diff --git a/fall-2024/math/mat-203/00010/DataWhr2024.csv b/fall-2024/math/mat-203/00010/DataWhr2024.csv
new file mode 100644
index 0000000..f8d857c
--- /dev/null
+++ b/fall-2024/math/mat-203/00010/DataWhr2024.csv
@@ -0,0 +1,2364 @@
+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,2008,3.724,7.350,0.451,50.500,0.718,0.164,0.882,0.414,0.258
+Afghanistan,2009,4.402,7.509,0.552,50.800,0.679,0.187,0.850,0.481,0.237
+Afghanistan,2010,4.758,7.614,0.539,51.100,0.600,0.118,0.707,0.517,0.275
+Afghanistan,2011,3.832,7.581,0.521,51.400,0.496,0.160,0.731,0.480,0.267
+Afghanistan,2012,3.783,7.661,0.521,51.700,0.531,0.234,0.776,0.614,0.268
+Afghanistan,2013,3.572,7.680,0.484,52.000,0.578,0.059,0.823,0.547,0.273
+Afghanistan,2014,3.131,7.671,0.526,52.300,0.509,0.102,0.871,0.492,0.375
+Afghanistan,2015,3.983,7.654,0.529,52.600,0.389,0.078,0.881,0.491,0.339
+Afghanistan,2016,4.220,7.650,0.559,52.925,0.523,0.040,0.793,0.501,0.348
+Afghanistan,2017,2.662,7.648,0.491,53.250,0.427,-0.123,0.954,0.435,0.371
+Afghanistan,2018,2.694,7.631,0.508,53.575,0.374,-0.095,0.928,0.385,0.405
+Afghanistan,2019,2.375,7.640,0.420,53.900,0.394,-0.109,0.924,0.324,0.502
+Afghanistan,2021,2.436,7.325,0.454,54.550,0.394,-0.085,0.946,0.179,0.607
+Afghanistan,2022,1.281,,0.228,54.875,0.368,,0.733,0.206,0.576
+Afghanistan,2023,1.446,,0.368,55.200,0.228,,0.738,0.261,0.460
+Albania,2007,4.634,9.122,0.821,66.760,0.529,-0.013,0.875,0.489,0.246
+Albania,2009,5.485,9.241,0.833,67.320,0.525,-0.162,0.864,0.564,0.279
+Albania,2010,5.269,9.283,0.733,67.600,0.569,-0.176,0.726,0.576,0.300
+Albania,2011,5.867,9.310,0.759,67.880,0.487,-0.209,0.877,0.566,0.257
+Albania,2012,5.510,9.326,0.785,68.160,0.602,-0.173,0.848,0.553,0.271
+Albania,2013,4.551,9.338,0.759,68.440,0.632,-0.131,0.863,0.541,0.338
+Albania,2014,4.814,9.358,0.626,68.720,0.735,-0.029,0.883,0.573,0.335
+Albania,2015,4.607,9.382,0.639,69.000,0.704,-0.085,0.885,0.579,0.350
+Albania,2016,4.511,9.417,0.638,69.025,0.730,-0.021,0.901,0.567,0.322
+Albania,2017,4.640,9.455,0.638,69.050,0.750,-0.033,0.876,0.547,0.334
+Albania,2018,5.004,9.497,0.684,69.075,0.824,0.005,0.899,0.592,0.319
+Albania,2019,4.995,9.522,0.686,69.100,0.777,-0.103,0.914,0.548,0.274
+Albania,2020,5.365,9.494,0.710,69.125,0.754,0.002,0.891,0.563,0.265
+Albania,2021,5.255,9.588,0.702,69.150,0.827,0.039,0.896,0.554,0.254
+Albania,2022,5.212,9.649,0.724,69.175,0.802,-0.070,0.846,0.547,0.255
+Albania,2023,5.445,9.689,0.691,69.200,0.872,0.068,0.855,0.597,0.314
+Algeria,2010,5.464,9.306,,65.500,0.593,-0.212,0.618,,
+Algeria,2011,5.317,9.316,0.810,65.600,0.530,-0.188,0.638,0.503,0.255
+Algeria,2012,5.605,9.330,0.839,65.700,0.587,-0.179,0.690,0.540,0.230
+Algeria,2014,6.355,9.355,0.818,65.900,,,,0.558,0.177
+Algeria,2016,5.341,9.383,0.749,66.100,,,,0.565,0.377
+Algeria,2017,5.249,9.377,0.807,66.200,0.437,-0.174,0.700,0.555,0.289
+Algeria,2018,5.043,9.370,0.799,66.300,0.583,-0.153,0.759,0.534,0.293
+Algeria,2019,4.745,9.361,0.803,66.400,0.385,-0.002,0.741,0.544,0.215
+Algeria,2020,5.438,9.291,0.868,66.500,0.574,-0.124,0.724,0.524,0.311
+Algeria,2021,5.217,9.308,0.841,66.600,0.558,-0.116,0.712,0.498,0.258
+Algeria,2022,5.538,9.323,0.783,66.700,0.440,-0.045,0.611,0.583,0.259
+Angola,2011,5.589,8.944,0.723,51.220,0.584,0.050,0.911,0.667,0.361
+Angola,2012,4.360,8.989,0.753,51.840,0.456,-0.141,0.906,0.591,0.305
+Angola,2013,3.937,9.000,0.722,52.460,0.410,-0.109,0.816,0.650,0.371
+Angola,2014,3.795,9.010,0.755,53.080,0.375,-0.173,0.834,0.595,0.368
+Argentina,2006,6.313,9.937,0.938,65.820,0.733,-0.162,0.852,0.748,0.328
+Argentina,2007,6.073,10.013,0.862,65.940,0.653,-0.146,0.881,0.750,0.279
+Argentina,2008,5.961,10.043,0.892,66.060,0.678,-0.137,0.865,0.720,0.318
+Argentina,2009,6.424,9.972,0.919,66.180,0.637,-0.135,0.885,0.762,0.237
+Argentina,2010,6.441,10.066,0.927,66.300,0.730,-0.132,0.855,0.765,0.211
+Argentina,2011,6.776,10.112,0.889,66.420,0.816,-0.180,0.755,0.769,0.232
+Argentina,2012,6.468,10.091,0.902,66.540,0.747,-0.153,0.817,0.744,0.272
+Argentina,2013,6.582,10.103,0.910,66.660,0.737,-0.136,0.823,0.766,0.254
+Argentina,2014,6.671,10.067,0.918,66.780,0.745,-0.170,0.854,0.769,0.238
+Argentina,2015,6.697,10.083,0.926,66.900,0.881,-0.180,0.851,0.768,0.305
+Argentina,2016,6.427,10.051,0.883,66.950,0.848,-0.198,0.851,0.732,0.312
+Argentina,2017,6.039,10.069,0.907,67.000,0.832,-0.192,0.841,0.715,0.292
+Argentina,2018,5.793,10.032,0.900,67.050,0.846,-0.216,0.855,0.732,0.321
+Argentina,2019,6.086,10.002,0.896,67.100,0.817,-0.217,0.830,0.735,0.319
+Argentina,2020,5.901,9.888,0.897,67.150,0.823,-0.131,0.816,0.679,0.342
+Argentina,2021,5.908,9.977,0.882,67.200,0.819,-0.014,0.816,0.685,0.345
+Argentina,2022,6.261,10.019,0.893,67.250,0.825,-0.130,0.810,0.724,0.284
+Argentina,2023,6.393,9.994,0.892,67.300,0.832,-0.129,0.846,0.720,0.301
+Armenia,2006,4.289,9.021,0.682,63.840,0.520,-0.235,0.850,0.453,0.469
+Armenia,2007,4.882,9.157,0.760,64.080,0.605,-0.255,0.817,0.454,0.412
+Armenia,2008,4.652,9.230,0.709,64.320,0.462,-0.219,0.876,0.486,0.385
+Armenia,2009,4.178,9.085,0.680,64.560,0.441,-0.218,0.882,0.479,0.411
+Armenia,2010,4.368,9.113,0.660,64.800,0.459,-0.180,0.891,0.437,0.426
+Armenia,2011,4.260,9.164,0.705,65.040,0.465,-0.230,0.875,0.411,0.459
+Armenia,2012,4.320,9.239,0.676,65.280,0.502,-0.220,0.893,0.470,0.464
+Armenia,2013,4.277,9.276,0.723,65.520,0.504,-0.201,0.900,0.503,0.450
+Armenia,2014,4.453,9.315,0.739,65.760,0.506,-0.225,0.920,0.510,0.404
+Armenia,2015,4.348,9.351,0.723,66.000,0.551,-0.209,0.901,0.527,0.438
+Armenia,2016,4.325,9.357,0.709,66.275,0.611,-0.178,0.921,0.516,0.437
+Armenia,2017,4.288,9.434,0.698,66.550,0.614,-0.155,0.865,0.552,0.437
+Armenia,2018,5.062,9.490,0.814,66.825,0.808,-0.171,0.677,0.535,0.455
+Armenia,2019,5.488,9.569,0.782,67.100,0.844,-0.181,0.583,0.537,0.430
+Armenia,2021,5.301,9.561,0.762,67.650,0.795,-0.159,0.705,0.566,0.478
+Armenia,2022,5.382,9.683,0.811,67.925,0.790,-0.158,0.705,0.531,0.549
+Armenia,2023,5.679,9.730,0.819,68.200,0.819,-0.179,0.681,0.575,0.423
+Australia,2005,7.341,10.662,0.968,69.800,0.935,,0.390,0.770,0.238
+Australia,2007,7.285,10.694,0.965,69.960,0.891,0.342,0.513,0.762,0.215
+Australia,2008,7.254,10.709,0.947,70.040,0.916,0.300,0.431,0.729,0.218
+Australia,2010,7.450,10.714,0.955,70.200,0.932,0.311,0.366,0.762,0.220
+Australia,2011,7.406,10.723,0.967,70.280,0.945,0.364,0.382,0.724,0.195
+Australia,2012,7.196,10.744,0.945,70.360,0.935,0.268,0.368,0.728,0.214
+Australia,2013,7.364,10.752,0.928,70.440,0.933,0.263,0.432,0.770,0.177
+Australia,2014,7.289,10.763,0.924,70.520,0.923,0.313,0.442,0.740,0.245
+Australia,2015,7.309,10.770,0.952,70.600,0.922,0.327,0.357,0.750,0.210
+Australia,2016,7.250,10.781,0.942,70.675,0.922,0.233,0.399,0.736,0.236
+Australia,2017,7.257,10.787,0.950,70.750,0.911,0.312,0.411,0.728,0.225
+Australia,2018,7.177,10.801,0.940,70.825,0.916,0.141,0.405,0.706,0.187
+Australia,2019,7.234,10.807,0.943,70.900,0.918,0.115,0.430,0.727,0.202
+Australia,2020,7.137,10.794,0.937,70.975,0.905,0.202,0.491,0.726,0.205
+Australia,2021,7.112,10.815,0.920,71.050,0.912,0.234,0.454,0.740,0.235
+Australia,2022,7.035,10.840,0.942,71.125,0.854,0.153,0.545,0.711,0.244
+Australia,2023,7.025,10.846,0.896,71.200,0.876,0.187,0.482,0.731,0.248
+Austria,2006,7.122,10.836,0.936,69.500,0.941,0.297,0.490,0.746,0.174
+Austria,2008,7.181,10.881,0.935,69.700,0.879,0.286,0.614,0.716,0.173
+Austria,2010,7.303,10.856,0.914,69.900,0.896,0.125,0.546,0.710,0.156
+Austria,2011,7.471,10.881,0.944,70.000,0.939,0.126,0.703,0.672,0.145
+Austria,2012,7.401,10.884,0.945,70.100,0.920,0.112,0.771,0.712,0.157
+Austria,2013,7.499,10.878,0.950,70.200,0.922,0.163,0.679,0.725,0.163
+Austria,2014,6.950,10.877,0.899,70.300,0.885,0.112,0.567,0.721,0.170
+Austria,2015,7.076,10.876,0.928,70.400,0.900,0.093,0.557,0.748,0.164
+Austria,2016,7.048,10.885,0.926,70.525,0.889,0.074,0.524,0.713,0.197
+Austria,2017,7.294,10.900,0.906,70.650,0.890,0.128,0.518,0.699,0.180
+Austria,2018,7.396,10.919,0.912,70.775,0.904,0.048,0.523,0.695,0.226
+Austria,2019,7.195,10.930,0.964,70.900,0.903,0.054,0.457,0.727,0.205
+Austria,2020,7.213,10.859,0.925,71.025,0.912,0.004,0.464,0.716,0.206
+Austria,2021,7.080,10.899,0.863,71.150,0.795,0.158,0.501,0.722,0.259
+Austria,2022,6.999,10.938,0.876,71.275,0.856,0.137,0.524,0.718,0.226
+Austria,2023,6.636,10.930,0.874,71.400,0.874,0.209,0.529,0.712,0.240
+Azerbaijan,2006,4.728,9.154,0.854,60.580,0.772,-0.239,0.774,0.469,0.276
+Azerbaijan,2007,4.568,9.366,0.753,60.860,0.522,-0.211,0.871,0.474,0.284
+Azerbaijan,2008,4.817,9.447,0.684,61.140,0.601,-0.034,0.715,0.561,0.227
+Azerbaijan,2009,4.574,9.515,0.736,61.420,0.498,-0.091,0.754,0.522,0.234
+Azerbaijan,2010,4.219,9.553,0.687,61.700,0.501,-0.128,0.858,0.516,0.272
+Azerbaijan,2011,4.680,9.541,0.725,61.980,0.537,-0.110,0.795,0.522,0.258
+Azerbaijan,2012,4.911,9.549,0.762,62.260,0.599,-0.146,0.763,0.523,0.266
+Azerbaijan,2013,5.481,9.592,0.770,62.540,0.672,-0.173,0.699,0.516,0.242
+Azerbaijan,2014,5.252,9.607,0.799,62.820,0.733,-0.214,0.654,0.502,0.220
+Azerbaijan,2015,5.147,9.606,0.786,63.100,0.764,-0.203,0.616,0.520,0.206
+Azerbaijan,2016,5.304,9.563,0.777,63.225,0.713,-0.210,0.607,0.509,0.191
+Azerbaijan,2017,5.152,9.555,0.787,63.350,0.731,-0.231,0.653,0.512,0.198
+Azerbaijan,2018,5.168,9.562,0.781,63.475,0.772,-0.237,0.561,0.527,0.191
+Azerbaijan,2019,5.173,9.578,0.887,63.600,0.854,-0.220,0.457,0.577,0.164
+Azerbaijan,2022,4.576,9.619,0.665,63.975,0.800,0.075,0.696,0.533,0.401
+Azerbaijan,2023,5.214,9.637,0.713,64.100,0.829,-0.160,0.627,0.509,0.221
+Bahrain,2009,5.701,10.714,0.904,64.760,0.896,0.031,0.506,0.707,0.422
+Bahrain,2010,5.937,10.728,0.877,65.000,0.862,-0.008,0.715,0.641,0.423
+Bahrain,2011,4.824,10.749,0.908,65.240,0.870,-0.061,0.583,0.506,0.514
+Bahrain,2012,5.027,10.775,0.911,65.480,0.682,,0.438,0.559,0.381
+Bahrain,2013,6.690,10.798,0.884,65.720,0.809,,0.525,0.711,0.306
