821,0.250,0.458,0.776,0.230 -United Kingdom,2017,7.103,10.736,0.937,72.100,0.813,0.291,0.419,0.759,0.210 -United Kingdom,2018,7.233,10.743,0.928,72.300,0.838,0.226,0.404,0.783,0.228 -United Kingdom,2019,7.157,10.751,0.943,72.500,0.854,0.271,0.485,0.775,0.251 -United Kingdom,2020,6.798,10.626,0.929,72.700,0.885,0.203,0.490,0.758,0.225 -United States,2006,7.182,10.924,0.965,68.060,0.911,,0.600,0.827,0.261 -United States,2007,7.513,10.933,,68.220,0.872,0.197,0.633,0.829,0.232 -United States,2008,7.280,10.922,0.953,68.380,0.878,0.255,0.668,0.872,0.227 -United States,2009,7.158,10.888,0.912,68.540,0.831,0.201,0.665,0.843,0.262 -United States,2010,7.164,10.905,0.926,68.700,0.828,0.244,0.690,0.861,0.231 -United States,2011,7.115,10.913,0.922,68.680,0.863,0.161,0.697,0.836,0.273 -United States,2012,7.026,10.928,0.903,68.660,0.823,0.215,0.710,0.834,0.260 -United States,2013,7.249,10.939,0.925,68.640,0.792,0.274,0.747,0.814,0.260 -United States,2014,7.151,10.956,0.902,68.620,0.866,0.221,0.702,0.834,0.281 -United States,2015,6.864,10.977,0.904,68.600,0.849,0.219,0.698,0.814,0.275 -United States,2016,6.804,10.986,0.897,68.500,0.758,0.144,0.739,0.806,0.264 -United States,2017,6.992,11.001,0.921,68.400,0.868,0.197,0.681,0.827,0.268 -United States,2018,6.883,11.025,0.904,68.300,0.825,0.116,0.710,0.815,0.292 -United States,2019,6.944,11.043,0.917,68.200,0.836,0.144,0.707,0.815,0.244 -United States,2020,7.028,11.001,0.937,68.100,0.850,0.034,0.678,0.787,0.295 -Uruguay,2006,5.786,9.543,0.912,67.440,0.807,-0.113,0.477,0.784,0.306 -Uruguay,2007,5.694,9.604,0.875,67.580,0.786,-0.165,0.614,0.777,0.274 -Uruguay,2008,5.664,9.671,0.879,67.720,0.808,-0.143,0.597,0.751,0.264 -Uruguay,2009,6.296,9.710,0.924,67.860,0.825,-0.118,0.544,0.793,0.255 -Uruguay,2010,6.062,9.782,0.893,68.000,0.832,-0.158,0.471,0.807,0.231 -Uruguay,2011,6.554,9.830,0.891,68.140,0.851,-0.080,0.556,0.805,0.252 -Uruguay,2012,6.450,9.861,0.865,68.280,0.871,0.067,0.615,0.788,0.214 -Uruguay,2013,6.444,9.904,0.917,68.420,0.888,-0.043,0.586,0.826,0.253 -Uruguay,2014,6.561,9.932,0.902,68.560,0.904,-0.073,0.533,0.869,0.251 -Uruguay,2015,6.628,9.932,0.891,68.700,0.917,-0.032,0.673,0.893,0.300 -Uruguay,2016,6.171,9.946,0.900,68.800,0.886,-0.072,0.676,0.842,0.283 -Uruguay,2017,6.336,9.968,0.914,68.900,0.898,-0.091,0.627,0.836,0.280 -Uruguay,2018,6.372,9.980,0.917,69.000,0.876,-0.097,0.683,0.877,0.275 -Uruguay,2019,6.600,9.979,0.933,69.100,0.903,-0.095,0.599,0.889,0.222 -Uruguay,2020,6.310,9.937,0.921,69.200,0.908,-0.084,0.491,0.807,0.265 -Uzbekistan,2006,5.232,8.193,0.903,61.440,0.784,-0.115,0.609,0.728,0.195 -Uzbekistan,2008,5.311,8.339,0.894,62.320,0.831,-0.023,,0.714,0.187 -Uzbekistan,2009,5.261,8.400,0.905,62.760,,0.013,0.610,0.736,0.159 -Uzbekistan,2010,5.095,8.445,0.903,63.200,,-0.030,0.519,0.776,0.152 -Uzbekistan,2011,5.739,8.493,0.924,63.400,0.934,0.042,0.522,0.787,0.123 -Uzbekistan,2012,6.019,8.550,0.933,63.600,0.914,-0.037,0.463,0.786,0.118 -Uzbekistan,2013,5.940,8.607,0.963,63.800,0.950,-0.034,0.434,0.749,0.130 -Uzbekistan,2014,6.049,8.659,0.952,64.000,0.954,0.061,0.536,0.805,0.106 -Uzbekistan,2015,5.972,8.714,0.968,64.200,0.980,0.375,0.471,0.840,0.103 -Uzbekistan,2016,5.893,8.756,0.945,64.500,0.984,0.208,,0.842,0.147 -Uzbekistan,2017,6.421,8.782,0.942,64.800,0.985,0.123,0.465,0.839,0.203 -Uzbekistan,2018,6.205,8.818,0.921,65.100,0.970,0.318,0.520,0.825,0.209 -Uzbekistan,2019,6.154,8.853,0.915,65.400,0.970,0.304,0.511,0.845,0.220 -Venezuela,2005,7.170,9.313,0.955,65.400,0.838,,0.720,0.819,0.233 -Venezuela,2006,6.525,9.460,0.946,65.460,0.798,-0.031,0.646,0.859,0.178 -Venezuela,2008,6.258,9.701,0.922,65.580,0.678,-0.225,0.776,0.802,0.224 -Venezuela,2009,7.189,9.542,0.945,65.640,0.677,-0.116,0.828,0.825,0.180 -Venezuela,2010,7.478,9.717,0.932,65.700,0.768,-0.155,0.754,0.862,0.130 -Venezuela,2011,6.580,9.822,0.931,65.740,0.766,-0.226,0.772,0.828,0.199 -Venezuela,2012,7.067,9.826,0.932,65.780,0.804,-0.193,0.743,0.858,0.176 -Venezuela,2013,6.553,9.739,0.896,65.820,0.642,-0.220,0.837,0.840,0.238 -Venezuela,2014,6.136,9.557,0.904,65.860,0.570,-0.199,0.827,0.811,0.244 -Venezuela,2015,5.569,9.001,0.911,65.900,0.512,-0.117,0.813,0.867,0.223 -Venezuela,2016,4.041,9.010,0.902,66.100,0.458,-0.155,0.890,0.688,0.392 -Venezuela,2017,5.071,9.073,0.896,66.300,0.636,-0.169,0.844,0.726,0.363 -Venezuela,2018,5.006,,0.887,66.500,0.611,,0.828,0.759,0.374 -Venezuela,2019,5.081,,0.888,66.700,0.626,,0.839,0.761,0.351 -Venezuela,2020,4.574,,0.805,66.900,0.612,,0.811,0.722,0.396 -Vietnam,2006,5.294,8.335,0.888,65.860,0.886,0.015,,0.682,0.204 -Vietnam,2007,5.422,8.394,0.856,66.020,0.918,0.089,0.754,0.588,0.206 -Vietnam,2008,5.480,8.440,0.805,66.180,0.889,0.201,0.789,0.665,0.218 -Vietnam,2009,5.304,8.483,0.815,66.340,0.834,-0.062,0.838,0.583,0.190 -Vietnam,2010,5.296,8.535,0.787,66.500,0.831,-0.006,0.743,0.685,0.216 -Vietnam,2011,5.767,8.585,0.898,66.660,0.818,0.105,0.742,0.532,0.193 -Vietnam,2012,5.535,8.626,0.775,66.820,0.856,-0.110,0.815,0.615,0.221 -Vietnam,2013,5.023,8.668,0.759,66.980,0.920,-0.027,0.771,0.718,0.165 -Vietnam,2014,5.085,8.716,0.792,67.140,,0.000,,0.701,0.241 -Vietnam,2015,5.076,8.770,0.849,67.300,,0.086,,0.642,0.232 -Vietnam,2016,5.062,8.820,0.876,67.500,0.894,-0.090,0.799,0.536,0.223 -Vietnam,2017,5.175,8.876,,67.700,,,,, -Vietnam,2018,5.296,8.934,0.832,67.900,0.909,-0.041,0.808,0.692,0.191 -Vietnam,2019,5.467,8.992,0.848,68.100,0.952,-0.126,0.788,0.751,0.186 -Yemen,2007,4.477,8.214,0.825,53.400,0.673,0.011,,0.592,0.379 -Yemen,2009,4.809,8.278,0.756,54.000,0.644,-0.052,0.832,0.583,0.374 -Yemen,2010,4.350,8.453,0.727,54.300,0.659,-0.104,0.853,0.582,0.308 -Yemen,2011,3.746,8.336,0.663,54.300,0.638,-0.173,0.754,0.503,0.285 -Yemen,2012,4.061,8.236,0.682,54.300,0.706,-0.171,0.793,0.502,0.263 -Yemen,2013,4.218,8.242,0.694,54.300,0.543,-0.179,0.885,0.558,0.266 -Yemen,2014,3.968,8.117,0.638,54.300,0.664,-0.157,0.885,0.611,0.276 -Yemen,2015,2.983,7.858,0.669,54.300,0.610,-0.139,0.829,0.507,0.321 -Yemen,2016,3.826,7.715,0.775,55.100,0.533,-0.151,,0.469,0.228 -Yemen,2017,3.254,7.578,0.790,55.900,0.595,-0.147,,0.455,0.295 -Yemen,2018,3.058,,0.789,56.700,0.553,,0.793,0.461,0.315 -Yemen,2019,4.197,,0.870,57.500,0.651,,0.798,0.543,0.213 -Zambia,2006,4.824,7.817,0.798,44.260,0.721,-0.006,0.785,0.701,0.226 -Zambia,2007,3.998,7.871,0.688,45.720,0.682,-0.067,0.948,0.687,0.246 -Zambia,2008,4.730,7.918,0.624,47.180,0.717,0.056,0.890,0.744,0.206 -Zambia,2009,5.260,7.978,0.782,48.640,0.696,-0.096,0.917,0.728,0.123 -Zambia,2011,4.999,8.071,0.864,50.840,0.663,0.003,0.882,0.833,0.204 -Zambia,2012,5.013,8.114,0.780,51.580,0.788,0.008,0.806,0.726,0.250 -Zambia,2013,5.244,8.131,0.761,52.320,0.770,-0.104,0.732,0.735,0.308 -Zambia,2014,4.346,8.146,0.706,53.060,0.812,-0.011,0.809,0.692,0.327 -Zambia,2015,4.843,8.144,0.691,53.800,0.759,-0.039,0.871,0.690,0.382 -Zambia,2016,4.348,8.151,0.767,54.300,0.812,0.122,0.771,0.731,0.372 -Zambia,2017,3.933,8.156,0.744,54.800,0.823,0.140,0.740,0.685,0.387 -Zambia,2018,4.041,8.167,0.718,55.300,0.791,0.048,0.811,0.703,0.351 -Zambia,2019,3.307,8.155,0.638,55.800,0.811,0.077,0.832,0.743,0.394 -Zambia,2020,4.838,8.117,0.767,56.300,0.750,0.056,0.810,0.691,0.345 -Zimbabwe,2006,3.826,7.711,0.822,41.580,0.431,-0.076,0.905,0.715,0.297 -Zimbabwe,2007,3.280,7.666,0.828,42.860,0.456,-0.082,0.946,0.661,0.265 -Zimbabwe,2008,3.174,7.461,0.843,44.140,0.344,-0.090,0.964,0.631,0.250 -Zimbabwe,2009,4.056,7.563,0.806,45.420,0.411,-0.078,0.931,0.736,0.218 -Zimbabwe,2010,4.682,7.729,0.857,46.700,0.665,-0.093,0.828,0.748,0.122 -Zimbabwe,2011,4.846,7.846,0.865,48.120,0.633,-0.088,0.830,0.781,0.211 -Zimbabwe,2012,4.955,7.983,0.896,49.540,0.470,-0.103,0.859,0.669,0.177 -Zimbabwe,2013,4.690,7.985,0.799,50.960,0.576,-0.104,0.831,0.712,0.182 -Zimbabwe,2014,4.184,7.991,0.766,52.380,0.642,-0.074,0.820,0.725,0.239 -Zimbabwe,2015,3.703,7.992,0.736,53.800,0.667,-0.123,0.810,0.715,0.179 -Zimbabwe,2016,3.735,7.984,0.768,54.400,0.733,-0.095,0.724,0.738,0.209 -Zimbabwe,2017,3.638,8.016,0.754,55.000,0.753,-0.098,0.751,0.806,0.224 -Zimbabwe,2018,3.616,8.049,0.775,55.600,0.763,-0.068,0.844,0.710,0.212 -Zimbabwe,2019,2.694,7.950,0.759,56.200,0.632,-0.064,0.831,0.716,0.235 -Zimbabwe,2020,3.160,7.829,0.717,56.800,0.643,-0.009,0.789,0.703,0.346 From f3fa4e836c4a900cc75bec0fdeb4d9df2a3cbb15 Mon Sep 17 00:00:00 2001 From: Matiboux Date: Thu, 2 Jun 2022 18:36:16 +0200 Subject: [PATCH 40/41] Fix href conflit --- delta.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/delta.py b/delta.py index 4a5379b5..2237188b 100644 --- a/delta.py +++ b/delta.py @@ -190,7 +190,7 @@ def init(): dcc.Link(html.Button("Criminalité et Education", style={"width": "100%"}), href="/criminalite-education"), dcc.Link(html.Button('Rentabilité des films', style={'width':"100%"}), href='/ADHD_Movies'), dcc.Link( html.Button("APB / Parcoursup", style={"width": "100%"}), href="/ab-wg_apb-parcoursup",), - dcc.Link(html.Button('Bonheur', style={'width':"100%"}), href="/bonheur"), + dcc.Link(html.Button('Bonheur', style={'width':"100%"}), href="/pdlr_mg_bonheur"), html.Br(), html.Br(), html.Br(), @@ -338,7 +338,7 @@ def display_page(pathname): return mvs.main_layout elif pathname == "/ab-wg_apb-parcoursup": return apb.main_layout - elif pathname == '/bonheur': + elif pathname == '/pdlr_mg_bonheur': return bnh.main_layout else: return home_page From da4d67ade726c6408a445617dbfac68f0659f809 Mon Sep 17 00:00:00 2001 From: Matiboux Date: Thu, 2 Jun 2022 18:49:11 +0200 Subject: [PATCH 41/41] Rename pdlr_mg_sujet/ to pdlr_mg_bonheur/ --- delta.py | 4 +- .../assets/style.css | 0 {pdlr_mg_sujet => pdlr_mg_bonheur}/bonheur.py | 0 .../data/Countries-Continents.csv | 0 .../data/Happiness-Report.csv | 3900 ++++++++--------- .../get_data.py | 0 {pdlr_mg_sujet => pdlr_mg_bonheur}/utils.py | 0 7 files changed, 1952 insertions(+), 1952 deletions(-) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/assets/style.css (100%) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/bonheur.py (100%) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/data/Countries-Continents.csv (100%) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/data/Happiness-Report.csv (98%) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/get_data.py (100%) rename {pdlr_mg_sujet => pdlr_mg_bonheur}/utils.py (100%) diff --git a/delta.py b/delta.py index 2237188b..9b68d09d 100644 --- a/delta.py +++ b/delta.py @@ -61,7 +61,7 @@ from APAAL_criminalite_education import criminalite_education from ADHD_Movies import movies from ab_wg_apb_parcoursup import apb_parcoursup -from pdlr_mg_sujet import bonheur as pdlr_mg_bonheur +from pdlr_mg_bonheur import bonheur as pdlr_mg_bonheur #@profile def init(): @@ -257,7 +257,7 @@ def display_page(pathname): return inc.main_layout elif pathname == '/pollution': return pol.main_layout - return dec.main_layout + return dec.main_layout elif pathname == '/cancer': return cncr.main_layout elif pathname == '/music': diff --git a/pdlr_mg_sujet/assets/style.css b/pdlr_mg_bonheur/assets/style.css similarity index 100% rename from pdlr_mg_sujet/assets/style.css rename to pdlr_mg_bonheur/assets/style.css diff --git a/pdlr_mg_sujet/bonheur.py b/pdlr_mg_bonheur/bonheur.py similarity index 100% rename from pdlr_mg_sujet/bonheur.py rename to pdlr_mg_bonheur/bonheur.py diff --git a/pdlr_mg_sujet/data/Countries-Continents.csv b/pdlr_mg_bonheur/data/Countries-Continents.csv similarity index 100% rename from pdlr_mg_sujet/data/Countries-Continents.csv rename to pdlr_mg_bonheur/data/Countries-Continents.csv diff --git a/pdlr_mg_sujet/data/Happiness-Report.csv b/pdlr_mg_bonheur/data/Happiness-Report.csv similarity index 98% rename from pdlr_mg_sujet/data/Happiness-Report.csv rename to pdlr_mg_bonheur/data/Happiness-Report.csv index e344dd54..98129ddb 100644 --- a/pdlr_mg_sujet/data/Happiness-Report.csv +++ b/pdlr_mg_bonheur/data/Happiness-Report.csv @@ -1,1950 +1,1950 @@ -Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect -Afghanistan,2008,3.724,7.370,0.451,50.800,0.718,0.168,0.882,0.518,0.258 -Afghanistan,2009,4.402,7.540,0.552,51.200,0.679,0.190,0.850,0.584,0.237 -Afghanistan,2010,4.758,7.647,0.539,51.600,0.600,0.121,0.707,0.618,0.275 -Afghanistan,2011,3.832,7.620,0.521,51.920,0.496,0.162,0.731,0.611,0.267 -Afghanistan,2012,3.783,7.705,0.521,52.240,0.531,0.236,0.776,0.710,0.268 -Afghanistan,2013,3.572,7.725,0.484,52.560,0.578,0.061,0.823,0.621,0.273 -Afghanistan,2014,3.131,7.718,0.526,52.880,0.509,0.104,0.871,0.532,0.375 -Afghanistan,2015,3.983,7.702,0.529,53.200,0.389,0.080,0.881,0.554,0.339 -Afghanistan,2016,4.220,7.697,0.559,53.000,0.523,0.042,0.793,0.565,0.348 -Afghanistan,2017,2.662,7.697,0.491,52.800,0.427,-0.121,0.954,0.496,0.371 -Afghanistan,2018,2.694,7.692,0.508,52.600,0.374,-0.094,0.928,0.424,0.405 -Afghanistan,2019,2.375,7.697,0.420,52.400,0.394,-0.108,0.924,0.351,0.502 -Albania,2007,4.634,9.142,0.821,65.800,0.529,-0.009,0.875,0.553,0.246 -Albania,2009,5.485,9.262,0.833,66.200,0.525,-0.158,0.864,0.640,0.279 -Albania,2010,5.269,9.303,0.733,66.400,0.569,-0.172,0.726,0.648,0.300 -Albania,2011,5.867,9.331,0.759,66.680,0.487,-0.205,0.877,0.628,0.257 -Albania,2012,5.510,9.347,0.785,66.960,0.602,-0.169,0.848,0.607,0.271 -Albania,2013,4.551,9.359,0.759,67.240,0.632,-0.127,0.863,0.634,0.338 -Albania,2014,4.814,9.378,0.626,67.520,0.735,-0.025,0.883,0.685,0.335 -Albania,2015,4.607,9.403,0.639,67.800,0.704,-0.081,0.885,0.688,0.350 -Albania,2016,4.511,9.437,0.638,68.100,0.730,-0.017,0.901,0.675,0.322 -Albania,2017,4.640,9.476,0.638,68.400,0.750,-0.029,0.876,0.669,0.334 -Albania,2018,5.004,9.518,0.684,68.700,0.824,0.009,0.899,0.713,0.319 -Albania,2019,4.995,9.544,0.686,69.000,0.777,-0.099,0.914,0.681,0.274 -Albania,2020,5.365,9.497,0.710,69.300,0.754,0.007,0.891,0.679,0.265 -Algeria,2010,5.464,9.287,,64.500,0.593,-0.205,0.618,, -Algeria,2011,5.317,9.297,0.810,64.660,0.530,-0.181,0.638,0.550,0.255 -Algeria,2012,5.605,9.311,0.839,64.820,0.587,-0.172,0.690,0.604,0.230 -Algeria,2014,6.355,9.335,0.818,65.140,,,,0.626,0.177 -Algeria,2016,5.341,9.362,0.749,65.500,,,,0.661,0.377 -Algeria,2017,5.249,9.354,0.807,65.700,0.437,-0.167,0.700,0.642,0.289 -Algeria,2018,5.043,9.348,0.799,65.900,0.583,-0.146,0.759,0.591,0.293 -Algeria,2019,4.745,9.337,0.803,66.100,0.385,0.005,0.741,0.585,0.215 -Angola,2011,5.589,8.946,0.723,52.500,0.584,0.055,0.911,0.659,0.361 -Angola,2012,4.360,8.992,0.753,53.200,0.456,-0.136,0.906,0.558,0.305 -Angola,2013,3.937,9.005,0.722,53.900,0.410,-0.104,0.816,0.658,0.371 -Angola,2014,3.795,9.017,0.755,54.600,0.375,-0.168,0.834,0.579,0.368 -Argentina,2006,6.313,9.942,0.938,66.820,0.733,-0.157,0.852,0.825,0.328 -Argentina,2007,6.073,10.018,0.862,66.940,0.653,-0.141,0.881,0.828,0.279 -Argentina,2008,5.961,10.048,0.892,67.060,0.678,-0.132,0.865,0.823,0.318 -Argentina,2009,6.424,9.977,0.919,67.180,0.637,-0.130,0.885,0.864,0.237 -Argentina,2010,6.441,10.066,0.927,67.300,0.730,-0.126,0.855,0.846,0.211 -Argentina,2011,6.776,10.112,0.889,67.480,0.816,-0.174,0.755,0.840,0.232 -Argentina,2012,6.468,10.091,0.902,67.660,0.747,-0.148,0.817,0.857,0.272 -Argentina,2013,6.582,10.103,0.910,67.840,0.737,-0.130,0.823,0.842,0.254 -Argentina,2014,6.671,10.067,0.918,68.020,0.745,-0.164,0.854,0.857,0.238 -Argentina,2015,6.697,10.083,0.926,68.200,0.881,-0.174,0.851,0.859,0.305 -Argentina,2016,6.427,10.051,0.883,68.400,0.848,-0.192,0.851,0.842,0.312 -Argentina,2017,6.039,10.067,0.907,68.600,0.832,-0.186,0.841,0.809,0.292 -Argentina,2018,5.793,10.032,0.900,68.800,0.846,-0.211,0.855,0.820,0.321 -Argentina,2019,6.086,10.000,0.896,69.000,0.817,-0.211,0.830,0.826,0.319 -Argentina,2020,5.901,9.850,0.897,69.200,0.823,-0.122,0.816,0.764,0.342 -Armenia,2006,4.289,9.044,0.682,64.800,0.520,-0.231,0.850,0.494,0.469 -Armenia,2007,4.882,9.181,0.760,64.900,0.605,-0.251,0.817,0.507,0.412 -Armenia,2008,4.652,9.256,0.709,65.000,0.462,-0.215,0.876,0.521,0.385 -Armenia,2009,4.178,9.111,0.680,65.100,0.441,-0.214,0.882,0.543,0.411 -Armenia,2010,4.368,9.136,0.660,65.200,0.459,-0.176,0.891,0.510,0.426 -Armenia,2011,4.260,9.182,0.705,65.360,0.465,-0.225,0.875,0.475,0.459 -Armenia,2012,4.320,9.249,0.676,65.520,0.502,-0.215,0.893,0.518,0.464 -Armenia,2013,4.277,9.277,0.723,65.680,0.504,-0.195,0.900,0.562,0.450 -Armenia,2014,4.453,9.307,0.739,65.840,0.506,-0.218,0.920,0.581,0.404 -Armenia,2015,4.348,9.334,0.723,66.000,0.551,-0.203,0.901,0.594,0.438 -Armenia,2016,4.325,9.333,0.709,66.300,0.611,-0.170,0.921,0.594,0.437 -Armenia,2017,4.288,9.402,0.698,66.600,0.614,-0.147,0.865,0.625,0.437 -Armenia,2018,5.062,9.451,0.814,66.900,0.808,-0.163,0.677,0.581,0.455 -Armenia,2019,5.488,9.522,0.782,67.200,0.844,-0.172,0.583,0.598,0.430 -Australia,2005,7.341,10.659,0.968,71.400,0.935,,0.390,0.843,0.238 -Australia,2007,7.285,10.703,0.965,71.720,0.891,0.347,0.513,0.826,0.215 -Australia,2008,7.254,10.719,0.947,71.880,0.916,0.305,0.431,0.826,0.218 -Australia,2010,7.450,10.722,0.955,72.200,0.932,0.317,0.366,0.834,0.220 -Australia,2011,7.406,10.733,0.967,72.300,0.945,0.369,0.382,0.816,0.195 -Australia,2012,7.196,10.754,0.945,72.400,0.935,0.274,0.368,0.811,0.214 -Australia,2013,7.364,10.762,0.928,72.500,0.933,0.269,0.432,0.819,0.177 -Australia,2014,7.289,10.772,0.924,72.600,0.923,0.319,0.442,0.775,0.245 -Australia,2015,7.309,10.779,0.952,72.700,0.922,0.332,0.357,0.790,0.210 -Australia,2016,7.250,10.791,0.942,73.000,0.922,0.239,0.399,0.791,0.236 -Australia,2017,7.257,10.798,0.950,73.300,0.911,0.317,0.411,0.780,0.225 -Australia,2018,7.177,10.811,0.940,73.600,0.916,0.146,0.405,0.759,0.187 -Australia,2019,7.234,10.815,0.943,73.900,0.918,0.121,0.430,0.770,0.202 -Australia,2020,7.137,10.760,0.937,74.200,0.905,0.210,0.491,0.769,0.205 -Austria,2006,7.122,10.842,0.936,70.760,0.941,0.302,0.490,0.823,0.174 -Austria,2008,7.181,10.887,0.935,71.080,0.879,0.291,0.614,0.832,0.173 -Austria,2010,7.303,10.861,0.914,71.400,0.896,0.131,0.546,0.815,0.156 -Austria,2011,7.471,10.887,0.944,71.540,0.939,0.132,0.703,0.789,0.145 -Austria,2012,7.401,10.889,0.945,71.680,0.920,0.118,0.771,0.822,0.157 -Austria,2013,7.499,10.883,0.950,71.820,0.922,0.168,0.679,0.787,0.163 -Austria,2014,6.950,10.882,0.899,71.960,0.885,0.118,0.567,0.780,0.170 -Austria,2015,7.076,10.881,0.928,72.100,0.900,0.099,0.557,0.798,0.164 -Austria,2016,7.048,10.891,0.926,72.400,0.889,0.080,0.524,0.756,0.197 -Austria,2017,7.294,10.908,0.906,72.700,0.890,0.133,0.518,0.748,0.180 -Austria,2018,7.396,10.928,0.912,73.000,0.904,0.053,0.523,0.752,0.226 -Austria,2019,7.195,10.939,0.964,73.300,0.903,0.060,0.457,0.774,0.205 -Austria,2020,7.213,10.851,0.925,73.600,0.912,0.011,0.464,0.769,0.206 -Azerbaijan,2006,4.728,9.170,0.854,61.880,0.772,-0.235,0.774,0.512,0.276 -Azerbaijan,2007,4.568,9.386,0.753,62.260,0.522,-0.207,0.871,0.521,0.284 -Azerbaijan,2008,4.817,9.465,0.684,62.640,0.601,-0.029,0.715,0.578,0.227 -Azerbaijan,2009,4.574,9.534,0.736,63.020,0.498,-0.087,0.754,0.544,0.234 -Azerbaijan,2010,4.219,9.569,0.687,63.400,0.501,-0.123,0.858,0.527,0.272 -Azerbaijan,2011,4.680,9.540,0.725,63.640,0.537,-0.105,0.795,0.536,0.258 -Azerbaijan,2012,4.911,9.549,0.762,63.880,0.599,-0.140,0.763,0.554,0.266 -Azerbaijan,2013,5.481,9.592,0.770,64.120,0.672,-0.168,0.699,0.619,0.242 -Azerbaijan,2014,5.252,9.607,0.799,64.360,0.733,-0.208,0.654,0.598,0.220 -Azerbaijan,2015,5.147,9.606,0.786,64.600,0.764,-0.198,0.616,0.607,0.206 -Azerbaijan,2016,5.304,9.564,0.777,64.900,0.713,-0.204,0.607,0.598,0.191 -Azerbaijan,2017,5.152,9.555,0.787,65.200,0.731,-0.225,0.653,0.592,0.198 -Azerbaijan,2018,5.168,9.562,0.781,65.500,0.772,-0.232,0.561,0.593,0.191 -Azerbaijan,2019,5.173,9.575,0.887,65.800,0.854,-0.214,0.457,0.643,0.164 -Bahrain,2009,5.701,10.709,0.904,65.940,0.896,0.037,0.506,0.764,0.422 -Bahrain,2010,5.937,10.706,0.877,66.300,0.862,-0.001,0.715,0.685,0.423 -Bahrain,2011,4.824,10.696,0.908,66.580,0.870,-0.051,0.583,0.544,0.514 -Bahrain,2012,5.027,10.716,0.911,66.860,0.682,,0.438,0.589,0.381 -Bahrain,2013,6.690,10.757,0.884,67.140,0.809,,0.525,0.768,0.306 -Bahrain,2014,6.165,10.783,,67.420,,,,, -Bahrain,2015,6.007,10.785,0.853,67.700,0.850,0.112,,0.716,0.303 -Bahrain,2016,6.170,10.781,0.863,68.100,0.889,0.088,,0.787,0.283 -Bahrain,2017,6.227,10.771,0.876,68.500,0.906,0.136,,0.814,0.290 -Bahrain,2019,7.098,10.715,0.878,69.300,0.907,0.048,,0.762,0.317 -Bahrain,2020,6.173,10.620,0.848,69.700,0.945,0.132,,0.790,0.297 -Bangladesh,2006,4.319,7.783,0.672,59.020,0.612,0.068,0.786,0.600,0.321 -Bangladesh,2007,4.607,7.839,0.514,59.440,0.605,0.040,0.806,0.635,0.313 -Bangladesh,2008,5.052,7.886,0.467,59.860,0.606,-0.044,0.802,0.725,0.232 -Bangladesh,2009,5.083,7.924,0.528,60.280,0.631,-0.075,0.776,0.670,0.223 -Bangladesh,2010,4.858,7.967,0.549,60.700,0.659,-0.016,0.774,0.629,0.292 -Bangladesh,2011,4.986,8.018,0.606,61.120,0.838,-0.069,0.757,0.685,0.235 -Bangladesh,2012,4.724,8.070,0.582,61.540,0.668,-0.034,0.765,0.714,0.183 -Bangladesh,2013,4.660,8.116,0.530,61.960,0.742,-0.016,0.743,0.619,0.246 -Bangladesh,2014,4.636,8.164,0.577,62.380,0.736,-0.098,0.789,,0.231 -Bangladesh,2015,4.633,8.216,0.601,62.800,0.815,-0.068,0.721,0.635,0.226 -Bangladesh,2016,4.556,8.274,0.649,63.300,0.875,-0.089,0.688,0.560,0.235 -Bangladesh,2017,4.310,8.334,0.713,63.800,0.896,0.012,0.635,0.569,0.214 -Bangladesh,2018,4.499,8.399,0.706,64.300,0.901,-0.043,0.701,0.541,0.361 -Bangladesh,2019,5.114,8.467,0.673,64.800,0.902,-0.051,0.656,0.537,0.369 -Bangladesh,2020,5.280,8.472,0.739,65.300,0.777,-0.009,0.742,0.582,0.332 -Belarus,2006,5.658,9.489,0.918,61.100,0.707,-0.246,0.708,0.605,0.269 -Belarus,2007,5.617,9.576,0.858,61.400,0.667,-0.225,0.695,0.596,0.235 -Belarus,2008,5.463,9.677,0.904,61.700,0.640,-0.220,0.696,,0.246 -Belarus,2009,5.564,9.681,0.908,62.000,0.679,-0.203,0.676,0.566,0.223 -Belarus,2010,5.526,9.758,0.918,62.300,0.700,-0.163,0.706,0.567,0.208 -Belarus,2011,5.225,9.812,0.910,62.880,0.656,-0.168,0.672,0.521,0.249 -Belarus,2012,5.749,9.830,0.902,63.460,0.645,-0.217,0.657,0.523,0.181 -Belarus,2013,5.876,9.839,0.923,64.040,0.723,-0.177,0.653,0.609,0.206 -Belarus,2014,5.812,9.856,0.880,64.620,0.647,-0.048,0.682,0.619,0.209 -Belarus,2015,5.719,9.815,0.924,65.200,0.623,-0.091,0.669,0.584,0.184 -Belarus,2016,5.178,9.788,0.927,65.500,0.658,-0.125,0.664,0.554,0.182 -Belarus,2017,5.553,9.814,0.900,65.800,0.621,-0.122,0.654,0.541,0.233 -Belarus,2018,5.234,9.846,0.905,66.100,0.644,-0.174,0.718,0.450,0.236 -Belarus,2019,5.821,9.860,0.917,66.400,0.657,-0.186,0.546,0.591,0.190 -Belgium,2005,7.262,10.745,0.935,69.900,0.924,,0.598,0.796,0.260 -Belgium,2007,7.219,10.792,0.922,70.260,0.901,0.069,0.721,0.813,0.218 -Belgium,2008,7.117,10.789,0.923,70.440,0.887,0.007,0.652,0.813,0.242 -Belgium,2010,6.854,10.779,0.931,70.800,0.807,0.022,0.697,0.828,0.240 -Belgium,2011,7.111,10.783,0.937,70.920,0.880,-0.014,0.711,0.835,0.225 -Belgium,2012,6.935,10.784,0.927,71.040,0.855,-0.050,0.758,0.820,0.238 -Belgium,2013,7.104,10.784,0.909,71.160,0.891,0.017,0.574,0.797,0.217 -Belgium,2014,6.855,10.795,0.944,71.280,0.861,0.001,0.512,0.798,0.252 -Belgium,2015,6.904,10.810,0.885,71.400,0.869,0.062,0.469,0.805,0.240 -Belgium,2016,6.949,10.819,0.929,71.600,0.866,-0.056,0.497,0.765,0.260 -Belgium,2017,6.928,10.834,0.922,71.800,0.857,0.054,0.543,0.786,0.234 -Belgium,2018,6.892,10.844,0.930,72.000,0.808,-0.125,0.630,0.750,0.250 -Belgium,2019,6.772,10.853,0.884,72.200,0.776,-0.172,0.672,0.733,0.244 -Belgium,2020,6.839,10.771,0.904,72.400,0.767,-0.164,0.634,0.647,0.260 -Belize,2007,6.451,8.892,0.872,61.600,0.705,0.033,0.769,0.759,0.251 -Belize,2014,5.956,8.883,0.757,62.220,0.874,0.022,0.782,0.755,0.282 -Benin,2006,3.330,7.866,0.445,50.100,0.580,-0.011,0.790,0.587,0.309 -Benin,2008,3.667,7.915,0.382,50.900,0.709,-0.004,0.825,0.584,0.303 -Benin,2011,3.870,7.904,0.477,51.980,0.773,-0.142,0.849,0.626,0.219 -Benin,2012,3.193,7.923,0.523,52.260,0.769,-0.111,0.806,0.583,0.231 -Benin,2013,3.479,7.964,0.577,52.540,0.783,-0.085,0.856,0.702,0.216 -Benin,2014,3.347,7.998,0.506,52.820,0.776,-0.096,0.855,0.590,0.273 -Benin,2015,3.625,7.988,0.434,53.100,0.733,-0.027,0.850,0.592,0.373 -Benin,2016,4.007,7.993,0.493,53.500,0.780,-0.065,0.838,0.608,0.456 -Benin,2017,4.853,8.021,0.436,53.900,0.727,-0.065,0.767,0.615,0.458 -Benin,2018,5.820,8.059,0.504,54.300,0.713,0.002,0.747,0.647,0.468 -Benin,2019,4.976,8.098,0.442,54.700,0.770,-0.016,0.698,0.659,0.441 -Benin,2020,4.408,8.102,0.507,55.100,0.783,-0.083,0.532,0.609,0.305 -Bhutan,2013,5.569,9.123,0.819,59.600,0.810,0.353,0.802,0.779,0.217 -Bhutan,2014,4.939,9.167,0.880,59.900,0.834,0.268,0.650,0.859,0.324 -Bhutan,2015,5.082,9.219,0.848,60.200,0.830,0.277,0.634,0.810,0.312 -Bolivia,2006,5.374,8.686,0.834,59.000,0.770,-0.044,0.794,0.739,0.432 -Bolivia,2007,5.628,8.714,0.796,59.500,0.780,0.001,0.817,0.771,0.388 -Bolivia,2008,5.298,8.756,0.785,60.000,0.726,-0.092,0.801,0.781,0.392 -Bolivia,2009,6.086,8.773,0.831,60.500,0.779,-0.036,0.763,0.797,0.372 -Bolivia,2010,5.781,8.797,0.807,61.000,0.703,-0.068,0.781,0.766,0.350 -Bolivia,2011,5.779,8.831,0.817,61.340,0.782,-0.039,0.825,0.761,0.361 -Bolivia,2012,6.019,8.865,0.781,61.680,0.862,-0.015,0.840,0.782,0.409 -Bolivia,2013,5.767,8.915,0.803,62.020,0.846,-0.067,0.812,0.759,0.410 -Bolivia,2014,5.865,8.953,0.821,62.360,0.881,0.018,0.832,0.809,0.398 -Bolivia,2015,5.834,8.985,0.829,62.700,0.884,-0.030,0.862,0.786,0.393 -Bolivia,2016,5.770,9.012,0.796,63.000,0.882,-0.047,0.853,0.783,0.376 -Bolivia,2017,5.651,9.039,0.779,63.300,0.884,-0.120,0.819,0.698,0.434 -Bolivia,2018,5.916,9.066,0.827,63.600,0.863,-0.093,0.786,0.742,0.387 -Bolivia,2019,5.674,9.074,0.784,63.900,0.881,-0.086,0.857,0.751,0.419 -Bolivia,2020,5.559,8.998,0.805,64.200,0.877,-0.054,0.868,0.790,0.382 -Bosnia and Herzegovina,2007,4.900,9.267,0.766,66.040,0.342,0.006,0.926,0.613,0.296 -Bosnia and Herzegovina,2009,4.963,9.296,0.735,66.480,0.258,-0.026,0.959,0.572,0.390 -Bosnia and Herzegovina,2010,4.669,9.312,0.773,66.700,0.365,-0.128,0.933,0.517,0.409 -Bosnia and Herzegovina,2011,4.995,9.333,0.725,66.740,0.333,-0.035,0.925,0.596,0.326 -Bosnia and Herzegovina,2012,4.773,9.342,0.779,66.780,0.420,-0.013,0.953,0.548,0.338 -Bosnia and Herzegovina,2013,5.124,9.382,0.767,66.820,0.390,0.042,0.970,0.544,0.315 -Bosnia and Herzegovina,2014,5.249,9.411,0.788,66.860,0.412,0.232,0.976,0.531,0.262 -Bosnia and Herzegovina,2015,5.117,9.457,0.656,66.900,0.631,-0.055,0.960,0.534,0.286 -Bosnia and Herzegovina,2016,5.181,9.500,0.808,67.200,0.633,0.134,0.957,0.641,0.304 -Bosnia and Herzegovina,2017,5.090,9.532,0.775,67.500,0.564,0.092,0.923,0.597,0.271 -Bosnia and Herzegovina,2018,5.887,9.576,0.836,67.800,0.659,0.123,0.913,0.643,0.277 -Bosnia and Herzegovina,2019,6.016,9.609,0.873,68.100,0.722,0.079,0.963,0.633,0.238 -Bosnia and Herzegovina,2020,5.516,9.583,0.899,68.400,0.740,0.138,0.916,0.644,0.325 -Botswana,2006,4.739,9.492,0.883,46.820,0.824,-0.195,0.723,0.688,0.226 -Botswana,2008,5.451,9.590,0.832,49.860,0.858,-0.164,0.806,0.731,0.218 -Botswana,2010,3.553,9.556,0.866,52.900,0.826,-0.143,0.814,0.690,0.172 -Botswana,2011,3.520,9.600,0.860,53.680,0.813,-0.250,0.816,0.739,0.160 -Botswana,2012,4.836,9.632,0.837,54.460,0.799,-0.203,0.814,0.773,0.171 -Botswana,2013,4.128,9.728,0.856,55.240,0.767,-0.154,0.749,0.698,0.244 -Botswana,2014,4.031,9.756,0.859,56.020,0.791,-0.105,0.743,0.674,0.245 -Botswana,2015,3.762,9.724,0.816,56.800,0.857,-0.116,0.860,0.746,0.261 -Botswana,2016,3.499,9.748,0.768,57.500,0.852,-0.253,0.729,0.686,0.252 -Botswana,2017,3.505,9.756,0.768,58.200,0.817,-0.248,0.731,0.656,0.276 -Botswana,2018,3.461,9.778,0.795,58.900,0.818,-0.254,0.807,0.730,0.267 -Botswana,2019,3.471,9.785,0.774,59.600,0.833,-0.239,0.792,0.712,0.273 -Brazil,2005,6.637,9.438,0.883,63.300,0.882,,0.745,0.818,0.302 -Brazil,2007,6.321,9.515,0.886,63.780,0.777,-0.016,0.728,0.859,0.299 -Brazil,2008,6.691,9.555,0.878,64.020,0.782,-0.078,0.688,0.820,0.265 -Brazil,2009,7.001,9.544,0.913,64.260,0.767,-0.055,0.723,0.833,0.274 -Brazil,2010,6.837,9.607,0.906,64.500,0.806,-0.054,0.656,0.817,0.250 -Brazil,2011,7.038,9.637,0.916,64.760,0.834,-0.072,0.662,0.807,0.268 -Brazil,2012,6.660,9.647,0.890,65.020,0.849,,0.623,0.755,0.350 -Brazil,2013,7.140,9.668,0.910,65.280,0.785,-0.095,0.707,0.818,0.276 -Brazil,2014,6.981,9.664,0.898,65.540,0.714,-0.115,0.710,0.788,0.274 -Brazil,2015,6.547,9.620,0.907,65.800,0.799,-0.016,0.771,0.755,0.325 -Brazil,2016,6.375,9.578,0.912,66.000,0.807,-0.100,0.781,0.763,0.302 -Brazil,2017,6.333,9.583,0.905,66.200,0.765,-0.175,0.794,0.716,0.308 -Brazil,2018,6.191,9.589,0.882,66.400,0.751,-0.117,0.763,0.750,0.350 -Brazil,2019,6.451,9.592,0.899,66.600,0.830,-0.062,0.762,0.761,0.337 -Brazil,2020,6.110,9.522,0.831,66.800,0.786,-0.053,0.729,0.692,0.389 -Bulgaria,2007,3.844,9.715,0.832,65.100,0.566,-0.138,0.976,0.594,0.226 -Bulgaria,2010,3.912,9.765,0.843,65.700,0.545,-0.144,0.941,0.546,0.238 -Bulgaria,2011,3.875,9.795,0.860,65.800,0.664,-0.228,0.948,0.534,0.271 -Bulgaria,2012,4.222,9.804,0.838,65.900,0.641,-0.172,0.938,0.573,0.237 -Bulgaria,2013,3.993,9.813,0.829,66.000,0.603,-0.191,0.962,0.623,0.278 -Bulgaria,2014,4.438,9.838,0.886,66.100,0.576,-0.055,0.955,0.628,0.236 -Bulgaria,2015,4.865,9.883,0.908,66.200,0.637,-0.200,0.941,0.643,0.214 -Bulgaria,2016,4.838,9.928,0.926,66.400,0.700,-0.170,0.936,0.622,0.172 -Bulgaria,2017,5.097,9.969,0.942,66.600,0.689,-0.154,0.911,0.614,0.189 -Bulgaria,2018,5.099,10.007,0.924,66.800,0.724,-0.176,0.952,0.639,0.189 -Bulgaria,2019,5.108,10.047,0.948,67.000,0.822,-0.109,0.943,0.663,0.200 -Bulgaria,2020,5.598,9.991,0.916,67.200,0.818,-0.004,0.901,0.706,0.221 -Burkina Faso,2006,3.801,7.367,0.796,46.660,0.588,0.028,0.798,0.716,0.266 -Burkina Faso,2007,4.017,7.377,0.771,47.420,0.582,-0.060,0.833,0.651,0.281 -Burkina Faso,2008,3.846,7.403,0.727,48.180,0.612,-0.101,0.887,0.523,0.304 -Burkina Faso,2010,4.036,7.453,0.773,49.700,0.587,-0.036,0.767,0.590,0.217 -Burkina Faso,2011,4.785,7.487,0.710,50.240,0.725,-0.105,0.707,0.579,0.205 -Burkina Faso,2012,3.955,7.520,0.744,50.780,0.622,-0.070,0.726,0.545,0.300 -Burkina Faso,2013,3.326,7.546,0.745,51.320,0.741,-0.016,0.765,0.630,0.287 -Burkina Faso,2014,3.481,7.559,0.742,51.860,0.710,-0.004,0.801,0.614,0.256 -Burkina Faso,2015,4.419,7.568,0.705,52.400,0.659,0.004,0.693,0.579,0.359 -Burkina Faso,2016,4.206,7.596,0.764,52.900,0.645,-0.001,0.721,0.616,0.337 -Burkina Faso,2017,4.647,7.627,0.785,53.400,0.614,-0.063,0.727,0.585,0.354 -Burkina Faso,2018,4.927,7.665,0.665,53.900,0.721,-0.013,0.757,0.711,0.343 -Burkina Faso,2019,4.741,7.691,0.683,54.400,0.678,-0.004,0.729,0.691,0.365 -Burundi,2008,3.563,6.719,0.291,49.020,0.260,-0.019,0.860,0.440,0.253 -Burundi,2009,3.792,6.723,0.326,49.660,0.427,-0.019,0.718,0.641,0.164 -Burundi,2011,3.706,6.748,0.422,50.680,0.490,-0.062,0.677,0.689,0.190 -Burundi,2014,2.905,6.787,0.565,51.820,0.431,-0.059,0.808,0.656,0.251 -Burundi,2018,3.775,6.635,0.485,53.400,0.646,-0.024,0.599,0.666,0.363 -Cambodia,2006,3.569,7.746,0.793,55.300,,0.255,0.829,0.719,0.341 -Cambodia,2007,4.156,7.829,0.675,56.100,0.819,0.116,0.879,,0.320 -Cambodia,2008,4.462,7.879,0.619,56.900,0.914,0.045,0.888,0.739,0.335 -Cambodia,2009,4.111,7.865,0.818,57.700,0.937,0.152,0.965,0.796,0.188 -Cambodia,2010,4.141,7.907,0.697,58.500,0.940,0.350,0.896,0.774,0.422 -Cambodia,2011,4.161,7.960,0.716,58.880,0.927,0.418,0.775,0.799,0.308 -Cambodia,2012,3.899,8.014,0.606,59.260,0.956,0.247,0.890,0.820,0.352 -Cambodia,2013,3.674,8.068,0.651,59.640,0.941,0.164,0.812,0.792,0.440 -Cambodia,2014,3.883,8.121,0.693,60.020,0.938,0.239,0.843,0.783,0.482 -Cambodia,2015,4.162,8.173,0.729,60.400,0.956,0.210,0.825,0.813,0.399 -Cambodia,2016,4.461,8.225,0.746,60.800,0.958,0.076,0.840,0.839,0.398 -Cambodia,2017,4.586,8.276,0.765,61.200,0.964,0.088,0.821,0.799,0.408 -Cambodia,2018,5.122,8.333,0.795,61.600,0.958,0.036,,0.845,0.414 -Cambodia,2019,4.998,8.387,0.759,62.000,0.957,0.013,0.828,0.844,0.390 -Cambodia,2020,4.377,8.362,0.724,62.400,0.963,0.052,0.863,0.878,0.390 -Cameroon,2006,3.851,8.007,0.690,45.980,0.653,-0.009,0.907,0.606,0.271 -Cameroon,2007,4.350,8.028,0.717,46.560,0.644,-0.031,0.910,0.635,0.249 -Cameroon,2008,4.292,8.034,0.697,47.140,0.580,-0.069,0.945,0.600,0.312 -Cameroon,2009,4.741,8.029,0.729,47.720,0.698,-0.017,0.925,0.593,0.250 -Cameroon,2010,4.554,8.035,0.759,48.300,0.792,0.002,0.875,0.606,0.274 -Cameroon,2011,4.434,8.048,0.738,48.700,0.817,-0.029,0.870,0.598,0.272 -Cameroon,2012,4.245,8.065,0.743,49.100,0.766,-0.032,0.898,0.618,0.284 -Cameroon,2013,4.271,8.090,0.760,49.500,0.794,-0.030,0.867,0.681,0.268 -Cameroon,2014,4.240,8.120,0.778,49.900,0.795,-0.071,0.856,0.623,0.216 -Cameroon,2015,5.038,8.149,0.646,50.300,0.791,0.049,0.868,0.651,0.346 -Cameroon,2016,4.816,8.167,0.659,51.100,0.713,-0.003,0.879,0.662,0.367 -Cameroon,2017,5.074,8.176,0.695,51.900,0.767,-0.028,0.844,0.632,0.377 -Cameroon,2018,5.251,8.190,0.677,52.700,0.816,0.036,0.884,0.642,0.356 -Cameroon,2019,4.937,8.203,0.711,53.500,0.712,-0.008,0.817,0.629,0.326 -Cameroon,2020,5.241,8.175,0.720,54.300,0.675,0.049,0.837,0.630,0.386 -Canada,2005,7.418,10.652,0.962,71.300,0.957,0.256,0.503,0.839,0.233 -Canada,2007,7.482,10.739,,71.660,0.930,0.249,0.406,0.872,0.257 -Canada,2008,7.486,10.738,0.939,71.840,0.926,0.262,0.370,0.890,0.202 -Canada,2009,7.488,10.697,0.943,72.020,0.915,0.246,0.413,0.867,0.248 -Canada,2010,7.650,10.717,0.954,72.200,0.934,0.230,0.413,0.879,0.233 -Canada,2011,7.426,10.738,0.922,72.360,0.951,0.253,0.433,0.881,0.248 -Canada,2012,7.415,10.744,0.948,72.520,0.918,0.290,0.466,0.857,0.229 -Canada,2013,7.594,10.757,0.936,72.680,0.916,0.316,0.406,0.851,0.263 -Canada,2014,7.304,10.775,0.918,72.840,0.939,0.270,0.442,0.833,0.259 -Canada,2015,7.413,10.774,0.939,73.000,0.931,0.253,0.427,0.845,0.286 -Canada,2016,7.245,10.773,0.924,73.200,0.912,0.211,0.385,0.825,0.237 -Canada,2017,7.415,10.792,0.934,73.400,0.945,0.163,0.362,0.863,0.218 -Canada,2018,7.175,10.798,0.923,73.600,0.946,0.106,0.372,0.824,0.259 -Canada,2019,7.109,10.800,0.925,73.800,0.912,0.112,0.436,0.822,0.285 -Canada,2020,7.025,10.730,0.931,74.000,0.887,0.050,0.434,0.796,0.307 -Central African Republic,2007,4.160,6.987,0.532,40.900,0.663,0.081,0.782,0.568,0.330 -Central African Republic,2010,3.568,7.091,0.483,42.700,0.690,-0.036,0.845,0.523,0.257 -Central African Republic,2011,3.678,7.125,0.387,43.080,0.780,-0.016,0.834,0.524,0.277 -Central African Republic,2016,2.693,6.785,0.290,44.900,0.624,0.033,0.859,0.579,0.494 -Central African Republic,2017,3.476,6.817,0.320,45.200,0.645,0.073,0.890,0.614,0.599 -Chad,2006,3.435,7.360,0.724,43.180,0.306,0.028,0.961,0.580,0.263 -Chad,2007,4.141,7.359,0.479,43.660,0.295,-0.011,0.874,0.614,0.245 -Chad,2008,4.632,7.356,0.571,44.140,0.527,0.063,0.944,0.569,0.225 -Chad,2009,3.639,7.364,0.646,44.620,0.401,0.021,0.931,0.557,0.221 -Chad,2010,3.743,7.457,0.734,45.100,0.505,0.025,0.858,0.545,0.287 -Chad,2011,4.393,7.425,0.819,45.420,0.540,0.031,0.876,0.591,0.289 -Chad,2012,4.033,7.476,0.673,45.740,0.563,-0.034,0.884,0.527,0.316 -Chad,2013,3.508,7.498,0.714,46.060,0.488,-0.045,0.882,0.462,0.314 -Chad,2014,3.460,7.532,0.733,46.380,0.567,-0.070,0.881,0.536,0.329 -Chad,2015,4.323,7.527,0.751,46.700,0.474,-0.029,0.889,0.607,0.358 -Chad,2016,4.029,7.431,0.616,47.200,0.525,0.052,0.820,0.582,0.468 -Chad,2017,4.559,7.370,0.661,47.700,0.615,0.008,0.792,0.628,0.538 -Chad,2018,4.486,7.363,0.577,48.200,0.650,0.024,0.763,0.553,0.544 -Chad,2019,4.251,7.365,0.640,48.700,0.537,0.055,0.832,0.587,0.460 -Chile,2006,6.063,9.850,0.836,68.660,0.744,0.168,0.634,0.804,0.348 -Chile,2007,5.698,9.887,0.815,68.720,0.662,0.244,0.723,0.767,0.342 -Chile,2008,5.789,9.911,0.804,68.780,0.640,0.084,0.741,0.757,0.330 -Chile,2009,6.494,9.885,0.832,68.840,0.747,0.149,0.734,0.808,0.300 -Chile,2010,6.636,9.931,0.857,68.900,0.786,0.108,0.702,0.809,0.300 -Chile,2011,6.526,9.980,0.819,69.040,0.701,0.112,0.753,0.804,0.317 -Chile,2012,6.599,10.023,0.855,69.180,0.734,0.195,0.782,0.815,0.288 -Chile,2013,6.740,10.053,0.862,69.320,0.737,0.085,0.741,0.855,0.285 -Chile,2014,6.844,10.059,0.862,69.460,0.733,0.217,0.758,0.870,0.276 -Chile,2015,6.533,10.070,0.827,69.600,0.769,0.041,0.812,0.803,0.333 -Chile,2016,6.579,10.074,0.841,69.700,0.652,0.102,0.858,0.869,0.283 -Chile,2017,6.320,10.072,0.880,69.800,0.790,-0.020,0.836,0.838,0.291 -Chile,2018,6.436,10.097,0.890,69.900,0.789,-0.060,0.816,0.833,0.276 -Chile,2019,5.942,10.095,0.869,70.000,0.659,-0.103,0.860,0.809,0.337 -Chile,2020,6.151,10.020,0.888,70.100,0.781,0.033,0.812,0.815,0.336 -China,2006,4.560,8.696,0.747,66.880,,,,0.809,0.170 -China,2007,4.863,8.824,0.811,67.060,,-0.176,,0.817,0.159 -China,2008,4.846,8.911,0.748,67.240,0.853,-0.092,,0.817,0.147 -China,2009,4.454,8.996,0.798,67.420,0.771,-0.160,,0.786,0.162 -China,2010,4.653,9.092,0.768,67.600,0.805,-0.133,,0.765,0.158 -China,2011,5.037,9.179,0.787,67.760,0.824,-0.186,,0.820,0.134 -China,2012,5.095,9.249,0.788,67.920,0.808,-0.185,,0.821,0.159 -China,2013,5.241,9.319,0.778,68.080,0.805,-0.158,,0.836,0.142 -China,2014,5.196,9.386,0.820,68.240,,-0.217,,0.854,0.112 -China,2015,5.304,9.449,0.794,68.400,,-0.244,,0.809,0.171 -China,2016,5.325,9.510,0.742,68.700,,-0.228,,0.826,0.146 -China,2017,5.099,9.571,0.772,69.000,0.878,-0.175,,0.821,0.214 -China,2018,5.131,9.632,0.788,69.300,0.895,-0.159,,0.856,0.190 -China,2019,5.144,9.688,0.822,69.600,0.927,-0.173,,0.891,0.147 -China,2020,5.771,9.702,0.808,69.900,0.891,-0.103,,0.789,0.245 -Colombia,2006,6.025,9.277,0.910,65.220,0.805,-0.015,0.808,0.800,0.326 -Colombia,2007,6.138,9.330,0.894,65.340,0.786,-0.040,0.860,0.808,0.287 -Colombia,2008,6.168,9.351,0.880,65.460,0.795,-0.042,0.763,0.803,0.307 -Colombia,2009,6.272,9.351,0.886,65.580,0.757,-0.055,0.837,0.843,0.273 -Colombia,2010,6.408,9.384,0.893,65.700,0.816,-0.050,0.815,0.831,0.265 -Colombia,2011,6.464,9.442,0.904,65.920,0.811,-0.073,0.847,0.832,0.286 -Colombia,2012,6.375,9.471,0.914,66.140,0.828,-0.009,0.868,0.846,0.294 -Colombia,2013,6.607,9.512,0.901,66.360,0.841,-0.071,0.898,0.851,0.278 -Colombia,2014,6.449,9.546,0.907,66.580,0.801,-0.090,0.887,0.847,0.278 -Colombia,2015,6.388,9.564,0.890,66.800,0.791,-0.100,0.843,0.839,0.292 -Colombia,2016,6.234,9.571,0.882,67.100,0.835,-0.100,0.898,0.794,0.294 -Colombia,2017,6.157,9.569,0.909,67.400,0.838,-0.157,0.875,0.837,0.299 -Colombia,2018,5.984,9.579,0.871,67.700,0.851,-0.148,0.855,0.825,0.301 -Colombia,2019,6.350,9.598,0.873,68.000,0.822,-0.172,0.854,0.822,0.322 -Colombia,2020,5.709,9.495,0.797,68.300,0.840,-0.085,0.808,0.795,0.340 -Comoros,2009,3.476,7.952,0.629,54.360,0.508,-0.074,0.838,0.672,0.167 -Comoros,2010,3.812,7.965,0.721,54.700,0.529,0.005,0.741,0.728,0.178 -Comoros,2011,3.838,7.981,0.722,55.020,0.500,-0.075,0.732,0.667,0.173 -Comoros,2012,3.956,7.988,0.719,55.340,0.534,-0.121,0.651,0.612,0.212 -Comoros,2018,3.973,8.028,0.621,57.200,0.560,0.086,0.794,0.748,0.337 -Comoros,2019,4.609,8.033,0.632,57.500,0.538,0.077,0.762,0.736,0.336 -Congo (Brazzaville),2008,3.820,8.082,0.555,52.200,0.526,-0.098,,0.573,0.298 -Congo (Brazzaville),2011,4.510,8.180,0.637,54.580,0.745,-0.109,0.833,0.621,0.288 -Congo (Brazzaville),2012,3.919,8.192,0.622,54.960,0.773,-0.112,0.800,0.564,0.323 -Congo (Brazzaville),2013,3.955,8.201,0.680,55.340,0.726,-0.078,0.752,0.610,0.291 -Congo (Brazzaville),2014,4.056,8.242,0.686,55.720,0.662,-0.110,0.808,0.595,0.400 -Congo (Brazzaville),2015,4.691,8.243,0.642,56.100,0.850,-0.104,0.841,0.606,0.261 -Congo (Brazzaville),2016,4.119,8.190,0.615,56.700,0.786,-0.072,0.790,0.610,0.304 -Congo (Brazzaville),2017,4.884,8.146,0.655,57.300,0.778,-0.131,0.763,0.599,0.382 -Congo (Brazzaville),2018,5.490,8.136,0.621,57.900,0.699,-0.092,0.738,0.588,0.448 -Congo (Brazzaville),2019,5.213,8.101,0.625,58.500,0.686,-0.046,0.741,0.645,0.405 -Congo (Kinshasa),2009,3.984,6.728,0.733,49.340,0.556,-0.022,0.824,0.491,0.283 -Congo (Kinshasa),2011,4.517,6.797,0.744,50.340,0.631,-0.025,0.856,0.617,0.208 -Congo (Kinshasa),2012,4.639,6.832,0.770,50.780,0.557,-0.035,0.807,0.634,0.230 -Congo (Kinshasa),2013,4.497,6.880,0.830,51.220,0.480,0.012,0.913,0.589,0.187 -Congo (Kinshasa),2014,4.414,6.937,0.822,51.660,0.556,0.009,0.814,0.559,0.305 -Congo (Kinshasa),2015,3.903,6.971,0.767,52.100,0.574,-0.048,0.866,0.589,0.301 -Congo (Kinshasa),2016,4.522,6.962,0.864,52.500,0.637,-0.024,0.875,0.646,0.222 -Congo (Kinshasa),2017,4.311,6.966,0.670,52.900,0.704,0.068,0.809,0.551,0.404 -Costa Rica,2006,7.082,9.565,0.937,69.940,0.882,0.060,0.798,0.868,0.236 -Costa Rica,2007,7.432,9.630,0.918,69.880,0.923,0.098,0.820,0.875,0.240 -Costa Rica,2008,6.851,9.662,0.916,69.820,0.912,0.096,0.816,0.844,0.233 -Costa Rica,2009,7.615,9.639,0.900,69.760,0.886,0.065,0.787,0.876,0.217 -Costa Rica,2010,7.271,9.675,0.915,69.700,0.881,0.047,0.763,0.886,0.221 -Costa Rica,2011,7.229,9.705,0.892,69.900,0.926,-0.033,0.837,0.876,0.269 -Costa Rica,2012,7.272,9.740,0.902,70.100,0.929,0.046,0.794,0.897,0.263 -Costa Rica,2013,7.158,9.751,0.902,70.300,0.898,0.018,0.813,0.850,0.278 -Costa Rica,2014,7.247,9.775,0.914,70.500,0.927,0.010,0.788,0.837,0.290 -Costa Rica,2015,6.854,9.799,0.878,70.700,0.907,-0.059,0.761,0.850,0.286 -Costa Rica,2016,7.136,9.830,0.901,70.900,0.873,-0.032,0.781,0.874,0.281 -Costa Rica,2017,7.225,9.858,0.922,71.100,0.936,-0.076,0.742,0.874,0.275 -Costa Rica,2018,7.141,9.874,0.876,71.300,0.942,-0.107,0.781,0.870,0.326 -Costa Rica,2019,6.998,9.885,0.906,71.500,0.927,-0.146,0.836,0.848,0.303 -Croatia,2007,5.821,10.162,0.910,67.120,0.662,-0.092,0.934,0.586,0.337 -Croatia,2009,5.433,10.104,0.861,67.640,0.549,-0.271,0.958,0.637,0.272 -Croatia,2010,5.596,10.091,0.796,67.900,0.564,-0.237,0.973,0.607,0.259 -Croatia,2011,5.385,10.091,0.790,68.000,0.517,-0.198,0.977,0.598,0.273 -Croatia,2012,6.028,10.072,0.776,68.100,0.542,-0.242,0.924,0.622,0.271 -Croatia,2013,5.885,10.069,0.751,68.200,0.627,-0.204,0.936,0.590,0.285 -Croatia,2014,5.381,10.072,0.646,68.300,0.519,0.132,0.918,0.596,0.286 -Croatia,2015,5.205,10.104,0.768,68.400,0.694,-0.096,0.849,0.609,0.294 -Croatia,2016,5.417,10.146,0.798,69.000,0.672,-0.065,0.884,0.614,0.337 -Croatia,2017,5.343,10.189,0.770,69.600,0.716,-0.104,0.892,0.655,0.316 -Croatia,2018,5.536,10.224,0.910,70.200,0.691,-0.151,0.925,0.582,0.290 -Croatia,2019,5.626,10.258,0.936,70.800,0.739,-0.137,0.932,0.551,0.269 -Croatia,2020,6.508,10.166,0.923,71.400,0.837,-0.063,0.961,0.743,0.286 -Cuba,2006,5.418,,0.970,68.440,0.281,,,0.647,0.277 -Cyprus,2006,6.238,10.566,0.878,71.440,0.836,0.018,0.712,0.829,0.253 -Cyprus,2009,6.833,10.558,0.812,72.160,0.775,0.054,0.801,0.746,0.329 -Cyprus,2010,6.387,10.551,0.822,72.400,0.755,0.073,0.833,0.786,0.296 -Cyprus,2011,6.690,10.530,0.844,72.540,0.745,0.180,0.841,0.763,0.272 -Cyprus,2012,6.181,10.479,0.767,72.680,0.725,0.098,0.871,0.755,0.369 -Cyprus,2013,5.439,10.414,0.744,72.820,0.656,0.102,0.867,0.748,0.420 -Cyprus,2014,5.627,10.406,0.770,72.960,0.715,0.060,0.868,0.737,0.397 -Cyprus,2015,5.439,10.445,0.770,73.100,0.628,0.114,0.893,0.747,0.383 -Cyprus,2016,5.795,10.506,0.786,73.300,0.756,-0.030,0.898,0.742,0.336 -Cyprus,2017,6.062,10.539,0.819,73.500,0.812,0.043,0.851,0.784,0.301 -Cyprus,2018,6.276,10.567,0.826,73.700,0.794,-0.022,0.848,0.750,0.298 -Cyprus,2019,6.137,10.585,0.776,73.900,0.740,-0.008,0.865,0.763,0.290 -Cyprus,2020,6.260,,0.806,74.100,0.763,,0.816,0.759,0.284 -Czech Republic,2005,6.439,10.324,0.919,67.000,0.865,,0.901,0.723,0.258 -Czech Republic,2007,6.500,10.437,0.900,67.440,0.799,-0.063,0.928,0.736,0.277 -Czech Republic,2010,6.250,10.419,0.934,68.100,0.779,-0.042,0.926,0.641,0.244 -Czech Republic,2011,6.331,10.435,0.914,68.240,0.787,-0.106,0.950,0.601,0.253 -Czech Republic,2012,6.334,10.426,0.912,68.380,0.740,-0.154,0.957,0.609,0.257 -Czech Republic,2013,6.698,10.420,0.888,68.520,0.726,-0.156,0.916,0.720,0.253 -Czech Republic,2014,6.484,10.446,0.878,68.660,0.800,-0.168,0.897,0.678,0.235 -Czech Republic,2015,6.608,10.496,0.911,68.800,0.808,-0.146,0.886,0.751,0.206 -Czech Republic,2016,6.736,10.518,0.931,69.300,0.850,-0.197,0.900,0.756,0.201 -Czech Republic,2017,6.790,10.558,0.901,69.800,0.832,-0.177,0.867,0.739,0.227 -Czech Republic,2018,7.034,10.583,0.929,70.300,0.790,-0.292,0.851,0.714,0.178 -Czech Republic,2020,6.897,10.530,0.964,71.300,0.906,-0.127,0.884,0.832,0.290 -Denmark,2005,8.019,10.851,0.972,69.600,0.971,,0.237,0.860,0.154 -Denmark,2007,7.834,10.891,0.954,69.920,0.932,0.240,0.206,0.828,0.194 -Denmark,2008,7.971,10.880,0.954,70.080,0.970,0.272,0.248,0.757,0.163 -Denmark,2009,7.683,10.824,0.939,70.240,0.949,0.264,0.206,0.749,0.234 -Denmark,2010,7.771,10.839,0.975,70.400,0.944,0.242,0.175,0.785,0.155 -Denmark,2011,7.788,10.848,0.962,70.620,0.935,0.298,0.220,0.769,0.175 -Denmark,2012,7.520,10.846,0.951,70.840,0.933,0.139,0.187,0.774,0.209 -Denmark,2013,7.589,10.851,0.965,71.060,0.920,0.215,0.170,0.862,0.195 -Denmark,2014,7.508,10.862,0.956,71.280,0.942,0.118,0.237,0.832,0.233 -Denmark,2015,7.514,10.878,0.960,71.500,0.941,0.222,0.191,0.829,0.218 -Denmark,2016,7.558,10.903,0.954,71.800,0.948,0.138,0.210,0.836,0.208 -Denmark,2017,7.594,10.916,0.952,72.100,0.955,0.155,0.181,0.824,0.206 -Denmark,2018,7.649,10.935,0.958,72.400,0.935,0.018,0.151,0.821,0.206 -Denmark,2019,7.693,10.954,0.958,72.700,0.963,0.020,0.174,0.862,0.181 -Denmark,2020,7.515,10.910,0.947,73.000,0.938,0.052,0.214,0.818,0.227 -Djibouti,2008,5.009,8.111,0.690,53.260,0.773,0.129,0.576,0.755,0.120 -Djibouti,2009,4.906,7.927,0.901,53.780,0.649,0.005,0.634,0.662,0.232 -Djibouti,2010,5.006,7.812,,54.300,0.764,-0.058,0.597,, -Djibouti,2011,4.369,7.880,0.633,54.700,0.746,-0.057,0.519,0.579,0.181 -Dominican Republic,2006,5.088,9.314,0.919,62.680,0.858,0.038,0.755,0.748,0.274 -Dominican Republic,2007,5.081,9.372,0.848,62.960,0.886,-0.008,0.772,0.767,0.260 -Dominican Republic,2008,4.842,9.391,0.850,63.240,0.848,-0.045,0.728,0.732,0.329 -Dominican Republic,2009,5.432,9.388,0.878,63.520,0.863,-0.053,0.806,0.785,0.280 -Dominican Republic,2010,4.735,9.456,0.860,63.800,0.824,-0.075,0.780,0.787,0.282 -Dominican Republic,2011,5.397,9.475,0.872,64.020,0.848,0.014,0.788,0.809,0.300 -Dominican Republic,2012,4.753,9.489,0.879,64.240,0.840,-0.062,0.727,0.797,0.297 -Dominican Republic,2013,5.016,9.525,0.878,64.460,0.889,0.021,0.752,0.793,0.295 -Dominican Republic,2014,5.387,9.582,0.891,64.680,0.905,-0.020,0.760,0.798,0.300 -Dominican Republic,2015,5.062,9.637,0.893,64.900,0.856,-0.065,0.755,0.714,0.295 -Dominican Republic,2016,5.239,9.691,0.895,65.200,0.873,-0.080,0.737,0.760,0.278 -Dominican Republic,2017,5.605,9.725,0.894,65.500,0.855,-0.121,0.760,0.739,0.275 -Dominican Republic,2018,5.433,9.782,0.862,65.800,0.867,-0.150,0.762,0.745,0.291 -Dominican Republic,2019,6.004,9.821,0.884,66.100,0.877,-0.123,0.746,0.784,0.264 -Dominican Republic,2020,5.168,9.802,0.806,66.400,0.835,-0.128,0.636,0.734,0.314 -Ecuador,2006,5.024,9.186,0.910,66.080,0.671,-0.091,0.901,0.825,0.357 -Ecuador,2007,4.996,9.191,0.839,66.260,0.670,-0.063,0.830,0.833,0.286 -Ecuador,2008,5.297,9.236,0.829,66.440,0.640,-0.094,0.801,0.843,0.283 -Ecuador,2009,6.022,9.225,0.779,66.620,0.737,-0.108,0.774,0.840,0.256 -Ecuador,2010,5.838,9.244,0.839,66.800,0.723,-0.063,0.806,0.826,0.220 -Ecuador,2011,5.795,9.304,0.818,66.960,0.788,-0.155,0.702,0.862,0.271 -Ecuador,2012,5.961,9.344,0.785,67.120,0.825,-0.084,0.730,0.847,0.333 -Ecuador,2013,6.019,9.377,0.801,67.280,0.787,-0.191,0.646,0.851,0.267 -Ecuador,2014,5.946,9.399,0.831,67.440,0.719,-0.167,0.661,0.859,0.306 -Ecuador,2015,5.964,9.384,0.856,67.600,0.801,-0.114,0.666,0.851,0.323 -Ecuador,2016,6.115,9.355,0.842,67.900,0.846,-0.015,0.774,0.846,0.365 -Ecuador,2017,5.840,9.360,0.849,68.200,0.879,-0.167,0.734,0.829,0.314 -Ecuador,2018,6.128,9.355,0.851,68.500,0.869,-0.099,0.831,0.876,0.328 -Ecuador,2019,5.809,9.339,0.808,68.800,0.830,-0.115,0.839,0.811,0.374 -Ecuador,2020,5.354,9.244,0.804,69.100,0.829,-0.157,0.855,0.790,0.416 -Egypt,2005,5.168,9.036,0.848,59.700,0.817,,,0.735,0.346 -Egypt,2007,5.541,9.135,0.686,59.820,0.609,-0.121,,0.665,0.355 -Egypt,2008,4.632,9.186,0.738,59.880,,-0.087,0.914,0.683,0.301 -Egypt,2009,5.066,9.213,0.744,59.940,0.611,-0.100,0.801,0.642,0.339 -Egypt,2010,4.669,9.244,0.769,60.000,0.486,-0.076,0.826,0.567,0.276 -Egypt,2011,4.174,9.240,0.753,60.160,0.590,-0.151,0.859,0.529,0.353 -Egypt,2012,4.204,9.240,0.737,60.320,0.452,-0.138,0.880,0.527,0.398 -Egypt,2013,3.559,9.239,0.675,60.480,0.474,-0.141,0.913,0.551,0.483 -Egypt,2014,4.885,9.245,0.619,60.640,0.578,-0.126,0.749,0.543,0.327 -Egypt,2015,4.763,9.266,0.730,60.800,0.659,-0.089,0.684,0.610,0.344 -Egypt,2016,4.557,9.287,0.809,61.100,0.656,-0.141,0.818,0.611,0.370 -Egypt,2017,3.929,9.307,0.638,61.400,0.593,-0.152,,0.539,0.414 -Egypt,2018,4.005,9.338,0.759,61.700,0.682,-0.215,,0.492,0.285 -Egypt,2019,4.328,9.373,0.772,62.000,0.774,-0.199,,0.517,0.313 -Egypt,2020,4.472,9.383,0.673,62.300,0.770,-0.112,,0.599,0.442 -El Salvador,2006,5.701,8.873,0.878,62.920,0.683,-0.056,0.807,0.864,0.233 -El Salvador,2007,5.296,8.887,0.717,63.240,0.639,-0.015,0.785,0.869,0.220 -El Salvador,2008,5.191,8.908,0.747,63.560,0.636,-0.078,0.735,0.842,0.232 -El Salvador,2009,6.839,8.883,0.734,63.880,0.671,-0.103,0.648,0.850,0.243 -El Salvador,2010,6.740,8.900,0.757,64.200,0.669,-0.064,0.694,0.814,0.302 -El Salvador,2011,4.741,8.933,0.731,64.400,0.747,-0.126,0.707,0.875,0.336 -El Salvador,2012,5.934,8.956,0.806,64.600,0.683,-0.155,0.786,0.831,0.365 -El Salvador,2013,6.325,8.974,0.827,64.800,0.716,-0.150,0.772,0.828,0.317 -El Salvador,2014,5.857,8.986,0.798,65.000,0.778,-0.194,0.781,0.837,0.330 -El Salvador,2015,6.018,9.005,0.791,65.200,0.733,-0.156,0.805,0.826,0.333 -El Salvador,2016,6.140,9.025,0.794,65.500,0.800,-0.185,0.797,0.761,0.346 -El Salvador,2017,6.339,9.042,0.829,65.800,0.758,-0.172,0.778,0.849,0.268 -El Salvador,2018,6.241,9.061,0.820,66.100,0.863,-0.095,0.801,0.860,0.270 -El Salvador,2019,6.455,9.080,0.764,66.400,0.877,-0.109,0.682,0.871,0.271 -El Salvador,2020,5.462,9.019,0.696,66.700,0.924,-0.126,0.583,0.839,0.329 -Estonia,2006,5.371,10.270,0.910,64.860,0.749,-0.264,0.797,0.655,0.215 -Estonia,2007,5.332,10.347,0.896,65.320,0.712,-0.246,0.743,0.666,0.176 -Estonia,2008,5.452,10.298,0.904,65.780,0.642,-0.217,0.663,0.597,0.218 -Estonia,2009,5.138,10.144,0.874,66.240,0.611,-0.230,0.793,0.598,0.243 -Estonia,2011,5.487,10.248,0.909,66.960,0.735,-0.168,0.687,0.651,0.205 -Estonia,2012,5.364,10.282,0.889,67.220,0.697,-0.192,0.793,0.647,0.199 -Estonia,2013,5.367,10.299,0.901,67.480,0.754,-0.201,0.726,0.702,0.199 -Estonia,2014,5.556,10.331,0.917,67.740,0.773,-0.153,0.652,0.680,0.203 -Estonia,2015,5.629,10.348,0.918,68.000,0.815,-0.164,0.569,0.723,0.183 -Estonia,2016,5.650,10.374,0.938,68.200,0.843,-0.149,0.639,0.726,0.177 -Estonia,2017,5.938,10.429,0.936,68.400,0.862,-0.101,0.668,0.805,0.160 -Estonia,2018,6.091,10.472,0.933,68.600,0.886,-0.141,0.621,0.795,0.163 -Estonia,2019,6.035,10.511,0.934,68.800,0.887,-0.096,0.576,0.804,0.156 -Estonia,2020,6.453,10.459,0.958,69.000,0.954,-0.082,0.398,0.807,0.188 -Ethiopia,2012,4.561,7.271,0.659,55.200,0.776,-0.044,,0.668,0.137 -Ethiopia,2013,4.445,7.343,0.602,55.800,0.707,-0.008,0.750,0.643,0.213 -Ethiopia,2014,4.507,7.413,0.640,56.400,0.694,0.080,0.702,0.738,0.303 -Ethiopia,2015,4.573,7.484,0.626,57.000,0.803,0.113,0.567,0.714,0.237 -Ethiopia,2016,4.298,7.547,0.719,57.500,0.744,0.038,0.703,0.727,0.254 -Ethiopia,2017,4.180,7.612,0.734,58.000,0.717,0.001,0.757,0.609,0.304 -Ethiopia,2018,4.379,7.651,0.740,58.500,0.740,0.039,0.799,0.660,0.272 -Ethiopia,2019,4.100,7.705,0.748,59.000,0.754,0.053,0.732,0.631,0.283 -Ethiopia,2020,4.549,7.711,0.823,59.500,0.769,0.188,0.784,0.669,0.252 -Finland,2006,7.672,10.745,0.965,69.760,0.969,-0.005,0.132,0.722,0.172 -Finland,2008,7.671,10.796,0.951,70.080,0.934,0.028,0.217,0.773,0.144 -Finland,2010,7.393,10.734,0.935,70.400,0.916,0.091,0.413,0.832,0.202 -Finland,2011,7.354,10.754,0.938,70.640,0.936,0.101,0.320,0.773,0.205 -Finland,2012,7.420,10.735,0.928,70.880,0.921,-0.001,0.361,0.796,0.202 -Finland,2013,7.445,10.722,0.941,71.120,0.919,0.040,0.306,0.769,0.195 -Finland,2014,7.385,10.714,0.952,71.360,0.933,-0.001,0.265,0.784,0.199 -Finland,2015,7.448,10.716,0.948,71.600,0.930,0.111,0.223,0.751,0.191 -Finland,2016,7.660,10.740,0.954,71.700,0.948,-0.027,0.250,0.797,0.182 -Finland,2017,7.788,10.768,0.964,71.800,0.962,-0.002,0.192,0.787,0.176 -Finland,2018,7.858,10.783,0.962,71.900,0.938,-0.127,0.199,0.782,0.182 -Finland,2019,7.780,10.792,0.937,72.000,0.948,-0.052,0.195,0.755,0.181 -Finland,2020,7.889,10.750,0.962,72.100,0.962,-0.116,0.164,0.744,0.193 -France,2005,7.093,10.642,0.940,71.300,0.895,,0.688,0.769,0.225 -France,2006,6.583,10.659,0.944,71.480,0.789,0.126,0.699,0.777,0.289 -France,2008,7.008,10.674,0.935,71.840,0.833,-0.031,0.669,0.746,0.281 -France,2009,6.283,10.639,0.918,72.020,0.798,-0.082,0.654,0.763,0.303 -France,2010,6.798,10.654,0.943,72.200,0.850,-0.104,0.623,0.790,0.261 -France,2011,6.959,10.671,0.921,72.400,0.903,-0.102,0.627,0.781,0.281 -France,2012,6.649,10.669,0.937,72.600,0.841,-0.149,0.608,0.754,0.253 -France,2013,6.667,10.669,0.908,72.800,0.878,-0.125,0.699,0.800,0.205 -France,2014,6.467,10.674,0.878,73.000,0.803,-0.118,0.656,0.811,0.216 -France,2015,6.358,10.682,0.896,73.200,0.817,-0.139,0.641,0.786,0.215 -France,2016,6.475,10.690,0.885,73.400,0.787,-0.091,0.623,0.773,0.270 -France,2017,6.635,10.711,0.931,73.600,0.834,-0.123,0.601,0.762,0.242 -France,2018,6.666,10.727,0.921,73.800,0.816,-0.138,0.582,0.767,0.282 -France,2019,6.690,10.740,0.958,74.000,0.827,-0.133,0.568,0.735,0.250 -France,2020,6.714,10.643,0.947,74.200,0.823,-0.169,0.565,0.732,0.231 -Gabon,2011,4.255,9.608,0.653,55.480,0.772,-0.211,0.851,0.591,0.264 -Gabon,2012,3.972,9.621,0.736,56.160,0.566,-0.195,0.810,0.470,0.266 -Gabon,2013,3.800,9.638,0.733,56.840,0.682,-0.146,0.780,0.510,0.287 -Gabon,2014,3.918,9.644,0.829,57.520,0.607,-0.198,0.782,0.539,0.293 -Gabon,2015,4.661,9.649,0.756,58.200,0.671,-0.194,0.867,0.626,0.372 -Gabon,2016,4.832,9.639,0.780,58.700,0.699,-0.204,0.817,0.640,0.432 -Gabon,2017,4.782,9.616,0.807,59.200,0.652,-0.228,0.868,0.634,0.446 -Gabon,2018,4.783,9.599,0.785,59.700,0.719,-0.197,0.823,0.641,0.418 -Gabon,2019,4.914,9.607,0.763,60.200,0.736,-0.203,0.846,0.693,0.413 -Gambia,2017,4.118,7.637,0.697,54.700,0.812,0.111,0.572,0.838,0.277 -Gambia,2018,4.922,7.671,0.685,55.000,0.719,0.440,0.691,0.804,0.379 -Gambia,2019,5.164,7.699,0.694,55.300,0.677,0.410,0.798,0.773,0.401 -Georgia,2006,3.675,8.993,0.647,65.120,0.553,-0.267,0.752,0.433,0.269 -Georgia,2007,3.707,9.117,0.548,65.040,0.464,-0.267,0.697,0.427,0.236 -Georgia,2008,4.156,9.144,0.608,64.960,0.614,-0.224,0.498,0.441,0.262 -Georgia,2009,3.801,9.116,0.544,64.880,0.495,-0.233,0.535,0.492,0.242 -Georgia,2010,4.102,9.184,0.540,64.800,0.558,-0.248,0.460,0.502,0.243 -Georgia,2011,4.203,9.263,0.503,64.860,0.632,-0.255,0.353,0.515,0.247 -Georgia,2012,4.254,9.332,0.533,64.920,0.659,-0.269,0.321,0.559,0.250 -Georgia,2013,4.349,9.371,0.559,64.980,0.722,-0.254,0.349,0.595,0.200 -Georgia,2014,4.288,9.414,0.558,65.040,0.720,-0.233,0.416,0.570,0.204 -Georgia,2015,4.122,9.442,0.517,65.100,0.640,-0.205,0.502,0.547,0.233 -Georgia,2016,4.448,9.470,0.533,64.900,0.606,-0.249,0.561,0.564,0.223 -Georgia,2017,4.451,9.517,0.590,64.700,0.821,-0.244,0.590,0.581,0.210 -Georgia,2018,4.659,9.565,0.617,64.500,0.775,-0.233,0.755,0.573,0.244 -Georgia,2019,4.892,9.617,0.675,64.300,0.811,-0.260,0.647,0.604,0.244 -Georgia,2020,5.123,9.569,0.718,64.100,0.764,-0.221,0.583,0.611,0.295 -Germany,2005,6.620,10.689,0.963,70.200,0.847,,0.781,0.776,0.197 -Germany,2007,6.417,10.759,0.926,70.480,0.801,0.167,0.792,0.732,0.231 -Germany,2008,6.522,10.770,0.923,70.620,0.766,,0.758,0.787,0.220 -Germany,2009,6.641,10.714,0.935,70.760,0.844,0.127,0.690,0.792,0.206 -Germany,2010,6.725,10.756,0.939,70.900,0.843,0.095,0.688,0.794,0.182 -Germany,2011,6.621,10.813,0.947,70.980,0.906,0.033,0.677,0.794,0.165 -Germany,2012,6.702,10.816,0.926,71.060,0.904,0.071,0.679,0.804,0.170 -Germany,2013,6.965,10.817,0.931,71.140,0.894,0.024,0.566,0.743,0.205 -Germany,2014,6.984,10.835,0.938,71.220,0.899,0.088,0.474,0.785,0.188 -Germany,2015,7.037,10.844,0.926,71.300,0.889,0.178,0.412,0.765,0.203 -Germany,2016,6.874,10.858,0.906,71.600,0.871,0.148,0.446,0.738,0.187 -Germany,2017,7.074,10.878,0.892,71.900,0.841,0.145,0.414,0.737,0.196 -Germany,2018,7.118,10.890,0.920,72.200,0.877,0.034,0.496,0.780,0.243 -Germany,2019,7.035,10.893,0.886,72.500,0.885,0.057,0.462,0.751,0.226 -Germany,2020,7.312,10.833,0.905,72.800,0.864,-0.060,0.424,0.760,0.206 -Ghana,2006,4.535,8.073,0.728,52.340,0.849,0.213,0.814,0.671,0.198 -Ghana,2007,5.220,8.090,0.730,52.780,0.891,0.138,0.771,0.686,0.217 -Ghana,2008,4.965,8.152,0.622,53.220,0.838,0.120,0.863,0.717,0.172 -Ghana,2009,4.198,8.174,0.633,53.660,0.757,0.005,0.890,0.774,0.198 -Ghana,2010,4.606,8.225,0.739,54.100,0.891,0.074,0.875,0.783,0.184 -Ghana,2011,5.608,8.332,0.724,54.480,0.852,0.011,0.790,0.744,0.209 -Ghana,2012,5.057,8.397,0.685,54.860,0.679,0.040,0.898,0.760,0.152 -Ghana,2013,4.965,8.445,0.676,55.240,0.794,-0.065,0.880,0.691,0.211 -Ghana,2014,3.860,8.450,0.651,55.620,0.677,0.001,0.913,0.696,0.280 -Ghana,2015,3.986,8.449,0.687,56.000,0.852,-0.038,0.945,0.690,0.265 -Ghana,2016,4.514,8.460,0.647,56.400,0.751,0.090,0.894,0.668,0.305 -Ghana,2017,5.481,8.517,0.669,56.800,0.783,0.079,0.839,0.703,0.248 -Ghana,2018,5.004,8.555,0.761,57.200,0.817,0.062,0.846,0.747,0.250 -Ghana,2019,4.967,8.596,0.746,57.600,0.787,0.116,0.857,0.682,0.270 -Ghana,2020,5.319,8.590,0.643,58.000,0.824,0.200,0.847,0.713,0.253 -Greece,2005,6.006,10.462,0.837,70.500,0.734,,0.861,0.692,0.264 -Greece,2007,6.647,10.543,0.808,70.900,0.575,-0.190,0.845,0.738,0.222 -Greece,2009,6.039,10.491,0.793,71.300,0.443,-0.293,0.959,0.649,0.254 -Greece,2010,5.840,10.433,0.868,71.500,0.484,-0.303,0.954,0.634,0.292 -Greece,2011,5.372,10.339,0.852,71.560,0.528,-0.316,0.941,0.591,0.323 -Greece,2012,5.096,10.268,0.812,71.620,0.373,-0.305,0.959,0.581,0.352 -Greece,2013,4.720,10.243,0.687,71.680,0.426,-0.272,0.941,0.689,0.482 -Greece,2014,4.756,10.257,0.832,71.740,0.369,-0.288,0.930,0.695,0.385 -Greece,2015,5.623,10.259,0.835,71.800,0.532,-0.272,0.824,0.740,0.277 -Greece,2016,5.303,10.261,0.803,72.000,0.482,-0.260,0.898,0.701,0.336 -Greece,2017,5.148,10.278,0.753,72.200,0.438,-0.290,0.872,0.603,0.333 -Greece,2018,5.409,10.299,0.794,72.400,0.564,-0.335,0.860,0.666,0.255 -Greece,2019,5.952,10.319,0.891,72.600,0.614,-0.289,0.848,0.668,0.236 -Greece,2020,5.788,10.215,0.779,72.800,0.565,-0.241,0.764,0.684,0.322 -Guatemala,2006,5.901,8.850,0.830,60.740,0.663,0.172,0.706,0.818,0.287 -Guatemala,2007,6.330,8.891,0.866,61.080,0.628,0.136,0.810,0.819,0.224 -Guatemala,2008,6.414,8.904,0.866,61.420,0.630,0.206,0.796,0.834,0.234 -Guatemala,2009,6.452,8.891,0.834,61.760,0.643,0.197,0.755,0.829,0.240 -Guatemala,2010,6.290,8.901,0.859,62.100,0.696,0.166,0.795,0.850,0.236 -Guatemala,2011,5.743,8.923,0.768,62.460,0.763,0.009,0.863,0.844,0.289 -Guatemala,2012,5.856,8.935,0.802,62.820,0.865,0.020,0.821,0.863,0.349 -Guatemala,2013,5.985,8.953,0.830,63.180,0.884,0.045,0.817,0.867,0.333 -Guatemala,2014,6.536,8.980,0.834,63.540,0.843,0.108,0.804,0.835,0.305 -Guatemala,2015,6.465,9.003,0.823,63.900,0.869,0.051,0.822,0.851,0.311 -Guatemala,2016,6.359,9.013,0.811,64.200,0.863,0.011,0.812,0.846,0.321 -Guatemala,2017,6.325,9.026,0.826,64.500,0.915,-0.059,0.800,0.846,0.308 -Guatemala,2018,6.627,9.042,0.841,64.800,0.910,-0.010,0.765,0.871,0.262 -Guatemala,2019,6.262,9.064,0.774,65.100,0.901,-0.062,0.773,0.859,0.311 -Guinea,2011,4.045,7.567,0.598,50.220,0.797,0.041,0.743,0.701,0.260 -Guinea,2012,3.652,7.603,0.542,50.440,0.646,0.001,0.794,0.677,0.285 -Guinea,2013,3.902,7.619,0.567,50.660,0.693,0.091,0.815,0.600,0.348 -Guinea,2014,3.412,7.632,0.638,50.880,0.684,0.006,0.705,0.629,0.351 -Guinea,2015,3.505,7.645,0.579,51.100,0.666,0.007,0.762,0.667,0.268 -Guinea,2016,3.603,7.721,0.675,52.200,0.726,-0.056,0.803,0.687,0.374 -Guinea,2017,4.874,7.792,0.634,53.300,0.738,0.038,0.750,0.704,0.422 -Guinea,2018,5.252,7.823,0.630,54.400,0.731,0.092,0.778,0.744,0.440 -Guinea,2019,4.768,7.849,0.655,55.500,0.691,0.097,0.756,0.685,0.473 -Guyana,2007,5.993,8.773,0.849,57.260,0.694,0.110,0.836,0.768,0.296 -Haiti,2006,3.754,7.407,0.694,48.460,0.449,0.401,0.854,0.613,0.332 -Haiti,2008,3.846,7.417,0.679,40.380,0.465,0.261,0.812,0.608,0.256 -Haiti,2010,3.766,7.384,0.554,32.300,0.373,0.216,0.848,0.555,0.293 -Haiti,2011,4.845,7.423,0.567,36.860,0.413,0.243,0.682,0.625,0.245 -Haiti,2012,4.413,7.437,0.749,41.420,0.482,0.289,0.717,0.593,0.284 -Haiti,2013,4.622,7.464,0.648,45.980,0.610,0.289,0.669,0.538,0.327 -Haiti,2014,3.889,7.477,0.554,50.540,0.509,0.285,0.708,0.593,0.327 -Haiti,2015,3.570,7.476,0.564,55.100,0.398,0.306,0.777,0.619,0.333 -Haiti,2016,3.352,7.477,0.584,55.300,0.304,0.291,0.839,0.553,0.367 -Haiti,2017,3.824,7.475,0.647,55.500,0.484,0.381,0.647,0.573,0.322 -Haiti,2018,3.615,7.477,0.538,55.700,0.591,0.422,0.720,0.584,0.359 -Honduras,2006,5.397,8.462,0.933,64.540,0.650,0.089,0.844,0.858,0.155 -Honduras,2007,5.097,8.500,0.819,64.780,0.676,0.230,0.826,0.759,0.199 -Honduras,2008,5.420,8.520,0.828,65.020,0.687,0.223,0.863,0.789,0.206 -Honduras,2009,6.033,8.474,0.824,65.260,0.661,0.119,0.857,0.803,0.261 -Honduras,2010,5.866,8.490,0.803,65.500,0.646,0.105,0.820,0.797,0.260 -Honduras,2011,4.961,8.508,0.766,65.720,0.783,0.095,0.884,0.816,0.307 -Honduras,2012,4.602,8.530,0.779,65.940,0.700,-0.003,0.871,0.847,0.294 -Honduras,2013,4.713,8.540,0.792,66.160,0.698,-0.027,0.868,0.817,0.283 -Honduras,2014,5.056,8.552,0.790,66.380,0.696,0.015,0.834,0.820,0.299 -Honduras,2015,4.845,8.572,0.772,66.600,0.534,-0.097,0.848,0.863,0.311 -Honduras,2016,5.648,8.593,0.774,66.800,0.850,0.080,0.793,0.832,0.297 -Honduras,2017,6.020,8.624,0.843,67.000,0.898,0.072,0.783,0.842,0.248 -Honduras,2018,5.908,8.643,0.827,67.200,0.872,0.099,0.804,0.872,0.287 -Honduras,2019,5.930,8.653,0.797,67.400,0.846,0.063,0.815,0.850,0.279 -Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.156,0.356,0.723,0.236 -Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.296,0.274,0.719,0.237 -Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.308,0.272,0.762,0.210 -Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.332,0.256,0.710,0.183 -Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.235,0.245,0.734,0.196 -Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.222,0.380,0.715,0.183 -Hong Kong S.A.R. of China,2014,5.458,10.940,0.834,,0.843,0.224,0.423,0.684,0.243 -Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.100,0.403,0.664,0.213 -Hong Kong S.A.R. of China,2017,5.362,11.000,0.831,,0.831,0.140,0.416,0.640,0.201 -Hong Kong S.A.R. of China,2019,5.659,11.000,0.856,,0.727,0.067,0.432,0.599,0.358 -Hong Kong S.A.R. of China,2020,5.295,,0.813,,0.705,,0.380,0.609,0.210 -Hungary,2005,5.194,10.108,0.930,64.600,0.697,,0.903,0.675,0.290 -Hungary,2007,4.954,10.153,0.931,65.000,0.538,-0.161,0.895,0.701,0.230 -Hungary,2009,4.895,10.097,0.901,65.400,0.464,-0.125,0.915,0.664,0.228 -Hungary,2010,4.725,10.106,0.896,65.600,0.514,-0.145,0.983,0.656,0.235 -Hungary,2011,4.918,10.127,0.894,65.760,0.631,-0.089,0.940,0.642,0.305 -Hungary,2012,4.683,10.117,0.906,65.920,0.569,-0.136,0.930,0.652,0.315 -Hungary,2013,4.914,10.140,0.877,66.080,0.674,-0.113,0.912,0.706,0.307 -Hungary,2014,5.181,10.183,0.845,66.240,0.494,-0.150,0.855,0.651,0.238 -Hungary,2015,5.344,10.223,0.859,66.400,0.558,-0.198,0.908,0.707,0.245 -Hungary,2016,5.449,10.248,0.900,66.800,0.554,-0.187,0.924,0.666,0.243 -Hungary,2017,6.065,10.293,0.877,67.200,0.661,-0.139,0.886,0.735,0.181 -Hungary,2018,5.936,10.344,0.941,67.600,0.693,-0.243,0.911,0.676,0.201 -Hungary,2019,6.000,10.393,0.947,68.000,0.798,-0.195,0.884,0.743,0.180 -Hungary,2020,6.038,10.335,0.943,68.400,0.771,-0.120,0.836,0.735,0.240 -Iceland,2008,6.888,10.861,0.977,72.320,0.885,0.272,0.708,0.880,0.153 -Iceland,2012,7.591,10.777,0.979,72.760,0.905,0.241,0.759,0.900,0.157 -Iceland,2013,7.501,10.809,0.967,72.840,0.923,0.306,0.713,0.870,0.156 -Iceland,2015,7.498,10.854,0.980,73.000,0.940,0.301,0.639,0.849,0.180 -Iceland,2016,7.510,10.904,0.985,73.000,0.952,0.281,0.719,0.874,0.158 -Iceland,2017,7.476,10.925,0.967,73.000,0.939,0.246,0.727,0.895,0.148 -Iceland,2019,7.533,10.931,0.982,73.000,0.959,,0.699,0.836,0.178 -Iceland,2020,7.575,10.824,0.983,73.000,0.949,0.160,0.644,0.863,0.172 -India,2006,5.348,8.145,0.707,55.720,0.774,,0.855,0.687,0.199 -India,2007,5.027,8.204,0.569,56.140,0.729,-0.051,0.862,0.668,0.253 -India,2008,5.146,8.220,0.684,56.560,0.756,-0.072,0.891,0.674,0.259 -India,2009,4.522,8.281,0.653,56.980,0.679,-0.026,0.895,0.771,0.301 -India,2010,4.989,8.349,0.605,57.400,0.783,0.058,0.863,0.697,0.267 -India,2011,4.635,8.387,0.553,57.700,0.838,-0.038,0.908,0.648,0.232 -India,2012,4.720,8.428,0.511,58.000,0.609,0.067,0.830,0.629,0.295 -India,2013,4.428,8.478,0.553,58.300,0.740,0.084,0.832,0.680,0.330 -India,2014,4.424,8.538,0.621,58.600,0.809,-0.026,0.832,0.711,0.285 -India,2015,4.342,8.604,0.610,58.900,0.777,-0.005,0.776,0.701,0.322 -India,2016,4.179,8.673,0.614,59.300,0.820,0.046,0.765,0.695,0.346 -India,2017,4.046,8.730,0.607,59.700,0.886,-0.042,0.781,0.682,0.318 -India,2018,3.818,8.779,0.638,60.100,0.890,0.085,0.805,0.657,0.357 -India,2019,3.249,8.818,0.561,60.500,0.876,0.112,0.752,0.648,0.466 -India,2020,4.225,8.703,0.617,60.900,0.906,0.075,0.780,0.752,0.383 -Indonesia,2006,4.947,8.850,0.771,59.840,0.713,0.347,0.915,0.825,0.266 -Indonesia,2007,5.101,8.898,0.704,59.980,0.603,0.311,0.960,0.812,0.242 -Indonesia,2008,4.815,8.943,0.675,60.120,0.596,0.164,0.968,0.774,0.239 -Indonesia,2009,5.472,8.975,0.779,60.260,0.784,0.191,0.911,0.865,0.193 -Indonesia,2010,5.457,9.022,0.816,60.400,0.700,0.448,0.954,0.837,0.218 -Indonesia,2011,5.173,9.069,0.825,60.620,0.878,0.438,0.962,0.864,0.273 -Indonesia,2012,5.368,9.114,0.834,60.840,0.770,0.354,0.962,0.897,0.229 -Indonesia,2013,5.292,9.155,0.794,61.060,0.781,0.376,0.973,0.893,0.249 -Indonesia,2014,5.597,9.190,0.905,61.280,0.719,0.408,0.970,0.852,0.242 -Indonesia,2015,5.043,9.225,0.809,61.500,0.779,0.471,0.946,0.876,0.274 -Indonesia,2016,5.136,9.262,0.792,61.700,0.830,0.500,0.890,0.833,0.342 -Indonesia,2017,5.098,9.300,0.796,61.900,0.865,0.488,0.900,0.863,0.319 -Indonesia,2018,5.340,9.339,0.809,62.100,0.879,0.512,0.868,0.864,0.296 -Indonesia,2019,5.347,9.377,0.802,62.300,0.866,0.555,0.861,0.877,0.302 -Iran,2005,5.308,9.393,0.766,62.000,0.651,,0.636,0.608,0.456 -Iran,2007,5.336,9.497,0.718,62.760,0.533,0.056,0.872,0.626,0.361 -Iran,2008,5.129,9.489,0.633,63.140,0.601,0.052,0.868,0.624,0.345 -Iran,2011,4.768,9.547,0.582,64.140,0.798,0.200,0.665,0.578,0.359 -Iran,2012,4.609,9.458,0.600,64.380,0.764,,0.678,0.609,0.525 -Iran,2013,5.140,9.443,0.664,64.620,0.730,0.216,0.685,0.659,0.552 -Iran,2014,4.682,9.476,0.644,64.860,0.767,0.241,0.640,0.618,0.512 -Iran,2015,4.750,9.449,0.572,65.100,0.780,0.176,0.699,0.645,0.520 -Iran,2016,4.653,9.561,0.566,65.400,0.773,0.186,0.713,0.687,0.526 -Iran,2017,4.717,9.584,0.714,65.700,0.731,0.218,0.715,0.694,0.439 -Iran,2018,4.278,,0.674,66.000,0.603,,0.703,0.553,0.493 -Iran,2019,5.006,,0.698,66.300,0.623,,0.728,0.600,0.449 -Iran,2020,4.865,,0.757,66.600,0.600,,0.710,0.582,0.470 -Iraq,2008,4.590,9.063,0.744,58.320,0.386,-0.061,0.910,0.525,0.448 -Iraq,2009,4.775,9.076,0.862,58.960,0.431,-0.199,0.854,0.523,0.404 -Iraq,2010,5.065,9.112,0.854,59.600,0.419,-0.125,0.859,0.542,0.431 -Iraq,2011,4.725,9.152,0.751,59.360,0.347,-0.070,0.780,0.488,0.557 -Iraq,2012,4.660,9.246,0.730,59.120,0.315,-0.020,0.789,0.423,0.449 -Iraq,2013,4.725,9.280,0.728,58.880,,-0.050,0.710,,0.554 -Iraq,2014,4.542,9.250,0.725,58.640,0.646,-0.001,0.726,0.574,0.564 -Iraq,2015,4.493,9.241,0.684,58.400,0.599,0.019,0.762,0.490,0.581 -Iraq,2016,4.413,9.354,0.719,59.000,0.666,-0.052,0.799,0.489,0.570 -Iraq,2017,4.462,9.303,0.695,59.600,0.628,0.000,0.757,0.505,0.591 -Iraq,2018,4.886,9.274,0.764,60.200,0.598,-0.068,0.887,0.605,0.482 -Iraq,2020,4.785,9.167,0.708,61.400,0.700,-0.021,0.849,0.644,0.532 -Ireland,2006,7.144,10.972,0.967,70.140,0.943,0.242,0.473,0.878,0.209 -Ireland,2008,7.568,10.929,0.983,70.820,0.894,0.322,0.487,0.875,0.148 -Ireland,2009,7.046,10.866,0.959,71.160,0.835,0.315,0.580,0.862,0.233 -Ireland,2010,7.257,10.879,0.973,71.500,0.856,0.348,0.618,0.876,0.201 -Ireland,2011,7.007,10.878,0.977,71.600,0.952,0.383,0.590,0.865,0.190 -Ireland,2012,6.965,10.876,0.962,71.700,0.902,0.302,0.573,0.835,0.237 -Ireland,2013,6.760,10.884,0.955,71.800,0.884,0.331,0.558,0.814,0.245 -Ireland,2014,7.018,10.959,0.968,71.900,0.922,0.264,0.406,0.784,0.229 -Ireland,2015,6.830,11.174,0.953,72.000,0.892,0.233,0.409,0.799,0.225 -Ireland,2016,7.041,11.199,0.958,72.100,0.875,0.174,0.399,0.809,0.211 -Ireland,2017,7.060,11.266,0.943,72.200,0.905,0.216,0.337,0.833,0.213 -Ireland,2018,6.962,11.332,0.938,72.300,0.861,0.144,0.362,0.811,0.213 -Ireland,2019,7.255,11.371,0.944,72.400,0.892,0.074,0.373,0.807,0.223 -Ireland,2020,7.035,11.323,0.960,72.500,0.882,0.014,0.356,0.797,0.246 -Israel,2006,7.173,10.389,0.927,71.120,0.817,,0.905,0.696,0.308 -Israel,2007,6.841,10.428,0.868,71.440,0.683,0.219,0.868,0.696,0.320 -Israel,2008,7.261,10.440,0.859,71.760,0.663,0.139,0.898,0.710,0.349 -Israel,2009,7.353,10.425,0.937,72.080,0.593,0.172,0.923,0.695,0.327 -Israel,2010,7.359,10.461,0.882,72.400,0.561,0.150,0.902,0.679,0.362 -Israel,2011,7.433,10.489,0.893,72.460,0.722,0.141,0.891,0.738,0.384 -Israel,2012,7.111,10.493,0.903,72.520,0.681,0.153,0.862,0.665,0.319 -Israel,2013,7.321,10.515,0.909,72.580,0.739,0.150,0.849,0.698,0.409 -Israel,2014,7.401,10.533,0.889,72.640,0.707,0.094,0.818,0.604,0.271 -Israel,2015,7.079,10.536,0.864,72.700,0.753,0.108,0.789,0.697,0.256 -Israel,2016,7.159,10.555,0.890,72.900,0.772,0.153,0.804,0.629,0.263 -Israel,2017,7.331,10.570,0.916,73.100,0.768,0.145,0.793,0.674,0.276 -Israel,2018,6.927,10.585,0.910,73.300,0.725,0.055,0.770,0.663,0.282 -Israel,2019,7.332,10.601,0.946,73.500,0.834,0.085,0.743,0.635,0.266 -Israel,2020,7.195,10.538,0.959,73.700,0.831,-0.049,0.748,0.621,0.243 -Italy,2005,6.854,10.703,0.928,71.900,0.802,,0.944,0.679,0.295 -Italy,2007,6.574,10.727,0.912,72.260,0.684,0.113,0.922,0.716,0.303 -Italy,2008,6.780,10.711,0.880,72.440,0.543,0.049,0.946,0.637,0.268 -Italy,2009,6.334,10.652,0.880,72.620,0.701,0.240,0.890,0.775,0.279 -Italy,2010,6.354,10.666,0.872,72.800,0.738,-0.060,0.921,0.596,0.236 -Italy,2011,6.057,10.671,0.913,72.840,0.568,-0.018,0.933,0.658,0.266 -Italy,2012,5.839,10.638,0.869,72.880,0.570,0.113,0.908,0.670,0.388 -Italy,2013,6.009,10.608,0.916,72.920,0.499,-0.102,0.943,0.779,0.357 -Italy,2014,6.027,10.599,0.898,72.960,0.624,-0.065,0.920,0.716,0.356 -Italy,2015,5.848,10.608,0.909,73.000,0.575,-0.064,0.913,0.692,0.329 -Italy,2016,5.955,10.622,0.927,73.200,0.624,-0.081,0.903,0.685,0.339 -Italy,2017,6.199,10.640,0.920,73.400,0.633,-0.035,0.867,0.661,0.323 -Italy,2018,6.517,10.650,0.913,73.600,0.650,-0.021,0.888,0.649,0.403 -Italy,2019,6.445,10.655,0.838,73.800,0.709,-0.082,0.866,0.631,0.328 -Italy,2020,6.488,10.563,0.890,74.000,0.718,-0.150,0.844,0.670,0.311 -Ivory Coast,2009,4.197,8.209,0.667,45.780,0.760,-0.153,0.902,0.604,0.186 -Ivory Coast,2013,3.739,8.274,0.709,47.100,0.739,-0.031,0.691,0.743,0.306 -Ivory Coast,2014,3.570,8.334,0.711,47.400,0.781,-0.080,0.671,0.647,0.291 -Ivory Coast,2015,4.445,8.393,0.704,47.700,0.800,-0.053,0.744,0.664,0.347 -Ivory Coast,2016,4.543,8.437,0.617,48.300,0.769,-0.043,0.757,0.704,0.378 -Ivory Coast,2017,5.038,8.483,0.661,48.900,0.732,-0.111,0.771,0.698,0.357 -Ivory Coast,2018,5.268,8.523,0.621,49.500,0.713,-0.050,0.791,0.682,0.386 -Ivory Coast,2019,5.392,8.564,0.679,50.100,0.736,-0.017,0.799,0.674,0.425 -Ivory Coast,2020,5.257,8.565,0.613,50.700,0.770,0.016,0.777,0.693,0.340 -Jamaica,2006,6.208,9.225,0.909,64.900,0.738,-0.004,0.946,0.788,0.201 -Jamaica,2011,5.374,9.164,0.855,66.220,0.796,-0.064,0.909,0.836,0.237 -Jamaica,2013,5.709,9.151,0.865,66.460,0.793,-0.021,0.931,0.734,0.312 -Jamaica,2014,5.311,9.152,0.874,66.580,0.809,-0.001,0.861,0.737,0.310 -Jamaica,2017,5.890,9.169,0.913,67.100,0.861,-0.130,0.883,0.769,0.243 -Jamaica,2019,6.309,9.186,0.878,67.500,0.891,-0.137,0.885,0.752,0.195 -Japan,2005,6.516,10.529,0.928,73.200,0.868,,0.699,0.739,0.153 -Japan,2007,6.238,10.558,0.938,73.440,0.796,-0.090,0.809,0.731,0.207 -Japan,2008,5.911,10.546,0.887,73.560,0.772,-0.135,0.816,0.780,0.191 -Japan,2009,5.845,10.491,0.888,73.680,0.730,-0.210,0.740,0.785,0.169 -Japan,2010,6.057,10.532,0.902,73.800,0.772,-0.140,0.770,0.827,0.188 -Japan,2011,6.263,10.532,0.917,73.980,0.814,-0.052,0.734,0.776,0.181 -Japan,2012,5.968,10.549,0.905,74.160,0.753,,0.692,0.777,0.171 -Japan,2013,5.959,10.570,0.924,74.340,0.821,-0.147,0.650,0.794,0.175 -Japan,2014,5.923,10.575,0.900,74.520,0.838,-0.139,0.617,0.742,0.189 -Japan,2015,5.880,10.588,0.923,74.700,0.832,-0.155,0.654,0.768,0.176 -Japan,2016,5.955,10.595,0.900,74.800,0.836,-0.062,0.698,0.760,0.192 -Japan,2017,5.911,10.618,0.882,74.900,0.849,-0.206,0.659,0.740,0.176 -Japan,2018,5.794,10.623,0.886,75.000,0.773,-0.261,0.687,0.703,0.185 -Japan,2019,5.908,10.632,0.878,75.100,0.806,-0.255,0.617,0.743,0.194 -Japan,2020,6.118,10.580,0.887,75.200,0.806,-0.259,0.609,0.742,0.186 -Jordan,2005,6.295,9.246,0.920,63.500,,,0.670,0.696,0.240 -Jordan,2007,5.598,9.321,0.841,63.980,0.646,-0.112,0.664,0.683,0.240 -Jordan,2008,4.930,9.343,0.766,64.220,,-0.127,0.709,0.669,0.331 -Jordan,2009,6.000,9.347,0.899,64.460,0.771,-0.075,0.739,0.645,0.265 -Jordan,2010,5.570,9.317,0.918,64.700,0.788,-0.046,,0.643,0.343 -Jordan,2011,5.539,9.289,0.878,65.000,0.760,-0.143,,0.612,0.260 -Jordan,2012,5.132,9.261,0.829,65.300,0.693,-0.160,,0.565,0.345 -Jordan,2013,5.172,9.237,0.840,65.600,0.692,-0.117,,0.684,0.286 -Jordan,2014,5.333,9.222,0.816,65.900,0.729,-0.104,,0.660,0.313 -Jordan,2015,5.405,9.207,0.830,66.200,0.767,-0.046,,0.690,0.305 -Jordan,2016,5.271,9.197,0.820,66.400,0.771,-0.038,,0.641,0.312 -Jordan,2017,4.808,9.194,0.815,66.600,0.766,-0.152,,0.628,0.392 -Jordan,2018,4.639,9.196,0.800,66.800,0.762,-0.186,,, -Jordan,2019,4.453,9.201,0.793,67.000,0.726,-0.165,,, -Jordan,2020,4.094,9.150,0.709,67.200,0.779,-0.150,,, -Kazakhstan,2006,5.476,9.804,0.872,58.200,0.731,-0.274,0.865,0.669,0.185 -Kazakhstan,2007,5.719,9.878,0.861,58.700,0.806,-0.246,0.865,0.651,0.179 -Kazakhstan,2008,5.886,9.898,0.839,59.200,0.727,-0.221,0.899,0.675,0.160 -Kazakhstan,2009,5.383,9.884,0.893,59.700,0.856,-0.249,0.845,0.679,0.129 -Kazakhstan,2010,5.514,9.940,0.904,60.200,0.785,-0.215,0.823,0.692,0.149 -Kazakhstan,2011,5.736,9.997,0.905,60.720,0.878,-0.235,0.802,0.695,0.154 -Kazakhstan,2012,5.759,10.030,0.892,61.240,0.840,-0.171,0.877,0.740,0.184 -Kazakhstan,2013,5.835,10.074,0.889,61.760,0.782,-0.229,0.820,0.674,0.164 -Kazakhstan,2014,5.970,10.101,0.795,62.280,0.799,0.004,0.805,0.718,0.169 -Kazakhstan,2015,5.950,10.098,0.931,62.800,0.740,-0.037,0.714,0.730,0.174 -Kazakhstan,2016,5.534,10.095,0.928,63.400,0.783,-0.036,0.702,0.702,0.155 -Kazakhstan,2017,5.882,10.121,0.914,64.000,0.745,-0.035,0.755,0.757,0.171 -Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.098,0.824,0.693,0.162 -Kazakhstan,2019,6.272,10.179,0.951,65.200,0.852,-0.055,0.708,0.787,0.139 -Kazakhstan,2020,6.168,10.135,0.966,65.800,0.872,-0.056,0.661,0.684,0.150 -Kenya,2006,4.223,8.039,0.909,50.220,0.616,-0.020,0.860,0.705,0.198 -Kenya,2007,4.576,8.078,0.841,51.540,0.750,0.054,0.799,0.725,0.162 -Kenya,2008,4.015,8.052,0.827,52.860,0.620,-0.012,0.909,0.772,0.149 -Kenya,2009,4.270,8.057,0.789,54.180,0.584,0.100,0.913,0.772,0.183 -Kenya,2010,4.256,8.111,0.805,55.500,0.635,0.019,0.918,0.819,0.123 -Kenya,2011,4.405,8.143,0.846,56.060,0.709,0.022,0.923,0.760,0.228 -Kenya,2012,4.547,8.161,0.831,56.620,0.628,0.066,0.911,0.707,0.194 -Kenya,2013,3.795,8.192,0.825,57.180,0.708,0.212,0.861,0.765,0.161 -Kenya,2014,4.905,8.219,0.765,57.740,0.819,0.172,0.849,0.814,0.221 -Kenya,2015,4.358,8.249,0.777,58.300,0.793,0.221,0.853,0.702,0.172 -Kenya,2016,4.396,8.282,0.706,58.900,0.749,0.298,0.828,0.743,0.226 -Kenya,2017,4.476,8.306,0.715,59.500,0.853,0.234,0.854,0.788,0.230 -Kenya,2018,4.656,8.344,0.707,60.100,0.821,0.291,0.844,0.759,0.237 -Kenya,2019,4.619,8.373,0.676,60.700,0.818,0.310,0.794,0.751,0.251 -Kenya,2020,4.547,8.365,0.674,61.300,0.702,0.260,0.837,0.733,0.297 -Kosovo,2007,5.104,8.928,0.848,,0.381,0.144,0.894,0.655,0.237 -Kosovo,2008,5.522,8.981,0.884,,,0.090,0.849,,0.318 -Kosovo,2009,5.891,9.008,0.830,,0.506,0.201,0.968,0.598,0.169 -Kosovo,2010,5.177,9.033,0.708,,0.451,0.170,0.967,0.695,0.118 -Kosovo,2011,4.860,9.067,0.759,,0.589,0.004,0.919,0.696,0.124 -Kosovo,2012,5.640,9.086,0.757,,0.636,0.027,0.950,0.596,0.100 -Kosovo,2013,6.126,9.113,0.721,,0.568,0.115,0.935,0.692,0.203 -Kosovo,2014,5.000,9.129,0.706,,0.441,0.012,0.775,0.636,0.206 -Kosovo,2015,5.077,9.182,0.805,,0.561,0.181,0.851,0.753,0.180 -Kosovo,2016,5.759,9.228,0.824,,0.827,0.125,0.941,0.704,0.150 -Kosovo,2017,6.149,9.262,0.792,,0.858,0.117,0.925,0.738,0.186 -Kosovo,2018,6.392,9.296,0.822,,0.890,0.269,0.922,0.778,0.170 -Kosovo,2019,6.425,9.339,0.843,,0.841,0.247,0.920,0.749,0.141 -Kosovo,2020,6.294,,0.792,,0.880,,0.910,0.726,0.201 -Kuwait,2006,6.076,11.228,0.919,63.960,0.769,-0.236,0.328,0.846,0.182 -Kuwait,2009,6.585,11.065,0.926,64.440,0.819,0.007,0.675,0.718,0.252 -Kuwait,2010,6.798,10.982,0.893,64.600,0.703,-0.031,0.486,0.718,0.203 -Kuwait,2011,6.378,11.017,0.882,64.900,0.769,,0.560,0.793,0.177 -Kuwait,2012,6.221,11.025,0.889,65.200,0.934,,,0.821,0.095 -Kuwait,2013,6.480,10.985,0.862,65.500,0.751,,,0.752,0.283 -Kuwait,2014,6.180,10.945,,65.800,,,,, -Kuwait,2015,6.146,10.912,0.823,66.100,0.822,0.082,,0.723,0.324 -Kuwait,2016,5.947,10.910,0.845,66.300,0.841,-0.075,,0.688,0.315 -Kuwait,2017,6.094,10.837,0.853,66.500,0.884,-0.005,,0.692,0.307 -Kuwait,2019,6.106,10.817,0.842,66.900,0.867,-0.104,,0.695,0.303 -Kyrgyzstan,2006,4.641,8.185,0.844,59.980,0.678,-0.140,0.879,0.655,0.159 -Kyrgyzstan,2007,4.698,8.258,0.833,60.260,0.684,-0.091,0.929,0.655,0.130 -Kyrgyzstan,2008,4.737,8.329,0.792,60.540,0.719,-0.100,0.923,0.623,0.147 -Kyrgyzstan,2009,5.069,8.345,0.855,60.820,0.699,-0.140,0.896,0.607,0.165 -Kyrgyzstan,2010,4.996,8.329,0.885,61.100,0.720,-0.072,0.926,0.650,0.123 -Kyrgyzstan,2011,4.921,8.374,0.891,61.520,0.748,-0.155,0.932,0.681,0.151 -Kyrgyzstan,2012,5.208,8.357,0.856,61.940,0.703,-0.079,0.892,0.691,0.182 -Kyrgyzstan,2013,5.402,8.441,0.851,62.360,0.755,-0.085,0.900,0.722,0.135 -Kyrgyzstan,2014,5.252,8.460,0.898,62.780,0.736,0.355,0.897,0.725,0.185 -Kyrgyzstan,2015,4.905,8.477,0.857,63.200,0.813,0.200,0.858,0.767,0.173 -Kyrgyzstan,2016,4.857,8.500,0.914,63.500,0.814,0.056,0.917,0.778,0.126 -Kyrgyzstan,2017,5.630,8.526,0.883,63.800,0.859,0.143,0.874,0.755,0.160 -Kyrgyzstan,2018,5.297,8.543,0.898,64.100,0.945,0.267,0.907,0.763,0.203 -Kyrgyzstan,2019,5.685,8.567,0.877,64.400,0.920,-0.002,0.885,0.766,0.207 -Kyrgyzstan,2020,6.250,8.503,0.902,64.700,0.935,0.103,0.931,0.803,0.258 -Laos,2006,5.076,8.251,0.807,53.920,0.925,0.439,0.688,0.886,0.163 -Laos,2007,5.364,8.307,0.790,54.440,0.867,0.478,0.580,0.861,0.136 -Laos,2008,5.044,8.366,0.807,54.960,0.886,0.416,0.637,0.829,0.202 -Laos,2011,4.704,8.548,0.691,56.300,0.882,0.459,0.587,0.900,0.225 -Laos,2012,4.876,8.611,0.693,56.600,,0.232,,0.917,0.387 -Laos,2017,4.623,8.890,0.707,58.300,0.891,0.073,0.592,0.873,0.344 -Laos,2018,4.859,8.935,0.705,58.700,0.907,0.141,0.634,0.852,0.332 -Laos,2019,5.197,8.965,0.729,59.100,0.906,0.061,0.620,0.878,0.306 -Laos,2020,5.284,8.960,0.660,59.500,0.915,0.141,0.748,0.822,0.358 -Latvia,2006,4.710,10.032,0.884,63.160,0.641,-0.229,0.937,0.654,0.234 -Latvia,2007,4.667,10.136,0.836,63.520,0.700,-0.167,0.924,0.673,0.247 -Latvia,2008,5.145,10.112,0.855,63.880,0.630,-0.203,0.926,0.639,0.215 -Latvia,2009,4.669,9.975,0.807,64.240,0.437,-0.180,0.942,0.525,0.242 -Latvia,2011,4.967,10.029,0.836,64.860,0.564,-0.002,0.934,0.563,0.222 -Latvia,2012,5.125,10.082,0.851,65.120,0.564,-0.038,0.895,0.560,0.232 -Latvia,2013,5.070,10.116,0.834,65.380,0.631,-0.073,0.837,0.642,0.227 -Latvia,2014,5.729,10.144,0.881,65.640,0.671,-0.043,0.804,0.652,0.226 -Latvia,2015,5.881,10.185,0.879,65.900,0.656,-0.077,0.808,0.608,0.228 -Latvia,2016,5.940,10.211,0.917,66.200,0.685,-0.156,0.868,0.654,0.231 -Latvia,2017,5.978,10.257,0.895,66.500,0.700,-0.154,0.798,0.623,0.232 -Latvia,2018,5.901,10.307,0.913,66.800,0.608,-0.212,0.799,0.585,0.192 -Latvia,2019,5.970,10.336,0.936,67.100,0.698,-0.194,0.789,0.575,0.212 -Latvia,2020,6.229,10.300,0.928,67.400,0.820,-0.078,0.809,0.714,0.202 -Lebanon,2005,5.491,9.565,0.796,64.600,0.703,,0.945,0.584,0.292 -Lebanon,2006,4.653,9.568,0.853,64.720,0.670,0.069,0.902,0.548,0.320 -Lebanon,2008,4.595,9.743,0.717,64.960,0.524,0.035,0.927,0.527,0.365 -Lebanon,2009,5.206,9.830,0.736,65.080,0.665,0.071,0.937,0.528,0.401 -Lebanon,2010,5.032,9.878,0.721,65.200,0.678,0.073,0.949,0.525,0.341 -Lebanon,2011,5.188,9.838,0.733,65.280,0.657,0.006,0.911,0.578,0.320 -Lebanon,2012,4.573,9.800,0.713,65.360,0.621,-0.006,0.856,0.499,0.339 -Lebanon,2013,4.983,9.772,0.708,65.440,0.655,-0.004,0.921,0.499,0.409 -Lebanon,2014,5.233,9.739,0.759,65.520,0.657,-0.012,0.939,0.559,0.267 -Lebanon,2015,5.172,9.699,0.742,65.600,0.597,0.073,0.889,0.568,0.243 -Lebanon,2016,5.271,9.687,0.828,66.100,0.657,0.031,0.853,0.553,0.263 -Lebanon,2017,5.154,9.681,0.777,66.600,0.605,-0.074,0.911,0.515,0.244 -Lebanon,2018,5.167,9.656,0.829,67.100,0.607,-0.066,0.907,0.464,0.271 -Lebanon,2019,4.024,9.597,0.866,67.600,0.447,-0.081,0.890,0.322,0.494 -Lesotho,2011,4.898,7.777,0.824,45.740,0.618,-0.087,0.768,0.793,0.170 -Lesotho,2016,3.808,7.953,0.798,46.600,0.729,-0.099,0.743,0.732,0.270 -Lesotho,2017,3.795,7.931,0.769,47.300,0.757,-0.145,0.797,0.746,0.255 -Lesotho,2019,3.512,7.926,0.790,48.700,0.716,-0.131,0.915,0.735,0.273 -Liberia,2007,3.701,7.196,0.594,49.140,0.790,0.115,0.776,0.613,0.435 -Liberia,2008,4.221,7.223,0.619,49.960,0.724,-0.035,0.840,0.585,0.261 -Liberia,2010,4.196,7.258,0.827,51.600,0.819,-0.038,0.818,0.595,0.217 -Liberia,2014,4.571,7.391,0.708,53.280,0.590,-0.030,0.869,0.543,0.443 -Liberia,2015,2.702,7.365,0.638,53.700,0.671,-0.061,0.903,0.505,0.388 -Liberia,2016,3.355,7.324,0.643,54.500,0.763,0.033,0.901,0.636,0.509 -Liberia,2017,4.424,7.324,0.685,55.300,0.733,-0.012,0.867,0.668,0.391 -Liberia,2018,4.135,7.311,0.727,56.100,0.766,0.050,0.868,0.660,0.436 -Liberia,2019,5.121,7.264,0.712,56.900,0.706,0.051,0.828,0.636,0.389 -Libya,2012,5.754,9.842,0.855,62.660,0.712,-0.032,0.791,0.695,0.316 -Libya,2015,5.615,9.308,0.868,62.300,0.775,-0.044,,0.704,0.369 -Libya,2016,5.434,9.268,0.876,62.300,0.822,-0.089,,0.718,0.383 -Libya,2017,5.647,9.491,0.823,62.300,0.779,-0.019,0.673,0.697,0.379 -Libya,2018,5.494,9.617,0.824,62.300,0.781,-0.101,0.646,0.706,0.399 -Libya,2019,5.330,9.627,0.827,62.300,0.762,-0.073,0.686,0.709,0.401 -Lithuania,2006,5.954,10.046,0.930,63.140,0.567,-0.295,0.967,0.621,0.254 -Lithuania,2007,5.808,10.163,0.941,63.480,0.590,-0.282,0.966,0.589,0.279 -Lithuania,2008,5.554,10.199,0.914,63.820,0.621,-0.259,0.961,0.533,0.276 -Lithuania,2009,5.467,10.050,0.933,64.160,0.496,-0.303,0.979,0.526,0.271 -Lithuania,2010,5.066,10.085,0.882,64.500,0.519,-0.275,0.962,0.473,0.272 -Lithuania,2011,5.432,10.167,0.911,64.700,0.566,-0.148,0.964,0.570,0.275 -Lithuania,2012,5.771,10.218,0.919,64.900,0.503,-0.273,0.957,0.581,0.277 -Lithuania,2013,5.596,10.263,0.913,65.100,0.556,-0.237,0.936,0.581,0.294 -Lithuania,2014,6.126,10.306,0.908,65.300,0.508,-0.263,0.956,0.619,0.287 -Lithuania,2015,5.711,10.335,0.929,65.500,0.641,-0.254,0.924,0.595,0.276 -Lithuania,2016,5.866,10.373,0.938,66.100,0.614,-0.266,0.949,0.594,0.250 -Lithuania,2017,6.273,10.429,0.926,66.700,0.749,-0.174,0.790,0.608,0.195 -Lithuania,2018,6.309,10.474,0.929,67.300,0.699,-0.237,0.852,0.517,0.214 -Lithuania,2019,6.064,10.518,0.918,67.900,0.780,-0.251,0.783,0.566,0.276 -Lithuania,2020,6.391,10.504,0.953,68.500,0.824,-0.122,0.829,0.660,0.202 -Luxembourg,2009,6.958,11.562,0.939,71.440,0.939,0.127,0.432,0.799,0.238 -Luxembourg,2010,7.097,11.592,0.952,71.700,0.908,0.096,0.423,0.809,0.216 -Luxembourg,2011,7.101,11.595,0.934,71.880,0.962,0.106,0.388,0.836,0.200 -Luxembourg,2012,6.964,11.567,0.914,72.060,0.917,0.059,0.403,0.815,0.227 -Luxembourg,2013,7.131,11.580,0.917,72.240,0.790,-0.054,0.301,0.640,0.185 -Luxembourg,2014,6.891,11.598,0.875,72.420,0.938,0.106,0.366,0.803,0.170 -Luxembourg,2015,6.702,11.617,0.934,72.600,0.932,0.052,0.375,0.757,0.193 -Luxembourg,2016,6.967,11.640,0.941,72.600,0.882,0.019,0.356,0.758,0.192 -Luxembourg,2017,7.061,11.634,0.905,72.600,0.903,0.044,0.330,0.766,0.184 -Luxembourg,2018,7.243,11.645,0.902,72.600,0.884,-0.022,0.385,0.750,0.202 -Luxembourg,2019,7.404,11.648,0.912,72.600,0.930,-0.045,0.390,0.789,0.212 -Madagascar,2006,3.980,7.376,0.711,54.040,,-0.039,,0.702,0.161 -Madagascar,2008,4.640,7.439,0.776,54.920,0.332,-0.099,0.773,0.614,0.215 -Madagascar,2011,4.381,7.336,0.818,56.220,0.546,-0.062,0.897,0.510,0.235 -Madagascar,2012,3.551,7.339,0.673,56.640,0.487,-0.055,0.854,0.690,0.194 -Madagascar,2013,3.816,7.334,0.673,57.060,0.480,-0.019,0.868,0.734,0.241 -Madagascar,2014,3.676,7.340,0.655,57.480,0.529,-0.023,0.791,0.748,0.192 -Madagascar,2015,3.593,7.344,0.647,57.900,0.545,-0.041,0.861,0.802,0.226 -Madagascar,2016,3.663,7.356,0.746,58.300,0.570,-0.069,0.864,0.813,0.204 -Madagascar,2017,4.079,7.368,0.626,58.700,0.570,-0.033,0.847,0.752,0.375 -Madagascar,2018,4.071,7.386,0.666,59.100,0.551,0.003,0.889,0.752,0.362 -Madagascar,2019,4.339,7.406,0.701,59.500,0.550,-0.012,0.720,0.723,0.304 -Malawi,2006,3.830,6.678,0.554,44.880,0.767,0.200,0.676,0.670,0.222 -Malawi,2007,4.891,6.742,0.600,46.260,0.910,0.202,0.691,0.727,0.176 -Malawi,2009,5.148,6.838,0.718,49.020,0.879,0.176,0.689,0.765,0.130 -Malawi,2011,3.946,6.895,0.613,51.420,0.733,0.099,0.853,0.713,0.268 -Malawi,2012,4.279,6.885,0.604,52.440,0.637,0.169,0.886,0.816,0.200 -Malawi,2013,4.035,6.907,0.563,53.460,0.752,0.078,0.857,0.808,0.248 -Malawi,2014,4.563,6.935,0.512,54.480,0.786,0.061,0.824,0.704,0.263 -Malawi,2015,3.868,6.935,0.494,55.500,0.801,0.058,0.835,0.633,0.260 -Malawi,2016,3.476,6.932,0.524,56.200,0.810,0.066,0.824,0.603,0.325 -Malawi,2017,3.417,6.945,0.555,56.900,0.848,0.025,0.735,0.609,0.312 -Malawi,2018,3.335,6.949,0.528,57.600,0.799,0.073,0.766,0.586,0.365 -Malawi,2019,3.869,6.966,0.549,58.300,0.765,0.004,0.680,0.537,0.348 -Malaysia,2006,6.012,9.839,0.866,64.960,0.837,0.201,0.740,0.750,0.243 -Malaysia,2007,6.239,9.881,0.871,65.120,0.844,0.089,0.799,0.775,0.162 -Malaysia,2008,5.807,9.909,0.803,65.280,0.780,0.044,0.884,0.815,0.186 -Malaysia,2009,5.385,9.875,0.792,65.440,0.874,-0.009,0.858,0.822,0.164 -Malaysia,2010,5.580,9.930,0.839,65.600,0.769,0.032,0.844,0.832,0.192 -Malaysia,2011,5.786,9.966,0.770,65.760,0.840,-0.016,0.842,0.887,0.155 -Malaysia,2012,5.914,10.005,0.841,65.920,0.848,0.017,0.847,0.867,0.177 -Malaysia,2013,5.770,10.037,0.831,66.080,0.791,0.264,0.755,0.736,0.317 -Malaysia,2014,5.963,10.082,0.863,66.240,0.808,0.239,0.845,0.770,0.261 -Malaysia,2015,6.322,10.118,0.818,66.400,0.675,0.222,0.838,0.775,0.314 -Malaysia,2018,5.339,10.223,0.789,67.000,0.875,0.127,0.894,0.824,0.200 -Malaysia,2019,5.428,10.252,0.842,67.200,0.916,0.123,0.782,0.834,0.176 -Maldives,2018,5.198,9.826,0.913,70.600,0.855,0.024,,, -Mali,2006,4.014,7.593,0.761,45.920,0.555,-0.072,0.761,0.767,0.209 -Mali,2008,4.115,7.607,0.747,47.160,0.495,-0.012,0.918,0.682,0.164 -Mali,2009,3.977,7.622,0.733,47.780,0.634,0.008,0.819,0.760,0.150 -Mali,2010,3.762,7.642,0.751,48.400,0.749,-0.028,0.811,0.797,0.162 -Mali,2011,4.667,7.643,0.796,48.760,0.823,-0.101,0.726,0.758,0.132 -Mali,2012,4.313,7.605,0.823,49.120,0.704,-0.088,0.787,0.681,0.109 -Mali,2013,3.676,7.599,0.820,49.480,0.665,-0.053,0.755,0.724,0.193 -Mali,2014,3.975,7.638,0.843,49.840,0.652,-0.037,0.658,0.741,0.186 -Mali,2015,4.582,7.669,0.830,50.200,0.634,-0.068,0.800,0.709,0.243 -Mali,2016,4.016,7.695,0.836,50.700,0.696,-0.070,0.862,0.807,0.305 -Mali,2017,4.742,7.718,0.741,51.200,0.753,-0.069,0.863,0.742,0.393 -Mali,2018,4.416,7.733,0.692,51.700,0.737,-0.034,0.793,0.770,0.370 -Mali,2019,4.988,7.752,0.755,52.200,0.670,-0.038,0.846,0.712,0.358 -Malta,2009,6.328,10.331,0.916,71.380,0.803,0.464,,0.715,0.358 -Malta,2010,5.774,10.361,0.908,71.600,0.802,0.287,,0.697,0.375 -Malta,2011,6.155,10.370,0.923,71.720,0.882,0.296,,0.736,0.340 -Malta,2012,5.963,10.389,0.922,71.840,0.861,0.352,,0.744,0.391 -Malta,2013,6.380,10.422,0.942,71.960,0.909,0.410,,0.660,0.370 -Malta,2014,6.452,10.486,0.941,72.080,0.904,0.404,0.670,0.652,0.352 -Malta,2015,6.613,10.566,0.919,72.200,0.912,0.347,0.664,0.680,0.355 -Malta,2016,6.591,10.599,0.930,72.200,0.916,0.345,0.696,0.687,0.355 -Malta,2017,6.676,10.635,0.937,72.200,0.924,0.253,0.690,0.721,0.302 -Malta,2018,6.910,10.670,0.932,72.200,0.927,0.179,0.595,0.721,0.296 -Malta,2019,6.733,10.677,0.922,72.200,0.924,0.087,0.689,0.707,0.356 -Malta,2020,6.157,,0.938,72.200,0.931,,0.675,0.601,0.411 -Mauritania,2007,4.149,8.533,0.682,53.660,0.573,-0.072,0.586,0.733,0.174 -Mauritania,2008,4.248,8.501,0.670,53.940,0.593,-0.018,0.841,0.732,0.176 -Mauritania,2009,4.500,8.473,0.819,54.220,0.735,0.039,0.848,0.738,0.170 -Mauritania,2010,4.772,8.470,0.857,54.500,0.669,0.055,0.727,0.778,0.129 -Mauritania,2011,4.785,8.481,0.750,54.820,0.567,0.052,0.747,0.762,0.175 -Mauritania,2012,4.673,8.495,0.763,55.140,0.487,-0.021,0.707,0.782,0.164 -Mauritania,2013,4.199,8.506,0.741,55.460,0.603,-0.079,0.676,0.793,0.196 -Mauritania,2014,4.483,8.519,0.853,55.780,0.468,-0.054,0.589,0.755,0.163 -Mauritania,2015,3.923,8.542,0.875,56.100,0.447,0.055,0.715,0.820,0.194 -Mauritania,2016,4.472,8.526,0.785,56.400,0.467,-0.175,0.842,0.735,0.222 -Mauritania,2017,4.678,8.533,0.779,56.700,0.527,-0.153,0.777,0.637,0.272 -Mauritania,2018,4.314,8.526,0.802,57.000,0.467,-0.112,0.711,0.663,0.276 -Mauritania,2019,4.153,8.556,0.798,57.300,0.628,-0.102,0.743,0.692,0.260 -Mauritius,2011,5.477,9.767,0.800,64.700,0.848,0.191,0.847,0.738,0.253 -Mauritius,2014,5.648,9.865,0.785,65.300,0.824,0.176,0.879,0.808,0.222 -Mauritius,2016,5.610,9.935,0.836,65.800,0.819,0.139,0.891,0.785,0.246 -Mauritius,2017,6.174,9.972,0.910,66.100,0.912,0.087,0.818,0.748,0.169 -Mauritius,2018,5.882,10.008,0.909,66.400,0.867,-0.073,0.785,0.774,0.158 -Mauritius,2019,6.241,10.043,0.913,66.700,0.893,-0.053,0.810,0.808,0.149 -Mauritius,2020,6.015,9.972,0.893,67.000,0.843,-0.037,0.772,0.767,0.138 -Mexico,2005,6.581,9.788,0.903,66.200,0.814,,0.764,0.820,0.219 -Mexico,2007,6.525,9.825,0.879,66.320,0.670,-0.095,0.747,0.816,0.248 -Mexico,2008,6.829,9.821,0.876,66.380,0.677,-0.128,0.785,0.825,0.201 -Mexico,2009,6.963,9.752,0.868,66.440,0.682,-0.076,0.764,0.849,0.196 -Mexico,2010,6.802,9.788,0.876,66.500,0.778,-0.048,0.693,0.840,0.215 -Mexico,2011,6.910,9.810,0.824,66.680,0.831,-0.099,0.698,0.790,0.228 -Mexico,2012,7.320,9.832,0.767,66.860,0.788,-0.093,0.633,0.784,0.278 -Mexico,2013,7.443,9.832,0.759,67.040,0.739,-0.165,0.615,0.790,0.223 -Mexico,2014,6.680,9.847,0.782,67.220,0.779,-0.094,0.630,0.802,0.229 -Mexico,2015,6.236,9.867,0.761,67.400,0.719,-0.152,0.708,0.745,0.237 -Mexico,2016,6.824,9.884,0.893,67.700,0.752,-0.153,0.809,0.859,0.220 -Mexico,2017,6.410,9.893,0.800,68.000,0.861,-0.202,0.801,0.843,0.231 -Mexico,2018,6.550,9.903,0.858,68.300,0.816,-0.179,0.809,0.882,0.213 -Mexico,2019,6.432,9.891,0.852,68.600,0.903,-0.141,0.809,0.864,0.252 -Mexico,2020,5.964,9.782,0.779,68.900,0.873,-0.119,0.778,0.810,0.292 -Moldova,2006,5.102,8.936,0.812,60.580,0.554,-0.164,0.926,0.619,0.255 -Moldova,2007,4.775,8.968,0.804,60.760,0.696,-0.186,0.930,0.571,0.306 -Moldova,2008,5.503,9.045,0.872,60.940,0.641,-0.056,0.926,0.584,0.284 -Moldova,2009,5.554,8.984,0.856,61.120,0.551,-0.099,0.925,0.562,0.306 -Moldova,2010,5.590,9.054,0.847,61.300,0.598,-0.088,0.929,0.584,0.278 -Moldova,2011,5.792,9.111,0.869,61.620,0.628,-0.082,0.957,0.568,0.285 -Moldova,2012,5.996,9.105,0.826,61.940,0.602,-0.050,0.955,0.568,0.314 -Moldova,2013,5.756,9.192,0.803,62.260,0.658,-0.069,0.941,0.582,0.261 -Moldova,2014,5.917,9.241,0.805,62.580,0.623,-0.113,0.925,0.583,0.260 -Moldova,2015,6.017,9.246,0.840,62.900,0.595,-0.090,0.943,0.590,0.281 -Moldova,2016,5.578,9.300,0.837,63.600,0.557,-0.047,0.969,0.621,0.275 -Moldova,2017,5.326,9.363,0.831,64.300,0.553,-0.053,0.926,0.581,0.259 -Moldova,2018,5.682,9.423,0.892,65.000,0.824,-0.084,0.929,0.582,0.270 -Moldova,2019,5.803,9.475,0.809,65.700,0.784,-0.092,0.884,0.631,0.262 -Moldova,2020,5.812,9.462,0.874,66.400,0.859,-0.058,0.941,0.727,0.268 -Mongolia,2007,4.609,8.833,0.881,58.820,0.781,0.064,0.918,0.571,0.203 -Mongolia,2008,4.493,8.904,0.920,59.280,0.484,0.068,0.962,0.586,0.173 -Mongolia,2010,4.586,8.920,0.904,60.200,0.631,0.099,0.928,0.712,0.150 -Mongolia,2011,5.031,9.061,0.948,60.500,0.700,0.151,0.931,0.692,0.153 -Mongolia,2012,4.885,9.158,0.919,60.800,0.688,0.107,0.932,0.689,0.181 -Mongolia,2013,4.913,9.248,0.935,61.100,0.748,0.136,0.928,0.649,0.179 -Mongolia,2014,4.825,9.304,0.943,61.400,0.752,0.146,0.909,0.627,0.170 -Mongolia,2015,4.983,9.308,0.906,61.700,0.686,0.173,0.900,0.653,0.208 -Mongolia,2016,5.057,9.300,0.947,61.900,0.760,0.090,0.900,0.694,0.171 -Mongolia,2017,5.334,9.334,0.924,62.100,0.675,0.119,0.865,0.675,0.214 -Mongolia,2018,5.465,9.386,0.942,62.300,0.696,0.054,0.849,0.654,0.192 -Mongolia,2019,5.563,9.418,0.946,62.500,0.711,0.149,0.873,0.707,0.167 -Mongolia,2020,6.011,9.396,0.918,62.700,0.718,0.141,0.843,0.636,0.260 -Montenegro,2007,5.196,9.693,0.832,66.200,0.512,-0.134,0.815,0.579,0.340 -Montenegro,2009,4.801,9.699,0.816,66.800,0.556,-0.101,0.838,0.623,0.423 -Montenegro,2010,5.455,9.724,0.805,67.100,0.552,-0.206,0.757,0.595,0.410 -Montenegro,2011,5.223,9.755,0.818,67.260,0.546,-0.226,0.762,0.603,0.378 -Montenegro,2012,5.219,9.726,0.704,67.420,0.462,-0.192,0.755,0.574,0.379 -Montenegro,2013,5.074,9.760,0.736,67.580,0.502,-0.176,0.693,0.539,0.331 -Montenegro,2014,5.283,9.777,0.863,67.740,0.503,0.097,0.768,0.587,0.368 -Montenegro,2015,5.125,9.810,0.740,67.900,0.583,-0.144,0.781,0.580,0.337 -Montenegro,2016,5.304,9.839,0.866,68.100,0.569,-0.087,0.849,0.591,0.337 -Montenegro,2017,5.615,9.885,0.881,68.300,0.626,-0.083,0.756,0.519,0.350 -Montenegro,2018,5.650,9.934,0.856,68.500,0.626,-0.051,0.769,0.590,0.355 -Montenegro,2019,5.386,9.970,0.832,68.700,0.694,-0.105,0.820,0.591,0.366 -Montenegro,2020,5.722,9.913,0.887,68.900,0.802,0.060,0.845,0.603,0.411 -Morocco,2010,4.383,8.746,,63.500,0.663,-0.162,0.900,, -Morocco,2011,5.085,8.783,0.833,63.800,0.579,-0.218,0.875,0.736,0.187 -Morocco,2012,4.970,8.799,0.676,64.100,0.757,-0.187,0.845,0.687,0.281 -Morocco,2013,5.142,8.829,0.597,64.400,0.572,-0.210,0.771,0.784,0.239 -Morocco,2015,5.163,8.872,0.606,65.000,0.713,-0.228,0.842,0.661,0.262 -Morocco,2016,5.386,8.869,0.655,65.300,0.817,-0.237,0.717,0.713,0.205 -Morocco,2017,5.312,8.898,0.641,65.600,0.814,-0.216,0.841,0.559,0.323 -Morocco,2018,4.897,8.914,0.554,65.900,0.773,-0.234,0.843,0.638,0.416 -Morocco,2019,5.057,8.925,0.535,66.200,0.757,-0.244,0.757,0.589,0.410 -Morocco,2020,4.803,8.871,0.553,66.500,0.819,-0.229,0.803,0.587,0.256 -Mozambique,2006,4.595,6.776,0.879,44.800,0.684,0.041,0.758,0.623,0.327 -Mozambique,2007,4.833,6.823,0.748,45.500,0.643,0.074,0.854,0.634,0.240 -Mozambique,2008,4.654,6.865,0.756,46.200,0.514,0.006,0.864,0.623,0.280 -Mozambique,2011,4.971,6.979,0.818,48.320,0.639,-0.024,0.719,0.592,0.243 -Mozambique,2015,4.550,7.141,0.666,51.200,0.813,0.089,0.632,0.564,0.340 -Mozambique,2017,4.280,7.157,0.678,53.200,0.823,-0.030,0.682,0.648,0.353 -Mozambique,2018,4.654,7.162,0.738,54.200,0.897,0.049,0.691,0.640,0.397 -Mozambique,2019,4.932,7.155,0.742,55.200,0.870,0.073,0.682,0.587,0.384 -Myanmar,2012,4.439,8.158,0.612,57.020,0.691,0.645,0.695,0.764,0.205 -Myanmar,2013,4.176,8.230,0.757,57.380,0.775,0.689,0.638,0.803,0.217 -Myanmar,2014,4.786,8.299,0.774,57.740,,0.698,0.592,0.858,0.112 -Myanmar,2015,4.224,8.359,0.752,58.100,0.808,0.688,0.633,0.866,0.272 -Myanmar,2016,4.623,8.408,0.793,58.400,0.877,0.679,0.607,0.804,0.302 -Myanmar,2017,4.154,8.464,0.795,58.700,0.886,0.650,0.619,0.746,0.282 -Myanmar,2018,4.411,8.523,0.774,59.000,0.906,0.490,0.647,0.777,0.300 -Myanmar,2019,4.434,8.545,0.763,59.300,0.899,0.561,0.682,0.755,0.286 -Myanmar,2020,4.431,8.554,0.796,59.600,0.825,0.470,0.647,0.800,0.289 -Namibia,2007,4.886,9.059,0.828,49.680,0.781,-0.101,0.839,0.811,0.160 -Namibia,2014,4.574,9.232,0.763,55.160,0.849,-0.183,0.790,0.749,0.239 -Namibia,2017,4.441,9.215,0.828,56.200,0.810,-0.190,0.831,0.721,0.277 -Namibia,2018,4.834,9.204,0.864,56.500,0.754,-0.169,0.846,0.739,0.240 -Namibia,2019,4.436,9.173,0.845,56.800,0.739,-0.174,0.879,0.672,0.256 -Namibia,2020,4.451,9.104,0.741,57.100,0.666,-0.104,0.810,0.648,0.248 -Nepal,2006,4.567,7.616,0.874,57.200,0.689,,0.897,0.717,0.171 -Nepal,2007,4.748,7.638,0.787,57.700,0.413,0.317,0.891,0.643,0.152 -Nepal,2008,4.441,7.686,0.818,58.200,0.618,0.291,0.900,0.745,0.153 -Nepal,2009,4.917,7.723,0.813,58.700,0.616,0.044,0.950,0.570,0.215 -Nepal,2010,4.350,7.765,0.779,59.200,0.519,0.092,0.911,0.672,0.226 -Nepal,2011,3.809,7.797,0.741,59.400,0.525,-0.010,0.935,0.699,0.207 -Nepal,2012,4.233,7.846,0.734,59.600,0.638,0.070,0.883,0.736,0.231 -Nepal,2013,4.605,7.889,0.740,59.800,0.722,0.151,0.877,0.629,0.279 -Nepal,2014,4.975,7.948,0.786,60.000,0.712,0.121,0.841,0.614,0.287 -Nepal,2015,4.812,7.976,0.748,60.200,0.763,0.227,0.824,0.543,0.358 -Nepal,2016,5.100,7.973,0.837,61.300,0.839,0.168,0.817,0.627,0.370 -Nepal,2017,4.737,8.039,0.816,62.400,0.845,0.134,0.770,0.571,0.376 -Nepal,2018,4.910,8.087,0.768,63.500,0.770,0.122,0.742,0.537,0.387 -Nepal,2019,5.449,8.136,0.772,64.600,0.790,0.167,0.712,0.536,0.357 -Netherlands,2005,7.464,10.814,0.947,70.400,0.901,,0.571,0.869,0.233 -Netherlands,2007,7.452,10.881,0.944,70.800,0.896,0.344,0.445,0.818,0.213 -Netherlands,2008,7.631,10.899,0.944,71.000,0.883,0.365,0.419,0.788,0.182 -Netherlands,2010,7.502,10.864,0.957,71.400,0.921,0.349,0.399,0.853,0.206 -Netherlands,2011,7.564,10.875,0.938,71.520,0.925,0.336,0.359,0.863,0.181 -Netherlands,2012,7.471,10.861,0.939,71.640,0.877,0.288,0.434,0.861,0.226 -Netherlands,2013,7.407,10.857,0.925,71.760,0.919,0.305,0.505,0.867,0.235 -Netherlands,2014,7.321,10.867,0.909,71.880,0.910,0.331,0.457,0.868,0.221 -Netherlands,2015,7.324,10.882,0.879,72.000,0.904,0.261,0.412,0.834,0.202 -Netherlands,2016,7.541,10.899,0.926,72.100,0.907,0.239,0.433,0.838,0.215 -Netherlands,2017,7.459,10.921,0.937,72.200,0.920,0.250,0.363,0.852,0.185 -Netherlands,2018,7.463,10.941,0.939,72.300,0.920,0.161,0.371,0.862,0.205 -Netherlands,2019,7.425,10.953,0.941,72.400,0.886,0.213,0.360,0.838,0.231 -Netherlands,2020,7.504,10.901,0.944,72.500,0.935,0.151,0.281,0.784,0.247 -New Zealand,2006,7.305,10.526,0.946,71.200,0.932,0.312,0.224,0.880,0.219 -New Zealand,2007,7.604,10.546,0.967,71.400,0.878,0.279,0.295,0.854,0.238 -New Zealand,2008,7.381,10.528,0.944,71.600,0.893,0.298,0.334,0.854,0.232 -New Zealand,2010,7.224,10.520,0.976,72.000,0.918,0.254,0.321,0.847,0.235 -New Zealand,2011,7.191,10.536,0.954,72.120,0.935,0.284,0.269,0.864,0.210 -New Zealand,2012,7.250,10.553,0.930,72.240,0.902,0.287,0.289,0.866,0.207 -New Zealand,2013,7.280,10.571,0.958,72.360,0.944,0.237,0.312,0.835,0.151 -New Zealand,2014,7.306,10.592,0.942,72.480,0.932,0.348,0.273,0.848,0.199 -New Zealand,2015,7.418,10.608,0.987,72.600,0.942,0.329,0.186,0.834,0.160 -New Zealand,2016,7.226,10.623,0.937,72.800,0.927,0.266,0.278,0.833,0.207 -New Zealand,2017,7.327,10.633,0.955,73.000,0.942,0.294,0.222,0.817,0.172 -New Zealand,2018,7.370,10.660,0.954,73.200,0.949,0.120,0.207,0.845,0.168 -New Zealand,2019,7.205,10.666,0.939,73.400,0.912,0.157,0.234,0.816,0.191 -New Zealand,2020,7.257,10.600,0.952,73.600,0.918,0.125,0.283,0.849,0.209 -Nicaragua,2006,4.460,8.398,0.877,64.140,0.745,0.010,0.844,0.779,0.294 -Nicaragua,2007,4.944,8.434,0.866,64.480,0.836,0.140,0.826,0.810,0.287 -Nicaragua,2008,5.104,8.454,0.857,64.820,0.791,0.076,0.819,0.784,0.289 -Nicaragua,2009,5.353,8.407,0.835,65.160,0.746,0.070,0.794,0.781,0.299 -Nicaragua,2010,5.687,8.436,0.863,65.500,0.792,0.018,0.802,0.805,0.268 -Nicaragua,2011,5.386,8.484,0.800,65.720,0.779,-0.020,0.760,0.791,0.309 -Nicaragua,2012,5.448,8.534,0.894,65.940,0.850,0.017,0.644,0.803,0.255 -Nicaragua,2013,5.772,8.569,0.868,66.160,0.859,0.039,0.636,0.839,0.271 -Nicaragua,2014,6.275,8.602,0.839,66.380,0.817,0.104,0.699,0.813,0.334 -Nicaragua,2015,5.924,8.636,0.827,66.600,0.809,0.077,0.728,0.797,0.346 -Nicaragua,2016,6.013,8.668,0.853,66.900,0.717,0.039,0.731,0.805,0.380 -Nicaragua,2017,6.476,8.700,0.838,67.200,0.922,0.010,0.673,0.850,0.308 -Nicaragua,2018,5.819,8.647,0.854,67.500,0.797,0.009,0.713,0.793,0.408 -Nicaragua,2019,6.113,8.595,0.874,67.800,0.883,0.029,0.622,0.835,0.337 -Niger,2006,3.737,6.888,0.677,46.360,0.750,0.076,0.755,0.755,0.179 -Niger,2007,4.277,6.881,0.726,47.120,0.584,-0.056,0.748,0.706,0.158 -Niger,2008,4.236,6.918,0.607,47.880,0.649,-0.055,0.749,0.650,0.194 -Niger,2009,4.267,6.898,0.771,48.640,0.880,-0.009,0.483,0.730,0.115 -Niger,2010,4.101,6.941,0.655,49.400,0.817,-0.023,0.529,0.745,0.126 -Niger,2011,4.556,6.925,0.818,49.920,0.780,-0.055,0.549,0.700,0.166 -Niger,2012,3.798,6.987,0.700,50.440,0.734,-0.064,0.777,0.603,0.142 -Niger,2013,3.716,7.002,0.696,50.960,0.825,-0.077,0.711,0.650,0.208 -Niger,2014,4.181,7.027,0.753,51.480,0.688,-0.046,0.605,0.678,0.205 -Niger,2015,3.671,7.030,0.713,52.000,0.728,-0.032,0.703,0.682,0.218 -Niger,2016,4.235,7.047,0.683,52.500,0.702,-0.016,0.814,0.675,0.325 -Niger,2017,4.616,7.058,0.582,53.000,0.684,-0.030,0.778,0.731,0.427 -Niger,2018,5.164,7.087,0.612,53.500,0.791,0.009,0.637,0.771,0.503 -Niger,2019,5.004,7.106,0.677,54.000,0.831,0.026,0.729,0.816,0.304 -Nigeria,2006,4.710,8.326,0.735,44.120,0.649,0.085,0.871,0.781,0.178 -Nigeria,2007,4.890,8.364,0.718,44.640,0.635,0.136,0.918,0.826,0.141 -Nigeria,2008,4.939,8.403,0.780,45.160,0.584,0.119,0.892,0.740,0.244 -Nigeria,2009,4.980,8.453,0.722,45.680,0.537,0.067,0.913,0.745,0.225 -Nigeria,2010,4.760,8.504,0.824,46.200,0.565,0.067,0.911,0.782,0.190 -Nigeria,2012,5.493,8.543,0.818,47.120,0.652,0.066,0.900,0.811,0.209 -Nigeria,2013,4.818,8.581,0.663,47.580,0.622,0.051,0.905,0.638,0.286 -Nigeria,2015,4.933,8.615,0.812,48.500,0.680,-0.035,0.926,0.717,0.251 -Nigeria,2016,5.220,8.573,0.805,48.900,0.798,0.043,0.905,0.732,0.252 -Nigeria,2017,5.322,8.555,0.733,49.300,0.826,0.124,0.835,0.725,0.236 -Nigeria,2018,5.252,8.548,0.741,49.700,0.790,-0.010,0.866,0.805,0.256 -Nigeria,2019,4.356,8.544,0.734,50.100,0.729,0.032,0.873,0.715,0.245 -Nigeria,2020,5.503,8.484,0.739,50.500,0.713,0.099,0.913,0.744,0.316 -North Cyprus,2012,5.463,,0.871,,0.693,,0.855,0.709,0.405 -North Cyprus,2013,5.567,,0.869,,0.775,,0.715,0.622,0.443 -North Cyprus,2014,5.786,,0.802,,0.830,,0.692,0.724,0.311 -North Cyprus,2015,5.843,,0.791,,0.785,,0.659,0.702,0.319 -North Cyprus,2016,5.827,,0.808,,0.796,,0.670,0.644,0.346 -North Cyprus,2018,5.608,,0.837,,0.797,,0.614,0.480,0.262 -North Cyprus,2019,5.467,,0.803,,0.793,,0.640,0.494,0.296 -North Macedonia,2007,4.494,9.416,0.811,64.095,0.439,0.080,0.870,0.603,0.251 -North Macedonia,2009,4.428,9.464,0.734,64.349,0.552,-0.042,0.844,0.576,0.370 -North Macedonia,2010,4.180,9.496,0.687,64.502,0.513,-0.058,0.856,0.567,0.314 -North Macedonia,2011,4.898,9.518,0.784,64.661,0.607,-0.087,0.865,0.588,0.363 -North Macedonia,2012,4.640,9.513,0.798,64.811,0.613,-0.084,0.920,0.642,0.422 -North Macedonia,2013,5.186,9.541,0.832,64.942,0.641,0.025,0.861,0.578,0.331 -North Macedonia,2014,5.204,9.576,0.793,65.053,0.645,0.035,0.861,0.637,0.307 -North Macedonia,2015,4.976,9.613,0.766,65.145,0.660,-0.047,0.824,0.620,0.299 -North Macedonia,2016,5.346,9.640,0.871,65.225,0.706,0.080,0.870,0.639,0.292 -North Macedonia,2017,5.234,9.650,0.800,65.303,0.752,-0.059,0.856,0.502,0.299 -North Macedonia,2018,5.240,9.677,0.849,65.389,0.745,-0.041,0.910,0.590,0.298 -North Macedonia,2019,5.015,9.711,0.815,65.474,0.725,0.024,0.923,0.576,0.304 -North Macedonia,2020,5.054,9.690,0.750,65.560,0.787,0.131,0.877,0.605,0.365 -Norway,2006,7.416,11.031,0.959,71.320,0.960,0.109,0.397,0.832,0.197 -Norway,2008,7.632,11.042,0.936,71.560,0.947,0.018,0.503,0.792,0.155 -Norway,2012,7.678,11.017,0.948,72.240,0.947,0.147,0.368,0.823,0.213 -Norway,2014,7.444,11.024,0.941,72.680,0.956,0.181,0.405,0.834,0.194 -Norway,2015,7.603,11.033,0.947,72.900,0.948,0.257,0.299,0.843,0.209 -Norway,2016,7.596,11.035,0.960,73.000,0.954,0.133,0.410,0.850,0.209 -Norway,2017,7.579,11.050,0.950,73.100,0.953,0.236,0.250,0.849,0.203 -Norway,2018,7.444,11.056,0.966,73.200,0.960,0.094,0.268,0.827,0.212 -Norway,2019,7.442,11.061,0.942,73.300,0.954,0.111,0.271,0.823,0.195 -Norway,2020,7.290,11.042,0.956,73.400,0.965,0.075,0.271,0.823,0.216 -Oman,2011,6.853,10.382,,65.500,0.916,0.025,,,0.295 -Pakistan,2005,5.225,8.218,0.591,54.200,0.630,,0.844,,0.237 -Pakistan,2007,5.671,8.277,0.479,55.000,0.396,0.089,0.794,0.683,0.310 -Pakistan,2008,4.414,8.271,0.373,55.400,0.335,0.100,0.848,0.655,0.321 -Pakistan,2009,5.208,8.277,0.522,55.800,0.388,0.077,0.874,0.639,0.349 -Pakistan,2010,5.786,8.270,0.571,56.200,0.364,0.300,0.852,0.651,0.372 -Pakistan,2011,5.267,8.276,0.510,56.420,0.376,0.030,0.857,0.628,0.358 -Pakistan,2012,5.132,8.289,0.542,56.640,0.367,0.165,0.842,0.665,0.332 -Pakistan,2013,5.138,8.311,0.607,56.860,0.448,0.100,0.792,0.598,0.274 -Pakistan,2014,5.436,8.336,0.552,57.080,0.543,0.140,0.677,0.585,0.295 -Pakistan,2015,4.823,8.361,0.562,57.300,0.587,0.085,0.717,0.575,0.329 -Pakistan,2016,5.549,8.394,0.627,57.700,0.634,0.095,0.793,0.648,0.332 -Pakistan,2017,5.831,8.428,0.690,58.100,0.713,0.045,0.714,0.586,0.308 -Pakistan,2018,5.472,8.464,0.685,58.500,0.773,0.069,0.799,0.567,0.377 -Pakistan,2019,4.443,8.453,0.617,58.900,0.685,0.124,0.776,0.581,0.424 -Palestinian Territories,2006,4.716,8.213,0.818,61.780,0.547,,0.858,0.497,0.431 -Palestinian Territories,2007,4.151,8.218,0.712,61.897,0.365,-0.080,0.844,0.566,0.412 -Palestinian Territories,2008,4.386,8.276,0.666,62.015,0.358,-0.070,0.753,0.571,0.403 -Palestinian Territories,2009,4.470,8.329,0.738,62.132,0.468,-0.085,0.797,0.544,0.466 -Palestinian Territories,2010,4.703,8.383,0.822,62.250,0.504,-0.117,0.752,0.628,0.381 -Palestinian Territories,2011,4.751,8.474,0.751,,0.522,-0.127,0.750,0.567,0.388 -Palestinian Territories,2012,4.647,8.531,0.782,,0.542,-0.153,0.730,0.616,0.379 -Palestinian Territories,2013,4.844,8.489,0.761,,0.454,-0.150,0.780,0.594,0.365 -Palestinian Territories,2014,4.722,8.457,0.775,,0.657,-0.147,0.804,0.565,0.380 -Palestinian Territories,2015,4.695,8.480,0.766,,0.556,-0.153,0.774,0.594,0.369 -Palestinian Territories,2016,4.907,8.498,0.818,,0.608,-0.129,0.812,0.593,0.378 -Palestinian Territories,2017,4.628,8.485,0.824,,0.632,-0.163,0.831,0.597,0.416 -Palestinian Territories,2018,4.554,,0.819,,0.655,,0.814,0.610,0.419 -Palestinian Territories,2019,4.483,,0.833,,0.653,,0.829,0.625,0.400 -Panama,2006,6.128,9.764,0.951,67.900,0.882,-0.047,0.912,0.845,0.232 -Panama,2007,6.894,9.859,0.937,68.000,0.640,0.083,0.915,0.820,0.149 -Panama,2008,6.931,9.935,0.922,68.100,0.707,0.060,0.881,0.819,0.150 -Panama,2009,7.034,9.930,0.905,68.200,0.721,0.014,0.889,0.883,0.144 -Panama,2010,7.321,9.969,0.928,68.300,0.755,-0.009,0.880,0.888,0.146 -Panama,2011,7.248,10.059,0.876,68.500,0.829,0.009,0.840,0.885,0.180 -Panama,2012,6.860,10.135,0.897,68.700,0.783,-0.002,0.796,0.869,0.207 -Panama,2013,6.866,10.184,0.896,68.900,0.811,0.018,0.814,0.869,0.226 -Panama,2014,6.631,10.217,0.873,69.100,0.894,0.002,0.847,0.808,0.254 -Panama,2015,6.606,10.255,0.883,69.300,0.847,-0.007,0.810,0.801,0.264 -Panama,2016,6.118,10.287,0.882,69.400,0.884,-0.102,0.837,0.858,0.244 -Panama,2017,6.568,10.324,0.912,69.500,0.900,-0.170,0.841,0.833,0.242 -Panama,2018,6.281,10.343,0.904,69.600,0.861,-0.131,0.837,0.884,0.223 -Panama,2019,6.086,10.356,0.886,69.700,0.883,-0.199,0.869,0.878,0.244 -Paraguay,2006,4.730,9.088,0.895,63.620,0.691,0.066,0.841,0.816,0.303 -Paraguay,2007,5.272,9.126,0.863,63.840,0.699,0.132,0.930,0.867,0.219 -Paraguay,2008,5.570,9.174,0.889,64.060,0.649,0.057,0.891,0.849,0.259 -Paraguay,2009,5.576,9.158,0.900,64.280,0.718,0.027,0.857,0.832,0.186 -Paraguay,2010,5.841,9.250,0.889,64.500,0.726,0.076,0.780,0.855,0.176 -Paraguay,2011,5.677,9.278,0.869,64.620,0.666,0.191,0.756,0.810,0.190 -Paraguay,2012,5.820,9.259,0.931,64.740,0.748,0.200,0.774,0.837,0.213 -Paraguay,2013,5.936,9.326,0.939,64.860,0.909,0.046,0.903,0.919,0.224 -Paraguay,2014,5.119,9.360,0.959,64.980,0.759,-0.002,0.762,0.944,0.216 -Paraguay,2015,5.560,9.377,0.914,65.100,0.806,-0.008,0.863,0.866,0.219 -Paraguay,2016,5.801,9.406,0.940,65.300,0.854,-0.071,0.756,0.925,0.197 -Paraguay,2017,5.713,9.441,0.902,65.500,0.891,0.003,0.810,0.903,0.232 -Paraguay,2019,5.653,9.448,0.892,65.900,0.876,0.028,0.882,0.858,0.275 -Peru,2006,4.811,8.989,0.875,65.340,0.668,-0.071,0.895,0.697,0.420 -Peru,2007,5.214,9.063,0.756,65.580,0.638,-0.078,0.931,0.758,0.361 -Peru,2008,5.129,9.142,0.777,65.820,0.638,-0.067,0.896,0.763,0.354 -Peru,2009,5.519,9.145,0.799,66.060,0.638,-0.079,0.880,0.811,0.320 -Peru,2010,5.613,9.217,0.812,66.300,0.757,-0.060,0.881,0.800,0.330 -Peru,2011,5.892,9.270,0.756,66.480,0.773,-0.123,0.824,0.780,0.331 -Peru,2012,5.825,9.322,0.764,66.660,0.703,-0.079,0.867,0.757,0.398 -Peru,2013,5.783,9.369,0.797,66.840,0.703,-0.066,0.870,0.778,0.390 -Peru,2014,5.866,9.382,0.819,67.020,0.722,-0.136,0.878,0.759,0.319 -Peru,2015,5.577,9.402,0.798,67.200,0.802,-0.090,0.884,0.754,0.378 -Peru,2016,5.701,9.426,0.803,67.500,0.830,-0.134,0.866,0.822,0.338 -Peru,2017,5.711,9.434,0.830,67.800,0.827,-0.154,0.895,0.789,0.394 -Peru,2018,5.680,9.456,0.845,68.100,0.830,-0.178,0.906,0.809,0.380 -Peru,2019,5.999,9.461,0.809,68.400,0.815,-0.130,0.874,0.820,0.375 -Philippines,2006,4.670,8.562,0.795,59.800,0.828,0.063,0.841,0.832, -Philippines,2007,5.074,8.608,0.801,60.000,0.852,-0.022,0.880,0.784,0.378 -Philippines,2008,4.589,8.634,0.798,60.200,0.861,0.083,0.817,0.805,0.384 -Philippines,2009,4.880,8.632,0.775,60.400,0.874,0.004,0.805,0.846,0.311 -Philippines,2010,4.942,8.686,0.805,60.600,0.893,0.033,0.812,0.876,0.294 -Philippines,2011,4.994,8.707,0.789,60.800,0.883,0.073,0.783,0.851,0.358 -Philippines,2012,5.002,8.756,0.813,61.000,0.914,0.053,0.771,0.865,0.351 -Philippines,2013,4.977,8.805,0.846,61.200,0.907,0.021,0.756,0.799,0.332 -Philippines,2014,5.313,8.850,0.813,61.400,0.902,-0.015,0.787,0.813,0.334 -Philippines,2015,5.547,8.896,0.854,61.600,0.912,-0.051,0.755,0.805,0.351 -Philippines,2016,5.431,8.950,0.821,61.700,0.908,-0.071,0.792,0.821,0.290 -Philippines,2017,5.594,9.002,0.851,61.800,0.926,-0.141,0.711,0.769,0.341 -Philippines,2018,5.869,9.050,0.846,61.900,0.918,-0.108,0.726,0.773,0.393 -Philippines,2019,6.268,9.095,0.845,62.000,0.910,-0.083,0.748,0.781,0.341 -Philippines,2020,5.080,9.061,0.781,62.100,0.932,-0.116,0.744,0.804,0.327 -Poland,2005,5.587,9.849,0.922,66.300,0.782,,0.983,0.715,0.282 -Poland,2007,5.886,9.978,0.913,66.700,0.772,-0.047,0.925,0.760,0.238 -Poland,2009,5.772,10.047,0.917,67.100,0.821,0.073,0.898,0.690,0.246 -Poland,2010,5.887,10.085,0.955,67.300,0.795,0.002,0.905,0.737,0.234 -Poland,2011,5.646,10.133,0.905,67.460,0.868,-0.067,0.908,0.725,0.224 -Poland,2012,5.876,10.149,0.936,67.620,0.811,-0.027,0.888,0.787,0.267 -Poland,2013,5.746,10.164,0.912,67.780,0.776,-0.137,0.916,0.784,0.242 -Poland,2014,5.750,10.197,0.924,67.940,0.875,-0.064,0.898,0.777,0.223 -Poland,2015,6.007,10.235,0.893,68.100,0.793,-0.093,0.810,0.734,0.240 -Poland,2016,6.162,10.266,0.917,68.500,0.871,-0.091,0.848,0.777,0.224 -Poland,2017,6.201,10.314,0.882,68.900,0.831,-0.122,0.639,0.677,0.203 -Poland,2018,6.111,10.366,0.863,69.300,0.870,-0.254,0.720,0.742,0.176 -Poland,2019,6.242,10.407,0.878,69.700,0.883,-0.231,0.696,0.725,0.168 -Poland,2020,6.139,10.371,0.953,70.100,0.767,-0.007,0.787,0.760,0.329 -Portugal,2006,5.405,10.360,0.905,69.840,0.882,-0.179,0.880,0.709,0.333 -Portugal,2008,5.717,10.384,0.886,70.320,0.646,-0.217,0.933,0.703,0.309 -Portugal,2010,5.095,10.368,0.864,70.800,0.721,-0.106,0.948,0.742,0.265 -Portugal,2011,5.220,10.353,0.856,71.000,0.875,-0.173,0.962,0.725,0.279 -Portugal,2012,4.994,10.315,0.866,71.200,0.774,-0.097,0.959,0.729,0.370 -Portugal,2013,5.158,10.312,0.867,71.400,0.788,-0.118,0.946,0.700,0.348 -Portugal,2014,5.127,10.325,0.862,71.600,0.847,-0.126,0.941,0.705,0.358 -Portugal,2015,5.081,10.347,0.866,71.800,0.800,-0.163,0.941,0.657,0.371 -Portugal,2016,5.447,10.370,0.905,72.000,0.838,-0.225,0.922,0.684,0.326 -Portugal,2017,5.711,10.407,0.900,72.200,0.905,-0.176,0.881,0.649,0.294 -Portugal,2018,5.920,10.434,0.887,72.400,0.877,-0.261,0.880,0.679,0.318 -Portugal,2019,6.095,10.457,0.876,72.600,0.882,-0.234,0.915,0.710,0.300 -Portugal,2020,5.768,10.371,0.875,72.800,0.913,-0.238,0.867,0.648,0.383 -Qatar,2009,6.418,11.456,0.894,66.580,0.865,0.235,0.184,0.678,0.258 -Qatar,2010,6.850,11.520,,66.700,,0.104,,, -Qatar,2011,6.592,11.553,0.857,67.020,0.905,0.012,,0.761,0.328 -Qatar,2012,6.611,11.523,0.838,67.340,0.924,0.162,,0.766,0.322 -Qatar,2015,6.375,11.486,,68.300,,,,, -Romania,2005,5.049,9.724,0.838,64.000,0.800,,0.957,0.642,0.346 -Romania,2007,5.394,9.892,0.736,64.480,0.686,-0.188,0.949,0.644,0.277 -Romania,2009,5.368,9.949,0.812,64.960,0.606,-0.196,0.967,0.548,0.270 -Romania,2010,4.909,9.915,0.689,65.200,0.566,-0.085,0.974,0.596,0.344 -Romania,2011,5.023,9.940,0.753,65.420,0.650,-0.140,0.964,0.543,0.294 -Romania,2012,5.167,9.965,0.740,65.640,0.645,-0.112,0.959,0.556,0.343 -Romania,2013,5.082,10.004,0.778,65.860,0.655,-0.129,0.952,0.640,0.329 -Romania,2014,5.727,10.041,0.753,66.080,0.754,-0.100,0.958,0.654,0.331 -Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.141,0.962,0.714,0.312 -Romania,2016,5.969,10.136,0.809,66.600,0.822,-0.115,0.949,0.694,0.258 -Romania,2017,6.090,10.211,0.811,66.900,0.839,-0.160,0.926,0.734,0.231 -Romania,2018,6.151,10.260,0.818,67.200,0.845,-0.217,0.921,0.735,0.298 -Romania,2019,6.130,10.306,0.842,67.500,0.848,-0.221,0.954,0.697,0.244 -Russia,2006,4.964,9.991,0.895,58.680,0.643,-0.307,0.935,0.611,0.232 -Russia,2007,5.223,10.074,0.885,59.260,0.593,-0.284,0.933,0.623,0.193 -Russia,2008,5.619,10.125,0.882,59.840,0.643,-0.305,0.924,0.594,0.166 -Russia,2009,5.158,10.044,0.908,60.420,0.617,-0.283,0.954,0.566,0.169 -Russia,2010,5.385,10.087,0.909,61.000,0.613,-0.296,0.937,0.589,0.171 -Russia,2011,5.389,10.129,0.883,61.420,0.626,-0.279,0.935,0.601,0.165 -Russia,2012,5.621,10.166,0.901,61.840,0.609,-0.293,0.938,0.611,0.174 -Russia,2013,5.537,10.182,0.881,62.260,0.661,-0.289,0.934,0.680,0.180 -Russia,2014,6.037,10.171,0.932,62.680,0.744,-0.265,0.869,0.688,0.151 -Russia,2015,5.996,10.149,0.924,63.100,0.685,-0.171,0.913,0.679,0.130 -Russia,2016,5.855,10.149,0.911,63.500,0.714,-0.181,0.925,0.636,0.142 -Russia,2017,5.579,10.166,0.896,63.900,0.731,-0.145,0.862,0.710,0.195 -Russia,2018,5.514,10.191,0.909,64.300,0.729,-0.147,0.865,0.673,0.199 -Russia,2019,5.441,10.205,0.910,64.700,0.715,-0.116,0.848,0.691,0.200 -Russia,2020,5.495,10.162,0.887,65.100,0.714,-0.071,0.823,0.645,0.190 -Rwanda,2006,4.215,7.111,0.718,49.880,0.915,,0.299,0.735,0.189 -Rwanda,2008,4.363,7.239,0.486,53.040,0.752,0.017,0.286,0.643,0.221 -Rwanda,2009,4.030,7.273,0.559,54.620,0.766,-0.001,0.410,0.678,0.112 -Rwanda,2011,4.097,7.369,0.570,56.820,0.829,-0.039,0.161,0.665,0.154 -Rwanda,2012,3.333,7.428,0.637,57.440,0.835,-0.012,0.081,0.703,0.132 -Rwanda,2013,3.466,7.449,0.750,58.060,0.904,-0.028,0.117,0.760,0.167 -Rwanda,2014,3.596,7.484,0.748,58.680,0.894,-0.023,0.078,0.763,0.134 -Rwanda,2015,3.483,7.544,0.678,59.300,0.908,0.025,0.095,0.721,0.206 -Rwanda,2016,3.333,7.576,0.665,59.900,0.911,0.025,0.159,0.752,0.285 -Rwanda,2017,3.108,7.588,0.517,60.500,0.908,0.051,0.214,0.762,0.358 -Rwanda,2018,3.561,7.644,0.616,61.100,0.924,0.057,0.164,0.793,0.308 -Rwanda,2019,3.268,7.708,0.489,61.700,0.869,0.064,0.168,0.736,0.418 -Saudi Arabia,2005,7.080,10.699,0.868,63.500,,,0.505,0.730,0.243 -Saudi Arabia,2007,7.267,10.689,0.892,63.860,0.622,0.005,,0.772,0.232 -Saudi Arabia,2008,6.811,10.722,0.823,64.040,0.532,-0.022,0.508,0.710,0.202 -Saudi Arabia,2009,6.148,10.673,0.921,64.220,0.639,-0.110,0.445,0.742,0.319 -Saudi Arabia,2010,6.307,10.693,0.880,64.400,0.678,-0.033,,0.645,0.297 -Saudi Arabia,2011,6.700,10.758,0.830,64.600,0.603,-0.142,,0.726,0.240 -Saudi Arabia,2012,6.396,10.779,0.867,64.800,0.560,-0.120,,0.715,0.225 -Saudi Arabia,2013,6.495,10.776,0.827,65.000,0.661,-0.081,,0.744,0.276 -Saudi Arabia,2014,6.278,10.783,0.818,65.200,0.762,-0.073,,0.705,0.313 -Saudi Arabia,2015,6.345,10.798,0.820,65.400,0.820,-0.045,,0.724,0.327 -Saudi Arabia,2016,6.474,10.792,0.890,65.700,0.774,-0.132,,0.793,0.266 -Saudi Arabia,2017,6.294,10.764,0.840,66.000,0.814,-0.131,,0.775,0.306 -Saudi Arabia,2018,6.356,10.771,0.868,66.300,0.855,-0.192,,0.764,0.288 -Saudi Arabia,2019,6.561,10.757,0.912,66.600,0.891,-0.147,,0.732,0.238 -Saudi Arabia,2020,6.560,10.701,0.890,66.900,0.884,-0.111,,0.754,0.251 -Senegal,2006,4.417,7.881,0.760,53.380,0.736,-0.051,0.805,0.740,0.225 -Senegal,2007,4.680,7.903,0.718,54.060,0.698,-0.002,0.827,0.714,0.199 -Senegal,2008,4.683,7.916,0.756,54.740,0.612,-0.030,0.879,0.673,0.252 -Senegal,2009,4.335,7.909,0.810,55.420,0.557,-0.036,0.918,0.757,0.228 -Senegal,2010,4.372,7.917,0.760,56.100,0.777,-0.077,0.851,0.769,0.143 -Senegal,2011,3.834,7.904,0.602,56.560,0.641,-0.160,0.870,0.752,0.180 -Senegal,2012,3.669,7.926,0.711,57.020,0.668,-0.036,0.852,0.771,0.214 -Senegal,2013,3.647,7.926,0.823,57.480,0.636,-0.052,0.837,0.680,0.165 -Senegal,2014,4.395,7.961,0.856,57.940,0.692,-0.045,0.700,0.725,0.157 -Senegal,2015,4.617,7.995,0.702,58.400,0.720,-0.111,0.765,0.711,0.208 -Senegal,2016,4.595,8.029,0.839,58.800,0.744,-0.086,0.794,0.784,0.245 -Senegal,2017,4.683,8.072,0.744,59.200,0.687,-0.044,0.825,0.746,0.291 -Senegal,2018,4.769,8.106,0.739,59.600,0.629,-0.074,0.805,0.714,0.247 -Senegal,2019,5.489,8.130,0.688,60.000,0.759,-0.019,0.796,0.789,0.332 -Serbia,2007,4.750,9.532,0.844,65.600,0.453,-0.165,0.905,0.576,0.334 -Serbia,2009,4.380,9.568,0.770,66.000,0.373,-0.178,0.961,0.544,0.435 -Serbia,2010,4.461,9.579,0.726,66.200,0.463,-0.170,0.965,0.532,0.415 -Serbia,2011,4.815,9.607,0.773,66.360,0.440,-0.185,0.977,0.545,0.410 -Serbia,2012,5.155,9.605,0.819,66.520,0.461,-0.130,0.952,0.514,0.371 -Serbia,2013,5.102,9.638,0.828,66.680,0.533,-0.100,0.908,0.529,0.403 -Serbia,2014,5.113,9.627,0.783,66.840,0.532,0.072,0.912,0.498,0.326 -Serbia,2015,5.318,9.649,0.816,67.000,0.546,-0.062,0.859,0.496,0.303 -Serbia,2016,5.753,9.688,0.895,67.400,0.614,-0.068,0.890,0.535,0.298 -Serbia,2017,5.122,9.713,0.884,67.800,0.685,-0.077,0.851,0.510,0.326 -Serbia,2018,5.936,9.762,0.853,68.200,0.740,-0.100,0.864,0.559,0.296 -Serbia,2019,6.241,9.808,0.903,68.600,0.753,-0.040,0.813,0.509,0.242 -Serbia,2020,6.042,9.788,0.852,69.000,0.843,0.149,0.824,0.603,0.358 -Sierra Leone,2006,3.628,7.136,0.561,40.300,0.679,0.101,0.836,0.505,0.381 -Sierra Leone,2007,3.585,7.187,0.686,41.200,0.720,0.248,0.830,0.582,0.290 -Sierra Leone,2008,2.997,7.215,0.591,42.100,0.716,0.148,0.925,0.534,0.370 -Sierra Leone,2010,4.134,7.254,0.812,43.900,0.726,0.012,0.910,0.514,0.290 -Sierra Leone,2011,4.502,7.292,0.782,44.320,0.770,0.005,0.855,0.446,0.300 -Sierra Leone,2013,4.514,7.577,0.708,45.160,0.720,-0.071,0.856,0.521,0.423 -Sierra Leone,2014,4.500,7.600,0.869,45.580,0.681,0.034,0.786,0.570,0.334 -Sierra Leone,2015,4.909,7.347,0.611,46.000,0.624,0.050,0.825,0.625,0.414 -Sierra Leone,2016,4.733,7.384,0.657,47.600,0.681,0.106,0.863,0.584,0.456 -Sierra Leone,2017,4.090,7.404,0.652,49.200,0.711,0.079,0.848,0.600,0.495 -Sierra Leone,2018,4.306,7.417,0.650,50.800,0.716,0.095,0.856,0.552,0.466 -Sierra Leone,2019,3.447,7.449,0.611,52.400,0.718,0.074,0.874,0.513,0.438 -Singapore,2006,6.463,11.168,0.904,73.600,0.757,0.138,,0.751,0.267 -Singapore,2007,6.834,11.212,0.921,73.900,0.867,0.293,0.064,0.700,0.114 -Singapore,2008,6.642,11.178,0.845,74.200,0.661,0.046,0.066,0.721,0.256 -Singapore,2009,6.145,11.149,0.866,74.500,0.776,-0.075,0.035,0.500,0.208 -Singapore,2010,6.531,11.267,0.864,74.800,0.846,-0.018,0.060,0.602,0.131 -Singapore,2011,6.561,11.307,0.904,75.020,0.822,-0.149,0.099,0.483,0.144 -Singapore,2013,6.533,11.357,0.808,75.460,0.827,0.115,0.242,0.770,0.148 -Singapore,2014,7.062,11.383,0.822,75.680,0.835,0.154,0.133,0.841,0.180 -Singapore,2015,6.620,11.400,0.866,75.900,0.887,0.150,0.099,0.803,0.142 -Singapore,2016,6.033,11.419,0.925,76.200,0.904,0.143,0.047,0.824,0.111 -Singapore,2017,6.378,11.461,0.897,76.500,0.926,0.136,0.162,0.800,0.179 -Singapore,2018,6.375,11.490,0.903,76.800,0.916,-0.066,0.097,0.787,0.107 -Singapore,2019,6.378,11.486,0.925,77.100,0.938,0.027,0.070,0.723,0.138 -Slovakia,2006,5.265,10.015,0.954,66.000,0.542,-0.050,0.946,0.678,0.308 -Slovakia,2010,6.052,10.169,0.920,66.800,0.636,-0.101,0.907,0.666,0.277 -Slovakia,2011,5.945,10.196,0.917,67.040,0.727,0.010,0.907,0.637,0.287 -Slovakia,2012,5.911,10.213,0.926,67.280,0.620,-0.028,0.907,0.656,0.302 -Slovakia,2013,5.937,10.218,0.909,67.520,0.598,-0.051,0.915,0.698,0.277 -Slovakia,2014,6.139,10.244,0.924,67.760,0.635,-0.126,0.914,0.703,0.267 -Slovakia,2015,6.162,10.291,0.943,68.000,0.587,-0.128,0.928,0.714,0.269 -Slovakia,2016,5.993,10.310,0.945,68.300,0.700,-0.061,0.917,0.774,0.232 -Slovakia,2017,6.366,10.339,0.913,68.600,0.714,-0.055,0.920,0.788,0.213 -Slovakia,2018,6.235,10.376,0.922,68.900,0.758,-0.167,0.910,0.754,0.253 -Slovakia,2019,6.243,10.398,0.933,69.200,0.771,-0.129,0.926,0.750,0.252 -Slovakia,2020,6.519,10.332,0.954,69.500,0.762,-0.075,0.901,0.764,0.274 -Slovenia,2006,5.811,10.403,0.936,68.000,0.936,0.043,0.708,0.652,0.307 -Slovenia,2009,5.830,10.410,0.919,68.900,0.896,-0.019,0.804,0.641,0.303 -Slovenia,2010,6.083,10.419,0.917,69.200,0.896,0.029,0.845,0.671,0.295 -Slovenia,2011,6.036,10.426,0.931,69.400,0.907,-0.025,0.893,0.652,0.285 -Slovenia,2012,6.063,10.397,0.925,69.600,0.904,-0.020,0.891,0.656,0.284 -Slovenia,2013,5.975,10.385,0.932,69.800,0.890,0.036,0.918,0.635,0.274 -Slovenia,2014,5.678,10.412,0.908,70.000,0.888,0.052,0.909,0.620,0.291 -Slovenia,2015,5.741,10.433,0.901,70.200,0.896,0.008,0.892,0.659,0.261 -Slovenia,2016,5.937,10.463,0.934,70.500,0.904,-0.055,0.838,0.626,0.272 -Slovenia,2017,6.167,10.509,0.928,70.800,0.921,-0.025,0.829,0.615,0.286 -Slovenia,2018,6.249,10.546,0.941,71.100,0.942,-0.119,0.839,0.644,0.275 -Slovenia,2019,6.665,10.563,0.949,71.400,0.945,-0.102,0.785,0.679,0.228 -Slovenia,2020,6.462,10.478,0.953,71.700,0.958,-0.081,0.797,0.610,0.314 -Somalia,2014,5.528,,0.611,49.600,0.874,,0.456,0.834,0.207 -Somalia,2015,5.354,,0.599,50.100,0.968,,0.410,0.901,0.187 -Somalia,2016,4.668,,0.594,50.000,0.917,,0.441,0.891,0.193 -Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.819,0.112 -Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.769,0.083 -Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.749,0.122 -Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.735,0.152 -South Africa,2006,5.084,9.386,0.913,48.020,0.649,-0.084,,0.802,0.223 -South Africa,2007,5.204,9.426,0.788,48.640,0.690,-0.158,0.859,0.735,0.210 -South Africa,2008,5.346,9.444,0.810,49.260,0.749,-0.095,0.866,0.773,0.206 -South Africa,2009,5.218,9.414,0.877,49.880,0.739,-0.154,0.904,0.727,0.231 -South Africa,2010,4.652,9.430,0.917,50.500,0.739,-0.202,0.791,0.794,0.124 -South Africa,2011,4.931,9.447,0.858,51.460,0.835,-0.154,0.819,0.763,0.230 -South Africa,2012,5.134,9.453,0.907,52.420,0.590,-0.163,0.838,0.761,0.178 -South Africa,2013,3.661,9.461,0.839,53.380,0.714,-0.077,0.800,0.773,0.167 -South Africa,2014,4.828,9.464,0.881,54.340,0.794,-0.117,0.820,0.798,0.243 -South Africa,2015,4.887,9.460,0.898,55.300,0.862,-0.127,0.853,0.781,0.161 -South Africa,2016,4.770,9.450,0.875,55.700,0.774,-0.070,0.813,0.786,0.301 -South Africa,2017,4.514,9.450,0.870,56.100,0.787,-0.129,0.865,0.785,0.268 -South Africa,2018,4.884,9.444,0.841,56.500,0.753,-0.050,0.841,0.812,0.283 -South Africa,2019,5.035,9.432,0.848,56.900,0.738,-0.134,0.820,0.801,0.268 -South Africa,2020,4.947,9.332,0.891,57.300,0.757,-0.015,0.912,0.820,0.294 -South Korea,2006,5.332,10.310,0.775,70.200,0.715,-0.052,0.799,0.651,0.338 -South Korea,2007,5.767,10.361,0.827,70.500,0.656,-0.059,0.803,0.690,0.226 -South Korea,2008,5.390,10.383,0.754,70.800,0.524,-0.102,0.771,0.643,0.239 -South Korea,2009,5.648,10.386,0.811,71.100,0.600,-0.096,0.787,0.697,0.209 -South Korea,2010,6.116,10.447,0.816,71.400,0.677,-0.033,0.752,0.662,0.130 -South Korea,2011,6.947,10.475,0.809,71.660,0.682,-0.048,0.827,0.656,0.168 -South Korea,2012,6.003,10.494,0.775,71.920,0.618,,0.844,0.664,0.206 -South Korea,2013,5.959,10.520,0.797,72.180,0.642,-0.050,0.832,0.676,0.189 -South Korea,2014,5.801,10.546,0.738,72.440,0.623,-0.043,0.834,0.653,0.283 -South Korea,2015,5.780,10.568,0.768,72.700,0.616,-0.036,0.841,0.650,0.244 -South Korea,2016,5.971,10.593,0.811,73.000,0.591,0.026,0.862,0.676,0.233 -South Korea,2017,5.874,10.621,0.807,73.300,0.538,0.014,0.851,0.623,0.235 -South Korea,2018,5.840,10.643,0.798,73.600,0.600,-0.089,0.797,0.661,0.217 -South Korea,2019,5.903,10.661,0.783,73.900,0.706,-0.055,0.718,0.684,0.236 -South Korea,2020,5.793,10.648,0.808,74.200,0.711,-0.106,0.665,0.640,0.247 -South Sudan,2014,3.832,,0.545,49.840,0.567,,0.742,0.614,0.428 -South Sudan,2015,4.071,,0.585,50.200,0.512,,0.710,0.586,0.450 -South Sudan,2016,2.888,,0.532,50.600,0.440,,0.785,0.615,0.549 -South Sudan,2017,2.817,,0.557,51.000,0.456,,0.761,0.586,0.517 -Spain,2005,7.153,10.546,0.961,71.500,0.916,,0.777,0.776,0.241 -Spain,2007,6.995,10.587,0.957,72.060,0.782,-0.093,0.784,0.763,0.264 -Spain,2008,7.294,10.579,0.948,72.340,0.834,-0.150,0.683,0.772,0.260 -Spain,2009,6.199,10.532,0.929,72.620,0.749,-0.127,0.798,0.752,0.336 -Spain,2010,6.188,10.529,0.950,72.900,0.796,-0.138,0.840,0.724,0.322 -Spain,2011,6.518,10.518,0.944,73.020,0.819,-0.122,0.846,0.737,0.356 -Spain,2012,6.291,10.487,0.937,73.140,0.755,-0.059,0.844,0.749,0.366 -Spain,2013,6.150,10.476,0.929,73.260,0.759,-0.101,0.916,0.696,0.372 -Spain,2014,6.456,10.492,0.948,73.380,0.738,-0.028,0.854,0.716,0.335 -Spain,2015,6.381,10.531,0.956,73.500,0.732,-0.072,0.822,0.732,0.285 -Spain,2016,6.319,10.560,0.942,73.800,0.768,-0.048,0.819,0.653,0.301 -Spain,2017,6.230,10.586,0.903,74.100,0.756,-0.032,0.791,0.625,0.302 -Spain,2018,6.513,10.605,0.910,74.400,0.722,-0.075,0.777,0.659,0.357 -Spain,2019,6.457,10.618,0.949,74.700,0.778,-0.049,0.730,0.663,0.316 -Spain,2020,6.502,10.488,0.935,75.000,0.783,-0.121,0.730,0.686,0.317 -Sri Lanka,2006,4.345,8.912,0.864,65.780,0.724,0.062,0.838,0.757,0.216 -Sri Lanka,2007,4.415,8.970,0.838,65.860,0.736,0.110,0.847,0.709,0.220 -Sri Lanka,2008,4.431,9.021,0.816,65.940,0.834,0.163,0.861,0.790,0.153 -Sri Lanka,2009,4.212,9.049,0.830,66.020,0.799,0.306,0.690,0.770,0.172 -Sri Lanka,2010,3.977,9.119,0.814,66.100,0.738,0.259,0.769,0.823,0.163 -Sri Lanka,2011,4.181,9.193,0.842,66.200,0.823,0.145,0.760,0.825,0.175 -Sri Lanka,2012,4.225,9.279,0.824,66.300,0.800,0.161,0.823,0.864,0.197 -Sri Lanka,2013,4.365,9.305,0.809,66.400,0.834,0.268,0.842,0.860,0.208 -Sri Lanka,2014,4.268,9.344,0.805,66.500,0.868,0.299,0.791,0.843,0.187 -Sri Lanka,2015,4.612,9.383,0.863,66.600,0.902,0.319,0.859,0.848,0.235 -Sri Lanka,2017,4.331,9.440,0.823,67.000,0.827,0.094,0.844,0.795,0.270 -Sri Lanka,2018,4.435,9.462,0.833,67.200,0.859,0.106,0.856,0.831,0.302 -Sri Lanka,2019,4.213,9.479,0.815,67.400,0.824,0.051,0.863,0.816,0.315 -Sudan,2009,4.455,8.106,0.911,53.700,0.710,0.077,0.701,0.734,0.245 -Sudan,2010,4.435,8.076,0.855,54.000,0.648,-0.040,0.737,0.669,0.221 -Sudan,2011,4.314,8.204,0.818,54.280,0.583,-0.024,0.663,0.586,0.249 -Sudan,2012,4.550,8.296,0.813,54.560,0.412,-0.056,0.734,0.576,0.242 -Sudan,2014,4.139,8.317,0.811,55.120,0.390,-0.063,0.794,0.541,0.303 -Suriname,2012,6.269,9.797,0.797,62.240,0.885,-0.077,0.751,0.764,0.250 -Swaziland,2011,4.867,8.940,0.837,40.808,0.607,-0.067,0.917,0.821,0.251 -Swaziland,2018,4.212,9.060,0.779,50.353,0.710,-0.178,0.692,0.824,0.252 -Swaziland,2019,4.396,9.070,0.759,51.270,0.597,-0.191,0.724,0.778,0.280 -Sweden,2005,7.376,10.739,0.951,71.200,0.964,,,0.840,0.151 -Sweden,2007,7.241,10.806,0.917,71.480,0.910,0.146,0.289,0.796,0.177 -Sweden,2008,7.516,10.793,0.923,71.620,0.912,0.125,0.314,0.804,0.134 -Sweden,2009,7.266,10.740,0.903,71.760,0.864,0.221,0.292,0.820,0.151 -Sweden,2010,7.496,10.790,0.970,71.900,0.905,0.141,0.253,0.833,0.200 -Sweden,2011,7.382,10.814,0.921,71.980,0.941,0.161,0.269,0.815,0.179 -Sweden,2012,7.560,10.800,0.929,72.060,0.944,0.132,0.254,0.855,0.170 -Sweden,2013,7.434,10.804,0.916,72.140,0.936,0.159,0.324,0.829,0.184 -Sweden,2014,7.239,10.820,0.933,72.220,0.945,0.202,0.250,0.836,0.208 -Sweden,2015,7.289,10.853,0.929,72.300,0.935,0.211,0.232,0.818,0.191 -Sweden,2016,7.369,10.861,0.912,72.400,0.918,0.146,0.246,0.816,0.201 -Sweden,2017,7.287,10.873,0.914,72.500,0.935,0.170,0.239,0.814,0.175 -Sweden,2018,7.375,10.881,0.931,72.600,0.942,0.077,0.263,0.823,0.161 -Sweden,2019,7.398,10.882,0.934,72.700,0.942,0.091,0.250,0.826,0.202 -Sweden,2020,7.314,10.838,0.936,72.800,0.951,0.091,0.203,0.766,0.222 -Switzerland,2006,7.473,11.050,0.951,71.540,0.919,0.290,0.408,0.821,0.212 -Switzerland,2009,7.525,11.055,0.938,72.260,0.891,0.125,0.342,0.814,0.202 -Switzerland,2012,7.776,11.079,0.947,72.780,0.945,0.139,0.323,0.859,0.176 -Switzerland,2014,7.493,11.098,0.959,73.060,0.949,0.060,0.283,0.823,0.189 -Switzerland,2015,7.572,11.100,0.938,73.200,0.928,0.109,0.210,0.809,0.166 -Switzerland,2016,7.459,11.106,0.928,73.500,0.934,0.088,0.302,0.779,0.206 -Switzerland,2017,7.474,11.115,0.950,73.800,0.925,0.180,0.316,0.774,0.196 -Switzerland,2018,7.509,11.134,0.930,74.100,0.926,0.101,0.301,0.792,0.192 -Switzerland,2019,7.694,11.136,0.949,74.400,0.913,0.036,0.294,0.798,0.171 -Switzerland,2020,7.508,11.081,0.946,74.700,0.917,-0.064,0.280,0.769,0.193 -Syria,2008,5.323,8.652,0.712,63.900,0.661,0.122,0.680,0.609,0.338 -Syria,2009,4.979,8.654,0.842,64.000,0.748,0.082,0.688,0.574,0.292 -Syria,2010,4.465,8.729,0.934,64.100,0.647,0.008,0.743,0.558,0.225 -Syria,2011,4.038,8.727,0.576,62.320,0.530,0.131,0.741,0.599,0.496 -Syria,2012,3.164,8.563,0.588,60.540,0.467,0.316,0.673,0.464,0.705 -Syria,2013,2.688,8.396,0.585,58.760,0.455,0.225,0.663,0.387,0.622 -Syria,2015,3.462,8.442,0.464,55.200,0.448,0.045,0.685,0.369,0.643 -Taiwan Province of China,2006,6.189,10.613,0.882,68.680,0.630,-0.030,0.846,0.814,0.094 -Taiwan Province of China,2008,5.548,10.606,0.830,69.140,0.642,-0.017,0.785,0.794,0.169 -Taiwan Province of China,2010,6.229,10.691,0.831,69.600,0.677,0.005,0.821,0.845,0.136 -Taiwan Province of China,2011,6.309,10.705,0.863,,0.761,0.035,0.755,0.827,0.112 -Taiwan Province of China,2012,6.126,10.716,0.825,,0.698,0.022,0.803,0.821,0.140 -Taiwan Province of China,2013,6.340,10.750,0.817,,0.690,0.002,0.841,0.846,0.124 -Taiwan Province of China,2014,6.363,10.798,0.870,,0.693,0.092,0.866,0.849,0.108 -Taiwan Province of China,2015,6.450,10.842,0.885,,0.701,0.019,0.857,0.832,0.129 -Taiwan Province of China,2016,6.513,10.855,0.895,,0.719,-0.049,0.811,0.833,0.108 -Taiwan Province of China,2017,6.359,10.871,0.891,,0.760,-0.070,0.743,0.837,0.114 -Taiwan Province of China,2018,6.467,,0.896,,0.741,,0.736,0.848,0.093 -Taiwan Province of China,2019,6.537,,0.893,,0.814,,0.718,0.860,0.093 -Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.845,0.083 -Tajikistan,2006,4.613,7.554,0.724,60.640,0.702,-0.088,0.768,0.566,0.195 -Tajikistan,2007,4.432,7.609,0.727,61.080,0.818,0.000,0.659,0.694,0.133 -Tajikistan,2008,5.064,7.665,0.701,61.520,0.816,0.018,0.723,0.606,0.160 -Tajikistan,2009,4.575,7.682,0.676,61.960,0.744,0.001,0.792,0.605,0.203 -Tajikistan,2010,4.381,7.723,0.759,62.400,0.784,0.062,0.679,0.643,0.192 -Tajikistan,2011,4.263,7.772,0.751,62.560,0.776,-0.119,0.672,0.698,0.166 -Tajikistan,2012,4.497,7.821,0.729,62.720,0.749,-0.073,0.717,0.714,0.198 -Tajikistan,2013,4.967,7.870,0.701,62.880,0.693,0.063,0.764,0.677,0.170 -Tajikistan,2014,4.896,7.911,0.810,63.040,0.853,0.002,0.698,0.656,0.196 -Tajikistan,2015,5.124,7.945,0.844,63.200,0.847,0.022,0.742,0.689,0.196 -Tajikistan,2016,5.104,7.987,0.857,63.500,0.703,0.010,0.632,0.644,0.220 -Tajikistan,2017,5.829,8.036,0.663,63.800,0.832,0.124,0.718,0.603,0.278 -Tajikistan,2018,5.497,8.082,0.875,64.100,,-0.065,0.578,0.695,0.220 -Tajikistan,2019,5.464,8.126,0.880,64.400,,-0.045,0.490,0.729,0.178 -Tajikistan,2020,5.373,8.080,0.790,64.700,,-0.040,0.550,0.749,0.344 -Tanzania,2006,3.922,7.485,0.783,48.700,0.787,-0.027,0.649,0.748,0.209 -Tanzania,2007,4.318,7.522,0.708,49.600,0.716,-0.013,0.707,0.755,0.220 -Tanzania,2008,4.385,7.549,0.774,50.500,0.562,0.256,0.930,0.744,0.178 -Tanzania,2009,3.408,7.572,0.837,51.400,0.607,0.308,0.903,0.778,0.161 -Tanzania,2010,3.229,7.604,0.813,52.300,0.597,0.139,0.866,0.717,0.146 -Tanzania,2011,4.074,7.649,0.883,53.040,0.736,-0.046,0.816,0.765,0.145 -Tanzania,2012,4.007,7.663,0.832,53.780,0.577,0.213,0.887,0.679,0.195 -Tanzania,2013,3.852,7.699,0.803,54.520,0.654,0.054,0.859,0.738,0.191 -Tanzania,2014,3.483,7.734,0.789,55.260,0.654,0.110,0.878,0.731,0.241 -Tanzania,2015,3.661,7.764,0.790,56.000,0.759,0.149,0.906,0.619,0.192 -Tanzania,2016,2.903,7.800,0.638,56.500,0.775,0.179,0.739,0.694,0.246 -Tanzania,2017,3.347,7.836,0.705,57.000,0.800,0.116,0.654,0.715,0.255 -Tanzania,2018,3.445,7.859,0.675,57.500,0.807,0.153,0.612,0.762,0.221 -Tanzania,2019,3.640,7.886,0.687,58.000,0.850,0.100,0.589,0.726,0.243 -Tanzania,2020,3.786,7.881,0.740,58.500,0.830,0.295,0.521,0.686,0.271 -Thailand,2006,5.885,9.461,0.894,64.140,0.863,0.331,0.935,0.814,0.164 -Thailand,2007,5.784,9.508,0.889,64.480,0.870,0.391,0.898,0.832,0.180 -Thailand,2008,5.636,9.520,0.832,64.820,0.868,0.425,0.933,0.819,0.145 -Thailand,2009,5.476,9.508,0.893,65.160,0.868,0.525,0.904,0.898,0.166 -Thailand,2010,6.217,9.576,0.898,65.500,0.860,0.536,0.917,0.901,0.182 -Thailand,2011,6.664,9.579,0.884,65.720,0.927,0.400,0.923,0.934,0.117 -Thailand,2012,6.300,9.645,0.906,65.940,0.847,0.380,0.909,0.855,0.138 -Thailand,2013,6.231,9.667,0.926,66.160,0.781,0.456,0.925,0.846,0.141 -Thailand,2014,6.985,9.672,0.933,66.380,0.900,0.553,0.920,0.811,0.169 -Thailand,2015,6.202,9.699,0.866,66.600,0.885,0.316,0.914,0.910,0.174 -Thailand,2016,6.074,9.729,0.908,66.800,0.924,0.356,0.878,0.835,0.218 -Thailand,2017,5.939,9.765,0.877,67.000,0.923,0.212,0.884,0.816,0.232 -Thailand,2018,6.012,9.803,0.873,67.200,0.905,0.259,0.907,0.843,0.198 -Thailand,2019,6.022,9.824,0.903,67.400,0.898,0.309,0.877,0.843,0.208 -Thailand,2020,5.885,9.769,0.867,67.600,0.840,0.273,0.918,0.783,0.326 -Togo,2006,3.202,7.078,0.435,49.260,0.628,-0.007,0.850,0.615,0.348 -Togo,2008,2.808,7.052,0.291,50.180,0.287,-0.055,0.932,0.362,0.379 -Togo,2011,2.936,7.146,0.303,51.580,0.584,-0.070,0.832,0.480,0.395 -Togo,2014,2.839,7.247,0.444,53.020,0.663,-0.085,0.795,0.583,0.443 -Togo,2015,3.768,7.277,0.479,53.500,0.772,-0.069,0.733,0.599,0.416 -Togo,2016,3.879,7.306,0.509,53.900,0.730,-0.007,0.815,0.604,0.483 -Togo,2017,4.361,7.324,0.508,54.300,0.717,-0.042,0.726,0.614,0.426 -Togo,2018,4.023,7.348,0.596,54.700,0.612,-0.007,0.809,0.608,0.446 -Togo,2019,4.179,7.375,0.539,55.100,0.617,0.065,0.737,0.590,0.444 -Trinidad and Tobago,2006,5.832,10.224,0.887,61.760,0.840,0.141,0.917,0.798,0.229 -Trinidad and Tobago,2008,6.696,10.295,0.858,62.080,0.838,0.087,0.959,0.817,0.184 -Trinidad and Tobago,2011,6.519,10.263,0.863,62.540,0.775,0.078,0.900,0.906,0.134 -Trinidad and Tobago,2013,6.168,10.285,0.883,62.820,0.847,0.128,0.948,0.833,0.286 -Trinidad and Tobago,2017,6.192,10.183,0.916,63.500,0.859,0.015,0.911,0.846,0.248 -Tunisia,2009,5.025,9.197,,64.960,0.781,-0.119,0.722,, -Tunisia,2010,5.131,9.222,0.863,65.100,0.624,-0.135,0.732,0.725,0.249 -Tunisia,2011,4.876,9.192,0.715,65.280,0.603,-0.199,0.913,0.588,0.248 -Tunisia,2012,4.464,9.222,0.614,65.460,0.568,-0.176,0.899,0.521,0.327 -Tunisia,2013,5.246,9.240,0.648,65.640,0.536,-0.207,0.886,0.517,0.239 -Tunisia,2014,4.764,9.260,0.680,65.820,0.589,-0.232,0.783,0.503,0.321 -Tunisia,2015,5.132,9.261,0.609,66.000,0.711,-0.226,0.815,0.573,0.320 -Tunisia,2016,4.521,9.262,0.702,66.300,0.614,-0.165,0.811,0.612,0.378 -Tunisia,2017,4.124,9.269,0.717,66.600,0.478,-0.219,0.869,0.421,0.377 -Tunisia,2018,4.741,9.284,0.733,66.900,0.650,-0.191,0.840,0.592,0.365 -Tunisia,2019,4.315,9.283,0.610,67.200,0.659,-0.209,0.889,0.539,0.433 -Tunisia,2020,4.731,9.231,0.719,67.500,0.668,-0.202,0.877,0.585,0.439 -Turkey,2005,4.719,9.809,0.820,62.600,0.623,,0.877,0.557, -Turkey,2007,5.623,9.903,0.792,63.320,0.459,-0.178,0.800,0.651,0.395 -Turkey,2008,5.118,9.899,0.645,63.680,0.415,-0.189,0.785,0.614,0.345 -Turkey,2009,5.213,9.838,0.755,64.040,0.456,-0.227,0.853,0.598,0.316 -Turkey,2010,5.490,9.906,0.795,64.400,0.515,-0.187,0.811,0.652,0.327 -Turkey,2011,5.272,9.996,0.692,64.640,0.446,-0.242,0.649,0.621,0.380 -Turkey,2012,5.309,10.026,0.739,64.880,0.471,-0.216,0.702,0.645,0.335 -Turkey,2013,4.888,10.091,0.795,65.120,0.541,-0.229,0.698,0.635,0.392 -Turkey,2014,5.580,10.124,0.863,65.360,0.649,-0.024,0.764,0.483,0.377 -Turkey,2015,5.514,10.166,0.851,65.600,0.653,-0.016,0.806,0.460,0.382 -Turkey,2016,5.326,10.181,0.880,66.000,0.644,-0.065,0.764,0.465,0.390 -Turkey,2017,5.607,10.238,0.876,66.400,0.644,-0.237,0.671,0.450,0.313 -Turkey,2018,5.186,10.251,0.847,66.800,0.529,-0.176,0.805,0.435,0.351 -Turkey,2019,4.872,10.246,0.792,67.200,0.631,-0.136,0.760,0.422,0.368 -Turkey,2020,4.862,10.219,0.857,67.600,0.510,-0.111,0.774,0.384,0.440 -Turkmenistan,2009,6.568,8.989,0.924,59.440,,-0.102,,0.781,0.152 -Turkmenistan,2011,5.792,9.182,0.964,60.040,,0.018,,0.639,0.122 -Turkmenistan,2012,5.464,9.269,0.946,60.280,0.786,-0.123,,0.584,0.117 -Turkmenistan,2013,5.392,9.348,0.846,60.520,0.705,-0.071,,0.599,0.160 -Turkmenistan,2014,5.787,9.427,0.909,60.760,0.805,0.032,,0.695,0.154 -Turkmenistan,2015,5.791,9.472,0.960,61.000,0.701,0.093,,0.705,0.301 -Turkmenistan,2016,5.887,9.515,0.929,61.400,0.749,0.005,,0.636,0.255 -Turkmenistan,2017,5.229,9.561,0.908,61.800,0.720,0.066,,0.521,0.350 -Turkmenistan,2018,4.621,9.605,0.984,62.200,0.858,0.260,,0.612,0.189 -Turkmenistan,2019,5.474,9.651,0.982,62.600,0.892,0.285,,0.510,0.183 -Uganda,2006,3.734,7.370,0.760,46.480,0.747,-0.041,0.807,0.590,0.254 -Uganda,2007,4.456,7.419,0.845,47.460,0.708,-0.001,0.881,0.708,0.228 -Uganda,2008,4.569,7.471,0.813,48.440,0.578,-0.055,0.848,0.641,0.240 -Uganda,2009,4.612,7.505,0.852,49.420,0.760,-0.037,0.840,0.640,0.296 -Uganda,2010,4.193,7.528,0.830,50.400,0.801,-0.015,0.855,0.648,0.251 -Uganda,2011,4.826,7.586,0.882,51.220,0.733,0.032,0.830,0.678,0.254 -Uganda,2012,4.309,7.592,0.885,52.040,0.649,0.081,0.838,0.754,0.265 -Uganda,2013,3.710,7.595,0.878,52.860,0.763,0.053,0.820,0.676,0.346 -Uganda,2014,3.770,7.611,0.821,53.680,0.834,0.009,0.898,0.681,0.397 -Uganda,2015,4.238,7.627,0.747,54.500,0.758,0.135,0.873,0.703,0.353 -Uganda,2016,4.233,7.637,0.754,54.900,0.739,0.132,0.811,0.668,0.410 -Uganda,2017,4.001,7.638,0.740,55.300,0.772,0.060,0.816,0.703,0.400 -Uganda,2018,4.322,7.660,0.740,55.700,0.729,0.079,0.856,0.685,0.390 -Uganda,2019,4.948,7.688,0.805,56.100,0.704,0.139,0.826,0.693,0.385 -Uganda,2020,4.641,7.684,0.800,56.500,0.687,0.147,0.878,0.699,0.425 -Ukraine,2006,4.804,9.380,0.852,60.120,0.624,-0.257,0.929,0.622,0.249 -Ukraine,2007,5.252,9.459,0.820,60.640,0.494,-0.241,0.968,0.636,0.208 -Ukraine,2008,5.172,9.488,0.860,61.160,0.487,-0.265,0.929,0.573,0.186 -Ukraine,2009,5.166,9.332,0.845,61.680,0.460,-0.241,0.962,0.583,0.189 -Ukraine,2010,5.058,9.374,0.884,62.200,0.484,-0.189,0.954,0.513,0.227 -Ukraine,2011,5.083,9.431,0.859,62.500,0.579,-0.228,0.933,0.590,0.220 -Ukraine,2012,5.030,9.436,0.898,62.800,0.564,-0.223,0.896,0.570,0.193 -Ukraine,2013,4.711,9.438,0.897,63.100,0.569,-0.216,0.937,0.643,0.225 -Ukraine,2014,4.297,9.426,0.877,63.400,0.533,0.084,0.927,0.594,0.249 -Ukraine,2015,3.965,9.327,0.909,63.700,0.431,-0.033,0.952,0.574,0.241 -Ukraine,2016,4.029,9.353,0.885,64.000,0.503,0.011,0.891,0.589,0.220 -Ukraine,2017,4.311,9.382,0.858,64.300,0.599,-0.002,0.937,0.597,0.235 -Ukraine,2018,4.662,9.420,0.901,64.600,0.663,-0.074,0.943,0.609,0.222 -Ukraine,2019,4.702,9.458,0.883,64.900,0.715,-0.081,0.885,0.634,0.201 -Ukraine,2020,5.270,9.428,0.885,65.200,0.784,0.126,0.946,0.688,0.285 -United Arab Emirates,2006,6.734,11.367,0.903,65.920,0.898,-0.033,0.203,0.746,0.275 -United Arab Emirates,2009,6.866,10.975,0.885,66.280,0.849,0.019,0.339,0.770,0.287 -United Arab Emirates,2010,7.097,10.914,0.912,66.400,0.878,0.057,0.355,0.763,0.233 -United Arab Emirates,2011,7.119,10.935,0.881,66.420,0.889,0.071,,0.763,0.216 -United Arab Emirates,2012,7.218,10.958,0.856,66.440,0.920,,,0.768,0.224 -United Arab Emirates,2013,6.621,11.001,0.864,66.460,0.936,,,,0.291 -United Arab Emirates,2014,6.540,11.041,,66.480,,,,, -United Arab Emirates,2015,6.568,11.086,0.824,66.500,0.915,0.201,,0.761,0.296 -United Arab Emirates,2016,6.831,11.105,0.849,66.700,0.949,0.131,,0.775,0.245 -United Arab Emirates,2017,7.039,11.115,0.836,66.900,0.962,0.216,,0.795,0.208 -United Arab Emirates,2018,6.604,11.112,0.851,67.100,0.944,0.054,,0.787,0.302 -United Arab Emirates,2019,6.711,11.114,0.862,67.300,0.911,0.129,,0.793,0.284 -United Arab Emirates,2020,6.458,11.053,0.827,67.500,0.942,0.060,,0.752,0.298 -United Kingdom,2005,6.984,10.663,0.979,69.900,0.922,,0.398,0.864,0.262 -United Kingdom,2007,6.802,10.699,0.970,70.460,0.838,0.336,0.498,0.782,0.241 -United Kingdom,2008,6.986,10.689,0.954,70.740,0.759,0.331,0.548,0.819,0.218 -United Kingdom,2009,6.907,10.638,0.964,71.020,0.816,0.341,0.559,0.846,0.231 -United Kingdom,2010,7.029,10.649,0.955,71.300,0.841,0.403,0.587,0.863,0.176 -United Kingdom,2011,6.869,10.657,0.949,71.380,0.900,0.336,0.438,0.844,0.174 -United Kingdom,2012,6.881,10.664,0.935,71.460,0.889,0.371,0.425,0.844,0.184 -United Kingdom,2013,6.918,10.679,0.937,71.540,0.905,0.346,0.568,0.776,0.252 -United Kingdom,2014,6.758,10.697,0.910,71.620,0.857,0.355,0.484,0.794,0.251 -United Kingdom,2015,6.515,10.712,0.936,71.700,0.833,0.300,0.456,0.798,0.219 -United Kingdom,2016,6.824,10.724,0.954,71.900,0.821,0.250,0.458,0.776,0.230 -United Kingdom,2017,7.103,10.736,0.937,72.100,0.813,0.291,0.419,0.759,0.210 -United Kingdom,2018,7.233,10.743,0.928,72.300,0.838,0.226,0.404,0.783,0.228 -United Kingdom,2019,7.157,10.751,0.943,72.500,0.854,0.271,0.485,0.775,0.251 -United Kingdom,2020,6.798,10.626,0.929,72.700,0.885,0.203,0.490,0.758,0.225 -United States,2006,7.182,10.924,0.965,68.060,0.911,,0.600,0.827,0.261 -United States,2007,7.513,10.933,,68.220,0.872,0.197,0.633,0.829,0.232 -United States,2008,7.280,10.922,0.953,68.380,0.878,0.255,0.668,0.872,0.227 -United States,2009,7.158,10.888,0.912,68.540,0.831,0.201,0.665,0.843,0.262 -United States,2010,7.164,10.905,0.926,68.700,0.828,0.244,0.690,0.861,0.231 -United States,2011,7.115,10.913,0.922,68.680,0.863,0.161,0.697,0.836,0.273 -United States,2012,7.026,10.928,0.903,68.660,0.823,0.215,0.710,0.834,0.260 -United States,2013,7.249,10.939,0.925,68.640,0.792,0.274,0.747,0.814,0.260 -United States,2014,7.151,10.956,0.902,68.620,0.866,0.221,0.702,0.834,0.281 -United States,2015,6.864,10.977,0.904,68.600,0.849,0.219,0.698,0.814,0.275 -United States,2016,6.804,10.986,0.897,68.500,0.758,0.144,0.739,0.806,0.264 -United States,2017,6.992,11.001,0.921,68.400,0.868,0.197,0.681,0.827,0.268 -United States,2018,6.883,11.025,0.904,68.300,0.825,0.116,0.710,0.815,0.292 -United States,2019,6.944,11.043,0.917,68.200,0.836,0.144,0.707,0.815,0.244 -United States,2020,7.028,11.001,0.937,68.100,0.850,0.034,0.678,0.787,0.295 -Uruguay,2006,5.786,9.543,0.912,67.440,0.807,-0.113,0.477,0.784,0.306 -Uruguay,2007,5.694,9.604,0.875,67.580,0.786,-0.165,0.614,0.777,0.274 -Uruguay,2008,5.664,9.671,0.879,67.720,0.808,-0.143,0.597,0.751,0.264 -Uruguay,2009,6.296,9.710,0.924,67.860,0.825,-0.118,0.544,0.793,0.255 -Uruguay,2010,6.062,9.782,0.893,68.000,0.832,-0.158,0.471,0.807,0.231 -Uruguay,2011,6.554,9.830,0.891,68.140,0.851,-0.080,0.556,0.805,0.252 -Uruguay,2012,6.450,9.861,0.865,68.280,0.871,0.067,0.615,0.788,0.214 -Uruguay,2013,6.444,9.904,0.917,68.420,0.888,-0.043,0.586,0.826,0.253 -Uruguay,2014,6.561,9.932,0.902,68.560,0.904,-0.073,0.533,0.869,0.251 -Uruguay,2015,6.628,9.932,0.891,68.700,0.917,-0.032,0.673,0.893,0.300 -Uruguay,2016,6.171,9.946,0.900,68.800,0.886,-0.072,0.676,0.842,0.283 -Uruguay,2017,6.336,9.968,0.914,68.900,0.898,-0.091,0.627,0.836,0.280 -Uruguay,2018,6.372,9.980,0.917,69.000,0.876,-0.097,0.683,0.877,0.275 -Uruguay,2019,6.600,9.979,0.933,69.100,0.903,-0.095,0.599,0.889,0.222 -Uruguay,2020,6.310,9.937,0.921,69.200,0.908,-0.084,0.491,0.807,0.265 -Uzbekistan,2006,5.232,8.193,0.903,61.440,0.784,-0.115,0.609,0.728,0.195 -Uzbekistan,2008,5.311,8.339,0.894,62.320,0.831,-0.023,,0.714,0.187 -Uzbekistan,2009,5.261,8.400,0.905,62.760,,0.013,0.610,0.736,0.159 -Uzbekistan,2010,5.095,8.445,0.903,63.200,,-0.030,0.519,0.776,0.152 -Uzbekistan,2011,5.739,8.493,0.924,63.400,0.934,0.042,0.522,0.787,0.123 -Uzbekistan,2012,6.019,8.550,0.933,63.600,0.914,-0.037,0.463,0.786,0.118 -Uzbekistan,2013,5.940,8.607,0.963,63.800,0.950,-0.034,0.434,0.749,0.130 -Uzbekistan,2014,6.049,8.659,0.952,64.000,0.954,0.061,0.536,0.805,0.106 -Uzbekistan,2015,5.972,8.714,0.968,64.200,0.980,0.375,0.471,0.840,0.103 -Uzbekistan,2016,5.893,8.756,0.945,64.500,0.984,0.208,,0.842,0.147 -Uzbekistan,2017,6.421,8.782,0.942,64.800,0.985,0.123,0.465,0.839,0.203 -Uzbekistan,2018,6.205,8.818,0.921,65.100,0.970,0.318,0.520,0.825,0.209 -Uzbekistan,2019,6.154,8.853,0.915,65.400,0.970,0.304,0.511,0.845,0.220 -Venezuela,2005,7.170,9.313,0.955,65.400,0.838,,0.720,0.819,0.233 -Venezuela,2006,6.525,9.460,0.946,65.460,0.798,-0.031,0.646,0.859,0.178 -Venezuela,2008,6.258,9.701,0.922,65.580,0.678,-0.225,0.776,0.802,0.224 -Venezuela,2009,7.189,9.542,0.945,65.640,0.677,-0.116,0.828,0.825,0.180 -Venezuela,2010,7.478,9.717,0.932,65.700,0.768,-0.155,0.754,0.862,0.130 -Venezuela,2011,6.580,9.822,0.931,65.740,0.766,-0.226,0.772,0.828,0.199 -Venezuela,2012,7.067,9.826,0.932,65.780,0.804,-0.193,0.743,0.858,0.176 -Venezuela,2013,6.553,9.739,0.896,65.820,0.642,-0.220,0.837,0.840,0.238 -Venezuela,2014,6.136,9.557,0.904,65.860,0.570,-0.199,0.827,0.811,0.244 -Venezuela,2015,5.569,9.001,0.911,65.900,0.512,-0.117,0.813,0.867,0.223 -Venezuela,2016,4.041,9.010,0.902,66.100,0.458,-0.155,0.890,0.688,0.392 -Venezuela,2017,5.071,9.073,0.896,66.300,0.636,-0.169,0.844,0.726,0.363 -Venezuela,2018,5.006,,0.887,66.500,0.611,,0.828,0.759,0.374 -Venezuela,2019,5.081,,0.888,66.700,0.626,,0.839,0.761,0.351 -Venezuela,2020,4.574,,0.805,66.900,0.612,,0.811,0.722,0.396 -Vietnam,2006,5.294,8.335,0.888,65.860,0.886,0.015,,0.682,0.204 -Vietnam,2007,5.422,8.394,0.856,66.020,0.918,0.089,0.754,0.588,0.206 -Vietnam,2008,5.480,8.440,0.805,66.180,0.889,0.201,0.789,0.665,0.218 -Vietnam,2009,5.304,8.483,0.815,66.340,0.834,-0.062,0.838,0.583,0.190 -Vietnam,2010,5.296,8.535,0.787,66.500,0.831,-0.006,0.743,0.685,0.216 -Vietnam,2011,5.767,8.585,0.898,66.660,0.818,0.105,0.742,0.532,0.193 -Vietnam,2012,5.535,8.626,0.775,66.820,0.856,-0.110,0.815,0.615,0.221 -Vietnam,2013,5.023,8.668,0.759,66.980,0.920,-0.027,0.771,0.718,0.165 -Vietnam,2014,5.085,8.716,0.792,67.140,,0.000,,0.701,0.241 -Vietnam,2015,5.076,8.770,0.849,67.300,,0.086,,0.642,0.232 -Vietnam,2016,5.062,8.820,0.876,67.500,0.894,-0.090,0.799,0.536,0.223 -Vietnam,2017,5.175,8.876,,67.700,,,,, -Vietnam,2018,5.296,8.934,0.832,67.900,0.909,-0.041,0.808,0.692,0.191 -Vietnam,2019,5.467,8.992,0.848,68.100,0.952,-0.126,0.788,0.751,0.186 -Yemen,2007,4.477,8.214,0.825,53.400,0.673,0.011,,0.592,0.379 -Yemen,2009,4.809,8.278,0.756,54.000,0.644,-0.052,0.832,0.583,0.374 -Yemen,2010,4.350,8.453,0.727,54.300,0.659,-0.104,0.853,0.582,0.308 -Yemen,2011,3.746,8.336,0.663,54.300,0.638,-0.173,0.754,0.503,0.285 -Yemen,2012,4.061,8.236,0.682,54.300,0.706,-0.171,0.793,0.502,0.263 -Yemen,2013,4.218,8.242,0.694,54.300,0.543,-0.179,0.885,0.558,0.266 -Yemen,2014,3.968,8.117,0.638,54.300,0.664,-0.157,0.885,0.611,0.276 -Yemen,2015,2.983,7.858,0.669,54.300,0.610,-0.139,0.829,0.507,0.321 -Yemen,2016,3.826,7.715,0.775,55.100,0.533,-0.151,,0.469,0.228 -Yemen,2017,3.254,7.578,0.790,55.900,0.595,-0.147,,0.455,0.295 -Yemen,2018,3.058,,0.789,56.700,0.553,,0.793,0.461,0.315 -Yemen,2019,4.197,,0.870,57.500,0.651,,0.798,0.543,0.213 -Zambia,2006,4.824,7.817,0.798,44.260,0.721,-0.006,0.785,0.701,0.226 -Zambia,2007,3.998,7.871,0.688,45.720,0.682,-0.067,0.948,0.687,0.246 -Zambia,2008,4.730,7.918,0.624,47.180,0.717,0.056,0.890,0.744,0.206 -Zambia,2009,5.260,7.978,0.782,48.640,0.696,-0.096,0.917,0.728,0.123 -Zambia,2011,4.999,8.071,0.864,50.840,0.663,0.003,0.882,0.833,0.204 -Zambia,2012,5.013,8.114,0.780,51.580,0.788,0.008,0.806,0.726,0.250 -Zambia,2013,5.244,8.131,0.761,52.320,0.770,-0.104,0.732,0.735,0.308 -Zambia,2014,4.346,8.146,0.706,53.060,0.812,-0.011,0.809,0.692,0.327 -Zambia,2015,4.843,8.144,0.691,53.800,0.759,-0.039,0.871,0.690,0.382 -Zambia,2016,4.348,8.151,0.767,54.300,0.812,0.122,0.771,0.731,0.372 -Zambia,2017,3.933,8.156,0.744,54.800,0.823,0.140,0.740,0.685,0.387 -Zambia,2018,4.041,8.167,0.718,55.300,0.791,0.048,0.811,0.703,0.351 -Zambia,2019,3.307,8.155,0.638,55.800,0.811,0.077,0.832,0.743,0.394 -Zambia,2020,4.838,8.117,0.767,56.300,0.750,0.056,0.810,0.691,0.345 -Zimbabwe,2006,3.826,7.711,0.822,41.580,0.431,-0.076,0.905,0.715,0.297 -Zimbabwe,2007,3.280,7.666,0.828,42.860,0.456,-0.082,0.946,0.661,0.265 -Zimbabwe,2008,3.174,7.461,0.843,44.140,0.344,-0.090,0.964,0.631,0.250 -Zimbabwe,2009,4.056,7.563,0.806,45.420,0.411,-0.078,0.931,0.736,0.218 -Zimbabwe,2010,4.682,7.729,0.857,46.700,0.665,-0.093,0.828,0.748,0.122 -Zimbabwe,2011,4.846,7.846,0.865,48.120,0.633,-0.088,0.830,0.781,0.211 -Zimbabwe,2012,4.955,7.983,0.896,49.540,0.470,-0.103,0.859,0.669,0.177 -Zimbabwe,2013,4.690,7.985,0.799,50.960,0.576,-0.104,0.831,0.712,0.182 -Zimbabwe,2014,4.184,7.991,0.766,52.380,0.642,-0.074,0.820,0.725,0.239 -Zimbabwe,2015,3.703,7.992,0.736,53.800,0.667,-0.123,0.810,0.715,0.179 -Zimbabwe,2016,3.735,7.984,0.768,54.400,0.733,-0.095,0.724,0.738,0.209 -Zimbabwe,2017,3.638,8.016,0.754,55.000,0.753,-0.098,0.751,0.806,0.224 -Zimbabwe,2018,3.616,8.049,0.775,55.600,0.763,-0.068,0.844,0.710,0.212 -Zimbabwe,2019,2.694,7.950,0.759,56.200,0.632,-0.064,0.831,0.716,0.235 -Zimbabwe,2020,3.160,7.829,0.717,56.800,0.643,-0.009,0.789,0.703,0.346 +Country name,year,Life Ladder,Log GDP per capita,Social support,Healthy life expectancy at birth,Freedom to make life choices,Generosity,Perceptions of corruption,Positive affect,Negative affect +Afghanistan,2008,3.724,7.370,0.451,50.800,0.718,0.168,0.882,0.518,0.258 +Afghanistan,2009,4.402,7.540,0.552,51.200,0.679,0.190,0.850,0.584,0.237 +Afghanistan,2010,4.758,7.647,0.539,51.600,0.600,0.121,0.707,0.618,0.275 +Afghanistan,2011,3.832,7.620,0.521,51.920,0.496,0.162,0.731,0.611,0.267 +Afghanistan,2012,3.783,7.705,0.521,52.240,0.531,0.236,0.776,0.710,0.268 +Afghanistan,2013,3.572,7.725,0.484,52.560,0.578,0.061,0.823,0.621,0.273 +Afghanistan,2014,3.131,7.718,0.526,52.880,0.509,0.104,0.871,0.532,0.375 +Afghanistan,2015,3.983,7.702,0.529,53.200,0.389,0.080,0.881,0.554,0.339 +Afghanistan,2016,4.220,7.697,0.559,53.000,0.523,0.042,0.793,0.565,0.348 +Afghanistan,2017,2.662,7.697,0.491,52.800,0.427,-0.121,0.954,0.496,0.371 +Afghanistan,2018,2.694,7.692,0.508,52.600,0.374,-0.094,0.928,0.424,0.405 +Afghanistan,2019,2.375,7.697,0.420,52.400,0.394,-0.108,0.924,0.351,0.502 +Albania,2007,4.634,9.142,0.821,65.800,0.529,-0.009,0.875,0.553,0.246 +Albania,2009,5.485,9.262,0.833,66.200,0.525,-0.158,0.864,0.640,0.279 +Albania,2010,5.269,9.303,0.733,66.400,0.569,-0.172,0.726,0.648,0.300 +Albania,2011,5.867,9.331,0.759,66.680,0.487,-0.205,0.877,0.628,0.257 +Albania,2012,5.510,9.347,0.785,66.960,0.602,-0.169,0.848,0.607,0.271 +Albania,2013,4.551,9.359,0.759,67.240,0.632,-0.127,0.863,0.634,0.338 +Albania,2014,4.814,9.378,0.626,67.520,0.735,-0.025,0.883,0.685,0.335 +Albania,2015,4.607,9.403,0.639,67.800,0.704,-0.081,0.885,0.688,0.350 +Albania,2016,4.511,9.437,0.638,68.100,0.730,-0.017,0.901,0.675,0.322 +Albania,2017,4.640,9.476,0.638,68.400,0.750,-0.029,0.876,0.669,0.334 +Albania,2018,5.004,9.518,0.684,68.700,0.824,0.009,0.899,0.713,0.319 +Albania,2019,4.995,9.544,0.686,69.000,0.777,-0.099,0.914,0.681,0.274 +Albania,2020,5.365,9.497,0.710,69.300,0.754,0.007,0.891,0.679,0.265 +Algeria,2010,5.464,9.287,,64.500,0.593,-0.205,0.618,, +Algeria,2011,5.317,9.297,0.810,64.660,0.530,-0.181,0.638,0.550,0.255 +Algeria,2012,5.605,9.311,0.839,64.820,0.587,-0.172,0.690,0.604,0.230 +Algeria,2014,6.355,9.335,0.818,65.140,,,,0.626,0.177 +Algeria,2016,5.341,9.362,0.749,65.500,,,,0.661,0.377 +Algeria,2017,5.249,9.354,0.807,65.700,0.437,-0.167,0.700,0.642,0.289 +Algeria,2018,5.043,9.348,0.799,65.900,0.583,-0.146,0.759,0.591,0.293 +Algeria,2019,4.745,9.337,0.803,66.100,0.385,0.005,0.741,0.585,0.215 +Angola,2011,5.589,8.946,0.723,52.500,0.584,0.055,0.911,0.659,0.361 +Angola,2012,4.360,8.992,0.753,53.200,0.456,-0.136,0.906,0.558,0.305 +Angola,2013,3.937,9.005,0.722,53.900,0.410,-0.104,0.816,0.658,0.371 +Angola,2014,3.795,9.017,0.755,54.600,0.375,-0.168,0.834,0.579,0.368 +Argentina,2006,6.313,9.942,0.938,66.820,0.733,-0.157,0.852,0.825,0.328 +Argentina,2007,6.073,10.018,0.862,66.940,0.653,-0.141,0.881,0.828,0.279 +Argentina,2008,5.961,10.048,0.892,67.060,0.678,-0.132,0.865,0.823,0.318 +Argentina,2009,6.424,9.977,0.919,67.180,0.637,-0.130,0.885,0.864,0.237 +Argentina,2010,6.441,10.066,0.927,67.300,0.730,-0.126,0.855,0.846,0.211 +Argentina,2011,6.776,10.112,0.889,67.480,0.816,-0.174,0.755,0.840,0.232 +Argentina,2012,6.468,10.091,0.902,67.660,0.747,-0.148,0.817,0.857,0.272 +Argentina,2013,6.582,10.103,0.910,67.840,0.737,-0.130,0.823,0.842,0.254 +Argentina,2014,6.671,10.067,0.918,68.020,0.745,-0.164,0.854,0.857,0.238 +Argentina,2015,6.697,10.083,0.926,68.200,0.881,-0.174,0.851,0.859,0.305 +Argentina,2016,6.427,10.051,0.883,68.400,0.848,-0.192,0.851,0.842,0.312 +Argentina,2017,6.039,10.067,0.907,68.600,0.832,-0.186,0.841,0.809,0.292 +Argentina,2018,5.793,10.032,0.900,68.800,0.846,-0.211,0.855,0.820,0.321 +Argentina,2019,6.086,10.000,0.896,69.000,0.817,-0.211,0.830,0.826,0.319 +Argentina,2020,5.901,9.850,0.897,69.200,0.823,-0.122,0.816,0.764,0.342 +Armenia,2006,4.289,9.044,0.682,64.800,0.520,-0.231,0.850,0.494,0.469 +Armenia,2007,4.882,9.181,0.760,64.900,0.605,-0.251,0.817,0.507,0.412 +Armenia,2008,4.652,9.256,0.709,65.000,0.462,-0.215,0.876,0.521,0.385 +Armenia,2009,4.178,9.111,0.680,65.100,0.441,-0.214,0.882,0.543,0.411 +Armenia,2010,4.368,9.136,0.660,65.200,0.459,-0.176,0.891,0.510,0.426 +Armenia,2011,4.260,9.182,0.705,65.360,0.465,-0.225,0.875,0.475,0.459 +Armenia,2012,4.320,9.249,0.676,65.520,0.502,-0.215,0.893,0.518,0.464 +Armenia,2013,4.277,9.277,0.723,65.680,0.504,-0.195,0.900,0.562,0.450 +Armenia,2014,4.453,9.307,0.739,65.840,0.506,-0.218,0.920,0.581,0.404 +Armenia,2015,4.348,9.334,0.723,66.000,0.551,-0.203,0.901,0.594,0.438 +Armenia,2016,4.325,9.333,0.709,66.300,0.611,-0.170,0.921,0.594,0.437 +Armenia,2017,4.288,9.402,0.698,66.600,0.614,-0.147,0.865,0.625,0.437 +Armenia,2018,5.062,9.451,0.814,66.900,0.808,-0.163,0.677,0.581,0.455 +Armenia,2019,5.488,9.522,0.782,67.200,0.844,-0.172,0.583,0.598,0.430 +Australia,2005,7.341,10.659,0.968,71.400,0.935,,0.390,0.843,0.238 +Australia,2007,7.285,10.703,0.965,71.720,0.891,0.347,0.513,0.826,0.215 +Australia,2008,7.254,10.719,0.947,71.880,0.916,0.305,0.431,0.826,0.218 +Australia,2010,7.450,10.722,0.955,72.200,0.932,0.317,0.366,0.834,0.220 +Australia,2011,7.406,10.733,0.967,72.300,0.945,0.369,0.382,0.816,0.195 +Australia,2012,7.196,10.754,0.945,72.400,0.935,0.274,0.368,0.811,0.214 +Australia,2013,7.364,10.762,0.928,72.500,0.933,0.269,0.432,0.819,0.177 +Australia,2014,7.289,10.772,0.924,72.600,0.923,0.319,0.442,0.775,0.245 +Australia,2015,7.309,10.779,0.952,72.700,0.922,0.332,0.357,0.790,0.210 +Australia,2016,7.250,10.791,0.942,73.000,0.922,0.239,0.399,0.791,0.236 +Australia,2017,7.257,10.798,0.950,73.300,0.911,0.317,0.411,0.780,0.225 +Australia,2018,7.177,10.811,0.940,73.600,0.916,0.146,0.405,0.759,0.187 +Australia,2019,7.234,10.815,0.943,73.900,0.918,0.121,0.430,0.770,0.202 +Australia,2020,7.137,10.760,0.937,74.200,0.905,0.210,0.491,0.769,0.205 +Austria,2006,7.122,10.842,0.936,70.760,0.941,0.302,0.490,0.823,0.174 +Austria,2008,7.181,10.887,0.935,71.080,0.879,0.291,0.614,0.832,0.173 +Austria,2010,7.303,10.861,0.914,71.400,0.896,0.131,0.546,0.815,0.156 +Austria,2011,7.471,10.887,0.944,71.540,0.939,0.132,0.703,0.789,0.145 +Austria,2012,7.401,10.889,0.945,71.680,0.920,0.118,0.771,0.822,0.157 +Austria,2013,7.499,10.883,0.950,71.820,0.922,0.168,0.679,0.787,0.163 +Austria,2014,6.950,10.882,0.899,71.960,0.885,0.118,0.567,0.780,0.170 +Austria,2015,7.076,10.881,0.928,72.100,0.900,0.099,0.557,0.798,0.164 +Austria,2016,7.048,10.891,0.926,72.400,0.889,0.080,0.524,0.756,0.197 +Austria,2017,7.294,10.908,0.906,72.700,0.890,0.133,0.518,0.748,0.180 +Austria,2018,7.396,10.928,0.912,73.000,0.904,0.053,0.523,0.752,0.226 +Austria,2019,7.195,10.939,0.964,73.300,0.903,0.060,0.457,0.774,0.205 +Austria,2020,7.213,10.851,0.925,73.600,0.912,0.011,0.464,0.769,0.206 +Azerbaijan,2006,4.728,9.170,0.854,61.880,0.772,-0.235,0.774,0.512,0.276 +Azerbaijan,2007,4.568,9.386,0.753,62.260,0.522,-0.207,0.871,0.521,0.284 +Azerbaijan,2008,4.817,9.465,0.684,62.640,0.601,-0.029,0.715,0.578,0.227 +Azerbaijan,2009,4.574,9.534,0.736,63.020,0.498,-0.087,0.754,0.544,0.234 +Azerbaijan,2010,4.219,9.569,0.687,63.400,0.501,-0.123,0.858,0.527,0.272 +Azerbaijan,2011,4.680,9.540,0.725,63.640,0.537,-0.105,0.795,0.536,0.258 +Azerbaijan,2012,4.911,9.549,0.762,63.880,0.599,-0.140,0.763,0.554,0.266 +Azerbaijan,2013,5.481,9.592,0.770,64.120,0.672,-0.168,0.699,0.619,0.242 +Azerbaijan,2014,5.252,9.607,0.799,64.360,0.733,-0.208,0.654,0.598,0.220 +Azerbaijan,2015,5.147,9.606,0.786,64.600,0.764,-0.198,0.616,0.607,0.206 +Azerbaijan,2016,5.304,9.564,0.777,64.900,0.713,-0.204,0.607,0.598,0.191 +Azerbaijan,2017,5.152,9.555,0.787,65.200,0.731,-0.225,0.653,0.592,0.198 +Azerbaijan,2018,5.168,9.562,0.781,65.500,0.772,-0.232,0.561,0.593,0.191 +Azerbaijan,2019,5.173,9.575,0.887,65.800,0.854,-0.214,0.457,0.643,0.164 +Bahrain,2009,5.701,10.709,0.904,65.940,0.896,0.037,0.506,0.764,0.422 +Bahrain,2010,5.937,10.706,0.877,66.300,0.862,-0.001,0.715,0.685,0.423 +Bahrain,2011,4.824,10.696,0.908,66.580,0.870,-0.051,0.583,0.544,0.514 +Bahrain,2012,5.027,10.716,0.911,66.860,0.682,,0.438,0.589,0.381 +Bahrain,2013,6.690,10.757,0.884,67.140,0.809,,0.525,0.768,0.306 +Bahrain,2014,6.165,10.783,,67.420,,,,, +Bahrain,2015,6.007,10.785,0.853,67.700,0.850,0.112,,0.716,0.303 +Bahrain,2016,6.170,10.781,0.863,68.100,0.889,0.088,,0.787,0.283 +Bahrain,2017,6.227,10.771,0.876,68.500,0.906,0.136,,0.814,0.290 +Bahrain,2019,7.098,10.715,0.878,69.300,0.907,0.048,,0.762,0.317 +Bahrain,2020,6.173,10.620,0.848,69.700,0.945,0.132,,0.790,0.297 +Bangladesh,2006,4.319,7.783,0.672,59.020,0.612,0.068,0.786,0.600,0.321 +Bangladesh,2007,4.607,7.839,0.514,59.440,0.605,0.040,0.806,0.635,0.313 +Bangladesh,2008,5.052,7.886,0.467,59.860,0.606,-0.044,0.802,0.725,0.232 +Bangladesh,2009,5.083,7.924,0.528,60.280,0.631,-0.075,0.776,0.670,0.223 +Bangladesh,2010,4.858,7.967,0.549,60.700,0.659,-0.016,0.774,0.629,0.292 +Bangladesh,2011,4.986,8.018,0.606,61.120,0.838,-0.069,0.757,0.685,0.235 +Bangladesh,2012,4.724,8.070,0.582,61.540,0.668,-0.034,0.765,0.714,0.183 +Bangladesh,2013,4.660,8.116,0.530,61.960,0.742,-0.016,0.743,0.619,0.246 +Bangladesh,2014,4.636,8.164,0.577,62.380,0.736,-0.098,0.789,,0.231 +Bangladesh,2015,4.633,8.216,0.601,62.800,0.815,-0.068,0.721,0.635,0.226 +Bangladesh,2016,4.556,8.274,0.649,63.300,0.875,-0.089,0.688,0.560,0.235 +Bangladesh,2017,4.310,8.334,0.713,63.800,0.896,0.012,0.635,0.569,0.214 +Bangladesh,2018,4.499,8.399,0.706,64.300,0.901,-0.043,0.701,0.541,0.361 +Bangladesh,2019,5.114,8.467,0.673,64.800,0.902,-0.051,0.656,0.537,0.369 +Bangladesh,2020,5.280,8.472,0.739,65.300,0.777,-0.009,0.742,0.582,0.332 +Belarus,2006,5.658,9.489,0.918,61.100,0.707,-0.246,0.708,0.605,0.269 +Belarus,2007,5.617,9.576,0.858,61.400,0.667,-0.225,0.695,0.596,0.235 +Belarus,2008,5.463,9.677,0.904,61.700,0.640,-0.220,0.696,,0.246 +Belarus,2009,5.564,9.681,0.908,62.000,0.679,-0.203,0.676,0.566,0.223 +Belarus,2010,5.526,9.758,0.918,62.300,0.700,-0.163,0.706,0.567,0.208 +Belarus,2011,5.225,9.812,0.910,62.880,0.656,-0.168,0.672,0.521,0.249 +Belarus,2012,5.749,9.830,0.902,63.460,0.645,-0.217,0.657,0.523,0.181 +Belarus,2013,5.876,9.839,0.923,64.040,0.723,-0.177,0.653,0.609,0.206 +Belarus,2014,5.812,9.856,0.880,64.620,0.647,-0.048,0.682,0.619,0.209 +Belarus,2015,5.719,9.815,0.924,65.200,0.623,-0.091,0.669,0.584,0.184 +Belarus,2016,5.178,9.788,0.927,65.500,0.658,-0.125,0.664,0.554,0.182 +Belarus,2017,5.553,9.814,0.900,65.800,0.621,-0.122,0.654,0.541,0.233 +Belarus,2018,5.234,9.846,0.905,66.100,0.644,-0.174,0.718,0.450,0.236 +Belarus,2019,5.821,9.860,0.917,66.400,0.657,-0.186,0.546,0.591,0.190 +Belgium,2005,7.262,10.745,0.935,69.900,0.924,,0.598,0.796,0.260 +Belgium,2007,7.219,10.792,0.922,70.260,0.901,0.069,0.721,0.813,0.218 +Belgium,2008,7.117,10.789,0.923,70.440,0.887,0.007,0.652,0.813,0.242 +Belgium,2010,6.854,10.779,0.931,70.800,0.807,0.022,0.697,0.828,0.240 +Belgium,2011,7.111,10.783,0.937,70.920,0.880,-0.014,0.711,0.835,0.225 +Belgium,2012,6.935,10.784,0.927,71.040,0.855,-0.050,0.758,0.820,0.238 +Belgium,2013,7.104,10.784,0.909,71.160,0.891,0.017,0.574,0.797,0.217 +Belgium,2014,6.855,10.795,0.944,71.280,0.861,0.001,0.512,0.798,0.252 +Belgium,2015,6.904,10.810,0.885,71.400,0.869,0.062,0.469,0.805,0.240 +Belgium,2016,6.949,10.819,0.929,71.600,0.866,-0.056,0.497,0.765,0.260 +Belgium,2017,6.928,10.834,0.922,71.800,0.857,0.054,0.543,0.786,0.234 +Belgium,2018,6.892,10.844,0.930,72.000,0.808,-0.125,0.630,0.750,0.250 +Belgium,2019,6.772,10.853,0.884,72.200,0.776,-0.172,0.672,0.733,0.244 +Belgium,2020,6.839,10.771,0.904,72.400,0.767,-0.164,0.634,0.647,0.260 +Belize,2007,6.451,8.892,0.872,61.600,0.705,0.033,0.769,0.759,0.251 +Belize,2014,5.956,8.883,0.757,62.220,0.874,0.022,0.782,0.755,0.282 +Benin,2006,3.330,7.866,0.445,50.100,0.580,-0.011,0.790,0.587,0.309 +Benin,2008,3.667,7.915,0.382,50.900,0.709,-0.004,0.825,0.584,0.303 +Benin,2011,3.870,7.904,0.477,51.980,0.773,-0.142,0.849,0.626,0.219 +Benin,2012,3.193,7.923,0.523,52.260,0.769,-0.111,0.806,0.583,0.231 +Benin,2013,3.479,7.964,0.577,52.540,0.783,-0.085,0.856,0.702,0.216 +Benin,2014,3.347,7.998,0.506,52.820,0.776,-0.096,0.855,0.590,0.273 +Benin,2015,3.625,7.988,0.434,53.100,0.733,-0.027,0.850,0.592,0.373 +Benin,2016,4.007,7.993,0.493,53.500,0.780,-0.065,0.838,0.608,0.456 +Benin,2017,4.853,8.021,0.436,53.900,0.727,-0.065,0.767,0.615,0.458 +Benin,2018,5.820,8.059,0.504,54.300,0.713,0.002,0.747,0.647,0.468 +Benin,2019,4.976,8.098,0.442,54.700,0.770,-0.016,0.698,0.659,0.441 +Benin,2020,4.408,8.102,0.507,55.100,0.783,-0.083,0.532,0.609,0.305 +Bhutan,2013,5.569,9.123,0.819,59.600,0.810,0.353,0.802,0.779,0.217 +Bhutan,2014,4.939,9.167,0.880,59.900,0.834,0.268,0.650,0.859,0.324 +Bhutan,2015,5.082,9.219,0.848,60.200,0.830,0.277,0.634,0.810,0.312 +Bolivia,2006,5.374,8.686,0.834,59.000,0.770,-0.044,0.794,0.739,0.432 +Bolivia,2007,5.628,8.714,0.796,59.500,0.780,0.001,0.817,0.771,0.388 +Bolivia,2008,5.298,8.756,0.785,60.000,0.726,-0.092,0.801,0.781,0.392 +Bolivia,2009,6.086,8.773,0.831,60.500,0.779,-0.036,0.763,0.797,0.372 +Bolivia,2010,5.781,8.797,0.807,61.000,0.703,-0.068,0.781,0.766,0.350 +Bolivia,2011,5.779,8.831,0.817,61.340,0.782,-0.039,0.825,0.761,0.361 +Bolivia,2012,6.019,8.865,0.781,61.680,0.862,-0.015,0.840,0.782,0.409 +Bolivia,2013,5.767,8.915,0.803,62.020,0.846,-0.067,0.812,0.759,0.410 +Bolivia,2014,5.865,8.953,0.821,62.360,0.881,0.018,0.832,0.809,0.398 +Bolivia,2015,5.834,8.985,0.829,62.700,0.884,-0.030,0.862,0.786,0.393 +Bolivia,2016,5.770,9.012,0.796,63.000,0.882,-0.047,0.853,0.783,0.376 +Bolivia,2017,5.651,9.039,0.779,63.300,0.884,-0.120,0.819,0.698,0.434 +Bolivia,2018,5.916,9.066,0.827,63.600,0.863,-0.093,0.786,0.742,0.387 +Bolivia,2019,5.674,9.074,0.784,63.900,0.881,-0.086,0.857,0.751,0.419 +Bolivia,2020,5.559,8.998,0.805,64.200,0.877,-0.054,0.868,0.790,0.382 +Bosnia and Herzegovina,2007,4.900,9.267,0.766,66.040,0.342,0.006,0.926,0.613,0.296 +Bosnia and Herzegovina,2009,4.963,9.296,0.735,66.480,0.258,-0.026,0.959,0.572,0.390 +Bosnia and Herzegovina,2010,4.669,9.312,0.773,66.700,0.365,-0.128,0.933,0.517,0.409 +Bosnia and Herzegovina,2011,4.995,9.333,0.725,66.740,0.333,-0.035,0.925,0.596,0.326 +Bosnia and Herzegovina,2012,4.773,9.342,0.779,66.780,0.420,-0.013,0.953,0.548,0.338 +Bosnia and Herzegovina,2013,5.124,9.382,0.767,66.820,0.390,0.042,0.970,0.544,0.315 +Bosnia and Herzegovina,2014,5.249,9.411,0.788,66.860,0.412,0.232,0.976,0.531,0.262 +Bosnia and Herzegovina,2015,5.117,9.457,0.656,66.900,0.631,-0.055,0.960,0.534,0.286 +Bosnia and Herzegovina,2016,5.181,9.500,0.808,67.200,0.633,0.134,0.957,0.641,0.304 +Bosnia and Herzegovina,2017,5.090,9.532,0.775,67.500,0.564,0.092,0.923,0.597,0.271 +Bosnia and Herzegovina,2018,5.887,9.576,0.836,67.800,0.659,0.123,0.913,0.643,0.277 +Bosnia and Herzegovina,2019,6.016,9.609,0.873,68.100,0.722,0.079,0.963,0.633,0.238 +Bosnia and Herzegovina,2020,5.516,9.583,0.899,68.400,0.740,0.138,0.916,0.644,0.325 +Botswana,2006,4.739,9.492,0.883,46.820,0.824,-0.195,0.723,0.688,0.226 +Botswana,2008,5.451,9.590,0.832,49.860,0.858,-0.164,0.806,0.731,0.218 +Botswana,2010,3.553,9.556,0.866,52.900,0.826,-0.143,0.814,0.690,0.172 +Botswana,2011,3.520,9.600,0.860,53.680,0.813,-0.250,0.816,0.739,0.160 +Botswana,2012,4.836,9.632,0.837,54.460,0.799,-0.203,0.814,0.773,0.171 +Botswana,2013,4.128,9.728,0.856,55.240,0.767,-0.154,0.749,0.698,0.244 +Botswana,2014,4.031,9.756,0.859,56.020,0.791,-0.105,0.743,0.674,0.245 +Botswana,2015,3.762,9.724,0.816,56.800,0.857,-0.116,0.860,0.746,0.261 +Botswana,2016,3.499,9.748,0.768,57.500,0.852,-0.253,0.729,0.686,0.252 +Botswana,2017,3.505,9.756,0.768,58.200,0.817,-0.248,0.731,0.656,0.276 +Botswana,2018,3.461,9.778,0.795,58.900,0.818,-0.254,0.807,0.730,0.267 +Botswana,2019,3.471,9.785,0.774,59.600,0.833,-0.239,0.792,0.712,0.273 +Brazil,2005,6.637,9.438,0.883,63.300,0.882,,0.745,0.818,0.302 +Brazil,2007,6.321,9.515,0.886,63.780,0.777,-0.016,0.728,0.859,0.299 +Brazil,2008,6.691,9.555,0.878,64.020,0.782,-0.078,0.688,0.820,0.265 +Brazil,2009,7.001,9.544,0.913,64.260,0.767,-0.055,0.723,0.833,0.274 +Brazil,2010,6.837,9.607,0.906,64.500,0.806,-0.054,0.656,0.817,0.250 +Brazil,2011,7.038,9.637,0.916,64.760,0.834,-0.072,0.662,0.807,0.268 +Brazil,2012,6.660,9.647,0.890,65.020,0.849,,0.623,0.755,0.350 +Brazil,2013,7.140,9.668,0.910,65.280,0.785,-0.095,0.707,0.818,0.276 +Brazil,2014,6.981,9.664,0.898,65.540,0.714,-0.115,0.710,0.788,0.274 +Brazil,2015,6.547,9.620,0.907,65.800,0.799,-0.016,0.771,0.755,0.325 +Brazil,2016,6.375,9.578,0.912,66.000,0.807,-0.100,0.781,0.763,0.302 +Brazil,2017,6.333,9.583,0.905,66.200,0.765,-0.175,0.794,0.716,0.308 +Brazil,2018,6.191,9.589,0.882,66.400,0.751,-0.117,0.763,0.750,0.350 +Brazil,2019,6.451,9.592,0.899,66.600,0.830,-0.062,0.762,0.761,0.337 +Brazil,2020,6.110,9.522,0.831,66.800,0.786,-0.053,0.729,0.692,0.389 +Bulgaria,2007,3.844,9.715,0.832,65.100,0.566,-0.138,0.976,0.594,0.226 +Bulgaria,2010,3.912,9.765,0.843,65.700,0.545,-0.144,0.941,0.546,0.238 +Bulgaria,2011,3.875,9.795,0.860,65.800,0.664,-0.228,0.948,0.534,0.271 +Bulgaria,2012,4.222,9.804,0.838,65.900,0.641,-0.172,0.938,0.573,0.237 +Bulgaria,2013,3.993,9.813,0.829,66.000,0.603,-0.191,0.962,0.623,0.278 +Bulgaria,2014,4.438,9.838,0.886,66.100,0.576,-0.055,0.955,0.628,0.236 +Bulgaria,2015,4.865,9.883,0.908,66.200,0.637,-0.200,0.941,0.643,0.214 +Bulgaria,2016,4.838,9.928,0.926,66.400,0.700,-0.170,0.936,0.622,0.172 +Bulgaria,2017,5.097,9.969,0.942,66.600,0.689,-0.154,0.911,0.614,0.189 +Bulgaria,2018,5.099,10.007,0.924,66.800,0.724,-0.176,0.952,0.639,0.189 +Bulgaria,2019,5.108,10.047,0.948,67.000,0.822,-0.109,0.943,0.663,0.200 +Bulgaria,2020,5.598,9.991,0.916,67.200,0.818,-0.004,0.901,0.706,0.221 +Burkina Faso,2006,3.801,7.367,0.796,46.660,0.588,0.028,0.798,0.716,0.266 +Burkina Faso,2007,4.017,7.377,0.771,47.420,0.582,-0.060,0.833,0.651,0.281 +Burkina Faso,2008,3.846,7.403,0.727,48.180,0.612,-0.101,0.887,0.523,0.304 +Burkina Faso,2010,4.036,7.453,0.773,49.700,0.587,-0.036,0.767,0.590,0.217 +Burkina Faso,2011,4.785,7.487,0.710,50.240,0.725,-0.105,0.707,0.579,0.205 +Burkina Faso,2012,3.955,7.520,0.744,50.780,0.622,-0.070,0.726,0.545,0.300 +Burkina Faso,2013,3.326,7.546,0.745,51.320,0.741,-0.016,0.765,0.630,0.287 +Burkina Faso,2014,3.481,7.559,0.742,51.860,0.710,-0.004,0.801,0.614,0.256 +Burkina Faso,2015,4.419,7.568,0.705,52.400,0.659,0.004,0.693,0.579,0.359 +Burkina Faso,2016,4.206,7.596,0.764,52.900,0.645,-0.001,0.721,0.616,0.337 +Burkina Faso,2017,4.647,7.627,0.785,53.400,0.614,-0.063,0.727,0.585,0.354 +Burkina Faso,2018,4.927,7.665,0.665,53.900,0.721,-0.013,0.757,0.711,0.343 +Burkina Faso,2019,4.741,7.691,0.683,54.400,0.678,-0.004,0.729,0.691,0.365 +Burundi,2008,3.563,6.719,0.291,49.020,0.260,-0.019,0.860,0.440,0.253 +Burundi,2009,3.792,6.723,0.326,49.660,0.427,-0.019,0.718,0.641,0.164 +Burundi,2011,3.706,6.748,0.422,50.680,0.490,-0.062,0.677,0.689,0.190 +Burundi,2014,2.905,6.787,0.565,51.820,0.431,-0.059,0.808,0.656,0.251 +Burundi,2018,3.775,6.635,0.485,53.400,0.646,-0.024,0.599,0.666,0.363 +Cambodia,2006,3.569,7.746,0.793,55.300,,0.255,0.829,0.719,0.341 +Cambodia,2007,4.156,7.829,0.675,56.100,0.819,0.116,0.879,,0.320 +Cambodia,2008,4.462,7.879,0.619,56.900,0.914,0.045,0.888,0.739,0.335 +Cambodia,2009,4.111,7.865,0.818,57.700,0.937,0.152,0.965,0.796,0.188 +Cambodia,2010,4.141,7.907,0.697,58.500,0.940,0.350,0.896,0.774,0.422 +Cambodia,2011,4.161,7.960,0.716,58.880,0.927,0.418,0.775,0.799,0.308 +Cambodia,2012,3.899,8.014,0.606,59.260,0.956,0.247,0.890,0.820,0.352 +Cambodia,2013,3.674,8.068,0.651,59.640,0.941,0.164,0.812,0.792,0.440 +Cambodia,2014,3.883,8.121,0.693,60.020,0.938,0.239,0.843,0.783,0.482 +Cambodia,2015,4.162,8.173,0.729,60.400,0.956,0.210,0.825,0.813,0.399 +Cambodia,2016,4.461,8.225,0.746,60.800,0.958,0.076,0.840,0.839,0.398 +Cambodia,2017,4.586,8.276,0.765,61.200,0.964,0.088,0.821,0.799,0.408 +Cambodia,2018,5.122,8.333,0.795,61.600,0.958,0.036,,0.845,0.414 +Cambodia,2019,4.998,8.387,0.759,62.000,0.957,0.013,0.828,0.844,0.390 +Cambodia,2020,4.377,8.362,0.724,62.400,0.963,0.052,0.863,0.878,0.390 +Cameroon,2006,3.851,8.007,0.690,45.980,0.653,-0.009,0.907,0.606,0.271 +Cameroon,2007,4.350,8.028,0.717,46.560,0.644,-0.031,0.910,0.635,0.249 +Cameroon,2008,4.292,8.034,0.697,47.140,0.580,-0.069,0.945,0.600,0.312 +Cameroon,2009,4.741,8.029,0.729,47.720,0.698,-0.017,0.925,0.593,0.250 +Cameroon,2010,4.554,8.035,0.759,48.300,0.792,0.002,0.875,0.606,0.274 +Cameroon,2011,4.434,8.048,0.738,48.700,0.817,-0.029,0.870,0.598,0.272 +Cameroon,2012,4.245,8.065,0.743,49.100,0.766,-0.032,0.898,0.618,0.284 +Cameroon,2013,4.271,8.090,0.760,49.500,0.794,-0.030,0.867,0.681,0.268 +Cameroon,2014,4.240,8.120,0.778,49.900,0.795,-0.071,0.856,0.623,0.216 +Cameroon,2015,5.038,8.149,0.646,50.300,0.791,0.049,0.868,0.651,0.346 +Cameroon,2016,4.816,8.167,0.659,51.100,0.713,-0.003,0.879,0.662,0.367 +Cameroon,2017,5.074,8.176,0.695,51.900,0.767,-0.028,0.844,0.632,0.377 +Cameroon,2018,5.251,8.190,0.677,52.700,0.816,0.036,0.884,0.642,0.356 +Cameroon,2019,4.937,8.203,0.711,53.500,0.712,-0.008,0.817,0.629,0.326 +Cameroon,2020,5.241,8.175,0.720,54.300,0.675,0.049,0.837,0.630,0.386 +Canada,2005,7.418,10.652,0.962,71.300,0.957,0.256,0.503,0.839,0.233 +Canada,2007,7.482,10.739,,71.660,0.930,0.249,0.406,0.872,0.257 +Canada,2008,7.486,10.738,0.939,71.840,0.926,0.262,0.370,0.890,0.202 +Canada,2009,7.488,10.697,0.943,72.020,0.915,0.246,0.413,0.867,0.248 +Canada,2010,7.650,10.717,0.954,72.200,0.934,0.230,0.413,0.879,0.233 +Canada,2011,7.426,10.738,0.922,72.360,0.951,0.253,0.433,0.881,0.248 +Canada,2012,7.415,10.744,0.948,72.520,0.918,0.290,0.466,0.857,0.229 +Canada,2013,7.594,10.757,0.936,72.680,0.916,0.316,0.406,0.851,0.263 +Canada,2014,7.304,10.775,0.918,72.840,0.939,0.270,0.442,0.833,0.259 +Canada,2015,7.413,10.774,0.939,73.000,0.931,0.253,0.427,0.845,0.286 +Canada,2016,7.245,10.773,0.924,73.200,0.912,0.211,0.385,0.825,0.237 +Canada,2017,7.415,10.792,0.934,73.400,0.945,0.163,0.362,0.863,0.218 +Canada,2018,7.175,10.798,0.923,73.600,0.946,0.106,0.372,0.824,0.259 +Canada,2019,7.109,10.800,0.925,73.800,0.912,0.112,0.436,0.822,0.285 +Canada,2020,7.025,10.730,0.931,74.000,0.887,0.050,0.434,0.796,0.307 +Central African Republic,2007,4.160,6.987,0.532,40.900,0.663,0.081,0.782,0.568,0.330 +Central African Republic,2010,3.568,7.091,0.483,42.700,0.690,-0.036,0.845,0.523,0.257 +Central African Republic,2011,3.678,7.125,0.387,43.080,0.780,-0.016,0.834,0.524,0.277 +Central African Republic,2016,2.693,6.785,0.290,44.900,0.624,0.033,0.859,0.579,0.494 +Central African Republic,2017,3.476,6.817,0.320,45.200,0.645,0.073,0.890,0.614,0.599 +Chad,2006,3.435,7.360,0.724,43.180,0.306,0.028,0.961,0.580,0.263 +Chad,2007,4.141,7.359,0.479,43.660,0.295,-0.011,0.874,0.614,0.245 +Chad,2008,4.632,7.356,0.571,44.140,0.527,0.063,0.944,0.569,0.225 +Chad,2009,3.639,7.364,0.646,44.620,0.401,0.021,0.931,0.557,0.221 +Chad,2010,3.743,7.457,0.734,45.100,0.505,0.025,0.858,0.545,0.287 +Chad,2011,4.393,7.425,0.819,45.420,0.540,0.031,0.876,0.591,0.289 +Chad,2012,4.033,7.476,0.673,45.740,0.563,-0.034,0.884,0.527,0.316 +Chad,2013,3.508,7.498,0.714,46.060,0.488,-0.045,0.882,0.462,0.314 +Chad,2014,3.460,7.532,0.733,46.380,0.567,-0.070,0.881,0.536,0.329 +Chad,2015,4.323,7.527,0.751,46.700,0.474,-0.029,0.889,0.607,0.358 +Chad,2016,4.029,7.431,0.616,47.200,0.525,0.052,0.820,0.582,0.468 +Chad,2017,4.559,7.370,0.661,47.700,0.615,0.008,0.792,0.628,0.538 +Chad,2018,4.486,7.363,0.577,48.200,0.650,0.024,0.763,0.553,0.544 +Chad,2019,4.251,7.365,0.640,48.700,0.537,0.055,0.832,0.587,0.460 +Chile,2006,6.063,9.850,0.836,68.660,0.744,0.168,0.634,0.804,0.348 +Chile,2007,5.698,9.887,0.815,68.720,0.662,0.244,0.723,0.767,0.342 +Chile,2008,5.789,9.911,0.804,68.780,0.640,0.084,0.741,0.757,0.330 +Chile,2009,6.494,9.885,0.832,68.840,0.747,0.149,0.734,0.808,0.300 +Chile,2010,6.636,9.931,0.857,68.900,0.786,0.108,0.702,0.809,0.300 +Chile,2011,6.526,9.980,0.819,69.040,0.701,0.112,0.753,0.804,0.317 +Chile,2012,6.599,10.023,0.855,69.180,0.734,0.195,0.782,0.815,0.288 +Chile,2013,6.740,10.053,0.862,69.320,0.737,0.085,0.741,0.855,0.285 +Chile,2014,6.844,10.059,0.862,69.460,0.733,0.217,0.758,0.870,0.276 +Chile,2015,6.533,10.070,0.827,69.600,0.769,0.041,0.812,0.803,0.333 +Chile,2016,6.579,10.074,0.841,69.700,0.652,0.102,0.858,0.869,0.283 +Chile,2017,6.320,10.072,0.880,69.800,0.790,-0.020,0.836,0.838,0.291 +Chile,2018,6.436,10.097,0.890,69.900,0.789,-0.060,0.816,0.833,0.276 +Chile,2019,5.942,10.095,0.869,70.000,0.659,-0.103,0.860,0.809,0.337 +Chile,2020,6.151,10.020,0.888,70.100,0.781,0.033,0.812,0.815,0.336 +China,2006,4.560,8.696,0.747,66.880,,,,0.809,0.170 +China,2007,4.863,8.824,0.811,67.060,,-0.176,,0.817,0.159 +China,2008,4.846,8.911,0.748,67.240,0.853,-0.092,,0.817,0.147 +China,2009,4.454,8.996,0.798,67.420,0.771,-0.160,,0.786,0.162 +China,2010,4.653,9.092,0.768,67.600,0.805,-0.133,,0.765,0.158 +China,2011,5.037,9.179,0.787,67.760,0.824,-0.186,,0.820,0.134 +China,2012,5.095,9.249,0.788,67.920,0.808,-0.185,,0.821,0.159 +China,2013,5.241,9.319,0.778,68.080,0.805,-0.158,,0.836,0.142 +China,2014,5.196,9.386,0.820,68.240,,-0.217,,0.854,0.112 +China,2015,5.304,9.449,0.794,68.400,,-0.244,,0.809,0.171 +China,2016,5.325,9.510,0.742,68.700,,-0.228,,0.826,0.146 +China,2017,5.099,9.571,0.772,69.000,0.878,-0.175,,0.821,0.214 +China,2018,5.131,9.632,0.788,69.300,0.895,-0.159,,0.856,0.190 +China,2019,5.144,9.688,0.822,69.600,0.927,-0.173,,0.891,0.147 +China,2020,5.771,9.702,0.808,69.900,0.891,-0.103,,0.789,0.245 +Colombia,2006,6.025,9.277,0.910,65.220,0.805,-0.015,0.808,0.800,0.326 +Colombia,2007,6.138,9.330,0.894,65.340,0.786,-0.040,0.860,0.808,0.287 +Colombia,2008,6.168,9.351,0.880,65.460,0.795,-0.042,0.763,0.803,0.307 +Colombia,2009,6.272,9.351,0.886,65.580,0.757,-0.055,0.837,0.843,0.273 +Colombia,2010,6.408,9.384,0.893,65.700,0.816,-0.050,0.815,0.831,0.265 +Colombia,2011,6.464,9.442,0.904,65.920,0.811,-0.073,0.847,0.832,0.286 +Colombia,2012,6.375,9.471,0.914,66.140,0.828,-0.009,0.868,0.846,0.294 +Colombia,2013,6.607,9.512,0.901,66.360,0.841,-0.071,0.898,0.851,0.278 +Colombia,2014,6.449,9.546,0.907,66.580,0.801,-0.090,0.887,0.847,0.278 +Colombia,2015,6.388,9.564,0.890,66.800,0.791,-0.100,0.843,0.839,0.292 +Colombia,2016,6.234,9.571,0.882,67.100,0.835,-0.100,0.898,0.794,0.294 +Colombia,2017,6.157,9.569,0.909,67.400,0.838,-0.157,0.875,0.837,0.299 +Colombia,2018,5.984,9.579,0.871,67.700,0.851,-0.148,0.855,0.825,0.301 +Colombia,2019,6.350,9.598,0.873,68.000,0.822,-0.172,0.854,0.822,0.322 +Colombia,2020,5.709,9.495,0.797,68.300,0.840,-0.085,0.808,0.795,0.340 +Comoros,2009,3.476,7.952,0.629,54.360,0.508,-0.074,0.838,0.672,0.167 +Comoros,2010,3.812,7.965,0.721,54.700,0.529,0.005,0.741,0.728,0.178 +Comoros,2011,3.838,7.981,0.722,55.020,0.500,-0.075,0.732,0.667,0.173 +Comoros,2012,3.956,7.988,0.719,55.340,0.534,-0.121,0.651,0.612,0.212 +Comoros,2018,3.973,8.028,0.621,57.200,0.560,0.086,0.794,0.748,0.337 +Comoros,2019,4.609,8.033,0.632,57.500,0.538,0.077,0.762,0.736,0.336 +Congo (Brazzaville),2008,3.820,8.082,0.555,52.200,0.526,-0.098,,0.573,0.298 +Congo (Brazzaville),2011,4.510,8.180,0.637,54.580,0.745,-0.109,0.833,0.621,0.288 +Congo (Brazzaville),2012,3.919,8.192,0.622,54.960,0.773,-0.112,0.800,0.564,0.323 +Congo (Brazzaville),2013,3.955,8.201,0.680,55.340,0.726,-0.078,0.752,0.610,0.291 +Congo (Brazzaville),2014,4.056,8.242,0.686,55.720,0.662,-0.110,0.808,0.595,0.400 +Congo (Brazzaville),2015,4.691,8.243,0.642,56.100,0.850,-0.104,0.841,0.606,0.261 +Congo (Brazzaville),2016,4.119,8.190,0.615,56.700,0.786,-0.072,0.790,0.610,0.304 +Congo (Brazzaville),2017,4.884,8.146,0.655,57.300,0.778,-0.131,0.763,0.599,0.382 +Congo (Brazzaville),2018,5.490,8.136,0.621,57.900,0.699,-0.092,0.738,0.588,0.448 +Congo (Brazzaville),2019,5.213,8.101,0.625,58.500,0.686,-0.046,0.741,0.645,0.405 +Congo (Kinshasa),2009,3.984,6.728,0.733,49.340,0.556,-0.022,0.824,0.491,0.283 +Congo (Kinshasa),2011,4.517,6.797,0.744,50.340,0.631,-0.025,0.856,0.617,0.208 +Congo (Kinshasa),2012,4.639,6.832,0.770,50.780,0.557,-0.035,0.807,0.634,0.230 +Congo (Kinshasa),2013,4.497,6.880,0.830,51.220,0.480,0.012,0.913,0.589,0.187 +Congo (Kinshasa),2014,4.414,6.937,0.822,51.660,0.556,0.009,0.814,0.559,0.305 +Congo (Kinshasa),2015,3.903,6.971,0.767,52.100,0.574,-0.048,0.866,0.589,0.301 +Congo (Kinshasa),2016,4.522,6.962,0.864,52.500,0.637,-0.024,0.875,0.646,0.222 +Congo (Kinshasa),2017,4.311,6.966,0.670,52.900,0.704,0.068,0.809,0.551,0.404 +Costa Rica,2006,7.082,9.565,0.937,69.940,0.882,0.060,0.798,0.868,0.236 +Costa Rica,2007,7.432,9.630,0.918,69.880,0.923,0.098,0.820,0.875,0.240 +Costa Rica,2008,6.851,9.662,0.916,69.820,0.912,0.096,0.816,0.844,0.233 +Costa Rica,2009,7.615,9.639,0.900,69.760,0.886,0.065,0.787,0.876,0.217 +Costa Rica,2010,7.271,9.675,0.915,69.700,0.881,0.047,0.763,0.886,0.221 +Costa Rica,2011,7.229,9.705,0.892,69.900,0.926,-0.033,0.837,0.876,0.269 +Costa Rica,2012,7.272,9.740,0.902,70.100,0.929,0.046,0.794,0.897,0.263 +Costa Rica,2013,7.158,9.751,0.902,70.300,0.898,0.018,0.813,0.850,0.278 +Costa Rica,2014,7.247,9.775,0.914,70.500,0.927,0.010,0.788,0.837,0.290 +Costa Rica,2015,6.854,9.799,0.878,70.700,0.907,-0.059,0.761,0.850,0.286 +Costa Rica,2016,7.136,9.830,0.901,70.900,0.873,-0.032,0.781,0.874,0.281 +Costa Rica,2017,7.225,9.858,0.922,71.100,0.936,-0.076,0.742,0.874,0.275 +Costa Rica,2018,7.141,9.874,0.876,71.300,0.942,-0.107,0.781,0.870,0.326 +Costa Rica,2019,6.998,9.885,0.906,71.500,0.927,-0.146,0.836,0.848,0.303 +Croatia,2007,5.821,10.162,0.910,67.120,0.662,-0.092,0.934,0.586,0.337 +Croatia,2009,5.433,10.104,0.861,67.640,0.549,-0.271,0.958,0.637,0.272 +Croatia,2010,5.596,10.091,0.796,67.900,0.564,-0.237,0.973,0.607,0.259 +Croatia,2011,5.385,10.091,0.790,68.000,0.517,-0.198,0.977,0.598,0.273 +Croatia,2012,6.028,10.072,0.776,68.100,0.542,-0.242,0.924,0.622,0.271 +Croatia,2013,5.885,10.069,0.751,68.200,0.627,-0.204,0.936,0.590,0.285 +Croatia,2014,5.381,10.072,0.646,68.300,0.519,0.132,0.918,0.596,0.286 +Croatia,2015,5.205,10.104,0.768,68.400,0.694,-0.096,0.849,0.609,0.294 +Croatia,2016,5.417,10.146,0.798,69.000,0.672,-0.065,0.884,0.614,0.337 +Croatia,2017,5.343,10.189,0.770,69.600,0.716,-0.104,0.892,0.655,0.316 +Croatia,2018,5.536,10.224,0.910,70.200,0.691,-0.151,0.925,0.582,0.290 +Croatia,2019,5.626,10.258,0.936,70.800,0.739,-0.137,0.932,0.551,0.269 +Croatia,2020,6.508,10.166,0.923,71.400,0.837,-0.063,0.961,0.743,0.286 +Cuba,2006,5.418,,0.970,68.440,0.281,,,0.647,0.277 +Cyprus,2006,6.238,10.566,0.878,71.440,0.836,0.018,0.712,0.829,0.253 +Cyprus,2009,6.833,10.558,0.812,72.160,0.775,0.054,0.801,0.746,0.329 +Cyprus,2010,6.387,10.551,0.822,72.400,0.755,0.073,0.833,0.786,0.296 +Cyprus,2011,6.690,10.530,0.844,72.540,0.745,0.180,0.841,0.763,0.272 +Cyprus,2012,6.181,10.479,0.767,72.680,0.725,0.098,0.871,0.755,0.369 +Cyprus,2013,5.439,10.414,0.744,72.820,0.656,0.102,0.867,0.748,0.420 +Cyprus,2014,5.627,10.406,0.770,72.960,0.715,0.060,0.868,0.737,0.397 +Cyprus,2015,5.439,10.445,0.770,73.100,0.628,0.114,0.893,0.747,0.383 +Cyprus,2016,5.795,10.506,0.786,73.300,0.756,-0.030,0.898,0.742,0.336 +Cyprus,2017,6.062,10.539,0.819,73.500,0.812,0.043,0.851,0.784,0.301 +Cyprus,2018,6.276,10.567,0.826,73.700,0.794,-0.022,0.848,0.750,0.298 +Cyprus,2019,6.137,10.585,0.776,73.900,0.740,-0.008,0.865,0.763,0.290 +Cyprus,2020,6.260,,0.806,74.100,0.763,,0.816,0.759,0.284 +Czech Republic,2005,6.439,10.324,0.919,67.000,0.865,,0.901,0.723,0.258 +Czech Republic,2007,6.500,10.437,0.900,67.440,0.799,-0.063,0.928,0.736,0.277 +Czech Republic,2010,6.250,10.419,0.934,68.100,0.779,-0.042,0.926,0.641,0.244 +Czech Republic,2011,6.331,10.435,0.914,68.240,0.787,-0.106,0.950,0.601,0.253 +Czech Republic,2012,6.334,10.426,0.912,68.380,0.740,-0.154,0.957,0.609,0.257 +Czech Republic,2013,6.698,10.420,0.888,68.520,0.726,-0.156,0.916,0.720,0.253 +Czech Republic,2014,6.484,10.446,0.878,68.660,0.800,-0.168,0.897,0.678,0.235 +Czech Republic,2015,6.608,10.496,0.911,68.800,0.808,-0.146,0.886,0.751,0.206 +Czech Republic,2016,6.736,10.518,0.931,69.300,0.850,-0.197,0.900,0.756,0.201 +Czech Republic,2017,6.790,10.558,0.901,69.800,0.832,-0.177,0.867,0.739,0.227 +Czech Republic,2018,7.034,10.583,0.929,70.300,0.790,-0.292,0.851,0.714,0.178 +Czech Republic,2020,6.897,10.530,0.964,71.300,0.906,-0.127,0.884,0.832,0.290 +Denmark,2005,8.019,10.851,0.972,69.600,0.971,,0.237,0.860,0.154 +Denmark,2007,7.834,10.891,0.954,69.920,0.932,0.240,0.206,0.828,0.194 +Denmark,2008,7.971,10.880,0.954,70.080,0.970,0.272,0.248,0.757,0.163 +Denmark,2009,7.683,10.824,0.939,70.240,0.949,0.264,0.206,0.749,0.234 +Denmark,2010,7.771,10.839,0.975,70.400,0.944,0.242,0.175,0.785,0.155 +Denmark,2011,7.788,10.848,0.962,70.620,0.935,0.298,0.220,0.769,0.175 +Denmark,2012,7.520,10.846,0.951,70.840,0.933,0.139,0.187,0.774,0.209 +Denmark,2013,7.589,10.851,0.965,71.060,0.920,0.215,0.170,0.862,0.195 +Denmark,2014,7.508,10.862,0.956,71.280,0.942,0.118,0.237,0.832,0.233 +Denmark,2015,7.514,10.878,0.960,71.500,0.941,0.222,0.191,0.829,0.218 +Denmark,2016,7.558,10.903,0.954,71.800,0.948,0.138,0.210,0.836,0.208 +Denmark,2017,7.594,10.916,0.952,72.100,0.955,0.155,0.181,0.824,0.206 +Denmark,2018,7.649,10.935,0.958,72.400,0.935,0.018,0.151,0.821,0.206 +Denmark,2019,7.693,10.954,0.958,72.700,0.963,0.020,0.174,0.862,0.181 +Denmark,2020,7.515,10.910,0.947,73.000,0.938,0.052,0.214,0.818,0.227 +Djibouti,2008,5.009,8.111,0.690,53.260,0.773,0.129,0.576,0.755,0.120 +Djibouti,2009,4.906,7.927,0.901,53.780,0.649,0.005,0.634,0.662,0.232 +Djibouti,2010,5.006,7.812,,54.300,0.764,-0.058,0.597,, +Djibouti,2011,4.369,7.880,0.633,54.700,0.746,-0.057,0.519,0.579,0.181 +Dominican Republic,2006,5.088,9.314,0.919,62.680,0.858,0.038,0.755,0.748,0.274 +Dominican Republic,2007,5.081,9.372,0.848,62.960,0.886,-0.008,0.772,0.767,0.260 +Dominican Republic,2008,4.842,9.391,0.850,63.240,0.848,-0.045,0.728,0.732,0.329 +Dominican Republic,2009,5.432,9.388,0.878,63.520,0.863,-0.053,0.806,0.785,0.280 +Dominican Republic,2010,4.735,9.456,0.860,63.800,0.824,-0.075,0.780,0.787,0.282 +Dominican Republic,2011,5.397,9.475,0.872,64.020,0.848,0.014,0.788,0.809,0.300 +Dominican Republic,2012,4.753,9.489,0.879,64.240,0.840,-0.062,0.727,0.797,0.297 +Dominican Republic,2013,5.016,9.525,0.878,64.460,0.889,0.021,0.752,0.793,0.295 +Dominican Republic,2014,5.387,9.582,0.891,64.680,0.905,-0.020,0.760,0.798,0.300 +Dominican Republic,2015,5.062,9.637,0.893,64.900,0.856,-0.065,0.755,0.714,0.295 +Dominican Republic,2016,5.239,9.691,0.895,65.200,0.873,-0.080,0.737,0.760,0.278 +Dominican Republic,2017,5.605,9.725,0.894,65.500,0.855,-0.121,0.760,0.739,0.275 +Dominican Republic,2018,5.433,9.782,0.862,65.800,0.867,-0.150,0.762,0.745,0.291 +Dominican Republic,2019,6.004,9.821,0.884,66.100,0.877,-0.123,0.746,0.784,0.264 +Dominican Republic,2020,5.168,9.802,0.806,66.400,0.835,-0.128,0.636,0.734,0.314 +Ecuador,2006,5.024,9.186,0.910,66.080,0.671,-0.091,0.901,0.825,0.357 +Ecuador,2007,4.996,9.191,0.839,66.260,0.670,-0.063,0.830,0.833,0.286 +Ecuador,2008,5.297,9.236,0.829,66.440,0.640,-0.094,0.801,0.843,0.283 +Ecuador,2009,6.022,9.225,0.779,66.620,0.737,-0.108,0.774,0.840,0.256 +Ecuador,2010,5.838,9.244,0.839,66.800,0.723,-0.063,0.806,0.826,0.220 +Ecuador,2011,5.795,9.304,0.818,66.960,0.788,-0.155,0.702,0.862,0.271 +Ecuador,2012,5.961,9.344,0.785,67.120,0.825,-0.084,0.730,0.847,0.333 +Ecuador,2013,6.019,9.377,0.801,67.280,0.787,-0.191,0.646,0.851,0.267 +Ecuador,2014,5.946,9.399,0.831,67.440,0.719,-0.167,0.661,0.859,0.306 +Ecuador,2015,5.964,9.384,0.856,67.600,0.801,-0.114,0.666,0.851,0.323 +Ecuador,2016,6.115,9.355,0.842,67.900,0.846,-0.015,0.774,0.846,0.365 +Ecuador,2017,5.840,9.360,0.849,68.200,0.879,-0.167,0.734,0.829,0.314 +Ecuador,2018,6.128,9.355,0.851,68.500,0.869,-0.099,0.831,0.876,0.328 +Ecuador,2019,5.809,9.339,0.808,68.800,0.830,-0.115,0.839,0.811,0.374 +Ecuador,2020,5.354,9.244,0.804,69.100,0.829,-0.157,0.855,0.790,0.416 +Egypt,2005,5.168,9.036,0.848,59.700,0.817,,,0.735,0.346 +Egypt,2007,5.541,9.135,0.686,59.820,0.609,-0.121,,0.665,0.355 +Egypt,2008,4.632,9.186,0.738,59.880,,-0.087,0.914,0.683,0.301 +Egypt,2009,5.066,9.213,0.744,59.940,0.611,-0.100,0.801,0.642,0.339 +Egypt,2010,4.669,9.244,0.769,60.000,0.486,-0.076,0.826,0.567,0.276 +Egypt,2011,4.174,9.240,0.753,60.160,0.590,-0.151,0.859,0.529,0.353 +Egypt,2012,4.204,9.240,0.737,60.320,0.452,-0.138,0.880,0.527,0.398 +Egypt,2013,3.559,9.239,0.675,60.480,0.474,-0.141,0.913,0.551,0.483 +Egypt,2014,4.885,9.245,0.619,60.640,0.578,-0.126,0.749,0.543,0.327 +Egypt,2015,4.763,9.266,0.730,60.800,0.659,-0.089,0.684,0.610,0.344 +Egypt,2016,4.557,9.287,0.809,61.100,0.656,-0.141,0.818,0.611,0.370 +Egypt,2017,3.929,9.307,0.638,61.400,0.593,-0.152,,0.539,0.414 +Egypt,2018,4.005,9.338,0.759,61.700,0.682,-0.215,,0.492,0.285 +Egypt,2019,4.328,9.373,0.772,62.000,0.774,-0.199,,0.517,0.313 +Egypt,2020,4.472,9.383,0.673,62.300,0.770,-0.112,,0.599,0.442 +El Salvador,2006,5.701,8.873,0.878,62.920,0.683,-0.056,0.807,0.864,0.233 +El Salvador,2007,5.296,8.887,0.717,63.240,0.639,-0.015,0.785,0.869,0.220 +El Salvador,2008,5.191,8.908,0.747,63.560,0.636,-0.078,0.735,0.842,0.232 +El Salvador,2009,6.839,8.883,0.734,63.880,0.671,-0.103,0.648,0.850,0.243 +El Salvador,2010,6.740,8.900,0.757,64.200,0.669,-0.064,0.694,0.814,0.302 +El Salvador,2011,4.741,8.933,0.731,64.400,0.747,-0.126,0.707,0.875,0.336 +El Salvador,2012,5.934,8.956,0.806,64.600,0.683,-0.155,0.786,0.831,0.365 +El Salvador,2013,6.325,8.974,0.827,64.800,0.716,-0.150,0.772,0.828,0.317 +El Salvador,2014,5.857,8.986,0.798,65.000,0.778,-0.194,0.781,0.837,0.330 +El Salvador,2015,6.018,9.005,0.791,65.200,0.733,-0.156,0.805,0.826,0.333 +El Salvador,2016,6.140,9.025,0.794,65.500,0.800,-0.185,0.797,0.761,0.346 +El Salvador,2017,6.339,9.042,0.829,65.800,0.758,-0.172,0.778,0.849,0.268 +El Salvador,2018,6.241,9.061,0.820,66.100,0.863,-0.095,0.801,0.860,0.270 +El Salvador,2019,6.455,9.080,0.764,66.400,0.877,-0.109,0.682,0.871,0.271 +El Salvador,2020,5.462,9.019,0.696,66.700,0.924,-0.126,0.583,0.839,0.329 +Estonia,2006,5.371,10.270,0.910,64.860,0.749,-0.264,0.797,0.655,0.215 +Estonia,2007,5.332,10.347,0.896,65.320,0.712,-0.246,0.743,0.666,0.176 +Estonia,2008,5.452,10.298,0.904,65.780,0.642,-0.217,0.663,0.597,0.218 +Estonia,2009,5.138,10.144,0.874,66.240,0.611,-0.230,0.793,0.598,0.243 +Estonia,2011,5.487,10.248,0.909,66.960,0.735,-0.168,0.687,0.651,0.205 +Estonia,2012,5.364,10.282,0.889,67.220,0.697,-0.192,0.793,0.647,0.199 +Estonia,2013,5.367,10.299,0.901,67.480,0.754,-0.201,0.726,0.702,0.199 +Estonia,2014,5.556,10.331,0.917,67.740,0.773,-0.153,0.652,0.680,0.203 +Estonia,2015,5.629,10.348,0.918,68.000,0.815,-0.164,0.569,0.723,0.183 +Estonia,2016,5.650,10.374,0.938,68.200,0.843,-0.149,0.639,0.726,0.177 +Estonia,2017,5.938,10.429,0.936,68.400,0.862,-0.101,0.668,0.805,0.160 +Estonia,2018,6.091,10.472,0.933,68.600,0.886,-0.141,0.621,0.795,0.163 +Estonia,2019,6.035,10.511,0.934,68.800,0.887,-0.096,0.576,0.804,0.156 +Estonia,2020,6.453,10.459,0.958,69.000,0.954,-0.082,0.398,0.807,0.188 +Ethiopia,2012,4.561,7.271,0.659,55.200,0.776,-0.044,,0.668,0.137 +Ethiopia,2013,4.445,7.343,0.602,55.800,0.707,-0.008,0.750,0.643,0.213 +Ethiopia,2014,4.507,7.413,0.640,56.400,0.694,0.080,0.702,0.738,0.303 +Ethiopia,2015,4.573,7.484,0.626,57.000,0.803,0.113,0.567,0.714,0.237 +Ethiopia,2016,4.298,7.547,0.719,57.500,0.744,0.038,0.703,0.727,0.254 +Ethiopia,2017,4.180,7.612,0.734,58.000,0.717,0.001,0.757,0.609,0.304 +Ethiopia,2018,4.379,7.651,0.740,58.500,0.740,0.039,0.799,0.660,0.272 +Ethiopia,2019,4.100,7.705,0.748,59.000,0.754,0.053,0.732,0.631,0.283 +Ethiopia,2020,4.549,7.711,0.823,59.500,0.769,0.188,0.784,0.669,0.252 +Finland,2006,7.672,10.745,0.965,69.760,0.969,-0.005,0.132,0.722,0.172 +Finland,2008,7.671,10.796,0.951,70.080,0.934,0.028,0.217,0.773,0.144 +Finland,2010,7.393,10.734,0.935,70.400,0.916,0.091,0.413,0.832,0.202 +Finland,2011,7.354,10.754,0.938,70.640,0.936,0.101,0.320,0.773,0.205 +Finland,2012,7.420,10.735,0.928,70.880,0.921,-0.001,0.361,0.796,0.202 +Finland,2013,7.445,10.722,0.941,71.120,0.919,0.040,0.306,0.769,0.195 +Finland,2014,7.385,10.714,0.952,71.360,0.933,-0.001,0.265,0.784,0.199 +Finland,2015,7.448,10.716,0.948,71.600,0.930,0.111,0.223,0.751,0.191 +Finland,2016,7.660,10.740,0.954,71.700,0.948,-0.027,0.250,0.797,0.182 +Finland,2017,7.788,10.768,0.964,71.800,0.962,-0.002,0.192,0.787,0.176 +Finland,2018,7.858,10.783,0.962,71.900,0.938,-0.127,0.199,0.782,0.182 +Finland,2019,7.780,10.792,0.937,72.000,0.948,-0.052,0.195,0.755,0.181 +Finland,2020,7.889,10.750,0.962,72.100,0.962,-0.116,0.164,0.744,0.193 +France,2005,7.093,10.642,0.940,71.300,0.895,,0.688,0.769,0.225 +France,2006,6.583,10.659,0.944,71.480,0.789,0.126,0.699,0.777,0.289 +France,2008,7.008,10.674,0.935,71.840,0.833,-0.031,0.669,0.746,0.281 +France,2009,6.283,10.639,0.918,72.020,0.798,-0.082,0.654,0.763,0.303 +France,2010,6.798,10.654,0.943,72.200,0.850,-0.104,0.623,0.790,0.261 +France,2011,6.959,10.671,0.921,72.400,0.903,-0.102,0.627,0.781,0.281 +France,2012,6.649,10.669,0.937,72.600,0.841,-0.149,0.608,0.754,0.253 +France,2013,6.667,10.669,0.908,72.800,0.878,-0.125,0.699,0.800,0.205 +France,2014,6.467,10.674,0.878,73.000,0.803,-0.118,0.656,0.811,0.216 +France,2015,6.358,10.682,0.896,73.200,0.817,-0.139,0.641,0.786,0.215 +France,2016,6.475,10.690,0.885,73.400,0.787,-0.091,0.623,0.773,0.270 +France,2017,6.635,10.711,0.931,73.600,0.834,-0.123,0.601,0.762,0.242 +France,2018,6.666,10.727,0.921,73.800,0.816,-0.138,0.582,0.767,0.282 +France,2019,6.690,10.740,0.958,74.000,0.827,-0.133,0.568,0.735,0.250 +France,2020,6.714,10.643,0.947,74.200,0.823,-0.169,0.565,0.732,0.231 +Gabon,2011,4.255,9.608,0.653,55.480,0.772,-0.211,0.851,0.591,0.264 +Gabon,2012,3.972,9.621,0.736,56.160,0.566,-0.195,0.810,0.470,0.266 +Gabon,2013,3.800,9.638,0.733,56.840,0.682,-0.146,0.780,0.510,0.287 +Gabon,2014,3.918,9.644,0.829,57.520,0.607,-0.198,0.782,0.539,0.293 +Gabon,2015,4.661,9.649,0.756,58.200,0.671,-0.194,0.867,0.626,0.372 +Gabon,2016,4.832,9.639,0.780,58.700,0.699,-0.204,0.817,0.640,0.432 +Gabon,2017,4.782,9.616,0.807,59.200,0.652,-0.228,0.868,0.634,0.446 +Gabon,2018,4.783,9.599,0.785,59.700,0.719,-0.197,0.823,0.641,0.418 +Gabon,2019,4.914,9.607,0.763,60.200,0.736,-0.203,0.846,0.693,0.413 +Gambia,2017,4.118,7.637,0.697,54.700,0.812,0.111,0.572,0.838,0.277 +Gambia,2018,4.922,7.671,0.685,55.000,0.719,0.440,0.691,0.804,0.379 +Gambia,2019,5.164,7.699,0.694,55.300,0.677,0.410,0.798,0.773,0.401 +Georgia,2006,3.675,8.993,0.647,65.120,0.553,-0.267,0.752,0.433,0.269 +Georgia,2007,3.707,9.117,0.548,65.040,0.464,-0.267,0.697,0.427,0.236 +Georgia,2008,4.156,9.144,0.608,64.960,0.614,-0.224,0.498,0.441,0.262 +Georgia,2009,3.801,9.116,0.544,64.880,0.495,-0.233,0.535,0.492,0.242 +Georgia,2010,4.102,9.184,0.540,64.800,0.558,-0.248,0.460,0.502,0.243 +Georgia,2011,4.203,9.263,0.503,64.860,0.632,-0.255,0.353,0.515,0.247 +Georgia,2012,4.254,9.332,0.533,64.920,0.659,-0.269,0.321,0.559,0.250 +Georgia,2013,4.349,9.371,0.559,64.980,0.722,-0.254,0.349,0.595,0.200 +Georgia,2014,4.288,9.414,0.558,65.040,0.720,-0.233,0.416,0.570,0.204 +Georgia,2015,4.122,9.442,0.517,65.100,0.640,-0.205,0.502,0.547,0.233 +Georgia,2016,4.448,9.470,0.533,64.900,0.606,-0.249,0.561,0.564,0.223 +Georgia,2017,4.451,9.517,0.590,64.700,0.821,-0.244,0.590,0.581,0.210 +Georgia,2018,4.659,9.565,0.617,64.500,0.775,-0.233,0.755,0.573,0.244 +Georgia,2019,4.892,9.617,0.675,64.300,0.811,-0.260,0.647,0.604,0.244 +Georgia,2020,5.123,9.569,0.718,64.100,0.764,-0.221,0.583,0.611,0.295 +Germany,2005,6.620,10.689,0.963,70.200,0.847,,0.781,0.776,0.197 +Germany,2007,6.417,10.759,0.926,70.480,0.801,0.167,0.792,0.732,0.231 +Germany,2008,6.522,10.770,0.923,70.620,0.766,,0.758,0.787,0.220 +Germany,2009,6.641,10.714,0.935,70.760,0.844,0.127,0.690,0.792,0.206 +Germany,2010,6.725,10.756,0.939,70.900,0.843,0.095,0.688,0.794,0.182 +Germany,2011,6.621,10.813,0.947,70.980,0.906,0.033,0.677,0.794,0.165 +Germany,2012,6.702,10.816,0.926,71.060,0.904,0.071,0.679,0.804,0.170 +Germany,2013,6.965,10.817,0.931,71.140,0.894,0.024,0.566,0.743,0.205 +Germany,2014,6.984,10.835,0.938,71.220,0.899,0.088,0.474,0.785,0.188 +Germany,2015,7.037,10.844,0.926,71.300,0.889,0.178,0.412,0.765,0.203 +Germany,2016,6.874,10.858,0.906,71.600,0.871,0.148,0.446,0.738,0.187 +Germany,2017,7.074,10.878,0.892,71.900,0.841,0.145,0.414,0.737,0.196 +Germany,2018,7.118,10.890,0.920,72.200,0.877,0.034,0.496,0.780,0.243 +Germany,2019,7.035,10.893,0.886,72.500,0.885,0.057,0.462,0.751,0.226 +Germany,2020,7.312,10.833,0.905,72.800,0.864,-0.060,0.424,0.760,0.206 +Ghana,2006,4.535,8.073,0.728,52.340,0.849,0.213,0.814,0.671,0.198 +Ghana,2007,5.220,8.090,0.730,52.780,0.891,0.138,0.771,0.686,0.217 +Ghana,2008,4.965,8.152,0.622,53.220,0.838,0.120,0.863,0.717,0.172 +Ghana,2009,4.198,8.174,0.633,53.660,0.757,0.005,0.890,0.774,0.198 +Ghana,2010,4.606,8.225,0.739,54.100,0.891,0.074,0.875,0.783,0.184 +Ghana,2011,5.608,8.332,0.724,54.480,0.852,0.011,0.790,0.744,0.209 +Ghana,2012,5.057,8.397,0.685,54.860,0.679,0.040,0.898,0.760,0.152 +Ghana,2013,4.965,8.445,0.676,55.240,0.794,-0.065,0.880,0.691,0.211 +Ghana,2014,3.860,8.450,0.651,55.620,0.677,0.001,0.913,0.696,0.280 +Ghana,2015,3.986,8.449,0.687,56.000,0.852,-0.038,0.945,0.690,0.265 +Ghana,2016,4.514,8.460,0.647,56.400,0.751,0.090,0.894,0.668,0.305 +Ghana,2017,5.481,8.517,0.669,56.800,0.783,0.079,0.839,0.703,0.248 +Ghana,2018,5.004,8.555,0.761,57.200,0.817,0.062,0.846,0.747,0.250 +Ghana,2019,4.967,8.596,0.746,57.600,0.787,0.116,0.857,0.682,0.270 +Ghana,2020,5.319,8.590,0.643,58.000,0.824,0.200,0.847,0.713,0.253 +Greece,2005,6.006,10.462,0.837,70.500,0.734,,0.861,0.692,0.264 +Greece,2007,6.647,10.543,0.808,70.900,0.575,-0.190,0.845,0.738,0.222 +Greece,2009,6.039,10.491,0.793,71.300,0.443,-0.293,0.959,0.649,0.254 +Greece,2010,5.840,10.433,0.868,71.500,0.484,-0.303,0.954,0.634,0.292 +Greece,2011,5.372,10.339,0.852,71.560,0.528,-0.316,0.941,0.591,0.323 +Greece,2012,5.096,10.268,0.812,71.620,0.373,-0.305,0.959,0.581,0.352 +Greece,2013,4.720,10.243,0.687,71.680,0.426,-0.272,0.941,0.689,0.482 +Greece,2014,4.756,10.257,0.832,71.740,0.369,-0.288,0.930,0.695,0.385 +Greece,2015,5.623,10.259,0.835,71.800,0.532,-0.272,0.824,0.740,0.277 +Greece,2016,5.303,10.261,0.803,72.000,0.482,-0.260,0.898,0.701,0.336 +Greece,2017,5.148,10.278,0.753,72.200,0.438,-0.290,0.872,0.603,0.333 +Greece,2018,5.409,10.299,0.794,72.400,0.564,-0.335,0.860,0.666,0.255 +Greece,2019,5.952,10.319,0.891,72.600,0.614,-0.289,0.848,0.668,0.236 +Greece,2020,5.788,10.215,0.779,72.800,0.565,-0.241,0.764,0.684,0.322 +Guatemala,2006,5.901,8.850,0.830,60.740,0.663,0.172,0.706,0.818,0.287 +Guatemala,2007,6.330,8.891,0.866,61.080,0.628,0.136,0.810,0.819,0.224 +Guatemala,2008,6.414,8.904,0.866,61.420,0.630,0.206,0.796,0.834,0.234 +Guatemala,2009,6.452,8.891,0.834,61.760,0.643,0.197,0.755,0.829,0.240 +Guatemala,2010,6.290,8.901,0.859,62.100,0.696,0.166,0.795,0.850,0.236 +Guatemala,2011,5.743,8.923,0.768,62.460,0.763,0.009,0.863,0.844,0.289 +Guatemala,2012,5.856,8.935,0.802,62.820,0.865,0.020,0.821,0.863,0.349 +Guatemala,2013,5.985,8.953,0.830,63.180,0.884,0.045,0.817,0.867,0.333 +Guatemala,2014,6.536,8.980,0.834,63.540,0.843,0.108,0.804,0.835,0.305 +Guatemala,2015,6.465,9.003,0.823,63.900,0.869,0.051,0.822,0.851,0.311 +Guatemala,2016,6.359,9.013,0.811,64.200,0.863,0.011,0.812,0.846,0.321 +Guatemala,2017,6.325,9.026,0.826,64.500,0.915,-0.059,0.800,0.846,0.308 +Guatemala,2018,6.627,9.042,0.841,64.800,0.910,-0.010,0.765,0.871,0.262 +Guatemala,2019,6.262,9.064,0.774,65.100,0.901,-0.062,0.773,0.859,0.311 +Guinea,2011,4.045,7.567,0.598,50.220,0.797,0.041,0.743,0.701,0.260 +Guinea,2012,3.652,7.603,0.542,50.440,0.646,0.001,0.794,0.677,0.285 +Guinea,2013,3.902,7.619,0.567,50.660,0.693,0.091,0.815,0.600,0.348 +Guinea,2014,3.412,7.632,0.638,50.880,0.684,0.006,0.705,0.629,0.351 +Guinea,2015,3.505,7.645,0.579,51.100,0.666,0.007,0.762,0.667,0.268 +Guinea,2016,3.603,7.721,0.675,52.200,0.726,-0.056,0.803,0.687,0.374 +Guinea,2017,4.874,7.792,0.634,53.300,0.738,0.038,0.750,0.704,0.422 +Guinea,2018,5.252,7.823,0.630,54.400,0.731,0.092,0.778,0.744,0.440 +Guinea,2019,4.768,7.849,0.655,55.500,0.691,0.097,0.756,0.685,0.473 +Guyana,2007,5.993,8.773,0.849,57.260,0.694,0.110,0.836,0.768,0.296 +Haiti,2006,3.754,7.407,0.694,48.460,0.449,0.401,0.854,0.613,0.332 +Haiti,2008,3.846,7.417,0.679,40.380,0.465,0.261,0.812,0.608,0.256 +Haiti,2010,3.766,7.384,0.554,32.300,0.373,0.216,0.848,0.555,0.293 +Haiti,2011,4.845,7.423,0.567,36.860,0.413,0.243,0.682,0.625,0.245 +Haiti,2012,4.413,7.437,0.749,41.420,0.482,0.289,0.717,0.593,0.284 +Haiti,2013,4.622,7.464,0.648,45.980,0.610,0.289,0.669,0.538,0.327 +Haiti,2014,3.889,7.477,0.554,50.540,0.509,0.285,0.708,0.593,0.327 +Haiti,2015,3.570,7.476,0.564,55.100,0.398,0.306,0.777,0.619,0.333 +Haiti,2016,3.352,7.477,0.584,55.300,0.304,0.291,0.839,0.553,0.367 +Haiti,2017,3.824,7.475,0.647,55.500,0.484,0.381,0.647,0.573,0.322 +Haiti,2018,3.615,7.477,0.538,55.700,0.591,0.422,0.720,0.584,0.359 +Honduras,2006,5.397,8.462,0.933,64.540,0.650,0.089,0.844,0.858,0.155 +Honduras,2007,5.097,8.500,0.819,64.780,0.676,0.230,0.826,0.759,0.199 +Honduras,2008,5.420,8.520,0.828,65.020,0.687,0.223,0.863,0.789,0.206 +Honduras,2009,6.033,8.474,0.824,65.260,0.661,0.119,0.857,0.803,0.261 +Honduras,2010,5.866,8.490,0.803,65.500,0.646,0.105,0.820,0.797,0.260 +Honduras,2011,4.961,8.508,0.766,65.720,0.783,0.095,0.884,0.816,0.307 +Honduras,2012,4.602,8.530,0.779,65.940,0.700,-0.003,0.871,0.847,0.294 +Honduras,2013,4.713,8.540,0.792,66.160,0.698,-0.027,0.868,0.817,0.283 +Honduras,2014,5.056,8.552,0.790,66.380,0.696,0.015,0.834,0.820,0.299 +Honduras,2015,4.845,8.572,0.772,66.600,0.534,-0.097,0.848,0.863,0.311 +Honduras,2016,5.648,8.593,0.774,66.800,0.850,0.080,0.793,0.832,0.297 +Honduras,2017,6.020,8.624,0.843,67.000,0.898,0.072,0.783,0.842,0.248 +Honduras,2018,5.908,8.643,0.827,67.200,0.872,0.099,0.804,0.872,0.287 +Honduras,2019,5.930,8.653,0.797,67.400,0.846,0.063,0.815,0.850,0.279 +Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.156,0.356,0.723,0.236 +Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.296,0.274,0.719,0.237 +Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.308,0.272,0.762,0.210 +Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.332,0.256,0.710,0.183 +Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.235,0.245,0.734,0.196 +Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.222,0.380,0.715,0.183 +Hong Kong S.A.R. of China,2014,5.458,10.940,0.834,,0.843,0.224,0.423,0.684,0.243 +Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.100,0.403,0.664,0.213 +Hong Kong S.A.R. of China,2017,5.362,11.000,0.831,,0.831,0.140,0.416,0.640,0.201 +Hong Kong S.A.R. of China,2019,5.659,11.000,0.856,,0.727,0.067,0.432,0.599,0.358 +Hong Kong S.A.R. of China,2020,5.295,,0.813,,0.705,,0.380,0.609,0.210 +Hungary,2005,5.194,10.108,0.930,64.600,0.697,,0.903,0.675,0.290 +Hungary,2007,4.954,10.153,0.931,65.000,0.538,-0.161,0.895,0.701,0.230 +Hungary,2009,4.895,10.097,0.901,65.400,0.464,-0.125,0.915,0.664,0.228 +Hungary,2010,4.725,10.106,0.896,65.600,0.514,-0.145,0.983,0.656,0.235 +Hungary,2011,4.918,10.127,0.894,65.760,0.631,-0.089,0.940,0.642,0.305 +Hungary,2012,4.683,10.117,0.906,65.920,0.569,-0.136,0.930,0.652,0.315 +Hungary,2013,4.914,10.140,0.877,66.080,0.674,-0.113,0.912,0.706,0.307 +Hungary,2014,5.181,10.183,0.845,66.240,0.494,-0.150,0.855,0.651,0.238 +Hungary,2015,5.344,10.223,0.859,66.400,0.558,-0.198,0.908,0.707,0.245 +Hungary,2016,5.449,10.248,0.900,66.800,0.554,-0.187,0.924,0.666,0.243 +Hungary,2017,6.065,10.293,0.877,67.200,0.661,-0.139,0.886,0.735,0.181 +Hungary,2018,5.936,10.344,0.941,67.600,0.693,-0.243,0.911,0.676,0.201 +Hungary,2019,6.000,10.393,0.947,68.000,0.798,-0.195,0.884,0.743,0.180 +Hungary,2020,6.038,10.335,0.943,68.400,0.771,-0.120,0.836,0.735,0.240 +Iceland,2008,6.888,10.861,0.977,72.320,0.885,0.272,0.708,0.880,0.153 +Iceland,2012,7.591,10.777,0.979,72.760,0.905,0.241,0.759,0.900,0.157 +Iceland,2013,7.501,10.809,0.967,72.840,0.923,0.306,0.713,0.870,0.156 +Iceland,2015,7.498,10.854,0.980,73.000,0.940,0.301,0.639,0.849,0.180 +Iceland,2016,7.510,10.904,0.985,73.000,0.952,0.281,0.719,0.874,0.158 +Iceland,2017,7.476,10.925,0.967,73.000,0.939,0.246,0.727,0.895,0.148 +Iceland,2019,7.533,10.931,0.982,73.000,0.959,,0.699,0.836,0.178 +Iceland,2020,7.575,10.824,0.983,73.000,0.949,0.160,0.644,0.863,0.172 +India,2006,5.348,8.145,0.707,55.720,0.774,,0.855,0.687,0.199 +India,2007,5.027,8.204,0.569,56.140,0.729,-0.051,0.862,0.668,0.253 +India,2008,5.146,8.220,0.684,56.560,0.756,-0.072,0.891,0.674,0.259 +India,2009,4.522,8.281,0.653,56.980,0.679,-0.026,0.895,0.771,0.301 +India,2010,4.989,8.349,0.605,57.400,0.783,0.058,0.863,0.697,0.267 +India,2011,4.635,8.387,0.553,57.700,0.838,-0.038,0.908,0.648,0.232 +India,2012,4.720,8.428,0.511,58.000,0.609,0.067,0.830,0.629,0.295 +India,2013,4.428,8.478,0.553,58.300,0.740,0.084,0.832,0.680,0.330 +India,2014,4.424,8.538,0.621,58.600,0.809,-0.026,0.832,0.711,0.285 +India,2015,4.342,8.604,0.610,58.900,0.777,-0.005,0.776,0.701,0.322 +India,2016,4.179,8.673,0.614,59.300,0.820,0.046,0.765,0.695,0.346 +India,2017,4.046,8.730,0.607,59.700,0.886,-0.042,0.781,0.682,0.318 +India,2018,3.818,8.779,0.638,60.100,0.890,0.085,0.805,0.657,0.357 +India,2019,3.249,8.818,0.561,60.500,0.876,0.112,0.752,0.648,0.466 +India,2020,4.225,8.703,0.617,60.900,0.906,0.075,0.780,0.752,0.383 +Indonesia,2006,4.947,8.850,0.771,59.840,0.713,0.347,0.915,0.825,0.266 +Indonesia,2007,5.101,8.898,0.704,59.980,0.603,0.311,0.960,0.812,0.242 +Indonesia,2008,4.815,8.943,0.675,60.120,0.596,0.164,0.968,0.774,0.239 +Indonesia,2009,5.472,8.975,0.779,60.260,0.784,0.191,0.911,0.865,0.193 +Indonesia,2010,5.457,9.022,0.816,60.400,0.700,0.448,0.954,0.837,0.218 +Indonesia,2011,5.173,9.069,0.825,60.620,0.878,0.438,0.962,0.864,0.273 +Indonesia,2012,5.368,9.114,0.834,60.840,0.770,0.354,0.962,0.897,0.229 +Indonesia,2013,5.292,9.155,0.794,61.060,0.781,0.376,0.973,0.893,0.249 +Indonesia,2014,5.597,9.190,0.905,61.280,0.719,0.408,0.970,0.852,0.242 +Indonesia,2015,5.043,9.225,0.809,61.500,0.779,0.471,0.946,0.876,0.274 +Indonesia,2016,5.136,9.262,0.792,61.700,0.830,0.500,0.890,0.833,0.342 +Indonesia,2017,5.098,9.300,0.796,61.900,0.865,0.488,0.900,0.863,0.319 +Indonesia,2018,5.340,9.339,0.809,62.100,0.879,0.512,0.868,0.864,0.296 +Indonesia,2019,5.347,9.377,0.802,62.300,0.866,0.555,0.861,0.877,0.302 +Iran,2005,5.308,9.393,0.766,62.000,0.651,,0.636,0.608,0.456 +Iran,2007,5.336,9.497,0.718,62.760,0.533,0.056,0.872,0.626,0.361 +Iran,2008,5.129,9.489,0.633,63.140,0.601,0.052,0.868,0.624,0.345 +Iran,2011,4.768,9.547,0.582,64.140,0.798,0.200,0.665,0.578,0.359 +Iran,2012,4.609,9.458,0.600,64.380,0.764,,0.678,0.609,0.525 +Iran,2013,5.140,9.443,0.664,64.620,0.730,0.216,0.685,0.659,0.552 +Iran,2014,4.682,9.476,0.644,64.860,0.767,0.241,0.640,0.618,0.512 +Iran,2015,4.750,9.449,0.572,65.100,0.780,0.176,0.699,0.645,0.520 +Iran,2016,4.653,9.561,0.566,65.400,0.773,0.186,0.713,0.687,0.526 +Iran,2017,4.717,9.584,0.714,65.700,0.731,0.218,0.715,0.694,0.439 +Iran,2018,4.278,,0.674,66.000,0.603,,0.703,0.553,0.493 +Iran,2019,5.006,,0.698,66.300,0.623,,0.728,0.600,0.449 +Iran,2020,4.865,,0.757,66.600,0.600,,0.710,0.582,0.470 +Iraq,2008,4.590,9.063,0.744,58.320,0.386,-0.061,0.910,0.525,0.448 +Iraq,2009,4.775,9.076,0.862,58.960,0.431,-0.199,0.854,0.523,0.404 +Iraq,2010,5.065,9.112,0.854,59.600,0.419,-0.125,0.859,0.542,0.431 +Iraq,2011,4.725,9.152,0.751,59.360,0.347,-0.070,0.780,0.488,0.557 +Iraq,2012,4.660,9.246,0.730,59.120,0.315,-0.020,0.789,0.423,0.449 +Iraq,2013,4.725,9.280,0.728,58.880,,-0.050,0.710,,0.554 +Iraq,2014,4.542,9.250,0.725,58.640,0.646,-0.001,0.726,0.574,0.564 +Iraq,2015,4.493,9.241,0.684,58.400,0.599,0.019,0.762,0.490,0.581 +Iraq,2016,4.413,9.354,0.719,59.000,0.666,-0.052,0.799,0.489,0.570 +Iraq,2017,4.462,9.303,0.695,59.600,0.628,0.000,0.757,0.505,0.591 +Iraq,2018,4.886,9.274,0.764,60.200,0.598,-0.068,0.887,0.605,0.482 +Iraq,2020,4.785,9.167,0.708,61.400,0.700,-0.021,0.849,0.644,0.532 +Ireland,2006,7.144,10.972,0.967,70.140,0.943,0.242,0.473,0.878,0.209 +Ireland,2008,7.568,10.929,0.983,70.820,0.894,0.322,0.487,0.875,0.148 +Ireland,2009,7.046,10.866,0.959,71.160,0.835,0.315,0.580,0.862,0.233 +Ireland,2010,7.257,10.879,0.973,71.500,0.856,0.348,0.618,0.876,0.201 +Ireland,2011,7.007,10.878,0.977,71.600,0.952,0.383,0.590,0.865,0.190 +Ireland,2012,6.965,10.876,0.962,71.700,0.902,0.302,0.573,0.835,0.237 +Ireland,2013,6.760,10.884,0.955,71.800,0.884,0.331,0.558,0.814,0.245 +Ireland,2014,7.018,10.959,0.968,71.900,0.922,0.264,0.406,0.784,0.229 +Ireland,2015,6.830,11.174,0.953,72.000,0.892,0.233,0.409,0.799,0.225 +Ireland,2016,7.041,11.199,0.958,72.100,0.875,0.174,0.399,0.809,0.211 +Ireland,2017,7.060,11.266,0.943,72.200,0.905,0.216,0.337,0.833,0.213 +Ireland,2018,6.962,11.332,0.938,72.300,0.861,0.144,0.362,0.811,0.213 +Ireland,2019,7.255,11.371,0.944,72.400,0.892,0.074,0.373,0.807,0.223 +Ireland,2020,7.035,11.323,0.960,72.500,0.882,0.014,0.356,0.797,0.246 +Israel,2006,7.173,10.389,0.927,71.120,0.817,,0.905,0.696,0.308 +Israel,2007,6.841,10.428,0.868,71.440,0.683,0.219,0.868,0.696,0.320 +Israel,2008,7.261,10.440,0.859,71.760,0.663,0.139,0.898,0.710,0.349 +Israel,2009,7.353,10.425,0.937,72.080,0.593,0.172,0.923,0.695,0.327 +Israel,2010,7.359,10.461,0.882,72.400,0.561,0.150,0.902,0.679,0.362 +Israel,2011,7.433,10.489,0.893,72.460,0.722,0.141,0.891,0.738,0.384 +Israel,2012,7.111,10.493,0.903,72.520,0.681,0.153,0.862,0.665,0.319 +Israel,2013,7.321,10.515,0.909,72.580,0.739,0.150,0.849,0.698,0.409 +Israel,2014,7.401,10.533,0.889,72.640,0.707,0.094,0.818,0.604,0.271 +Israel,2015,7.079,10.536,0.864,72.700,0.753,0.108,0.789,0.697,0.256 +Israel,2016,7.159,10.555,0.890,72.900,0.772,0.153,0.804,0.629,0.263 +Israel,2017,7.331,10.570,0.916,73.100,0.768,0.145,0.793,0.674,0.276 +Israel,2018,6.927,10.585,0.910,73.300,0.725,0.055,0.770,0.663,0.282 +Israel,2019,7.332,10.601,0.946,73.500,0.834,0.085,0.743,0.635,0.266 +Israel,2020,7.195,10.538,0.959,73.700,0.831,-0.049,0.748,0.621,0.243 +Italy,2005,6.854,10.703,0.928,71.900,0.802,,0.944,0.679,0.295 +Italy,2007,6.574,10.727,0.912,72.260,0.684,0.113,0.922,0.716,0.303 +Italy,2008,6.780,10.711,0.880,72.440,0.543,0.049,0.946,0.637,0.268 +Italy,2009,6.334,10.652,0.880,72.620,0.701,0.240,0.890,0.775,0.279 +Italy,2010,6.354,10.666,0.872,72.800,0.738,-0.060,0.921,0.596,0.236 +Italy,2011,6.057,10.671,0.913,72.840,0.568,-0.018,0.933,0.658,0.266 +Italy,2012,5.839,10.638,0.869,72.880,0.570,0.113,0.908,0.670,0.388 +Italy,2013,6.009,10.608,0.916,72.920,0.499,-0.102,0.943,0.779,0.357 +Italy,2014,6.027,10.599,0.898,72.960,0.624,-0.065,0.920,0.716,0.356 +Italy,2015,5.848,10.608,0.909,73.000,0.575,-0.064,0.913,0.692,0.329 +Italy,2016,5.955,10.622,0.927,73.200,0.624,-0.081,0.903,0.685,0.339 +Italy,2017,6.199,10.640,0.920,73.400,0.633,-0.035,0.867,0.661,0.323 +Italy,2018,6.517,10.650,0.913,73.600,0.650,-0.021,0.888,0.649,0.403 +Italy,2019,6.445,10.655,0.838,73.800,0.709,-0.082,0.866,0.631,0.328 +Italy,2020,6.488,10.563,0.890,74.000,0.718,-0.150,0.844,0.670,0.311 +Ivory Coast,2009,4.197,8.209,0.667,45.780,0.760,-0.153,0.902,0.604,0.186 +Ivory Coast,2013,3.739,8.274,0.709,47.100,0.739,-0.031,0.691,0.743,0.306 +Ivory Coast,2014,3.570,8.334,0.711,47.400,0.781,-0.080,0.671,0.647,0.291 +Ivory Coast,2015,4.445,8.393,0.704,47.700,0.800,-0.053,0.744,0.664,0.347 +Ivory Coast,2016,4.543,8.437,0.617,48.300,0.769,-0.043,0.757,0.704,0.378 +Ivory Coast,2017,5.038,8.483,0.661,48.900,0.732,-0.111,0.771,0.698,0.357 +Ivory Coast,2018,5.268,8.523,0.621,49.500,0.713,-0.050,0.791,0.682,0.386 +Ivory Coast,2019,5.392,8.564,0.679,50.100,0.736,-0.017,0.799,0.674,0.425 +Ivory Coast,2020,5.257,8.565,0.613,50.700,0.770,0.016,0.777,0.693,0.340 +Jamaica,2006,6.208,9.225,0.909,64.900,0.738,-0.004,0.946,0.788,0.201 +Jamaica,2011,5.374,9.164,0.855,66.220,0.796,-0.064,0.909,0.836,0.237 +Jamaica,2013,5.709,9.151,0.865,66.460,0.793,-0.021,0.931,0.734,0.312 +Jamaica,2014,5.311,9.152,0.874,66.580,0.809,-0.001,0.861,0.737,0.310 +Jamaica,2017,5.890,9.169,0.913,67.100,0.861,-0.130,0.883,0.769,0.243 +Jamaica,2019,6.309,9.186,0.878,67.500,0.891,-0.137,0.885,0.752,0.195 +Japan,2005,6.516,10.529,0.928,73.200,0.868,,0.699,0.739,0.153 +Japan,2007,6.238,10.558,0.938,73.440,0.796,-0.090,0.809,0.731,0.207 +Japan,2008,5.911,10.546,0.887,73.560,0.772,-0.135,0.816,0.780,0.191 +Japan,2009,5.845,10.491,0.888,73.680,0.730,-0.210,0.740,0.785,0.169 +Japan,2010,6.057,10.532,0.902,73.800,0.772,-0.140,0.770,0.827,0.188 +Japan,2011,6.263,10.532,0.917,73.980,0.814,-0.052,0.734,0.776,0.181 +Japan,2012,5.968,10.549,0.905,74.160,0.753,,0.692,0.777,0.171 +Japan,2013,5.959,10.570,0.924,74.340,0.821,-0.147,0.650,0.794,0.175 +Japan,2014,5.923,10.575,0.900,74.520,0.838,-0.139,0.617,0.742,0.189 +Japan,2015,5.880,10.588,0.923,74.700,0.832,-0.155,0.654,0.768,0.176 +Japan,2016,5.955,10.595,0.900,74.800,0.836,-0.062,0.698,0.760,0.192 +Japan,2017,5.911,10.618,0.882,74.900,0.849,-0.206,0.659,0.740,0.176 +Japan,2018,5.794,10.623,0.886,75.000,0.773,-0.261,0.687,0.703,0.185 +Japan,2019,5.908,10.632,0.878,75.100,0.806,-0.255,0.617,0.743,0.194 +Japan,2020,6.118,10.580,0.887,75.200,0.806,-0.259,0.609,0.742,0.186 +Jordan,2005,6.295,9.246,0.920,63.500,,,0.670,0.696,0.240 +Jordan,2007,5.598,9.321,0.841,63.980,0.646,-0.112,0.664,0.683,0.240 +Jordan,2008,4.930,9.343,0.766,64.220,,-0.127,0.709,0.669,0.331 +Jordan,2009,6.000,9.347,0.899,64.460,0.771,-0.075,0.739,0.645,0.265 +Jordan,2010,5.570,9.317,0.918,64.700,0.788,-0.046,,0.643,0.343 +Jordan,2011,5.539,9.289,0.878,65.000,0.760,-0.143,,0.612,0.260 +Jordan,2012,5.132,9.261,0.829,65.300,0.693,-0.160,,0.565,0.345 +Jordan,2013,5.172,9.237,0.840,65.600,0.692,-0.117,,0.684,0.286 +Jordan,2014,5.333,9.222,0.816,65.900,0.729,-0.104,,0.660,0.313 +Jordan,2015,5.405,9.207,0.830,66.200,0.767,-0.046,,0.690,0.305 +Jordan,2016,5.271,9.197,0.820,66.400,0.771,-0.038,,0.641,0.312 +Jordan,2017,4.808,9.194,0.815,66.600,0.766,-0.152,,0.628,0.392 +Jordan,2018,4.639,9.196,0.800,66.800,0.762,-0.186,,, +Jordan,2019,4.453,9.201,0.793,67.000,0.726,-0.165,,, +Jordan,2020,4.094,9.150,0.709,67.200,0.779,-0.150,,, +Kazakhstan,2006,5.476,9.804,0.872,58.200,0.731,-0.274,0.865,0.669,0.185 +Kazakhstan,2007,5.719,9.878,0.861,58.700,0.806,-0.246,0.865,0.651,0.179 +Kazakhstan,2008,5.886,9.898,0.839,59.200,0.727,-0.221,0.899,0.675,0.160 +Kazakhstan,2009,5.383,9.884,0.893,59.700,0.856,-0.249,0.845,0.679,0.129 +Kazakhstan,2010,5.514,9.940,0.904,60.200,0.785,-0.215,0.823,0.692,0.149 +Kazakhstan,2011,5.736,9.997,0.905,60.720,0.878,-0.235,0.802,0.695,0.154 +Kazakhstan,2012,5.759,10.030,0.892,61.240,0.840,-0.171,0.877,0.740,0.184 +Kazakhstan,2013,5.835,10.074,0.889,61.760,0.782,-0.229,0.820,0.674,0.164 +Kazakhstan,2014,5.970,10.101,0.795,62.280,0.799,0.004,0.805,0.718,0.169 +Kazakhstan,2015,5.950,10.098,0.931,62.800,0.740,-0.037,0.714,0.730,0.174 +Kazakhstan,2016,5.534,10.095,0.928,63.400,0.783,-0.036,0.702,0.702,0.155 +Kazakhstan,2017,5.882,10.121,0.914,64.000,0.745,-0.035,0.755,0.757,0.171 +Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.098,0.824,0.693,0.162 +Kazakhstan,2019,6.272,10.179,0.951,65.200,0.852,-0.055,0.708,0.787,0.139 +Kazakhstan,2020,6.168,10.135,0.966,65.800,0.872,-0.056,0.661,0.684,0.150 +Kenya,2006,4.223,8.039,0.909,50.220,0.616,-0.020,0.860,0.705,0.198 +Kenya,2007,4.576,8.078,0.841,51.540,0.750,0.054,0.799,0.725,0.162 +Kenya,2008,4.015,8.052,0.827,52.860,0.620,-0.012,0.909,0.772,0.149 +Kenya,2009,4.270,8.057,0.789,54.180,0.584,0.100,0.913,0.772,0.183 +Kenya,2010,4.256,8.111,0.805,55.500,0.635,0.019,0.918,0.819,0.123 +Kenya,2011,4.405,8.143,0.846,56.060,0.709,0.022,0.923,0.760,0.228 +Kenya,2012,4.547,8.161,0.831,56.620,0.628,0.066,0.911,0.707,0.194 +Kenya,2013,3.795,8.192,0.825,57.180,0.708,0.212,0.861,0.765,0.161 +Kenya,2014,4.905,8.219,0.765,57.740,0.819,0.172,0.849,0.814,0.221 +Kenya,2015,4.358,8.249,0.777,58.300,0.793,0.221,0.853,0.702,0.172 +Kenya,2016,4.396,8.282,0.706,58.900,0.749,0.298,0.828,0.743,0.226 +Kenya,2017,4.476,8.306,0.715,59.500,0.853,0.234,0.854,0.788,0.230 +Kenya,2018,4.656,8.344,0.707,60.100,0.821,0.291,0.844,0.759,0.237 +Kenya,2019,4.619,8.373,0.676,60.700,0.818,0.310,0.794,0.751,0.251 +Kenya,2020,4.547,8.365,0.674,61.300,0.702,0.260,0.837,0.733,0.297 +Kosovo,2007,5.104,8.928,0.848,,0.381,0.144,0.894,0.655,0.237 +Kosovo,2008,5.522,8.981,0.884,,,0.090,0.849,,0.318 +Kosovo,2009,5.891,9.008,0.830,,0.506,0.201,0.968,0.598,0.169 +Kosovo,2010,5.177,9.033,0.708,,0.451,0.170,0.967,0.695,0.118 +Kosovo,2011,4.860,9.067,0.759,,0.589,0.004,0.919,0.696,0.124 +Kosovo,2012,5.640,9.086,0.757,,0.636,0.027,0.950,0.596,0.100 +Kosovo,2013,6.126,9.113,0.721,,0.568,0.115,0.935,0.692,0.203 +Kosovo,2014,5.000,9.129,0.706,,0.441,0.012,0.775,0.636,0.206 +Kosovo,2015,5.077,9.182,0.805,,0.561,0.181,0.851,0.753,0.180 +Kosovo,2016,5.759,9.228,0.824,,0.827,0.125,0.941,0.704,0.150 +Kosovo,2017,6.149,9.262,0.792,,0.858,0.117,0.925,0.738,0.186 +Kosovo,2018,6.392,9.296,0.822,,0.890,0.269,0.922,0.778,0.170 +Kosovo,2019,6.425,9.339,0.843,,0.841,0.247,0.920,0.749,0.141 +Kosovo,2020,6.294,,0.792,,0.880,,0.910,0.726,0.201 +Kuwait,2006,6.076,11.228,0.919,63.960,0.769,-0.236,0.328,0.846,0.182 +Kuwait,2009,6.585,11.065,0.926,64.440,0.819,0.007,0.675,0.718,0.252 +Kuwait,2010,6.798,10.982,0.893,64.600,0.703,-0.031,0.486,0.718,0.203 +Kuwait,2011,6.378,11.017,0.882,64.900,0.769,,0.560,0.793,0.177 +Kuwait,2012,6.221,11.025,0.889,65.200,0.934,,,0.821,0.095 +Kuwait,2013,6.480,10.985,0.862,65.500,0.751,,,0.752,0.283 +Kuwait,2014,6.180,10.945,,65.800,,,,, +Kuwait,2015,6.146,10.912,0.823,66.100,0.822,0.082,,0.723,0.324 +Kuwait,2016,5.947,10.910,0.845,66.300,0.841,-0.075,,0.688,0.315 +Kuwait,2017,6.094,10.837,0.853,66.500,0.884,-0.005,,0.692,0.307 +Kuwait,2019,6.106,10.817,0.842,66.900,0.867,-0.104,,0.695,0.303 +Kyrgyzstan,2006,4.641,8.185,0.844,59.980,0.678,-0.140,0.879,0.655,0.159 +Kyrgyzstan,2007,4.698,8.258,0.833,60.260,0.684,-0.091,0.929,0.655,0.130 +Kyrgyzstan,2008,4.737,8.329,0.792,60.540,0.719,-0.100,0.923,0.623,0.147 +Kyrgyzstan,2009,5.069,8.345,0.855,60.820,0.699,-0.140,0.896,0.607,0.165 +Kyrgyzstan,2010,4.996,8.329,0.885,61.100,0.720,-0.072,0.926,0.650,0.123 +Kyrgyzstan,2011,4.921,8.374,0.891,61.520,0.748,-0.155,0.932,0.681,0.151 +Kyrgyzstan,2012,5.208,8.357,0.856,61.940,0.703,-0.079,0.892,0.691,0.182 +Kyrgyzstan,2013,5.402,8.441,0.851,62.360,0.755,-0.085,0.900,0.722,0.135 +Kyrgyzstan,2014,5.252,8.460,0.898,62.780,0.736,0.355,0.897,0.725,0.185 +Kyrgyzstan,2015,4.905,8.477,0.857,63.200,0.813,0.200,0.858,0.767,0.173 +Kyrgyzstan,2016,4.857,8.500,0.914,63.500,0.814,0.056,0.917,0.778,0.126 +Kyrgyzstan,2017,5.630,8.526,0.883,63.800,0.859,0.143,0.874,0.755,0.160 +Kyrgyzstan,2018,5.297,8.543,0.898,64.100,0.945,0.267,0.907,0.763,0.203 +Kyrgyzstan,2019,5.685,8.567,0.877,64.400,0.920,-0.002,0.885,0.766,0.207 +Kyrgyzstan,2020,6.250,8.503,0.902,64.700,0.935,0.103,0.931,0.803,0.258 +Laos,2006,5.076,8.251,0.807,53.920,0.925,0.439,0.688,0.886,0.163 +Laos,2007,5.364,8.307,0.790,54.440,0.867,0.478,0.580,0.861,0.136 +Laos,2008,5.044,8.366,0.807,54.960,0.886,0.416,0.637,0.829,0.202 +Laos,2011,4.704,8.548,0.691,56.300,0.882,0.459,0.587,0.900,0.225 +Laos,2012,4.876,8.611,0.693,56.600,,0.232,,0.917,0.387 +Laos,2017,4.623,8.890,0.707,58.300,0.891,0.073,0.592,0.873,0.344 +Laos,2018,4.859,8.935,0.705,58.700,0.907,0.141,0.634,0.852,0.332 +Laos,2019,5.197,8.965,0.729,59.100,0.906,0.061,0.620,0.878,0.306 +Laos,2020,5.284,8.960,0.660,59.500,0.915,0.141,0.748,0.822,0.358 +Latvia,2006,4.710,10.032,0.884,63.160,0.641,-0.229,0.937,0.654,0.234 +Latvia,2007,4.667,10.136,0.836,63.520,0.700,-0.167,0.924,0.673,0.247 +Latvia,2008,5.145,10.112,0.855,63.880,0.630,-0.203,0.926,0.639,0.215 +Latvia,2009,4.669,9.975,0.807,64.240,0.437,-0.180,0.942,0.525,0.242 +Latvia,2011,4.967,10.029,0.836,64.860,0.564,-0.002,0.934,0.563,0.222 +Latvia,2012,5.125,10.082,0.851,65.120,0.564,-0.038,0.895,0.560,0.232 +Latvia,2013,5.070,10.116,0.834,65.380,0.631,-0.073,0.837,0.642,0.227 +Latvia,2014,5.729,10.144,0.881,65.640,0.671,-0.043,0.804,0.652,0.226 +Latvia,2015,5.881,10.185,0.879,65.900,0.656,-0.077,0.808,0.608,0.228 +Latvia,2016,5.940,10.211,0.917,66.200,0.685,-0.156,0.868,0.654,0.231 +Latvia,2017,5.978,10.257,0.895,66.500,0.700,-0.154,0.798,0.623,0.232 +Latvia,2018,5.901,10.307,0.913,66.800,0.608,-0.212,0.799,0.585,0.192 +Latvia,2019,5.970,10.336,0.936,67.100,0.698,-0.194,0.789,0.575,0.212 +Latvia,2020,6.229,10.300,0.928,67.400,0.820,-0.078,0.809,0.714,0.202 +Lebanon,2005,5.491,9.565,0.796,64.600,0.703,,0.945,0.584,0.292 +Lebanon,2006,4.653,9.568,0.853,64.720,0.670,0.069,0.902,0.548,0.320 +Lebanon,2008,4.595,9.743,0.717,64.960,0.524,0.035,0.927,0.527,0.365 +Lebanon,2009,5.206,9.830,0.736,65.080,0.665,0.071,0.937,0.528,0.401 +Lebanon,2010,5.032,9.878,0.721,65.200,0.678,0.073,0.949,0.525,0.341 +Lebanon,2011,5.188,9.838,0.733,65.280,0.657,0.006,0.911,0.578,0.320 +Lebanon,2012,4.573,9.800,0.713,65.360,0.621,-0.006,0.856,0.499,0.339 +Lebanon,2013,4.983,9.772,0.708,65.440,0.655,-0.004,0.921,0.499,0.409 +Lebanon,2014,5.233,9.739,0.759,65.520,0.657,-0.012,0.939,0.559,0.267 +Lebanon,2015,5.172,9.699,0.742,65.600,0.597,0.073,0.889,0.568,0.243 +Lebanon,2016,5.271,9.687,0.828,66.100,0.657,0.031,0.853,0.553,0.263 +Lebanon,2017,5.154,9.681,0.777,66.600,0.605,-0.074,0.911,0.515,0.244 +Lebanon,2018,5.167,9.656,0.829,67.100,0.607,-0.066,0.907,0.464,0.271 +Lebanon,2019,4.024,9.597,0.866,67.600,0.447,-0.081,0.890,0.322,0.494 +Lesotho,2011,4.898,7.777,0.824,45.740,0.618,-0.087,0.768,0.793,0.170 +Lesotho,2016,3.808,7.953,0.798,46.600,0.729,-0.099,0.743,0.732,0.270 +Lesotho,2017,3.795,7.931,0.769,47.300,0.757,-0.145,0.797,0.746,0.255 +Lesotho,2019,3.512,7.926,0.790,48.700,0.716,-0.131,0.915,0.735,0.273 +Liberia,2007,3.701,7.196,0.594,49.140,0.790,0.115,0.776,0.613,0.435 +Liberia,2008,4.221,7.223,0.619,49.960,0.724,-0.035,0.840,0.585,0.261 +Liberia,2010,4.196,7.258,0.827,51.600,0.819,-0.038,0.818,0.595,0.217 +Liberia,2014,4.571,7.391,0.708,53.280,0.590,-0.030,0.869,0.543,0.443 +Liberia,2015,2.702,7.365,0.638,53.700,0.671,-0.061,0.903,0.505,0.388 +Liberia,2016,3.355,7.324,0.643,54.500,0.763,0.033,0.901,0.636,0.509 +Liberia,2017,4.424,7.324,0.685,55.300,0.733,-0.012,0.867,0.668,0.391 +Liberia,2018,4.135,7.311,0.727,56.100,0.766,0.050,0.868,0.660,0.436 +Liberia,2019,5.121,7.264,0.712,56.900,0.706,0.051,0.828,0.636,0.389 +Libya,2012,5.754,9.842,0.855,62.660,0.712,-0.032,0.791,0.695,0.316 +Libya,2015,5.615,9.308,0.868,62.300,0.775,-0.044,,0.704,0.369 +Libya,2016,5.434,9.268,0.876,62.300,0.822,-0.089,,0.718,0.383 +Libya,2017,5.647,9.491,0.823,62.300,0.779,-0.019,0.673,0.697,0.379 +Libya,2018,5.494,9.617,0.824,62.300,0.781,-0.101,0.646,0.706,0.399 +Libya,2019,5.330,9.627,0.827,62.300,0.762,-0.073,0.686,0.709,0.401 +Lithuania,2006,5.954,10.046,0.930,63.140,0.567,-0.295,0.967,0.621,0.254 +Lithuania,2007,5.808,10.163,0.941,63.480,0.590,-0.282,0.966,0.589,0.279 +Lithuania,2008,5.554,10.199,0.914,63.820,0.621,-0.259,0.961,0.533,0.276 +Lithuania,2009,5.467,10.050,0.933,64.160,0.496,-0.303,0.979,0.526,0.271 +Lithuania,2010,5.066,10.085,0.882,64.500,0.519,-0.275,0.962,0.473,0.272 +Lithuania,2011,5.432,10.167,0.911,64.700,0.566,-0.148,0.964,0.570,0.275 +Lithuania,2012,5.771,10.218,0.919,64.900,0.503,-0.273,0.957,0.581,0.277 +Lithuania,2013,5.596,10.263,0.913,65.100,0.556,-0.237,0.936,0.581,0.294 +Lithuania,2014,6.126,10.306,0.908,65.300,0.508,-0.263,0.956,0.619,0.287 +Lithuania,2015,5.711,10.335,0.929,65.500,0.641,-0.254,0.924,0.595,0.276 +Lithuania,2016,5.866,10.373,0.938,66.100,0.614,-0.266,0.949,0.594,0.250 +Lithuania,2017,6.273,10.429,0.926,66.700,0.749,-0.174,0.790,0.608,0.195 +Lithuania,2018,6.309,10.474,0.929,67.300,0.699,-0.237,0.852,0.517,0.214 +Lithuania,2019,6.064,10.518,0.918,67.900,0.780,-0.251,0.783,0.566,0.276 +Lithuania,2020,6.391,10.504,0.953,68.500,0.824,-0.122,0.829,0.660,0.202 +Luxembourg,2009,6.958,11.562,0.939,71.440,0.939,0.127,0.432,0.799,0.238 +Luxembourg,2010,7.097,11.592,0.952,71.700,0.908,0.096,0.423,0.809,0.216 +Luxembourg,2011,7.101,11.595,0.934,71.880,0.962,0.106,0.388,0.836,0.200 +Luxembourg,2012,6.964,11.567,0.914,72.060,0.917,0.059,0.403,0.815,0.227 +Luxembourg,2013,7.131,11.580,0.917,72.240,0.790,-0.054,0.301,0.640,0.185 +Luxembourg,2014,6.891,11.598,0.875,72.420,0.938,0.106,0.366,0.803,0.170 +Luxembourg,2015,6.702,11.617,0.934,72.600,0.932,0.052,0.375,0.757,0.193 +Luxembourg,2016,6.967,11.640,0.941,72.600,0.882,0.019,0.356,0.758,0.192 +Luxembourg,2017,7.061,11.634,0.905,72.600,0.903,0.044,0.330,0.766,0.184 +Luxembourg,2018,7.243,11.645,0.902,72.600,0.884,-0.022,0.385,0.750,0.202 +Luxembourg,2019,7.404,11.648,0.912,72.600,0.930,-0.045,0.390,0.789,0.212 +Madagascar,2006,3.980,7.376,0.711,54.040,,-0.039,,0.702,0.161 +Madagascar,2008,4.640,7.439,0.776,54.920,0.332,-0.099,0.773,0.614,0.215 +Madagascar,2011,4.381,7.336,0.818,56.220,0.546,-0.062,0.897,0.510,0.235 +Madagascar,2012,3.551,7.339,0.673,56.640,0.487,-0.055,0.854,0.690,0.194 +Madagascar,2013,3.816,7.334,0.673,57.060,0.480,-0.019,0.868,0.734,0.241 +Madagascar,2014,3.676,7.340,0.655,57.480,0.529,-0.023,0.791,0.748,0.192 +Madagascar,2015,3.593,7.344,0.647,57.900,0.545,-0.041,0.861,0.802,0.226 +Madagascar,2016,3.663,7.356,0.746,58.300,0.570,-0.069,0.864,0.813,0.204 +Madagascar,2017,4.079,7.368,0.626,58.700,0.570,-0.033,0.847,0.752,0.375 +Madagascar,2018,4.071,7.386,0.666,59.100,0.551,0.003,0.889,0.752,0.362 +Madagascar,2019,4.339,7.406,0.701,59.500,0.550,-0.012,0.720,0.723,0.304 +Malawi,2006,3.830,6.678,0.554,44.880,0.767,0.200,0.676,0.670,0.222 +Malawi,2007,4.891,6.742,0.600,46.260,0.910,0.202,0.691,0.727,0.176 +Malawi,2009,5.148,6.838,0.718,49.020,0.879,0.176,0.689,0.765,0.130 +Malawi,2011,3.946,6.895,0.613,51.420,0.733,0.099,0.853,0.713,0.268 +Malawi,2012,4.279,6.885,0.604,52.440,0.637,0.169,0.886,0.816,0.200 +Malawi,2013,4.035,6.907,0.563,53.460,0.752,0.078,0.857,0.808,0.248 +Malawi,2014,4.563,6.935,0.512,54.480,0.786,0.061,0.824,0.704,0.263 +Malawi,2015,3.868,6.935,0.494,55.500,0.801,0.058,0.835,0.633,0.260 +Malawi,2016,3.476,6.932,0.524,56.200,0.810,0.066,0.824,0.603,0.325 +Malawi,2017,3.417,6.945,0.555,56.900,0.848,0.025,0.735,0.609,0.312 +Malawi,2018,3.335,6.949,0.528,57.600,0.799,0.073,0.766,0.586,0.365 +Malawi,2019,3.869,6.966,0.549,58.300,0.765,0.004,0.680,0.537,0.348 +Malaysia,2006,6.012,9.839,0.866,64.960,0.837,0.201,0.740,0.750,0.243 +Malaysia,2007,6.239,9.881,0.871,65.120,0.844,0.089,0.799,0.775,0.162 +Malaysia,2008,5.807,9.909,0.803,65.280,0.780,0.044,0.884,0.815,0.186 +Malaysia,2009,5.385,9.875,0.792,65.440,0.874,-0.009,0.858,0.822,0.164 +Malaysia,2010,5.580,9.930,0.839,65.600,0.769,0.032,0.844,0.832,0.192 +Malaysia,2011,5.786,9.966,0.770,65.760,0.840,-0.016,0.842,0.887,0.155 +Malaysia,2012,5.914,10.005,0.841,65.920,0.848,0.017,0.847,0.867,0.177 +Malaysia,2013,5.770,10.037,0.831,66.080,0.791,0.264,0.755,0.736,0.317 +Malaysia,2014,5.963,10.082,0.863,66.240,0.808,0.239,0.845,0.770,0.261 +Malaysia,2015,6.322,10.118,0.818,66.400,0.675,0.222,0.838,0.775,0.314 +Malaysia,2018,5.339,10.223,0.789,67.000,0.875,0.127,0.894,0.824,0.200 +Malaysia,2019,5.428,10.252,0.842,67.200,0.916,0.123,0.782,0.834,0.176 +Maldives,2018,5.198,9.826,0.913,70.600,0.855,0.024,,, +Mali,2006,4.014,7.593,0.761,45.920,0.555,-0.072,0.761,0.767,0.209 +Mali,2008,4.115,7.607,0.747,47.160,0.495,-0.012,0.918,0.682,0.164 +Mali,2009,3.977,7.622,0.733,47.780,0.634,0.008,0.819,0.760,0.150 +Mali,2010,3.762,7.642,0.751,48.400,0.749,-0.028,0.811,0.797,0.162 +Mali,2011,4.667,7.643,0.796,48.760,0.823,-0.101,0.726,0.758,0.132 +Mali,2012,4.313,7.605,0.823,49.120,0.704,-0.088,0.787,0.681,0.109 +Mali,2013,3.676,7.599,0.820,49.480,0.665,-0.053,0.755,0.724,0.193 +Mali,2014,3.975,7.638,0.843,49.840,0.652,-0.037,0.658,0.741,0.186 +Mali,2015,4.582,7.669,0.830,50.200,0.634,-0.068,0.800,0.709,0.243 +Mali,2016,4.016,7.695,0.836,50.700,0.696,-0.070,0.862,0.807,0.305 +Mali,2017,4.742,7.718,0.741,51.200,0.753,-0.069,0.863,0.742,0.393 +Mali,2018,4.416,7.733,0.692,51.700,0.737,-0.034,0.793,0.770,0.370 +Mali,2019,4.988,7.752,0.755,52.200,0.670,-0.038,0.846,0.712,0.358 +Malta,2009,6.328,10.331,0.916,71.380,0.803,0.464,,0.715,0.358 +Malta,2010,5.774,10.361,0.908,71.600,0.802,0.287,,0.697,0.375 +Malta,2011,6.155,10.370,0.923,71.720,0.882,0.296,,0.736,0.340 +Malta,2012,5.963,10.389,0.922,71.840,0.861,0.352,,0.744,0.391 +Malta,2013,6.380,10.422,0.942,71.960,0.909,0.410,,0.660,0.370 +Malta,2014,6.452,10.486,0.941,72.080,0.904,0.404,0.670,0.652,0.352 +Malta,2015,6.613,10.566,0.919,72.200,0.912,0.347,0.664,0.680,0.355 +Malta,2016,6.591,10.599,0.930,72.200,0.916,0.345,0.696,0.687,0.355 +Malta,2017,6.676,10.635,0.937,72.200,0.924,0.253,0.690,0.721,0.302 +Malta,2018,6.910,10.670,0.932,72.200,0.927,0.179,0.595,0.721,0.296 +Malta,2019,6.733,10.677,0.922,72.200,0.924,0.087,0.689,0.707,0.356 +Malta,2020,6.157,,0.938,72.200,0.931,,0.675,0.601,0.411 +Mauritania,2007,4.149,8.533,0.682,53.660,0.573,-0.072,0.586,0.733,0.174 +Mauritania,2008,4.248,8.501,0.670,53.940,0.593,-0.018,0.841,0.732,0.176 +Mauritania,2009,4.500,8.473,0.819,54.220,0.735,0.039,0.848,0.738,0.170 +Mauritania,2010,4.772,8.470,0.857,54.500,0.669,0.055,0.727,0.778,0.129 +Mauritania,2011,4.785,8.481,0.750,54.820,0.567,0.052,0.747,0.762,0.175 +Mauritania,2012,4.673,8.495,0.763,55.140,0.487,-0.021,0.707,0.782,0.164 +Mauritania,2013,4.199,8.506,0.741,55.460,0.603,-0.079,0.676,0.793,0.196 +Mauritania,2014,4.483,8.519,0.853,55.780,0.468,-0.054,0.589,0.755,0.163 +Mauritania,2015,3.923,8.542,0.875,56.100,0.447,0.055,0.715,0.820,0.194 +Mauritania,2016,4.472,8.526,0.785,56.400,0.467,-0.175,0.842,0.735,0.222 +Mauritania,2017,4.678,8.533,0.779,56.700,0.527,-0.153,0.777,0.637,0.272 +Mauritania,2018,4.314,8.526,0.802,57.000,0.467,-0.112,0.711,0.663,0.276 +Mauritania,2019,4.153,8.556,0.798,57.300,0.628,-0.102,0.743,0.692,0.260 +Mauritius,2011,5.477,9.767,0.800,64.700,0.848,0.191,0.847,0.738,0.253 +Mauritius,2014,5.648,9.865,0.785,65.300,0.824,0.176,0.879,0.808,0.222 +Mauritius,2016,5.610,9.935,0.836,65.800,0.819,0.139,0.891,0.785,0.246 +Mauritius,2017,6.174,9.972,0.910,66.100,0.912,0.087,0.818,0.748,0.169 +Mauritius,2018,5.882,10.008,0.909,66.400,0.867,-0.073,0.785,0.774,0.158 +Mauritius,2019,6.241,10.043,0.913,66.700,0.893,-0.053,0.810,0.808,0.149 +Mauritius,2020,6.015,9.972,0.893,67.000,0.843,-0.037,0.772,0.767,0.138 +Mexico,2005,6.581,9.788,0.903,66.200,0.814,,0.764,0.820,0.219 +Mexico,2007,6.525,9.825,0.879,66.320,0.670,-0.095,0.747,0.816,0.248 +Mexico,2008,6.829,9.821,0.876,66.380,0.677,-0.128,0.785,0.825,0.201 +Mexico,2009,6.963,9.752,0.868,66.440,0.682,-0.076,0.764,0.849,0.196 +Mexico,2010,6.802,9.788,0.876,66.500,0.778,-0.048,0.693,0.840,0.215 +Mexico,2011,6.910,9.810,0.824,66.680,0.831,-0.099,0.698,0.790,0.228 +Mexico,2012,7.320,9.832,0.767,66.860,0.788,-0.093,0.633,0.784,0.278 +Mexico,2013,7.443,9.832,0.759,67.040,0.739,-0.165,0.615,0.790,0.223 +Mexico,2014,6.680,9.847,0.782,67.220,0.779,-0.094,0.630,0.802,0.229 +Mexico,2015,6.236,9.867,0.761,67.400,0.719,-0.152,0.708,0.745,0.237 +Mexico,2016,6.824,9.884,0.893,67.700,0.752,-0.153,0.809,0.859,0.220 +Mexico,2017,6.410,9.893,0.800,68.000,0.861,-0.202,0.801,0.843,0.231 +Mexico,2018,6.550,9.903,0.858,68.300,0.816,-0.179,0.809,0.882,0.213 +Mexico,2019,6.432,9.891,0.852,68.600,0.903,-0.141,0.809,0.864,0.252 +Mexico,2020,5.964,9.782,0.779,68.900,0.873,-0.119,0.778,0.810,0.292 +Moldova,2006,5.102,8.936,0.812,60.580,0.554,-0.164,0.926,0.619,0.255 +Moldova,2007,4.775,8.968,0.804,60.760,0.696,-0.186,0.930,0.571,0.306 +Moldova,2008,5.503,9.045,0.872,60.940,0.641,-0.056,0.926,0.584,0.284 +Moldova,2009,5.554,8.984,0.856,61.120,0.551,-0.099,0.925,0.562,0.306 +Moldova,2010,5.590,9.054,0.847,61.300,0.598,-0.088,0.929,0.584,0.278 +Moldova,2011,5.792,9.111,0.869,61.620,0.628,-0.082,0.957,0.568,0.285 +Moldova,2012,5.996,9.105,0.826,61.940,0.602,-0.050,0.955,0.568,0.314 +Moldova,2013,5.756,9.192,0.803,62.260,0.658,-0.069,0.941,0.582,0.261 +Moldova,2014,5.917,9.241,0.805,62.580,0.623,-0.113,0.925,0.583,0.260 +Moldova,2015,6.017,9.246,0.840,62.900,0.595,-0.090,0.943,0.590,0.281 +Moldova,2016,5.578,9.300,0.837,63.600,0.557,-0.047,0.969,0.621,0.275 +Moldova,2017,5.326,9.363,0.831,64.300,0.553,-0.053,0.926,0.581,0.259 +Moldova,2018,5.682,9.423,0.892,65.000,0.824,-0.084,0.929,0.582,0.270 +Moldova,2019,5.803,9.475,0.809,65.700,0.784,-0.092,0.884,0.631,0.262 +Moldova,2020,5.812,9.462,0.874,66.400,0.859,-0.058,0.941,0.727,0.268 +Mongolia,2007,4.609,8.833,0.881,58.820,0.781,0.064,0.918,0.571,0.203 +Mongolia,2008,4.493,8.904,0.920,59.280,0.484,0.068,0.962,0.586,0.173 +Mongolia,2010,4.586,8.920,0.904,60.200,0.631,0.099,0.928,0.712,0.150 +Mongolia,2011,5.031,9.061,0.948,60.500,0.700,0.151,0.931,0.692,0.153 +Mongolia,2012,4.885,9.158,0.919,60.800,0.688,0.107,0.932,0.689,0.181 +Mongolia,2013,4.913,9.248,0.935,61.100,0.748,0.136,0.928,0.649,0.179 +Mongolia,2014,4.825,9.304,0.943,61.400,0.752,0.146,0.909,0.627,0.170 +Mongolia,2015,4.983,9.308,0.906,61.700,0.686,0.173,0.900,0.653,0.208 +Mongolia,2016,5.057,9.300,0.947,61.900,0.760,0.090,0.900,0.694,0.171 +Mongolia,2017,5.334,9.334,0.924,62.100,0.675,0.119,0.865,0.675,0.214 +Mongolia,2018,5.465,9.386,0.942,62.300,0.696,0.054,0.849,0.654,0.192 +Mongolia,2019,5.563,9.418,0.946,62.500,0.711,0.149,0.873,0.707,0.167 +Mongolia,2020,6.011,9.396,0.918,62.700,0.718,0.141,0.843,0.636,0.260 +Montenegro,2007,5.196,9.693,0.832,66.200,0.512,-0.134,0.815,0.579,0.340 +Montenegro,2009,4.801,9.699,0.816,66.800,0.556,-0.101,0.838,0.623,0.423 +Montenegro,2010,5.455,9.724,0.805,67.100,0.552,-0.206,0.757,0.595,0.410 +Montenegro,2011,5.223,9.755,0.818,67.260,0.546,-0.226,0.762,0.603,0.378 +Montenegro,2012,5.219,9.726,0.704,67.420,0.462,-0.192,0.755,0.574,0.379 +Montenegro,2013,5.074,9.760,0.736,67.580,0.502,-0.176,0.693,0.539,0.331 +Montenegro,2014,5.283,9.777,0.863,67.740,0.503,0.097,0.768,0.587,0.368 +Montenegro,2015,5.125,9.810,0.740,67.900,0.583,-0.144,0.781,0.580,0.337 +Montenegro,2016,5.304,9.839,0.866,68.100,0.569,-0.087,0.849,0.591,0.337 +Montenegro,2017,5.615,9.885,0.881,68.300,0.626,-0.083,0.756,0.519,0.350 +Montenegro,2018,5.650,9.934,0.856,68.500,0.626,-0.051,0.769,0.590,0.355 +Montenegro,2019,5.386,9.970,0.832,68.700,0.694,-0.105,0.820,0.591,0.366 +Montenegro,2020,5.722,9.913,0.887,68.900,0.802,0.060,0.845,0.603,0.411 +Morocco,2010,4.383,8.746,,63.500,0.663,-0.162,0.900,, +Morocco,2011,5.085,8.783,0.833,63.800,0.579,-0.218,0.875,0.736,0.187 +Morocco,2012,4.970,8.799,0.676,64.100,0.757,-0.187,0.845,0.687,0.281 +Morocco,2013,5.142,8.829,0.597,64.400,0.572,-0.210,0.771,0.784,0.239 +Morocco,2015,5.163,8.872,0.606,65.000,0.713,-0.228,0.842,0.661,0.262 +Morocco,2016,5.386,8.869,0.655,65.300,0.817,-0.237,0.717,0.713,0.205 +Morocco,2017,5.312,8.898,0.641,65.600,0.814,-0.216,0.841,0.559,0.323 +Morocco,2018,4.897,8.914,0.554,65.900,0.773,-0.234,0.843,0.638,0.416 +Morocco,2019,5.057,8.925,0.535,66.200,0.757,-0.244,0.757,0.589,0.410 +Morocco,2020,4.803,8.871,0.553,66.500,0.819,-0.229,0.803,0.587,0.256 +Mozambique,2006,4.595,6.776,0.879,44.800,0.684,0.041,0.758,0.623,0.327 +Mozambique,2007,4.833,6.823,0.748,45.500,0.643,0.074,0.854,0.634,0.240 +Mozambique,2008,4.654,6.865,0.756,46.200,0.514,0.006,0.864,0.623,0.280 +Mozambique,2011,4.971,6.979,0.818,48.320,0.639,-0.024,0.719,0.592,0.243 +Mozambique,2015,4.550,7.141,0.666,51.200,0.813,0.089,0.632,0.564,0.340 +Mozambique,2017,4.280,7.157,0.678,53.200,0.823,-0.030,0.682,0.648,0.353 +Mozambique,2018,4.654,7.162,0.738,54.200,0.897,0.049,0.691,0.640,0.397 +Mozambique,2019,4.932,7.155,0.742,55.200,0.870,0.073,0.682,0.587,0.384 +Myanmar,2012,4.439,8.158,0.612,57.020,0.691,0.645,0.695,0.764,0.205 +Myanmar,2013,4.176,8.230,0.757,57.380,0.775,0.689,0.638,0.803,0.217 +Myanmar,2014,4.786,8.299,0.774,57.740,,0.698,0.592,0.858,0.112 +Myanmar,2015,4.224,8.359,0.752,58.100,0.808,0.688,0.633,0.866,0.272 +Myanmar,2016,4.623,8.408,0.793,58.400,0.877,0.679,0.607,0.804,0.302 +Myanmar,2017,4.154,8.464,0.795,58.700,0.886,0.650,0.619,0.746,0.282 +Myanmar,2018,4.411,8.523,0.774,59.000,0.906,0.490,0.647,0.777,0.300 +Myanmar,2019,4.434,8.545,0.763,59.300,0.899,0.561,0.682,0.755,0.286 +Myanmar,2020,4.431,8.554,0.796,59.600,0.825,0.470,0.647,0.800,0.289 +Namibia,2007,4.886,9.059,0.828,49.680,0.781,-0.101,0.839,0.811,0.160 +Namibia,2014,4.574,9.232,0.763,55.160,0.849,-0.183,0.790,0.749,0.239 +Namibia,2017,4.441,9.215,0.828,56.200,0.810,-0.190,0.831,0.721,0.277 +Namibia,2018,4.834,9.204,0.864,56.500,0.754,-0.169,0.846,0.739,0.240 +Namibia,2019,4.436,9.173,0.845,56.800,0.739,-0.174,0.879,0.672,0.256 +Namibia,2020,4.451,9.104,0.741,57.100,0.666,-0.104,0.810,0.648,0.248 +Nepal,2006,4.567,7.616,0.874,57.200,0.689,,0.897,0.717,0.171 +Nepal,2007,4.748,7.638,0.787,57.700,0.413,0.317,0.891,0.643,0.152 +Nepal,2008,4.441,7.686,0.818,58.200,0.618,0.291,0.900,0.745,0.153 +Nepal,2009,4.917,7.723,0.813,58.700,0.616,0.044,0.950,0.570,0.215 +Nepal,2010,4.350,7.765,0.779,59.200,0.519,0.092,0.911,0.672,0.226 +Nepal,2011,3.809,7.797,0.741,59.400,0.525,-0.010,0.935,0.699,0.207 +Nepal,2012,4.233,7.846,0.734,59.600,0.638,0.070,0.883,0.736,0.231 +Nepal,2013,4.605,7.889,0.740,59.800,0.722,0.151,0.877,0.629,0.279 +Nepal,2014,4.975,7.948,0.786,60.000,0.712,0.121,0.841,0.614,0.287 +Nepal,2015,4.812,7.976,0.748,60.200,0.763,0.227,0.824,0.543,0.358 +Nepal,2016,5.100,7.973,0.837,61.300,0.839,0.168,0.817,0.627,0.370 +Nepal,2017,4.737,8.039,0.816,62.400,0.845,0.134,0.770,0.571,0.376 +Nepal,2018,4.910,8.087,0.768,63.500,0.770,0.122,0.742,0.537,0.387 +Nepal,2019,5.449,8.136,0.772,64.600,0.790,0.167,0.712,0.536,0.357 +Netherlands,2005,7.464,10.814,0.947,70.400,0.901,,0.571,0.869,0.233 +Netherlands,2007,7.452,10.881,0.944,70.800,0.896,0.344,0.445,0.818,0.213 +Netherlands,2008,7.631,10.899,0.944,71.000,0.883,0.365,0.419,0.788,0.182 +Netherlands,2010,7.502,10.864,0.957,71.400,0.921,0.349,0.399,0.853,0.206 +Netherlands,2011,7.564,10.875,0.938,71.520,0.925,0.336,0.359,0.863,0.181 +Netherlands,2012,7.471,10.861,0.939,71.640,0.877,0.288,0.434,0.861,0.226 +Netherlands,2013,7.407,10.857,0.925,71.760,0.919,0.305,0.505,0.867,0.235 +Netherlands,2014,7.321,10.867,0.909,71.880,0.910,0.331,0.457,0.868,0.221 +Netherlands,2015,7.324,10.882,0.879,72.000,0.904,0.261,0.412,0.834,0.202 +Netherlands,2016,7.541,10.899,0.926,72.100,0.907,0.239,0.433,0.838,0.215 +Netherlands,2017,7.459,10.921,0.937,72.200,0.920,0.250,0.363,0.852,0.185 +Netherlands,2018,7.463,10.941,0.939,72.300,0.920,0.161,0.371,0.862,0.205 +Netherlands,2019,7.425,10.953,0.941,72.400,0.886,0.213,0.360,0.838,0.231 +Netherlands,2020,7.504,10.901,0.944,72.500,0.935,0.151,0.281,0.784,0.247 +New Zealand,2006,7.305,10.526,0.946,71.200,0.932,0.312,0.224,0.880,0.219 +New Zealand,2007,7.604,10.546,0.967,71.400,0.878,0.279,0.295,0.854,0.238 +New Zealand,2008,7.381,10.528,0.944,71.600,0.893,0.298,0.334,0.854,0.232 +New Zealand,2010,7.224,10.520,0.976,72.000,0.918,0.254,0.321,0.847,0.235 +New Zealand,2011,7.191,10.536,0.954,72.120,0.935,0.284,0.269,0.864,0.210 +New Zealand,2012,7.250,10.553,0.930,72.240,0.902,0.287,0.289,0.866,0.207 +New Zealand,2013,7.280,10.571,0.958,72.360,0.944,0.237,0.312,0.835,0.151 +New Zealand,2014,7.306,10.592,0.942,72.480,0.932,0.348,0.273,0.848,0.199 +New Zealand,2015,7.418,10.608,0.987,72.600,0.942,0.329,0.186,0.834,0.160 +New Zealand,2016,7.226,10.623,0.937,72.800,0.927,0.266,0.278,0.833,0.207 +New Zealand,2017,7.327,10.633,0.955,73.000,0.942,0.294,0.222,0.817,0.172 +New Zealand,2018,7.370,10.660,0.954,73.200,0.949,0.120,0.207,0.845,0.168 +New Zealand,2019,7.205,10.666,0.939,73.400,0.912,0.157,0.234,0.816,0.191 +New Zealand,2020,7.257,10.600,0.952,73.600,0.918,0.125,0.283,0.849,0.209 +Nicaragua,2006,4.460,8.398,0.877,64.140,0.745,0.010,0.844,0.779,0.294 +Nicaragua,2007,4.944,8.434,0.866,64.480,0.836,0.140,0.826,0.810,0.287 +Nicaragua,2008,5.104,8.454,0.857,64.820,0.791,0.076,0.819,0.784,0.289 +Nicaragua,2009,5.353,8.407,0.835,65.160,0.746,0.070,0.794,0.781,0.299 +Nicaragua,2010,5.687,8.436,0.863,65.500,0.792,0.018,0.802,0.805,0.268 +Nicaragua,2011,5.386,8.484,0.800,65.720,0.779,-0.020,0.760,0.791,0.309 +Nicaragua,2012,5.448,8.534,0.894,65.940,0.850,0.017,0.644,0.803,0.255 +Nicaragua,2013,5.772,8.569,0.868,66.160,0.859,0.039,0.636,0.839,0.271 +Nicaragua,2014,6.275,8.602,0.839,66.380,0.817,0.104,0.699,0.813,0.334 +Nicaragua,2015,5.924,8.636,0.827,66.600,0.809,0.077,0.728,0.797,0.346 +Nicaragua,2016,6.013,8.668,0.853,66.900,0.717,0.039,0.731,0.805,0.380 +Nicaragua,2017,6.476,8.700,0.838,67.200,0.922,0.010,0.673,0.850,0.308 +Nicaragua,2018,5.819,8.647,0.854,67.500,0.797,0.009,0.713,0.793,0.408 +Nicaragua,2019,6.113,8.595,0.874,67.800,0.883,0.029,0.622,0.835,0.337 +Niger,2006,3.737,6.888,0.677,46.360,0.750,0.076,0.755,0.755,0.179 +Niger,2007,4.277,6.881,0.726,47.120,0.584,-0.056,0.748,0.706,0.158 +Niger,2008,4.236,6.918,0.607,47.880,0.649,-0.055,0.749,0.650,0.194 +Niger,2009,4.267,6.898,0.771,48.640,0.880,-0.009,0.483,0.730,0.115 +Niger,2010,4.101,6.941,0.655,49.400,0.817,-0.023,0.529,0.745,0.126 +Niger,2011,4.556,6.925,0.818,49.920,0.780,-0.055,0.549,0.700,0.166 +Niger,2012,3.798,6.987,0.700,50.440,0.734,-0.064,0.777,0.603,0.142 +Niger,2013,3.716,7.002,0.696,50.960,0.825,-0.077,0.711,0.650,0.208 +Niger,2014,4.181,7.027,0.753,51.480,0.688,-0.046,0.605,0.678,0.205 +Niger,2015,3.671,7.030,0.713,52.000,0.728,-0.032,0.703,0.682,0.218 +Niger,2016,4.235,7.047,0.683,52.500,0.702,-0.016,0.814,0.675,0.325 +Niger,2017,4.616,7.058,0.582,53.000,0.684,-0.030,0.778,0.731,0.427 +Niger,2018,5.164,7.087,0.612,53.500,0.791,0.009,0.637,0.771,0.503 +Niger,2019,5.004,7.106,0.677,54.000,0.831,0.026,0.729,0.816,0.304 +Nigeria,2006,4.710,8.326,0.735,44.120,0.649,0.085,0.871,0.781,0.178 +Nigeria,2007,4.890,8.364,0.718,44.640,0.635,0.136,0.918,0.826,0.141 +Nigeria,2008,4.939,8.403,0.780,45.160,0.584,0.119,0.892,0.740,0.244 +Nigeria,2009,4.980,8.453,0.722,45.680,0.537,0.067,0.913,0.745,0.225 +Nigeria,2010,4.760,8.504,0.824,46.200,0.565,0.067,0.911,0.782,0.190 +Nigeria,2012,5.493,8.543,0.818,47.120,0.652,0.066,0.900,0.811,0.209 +Nigeria,2013,4.818,8.581,0.663,47.580,0.622,0.051,0.905,0.638,0.286 +Nigeria,2015,4.933,8.615,0.812,48.500,0.680,-0.035,0.926,0.717,0.251 +Nigeria,2016,5.220,8.573,0.805,48.900,0.798,0.043,0.905,0.732,0.252 +Nigeria,2017,5.322,8.555,0.733,49.300,0.826,0.124,0.835,0.725,0.236 +Nigeria,2018,5.252,8.548,0.741,49.700,0.790,-0.010,0.866,0.805,0.256 +Nigeria,2019,4.356,8.544,0.734,50.100,0.729,0.032,0.873,0.715,0.245 +Nigeria,2020,5.503,8.484,0.739,50.500,0.713,0.099,0.913,0.744,0.316 +North Cyprus,2012,5.463,,0.871,,0.693,,0.855,0.709,0.405 +North Cyprus,2013,5.567,,0.869,,0.775,,0.715,0.622,0.443 +North Cyprus,2014,5.786,,0.802,,0.830,,0.692,0.724,0.311 +North Cyprus,2015,5.843,,0.791,,0.785,,0.659,0.702,0.319 +North Cyprus,2016,5.827,,0.808,,0.796,,0.670,0.644,0.346 +North Cyprus,2018,5.608,,0.837,,0.797,,0.614,0.480,0.262 +North Cyprus,2019,5.467,,0.803,,0.793,,0.640,0.494,0.296 +North Macedonia,2007,4.494,9.416,0.811,64.095,0.439,0.080,0.870,0.603,0.251 +North Macedonia,2009,4.428,9.464,0.734,64.349,0.552,-0.042,0.844,0.576,0.370 +North Macedonia,2010,4.180,9.496,0.687,64.502,0.513,-0.058,0.856,0.567,0.314 +North Macedonia,2011,4.898,9.518,0.784,64.661,0.607,-0.087,0.865,0.588,0.363 +North Macedonia,2012,4.640,9.513,0.798,64.811,0.613,-0.084,0.920,0.642,0.422 +North Macedonia,2013,5.186,9.541,0.832,64.942,0.641,0.025,0.861,0.578,0.331 +North Macedonia,2014,5.204,9.576,0.793,65.053,0.645,0.035,0.861,0.637,0.307 +North Macedonia,2015,4.976,9.613,0.766,65.145,0.660,-0.047,0.824,0.620,0.299 +North Macedonia,2016,5.346,9.640,0.871,65.225,0.706,0.080,0.870,0.639,0.292 +North Macedonia,2017,5.234,9.650,0.800,65.303,0.752,-0.059,0.856,0.502,0.299 +North Macedonia,2018,5.240,9.677,0.849,65.389,0.745,-0.041,0.910,0.590,0.298 +North Macedonia,2019,5.015,9.711,0.815,65.474,0.725,0.024,0.923,0.576,0.304 +North Macedonia,2020,5.054,9.690,0.750,65.560,0.787,0.131,0.877,0.605,0.365 +Norway,2006,7.416,11.031,0.959,71.320,0.960,0.109,0.397,0.832,0.197 +Norway,2008,7.632,11.042,0.936,71.560,0.947,0.018,0.503,0.792,0.155 +Norway,2012,7.678,11.017,0.948,72.240,0.947,0.147,0.368,0.823,0.213 +Norway,2014,7.444,11.024,0.941,72.680,0.956,0.181,0.405,0.834,0.194 +Norway,2015,7.603,11.033,0.947,72.900,0.948,0.257,0.299,0.843,0.209 +Norway,2016,7.596,11.035,0.960,73.000,0.954,0.133,0.410,0.850,0.209 +Norway,2017,7.579,11.050,0.950,73.100,0.953,0.236,0.250,0.849,0.203 +Norway,2018,7.444,11.056,0.966,73.200,0.960,0.094,0.268,0.827,0.212 +Norway,2019,7.442,11.061,0.942,73.300,0.954,0.111,0.271,0.823,0.195 +Norway,2020,7.290,11.042,0.956,73.400,0.965,0.075,0.271,0.823,0.216 +Oman,2011,6.853,10.382,,65.500,0.916,0.025,,,0.295 +Pakistan,2005,5.225,8.218,0.591,54.200,0.630,,0.844,,0.237 +Pakistan,2007,5.671,8.277,0.479,55.000,0.396,0.089,0.794,0.683,0.310 +Pakistan,2008,4.414,8.271,0.373,55.400,0.335,0.100,0.848,0.655,0.321 +Pakistan,2009,5.208,8.277,0.522,55.800,0.388,0.077,0.874,0.639,0.349 +Pakistan,2010,5.786,8.270,0.571,56.200,0.364,0.300,0.852,0.651,0.372 +Pakistan,2011,5.267,8.276,0.510,56.420,0.376,0.030,0.857,0.628,0.358 +Pakistan,2012,5.132,8.289,0.542,56.640,0.367,0.165,0.842,0.665,0.332 +Pakistan,2013,5.138,8.311,0.607,56.860,0.448,0.100,0.792,0.598,0.274 +Pakistan,2014,5.436,8.336,0.552,57.080,0.543,0.140,0.677,0.585,0.295 +Pakistan,2015,4.823,8.361,0.562,57.300,0.587,0.085,0.717,0.575,0.329 +Pakistan,2016,5.549,8.394,0.627,57.700,0.634,0.095,0.793,0.648,0.332 +Pakistan,2017,5.831,8.428,0.690,58.100,0.713,0.045,0.714,0.586,0.308 +Pakistan,2018,5.472,8.464,0.685,58.500,0.773,0.069,0.799,0.567,0.377 +Pakistan,2019,4.443,8.453,0.617,58.900,0.685,0.124,0.776,0.581,0.424 +Palestinian Territories,2006,4.716,8.213,0.818,61.780,0.547,,0.858,0.497,0.431 +Palestinian Territories,2007,4.151,8.218,0.712,61.897,0.365,-0.080,0.844,0.566,0.412 +Palestinian Territories,2008,4.386,8.276,0.666,62.015,0.358,-0.070,0.753,0.571,0.403 +Palestinian Territories,2009,4.470,8.329,0.738,62.132,0.468,-0.085,0.797,0.544,0.466 +Palestinian Territories,2010,4.703,8.383,0.822,62.250,0.504,-0.117,0.752,0.628,0.381 +Palestinian Territories,2011,4.751,8.474,0.751,,0.522,-0.127,0.750,0.567,0.388 +Palestinian Territories,2012,4.647,8.531,0.782,,0.542,-0.153,0.730,0.616,0.379 +Palestinian Territories,2013,4.844,8.489,0.761,,0.454,-0.150,0.780,0.594,0.365 +Palestinian Territories,2014,4.722,8.457,0.775,,0.657,-0.147,0.804,0.565,0.380 +Palestinian Territories,2015,4.695,8.480,0.766,,0.556,-0.153,0.774,0.594,0.369 +Palestinian Territories,2016,4.907,8.498,0.818,,0.608,-0.129,0.812,0.593,0.378 +Palestinian Territories,2017,4.628,8.485,0.824,,0.632,-0.163,0.831,0.597,0.416 +Palestinian Territories,2018,4.554,,0.819,,0.655,,0.814,0.610,0.419 +Palestinian Territories,2019,4.483,,0.833,,0.653,,0.829,0.625,0.400 +Panama,2006,6.128,9.764,0.951,67.900,0.882,-0.047,0.912,0.845,0.232 +Panama,2007,6.894,9.859,0.937,68.000,0.640,0.083,0.915,0.820,0.149 +Panama,2008,6.931,9.935,0.922,68.100,0.707,0.060,0.881,0.819,0.150 +Panama,2009,7.034,9.930,0.905,68.200,0.721,0.014,0.889,0.883,0.144 +Panama,2010,7.321,9.969,0.928,68.300,0.755,-0.009,0.880,0.888,0.146 +Panama,2011,7.248,10.059,0.876,68.500,0.829,0.009,0.840,0.885,0.180 +Panama,2012,6.860,10.135,0.897,68.700,0.783,-0.002,0.796,0.869,0.207 +Panama,2013,6.866,10.184,0.896,68.900,0.811,0.018,0.814,0.869,0.226 +Panama,2014,6.631,10.217,0.873,69.100,0.894,0.002,0.847,0.808,0.254 +Panama,2015,6.606,10.255,0.883,69.300,0.847,-0.007,0.810,0.801,0.264 +Panama,2016,6.118,10.287,0.882,69.400,0.884,-0.102,0.837,0.858,0.244 +Panama,2017,6.568,10.324,0.912,69.500,0.900,-0.170,0.841,0.833,0.242 +Panama,2018,6.281,10.343,0.904,69.600,0.861,-0.131,0.837,0.884,0.223 +Panama,2019,6.086,10.356,0.886,69.700,0.883,-0.199,0.869,0.878,0.244 +Paraguay,2006,4.730,9.088,0.895,63.620,0.691,0.066,0.841,0.816,0.303 +Paraguay,2007,5.272,9.126,0.863,63.840,0.699,0.132,0.930,0.867,0.219 +Paraguay,2008,5.570,9.174,0.889,64.060,0.649,0.057,0.891,0.849,0.259 +Paraguay,2009,5.576,9.158,0.900,64.280,0.718,0.027,0.857,0.832,0.186 +Paraguay,2010,5.841,9.250,0.889,64.500,0.726,0.076,0.780,0.855,0.176 +Paraguay,2011,5.677,9.278,0.869,64.620,0.666,0.191,0.756,0.810,0.190 +Paraguay,2012,5.820,9.259,0.931,64.740,0.748,0.200,0.774,0.837,0.213 +Paraguay,2013,5.936,9.326,0.939,64.860,0.909,0.046,0.903,0.919,0.224 +Paraguay,2014,5.119,9.360,0.959,64.980,0.759,-0.002,0.762,0.944,0.216 +Paraguay,2015,5.560,9.377,0.914,65.100,0.806,-0.008,0.863,0.866,0.219 +Paraguay,2016,5.801,9.406,0.940,65.300,0.854,-0.071,0.756,0.925,0.197 +Paraguay,2017,5.713,9.441,0.902,65.500,0.891,0.003,0.810,0.903,0.232 +Paraguay,2019,5.653,9.448,0.892,65.900,0.876,0.028,0.882,0.858,0.275 +Peru,2006,4.811,8.989,0.875,65.340,0.668,-0.071,0.895,0.697,0.420 +Peru,2007,5.214,9.063,0.756,65.580,0.638,-0.078,0.931,0.758,0.361 +Peru,2008,5.129,9.142,0.777,65.820,0.638,-0.067,0.896,0.763,0.354 +Peru,2009,5.519,9.145,0.799,66.060,0.638,-0.079,0.880,0.811,0.320 +Peru,2010,5.613,9.217,0.812,66.300,0.757,-0.060,0.881,0.800,0.330 +Peru,2011,5.892,9.270,0.756,66.480,0.773,-0.123,0.824,0.780,0.331 +Peru,2012,5.825,9.322,0.764,66.660,0.703,-0.079,0.867,0.757,0.398 +Peru,2013,5.783,9.369,0.797,66.840,0.703,-0.066,0.870,0.778,0.390 +Peru,2014,5.866,9.382,0.819,67.020,0.722,-0.136,0.878,0.759,0.319 +Peru,2015,5.577,9.402,0.798,67.200,0.802,-0.090,0.884,0.754,0.378 +Peru,2016,5.701,9.426,0.803,67.500,0.830,-0.134,0.866,0.822,0.338 +Peru,2017,5.711,9.434,0.830,67.800,0.827,-0.154,0.895,0.789,0.394 +Peru,2018,5.680,9.456,0.845,68.100,0.830,-0.178,0.906,0.809,0.380 +Peru,2019,5.999,9.461,0.809,68.400,0.815,-0.130,0.874,0.820,0.375 +Philippines,2006,4.670,8.562,0.795,59.800,0.828,0.063,0.841,0.832, +Philippines,2007,5.074,8.608,0.801,60.000,0.852,-0.022,0.880,0.784,0.378 +Philippines,2008,4.589,8.634,0.798,60.200,0.861,0.083,0.817,0.805,0.384 +Philippines,2009,4.880,8.632,0.775,60.400,0.874,0.004,0.805,0.846,0.311 +Philippines,2010,4.942,8.686,0.805,60.600,0.893,0.033,0.812,0.876,0.294 +Philippines,2011,4.994,8.707,0.789,60.800,0.883,0.073,0.783,0.851,0.358 +Philippines,2012,5.002,8.756,0.813,61.000,0.914,0.053,0.771,0.865,0.351 +Philippines,2013,4.977,8.805,0.846,61.200,0.907,0.021,0.756,0.799,0.332 +Philippines,2014,5.313,8.850,0.813,61.400,0.902,-0.015,0.787,0.813,0.334 +Philippines,2015,5.547,8.896,0.854,61.600,0.912,-0.051,0.755,0.805,0.351 +Philippines,2016,5.431,8.950,0.821,61.700,0.908,-0.071,0.792,0.821,0.290 +Philippines,2017,5.594,9.002,0.851,61.800,0.926,-0.141,0.711,0.769,0.341 +Philippines,2018,5.869,9.050,0.846,61.900,0.918,-0.108,0.726,0.773,0.393 +Philippines,2019,6.268,9.095,0.845,62.000,0.910,-0.083,0.748,0.781,0.341 +Philippines,2020,5.080,9.061,0.781,62.100,0.932,-0.116,0.744,0.804,0.327 +Poland,2005,5.587,9.849,0.922,66.300,0.782,,0.983,0.715,0.282 +Poland,2007,5.886,9.978,0.913,66.700,0.772,-0.047,0.925,0.760,0.238 +Poland,2009,5.772,10.047,0.917,67.100,0.821,0.073,0.898,0.690,0.246 +Poland,2010,5.887,10.085,0.955,67.300,0.795,0.002,0.905,0.737,0.234 +Poland,2011,5.646,10.133,0.905,67.460,0.868,-0.067,0.908,0.725,0.224 +Poland,2012,5.876,10.149,0.936,67.620,0.811,-0.027,0.888,0.787,0.267 +Poland,2013,5.746,10.164,0.912,67.780,0.776,-0.137,0.916,0.784,0.242 +Poland,2014,5.750,10.197,0.924,67.940,0.875,-0.064,0.898,0.777,0.223 +Poland,2015,6.007,10.235,0.893,68.100,0.793,-0.093,0.810,0.734,0.240 +Poland,2016,6.162,10.266,0.917,68.500,0.871,-0.091,0.848,0.777,0.224 +Poland,2017,6.201,10.314,0.882,68.900,0.831,-0.122,0.639,0.677,0.203 +Poland,2018,6.111,10.366,0.863,69.300,0.870,-0.254,0.720,0.742,0.176 +Poland,2019,6.242,10.407,0.878,69.700,0.883,-0.231,0.696,0.725,0.168 +Poland,2020,6.139,10.371,0.953,70.100,0.767,-0.007,0.787,0.760,0.329 +Portugal,2006,5.405,10.360,0.905,69.840,0.882,-0.179,0.880,0.709,0.333 +Portugal,2008,5.717,10.384,0.886,70.320,0.646,-0.217,0.933,0.703,0.309 +Portugal,2010,5.095,10.368,0.864,70.800,0.721,-0.106,0.948,0.742,0.265 +Portugal,2011,5.220,10.353,0.856,71.000,0.875,-0.173,0.962,0.725,0.279 +Portugal,2012,4.994,10.315,0.866,71.200,0.774,-0.097,0.959,0.729,0.370 +Portugal,2013,5.158,10.312,0.867,71.400,0.788,-0.118,0.946,0.700,0.348 +Portugal,2014,5.127,10.325,0.862,71.600,0.847,-0.126,0.941,0.705,0.358 +Portugal,2015,5.081,10.347,0.866,71.800,0.800,-0.163,0.941,0.657,0.371 +Portugal,2016,5.447,10.370,0.905,72.000,0.838,-0.225,0.922,0.684,0.326 +Portugal,2017,5.711,10.407,0.900,72.200,0.905,-0.176,0.881,0.649,0.294 +Portugal,2018,5.920,10.434,0.887,72.400,0.877,-0.261,0.880,0.679,0.318 +Portugal,2019,6.095,10.457,0.876,72.600,0.882,-0.234,0.915,0.710,0.300 +Portugal,2020,5.768,10.371,0.875,72.800,0.913,-0.238,0.867,0.648,0.383 +Qatar,2009,6.418,11.456,0.894,66.580,0.865,0.235,0.184,0.678,0.258 +Qatar,2010,6.850,11.520,,66.700,,0.104,,, +Qatar,2011,6.592,11.553,0.857,67.020,0.905,0.012,,0.761,0.328 +Qatar,2012,6.611,11.523,0.838,67.340,0.924,0.162,,0.766,0.322 +Qatar,2015,6.375,11.486,,68.300,,,,, +Romania,2005,5.049,9.724,0.838,64.000,0.800,,0.957,0.642,0.346 +Romania,2007,5.394,9.892,0.736,64.480,0.686,-0.188,0.949,0.644,0.277 +Romania,2009,5.368,9.949,0.812,64.960,0.606,-0.196,0.967,0.548,0.270 +Romania,2010,4.909,9.915,0.689,65.200,0.566,-0.085,0.974,0.596,0.344 +Romania,2011,5.023,9.940,0.753,65.420,0.650,-0.140,0.964,0.543,0.294 +Romania,2012,5.167,9.965,0.740,65.640,0.645,-0.112,0.959,0.556,0.343 +Romania,2013,5.082,10.004,0.778,65.860,0.655,-0.129,0.952,0.640,0.329 +Romania,2014,5.727,10.041,0.753,66.080,0.754,-0.100,0.958,0.654,0.331 +Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.141,0.962,0.714,0.312 +Romania,2016,5.969,10.136,0.809,66.600,0.822,-0.115,0.949,0.694,0.258 +Romania,2017,6.090,10.211,0.811,66.900,0.839,-0.160,0.926,0.734,0.231 +Romania,2018,6.151,10.260,0.818,67.200,0.845,-0.217,0.921,0.735,0.298 +Romania,2019,6.130,10.306,0.842,67.500,0.848,-0.221,0.954,0.697,0.244 +Russia,2006,4.964,9.991,0.895,58.680,0.643,-0.307,0.935,0.611,0.232 +Russia,2007,5.223,10.074,0.885,59.260,0.593,-0.284,0.933,0.623,0.193 +Russia,2008,5.619,10.125,0.882,59.840,0.643,-0.305,0.924,0.594,0.166 +Russia,2009,5.158,10.044,0.908,60.420,0.617,-0.283,0.954,0.566,0.169 +Russia,2010,5.385,10.087,0.909,61.000,0.613,-0.296,0.937,0.589,0.171 +Russia,2011,5.389,10.129,0.883,61.420,0.626,-0.279,0.935,0.601,0.165 +Russia,2012,5.621,10.166,0.901,61.840,0.609,-0.293,0.938,0.611,0.174 +Russia,2013,5.537,10.182,0.881,62.260,0.661,-0.289,0.934,0.680,0.180 +Russia,2014,6.037,10.171,0.932,62.680,0.744,-0.265,0.869,0.688,0.151 +Russia,2015,5.996,10.149,0.924,63.100,0.685,-0.171,0.913,0.679,0.130 +Russia,2016,5.855,10.149,0.911,63.500,0.714,-0.181,0.925,0.636,0.142 +Russia,2017,5.579,10.166,0.896,63.900,0.731,-0.145,0.862,0.710,0.195 +Russia,2018,5.514,10.191,0.909,64.300,0.729,-0.147,0.865,0.673,0.199 +Russia,2019,5.441,10.205,0.910,64.700,0.715,-0.116,0.848,0.691,0.200 +Russia,2020,5.495,10.162,0.887,65.100,0.714,-0.071,0.823,0.645,0.190 +Rwanda,2006,4.215,7.111,0.718,49.880,0.915,,0.299,0.735,0.189 +Rwanda,2008,4.363,7.239,0.486,53.040,0.752,0.017,0.286,0.643,0.221 +Rwanda,2009,4.030,7.273,0.559,54.620,0.766,-0.001,0.410,0.678,0.112 +Rwanda,2011,4.097,7.369,0.570,56.820,0.829,-0.039,0.161,0.665,0.154 +Rwanda,2012,3.333,7.428,0.637,57.440,0.835,-0.012,0.081,0.703,0.132 +Rwanda,2013,3.466,7.449,0.750,58.060,0.904,-0.028,0.117,0.760,0.167 +Rwanda,2014,3.596,7.484,0.748,58.680,0.894,-0.023,0.078,0.763,0.134 +Rwanda,2015,3.483,7.544,0.678,59.300,0.908,0.025,0.095,0.721,0.206 +Rwanda,2016,3.333,7.576,0.665,59.900,0.911,0.025,0.159,0.752,0.285 +Rwanda,2017,3.108,7.588,0.517,60.500,0.908,0.051,0.214,0.762,0.358 +Rwanda,2018,3.561,7.644,0.616,61.100,0.924,0.057,0.164,0.793,0.308 +Rwanda,2019,3.268,7.708,0.489,61.700,0.869,0.064,0.168,0.736,0.418 +Saudi Arabia,2005,7.080,10.699,0.868,63.500,,,0.505,0.730,0.243 +Saudi Arabia,2007,7.267,10.689,0.892,63.860,0.622,0.005,,0.772,0.232 +Saudi Arabia,2008,6.811,10.722,0.823,64.040,0.532,-0.022,0.508,0.710,0.202 +Saudi Arabia,2009,6.148,10.673,0.921,64.220,0.639,-0.110,0.445,0.742,0.319 +Saudi Arabia,2010,6.307,10.693,0.880,64.400,0.678,-0.033,,0.645,0.297 +Saudi Arabia,2011,6.700,10.758,0.830,64.600,0.603,-0.142,,0.726,0.240 +Saudi Arabia,2012,6.396,10.779,0.867,64.800,0.560,-0.120,,0.715,0.225 +Saudi Arabia,2013,6.495,10.776,0.827,65.000,0.661,-0.081,,0.744,0.276 +Saudi Arabia,2014,6.278,10.783,0.818,65.200,0.762,-0.073,,0.705,0.313 +Saudi Arabia,2015,6.345,10.798,0.820,65.400,0.820,-0.045,,0.724,0.327 +Saudi Arabia,2016,6.474,10.792,0.890,65.700,0.774,-0.132,,0.793,0.266 +Saudi Arabia,2017,6.294,10.764,0.840,66.000,0.814,-0.131,,0.775,0.306 +Saudi Arabia,2018,6.356,10.771,0.868,66.300,0.855,-0.192,,0.764,0.288 +Saudi Arabia,2019,6.561,10.757,0.912,66.600,0.891,-0.147,,0.732,0.238 +Saudi Arabia,2020,6.560,10.701,0.890,66.900,0.884,-0.111,,0.754,0.251 +Senegal,2006,4.417,7.881,0.760,53.380,0.736,-0.051,0.805,0.740,0.225 +Senegal,2007,4.680,7.903,0.718,54.060,0.698,-0.002,0.827,0.714,0.199 +Senegal,2008,4.683,7.916,0.756,54.740,0.612,-0.030,0.879,0.673,0.252 +Senegal,2009,4.335,7.909,0.810,55.420,0.557,-0.036,0.918,0.757,0.228 +Senegal,2010,4.372,7.917,0.760,56.100,0.777,-0.077,0.851,0.769,0.143 +Senegal,2011,3.834,7.904,0.602,56.560,0.641,-0.160,0.870,0.752,0.180 +Senegal,2012,3.669,7.926,0.711,57.020,0.668,-0.036,0.852,0.771,0.214 +Senegal,2013,3.647,7.926,0.823,57.480,0.636,-0.052,0.837,0.680,0.165 +Senegal,2014,4.395,7.961,0.856,57.940,0.692,-0.045,0.700,0.725,0.157 +Senegal,2015,4.617,7.995,0.702,58.400,0.720,-0.111,0.765,0.711,0.208 +Senegal,2016,4.595,8.029,0.839,58.800,0.744,-0.086,0.794,0.784,0.245 +Senegal,2017,4.683,8.072,0.744,59.200,0.687,-0.044,0.825,0.746,0.291 +Senegal,2018,4.769,8.106,0.739,59.600,0.629,-0.074,0.805,0.714,0.247 +Senegal,2019,5.489,8.130,0.688,60.000,0.759,-0.019,0.796,0.789,0.332 +Serbia,2007,4.750,9.532,0.844,65.600,0.453,-0.165,0.905,0.576,0.334 +Serbia,2009,4.380,9.568,0.770,66.000,0.373,-0.178,0.961,0.544,0.435 +Serbia,2010,4.461,9.579,0.726,66.200,0.463,-0.170,0.965,0.532,0.415 +Serbia,2011,4.815,9.607,0.773,66.360,0.440,-0.185,0.977,0.545,0.410 +Serbia,2012,5.155,9.605,0.819,66.520,0.461,-0.130,0.952,0.514,0.371 +Serbia,2013,5.102,9.638,0.828,66.680,0.533,-0.100,0.908,0.529,0.403 +Serbia,2014,5.113,9.627,0.783,66.840,0.532,0.072,0.912,0.498,0.326 +Serbia,2015,5.318,9.649,0.816,67.000,0.546,-0.062,0.859,0.496,0.303 +Serbia,2016,5.753,9.688,0.895,67.400,0.614,-0.068,0.890,0.535,0.298 +Serbia,2017,5.122,9.713,0.884,67.800,0.685,-0.077,0.851,0.510,0.326 +Serbia,2018,5.936,9.762,0.853,68.200,0.740,-0.100,0.864,0.559,0.296 +Serbia,2019,6.241,9.808,0.903,68.600,0.753,-0.040,0.813,0.509,0.242 +Serbia,2020,6.042,9.788,0.852,69.000,0.843,0.149,0.824,0.603,0.358 +Sierra Leone,2006,3.628,7.136,0.561,40.300,0.679,0.101,0.836,0.505,0.381 +Sierra Leone,2007,3.585,7.187,0.686,41.200,0.720,0.248,0.830,0.582,0.290 +Sierra Leone,2008,2.997,7.215,0.591,42.100,0.716,0.148,0.925,0.534,0.370 +Sierra Leone,2010,4.134,7.254,0.812,43.900,0.726,0.012,0.910,0.514,0.290 +Sierra Leone,2011,4.502,7.292,0.782,44.320,0.770,0.005,0.855,0.446,0.300 +Sierra Leone,2013,4.514,7.577,0.708,45.160,0.720,-0.071,0.856,0.521,0.423 +Sierra Leone,2014,4.500,7.600,0.869,45.580,0.681,0.034,0.786,0.570,0.334 +Sierra Leone,2015,4.909,7.347,0.611,46.000,0.624,0.050,0.825,0.625,0.414 +Sierra Leone,2016,4.733,7.384,0.657,47.600,0.681,0.106,0.863,0.584,0.456 +Sierra Leone,2017,4.090,7.404,0.652,49.200,0.711,0.079,0.848,0.600,0.495 +Sierra Leone,2018,4.306,7.417,0.650,50.800,0.716,0.095,0.856,0.552,0.466 +Sierra Leone,2019,3.447,7.449,0.611,52.400,0.718,0.074,0.874,0.513,0.438 +Singapore,2006,6.463,11.168,0.904,73.600,0.757,0.138,,0.751,0.267 +Singapore,2007,6.834,11.212,0.921,73.900,0.867,0.293,0.064,0.700,0.114 +Singapore,2008,6.642,11.178,0.845,74.200,0.661,0.046,0.066,0.721,0.256 +Singapore,2009,6.145,11.149,0.866,74.500,0.776,-0.075,0.035,0.500,0.208 +Singapore,2010,6.531,11.267,0.864,74.800,0.846,-0.018,0.060,0.602,0.131 +Singapore,2011,6.561,11.307,0.904,75.020,0.822,-0.149,0.099,0.483,0.144 +Singapore,2013,6.533,11.357,0.808,75.460,0.827,0.115,0.242,0.770,0.148 +Singapore,2014,7.062,11.383,0.822,75.680,0.835,0.154,0.133,0.841,0.180 +Singapore,2015,6.620,11.400,0.866,75.900,0.887,0.150,0.099,0.803,0.142 +Singapore,2016,6.033,11.419,0.925,76.200,0.904,0.143,0.047,0.824,0.111 +Singapore,2017,6.378,11.461,0.897,76.500,0.926,0.136,0.162,0.800,0.179 +Singapore,2018,6.375,11.490,0.903,76.800,0.916,-0.066,0.097,0.787,0.107 +Singapore,2019,6.378,11.486,0.925,77.100,0.938,0.027,0.070,0.723,0.138 +Slovakia,2006,5.265,10.015,0.954,66.000,0.542,-0.050,0.946,0.678,0.308 +Slovakia,2010,6.052,10.169,0.920,66.800,0.636,-0.101,0.907,0.666,0.277 +Slovakia,2011,5.945,10.196,0.917,67.040,0.727,0.010,0.907,0.637,0.287 +Slovakia,2012,5.911,10.213,0.926,67.280,0.620,-0.028,0.907,0.656,0.302 +Slovakia,2013,5.937,10.218,0.909,67.520,0.598,-0.051,0.915,0.698,0.277 +Slovakia,2014,6.139,10.244,0.924,67.760,0.635,-0.126,0.914,0.703,0.267 +Slovakia,2015,6.162,10.291,0.943,68.000,0.587,-0.128,0.928,0.714,0.269 +Slovakia,2016,5.993,10.310,0.945,68.300,0.700,-0.061,0.917,0.774,0.232 +Slovakia,2017,6.366,10.339,0.913,68.600,0.714,-0.055,0.920,0.788,0.213 +Slovakia,2018,6.235,10.376,0.922,68.900,0.758,-0.167,0.910,0.754,0.253 +Slovakia,2019,6.243,10.398,0.933,69.200,0.771,-0.129,0.926,0.750,0.252 +Slovakia,2020,6.519,10.332,0.954,69.500,0.762,-0.075,0.901,0.764,0.274 +Slovenia,2006,5.811,10.403,0.936,68.000,0.936,0.043,0.708,0.652,0.307 +Slovenia,2009,5.830,10.410,0.919,68.900,0.896,-0.019,0.804,0.641,0.303 +Slovenia,2010,6.083,10.419,0.917,69.200,0.896,0.029,0.845,0.671,0.295 +Slovenia,2011,6.036,10.426,0.931,69.400,0.907,-0.025,0.893,0.652,0.285 +Slovenia,2012,6.063,10.397,0.925,69.600,0.904,-0.020,0.891,0.656,0.284 +Slovenia,2013,5.975,10.385,0.932,69.800,0.890,0.036,0.918,0.635,0.274 +Slovenia,2014,5.678,10.412,0.908,70.000,0.888,0.052,0.909,0.620,0.291 +Slovenia,2015,5.741,10.433,0.901,70.200,0.896,0.008,0.892,0.659,0.261 +Slovenia,2016,5.937,10.463,0.934,70.500,0.904,-0.055,0.838,0.626,0.272 +Slovenia,2017,6.167,10.509,0.928,70.800,0.921,-0.025,0.829,0.615,0.286 +Slovenia,2018,6.249,10.546,0.941,71.100,0.942,-0.119,0.839,0.644,0.275 +Slovenia,2019,6.665,10.563,0.949,71.400,0.945,-0.102,0.785,0.679,0.228 +Slovenia,2020,6.462,10.478,0.953,71.700,0.958,-0.081,0.797,0.610,0.314 +Somalia,2014,5.528,,0.611,49.600,0.874,,0.456,0.834,0.207 +Somalia,2015,5.354,,0.599,50.100,0.968,,0.410,0.901,0.187 +Somalia,2016,4.668,,0.594,50.000,0.917,,0.441,0.891,0.193 +Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.819,0.112 +Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.769,0.083 +Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.749,0.122 +Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.735,0.152 +South Africa,2006,5.084,9.386,0.913,48.020,0.649,-0.084,,0.802,0.223 +South Africa,2007,5.204,9.426,0.788,48.640,0.690,-0.158,0.859,0.735,0.210 +South Africa,2008,5.346,9.444,0.810,49.260,0.749,-0.095,0.866,0.773,0.206 +South Africa,2009,5.218,9.414,0.877,49.880,0.739,-0.154,0.904,0.727,0.231 +South Africa,2010,4.652,9.430,0.917,50.500,0.739,-0.202,0.791,0.794,0.124 +South Africa,2011,4.931,9.447,0.858,51.460,0.835,-0.154,0.819,0.763,0.230 +South Africa,2012,5.134,9.453,0.907,52.420,0.590,-0.163,0.838,0.761,0.178 +South Africa,2013,3.661,9.461,0.839,53.380,0.714,-0.077,0.800,0.773,0.167 +South Africa,2014,4.828,9.464,0.881,54.340,0.794,-0.117,0.820,0.798,0.243 +South Africa,2015,4.887,9.460,0.898,55.300,0.862,-0.127,0.853,0.781,0.161 +South Africa,2016,4.770,9.450,0.875,55.700,0.774,-0.070,0.813,0.786,0.301 +South Africa,2017,4.514,9.450,0.870,56.100,0.787,-0.129,0.865,0.785,0.268 +South Africa,2018,4.884,9.444,0.841,56.500,0.753,-0.050,0.841,0.812,0.283 +South Africa,2019,5.035,9.432,0.848,56.900,0.738,-0.134,0.820,0.801,0.268 +South Africa,2020,4.947,9.332,0.891,57.300,0.757,-0.015,0.912,0.820,0.294 +South Korea,2006,5.332,10.310,0.775,70.200,0.715,-0.052,0.799,0.651,0.338 +South Korea,2007,5.767,10.361,0.827,70.500,0.656,-0.059,0.803,0.690,0.226 +South Korea,2008,5.390,10.383,0.754,70.800,0.524,-0.102,0.771,0.643,0.239 +South Korea,2009,5.648,10.386,0.811,71.100,0.600,-0.096,0.787,0.697,0.209 +South Korea,2010,6.116,10.447,0.816,71.400,0.677,-0.033,0.752,0.662,0.130 +South Korea,2011,6.947,10.475,0.809,71.660,0.682,-0.048,0.827,0.656,0.168 +South Korea,2012,6.003,10.494,0.775,71.920,0.618,,0.844,0.664,0.206 +South Korea,2013,5.959,10.520,0.797,72.180,0.642,-0.050,0.832,0.676,0.189 +South Korea,2014,5.801,10.546,0.738,72.440,0.623,-0.043,0.834,0.653,0.283 +South Korea,2015,5.780,10.568,0.768,72.700,0.616,-0.036,0.841,0.650,0.244 +South Korea,2016,5.971,10.593,0.811,73.000,0.591,0.026,0.862,0.676,0.233 +South Korea,2017,5.874,10.621,0.807,73.300,0.538,0.014,0.851,0.623,0.235 +South Korea,2018,5.840,10.643,0.798,73.600,0.600,-0.089,0.797,0.661,0.217 +South Korea,2019,5.903,10.661,0.783,73.900,0.706,-0.055,0.718,0.684,0.236 +South Korea,2020,5.793,10.648,0.808,74.200,0.711,-0.106,0.665,0.640,0.247 +South Sudan,2014,3.832,,0.545,49.840,0.567,,0.742,0.614,0.428 +South Sudan,2015,4.071,,0.585,50.200,0.512,,0.710,0.586,0.450 +South Sudan,2016,2.888,,0.532,50.600,0.440,,0.785,0.615,0.549 +South Sudan,2017,2.817,,0.557,51.000,0.456,,0.761,0.586,0.517 +Spain,2005,7.153,10.546,0.961,71.500,0.916,,0.777,0.776,0.241 +Spain,2007,6.995,10.587,0.957,72.060,0.782,-0.093,0.784,0.763,0.264 +Spain,2008,7.294,10.579,0.948,72.340,0.834,-0.150,0.683,0.772,0.260 +Spain,2009,6.199,10.532,0.929,72.620,0.749,-0.127,0.798,0.752,0.336 +Spain,2010,6.188,10.529,0.950,72.900,0.796,-0.138,0.840,0.724,0.322 +Spain,2011,6.518,10.518,0.944,73.020,0.819,-0.122,0.846,0.737,0.356 +Spain,2012,6.291,10.487,0.937,73.140,0.755,-0.059,0.844,0.749,0.366 +Spain,2013,6.150,10.476,0.929,73.260,0.759,-0.101,0.916,0.696,0.372 +Spain,2014,6.456,10.492,0.948,73.380,0.738,-0.028,0.854,0.716,0.335 +Spain,2015,6.381,10.531,0.956,73.500,0.732,-0.072,0.822,0.732,0.285 +Spain,2016,6.319,10.560,0.942,73.800,0.768,-0.048,0.819,0.653,0.301 +Spain,2017,6.230,10.586,0.903,74.100,0.756,-0.032,0.791,0.625,0.302 +Spain,2018,6.513,10.605,0.910,74.400,0.722,-0.075,0.777,0.659,0.357 +Spain,2019,6.457,10.618,0.949,74.700,0.778,-0.049,0.730,0.663,0.316 +Spain,2020,6.502,10.488,0.935,75.000,0.783,-0.121,0.730,0.686,0.317 +Sri Lanka,2006,4.345,8.912,0.864,65.780,0.724,0.062,0.838,0.757,0.216 +Sri Lanka,2007,4.415,8.970,0.838,65.860,0.736,0.110,0.847,0.709,0.220 +Sri Lanka,2008,4.431,9.021,0.816,65.940,0.834,0.163,0.861,0.790,0.153 +Sri Lanka,2009,4.212,9.049,0.830,66.020,0.799,0.306,0.690,0.770,0.172 +Sri Lanka,2010,3.977,9.119,0.814,66.100,0.738,0.259,0.769,0.823,0.163 +Sri Lanka,2011,4.181,9.193,0.842,66.200,0.823,0.145,0.760,0.825,0.175 +Sri Lanka,2012,4.225,9.279,0.824,66.300,0.800,0.161,0.823,0.864,0.197 +Sri Lanka,2013,4.365,9.305,0.809,66.400,0.834,0.268,0.842,0.860,0.208 +Sri Lanka,2014,4.268,9.344,0.805,66.500,0.868,0.299,0.791,0.843,0.187 +Sri Lanka,2015,4.612,9.383,0.863,66.600,0.902,0.319,0.859,0.848,0.235 +Sri Lanka,2017,4.331,9.440,0.823,67.000,0.827,0.094,0.844,0.795,0.270 +Sri Lanka,2018,4.435,9.462,0.833,67.200,0.859,0.106,0.856,0.831,0.302 +Sri Lanka,2019,4.213,9.479,0.815,67.400,0.824,0.051,0.863,0.816,0.315 +Sudan,2009,4.455,8.106,0.911,53.700,0.710,0.077,0.701,0.734,0.245 +Sudan,2010,4.435,8.076,0.855,54.000,0.648,-0.040,0.737,0.669,0.221 +Sudan,2011,4.314,8.204,0.818,54.280,0.583,-0.024,0.663,0.586,0.249 +Sudan,2012,4.550,8.296,0.813,54.560,0.412,-0.056,0.734,0.576,0.242 +Sudan,2014,4.139,8.317,0.811,55.120,0.390,-0.063,0.794,0.541,0.303 +Suriname,2012,6.269,9.797,0.797,62.240,0.885,-0.077,0.751,0.764,0.250 +Swaziland,2011,4.867,8.940,0.837,40.808,0.607,-0.067,0.917,0.821,0.251 +Swaziland,2018,4.212,9.060,0.779,50.353,0.710,-0.178,0.692,0.824,0.252 +Swaziland,2019,4.396,9.070,0.759,51.270,0.597,-0.191,0.724,0.778,0.280 +Sweden,2005,7.376,10.739,0.951,71.200,0.964,,,0.840,0.151 +Sweden,2007,7.241,10.806,0.917,71.480,0.910,0.146,0.289,0.796,0.177 +Sweden,2008,7.516,10.793,0.923,71.620,0.912,0.125,0.314,0.804,0.134 +Sweden,2009,7.266,10.740,0.903,71.760,0.864,0.221,0.292,0.820,0.151 +Sweden,2010,7.496,10.790,0.970,71.900,0.905,0.141,0.253,0.833,0.200 +Sweden,2011,7.382,10.814,0.921,71.980,0.941,0.161,0.269,0.815,0.179 +Sweden,2012,7.560,10.800,0.929,72.060,0.944,0.132,0.254,0.855,0.170 +Sweden,2013,7.434,10.804,0.916,72.140,0.936,0.159,0.324,0.829,0.184 +Sweden,2014,7.239,10.820,0.933,72.220,0.945,0.202,0.250,0.836,0.208 +Sweden,2015,7.289,10.853,0.929,72.300,0.935,0.211,0.232,0.818,0.191 +Sweden,2016,7.369,10.861,0.912,72.400,0.918,0.146,0.246,0.816,0.201 +Sweden,2017,7.287,10.873,0.914,72.500,0.935,0.170,0.239,0.814,0.175 +Sweden,2018,7.375,10.881,0.931,72.600,0.942,0.077,0.263,0.823,0.161 +Sweden,2019,7.398,10.882,0.934,72.700,0.942,0.091,0.250,0.826,0.202 +Sweden,2020,7.314,10.838,0.936,72.800,0.951,0.091,0.203,0.766,0.222 +Switzerland,2006,7.473,11.050,0.951,71.540,0.919,0.290,0.408,0.821,0.212 +Switzerland,2009,7.525,11.055,0.938,72.260,0.891,0.125,0.342,0.814,0.202 +Switzerland,2012,7.776,11.079,0.947,72.780,0.945,0.139,0.323,0.859,0.176 +Switzerland,2014,7.493,11.098,0.959,73.060,0.949,0.060,0.283,0.823,0.189 +Switzerland,2015,7.572,11.100,0.938,73.200,0.928,0.109,0.210,0.809,0.166 +Switzerland,2016,7.459,11.106,0.928,73.500,0.934,0.088,0.302,0.779,0.206 +Switzerland,2017,7.474,11.115,0.950,73.800,0.925,0.180,0.316,0.774,0.196 +Switzerland,2018,7.509,11.134,0.930,74.100,0.926,0.101,0.301,0.792,0.192 +Switzerland,2019,7.694,11.136,0.949,74.400,0.913,0.036,0.294,0.798,0.171 +Switzerland,2020,7.508,11.081,0.946,74.700,0.917,-0.064,0.280,0.769,0.193 +Syria,2008,5.323,8.652,0.712,63.900,0.661,0.122,0.680,0.609,0.338 +Syria,2009,4.979,8.654,0.842,64.000,0.748,0.082,0.688,0.574,0.292 +Syria,2010,4.465,8.729,0.934,64.100,0.647,0.008,0.743,0.558,0.225 +Syria,2011,4.038,8.727,0.576,62.320,0.530,0.131,0.741,0.599,0.496 +Syria,2012,3.164,8.563,0.588,60.540,0.467,0.316,0.673,0.464,0.705 +Syria,2013,2.688,8.396,0.585,58.760,0.455,0.225,0.663,0.387,0.622 +Syria,2015,3.462,8.442,0.464,55.200,0.448,0.045,0.685,0.369,0.643 +Taiwan Province of China,2006,6.189,10.613,0.882,68.680,0.630,-0.030,0.846,0.814,0.094 +Taiwan Province of China,2008,5.548,10.606,0.830,69.140,0.642,-0.017,0.785,0.794,0.169 +Taiwan Province of China,2010,6.229,10.691,0.831,69.600,0.677,0.005,0.821,0.845,0.136 +Taiwan Province of China,2011,6.309,10.705,0.863,,0.761,0.035,0.755,0.827,0.112 +Taiwan Province of China,2012,6.126,10.716,0.825,,0.698,0.022,0.803,0.821,0.140 +Taiwan Province of China,2013,6.340,10.750,0.817,,0.690,0.002,0.841,0.846,0.124 +Taiwan Province of China,2014,6.363,10.798,0.870,,0.693,0.092,0.866,0.849,0.108 +Taiwan Province of China,2015,6.450,10.842,0.885,,0.701,0.019,0.857,0.832,0.129 +Taiwan Province of China,2016,6.513,10.855,0.895,,0.719,-0.049,0.811,0.833,0.108 +Taiwan Province of China,2017,6.359,10.871,0.891,,0.760,-0.070,0.743,0.837,0.114 +Taiwan Province of China,2018,6.467,,0.896,,0.741,,0.736,0.848,0.093 +Taiwan Province of China,2019,6.537,,0.893,,0.814,,0.718,0.860,0.093 +Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.845,0.083 +Tajikistan,2006,4.613,7.554,0.724,60.640,0.702,-0.088,0.768,0.566,0.195 +Tajikistan,2007,4.432,7.609,0.727,61.080,0.818,0.000,0.659,0.694,0.133 +Tajikistan,2008,5.064,7.665,0.701,61.520,0.816,0.018,0.723,0.606,0.160 +Tajikistan,2009,4.575,7.682,0.676,61.960,0.744,0.001,0.792,0.605,0.203 +Tajikistan,2010,4.381,7.723,0.759,62.400,0.784,0.062,0.679,0.643,0.192 +Tajikistan,2011,4.263,7.772,0.751,62.560,0.776,-0.119,0.672,0.698,0.166 +Tajikistan,2012,4.497,7.821,0.729,62.720,0.749,-0.073,0.717,0.714,0.198 +Tajikistan,2013,4.967,7.870,0.701,62.880,0.693,0.063,0.764,0.677,0.170 +Tajikistan,2014,4.896,7.911,0.810,63.040,0.853,0.002,0.698,0.656,0.196 +Tajikistan,2015,5.124,7.945,0.844,63.200,0.847,0.022,0.742,0.689,0.196 +Tajikistan,2016,5.104,7.987,0.857,63.500,0.703,0.010,0.632,0.644,0.220 +Tajikistan,2017,5.829,8.036,0.663,63.800,0.832,0.124,0.718,0.603,0.278 +Tajikistan,2018,5.497,8.082,0.875,64.100,,-0.065,0.578,0.695,0.220 +Tajikistan,2019,5.464,8.126,0.880,64.400,,-0.045,0.490,0.729,0.178 +Tajikistan,2020,5.373,8.080,0.790,64.700,,-0.040,0.550,0.749,0.344 +Tanzania,2006,3.922,7.485,0.783,48.700,0.787,-0.027,0.649,0.748,0.209 +Tanzania,2007,4.318,7.522,0.708,49.600,0.716,-0.013,0.707,0.755,0.220 +Tanzania,2008,4.385,7.549,0.774,50.500,0.562,0.256,0.930,0.744,0.178 +Tanzania,2009,3.408,7.572,0.837,51.400,0.607,0.308,0.903,0.778,0.161 +Tanzania,2010,3.229,7.604,0.813,52.300,0.597,0.139,0.866,0.717,0.146 +Tanzania,2011,4.074,7.649,0.883,53.040,0.736,-0.046,0.816,0.765,0.145 +Tanzania,2012,4.007,7.663,0.832,53.780,0.577,0.213,0.887,0.679,0.195 +Tanzania,2013,3.852,7.699,0.803,54.520,0.654,0.054,0.859,0.738,0.191 +Tanzania,2014,3.483,7.734,0.789,55.260,0.654,0.110,0.878,0.731,0.241 +Tanzania,2015,3.661,7.764,0.790,56.000,0.759,0.149,0.906,0.619,0.192 +Tanzania,2016,2.903,7.800,0.638,56.500,0.775,0.179,0.739,0.694,0.246 +Tanzania,2017,3.347,7.836,0.705,57.000,0.800,0.116,0.654,0.715,0.255 +Tanzania,2018,3.445,7.859,0.675,57.500,0.807,0.153,0.612,0.762,0.221 +Tanzania,2019,3.640,7.886,0.687,58.000,0.850,0.100,0.589,0.726,0.243 +Tanzania,2020,3.786,7.881,0.740,58.500,0.830,0.295,0.521,0.686,0.271 +Thailand,2006,5.885,9.461,0.894,64.140,0.863,0.331,0.935,0.814,0.164 +Thailand,2007,5.784,9.508,0.889,64.480,0.870,0.391,0.898,0.832,0.180 +Thailand,2008,5.636,9.520,0.832,64.820,0.868,0.425,0.933,0.819,0.145 +Thailand,2009,5.476,9.508,0.893,65.160,0.868,0.525,0.904,0.898,0.166 +Thailand,2010,6.217,9.576,0.898,65.500,0.860,0.536,0.917,0.901,0.182 +Thailand,2011,6.664,9.579,0.884,65.720,0.927,0.400,0.923,0.934,0.117 +Thailand,2012,6.300,9.645,0.906,65.940,0.847,0.380,0.909,0.855,0.138 +Thailand,2013,6.231,9.667,0.926,66.160,0.781,0.456,0.925,0.846,0.141 +Thailand,2014,6.985,9.672,0.933,66.380,0.900,0.553,0.920,0.811,0.169 +Thailand,2015,6.202,9.699,0.866,66.600,0.885,0.316,0.914,0.910,0.174 +Thailand,2016,6.074,9.729,0.908,66.800,0.924,0.356,0.878,0.835,0.218 +Thailand,2017,5.939,9.765,0.877,67.000,0.923,0.212,0.884,0.816,0.232 +Thailand,2018,6.012,9.803,0.873,67.200,0.905,0.259,0.907,0.843,0.198 +Thailand,2019,6.022,9.824,0.903,67.400,0.898,0.309,0.877,0.843,0.208 +Thailand,2020,5.885,9.769,0.867,67.600,0.840,0.273,0.918,0.783,0.326 +Togo,2006,3.202,7.078,0.435,49.260,0.628,-0.007,0.850,0.615,0.348 +Togo,2008,2.808,7.052,0.291,50.180,0.287,-0.055,0.932,0.362,0.379 +Togo,2011,2.936,7.146,0.303,51.580,0.584,-0.070,0.832,0.480,0.395 +Togo,2014,2.839,7.247,0.444,53.020,0.663,-0.085,0.795,0.583,0.443 +Togo,2015,3.768,7.277,0.479,53.500,0.772,-0.069,0.733,0.599,0.416 +Togo,2016,3.879,7.306,0.509,53.900,0.730,-0.007,0.815,0.604,0.483 +Togo,2017,4.361,7.324,0.508,54.300,0.717,-0.042,0.726,0.614,0.426 +Togo,2018,4.023,7.348,0.596,54.700,0.612,-0.007,0.809,0.608,0.446 +Togo,2019,4.179,7.375,0.539,55.100,0.617,0.065,0.737,0.590,0.444 +Trinidad and Tobago,2006,5.832,10.224,0.887,61.760,0.840,0.141,0.917,0.798,0.229 +Trinidad and Tobago,2008,6.696,10.295,0.858,62.080,0.838,0.087,0.959,0.817,0.184 +Trinidad and Tobago,2011,6.519,10.263,0.863,62.540,0.775,0.078,0.900,0.906,0.134 +Trinidad and Tobago,2013,6.168,10.285,0.883,62.820,0.847,0.128,0.948,0.833,0.286 +Trinidad and Tobago,2017,6.192,10.183,0.916,63.500,0.859,0.015,0.911,0.846,0.248 +Tunisia,2009,5.025,9.197,,64.960,0.781,-0.119,0.722,, +Tunisia,2010,5.131,9.222,0.863,65.100,0.624,-0.135,0.732,0.725,0.249 +Tunisia,2011,4.876,9.192,0.715,65.280,0.603,-0.199,0.913,0.588,0.248 +Tunisia,2012,4.464,9.222,0.614,65.460,0.568,-0.176,0.899,0.521,0.327 +Tunisia,2013,5.246,9.240,0.648,65.640,0.536,-0.207,0.886,0.517,0.239 +Tunisia,2014,4.764,9.260,0.680,65.820,0.589,-0.232,0.783,0.503,0.321 +Tunisia,2015,5.132,9.261,0.609,66.000,0.711,-0.226,0.815,0.573,0.320 +Tunisia,2016,4.521,9.262,0.702,66.300,0.614,-0.165,0.811,0.612,0.378 +Tunisia,2017,4.124,9.269,0.717,66.600,0.478,-0.219,0.869,0.421,0.377 +Tunisia,2018,4.741,9.284,0.733,66.900,0.650,-0.191,0.840,0.592,0.365 +Tunisia,2019,4.315,9.283,0.610,67.200,0.659,-0.209,0.889,0.539,0.433 +Tunisia,2020,4.731,9.231,0.719,67.500,0.668,-0.202,0.877,0.585,0.439 +Turkey,2005,4.719,9.809,0.820,62.600,0.623,,0.877,0.557, +Turkey,2007,5.623,9.903,0.792,63.320,0.459,-0.178,0.800,0.651,0.395 +Turkey,2008,5.118,9.899,0.645,63.680,0.415,-0.189,0.785,0.614,0.345 +Turkey,2009,5.213,9.838,0.755,64.040,0.456,-0.227,0.853,0.598,0.316 +Turkey,2010,5.490,9.906,0.795,64.400,0.515,-0.187,0.811,0.652,0.327 +Turkey,2011,5.272,9.996,0.692,64.640,0.446,-0.242,0.649,0.621,0.380 +Turkey,2012,5.309,10.026,0.739,64.880,0.471,-0.216,0.702,0.645,0.335 +Turkey,2013,4.888,10.091,0.795,65.120,0.541,-0.229,0.698,0.635,0.392 +Turkey,2014,5.580,10.124,0.863,65.360,0.649,-0.024,0.764,0.483,0.377 +Turkey,2015,5.514,10.166,0.851,65.600,0.653,-0.016,0.806,0.460,0.382 +Turkey,2016,5.326,10.181,0.880,66.000,0.644,-0.065,0.764,0.465,0.390 +Turkey,2017,5.607,10.238,0.876,66.400,0.644,-0.237,0.671,0.450,0.313 +Turkey,2018,5.186,10.251,0.847,66.800,0.529,-0.176,0.805,0.435,0.351 +Turkey,2019,4.872,10.246,0.792,67.200,0.631,-0.136,0.760,0.422,0.368 +Turkey,2020,4.862,10.219,0.857,67.600,0.510,-0.111,0.774,0.384,0.440 +Turkmenistan,2009,6.568,8.989,0.924,59.440,,-0.102,,0.781,0.152 +Turkmenistan,2011,5.792,9.182,0.964,60.040,,0.018,,0.639,0.122 +Turkmenistan,2012,5.464,9.269,0.946,60.280,0.786,-0.123,,0.584,0.117 +Turkmenistan,2013,5.392,9.348,0.846,60.520,0.705,-0.071,,0.599,0.160 +Turkmenistan,2014,5.787,9.427,0.909,60.760,0.805,0.032,,0.695,0.154 +Turkmenistan,2015,5.791,9.472,0.960,61.000,0.701,0.093,,0.705,0.301 +Turkmenistan,2016,5.887,9.515,0.929,61.400,0.749,0.005,,0.636,0.255 +Turkmenistan,2017,5.229,9.561,0.908,61.800,0.720,0.066,,0.521,0.350 +Turkmenistan,2018,4.621,9.605,0.984,62.200,0.858,0.260,,0.612,0.189 +Turkmenistan,2019,5.474,9.651,0.982,62.600,0.892,0.285,,0.510,0.183 +Uganda,2006,3.734,7.370,0.760,46.480,0.747,-0.041,0.807,0.590,0.254 +Uganda,2007,4.456,7.419,0.845,47.460,0.708,-0.001,0.881,0.708,0.228 +Uganda,2008,4.569,7.471,0.813,48.440,0.578,-0.055,0.848,0.641,0.240 +Uganda,2009,4.612,7.505,0.852,49.420,0.760,-0.037,0.840,0.640,0.296 +Uganda,2010,4.193,7.528,0.830,50.400,0.801,-0.015,0.855,0.648,0.251 +Uganda,2011,4.826,7.586,0.882,51.220,0.733,0.032,0.830,0.678,0.254 +Uganda,2012,4.309,7.592,0.885,52.040,0.649,0.081,0.838,0.754,0.265 +Uganda,2013,3.710,7.595,0.878,52.860,0.763,0.053,0.820,0.676,0.346 +Uganda,2014,3.770,7.611,0.821,53.680,0.834,0.009,0.898,0.681,0.397 +Uganda,2015,4.238,7.627,0.747,54.500,0.758,0.135,0.873,0.703,0.353 +Uganda,2016,4.233,7.637,0.754,54.900,0.739,0.132,0.811,0.668,0.410 +Uganda,2017,4.001,7.638,0.740,55.300,0.772,0.060,0.816,0.703,0.400 +Uganda,2018,4.322,7.660,0.740,55.700,0.729,0.079,0.856,0.685,0.390 +Uganda,2019,4.948,7.688,0.805,56.100,0.704,0.139,0.826,0.693,0.385 +Uganda,2020,4.641,7.684,0.800,56.500,0.687,0.147,0.878,0.699,0.425 +Ukraine,2006,4.804,9.380,0.852,60.120,0.624,-0.257,0.929,0.622,0.249 +Ukraine,2007,5.252,9.459,0.820,60.640,0.494,-0.241,0.968,0.636,0.208 +Ukraine,2008,5.172,9.488,0.860,61.160,0.487,-0.265,0.929,0.573,0.186 +Ukraine,2009,5.166,9.332,0.845,61.680,0.460,-0.241,0.962,0.583,0.189 +Ukraine,2010,5.058,9.374,0.884,62.200,0.484,-0.189,0.954,0.513,0.227 +Ukraine,2011,5.083,9.431,0.859,62.500,0.579,-0.228,0.933,0.590,0.220 +Ukraine,2012,5.030,9.436,0.898,62.800,0.564,-0.223,0.896,0.570,0.193 +Ukraine,2013,4.711,9.438,0.897,63.100,0.569,-0.216,0.937,0.643,0.225 +Ukraine,2014,4.297,9.426,0.877,63.400,0.533,0.084,0.927,0.594,0.249 +Ukraine,2015,3.965,9.327,0.909,63.700,0.431,-0.033,0.952,0.574,0.241 +Ukraine,2016,4.029,9.353,0.885,64.000,0.503,0.011,0.891,0.589,0.220 +Ukraine,2017,4.311,9.382,0.858,64.300,0.599,-0.002,0.937,0.597,0.235 +Ukraine,2018,4.662,9.420,0.901,64.600,0.663,-0.074,0.943,0.609,0.222 +Ukraine,2019,4.702,9.458,0.883,64.900,0.715,-0.081,0.885,0.634,0.201 +Ukraine,2020,5.270,9.428,0.885,65.200,0.784,0.126,0.946,0.688,0.285 +United Arab Emirates,2006,6.734,11.367,0.903,65.920,0.898,-0.033,0.203,0.746,0.275 +United Arab Emirates,2009,6.866,10.975,0.885,66.280,0.849,0.019,0.339,0.770,0.287 +United Arab Emirates,2010,7.097,10.914,0.912,66.400,0.878,0.057,0.355,0.763,0.233 +United Arab Emirates,2011,7.119,10.935,0.881,66.420,0.889,0.071,,0.763,0.216 +United Arab Emirates,2012,7.218,10.958,0.856,66.440,0.920,,,0.768,0.224 +United Arab Emirates,2013,6.621,11.001,0.864,66.460,0.936,,,,0.291 +United Arab Emirates,2014,6.540,11.041,,66.480,,,,, +United Arab Emirates,2015,6.568,11.086,0.824,66.500,0.915,0.201,,0.761,0.296 +United Arab Emirates,2016,6.831,11.105,0.849,66.700,0.949,0.131,,0.775,0.245 +United Arab Emirates,2017,7.039,11.115,0.836,66.900,0.962,0.216,,0.795,0.208 +United Arab Emirates,2018,6.604,11.112,0.851,67.100,0.944,0.054,,0.787,0.302 +United Arab Emirates,2019,6.711,11.114,0.862,67.300,0.911,0.129,,0.793,0.284 +United Arab Emirates,2020,6.458,11.053,0.827,67.500,0.942,0.060,,0.752,0.298 +United Kingdom,2005,6.984,10.663,0.979,69.900,0.922,,0.398,0.864,0.262 +United Kingdom,2007,6.802,10.699,0.970,70.460,0.838,0.336,0.498,0.782,0.241 +United Kingdom,2008,6.986,10.689,0.954,70.740,0.759,0.331,0.548,0.819,0.218 +United Kingdom,2009,6.907,10.638,0.964,71.020,0.816,0.341,0.559,0.846,0.231 +United Kingdom,2010,7.029,10.649,0.955,71.300,0.841,0.403,0.587,0.863,0.176 +United Kingdom,2011,6.869,10.657,0.949,71.380,0.900,0.336,0.438,0.844,0.174 +United Kingdom,2012,6.881,10.664,0.935,71.460,0.889,0.371,0.425,0.844,0.184 +United Kingdom,2013,6.918,10.679,0.937,71.540,0.905,0.346,0.568,0.776,0.252 +United Kingdom,2014,6.758,10.697,0.910,71.620,0.857,0.355,0.484,0.794,0.251 +United Kingdom,2015,6.515,10.712,0.936,71.700,0.833,0.300,0.456,0.798,0.219 +United Kingdom,2016,6.824,10.724,0.954,71.900,0.821,0.250,0.458,0.776,0.230 +United Kingdom,2017,7.103,10.736,0.937,72.100,0.813,0.291,0.419,0.759,0.210 +United Kingdom,2018,7.233,10.743,0.928,72.300,0.838,0.226,0.404,0.783,0.228 +United Kingdom,2019,7.157,10.751,0.943,72.500,0.854,0.271,0.485,0.775,0.251 +United Kingdom,2020,6.798,10.626,0.929,72.700,0.885,0.203,0.490,0.758,0.225 +United States,2006,7.182,10.924,0.965,68.060,0.911,,0.600,0.827,0.261 +United States,2007,7.513,10.933,,68.220,0.872,0.197,0.633,0.829,0.232 +United States,2008,7.280,10.922,0.953,68.380,0.878,0.255,0.668,0.872,0.227 +United States,2009,7.158,10.888,0.912,68.540,0.831,0.201,0.665,0.843,0.262 +United States,2010,7.164,10.905,0.926,68.700,0.828,0.244,0.690,0.861,0.231 +United States,2011,7.115,10.913,0.922,68.680,0.863,0.161,0.697,0.836,0.273 +United States,2012,7.026,10.928,0.903,68.660,0.823,0.215,0.710,0.834,0.260 +United States,2013,7.249,10.939,0.925,68.640,0.792,0.274,0.747,0.814,0.260 +United States,2014,7.151,10.956,0.902,68.620,0.866,0.221,0.702,0.834,0.281 +United States,2015,6.864,10.977,0.904,68.600,0.849,0.219,0.698,0.814,0.275 +United States,2016,6.804,10.986,0.897,68.500,0.758,0.144,0.739,0.806,0.264 +United States,2017,6.992,11.001,0.921,68.400,0.868,0.197,0.681,0.827,0.268 +United States,2018,6.883,11.025,0.904,68.300,0.825,0.116,0.710,0.815,0.292 +United States,2019,6.944,11.043,0.917,68.200,0.836,0.144,0.707,0.815,0.244 +United States,2020,7.028,11.001,0.937,68.100,0.850,0.034,0.678,0.787,0.295 +Uruguay,2006,5.786,9.543,0.912,67.440,0.807,-0.113,0.477,0.784,0.306 +Uruguay,2007,5.694,9.604,0.875,67.580,0.786,-0.165,0.614,0.777,0.274 +Uruguay,2008,5.664,9.671,0.879,67.720,0.808,-0.143,0.597,0.751,0.264 +Uruguay,2009,6.296,9.710,0.924,67.860,0.825,-0.118,0.544,0.793,0.255 +Uruguay,2010,6.062,9.782,0.893,68.000,0.832,-0.158,0.471,0.807,0.231 +Uruguay,2011,6.554,9.830,0.891,68.140,0.851,-0.080,0.556,0.805,0.252 +Uruguay,2012,6.450,9.861,0.865,68.280,0.871,0.067,0.615,0.788,0.214 +Uruguay,2013,6.444,9.904,0.917,68.420,0.888,-0.043,0.586,0.826,0.253 +Uruguay,2014,6.561,9.932,0.902,68.560,0.904,-0.073,0.533,0.869,0.251 +Uruguay,2015,6.628,9.932,0.891,68.700,0.917,-0.032,0.673,0.893,0.300 +Uruguay,2016,6.171,9.946,0.900,68.800,0.886,-0.072,0.676,0.842,0.283 +Uruguay,2017,6.336,9.968,0.914,68.900,0.898,-0.091,0.627,0.836,0.280 +Uruguay,2018,6.372,9.980,0.917,69.000,0.876,-0.097,0.683,0.877,0.275 +Uruguay,2019,6.600,9.979,0.933,69.100,0.903,-0.095,0.599,0.889,0.222 +Uruguay,2020,6.310,9.937,0.921,69.200,0.908,-0.084,0.491,0.807,0.265 +Uzbekistan,2006,5.232,8.193,0.903,61.440,0.784,-0.115,0.609,0.728,0.195 +Uzbekistan,2008,5.311,8.339,0.894,62.320,0.831,-0.023,,0.714,0.187 +Uzbekistan,2009,5.261,8.400,0.905,62.760,,0.013,0.610,0.736,0.159 +Uzbekistan,2010,5.095,8.445,0.903,63.200,,-0.030,0.519,0.776,0.152 +Uzbekistan,2011,5.739,8.493,0.924,63.400,0.934,0.042,0.522,0.787,0.123 +Uzbekistan,2012,6.019,8.550,0.933,63.600,0.914,-0.037,0.463,0.786,0.118 +Uzbekistan,2013,5.940,8.607,0.963,63.800,0.950,-0.034,0.434,0.749,0.130 +Uzbekistan,2014,6.049,8.659,0.952,64.000,0.954,0.061,0.536,0.805,0.106 +Uzbekistan,2015,5.972,8.714,0.968,64.200,0.980,0.375,0.471,0.840,0.103 +Uzbekistan,2016,5.893,8.756,0.945,64.500,0.984,0.208,,0.842,0.147 +Uzbekistan,2017,6.421,8.782,0.942,64.800,0.985,0.123,0.465,0.839,0.203 +Uzbekistan,2018,6.205,8.818,0.921,65.100,0.970,0.318,0.520,0.825,0.209 +Uzbekistan,2019,6.154,8.853,0.915,65.400,0.970,0.304,0.511,0.845,0.220 +Venezuela,2005,7.170,9.313,0.955,65.400,0.838,,0.720,0.819,0.233 +Venezuela,2006,6.525,9.460,0.946,65.460,0.798,-0.031,0.646,0.859,0.178 +Venezuela,2008,6.258,9.701,0.922,65.580,0.678,-0.225,0.776,0.802,0.224 +Venezuela,2009,7.189,9.542,0.945,65.640,0.677,-0.116,0.828,0.825,0.180 +Venezuela,2010,7.478,9.717,0.932,65.700,0.768,-0.155,0.754,0.862,0.130 +Venezuela,2011,6.580,9.822,0.931,65.740,0.766,-0.226,0.772,0.828,0.199 +Venezuela,2012,7.067,9.826,0.932,65.780,0.804,-0.193,0.743,0.858,0.176 +Venezuela,2013,6.553,9.739,0.896,65.820,0.642,-0.220,0.837,0.840,0.238 +Venezuela,2014,6.136,9.557,0.904,65.860,0.570,-0.199,0.827,0.811,0.244 +Venezuela,2015,5.569,9.001,0.911,65.900,0.512,-0.117,0.813,0.867,0.223 +Venezuela,2016,4.041,9.010,0.902,66.100,0.458,-0.155,0.890,0.688,0.392 +Venezuela,2017,5.071,9.073,0.896,66.300,0.636,-0.169,0.844,0.726,0.363 +Venezuela,2018,5.006,,0.887,66.500,0.611,,0.828,0.759,0.374 +Venezuela,2019,5.081,,0.888,66.700,0.626,,0.839,0.761,0.351 +Venezuela,2020,4.574,,0.805,66.900,0.612,,0.811,0.722,0.396 +Vietnam,2006,5.294,8.335,0.888,65.860,0.886,0.015,,0.682,0.204 +Vietnam,2007,5.422,8.394,0.856,66.020,0.918,0.089,0.754,0.588,0.206 +Vietnam,2008,5.480,8.440,0.805,66.180,0.889,0.201,0.789,0.665,0.218 +Vietnam,2009,5.304,8.483,0.815,66.340,0.834,-0.062,0.838,0.583,0.190 +Vietnam,2010,5.296,8.535,0.787,66.500,0.831,-0.006,0.743,0.685,0.216 +Vietnam,2011,5.767,8.585,0.898,66.660,0.818,0.105,0.742,0.532,0.193 +Vietnam,2012,5.535,8.626,0.775,66.820,0.856,-0.110,0.815,0.615,0.221 +Vietnam,2013,5.023,8.668,0.759,66.980,0.920,-0.027,0.771,0.718,0.165 +Vietnam,2014,5.085,8.716,0.792,67.140,,0.000,,0.701,0.241 +Vietnam,2015,5.076,8.770,0.849,67.300,,0.086,,0.642,0.232 +Vietnam,2016,5.062,8.820,0.876,67.500,0.894,-0.090,0.799,0.536,0.223 +Vietnam,2017,5.175,8.876,,67.700,,,,, +Vietnam,2018,5.296,8.934,0.832,67.900,0.909,-0.041,0.808,0.692,0.191 +Vietnam,2019,5.467,8.992,0.848,68.100,0.952,-0.126,0.788,0.751,0.186 +Yemen,2007,4.477,8.214,0.825,53.400,0.673,0.011,,0.592,0.379 +Yemen,2009,4.809,8.278,0.756,54.000,0.644,-0.052,0.832,0.583,0.374 +Yemen,2010,4.350,8.453,0.727,54.300,0.659,-0.104,0.853,0.582,0.308 +Yemen,2011,3.746,8.336,0.663,54.300,0.638,-0.173,0.754,0.503,0.285 +Yemen,2012,4.061,8.236,0.682,54.300,0.706,-0.171,0.793,0.502,0.263 +Yemen,2013,4.218,8.242,0.694,54.300,0.543,-0.179,0.885,0.558,0.266 +Yemen,2014,3.968,8.117,0.638,54.300,0.664,-0.157,0.885,0.611,0.276 +Yemen,2015,2.983,7.858,0.669,54.300,0.610,-0.139,0.829,0.507,0.321 +Yemen,2016,3.826,7.715,0.775,55.100,0.533,-0.151,,0.469,0.228 +Yemen,2017,3.254,7.578,0.790,55.900,0.595,-0.147,,0.455,0.295 +Yemen,2018,3.058,,0.789,56.700,0.553,,0.793,0.461,0.315 +Yemen,2019,4.197,,0.870,57.500,0.651,,0.798,0.543,0.213 +Zambia,2006,4.824,7.817,0.798,44.260,0.721,-0.006,0.785,0.701,0.226 +Zambia,2007,3.998,7.871,0.688,45.720,0.682,-0.067,0.948,0.687,0.246 +Zambia,2008,4.730,7.918,0.624,47.180,0.717,0.056,0.890,0.744,0.206 +Zambia,2009,5.260,7.978,0.782,48.640,0.696,-0.096,0.917,0.728,0.123 +Zambia,2011,4.999,8.071,0.864,50.840,0.663,0.003,0.882,0.833,0.204 +Zambia,2012,5.013,8.114,0.780,51.580,0.788,0.008,0.806,0.726,0.250 +Zambia,2013,5.244,8.131,0.761,52.320,0.770,-0.104,0.732,0.735,0.308 +Zambia,2014,4.346,8.146,0.706,53.060,0.812,-0.011,0.809,0.692,0.327 +Zambia,2015,4.843,8.144,0.691,53.800,0.759,-0.039,0.871,0.690,0.382 +Zambia,2016,4.348,8.151,0.767,54.300,0.812,0.122,0.771,0.731,0.372 +Zambia,2017,3.933,8.156,0.744,54.800,0.823,0.140,0.740,0.685,0.387 +Zambia,2018,4.041,8.167,0.718,55.300,0.791,0.048,0.811,0.703,0.351 +Zambia,2019,3.307,8.155,0.638,55.800,0.811,0.077,0.832,0.743,0.394 +Zambia,2020,4.838,8.117,0.767,56.300,0.750,0.056,0.810,0.691,0.345 +Zimbabwe,2006,3.826,7.711,0.822,41.580,0.431,-0.076,0.905,0.715,0.297 +Zimbabwe,2007,3.280,7.666,0.828,42.860,0.456,-0.082,0.946,0.661,0.265 +Zimbabwe,2008,3.174,7.461,0.843,44.140,0.344,-0.090,0.964,0.631,0.250 +Zimbabwe,2009,4.056,7.563,0.806,45.420,0.411,-0.078,0.931,0.736,0.218 +Zimbabwe,2010,4.682,7.729,0.857,46.700,0.665,-0.093,0.828,0.748,0.122 +Zimbabwe,2011,4.846,7.846,0.865,48.120,0.633,-0.088,0.830,0.781,0.211 +Zimbabwe,2012,4.955,7.983,0.896,49.540,0.470,-0.103,0.859,0.669,0.177 +Zimbabwe,2013,4.690,7.985,0.799,50.960,0.576,-0.104,0.831,0.712,0.182 +Zimbabwe,2014,4.184,7.991,0.766,52.380,0.642,-0.074,0.820,0.725,0.239 +Zimbabwe,2015,3.703,7.992,0.736,53.800,0.667,-0.123,0.810,0.715,0.179 +Zimbabwe,2016,3.735,7.984,0.768,54.400,0.733,-0.095,0.724,0.738,0.209 +Zimbabwe,2017,3.638,8.016,0.754,55.000,0.753,-0.098,0.751,0.806,0.224 +Zimbabwe,2018,3.616,8.049,0.775,55.600,0.763,-0.068,0.844,0.710,0.212 +Zimbabwe,2019,2.694,7.950,0.759,56.200,0.632,-0.064,0.831,0.716,0.235 +Zimbabwe,2020,3.160,7.829,0.717,56.800,0.643,-0.009,0.789,0.703,0.346 diff --git a/pdlr_mg_sujet/get_data.py b/pdlr_mg_bonheur/get_data.py similarity index 100% rename from pdlr_mg_sujet/get_data.py rename to pdlr_mg_bonheur/get_data.py diff --git a/pdlr_mg_sujet/utils.py b/pdlr_mg_bonheur/utils.py similarity index 100% rename from pdlr_mg_sujet/utils.py rename to pdlr_mg_bonheur/utils.py