+Bahrain,2014,6.165,10.802,,65.960,,,,,
+Bahrain,2015,6.007,10.788,0.853,66.200,0.850,0.106,,0.653,0.303
+Bahrain,2016,6.170,10.789,0.863,66.125,0.889,0.082,,0.736,0.283
+Bahrain,2017,6.227,10.798,0.876,66.050,0.906,0.128,,0.754,0.290
+Bahrain,2019,7.098,10.815,0.878,65.900,0.907,0.035,,0.711,0.317
+Bahrain,2020,6.173,10.779,0.848,65.825,0.945,0.115,,0.730,0.297
+Bahrain,2023,5.959,10.877,0.817,65.600,0.869,0.155,,0.671,0.336
+Bangladesh,2006,4.319,7.940,0.672,59.120,0.612,0.052,0.786,0.459,0.321
+Bangladesh,2007,4.607,7.997,0.514,59.640,0.605,0.024,0.806,0.484,0.313
+Bangladesh,2008,5.052,8.047,0.467,60.160,0.606,-0.060,0.802,0.545,0.232
+Bangladesh,2009,5.083,8.087,0.528,60.680,0.631,-0.091,0.776,0.506,0.223
+Bangladesh,2010,4.858,8.130,0.549,61.200,0.659,-0.033,0.774,0.496,0.292
+Bangladesh,2011,4.986,8.181,0.606,61.720,0.838,-0.086,0.757,0.501,0.235
+Bangladesh,2012,4.724,8.231,0.582,62.240,0.668,-0.051,0.765,0.537,0.183
+Bangladesh,2013,4.660,8.277,0.530,62.760,0.742,-0.032,0.743,0.492,0.246
+Bangladesh,2014,4.636,8.323,0.577,63.280,0.736,-0.115,0.789,,0.231
+Bangladesh,2015,4.633,8.375,0.601,63.800,0.815,-0.085,0.721,0.543,0.226
+Bangladesh,2016,4.556,8.431,0.649,63.925,0.875,-0.105,0.688,0.437,0.235
+Bangladesh,2017,4.310,8.483,0.713,64.050,0.896,-0.004,0.635,0.436,0.214
+Bangladesh,2018,4.499,8.542,0.706,64.175,0.901,-0.059,0.701,0.433,0.361
+Bangladesh,2019,5.114,8.607,0.673,64.300,0.902,-0.067,0.656,0.433,0.369
+Bangladesh,2020,5.280,8.629,0.739,64.425,0.777,-0.025,0.742,0.485,0.332
+Bangladesh,2021,4.123,8.685,0.485,64.550,0.893,0.089,0.746,0.504,0.448
+Bangladesh,2022,3.408,8.742,0.404,64.675,0.865,-0.058,0.617,0.394,0.448
+Bangladesh,2023,4.114,8.783,0.450,64.800,0.919,0.019,0.756,0.435,0.435
+Belarus,2006,5.658,9.489,0.918,60.060,0.707,-0.252,0.708,0.535,0.269
+Belarus,2007,5.617,9.576,0.858,60.620,0.667,-0.230,0.695,0.502,0.235
+Belarus,2008,5.463,9.677,0.904,61.180,0.640,-0.226,0.696,,0.246
+Belarus,2009,5.564,9.681,0.908,61.740,0.679,-0.209,0.676,0.544,0.223
+Belarus,2010,5.526,9.759,0.918,62.300,0.700,-0.168,0.706,0.532,0.208
+Belarus,2011,5.225,9.813,0.910,62.860,0.656,-0.174,0.672,0.493,0.249
+Belarus,2012,5.749,9.832,0.902,63.420,0.645,-0.223,0.657,0.515,0.181
+Belarus,2013,5.876,9.842,0.923,63.980,0.723,-0.183,0.653,0.545,0.206
+Belarus,2014,5.812,9.858,0.880,64.540,0.647,-0.054,0.682,0.575,0.209
+Belarus,2015,5.719,9.818,0.924,65.100,0.623,-0.097,0.669,0.546,0.184
+Belarus,2016,5.178,9.792,0.927,65.325,0.658,-0.131,0.664,0.503,0.182
+Belarus,2017,5.553,9.818,0.900,65.550,0.621,-0.128,0.654,0.502,0.233
+Belarus,2018,5.234,9.851,0.905,65.775,0.644,-0.181,0.718,0.409,0.236
+Belarus,2019,5.821,9.867,0.917,66.000,0.657,-0.192,0.546,0.559,0.190
+Belgium,2005,7.262,10.744,0.935,68.400,0.924,,0.598,0.677,0.260
+Belgium,2007,7.219,10.791,0.922,68.720,0.901,0.064,0.721,0.744,0.218
+Belgium,2008,7.117,10.788,0.923,68.880,0.887,0.001,0.652,0.709,0.242
+Belgium,2010,6.854,10.778,0.931,69.200,0.807,0.016,0.697,0.793,0.240
+Belgium,2011,7.111,10.782,0.937,69.360,0.880,-0.020,0.711,0.752,0.225
+Belgium,2012,6.935,10.783,0.927,69.520,0.855,-0.056,0.758,0.718,0.238
+Belgium,2013,7.104,10.783,0.909,69.680,0.891,0.011,0.574,0.738,0.217
+Belgium,2014,6.855,10.794,0.944,69.840,0.861,-0.005,0.512,0.744,0.252
+Belgium,2015,6.904,10.809,0.885,70.000,0.869,0.056,0.469,0.747,0.240
+Belgium,2016,6.949,10.816,0.929,70.150,0.866,-0.062,0.497,0.701,0.260
+Belgium,2017,6.928,10.829,0.922,70.300,0.857,0.049,0.543,0.713,0.234
+Belgium,2018,6.892,10.842,0.930,70.450,0.808,-0.130,0.630,0.682,0.250
+Belgium,2019,6.772,10.859,0.884,70.600,0.776,-0.178,0.672,0.699,0.244
+Belgium,2020,6.839,10.799,0.904,70.750,0.767,-0.172,0.634,0.619,0.260
+Belgium,2021,6.882,10.856,0.915,70.900,0.823,0.077,0.523,0.687,0.260
+Belgium,2022,6.857,10.881,0.923,71.050,0.890,0.095,0.483,0.718,0.235
+Belgium,2023,6.944,10.883,0.896,71.200,0.870,0.065,0.522,0.725,0.245
+Belize,2007,6.451,9.192,0.872,64.300,0.705,0.006,0.769,0.732,0.251
+Belize,2014,5.956,9.135,0.757,65.000,0.874,-0.002,0.782,0.735,0.282
+Benin,2006,3.330,7.844,0.445,51.960,0.580,-0.015,0.790,0.521,0.309
+Benin,2008,3.667,7.891,0.382,52.480,0.709,-0.008,0.825,0.574,0.303
+Benin,2011,3.870,7.876,0.477,53.260,0.773,-0.145,0.849,0.574,0.219
+Benin,2012,3.193,7.894,0.523,53.520,0.769,-0.114,0.806,0.563,0.231
+Benin,2013,3.479,7.935,0.577,53.780,0.783,-0.088,0.856,0.646,0.216
+Benin,2014,3.347,7.967,0.506,54.040,0.776,-0.099,0.855,0.558,0.273
+Benin,2015,3.625,7.955,0.434,54.300,0.733,-0.029,0.850,0.555,0.373
+Benin,2016,4.007,7.958,0.493,54.600,0.780,-0.068,0.838,0.578,0.456
+Benin,2017,4.853,7.984,0.436,54.900,0.727,-0.068,0.767,0.598,0.458
+Benin,2018,5.820,8.020,0.504,55.200,0.713,0.000,0.747,0.625,0.468
+Benin,2019,4.976,8.057,0.442,55.500,0.770,-0.018,0.698,0.638,0.441
+Benin,2020,4.408,8.067,0.507,55.800,0.783,-0.086,0.532,0.557,0.305
+Benin,2021,4.493,8.108,0.436,56.100,0.724,-0.016,0.613,0.597,0.435
+Benin,2022,4.217,8.142,0.366,56.400,0.714,-0.033,0.580,0.571,0.444
+Benin,2023,4.420,8.174,0.398,56.700,0.786,-0.073,0.575,0.573,0.428
+Bhutan,2013,5.569,9.097,0.819,62.240,0.810,0.349,0.802,0.664,0.217
+Bhutan,2014,4.939,9.143,0.880,62.420,0.834,0.264,0.650,0.775,0.324
+Bhutan,2015,5.082,9.198,0.848,62.600,0.830,0.273,0.634,0.723,0.312
+Bolivia,2006,5.374,8.671,0.834,60.900,0.770,-0.048,0.794,0.708,0.432
+Bolivia,2007,5.628,8.698,0.796,61.100,0.780,-0.004,0.817,0.746,0.388
+Bolivia,2008,5.298,8.740,0.785,61.300,0.726,-0.096,0.801,0.723,0.392
+Bolivia,2009,6.086,8.756,0.831,61.500,0.779,-0.040,0.763,0.742,0.372
+Bolivia,2010,5.781,8.780,0.807,61.700,0.703,-0.073,0.781,0.720,0.350
+Bolivia,2011,5.779,8.813,0.817,61.900,0.782,-0.043,0.825,0.689,0.361
+Bolivia,2012,6.019,8.847,0.781,62.100,0.862,-0.019,0.840,0.699,0.409
+Bolivia,2013,5.767,8.896,0.803,62.300,0.846,-0.071,0.812,0.721,0.410
+Bolivia,2014,5.865,8.933,0.821,62.500,0.881,0.014,0.832,0.769,0.398
+Bolivia,2015,5.834,8.965,0.829,62.700,0.884,-0.034,0.862,0.749,0.393
+Bolivia,2016,5.770,8.991,0.796,62.850,0.882,-0.051,0.853,0.736,0.376
+Bolivia,2017,5.651,9.017,0.779,63.000,0.884,-0.124,0.819,0.655,0.434
+Bolivia,2018,5.916,9.044,0.827,63.150,0.863,-0.097,0.786,0.705,0.387
+Bolivia,2019,5.674,9.051,0.784,63.300,0.881,-0.090,0.857,0.701,0.419
+Bolivia,2020,5.559,8.946,0.805,63.450,0.877,-0.056,0.868,0.729,0.382
+Bolivia,2021,5.569,8.994,0.798,63.600,0.862,-0.058,0.812,0.721,0.403
+Bolivia,2022,5.929,9.012,0.824,63.750,0.865,-0.083,0.840,0.738,0.426
+Bolivia,2023,5.860,9.025,0.786,63.900,0.832,-0.059,0.877,0.753,0.401
+Bosnia and Herzegovina,2007,4.900,9.191,0.766,67.000,0.342,0.006,0.926,0.570,0.296
+Bosnia and Herzegovina,2009,4.963,9.246,0.735,67.000,0.258,-0.027,0.959,0.507,0.390
+Bosnia and Herzegovina,2010,4.669,9.272,0.773,67.000,0.365,-0.131,0.933,0.465,0.409
+Bosnia and Herzegovina,2011,4.995,9.300,0.725,67.000,0.333,-0.038,0.925,0.551,0.326
+Bosnia and Herzegovina,2012,4.773,9.310,0.779,67.000,0.420,-0.016,0.953,0.469,0.338
+Bosnia and Herzegovina,2013,5.124,9.349,0.767,67.000,0.390,0.039,0.970,0.489,0.315
+Bosnia and Herzegovina,2014,5.249,9.373,0.788,67.000,0.412,0.229,0.976,0.491,0.262
+Bosnia and Herzegovina,2015,5.117,9.428,0.656,67.000,0.631,-0.058,0.960,0.486,0.286
+Bosnia and Herzegovina,2016,5.181,9.473,0.808,67.050,0.633,0.130,0.957,0.566,0.304
+Bosnia and Herzegovina,2017,5.090,9.517,0.775,67.100,0.564,0.087,0.923,0.527,0.271
+Bosnia and Herzegovina,2018,5.887,9.566,0.836,67.150,0.659,0.118,0.913,0.568,0.277
+Bosnia and Herzegovina,2019,6.016,9.606,0.873,67.200,0.722,0.074,0.963,0.545,0.238
+Bosnia and Herzegovina,2020,5.516,9.588,0.899,67.250,0.740,0.132,0.916,0.602,0.325
+Bosnia and Herzegovina,2021,5.749,9.674,0.860,67.300,0.759,0.274,0.921,0.604,0.305
+Bosnia and Herzegovina,2022,5.872,9.723,0.856,67.350,0.743,0.191,0.933,0.543,0.285
+Bosnia and Herzegovina,2023,6.009,9.759,0.879,67.400,0.847,0.241,0.948,0.579,0.249
+Botswana,2006,4.739,9.495,0.883,48.840,0.824,-0.201,0.723,0.643,0.226
+Botswana,2008,5.451,9.543,0.832,49.720,0.858,-0.167,0.806,0.677,0.218
+Botswana,2010,3.553,9.446,0.866,50.600,0.826,-0.141,0.814,0.617,0.172
+Botswana,2011,3.520,9.492,0.860,51.040,0.813,-0.248,0.816,0.647,0.160
+Botswana,2012,4.836,9.471,0.837,51.480,0.799,-0.197,0.814,0.695,0.171
+Botswana,2013,4.128,9.557,0.856,51.920,0.767,-0.148,0.749,0.671,0.244
+Botswana,2014,4.031,9.593,0.859,52.360,0.791,-0.099,0.743,0.626,0.245
+Botswana,2015,3.762,9.524,0.816,52.800,0.857,-0.108,0.860,0.676,0.261
+Botswana,2016,3.499,9.573,0.768,53.075,0.852,-0.246,0.729,0.657,0.252
+Botswana,2017,3.505,9.593,0.768,53.350,0.817,-0.242,0.731,0.612,0.276
+Botswana,2018,3.461,9.613,0.795,53.625,0.818,-0.248,0.807,0.688,0.267
+Botswana,2019,3.471,9.624,0.774,53.900,0.833,-0.233,0.792,0.665,0.273
+Botswana,2022,3.435,9.650,0.750,54.725,0.739,-0.218,0.831,0.623,0.287
+Botswana,2023,3.332,9.673,0.701,55.000,0.741,-0.264,0.814,0.657,0.247
+Brazil,2005,6.637,9.435,0.883,63.100,0.882,,0.745,0.770,0.302
+Brazil,2007,6.321,9.512,0.886,63.420,0.777,-0.022,0.728,0.775,0.299
+Brazil,2008,6.691,9.552,0.878,63.580,0.782,-0.083,0.688,0.718,0.265
+Brazil,2009,7.001,9.541,0.913,63.740,0.767,-0.061,0.723,0.744,0.274
+Brazil,2010,6.837,9.604,0.906,63.900,0.806,-0.059,0.656,0.726,0.250
+Brazil,2011,7.038,9.634,0.916,64.060,0.834,-0.078,0.662,0.698,0.268
+Brazil,2012,6.660,9.644,0.890,64.220,0.849,,0.623,0.685,0.350
+Brazil,2013,7.140,9.665,0.910,64.380,0.785,-0.100,0.707,0.725,0.276
+Brazil,2014,6.981,9.661,0.898,64.540,0.714,-0.121,0.710,0.718,0.274
+Brazil,2015,6.547,9.617,0.907,64.700,0.799,-0.021,0.771,0.687,0.325
+Brazil,2016,6.375,9.575,0.912,64.875,0.807,-0.106,0.781,0.711,0.302
+Brazil,2017,6.333,9.580,0.905,65.050,0.765,-0.181,0.794,0.669,0.308
+Brazil,2018,6.191,9.590,0.882,65.225,0.751,-0.123,0.763,0.677,0.350
+Brazil,2019,6.451,9.595,0.899,65.400,0.830,-0.068,0.762,0.701,0.337
+Brazil,2020,6.110,9.555,0.831,65.575,0.786,-0.061,0.729,0.653,0.389
+Brazil,2021,6.010,9.598,0.814,65.750,0.792,0.086,0.739,0.662,0.407
+Brazil,2022,6.257,9.622,0.866,65.925,0.830,-0.064,0.742,0.681,0.341
+Brazil,2023,6.553,9.635,0.856,66.100,0.870,-0.036,0.733,0.694,0.313
+Bulgaria,2007,3.844,9.746,0.832,64.780,0.566,-0.146,0.976,0.500,0.226
+Bulgaria,2010,3.912,9.807,0.843,65.200,0.545,-0.153,0.941,0.513,0.238
+Bulgaria,2011,3.875,9.834,0.860,65.340,0.664,-0.236,0.948,0.490,0.271
+Bulgaria,2012,4.222,9.848,0.838,65.480,0.641,-0.181,0.938,0.510,0.237
+Bulgaria,2013,3.993,9.848,0.829,65.620,0.603,-0.199,0.962,0.537,0.278
+Bulgaria,2014,4.438,9.863,0.886,65.760,0.576,-0.062,0.955,0.542,0.236
+Bulgaria,2015,4.865,9.903,0.908,65.900,0.637,-0.207,0.941,0.556,0.214
+Bulgaria,2016,4.838,9.940,0.926,66.000,0.700,-0.177,0.936,0.545,0.172
+Bulgaria,2017,5.097,9.974,0.942,66.100,0.689,-0.160,0.911,0.542,0.189
+Bulgaria,2018,5.099,10.008,0.924,66.200,0.724,-0.182,0.952,0.554,0.189
+Bulgaria,2019,5.108,10.055,0.948,66.300,0.822,-0.115,0.943,0.577,0.200
+Bulgaria,2020,5.598,10.020,0.916,66.400,0.818,-0.012,0.901,0.642,0.221
+Bulgaria,2021,5.422,10.102,0.884,66.500,0.841,-0.018,0.891,0.647,0.253
+Bulgaria,2022,5.378,10.197,0.953,66.600,0.741,-0.152,0.942,0.582,0.165
+Bulgaria,2023,5.590,10.273,0.935,66.700,0.754,-0.131,0.948,0.539,0.192
+Burkina Faso,2006,3.801,7.327,0.796,49.440,0.588,0.026,0.798,0.678,0.266
+Burkina Faso,2007,4.017,7.337,0.771,49.880,0.582,-0.062,0.833,0.609,0.281
+Burkina Faso,2008,3.846,7.364,0.727,50.320,0.612,-0.103,0.887,0.538,0.304
+Burkina Faso,2010,4.036,7.416,0.773,51.200,0.587,-0.038,0.767,0.565,0.217
+Burkina Faso,2011,4.785,7.450,0.710,51.640,0.725,-0.107,0.707,0.578,0.205
+Burkina Faso,2012,3.955,7.482,0.744,52.080,0.622,-0.072,0.726,0.487,0.300
+Burkina Faso,2013,3.326,7.509,0.745,52.520,0.741,-0.018,0.765,0.592,0.287
+Burkina Faso,2014,3.481,7.521,0.742,52.960,0.710,-0.006,0.801,0.604,0.256
+Burkina Faso,2015,4.419,7.530,0.705,53.400,0.659,0.001,0.693,0.555,0.359
+Burkina Faso,2016,4.206,7.558,0.764,53.775,0.645,-0.003,0.721,0.590,0.337
+Burkina Faso,2017,4.647,7.590,0.785,54.150,0.614,-0.066,0.727,0.580,0.354
+Burkina Faso,2018,4.927,7.626,0.665,54.525,0.721,-0.016,0.757,0.656,0.343
+Burkina Faso,2019,4.741,7.654,0.683,54.900,0.678,-0.007,0.729,0.656,0.365
+Burkina Faso,2020,4.640,7.647,0.668,55.275,0.750,0.120,0.809,0.605,0.388
+Burkina Faso,2021,4.636,7.687,0.658,55.650,0.644,0.064,0.736,0.620,0.363
+Burkina Faso,2023,4.462,7.693,0.580,56.400,0.715,0.105,0.650,0.639,0.346
+Burundi,2008,3.563,6.700,0.291,49.660,0.260,-0.022,0.860,0.415,0.253
+Burundi,2009,3.792,6.687,0.326,50.280,0.427,-0.021,0.718,0.607,0.164
+Burundi,2011,3.706,6.694,0.422,51.520,0.490,-0.063,0.677,0.572,0.190
+Burundi,2014,2.905,6.723,0.565,53.380,0.431,-0.059,0.808,0.622,0.251
+Burundi,2018,3.775,6.607,0.485,55.200,0.646,-0.027,0.599,0.636,0.363
+Cambodia,2006,3.569,7.746,0.793,57.640,,0.250,0.829,,0.341
+Cambodia,2007,4.156,7.826,0.675,57.980,0.819,0.111,0.879,,0.320
+Cambodia,2008,4.462,7.874,0.619,58.320,0.914,0.041,0.888,0.600,0.335
+Cambodia,2009,4.111,7.860,0.818,58.660,0.937,0.148,0.965,0.691,0.188
+Cambodia,2010,4.141,7.904,0.697,59.000,0.940,0.345,0.896,0.662,0.422
+Cambodia,2011,4.161,7.957,0.716,59.340,0.927,0.413,0.775,0.637,0.308
+Cambodia,2012,3.899,8.013,0.606,59.680,0.956,0.242,0.890,0.713,0.352
+Cambodia,2013,3.674,8.070,0.651,60.020,0.941,0.159,0.812,0.670,0.440
+Cambodia,2014,3.883,8.125,0.693,60.360,0.938,0.234,0.843,0.682,0.482
+Cambodia,2015,4.162,8.179,0.729,60.700,0.956,0.204,0.825,0.731,0.399
+Cambodia,2016,4.461,8.233,0.746,60.900,0.958,0.070,0.840,0.713,0.398
+Cambodia,2017,4.586,8.287,0.765,61.100,0.964,0.082,0.821,0.669,0.408
+Cambodia,2018,5.122,8.347,0.795,61.300,0.958,0.029,,0.723,0.414
+Cambodia,2019,4.998,8.404,0.759,61.500,0.957,0.007,0.828,0.704,0.390
+Cambodia,2020,4.377,8.361,0.724,61.700,0.963,0.047,0.863,0.771,0.390
+Cambodia,2021,4.555,8.379,0.713,61.900,0.965,0.012,0.844,0.759,0.391
+Cambodia,2022,4.250,8.419,0.784,62.100,0.946,0.151,0.860,0.756,0.388
+Cambodia,2023,4.221,8.462,0.738,62.300,0.961,0.070,0.799,0.683,0.394
+Cameroon,2006,3.851,8.090,0.690,47.840,0.653,-0.020,0.907,0.588,0.271
+Cameroon,2007,4.350,8.104,0.717,48.280,0.644,-0.042,0.910,0.630,0.249
+Cameroon,2008,4.292,8.104,0.697,48.720,0.580,-0.079,0.945,0.613,0.312
+Cameroon,2009,4.741,8.101,0.729,49.160,0.698,-0.027,0.925,0.592,0.250
+Cameroon,2010,4.554,8.101,0.759,49.600,0.792,-0.008,0.875,0.594,0.274
+Cameroon,2011,4.434,8.106,0.738,50.040,0.817,-0.038,0.870,0.608,0.272
+Cameroon,2012,4.245,8.123,0.743,50.480,0.766,-0.041,0.898,0.617,0.284
+Cameroon,2013,4.271,8.144,0.760,50.920,0.794,-0.039,0.867,0.640,0.268
+Cameroon,2014,4.240,8.169,0.778,51.360,0.795,-0.080,0.856,0.604,0.216
+Cameroon,2015,5.038,8.193,0.646,51.800,0.791,0.041,0.868,0.624,0.346
+Cameroon,2016,4.816,8.207,0.659,52.475,0.713,-0.012,0.879,0.635,0.367
+Cameroon,2017,5.074,8.214,0.695,53.150,0.767,-0.036,0.844,0.632,0.377
+Cameroon,2018,5.251,8.225,0.677,53.825,0.816,0.028,0.884,0.630,0.356
+Cameroon,2019,4.937,8.231,0.711,54.500,0.712,-0.015,0.817,0.606,0.326
+Cameroon,2020,5.241,8.207,0.720,55.175,0.675,0.042,0.837,0.626,0.386
+Cameroon,2021,4.963,8.216,0.695,55.850,0.715,-0.029,0.849,0.612,0.347
+Cameroon,2022,4.712,8.225,0.629,56.525,0.675,0.022,0.849,0.586,0.362
+Cameroon,2023,4.946,8.238,0.716,57.200,0.739,-0.028,0.855,0.588,0.356
+Canada,2005,7.418,10.707,0.962,70.500,0.957,0.246,0.503,0.783,0.233
+Canada,2007,7.482,10.734,,70.620,0.930,0.244,0.406,0.812,0.257
+Canada,2008,7.486,10.733,0.939,70.680,0.926,0.256,0.370,0.802,0.202
+Canada,2009,7.488,10.692,0.943,70.740,0.915,0.241,0.413,0.793,0.248
+Canada,2010,7.650,10.711,0.954,70.800,0.934,0.225,0.413,0.791,0.233
+Canada,2011,7.426,10.733,0.922,70.860,0.951,0.247,0.433,0.803,0.248
+Canada,2012,7.415,10.739,0.948,70.920,0.918,0.284,0.466,0.776,0.229
+Canada,2013,7.594,10.752,0.936,70.980,0.916,0.310,0.406,0.801,0.263
+Canada,2014,7.304,10.770,0.918,71.040,0.939,0.264,0.442,0.791,0.259
+Canada,2015,7.413,10.769,0.939,71.100,0.931,0.247,0.427,0.792,0.286
+Canada,2016,7.245,10.768,0.924,71.150,0.912,0.205,0.385,0.768,0.237
+Canada,2017,7.415,10.786,0.934,71.200,0.945,0.157,0.362,0.799,0.218
+Canada,2018,7.175,10.799,0.923,71.250,0.946,0.100,0.372,0.773,0.259
+Canada,2019,7.109,10.803,0.925,71.300,0.912,0.105,0.436,0.781,0.285
+Canada,2020,7.025,10.740,0.931,71.350,0.887,0.043,0.434,0.738,0.307
+Canada,2021,6.939,10.783,0.926,71.400,0.898,0.189,0.384,0.763,0.276
+Canada,2022,6.918,10.799,0.929,71.450,0.838,0.220,0.442,0.719,0.287
+Canada,2023,6.841,10.794,0.902,71.500,0.847,0.196,0.468,0.726,0.304
+Central African Republic,2007,4.160,6.946,0.532,41.480,0.663,0.079,0.782,0.567,0.330
+Central African Republic,2010,3.568,7.031,0.483,42.500,0.690,-0.037,0.845,0.478,0.257
+Central African Republic,2011,3.678,7.057,0.387,42.840,0.780,-0.016,0.834,0.502,0.277
+Central African Republic,2016,2.693,6.707,0.290,44.750,0.624,0.033,0.859,0.551,0.494
+Central African Republic,2017,3.476,6.733,0.320,45.300,0.645,0.074,0.890,0.602,0.599
+Chad,2006,3.435,7.369,0.724,47.080,0.306,0.022,0.961,0.571,0.263
+Chad,2007,4.141,7.368,0.479,47.460,0.295,-0.017,0.874,0.598,0.245
+Chad,2008,4.632,7.363,0.571,47.840,0.527,0.057,0.944,0.569,0.225
+Chad,2009,3.639,7.369,0.646,48.220,0.401,0.016,0.931,0.601,0.221
+Chad,2010,3.743,7.462,0.734,48.600,0.505,0.020,0.858,0.560,0.287
+Chad,2011,4.393,7.428,0.819,48.980,0.540,0.025,0.876,0.579,0.289
+Chad,2012,4.033,7.478,0.673,49.360,0.563,-0.039,0.884,0.498,0.316
+Chad,2013,3.508,7.498,0.714,49.740,0.488,-0.051,0.882,0.437,0.314
+Chad,2014,3.460,7.529,0.733,50.120,0.567,-0.075,0.881,0.524,0.329
+Chad,2015,4.323,7.525,0.751,50.500,0.474,-0.034,0.889,0.593,0.358
+Chad,2016,4.029,7.429,0.616,50.875,0.525,0.047,0.820,0.564,0.468
+Chad,2017,4.559,7.365,0.661,51.250,0.615,0.003,0.792,0.584,0.538
+Chad,2018,4.486,7.355,0.577,51.625,0.650,0.020,0.763,0.532,0.544
+Chad,2019,4.251,7.354,0.640,52.000,0.537,0.051,0.832,0.556,0.460
+Chad,2022,4.397,7.253,0.720,53.125,0.679,0.218,0.805,0.588,0.499
+Chad,2023,4.544,7.254,0.609,53.500,0.586,0.138,0.755,0.541,0.467
+Chile,2006,6.063,9.870,0.836,67.780,0.744,0.161,0.634,0.752,0.348
+Chile,2007,5.698,9.910,0.815,67.960,0.662,0.236,0.723,0.708,0.342
+Chile,2008,5.789,9.938,0.804,68.140,0.640,0.076,0.741,0.706,0.330
+Chile,2009,6.494,9.916,0.832,68.320,0.747,0.141,0.734,0.756,0.300
+Chile,2010,6.636,9.963,0.857,68.500,0.786,0.100,0.702,0.760,0.300
+Chile,2011,6.526,10.013,0.819,68.680,0.701,0.104,0.753,0.758,0.317
+Chile,2012,6.599,10.063,0.855,68.860,0.734,0.186,0.782,0.736,0.288
+Chile,2013,6.740,10.086,0.862,69.040,0.737,0.077,0.741,0.791,0.285
+Chile,2014,6.844,10.094,0.862,69.220,0.733,0.209,0.758,0.800,0.276
+Chile,2015,6.533,10.105,0.827,69.400,0.769,0.032,0.812,0.752,0.333
+Chile,2016,6.579,10.110,0.841,69.550,0.652,0.094,0.858,0.792,0.283
+Chile,2017,6.320,10.108,0.880,69.700,0.790,-0.028,0.836,0.765,0.291
+Chile,2018,6.436,10.130,0.890,69.850,0.789,-0.068,0.816,0.755,0.276
+Chile,2019,5.942,10.119,0.869,70.000,0.659,-0.110,0.860,0.741,0.337
+Chile,2020,6.151,10.042,0.888,70.150,0.781,0.026,0.812,0.753,0.336
+Chile,2021,6.436,10.143,0.891,70.300,0.803,-0.052,0.859,0.735,0.221
+Chile,2022,6.415,10.161,0.887,70.450,0.793,-0.014,0.796,0.775,0.253
+Chile,2023,6.230,10.155,0.874,70.600,0.815,-0.027,0.836,0.779,0.263
+China,2006,4.560,8.696,0.747,65.660,,,,0.658,0.170
+China,2007,4.863,8.824,0.811,65.920,,-0.182,,0.664,0.159
+China,2008,4.846,8.911,0.748,66.180,0.853,-0.098,,0.705,0.147
+China,2009,4.454,8.996,0.798,66.440,0.771,-0.166,,0.670,0.162
+China,2010,4.653,9.092,0.768,66.700,0.805,-0.139,,0.658,0.158
+China,2011,5.037,9.178,0.787,66.960,0.824,-0.192,,0.710,0.134
+China,2012,5.095,9.247,0.788,67.220,0.808,-0.190,,0.689,0.159
+China,2013,5.241,9.315,0.778,67.480,0.805,-0.163,,0.717,0.142
+China,2014,5.196,9.380,0.820,67.740,,-0.222,,0.710,0.112
+China,2015,5.304,9.442,0.794,68.000,,-0.250,,0.667,0.171
+China,2016,5.325,9.503,0.742,68.125,,-0.233,,0.683,0.146
+China,2017,5.099,9.564,0.772,68.250,0.878,-0.180,,0.682,0.214
+China,2018,5.131,9.625,0.788,68.375,0.895,-0.164,,0.722,0.190
+China,2019,5.144,9.679,0.822,68.500,0.927,-0.178,,0.760,0.147
+China,2020,5.771,9.699,0.808,68.625,0.891,-0.109,,0.663,0.245
+China,2021,5.863,9.779,0.856,68.750,0.875,0.020,,0.698,0.240
+China,2023,6.145,9.861,0.797,69.000,0.793,-0.032,,0.708,0.210
+Colombia,2006,6.025,9.277,0.910,66.320,0.805,-0.021,0.808,0.776,0.326
+Colombia,2007,6.138,9.330,0.894,66.540,0.786,-0.046,0.860,0.774,0.287
+Colombia,2008,6.168,9.351,0.880,66.760,0.795,-0.047,0.763,0.768,0.307
+Colombia,2009,6.272,9.351,0.886,66.980,0.757,-0.060,0.837,0.786,0.273
+Colombia,2010,6.408,9.383,0.893,67.200,0.816,-0.055,0.815,0.792,0.265
+Colombia,2011,6.464,9.440,0.904,67.420,0.811,-0.079,0.847,0.785,0.286
+Colombia,2012,6.375,9.468,0.914,67.640,0.828,-0.015,0.868,0.829,0.294
+Colombia,2013,6.607,9.508,0.901,67.860,0.841,-0.076,0.898,0.815,0.278
+Colombia,2014,6.449,9.542,0.907,68.080,0.801,-0.096,0.887,0.825,0.278
+Colombia,2015,6.388,9.562,0.890,68.300,0.791,-0.106,0.843,0.803,0.292
+Colombia,2016,6.234,9.572,0.882,68.475,0.835,-0.106,0.898,0.770,0.294
+Colombia,2017,6.157,9.570,0.909,68.650,0.838,-0.163,0.875,0.790,0.299
+Colombia,2018,5.984,9.577,0.871,68.825,0.851,-0.154,0.855,0.775,0.301
+Colombia,2019,6.350,9.590,0.873,69.000,0.822,-0.177,0.854,0.791,0.322
+Colombia,2020,5.709,9.500,0.797,69.175,0.840,-0.091,0.808,0.759,0.340
+Colombia,2021,5.290,9.593,0.793,69.350,0.775,-0.065,0.831,0.752,0.348
+Colombia,2022,5.892,9.658,0.877,69.525,0.799,-0.164,0.863,0.762,0.306
+Colombia,2023,5.904,9.667,0.833,69.700,0.823,-0.142,0.870,0.754,0.285
+Comoros,2009,3.476,7.999,0.629,56.760,0.508,-0.082,0.838,0.626,0.167
+Comoros,2010,3.812,8.015,0.721,57.000,0.529,-0.003,0.741,0.664,0.178
+Comoros,2011,3.838,8.034,0.722,57.240,0.500,-0.084,0.732,0.622,0.173
+Comoros,2012,3.956,8.044,0.719,57.480,0.534,-0.130,0.651,0.616,0.212
+Comoros,2018,3.973,8.100,0.621,58.725,0.560,0.075,0.794,0.688,0.337
+Comoros,2019,4.609,8.099,0.632,58.900,0.538,0.067,0.762,0.665,0.336
+Comoros,2022,3.545,8.085,0.472,59.425,0.481,-0.018,0.732,0.603,0.352
+Comoros,2023,3.588,8.095,0.483,59.600,0.452,0.004,0.704,0.535,0.405
+Congo (Brazzaville),2008,3.820,8.390,0.555,52.240,0.526,-0.125,,0.603,0.298
+Congo (Brazzaville),2011,4.510,8.502,0.637,53.380,0.745,-0.137,0.833,0.601,0.288
+Congo (Brazzaville),2012,3.919,8.569,0.622,53.760,0.773,-0.144,0.800,0.547,0.323
+Congo (Brazzaville),2013,3.955,8.538,0.680,54.140,0.726,-0.107,0.752,0.599,0.291
+Congo (Brazzaville),2014,4.056,8.579,0.686,54.520,0.662,-0.140,0.808,0.558,0.400
+Congo (Brazzaville),2015,4.691,8.519,0.642,54.900,0.850,-0.129,0.841,0.555,0.261
+Congo (Brazzaville),2016,4.119,8.381,0.615,55.225,0.786,-0.091,0.790,0.586,0.304
+Congo (Brazzaville),2017,4.884,8.312,0.655,55.550,0.778,-0.148,0.763,0.574,0.382
+Congo (Brazzaville),2018,5.490,8.239,0.621,55.875,0.699,-0.105,0.738,0.571,0.448
+Congo (Brazzaville),2019,5.213,8.215,0.625,56.200,0.686,-0.059,0.741,0.594,0.405
+Congo (Brazzaville),2020,5.079,8.127,0.597,56.525,0.761,-0.024,0.728,0.572,0.435
+Congo (Brazzaville),2021,4.921,8.082,0.568,56.850,0.738,-0.023,0.733,0.568,0.420
+Congo (Brazzaville),2022,5.805,8.074,0.646,57.175,0.698,0.025,0.760,0.583,0.477
+Congo (Brazzaville),2023,4.954,8.086,0.561,57.500,0.702,-0.051,0.745,0.585,0.409
+Congo (Kinshasa),2009,3.984,6.699,0.733,49.400,0.556,-0.025,0.824,0.487,0.283
+Congo (Kinshasa),2011,4.517,6.769,0.744,50.400,0.631,-0.028,0.856,0.565,0.208
+Congo (Kinshasa),2012,4.639,6.803,0.770,50.900,0.557,-0.037,0.807,0.626,0.230
+Congo (Kinshasa),2013,4.497,6.851,0.830,51.400,0.480,0.009,0.913,0.556,0.187
+Congo (Kinshasa),2014,4.414,6.907,0.822,51.900,0.556,0.006,0.814,0.519,0.305
+Congo (Kinshasa),2015,3.903,6.940,0.767,52.400,0.574,-0.050,0.866,0.538,0.301
+Congo (Kinshasa),2016,4.522,6.929,0.864,52.825,0.637,-0.027,0.875,0.610,0.222
+Congo (Kinshasa),2017,4.311,6.931,0.670,53.250,0.704,0.066,0.809,0.541,0.404
+Congo (Kinshasa),2022,3.207,7.032,0.654,55.375,0.664,0.080,0.836,0.563,0.461
+Congo (Kinshasa),2023,3.383,7.076,0.572,55.800,0.687,0.152,0.837,0.546,0.497
+Costa Rica,2006,7.082,9.607,0.937,68.560,0.882,0.052,0.798,0.815,0.236
+Costa Rica,2007,7.432,9.672,0.918,68.720,0.923,0.089,0.820,0.826,0.240
+Costa Rica,2008,6.851,9.704,0.916,68.880,0.912,0.087,0.816,0.838,0.233
+Costa Rica,2009,7.615,9.682,0.900,69.040,0.886,0.057,0.787,0.840,0.217
+Costa Rica,2010,7.271,9.721,0.915,69.200,0.881,0.038,0.763,0.827,0.221
+Costa Rica,2011,7.229,9.752,0.892,69.360,0.926,-0.042,0.837,0.794,0.269
+Costa Rica,2012,7.272,9.788,0.902,69.520,0.929,0.037,0.794,0.837,0.263
+Costa Rica,2013,7.158,9.801,0.902,69.680,0.898,0.009,0.813,0.809,0.278
+Costa Rica,2014,7.247,9.824,0.914,69.840,0.927,0.000,0.788,0.797,0.290
+Costa Rica,2015,6.854,9.850,0.878,70.000,0.907,-0.068,0.761,0.811,0.286
+Costa Rica,2016,7.136,9.881,0.901,70.000,0.873,-0.042,0.781,0.830,0.281
+Costa Rica,2017,7.225,9.912,0.922,70.000,0.936,-0.086,0.742,0.791,0.275
+Costa Rica,2018,7.141,9.928,0.876,70.000,0.942,-0.117,0.781,0.802,0.326
+Costa Rica,2019,6.998,9.944,0.906,70.000,0.927,-0.156,0.836,0.791,0.303
+Costa Rica,2020,6.338,9.892,0.834,70.000,0.889,-0.139,0.772,0.759,0.350
+Costa Rica,2021,6.408,9.961,0.876,70.000,0.887,-0.029,0.782,0.774,0.318
+Costa Rica,2022,7.077,9.998,0.902,70.000,0.910,-0.049,0.751,0.793,0.272
+Costa Rica,2023,7.384,10.021,0.875,70.000,0.933,-0.067,0.767,0.806,0.282
+Croatia,2007,5.821,10.174,0.910,66.940,0.662,-0.099,0.934,0.550,0.337
+Croatia,2009,5.433,10.120,0.861,67.180,0.549,-0.278,0.958,0.557,0.272
+Croatia,2010,5.596,10.110,0.796,67.300,0.564,-0.244,0.973,0.554,0.259
+Croatia,2011,5.385,10.113,0.790,67.420,0.517,-0.205,0.977,0.552,0.273
+Croatia,2012,6.028,10.092,0.776,67.540,0.542,-0.250,0.924,0.572,0.271
+Croatia,2013,5.885,10.091,0.751,67.660,0.627,-0.211,0.936,0.554,0.285
+Croatia,2014,5.381,10.091,0.646,67.780,0.519,0.125,0.918,0.545,0.286
+Croatia,2015,5.205,10.124,0.768,67.900,0.694,-0.104,0.849,0.570,0.294
+Croatia,2016,5.417,10.166,0.798,68.075,0.672,-0.072,0.884,0.569,0.337
+Croatia,2017,5.343,10.211,0.770,68.250,0.716,-0.112,0.892,0.618,0.316
+Croatia,2018,5.536,10.248,0.910,68.425,0.691,-0.158,0.925,0.512,0.290
+Croatia,2019,5.626,10.287,0.936,68.600,0.739,-0.145,0.932,0.504,0.269
+Croatia,2020,6.508,10.202,0.923,68.775,0.837,-0.071,0.961,0.681,0.286
+Croatia,2021,6.287,10.367,0.918,68.950,0.842,0.001,0.934,0.640,0.274
+Croatia,2022,5.579,10.435,0.910,69.125,0.593,-0.213,0.875,0.573,0.267
+Croatia,2023,5.958,10.462,0.909,69.300,0.573,-0.205,0.810,0.610,0.230
+Cuba,2006,5.418,,0.970,68.000,0.281,,,0.596,0.277
+Cyprus,2006,6.238,10.567,0.878,70.160,0.836,0.012,0.712,0.704,0.253
+Cyprus,2009,6.833,10.559,0.812,70.640,0.775,0.048,0.801,0.668,0.329
+Cyprus,2010,6.387,10.556,0.822,70.800,0.755,0.066,0.833,0.699,0.296
+Cyprus,2011,6.690,10.534,0.844,70.960,0.745,0.173,0.841,0.682,0.272
+Cyprus,2012,6.181,10.484,0.767,71.120,0.725,0.092,0.871,0.687,0.369
+Cyprus,2013,5.439,10.418,0.744,71.280,0.656,0.096,0.867,0.657,0.420
+Cyprus,2014,5.627,10.411,0.770,71.440,0.715,0.054,0.868,0.661,0.397
+Cyprus,2015,5.439,10.451,0.770,71.600,0.628,0.107,0.893,0.660,0.383
+Cyprus,2016,5.795,10.510,0.786,71.800,0.756,-0.036,0.898,0.631,0.336
+Cyprus,2017,6.062,10.556,0.819,72.000,0.812,0.036,0.851,0.670,0.301
+Cyprus,2018,6.276,10.599,0.826,72.200,0.794,-0.031,0.848,0.663,0.298
+Cyprus,2019,6.137,10.639,0.776,72.400,0.740,-0.018,0.865,0.663,0.290
+Cyprus,2020,6.260,10.583,0.806,72.600,0.763,-0.086,0.816,0.671,0.284
+Cyprus,2021,6.269,10.638,0.855,72.800,0.718,-0.038,0.876,0.641,0.275
+Cyprus,2022,5.865,10.683,0.820,73.000,0.698,0.008,0.887,0.659,0.297
+Cyprus,2023,6.071,,0.803,73.200,0.730,,0.840,0.682,0.297
+Czechia,2005,6.439,10.322,0.919,67.100,0.865,,0.901,0.639,0.258
+Czechia,2007,6.500,10.433,0.900,67.340,0.799,-0.069,0.928,0.660,0.277
+Czechia,2010,6.250,10.419,0.934,67.700,0.779,-0.048,0.926,0.648,0.244
+Czechia,2011,6.331,10.434,0.914,67.820,0.787,-0.112,0.950,0.623,0.253
+Czechia,2012,6.334,10.425,0.912,67.940,0.740,-0.160,0.957,0.635,0.257
+Czechia,2013,6.698,10.424,0.888,68.060,0.726,-0.162,0.916,0.656,0.253
+Czechia,2014,6.484,10.445,0.878,68.180,0.800,-0.174,0.897,0.638,0.235
+Czechia,2015,6.608,10.496,0.911,68.300,0.808,-0.152,0.886,0.689,0.206
+Czechia,2016,6.736,10.519,0.931,68.425,0.850,-0.204,0.900,0.710,0.201
+Czechia,2017,6.790,10.567,0.901,68.550,0.832,-0.183,0.867,0.672,0.227
+Czechia,2018,7.034,10.595,0.929,68.675,0.790,-0.299,0.851,0.674,0.178
+Czechia,2020,6.897,10.562,0.964,68.925,0.906,-0.135,0.884,0.748,0.290
+Czechia,2021,6.942,10.615,0.950,69.050,0.891,0.157,0.863,0.716,0.240
+Czechia,2022,6.695,10.637,0.944,69.175,0.908,0.093,0.831,0.743,0.246
+Czechia,2023,6.827,10.639,0.927,69.300,0.906,0.025,0.832,0.750,0.254
+Denmark,2005,8.019,10.849,0.972,68.300,0.971,,0.237,0.777,0.154
+Denmark,2007,7.834,10.889,0.954,68.740,0.932,0.234,0.206,0.778,0.194
+Denmark,2008,7.971,10.878,0.954,68.960,0.970,0.266,0.248,0.759,0.163
+Denmark,2009,7.683,10.822,0.939,69.180,0.949,0.258,0.206,0.782,0.234
+Denmark,2010,7.771,10.836,0.975,69.400,0.944,0.237,0.175,0.796,0.155
+Denmark,2011,7.788,10.845,0.962,69.620,0.935,0.292,0.220,0.778,0.175
+Denmark,2012,7.520,10.844,0.951,69.840,0.933,0.133,0.187,0.783,0.209
+Denmark,2013,7.589,10.849,0.965,70.060,0.920,0.209,0.170,0.826,0.195
+Denmark,2014,7.508,10.860,0.956,70.280,0.942,0.112,0.237,0.780,0.233
+Denmark,2015,7.514,10.876,0.960,70.500,0.941,0.216,0.191,0.801,0.218
+Denmark,2016,7.558,10.900,0.954,70.625,0.948,0.132,0.210,0.786,0.208
+Denmark,2017,7.594,10.922,0.952,70.750,0.955,0.149,0.181,0.779,0.206
+Denmark,2018,7.649,10.936,0.958,70.875,0.935,0.012,0.151,0.773,0.206
+Denmark,2019,7.693,10.948,0.958,71.000,0.963,0.015,0.174,0.797,0.181
+Denmark,2020,7.515,10.924,0.947,71.125,0.938,0.045,0.214,0.753,0.227
+Denmark,2021,7.699,10.968,0.945,71.250,0.933,0.130,0.173,0.792,0.206
+Denmark,2022,7.545,10.997,0.970,71.375,0.930,0.222,0.203,0.787,0.205
+Denmark,2023,7.504,10.996,0.916,71.500,0.923,0.089,0.184,0.757,0.229
+Djibouti,2008,5.009,8.115,0.690,53.640,0.773,0.123,0.576,0.740,0.120
+Djibouti,2009,4.906,8.014,0.901,54.120,0.649,-0.007,0.634,0.630,0.232
+Djibouti,2010,5.006,7.934,,54.600,0.764,-0.072,0.597,,
+Djibouti,2011,4.369,8.150,0.633,55.080,0.746,-0.082,0.519,0.543,0.181
+Dominican Republic,2006,5.088,9.306,0.919,65.360,0.858,0.033,0.755,0.733,0.274
+Dominican Republic,2007,5.081,9.365,0.848,65.120,0.886,-0.013,0.772,0.723,0.260
+Dominican Republic,2008,4.842,9.384,0.850,64.880,0.848,-0.050,0.728,0.654,0.329
+Dominican Republic,2009,5.432,9.381,0.878,64.640,0.863,-0.058,0.806,0.709,0.280
+Dominican Republic,2010,4.735,9.448,0.860,64.400,0.824,-0.080,0.780,0.707,0.282
+Dominican Republic,2011,5.397,9.465,0.872,64.160,0.848,0.009,0.788,0.738,0.300
+Dominican Republic,2012,4.753,9.479,0.879,63.920,0.840,-0.067,0.727,0.725,0.297
+Dominican Republic,2013,5.016,9.515,0.878,63.680,0.889,0.016,0.752,0.766,0.295
+Dominican Republic,2014,5.387,9.570,0.891,63.440,0.905,-0.025,0.760,0.772,0.300
+Dominican Republic,2015,5.062,9.625,0.893,63.200,0.856,-0.070,0.755,0.695,0.295
+Dominican Republic,2016,5.239,9.678,0.895,63.400,0.873,-0.085,0.737,0.725,0.278
+Dominican Republic,2017,5.605,9.713,0.894,63.600,0.855,-0.126,0.760,0.710,0.275
+Dominican Republic,2018,5.433,9.769,0.862,63.800,0.867,-0.155,0.762,0.719,0.291
+Dominican Republic,2019,6.004,9.808,0.884,64.000,0.877,-0.127,0.746,0.747,0.264
+Dominican Republic,2020,5.168,9.727,0.806,64.200,0.835,-0.128,0.636,0.724,0.314
+Dominican Republic,2021,6.031,9.832,0.857,64.400,0.859,-0.088,0.677,0.734,0.275
+Dominican Republic,2022,5.518,9.870,0.820,64.600,0.853,-0.086,0.656,0.723,0.306
+Dominican Republic,2023,5.921,9.900,0.860,64.800,0.867,-0.107,0.667,0.730,0.256
+Ecuador,2006,5.024,9.189,0.910,64.440,0.671,-0.097,0.901,0.785,0.357
+Ecuador,2007,4.996,9.194,0.839,64.780,0.670,-0.069,0.830,0.803,0.286
+Ecuador,2008,5.297,9.238,0.829,65.120,0.640,-0.100,0.801,0.811,0.283
+Ecuador,2009,6.022,9.227,0.779,65.460,0.737,-0.114,0.774,0.796,0.256
+Ecuador,2010,5.838,9.245,0.839,65.800,0.723,-0.069,0.806,0.771,0.220
+Ecuador,2011,5.795,9.305,0.818,66.140,0.788,-0.161,0.702,0.806,0.271
+Ecuador,2012,5.961,9.343,0.785,66.480,0.825,-0.089,0.730,0.767,0.333
+Ecuador,2013,6.019,9.376,0.801,66.820,0.787,-0.196,0.646,0.824,0.267
+Ecuador,2014,5.946,9.399,0.831,67.160,0.719,-0.173,0.661,0.841,0.306
+Ecuador,2015,5.964,9.385,0.856,67.500,0.801,-0.120,0.666,0.816,0.323
+Ecuador,2016,6.115,9.358,0.842,67.750,0.846,-0.021,0.774,0.807,0.365
+Ecuador,2017,5.840,9.366,0.849,68.000,0.879,-0.173,0.734,0.793,0.314
+Ecuador,2018,6.128,9.359,0.851,68.250,0.869,-0.105,0.831,0.817,0.328
+Ecuador,2019,5.809,9.341,0.808,68.500,0.830,-0.121,0.839,0.750,0.374
+Ecuador,2020,5.354,9.245,0.804,68.750,0.829,-0.163,0.855,0.755,0.416
+Ecuador,2021,5.435,9.275,0.786,69.000,0.821,-0.086,0.775,0.742,0.403
+Ecuador,2022,5.887,9.293,0.825,69.250,0.759,-0.083,0.866,0.777,0.356
+Ecuador,2023,5.852,9.307,0.782,69.500,0.731,-0.106,0.840,0.763,0.359
+Egypt,2005,5.168,9.042,0.848,61.400,0.817,,,0.689,0.346
+Egypt,2007,5.541,9.138,0.686,61.520,0.609,-0.126,,0.600,0.355
+Egypt,2008,4.632,9.187,0.738,61.580,,-0.093,0.914,0.627,0.301
+Egypt,2009,5.066,9.213,0.744,61.640,0.611,-0.105,0.801,0.549,0.339
+Egypt,2010,4.669,9.243,0.769,61.700,0.486,-0.081,0.826,0.491,0.276
+Egypt,2011,4.174,9.239,0.753,61.760,0.590,-0.157,0.859,0.456,0.353
+Egypt,2012,4.204,9.238,0.737,61.820,0.452,-0.143,0.880,0.458,0.398
+Egypt,2013,3.559,9.236,0.675,61.880,0.474,-0.147,0.913,0.487,0.483
+Egypt,2014,4.885,9.242,0.619,61.940,0.578,-0.132,0.749,0.477,0.327
+Egypt,2015,4.763,9.262,0.730,62.000,0.659,-0.094,0.684,0.554,0.344
+Egypt,2016,4.557,9.284,0.809,62.250,0.656,-0.147,0.818,0.538,0.370
+Egypt,2017,3.929,9.305,0.638,62.500,0.593,-0.158,,0.458,0.414
+Egypt,2018,4.005,9.338,0.759,62.750,0.682,-0.221,,0.407,0.285
+Egypt,2019,4.328,9.374,0.772,63.000,0.774,-0.204,,0.420,0.313
+Egypt,2020,4.472,9.392,0.673,63.250,0.770,-0.119,,0.543,0.442
+Egypt,2021,4.026,9.408,0.717,63.500,0.704,-0.233,0.580,0.387,0.325
+Egypt,2022,4.024,9.456,0.769,63.750,0.733,-0.214,,0.486,0.307
+Egypt,2023,3.881,9.480,0.730,64.000,0.625,-0.210,,0.436,0.352
+El Salvador,2006,5.701,8.885,0.878,65.120,0.683,-0.062,0.807,0.813,0.233
+El Salvador,2007,5.296,8.902,0.717,64.940,0.639,-0.021,0.785,0.833,0.220
+El Salvador,2008,5.191,8.919,0.747,64.760,0.636,-0.084,0.735,0.827,0.232
+El Salvador,2009,6.839,8.894,0.734,64.580,0.671,-0.110,0.648,0.841,0.243
+El Salvador,2010,6.740,8.911,0.757,64.400,0.669,-0.070,0.694,0.823,0.302
+El Salvador,2011,4.741,8.945,0.731,64.220,0.747,-0.133,0.707,0.830,0.336
+El Salvador,2012,5.934,8.968,0.806,64.040,0.683,-0.161,0.786,0.784,0.365
+El Salvador,2013,6.325,8.987,0.827,63.860,0.716,-0.156,0.772,0.801,0.317
+El Salvador,2014,5.857,9.000,0.798,63.680,0.778,-0.201,0.781,0.801,0.330
+El Salvador,2015,6.018,9.020,0.791,63.500,0.733,-0.163,0.805,0.816,0.333
+El Salvador,2016,6.140,9.042,0.794,63.850,0.800,-0.192,0.797,0.742,0.346
+El Salvador,2017,6.339,9.062,0.829,64.200,0.758,-0.179,0.778,0.800,0.268
+El Salvador,2018,6.241,9.084,0.820,64.550,0.863,-0.102,0.801,0.817,0.270
+El Salvador,2019,6.455,9.108,0.764,64.900,0.877,-0.116,0.682,0.826,0.271
+El Salvador,2020,5.462,9.023,0.696,65.250,0.924,-0.132,0.583,0.811,0.329
+El Salvador,2021,6.431,9.126,0.796,65.600,0.915,-0.085,0.663,0.826,0.290
+El Salvador,2022,6.492,9.148,0.772,65.950,0.914,-0.116,0.621,0.823,0.296
+El Salvador,2023,6.482,9.167,0.744,66.300,0.942,-0.104,0.496,0.812,0.318
+Estonia,2006,5.371,10.269,0.910,65.780,0.749,-0.270,0.797,0.589,0.215
+Estonia,2007,5.332,10.346,0.896,66.060,0.712,-0.252,0.743,0.589,0.176
+Estonia,2008,5.452,10.296,0.904,66.340,0.642,-0.223,0.663,0.595,0.218
+Estonia,2009,5.138,10.140,0.874,66.620,0.611,-0.235,0.793,0.591,0.243
+Estonia,2011,5.487,10.240,0.909,67.180,0.735,-0.173,0.687,0.641,0.205
+Estonia,2012,5.364,10.275,0.889,67.460,0.697,-0.197,0.793,0.627,0.199
+Estonia,2013,5.367,10.293,0.901,67.740,0.754,-0.206,0.726,0.651,0.199
+Estonia,2014,5.556,10.325,0.917,68.020,0.773,-0.158,0.652,0.620,0.203
+Estonia,2015,5.629,10.343,0.918,68.300,0.815,-0.169,0.569,0.649,0.183
+Estonia,2016,5.650,10.374,0.938,68.525,0.843,-0.155,0.639,0.657,0.177
+Estonia,2017,5.938,10.429,0.936,68.750,0.862,-0.107,0.668,0.740,0.160
+Estonia,2018,6.091,10.463,0.933,68.975,0.886,-0.147,0.621,0.730,0.163
+Estonia,2019,6.035,10.496,0.934,69.200,0.887,-0.101,0.576,0.738,0.156
+Estonia,2020,6.453,10.488,0.958,69.425,0.954,-0.090,0.398,0.762,0.188
+Estonia,2021,6.554,10.564,0.946,69.650,0.926,0.046,0.441,0.761,0.176
+Estonia,2022,6.357,10.541,0.933,69.875,0.904,0.136,0.390,0.767,0.187
+Estonia,2023,6.430,10.517,0.958,70.100,0.915,0.032,0.334,0.765,0.182
+Eswatini,2011,4.867,8.902,0.837,42.500,0.607,-0.069,0.917,0.756,0.251
+Eswatini,2018,4.212,9.029,0.779,49.300,0.710,-0.182,0.692,0.739,0.252
+Eswatini,2019,4.396,9.048,0.759,50.100,0.597,-0.195,0.724,0.726,0.280
+Eswatini,2022,3.502,9.119,0.712,52.500,0.539,-0.149,0.774,0.661,0.394
+Ethiopia,2012,4.561,7.252,0.659,56.320,0.776,-0.047,,0.556,0.137
+Ethiopia,2013,4.445,7.325,0.602,56.980,0.707,-0.011,0.750,0.570,0.213
+Ethiopia,2014,4.507,7.396,0.640,57.640,0.694,0.076,0.702,0.644,0.303
+Ethiopia,2015,4.573,7.468,0.626,58.300,0.803,0.109,0.567,0.623,0.237
+Ethiopia,2016,4.298,7.531,0.719,58.700,0.744,0.035,0.703,0.627,0.254
+Ethiopia,2017,4.180,7.595,0.734,59.100,0.717,-0.002,0.757,0.514,0.304
+Ethiopia,2018,4.379,7.634,0.740,59.500,0.740,0.036,0.799,0.562,0.272
+Ethiopia,2019,4.100,7.688,0.748,59.900,0.754,0.049,0.732,0.519,0.283
+Ethiopia,2020,4.549,7.720,0.823,60.300,0.769,0.183,0.784,0.615,0.252
+Ethiopia,2022,3.628,7.775,0.740,61.100,0.674,0.357,0.793,0.560,0.335
+Ethiopia,2023,4.093,7.809,0.670,61.500,0.631,0.212,0.800,0.538,0.299
+Finland,2006,7.672,10.745,0.965,68.720,0.969,-0.011,0.132,0.683,0.172
+Finland,2008,7.671,10.796,0.951,69.160,0.934,0.022,0.217,0.691,0.144
+Finland,2010,7.393,10.734,0.935,69.600,0.916,0.085,0.413,0.758,0.202
+Finland,2011,7.354,10.754,0.938,69.820,0.936,0.095,0.320,0.709,0.205
+Finland,2012,7.420,10.735,0.928,70.040,0.921,-0.007,0.361,0.742,0.202
+Finland,2013,7.445,10.722,0.941,70.260,0.919,0.034,0.306,0.752,0.195
+Finland,2014,7.385,10.714,0.952,70.480,0.933,-0.007,0.265,0.766,0.199
+Finland,2015,7.448,10.716,0.948,70.700,0.930,0.105,0.223,0.736,0.191
+Finland,2016,7.660,10.741,0.954,70.775,0.948,-0.033,0.250,0.769,0.182
+Finland,2017,7.788,10.770,0.964,70.850,0.962,-0.008,0.192,0.756,0.176
+Finland,2018,7.858,10.780,0.962,70.925,0.938,-0.133,0.199,0.749,0.182
+Finland,2019,7.780,10.791,0.937,71.000,0.948,-0.058,0.195,0.732,0.181
+Finland,2020,7.889,10.766,0.962,71.075,0.962,-0.123,0.164,0.748,0.193
+Finland,2021,7.794,10.794,0.970,71.150,0.963,-0.039,0.192,0.752,0.175
+Finland,2022,7.729,10.811,0.974,71.225,0.959,0.101,0.190,0.741,0.191
+Finland,2023,7.699,10.808,0.947,71.300,0.943,-0.001,0.185,0.717,0.173
+France,2005,7.093,10.637,0.940,70.700,0.895,,0.688,0.681,0.225
+France,2006,6.583,10.654,0.944,70.800,0.789,0.120,0.699,0.694,0.289
+France,2008,7.008,10.669,0.935,71.000,0.833,-0.037,0.669,0.702,0.281
+France,2009,6.283,10.635,0.918,71.100,0.798,-0.088,0.654,0.691,0.303
+France,2010,6.798,10.649,0.943,71.200,0.850,-0.109,0.623,0.729,0.261
+France,2011,6.959,10.666,0.921,71.300,0.903,-0.108,0.627,0.718,0.281
+France,2012,6.649,10.664,0.937,71.400,0.841,-0.155,0.608,0.705,0.253
+France,2013,6.667,10.665,0.908,71.500,0.878,-0.130,0.699,0.741,0.205
+France,2014,6.467,10.669,0.878,71.600,0.803,-0.124,0.656,0.759,0.216
+France,2015,6.358,10.677,0.896,71.700,0.817,-0.145,0.641,0.740,0.215
+France,2016,6.475,10.685,0.885,71.800,0.787,-0.097,0.623,0.715,0.270
+France,2017,6.635,10.705,0.931,71.900,0.834,-0.129,0.601,0.716,0.242
+France,2018,6.666,10.720,0.921,72.000,0.816,-0.143,0.582,0.705,0.282
+France,2019,6.690,10.735,0.958,72.100,0.827,-0.139,0.568,0.693,0.250
+France,2020,6.714,10.651,0.947,72.200,0.823,-0.176,0.565,0.690,0.231
+France,2021,6.656,10.714,0.915,72.300,0.837,-0.104,0.561,0.685,0.268
+France,2022,6.614,10.737,0.866,72.400,0.798,-0.027,0.533,0.688,0.249
+France,2023,6.557,10.742,0.850,72.500,0.776,0.010,0.558,0.676,0.228
+Gabon,2011,4.255,9.557,0.653,54.460,0.772,-0.213,0.851,0.564,0.264
+Gabon,2012,3.972,9.573,0.736,54.920,0.566,-0.197,0.810,0.504,0.266
+Gabon,2013,3.800,9.593,0.733,55.380,0.682,-0.148,0.780,0.519,0.287
+Gabon,2014,3.918,9.601,0.829,55.840,0.607,-0.201,0.782,0.533,0.293
+Gabon,2015,4.661,9.609,0.756,56.300,0.671,-0.196,0.867,0.600,0.372
+Gabon,2016,4.832,9.601,0.780,56.625,0.699,-0.207,0.817,0.625,0.432
+Gabon,2017,4.782,9.580,0.807,56.950,0.652,-0.231,0.868,0.638,0.446
+Gabon,2018,4.783,9.565,0.785,57.275,0.719,-0.200,0.823,0.614,0.418
+Gabon,2019,4.914,9.580,0.763,57.600,0.736,-0.206,0.846,0.638,0.413
+Gabon,2020,4.887,9.540,0.701,57.925,0.528,-0.194,0.789,0.568,0.416
+Gabon,2021,5.075,9.533,0.754,58.250,0.699,-0.207,0.766,0.620,0.362
+Gabon,2022,5.140,9.543,0.775,58.575,0.699,-0.167,0.803,0.661,0.414
+Gabon,2023,5.104,9.554,0.735,58.900,0.722,-0.160,0.822,0.620,0.424
+Gambia,2017,4.118,7.564,0.697,56.400,0.812,0.111,0.572,0.770,0.277
+Gambia,2018,4.922,7.607,0.685,56.700,0.719,0.440,0.691,0.759,0.379
+Gambia,2019,5.164,7.642,0.694,57.000,0.677,0.409,0.798,0.718,0.401
+Gambia,2022,4.279,7.662,0.588,57.900,0.599,0.360,0.884,0.722,0.438
+Gambia,2023,4.691,7.686,0.651,58.200,0.727,0.430,0.852,0.719,0.291
+Georgia,2006,3.675,8.993,0.647,63.300,0.553,-0.273,0.752,0.353,0.269
+Georgia,2007,3.707,9.117,0.548,63.400,0.464,-0.272,0.697,0.351,0.236
+Georgia,2008,4.156,9.144,0.608,63.500,0.614,-0.230,0.498,0.371,0.262
+Georgia,2009,3.801,9.116,0.544,63.600,0.495,-0.238,0.535,0.391,0.242
+Georgia,2010,4.102,9.184,0.540,63.700,0.558,-0.253,0.460,0.402,0.243
+Georgia,2011,4.203,9.263,0.503,63.800,0.632,-0.260,0.353,0.421,0.247
+Georgia,2012,4.254,9.332,0.533,63.900,0.659,-0.275,0.321,0.443,0.250
+Georgia,2013,4.349,9.371,0.559,64.000,0.722,-0.260,0.349,0.467,0.200
+Georgia,2014,4.288,9.414,0.558,64.100,0.720,-0.239,0.416,0.458,0.204
+Georgia,2015,4.122,9.442,0.517,64.200,0.640,-0.210,0.502,0.448,0.233
+Georgia,2016,4.448,9.470,0.533,64.325,0.606,-0.255,0.561,0.475,0.223
+Georgia,2017,4.451,9.517,0.590,64.450,0.821,-0.250,0.590,0.496,0.210
+Georgia,2018,4.659,9.565,0.617,64.575,0.775,-0.238,0.755,0.479,0.244
+Georgia,2019,4.892,9.615,0.675,64.700,0.811,-0.265,0.647,0.503,0.244
+Georgia,2020,5.123,9.544,0.718,64.825,0.764,-0.225,0.583,0.573,0.295
+Georgia,2021,4.911,9.648,0.671,64.950,0.777,-0.290,0.723,0.510,0.240
+Georgia,2022,5.293,9.743,0.754,65.075,0.821,-0.255,0.655,0.503,0.233
+Georgia,2023,5.351,9.785,0.779,65.200,0.877,-0.268,0.706,0.542,0.231
+Germany,2005,6.620,10.691,0.963,69.900,0.847,,0.781,0.685,0.197
+Germany,2007,6.417,10.760,0.926,69.940,0.801,0.161,0.792,0.647,0.231
+Germany,2008,6.522,10.771,0.923,69.960,0.766,,0.758,0.672,0.220
+Germany,2009,6.641,10.715,0.935,69.980,0.844,0.121,0.690,0.684,0.206
+Germany,2010,6.725,10.758,0.939,70.000,0.843,0.089,0.688,0.698,0.182
+Germany,2011,6.621,10.815,0.947,70.020,0.906,0.027,0.677,0.686,0.165
+Germany,2012,6.702,10.817,0.926,70.040,0.904,0.065,0.679,0.699,0.170
+Germany,2013,6.965,10.819,0.931,70.060,0.894,0.018,0.566,0.693,0.205
+Germany,2014,6.984,10.837,0.938,70.080,0.899,0.082,0.474,0.739,0.188
+Germany,2015,7.037,10.843,0.926,70.100,0.889,0.172,0.412,0.722,0.203
+Germany,2016,6.874,10.857,0.906,70.300,0.871,0.142,0.446,0.709,0.187
+Germany,2017,7.074,10.879,0.892,70.500,0.841,0.139,0.414,0.707,0.196
+Germany,2018,7.118,10.886,0.920,70.700,0.877,0.028,0.496,0.740,0.243
+Germany,2019,7.035,10.894,0.886,70.900,0.885,0.051,0.462,0.712,0.226
+Germany,2020,7.312,10.856,0.905,71.100,0.864,-0.068,0.424,0.698,0.206
+Germany,2021,6.755,10.881,0.868,71.300,0.778,0.074,0.418,0.703,0.251
+Germany,2022,6.608,10.889,0.916,71.500,0.895,0.080,0.417,0.668,0.201
+Germany,2023,6.792,10.878,0.895,71.700,0.845,0.106,0.460,0.706,0.231
+Ghana,2006,4.535,8.067,0.728,52.540,0.849,0.208,0.814,0.637,0.198
+Ghana,2007,5.220,8.084,0.730,52.980,0.891,0.133,0.771,0.658,0.217
+Ghana,2008,4.965,8.145,0.622,53.420,0.838,0.115,0.863,0.674,0.172
+Ghana,2009,4.198,8.167,0.633,53.860,0.757,0.000,0.890,0.714,0.198
+Ghana,2010,4.606,8.219,0.739,54.300,0.891,0.069,0.875,0.693,0.184
+Ghana,2011,5.608,8.326,0.724,54.740,0.852,0.006,0.790,0.658,0.209
+Ghana,2012,5.057,8.390,0.685,55.180,0.679,0.035,0.898,0.709,0.152
+Ghana,2013,4.965,8.436,0.676,55.620,0.794,-0.070,0.880,0.660,0.211
+Ghana,2014,3.860,8.440,0.651,56.060,0.677,-0.004,0.913,0.682,0.280
+Ghana,2015,3.986,8.437,0.687,56.500,0.852,-0.043,0.945,0.675,0.265
+Ghana,2016,4.514,8.447,0.647,56.875,0.751,0.085,0.894,0.659,0.305
+Ghana,2017,5.481,8.503,0.669,57.250,0.783,0.074,0.839,0.715,0.248
+Ghana,2018,5.004,8.542,0.761,57.625,0.817,0.058,0.846,0.716,0.250
+Ghana,2019,4.967,8.584,0.746,58.000,0.787,0.111,0.857,0.645,0.270
+Ghana,2020,5.319,8.569,0.643,58.375,0.824,0.196,0.847,0.675,0.253
+Ghana,2021,4.378,8.601,0.633,58.750,0.730,0.105,0.888,0.588,0.295
+Ghana,2022,4.191,8.613,0.628,59.125,0.786,0.114,0.909,0.620,0.292
+Ghana,2023,4.298,8.610,0.661,59.500,0.834,0.093,0.892,0.638,0.254
+Greece,2005,6.006,10.454,0.837,69.600,0.734,,0.861,0.598,0.264
+Greece,2007,6.647,10.535,0.808,69.760,0.575,-0.196,0.845,0.629,0.222
+Greece,2009,6.039,10.483,0.793,69.920,0.443,-0.298,0.959,0.614,0.254
+Greece,2010,5.840,10.425,0.868,70.000,0.484,-0.308,0.954,0.581,0.292
+Greece,2011,5.372,10.320,0.852,70.080,0.528,-0.321,0.941,0.552,0.323
+Greece,2012,5.096,10.251,0.812,70.160,0.373,-0.310,0.959,0.544,0.352
+Greece,2013,4.720,10.233,0.687,70.240,0.426,-0.277,0.941,0.571,0.482
+Greece,2014,4.756,10.245,0.832,70.320,0.369,-0.293,0.930,0.597,0.385
+Greece,2015,5.623,10.249,0.835,70.400,0.532,-0.277,0.824,0.637,0.277
+Greece,2016,5.303,10.248,0.803,70.525,0.482,-0.265,0.898,0.594,0.336
+Greece,2017,5.148,10.261,0.753,70.650,0.438,-0.295,0.872,0.516,0.333
+Greece,2018,5.409,10.280,0.794,70.775,0.564,-0.340,0.860,0.564,0.255
+Greece,2019,5.952,10.300,0.891,70.900,0.614,-0.293,0.848,0.560,0.236
+Greece,2020,5.788,10.207,0.779,71.025,0.565,-0.246,0.764,0.629,0.322
+Greece,2021,6.104,10.294,0.850,71.150,0.574,-0.161,0.752,0.624,0.311
+Greece,2022,5.900,10.358,0.875,71.275,0.563,-0.318,0.874,0.589,0.183
+Greece,2023,5.796,10.387,0.818,71.400,0.589,-0.223,0.805,0.608,0.311
+Guatemala,2006,5.901,8.850,0.830,58.980,0.663,0.167,0.706,0.789,0.287
+Guatemala,2007,6.330,8.891,0.866,59.260,0.628,0.130,0.810,0.790,0.224
+Guatemala,2008,6.414,8.905,0.866,59.540,0.630,0.200,0.796,0.800,0.234
+Guatemala,2009,6.452,8.890,0.834,59.820,0.643,0.191,0.755,0.814,0.240
+Guatemala,2010,6.290,8.901,0.859,60.100,0.696,0.161,0.795,0.805,0.236
+Guatemala,2011,5.743,8.923,0.768,60.380,0.763,0.003,0.863,0.792,0.289
+Guatemala,2012,5.856,8.935,0.802,60.660,0.865,0.015,0.821,0.808,0.349
+Guatemala,2013,5.985,8.953,0.830,60.940,0.884,0.039,0.817,0.822,0.333
+Guatemala,2014,6.536,8.980,0.834,61.220,0.843,0.102,0.804,0.816,0.305
+Guatemala,2015,6.465,9.003,0.823,61.500,0.869,0.046,0.822,0.826,0.311
+Guatemala,2016,6.359,9.013,0.811,61.700,0.863,0.006,0.812,0.815,0.321
+Guatemala,2017,6.325,9.027,0.826,61.900,0.915,-0.064,0.800,0.819,0.308
+Guatemala,2018,6.627,9.044,0.841,62.100,0.910,-0.016,0.765,0.827,0.262
+Guatemala,2019,6.262,9.068,0.774,62.300,0.901,-0.068,0.773,0.820,0.311
+Guatemala,2022,6.150,9.123,0.806,62.900,0.856,-0.060,0.835,0.835,0.263
+Guatemala,2023,6.421,9.140,0.796,63.100,0.873,-0.049,0.812,0.843,0.303
+Guinea,2011,4.045,7.556,0.598,51.020,0.797,0.036,0.743,0.670,0.260
+Guinea,2012,3.652,7.589,0.542,51.140,0.646,-0.003,0.794,0.657,0.285
+Guinea,2013,3.902,7.604,0.567,51.260,0.693,0.087,0.815,0.606,0.348
+Guinea,2014,3.412,7.615,0.638,51.380,0.684,0.002,0.705,0.643,0.351
+Guinea,2015,3.505,7.627,0.579,51.500,0.666,0.003,0.762,0.658,0.268
+Guinea,2016,3.603,7.704,0.675,51.950,0.726,-0.060,0.803,0.676,0.374
+Guinea,2017,4.874,7.776,0.634,52.400,0.738,0.034,0.750,0.702,0.422
+Guinea,2018,5.252,7.813,0.630,52.850,0.731,0.088,0.778,0.727,0.440
+Guinea,2019,4.768,7.842,0.655,53.300,0.691,0.092,0.756,0.670,0.473
+Guinea,2020,4.972,7.865,0.732,53.750,0.598,0.075,0.790,0.706,0.346
+Guinea,2021,4.945,7.879,0.627,54.200,0.676,0.157,0.784,0.672,0.450
+Guinea,2022,5.317,7.901,0.582,54.650,0.729,0.136,0.770,0.699,0.492
+Guinea,2023,4.827,7.932,0.577,55.100,0.743,0.187,0.791,0.652,0.516
+Guyana,2007,5.993,9.089,0.849,56.240,0.694,0.082,0.836,0.761,0.296
+Haiti,2006,3.754,7.976,0.694,6.720,0.449,0.355,0.854,0.583,0.332
+Haiti,2008,3.846,8.016,0.679,17.360,0.465,0.213,0.812,0.573,0.256
+Haiti,2010,3.766,7.987,0.554,28.000,0.373,0.167,0.848,0.495,0.293
+Haiti,2011,4.845,8.026,0.567,33.320,0.413,0.194,0.682,0.550,0.245
+Haiti,2012,4.413,8.015,0.749,38.640,0.482,0.243,0.717,0.557,0.284
+Haiti,2013,4.622,8.043,0.648,43.960,0.610,0.243,0.669,0.528,0.327
+Haiti,2014,3.889,8.057,0.554,49.280,0.509,0.238,0.708,0.573,0.327
+Haiti,2015,3.570,8.056,0.564,54.600,0.398,0.259,0.777,0.598,0.333
+Haiti,2016,3.352,8.060,0.584,54.900,0.304,0.244,0.839,0.532,0.367
+Haiti,2017,3.824,8.071,0.647,55.200,0.484,0.333,0.647,0.570,0.322
+Haiti,2018,3.615,8.074,0.538,55.500,0.591,0.374,0.720,0.581,0.359
+Honduras,2006,5.397,8.448,0.933,63.100,0.650,0.085,0.844,0.837,0.155
+Honduras,2007,5.097,8.485,0.819,62.900,0.676,0.226,0.826,0.712,0.199
+Honduras,2008,5.420,8.504,0.828,62.700,0.687,0.219,0.863,0.719,0.206
+Honduras,2009,6.033,8.458,0.824,62.500,0.661,0.114,0.857,0.745,0.261
+Honduras,2010,5.866,8.474,0.803,62.300,0.646,0.101,0.820,0.745,0.260
+Honduras,2011,4.961,8.492,0.766,62.100,0.783,0.091,0.884,0.757,0.307
+Honduras,2012,4.602,8.513,0.779,61.900,0.700,-0.007,0.871,0.796,0.294
+Honduras,2013,4.713,8.521,0.792,61.700,0.698,-0.031,0.868,0.795,0.283
+Honduras,2014,5.056,8.533,0.790,61.500,0.696,0.011,0.834,0.794,0.299
+Honduras,2015,4.845,8.553,0.772,61.300,0.534,-0.101,0.848,0.829,0.311
+Honduras,2016,5.648,8.573,0.774,61.725,0.850,0.076,0.793,0.790,0.297
+Honduras,2017,6.020,8.603,0.843,62.150,0.898,0.068,0.783,0.796,0.248
+Honduras,2018,5.908,8.624,0.827,62.575,0.872,0.095,0.804,0.822,0.287
+Honduras,2019,5.930,8.633,0.797,63.000,0.846,0.059,0.815,0.789,0.279
+Honduras,2021,6.114,8.626,0.806,63.850,0.835,0.111,0.847,0.808,0.269
+Honduras,2022,5.932,8.650,0.729,64.275,0.851,0.078,0.834,0.775,0.289
+Honduras,2023,5.861,8.670,0.731,64.700,0.878,0.079,0.784,0.767,0.285
+Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.150,0.356,0.591,0.236
+Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.290,0.274,0.575,0.237
+Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.302,0.272,0.606,0.210
+Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.326,0.256,0.601,0.183
+Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.228,0.245,0.582,0.196
+Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.216,0.380,0.580,0.183
+Hong Kong S.A.R. of China,2014,5.458,10.939,0.834,,0.843,0.218,0.423,0.602,0.243
+Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.094,0.403,0.569,0.213
+Hong Kong S.A.R. of China,2017,5.362,10.999,0.831,,0.831,0.134,0.416,0.536,0.201
+Hong Kong S.A.R. of China,2019,5.659,10.995,0.856,,0.727,0.062,0.432,0.519,0.358
+Hong Kong S.A.R. of China,2020,5.295,10.931,0.813,,0.705,-0.076,0.380,0.522,0.210
+Hong Kong S.A.R. of China,2021,5.322,11.003,0.821,,0.669,0.021,0.390,0.534,0.224
+Hong Kong S.A.R. of China,2022,5.311,10.976,0.803,,0.697,0.040,0.383,0.549,0.204
+Hungary,2005,5.194,10.103,0.930,65.000,0.697,,0.903,0.578,0.290
+Hungary,2007,4.954,10.147,0.931,65.320,0.538,-0.166,0.895,0.600,0.230
+Hungary,2009,4.895,10.092,0.901,65.640,0.464,-0.131,0.915,0.575,0.228
+Hungary,2010,4.725,10.105,0.896,65.800,0.514,-0.151,0.983,0.574,0.235
+Hungary,2011,4.918,10.127,0.894,65.960,0.631,-0.095,0.940,0.586,0.305
+Hungary,2012,4.683,10.119,0.906,66.120,0.569,-0.142,0.930,0.582,0.315
+Hungary,2013,4.914,10.140,0.877,66.280,0.674,-0.119,0.912,0.647,0.307
+Hungary,2014,5.181,10.184,0.845,66.440,0.494,-0.156,0.855,0.578,0.238
+Hungary,2015,5.344,10.223,0.859,66.600,0.558,-0.204,0.908,0.650,0.245
+Hungary,2016,5.449,10.248,0.900,66.750,0.554,-0.193,0.924,0.590,0.243
+Hungary,2017,6.065,10.292,0.877,66.900,0.661,-0.145,0.886,0.644,0.181
+Hungary,2018,5.936,10.346,0.941,67.050,0.693,-0.249,0.911,0.595,0.201
+Hungary,2019,6.000,10.393,0.947,67.200,0.798,-0.201,0.884,0.653,0.180
+Hungary,2020,6.038,10.349,0.943,67.350,0.771,-0.127,0.836,0.662,0.240
+Hungary,2021,6.227,10.423,0.948,67.500,0.727,-0.046,0.832,0.668,0.192
+Hungary,2022,5.861,10.470,0.937,67.650,0.776,-0.009,0.848,0.628,0.250
+Hungary,2023,5.965,10.473,0.954,67.800,0.755,-0.002,0.847,0.673,0.189
+Iceland,2008,6.888,10.878,0.977,71.200,0.885,0.265,0.708,0.851,0.153
+Iceland,2012,7.591,10.788,0.979,71.600,0.905,0.235,0.759,0.817,0.157
+Iceland,2013,7.501,10.823,0.967,71.700,0.923,0.299,0.713,0.802,0.156
+Iceland,2015,7.498,10.862,0.980,71.900,0.940,0.294,0.639,0.794,0.180
+Iceland,2016,7.510,10.909,0.985,71.925,0.952,0.274,0.719,0.808,0.158
+Iceland,2017,7.476,10.927,0.967,71.950,0.939,0.240,0.727,0.823,0.148
+Iceland,2019,7.533,10.943,0.982,72.000,0.959,,0.699,0.787,0.178
+Iceland,2020,7.575,10.852,0.983,72.025,0.949,0.152,0.644,0.808,0.172
+Iceland,2021,7.565,10.878,0.980,72.050,0.923,0.257,0.664,0.806,0.159
+Iceland,2022,7.449,10.916,0.985,72.075,0.936,0.222,0.692,0.768,0.178
+Iceland,2023,7.562,10.934,0.979,72.100,0.918,0.299,0.697,0.793,0.185
+India,2006,5.348,8.141,0.707,55.860,0.774,,0.855,0.576,0.199
+India,2007,5.027,8.200,0.569,56.220,0.729,-0.056,0.862,0.541,0.253
+India,2008,5.146,8.216,0.684,56.580,0.756,-0.077,0.891,0.573,0.259
+India,2009,4.522,8.278,0.653,56.940,0.679,-0.031,0.895,0.639,0.301
+India,2010,4.989,8.346,0.605,57.300,0.783,0.053,0.863,0.579,0.267
+India,2011,4.635,8.383,0.553,57.660,0.838,-0.043,0.908,0.480,0.232
+India,2012,4.720,8.423,0.511,58.020,0.609,0.062,0.830,0.544,0.295
+India,2013,4.428,8.472,0.553,58.380,0.740,0.079,0.832,0.608,0.330
+India,2014,4.424,8.531,0.621,58.740,0.809,-0.031,0.832,0.651,0.285
+India,2015,4.342,8.596,0.610,59.100,0.777,-0.010,0.776,0.657,0.322
+India,2016,4.179,8.664,0.614,59.400,0.820,0.041,0.765,0.646,0.346
+India,2017,4.046,8.718,0.607,59.700,0.886,-0.046,0.781,0.579,0.318
+India,2018,3.818,8.770,0.638,60.000,0.890,0.080,0.805,0.591,0.357
+India,2019,3.249,8.797,0.561,60.300,0.876,0.108,0.752,0.560,0.466
+India,2020,4.224,8.728,0.616,60.600,0.906,0.068,0.780,0.686,0.383
+India,2021,3.558,8.806,0.570,60.900,0.866,0.052,0.757,0.547,0.429
+India,2022,3.930,8.867,0.608,61.200,0.893,0.085,0.771,0.596,0.432
+India,2023,4.676,8.919,0.633,61.500,0.900,0.121,0.770,0.699,0.389
+Indonesia,2006,4.947,8.839,0.771,60.320,0.713,0.343,0.915,0.715,0.266
+Indonesia,2007,5.101,8.888,0.704,60.540,0.603,0.307,0.960,0.696,0.242
+Indonesia,2008,4.815,8.933,0.675,60.760,0.596,0.160,0.968,0.675,0.239
+Indonesia,2009,5.472,8.966,0.779,60.980,0.784,0.186,0.911,0.768,0.193
+Indonesia,2010,5.457,9.013,0.816,61.200,0.700,0.443,0.954,0.717,0.218
+Indonesia,2011,5.173,9.061,0.825,61.420,0.878,0.433,0.962,0.748,0.273
+Indonesia,2012,5.368,9.107,0.834,61.640,0.770,0.349,0.962,0.764,0.229
+Indonesia,2013,5.292,9.149,0.794,61.860,0.781,0.371,0.973,0.777,0.249
+Indonesia,2014,5.597,9.186,0.905,62.080,0.719,0.403,0.970,0.757,0.242
+Indonesia,2015,5.043,9.222,0.809,62.300,0.779,0.466,0.946,0.796,0.274
+Indonesia,2016,5.136,9.261,0.792,62.425,0.830,0.494,0.890,0.748,0.342
+Indonesia,2017,5.098,9.300,0.796,62.550,0.865,0.482,0.900,0.781,0.319
+Indonesia,2018,5.340,9.341,0.809,62.675,0.879,0.506,0.868,0.796,0.296
+Indonesia,2019,5.347,9.381,0.802,62.800,0.866,0.549,0.861,0.800,0.302
+Indonesia,2020,4.828,9.351,0.751,62.925,0.853,0.529,0.914,0.742,0.351
+Indonesia,2021,5.433,9.381,0.817,63.050,0.885,0.540,0.845,0.799,0.273
+Indonesia,2022,5.585,9.426,0.834,63.175,0.903,0.516,0.862,0.818,0.269
+Indonesia,2023,5.695,9.466,0.781,63.300,0.900,0.590,0.866,0.814,0.289
+Iran,2005,5.308,9.498,0.766,64.300,0.651,,0.636,0.515,0.456
+Iran,2007,5.336,9.595,0.718,64.580,0.533,0.043,0.872,0.553,0.361
+Iran,2008,5.129,9.584,0.633,64.720,0.601,0.040,0.868,0.541,0.345
+Iran,2011,4.768,9.636,0.582,65.140,0.798,0.188,0.665,0.513,0.359
+Iran,2012,4.609,9.585,0.600,65.280,0.764,,0.678,0.529,0.525
+Iran,2013,5.140,9.555,0.664,65.420,0.730,0.202,0.685,0.575,0.552
+Iran,2014,4.682,9.585,0.644,65.560,0.767,0.227,0.640,0.550,0.512
+Iran,2015,4.750,9.548,0.572,65.700,0.780,0.164,0.699,0.548,0.520
+Iran,2016,4.653,9.614,0.566,65.850,0.773,0.176,0.713,0.592,0.526
+Iran,2017,4.717,9.627,0.714,66.000,0.731,0.210,0.715,0.590,0.439
+Iran,2018,4.278,9.591,0.674,66.150,0.603,0.073,0.703,0.482,0.493
+Iran,2019,5.006,9.553,0.698,66.300,0.623,0.128,0.728,0.525,0.449
+Iran,2020,4.865,9.577,0.757,66.450,0.600,0.130,0.710,0.505,0.470
+Iran,2021,4.788,9.616,0.771,66.600,0.609,0.172,0.761,0.518,0.427
+Iran,2022,4.977,9.636,0.800,66.750,0.570,0.209,0.766,0.521,0.466
+Iran,2023,5.004,9.651,0.809,66.900,0.615,0.254,0.764,0.533,0.425
+Iraq,2008,4.590,8.982,0.744,60.940,0.386,-0.061,0.910,0.532,0.448
+Iraq,2009,4.775,8.979,0.862,60.920,0.431,-0.198,0.854,0.504,0.404
+Iraq,2010,5.065,9.009,0.854,60.900,0.419,-0.123,0.859,0.497,0.431
+Iraq,2011,4.725,9.047,0.751,60.880,0.347,-0.068,0.780,0.473,0.557
+Iraq,2012,4.660,9.133,0.730,60.860,0.315,-0.018,0.789,0.410,0.449
+Iraq,2013,4.725,9.159,0.728,60.840,,-0.047,0.710,,0.554
+Iraq,2014,4.542,9.126,0.725,60.820,0.646,0.002,0.726,0.539,0.564
+Iraq,2015,4.493,9.145,0.684,60.800,0.599,0.021,0.762,0.478,0.581
+Iraq,2016,4.413,9.250,0.719,61.275,0.666,-0.050,0.799,0.471,0.570
+Iraq,2017,4.462,9.208,0.695,61.750,0.628,0.001,0.757,0.487,0.591
+Iraq,2018,4.886,9.210,0.764,62.225,0.598,-0.069,0.887,0.552,0.482
+Iraq,2020,4.785,9.088,0.708,63.175,0.700,-0.021,0.849,0.585,0.532
+Iraq,2021,5.094,9.081,0.730,63.650,0.594,0.006,0.901,0.577,0.474
+Iraq,2022,4.928,9.127,0.753,64.125,0.661,0.068,0.855,0.565,0.499
+Iraq,2023,5.475,9.093,0.734,64.600,0.658,-0.017,0.851,0.587,0.469
+Ireland,2006,7.144,10.985,0.967,69.620,0.943,0.235,0.473,0.815,0.209
+Ireland,2008,7.568,10.941,0.983,69.860,0.894,0.315,0.487,0.745,0.148
+Ireland,2009,7.046,10.879,0.959,69.980,0.835,0.308,0.580,0.745,0.233
+Ireland,2010,7.257,10.890,0.973,70.100,0.856,0.341,0.618,0.763,0.201
+Ireland,2011,7.007,10.894,0.977,70.220,0.952,0.376,0.590,0.786,0.190
+Ireland,2012,6.965,10.890,0.962,70.340,0.902,0.295,0.573,0.721,0.237
+Ireland,2013,6.760,10.896,0.955,70.460,0.884,0.325,0.558,0.744,0.245
+Ireland,2014,7.018,10.971,0.968,70.580,0.922,0.257,0.406,0.736,0.229
+Ireland,2015,6.830,11.180,0.953,70.700,0.892,0.226,0.409,0.748,0.225
+Ireland,2016,7.041,11.189,0.958,70.800,0.875,0.169,0.399,0.744,0.211
+Ireland,2017,7.060,11.264,0.943,70.900,0.905,0.210,0.337,0.771,0.213
+Ireland,2018,6.962,11.334,0.938,71.000,0.861,0.138,0.362,0.754,0.213
+Ireland,2019,7.255,11.373,0.944,71.100,0.892,0.067,0.373,0.758,0.223
+Ireland,2020,7.035,11.423,0.960,71.200,0.882,0.000,0.356,0.753,0.246
+Ireland,2021,6.828,11.540,0.850,71.300,0.846,0.131,0.360,0.733,0.245
+Ireland,2022,6.870,11.643,0.906,71.400,0.895,0.138,0.358,0.738,0.234
+Ireland,2023,6.817,11.676,0.921,71.500,0.903,0.182,0.373,0.742,0.245
+Israel,2006,7.173,10.368,0.927,71.080,0.817,,0.905,0.639,0.308
+Israel,2007,6.841,10.408,0.868,71.160,0.683,0.215,0.868,0.642,0.320
+Israel,2008,7.261,10.423,0.859,71.240,0.663,0.134,0.898,0.635,0.349
+Israel,2009,7.353,10.408,0.937,71.320,0.593,0.167,0.923,0.620,0.327
+Israel,2010,7.359,10.444,0.882,71.400,0.561,0.145,0.902,0.628,0.362
+Israel,2011,7.433,10.480,0.893,71.480,0.722,0.136,0.891,0.654,0.384
+Israel,2012,7.111,10.487,0.903,71.560,0.681,0.147,0.862,0.611,0.319
+Israel,2013,7.321,10.512,0.909,71.640,0.739,0.145,0.849,0.649,0.409
+Israel,2014,7.401,10.531,0.889,71.720,0.707,0.088,0.818,0.567,0.271
+Israel,2015,7.079,10.536,0.864,71.800,0.753,0.103,0.789,0.652,0.256
+Israel,2016,7.159,10.560,0.890,71.950,0.772,0.147,0.804,0.602,0.263
+Israel,2017,7.331,10.583,0.916,72.100,0.768,0.138,0.793,0.621,0.276
+Israel,2018,6.927,10.603,0.910,72.250,0.725,0.048,0.770,0.612,0.282
+Israel,2019,7.332,10.625,0.946,72.400,0.834,0.078,0.743,0.598,0.266
+Israel,2020,7.195,10.589,0.959,72.550,0.831,-0.059,0.748,0.564,0.243
+Israel,2021,7.578,10.655,0.917,72.700,0.820,-0.008,0.726,0.558,0.217
+Israel,2022,7.662,10.698,0.954,72.850,0.775,-0.007,0.655,0.583,0.183
+Israel,2023,6.783,10.707,0.952,73.000,0.797,0.146,0.636,0.484,0.516
+Italy,2005,6.854,10.698,0.928,70.600,0.802,,0.944,0.606,0.295
+Italy,2007,6.574,10.722,0.912,70.800,0.684,0.108,0.922,0.650,0.303
+Italy,2008,6.780,10.706,0.880,70.900,0.543,0.044,0.946,0.588,0.268
+Italy,2009,6.334,10.647,0.880,71.000,0.701,0.235,0.890,0.715,0.279
+Italy,2010,6.354,10.661,0.872,71.100,0.738,-0.065,0.921,0.535,0.236
+Italy,2011,6.057,10.666,0.913,71.200,0.568,-0.023,0.933,0.610,0.266
+Italy,2012,5.839,10.633,0.869,71.300,0.570,0.107,0.908,0.651,0.388
+Italy,2013,6.009,10.603,0.916,71.400,0.499,-0.108,0.943,0.702,0.357
+Italy,2014,6.027,10.594,0.898,71.500,0.624,-0.071,0.920,0.659,0.356
+Italy,2015,5.848,10.603,0.909,71.600,0.575,-0.070,0.913,0.646,0.329
+Italy,2016,5.955,10.617,0.927,71.675,0.624,-0.086,0.903,0.632,0.339
+Italy,2017,6.199,10.635,0.920,71.750,0.633,-0.041,0.867,0.613,0.323
+Italy,2018,6.517,10.647,0.913,71.825,0.650,-0.027,0.888,0.598,0.403
+Italy,2019,6.445,10.663,0.838,71.900,0.709,-0.088,0.866,0.569,0.328
+Italy,2020,6.488,10.574,0.890,71.975,0.718,-0.157,0.844,0.614,0.311
+Italy,2021,6.467,10.647,0.886,72.050,0.703,-0.096,0.862,0.634,0.318
+Italy,2022,6.258,10.687,0.869,72.125,0.711,0.026,0.819,0.624,0.298
+Italy,2023,6.245,10.703,0.851,72.200,0.699,-0.053,0.819,0.636,0.293
+Ivory Coast,2009,4.197,8.181,0.667,48.900,0.760,-0.157,0.902,0.555,0.186
+Ivory Coast,2013,3.739,8.285,0.709,51.300,0.739,-0.037,0.691,0.661,0.306
+Ivory Coast,2014,3.570,8.351,0.711,51.900,0.781,-0.087,0.671,0.603,0.291
+Ivory Coast,2015,4.445,8.395,0.704,52.500,0.800,-0.059,0.744,0.614,0.347
+Ivory Coast,2016,4.543,8.438,0.617,53.075,0.769,-0.048,0.757,0.693,0.378
+Ivory Coast,2017,5.038,8.484,0.661,53.650,0.732,-0.116,0.771,0.662,0.357
+Ivory Coast,2018,5.268,8.505,0.621,54.225,0.713,-0.054,0.791,0.659,0.386
+Ivory Coast,2019,5.392,8.543,0.679,54.800,0.736,-0.021,0.799,0.663,0.425
+Ivory Coast,2020,5.257,8.535,0.613,55.375,0.770,0.012,0.777,0.655,0.340
+Ivory Coast,2021,5.056,8.579,0.554,55.950,0.717,-0.004,0.716,0.626,0.345
+Ivory Coast,2022,4.849,8.619,0.536,56.525,0.713,-0.009,0.743,0.629,0.399
+Ivory Coast,2023,5.337,8.656,0.623,57.100,0.753,-0.057,0.676,0.670,0.307
+Jamaica,2006,6.208,9.249,0.909,66.600,0.738,-0.011,0.946,0.753,0.201
+Jamaica,2011,5.374,9.193,0.855,66.600,0.796,-0.071,0.909,0.764,0.237
+Jamaica,2013,5.709,9.182,0.865,66.600,0.793,-0.029,0.931,0.694,0.312
+Jamaica,2014,5.311,9.185,0.874,66.600,0.809,-0.008,0.861,0.708,0.310
+Jamaica,2017,5.890,9.209,0.913,66.600,0.861,-0.138,0.883,0.700,0.243
+Jamaica,2019,6.309,9.234,0.878,66.600,0.891,-0.146,0.885,0.722,0.195
+Jamaica,2020,5.425,9.128,0.870,66.600,0.865,-0.152,0.836,0.712,0.266
+Jamaica,2021,5.814,9.170,0.857,66.600,0.731,-0.084,0.883,0.689,0.308
+Jamaica,2022,5.870,9.212,0.868,66.600,0.874,-0.091,0.910,0.718,0.269
+Japan,2005,6.516,10.552,0.928,72.400,0.868,,0.699,0.686,0.153
+Japan,2007,6.238,10.578,0.938,72.640,0.796,-0.097,0.809,0.683,0.207
+Japan,2008,5.911,10.566,0.887,72.760,0.772,-0.142,0.816,0.705,0.191
+Japan,2009,5.845,10.507,0.888,72.880,0.730,-0.217,0.740,0.713,0.169
+Japan,2010,6.057,10.547,0.902,73.000,0.772,-0.147,0.770,0.779,0.188
+Japan,2011,6.263,10.549,0.917,73.120,0.814,-0.059,0.734,0.714,0.181
+Japan,2012,5.968,10.565,0.905,73.240,0.753,,0.692,0.708,0.171
+Japan,2013,5.959,10.586,0.924,73.360,0.821,-0.154,0.650,0.719,0.175
+Japan,2014,5.923,10.590,0.900,73.480,0.838,-0.146,0.617,0.687,0.189
+Japan,2015,5.880,10.607,0.923,73.600,0.832,-0.162,0.654,0.702,0.176
+Japan,2016,5.955,10.615,0.900,73.725,0.836,-0.069,0.698,0.690,0.192
+Japan,2017,5.911,10.632,0.882,73.850,0.849,-0.213,0.659,0.692,0.176
+Japan,2018,5.794,10.640,0.886,73.975,0.773,-0.268,0.687,0.649,0.185
+Japan,2019,5.908,10.637,0.878,74.100,0.806,-0.261,0.617,0.693,0.194
+Japan,2020,6.118,10.596,0.887,74.225,0.806,-0.266,0.609,0.681,0.186
+Japan,2021,6.091,10.622,0.896,74.350,0.801,-0.213,0.670,0.674,0.189
+Japan,2022,6.178,10.637,0.899,74.475,0.789,-0.237,0.643,0.670,0.165
+Japan,2023,5.910,10.654,0.842,74.600,0.777,-0.222,0.594,0.638,0.178
+Jordan,2005,6.295,9.283,0.920,65.800,,,0.670,0.630,0.240
+Jordan,2007,5.598,9.308,0.841,66.160,0.646,-0.117,0.664,,0.240
+Jordan,2008,4.930,9.354,0.766,66.340,,-0.134,0.709,0.656,0.331
+Jordan,2009,6.000,9.381,0.899,66.520,0.771,-0.083,0.739,0.587,0.265
+Jordan,2010,5.570,9.382,0.918,66.700,0.788,-0.057,,0.564,0.343
+Jordan,2011,5.539,9.383,0.878,66.880,0.760,-0.155,,0.551,0.260
+Jordan,2012,5.132,9.393,0.829,67.060,0.693,-0.175,,0.469,0.345
+Jordan,2013,5.172,9.354,0.840,67.240,0.692,-0.131,,0.597,0.286
+Jordan,2014,5.333,9.269,0.816,67.420,0.729,-0.113,,0.602,0.313
+Jordan,2015,5.405,9.202,0.830,67.600,0.767,-0.051,,0.617,0.305
+Jordan,2016,5.271,9.173,0.820,67.600,0.771,-0.042,,0.598,0.312
+Jordan,2017,4.808,9.173,0.815,67.600,0.766,-0.156,,0.554,0.392
+Jordan,2018,4.639,9.168,0.800,67.600,0.762,-0.189,,,
+Jordan,2019,4.453,9.163,0.793,67.600,0.726,-0.168,,,
+Jordan,2020,4.094,9.125,0.709,67.600,0.779,-0.154,,,
+Jordan,2021,3.909,9.127,0.703,67.600,0.773,-0.148,0.656,0.480,0.429
+Jordan,2022,4.356,9.140,0.774,67.600,0.759,-0.156,0.715,0.521,0.435
+Jordan,2023,4.292,9.151,0.721,67.600,0.754,-0.143,0.651,0.518,0.442
+Kazakhstan,2006,5.476,9.804,0.872,58.000,0.731,-0.280,0.865,0.602,0.185
+Kazakhstan,2007,5.719,9.878,0.861,58.600,0.806,-0.251,0.865,0.557,0.179
+Kazakhstan,2008,5.886,9.892,0.839,59.200,0.727,-0.226,0.899,0.613,0.160
+Kazakhstan,2009,5.383,9.884,0.893,59.800,0.856,-0.255,0.845,0.595,0.129
+Kazakhstan,2010,5.514,9.940,0.904,60.400,0.785,-0.221,0.823,0.655,0.149
+Kazakhstan,2011,5.736,9.997,0.905,61.000,0.878,-0.241,0.802,0.622,0.154
+Kazakhstan,2012,5.759,10.030,0.892,61.600,0.840,-0.177,0.877,0.667,0.184
+Kazakhstan,2013,5.835,10.074,0.889,62.200,0.782,-0.235,0.820,0.629,0.164
+Kazakhstan,2014,5.970,10.101,0.795,62.800,0.799,-0.002,0.805,0.671,0.169
+Kazakhstan,2015,5.950,10.098,0.931,63.400,0.740,-0.043,0.714,0.682,0.174
+Kazakhstan,2016,5.534,10.095,0.928,63.800,0.783,-0.042,0.702,0.641,0.155
+Kazakhstan,2017,5.882,10.121,0.914,64.200,0.745,-0.041,0.755,0.698,0.171
+Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.104,0.824,0.611,0.162
+Kazakhstan,2019,6.272,10.179,0.951,65.000,0.852,-0.061,0.708,0.711,0.139
+Kazakhstan,2020,6.168,10.141,0.966,65.400,0.872,-0.062,0.661,0.620,0.150
+Kazakhstan,2021,6.260,10.170,0.906,65.800,0.807,0.034,0.782,0.663,0.122
+Kazakhstan,2022,6.006,10.169,0.923,66.200,0.883,0.022,0.720,0.652,0.132
+Kazakhstan,2023,6.299,10.172,0.929,66.600,0.901,0.050,0.812,0.626,0.114
+Kenya,2006,4.223,8.164,0.909,51.420,0.616,-0.034,0.860,0.657,0.198
+Kenya,2007,4.576,8.201,0.841,51.940,0.750,0.040,0.799,0.698,0.162
+Kenya,2008,4.015,8.173,0.827,52.460,0.620,-0.026,0.909,0.733,0.149
+Kenya,2009,4.270,8.176,0.789,52.980,0.584,0.086,0.913,0.679,0.183
+Kenya,2010,4.256,8.226,0.805,53.500,0.635,0.005,0.918,0.758,0.123
+Kenya,2011,4.405,8.249,0.846,54.020,0.709,0.009,0.923,0.706,0.228
+Kenya,2012,4.547,8.269,0.831,54.540,0.628,0.053,0.911,0.667,0.194
+Kenya,2013,3.795,8.282,0.825,55.060,0.708,0.201,0.861,0.729,0.161
+Kenya,2014,4.905,8.308,0.765,55.580,0.819,0.161,0.849,0.779,0.221
+Kenya,2015,4.358,8.334,0.777,56.100,0.793,0.209,0.853,0.673,0.172
+Kenya,2016,4.396,8.353,0.706,56.500,0.749,0.288,0.828,0.730,0.226
+Kenya,2017,4.476,8.369,0.715,56.900,0.853,0.225,0.854,0.754,0.230
+Kenya,2018,4.656,8.404,0.707,57.300,0.821,0.282,0.844,0.747,0.237
+Kenya,2019,4.619,8.434,0.676,57.700,0.818,0.300,0.794,0.728,0.251
+Kenya,2020,4.547,8.411,0.674,58.100,0.702,0.251,0.837,0.738,0.297
+Kenya,2021,4.465,8.465,0.702,58.500,0.678,0.313,0.841,0.745,0.253
+Kenya,2022,4.448,8.493,0.691,58.900,0.706,0.292,0.878,0.725,0.281
+Kenya,2023,4.496,8.523,0.703,59.300,0.736,0.316,0.800,0.756,0.245
+Kosovo,2007,5.104,,0.848,,0.381,,0.894,0.614,0.237
+Kosovo,2008,5.522,8.858,0.884,,,0.094,0.849,0.500,0.318
+Kosovo,2009,5.891,8.899,0.830,,0.506,0.203,0.968,0.528,0.169
+Kosovo,2010,5.177,8.940,0.708,,0.451,0.171,0.967,0.673,0.118
+Kosovo,2011,4.860,8.992,0.759,,0.589,0.004,0.919,0.604,0.124
+Kosovo,2012,5.640,9.000,0.757,,0.636,0.028,0.950,0.562,0.100
+Kosovo,2013,6.126,9.046,0.721,,0.568,0.114,0.935,0.650,0.203
+Kosovo,2014,5.000,9.082,0.706,,0.441,0.010,0.775,0.552,0.206
+Kosovo,2015,5.077,9.153,0.805,,0.561,0.177,0.851,0.685,0.180
+Kosovo,2016,5.759,9.213,0.824,,0.827,0.120,0.941,0.588,0.150
+Kosovo,2017,6.149,9.253,0.792,,0.858,0.112,0.925,0.617,0.186
+Kosovo,2018,6.392,9.283,0.822,,0.890,0.264,0.922,0.642,0.170
+Kosovo,2019,6.425,9.334,0.843,,0.841,0.242,0.920,0.612,0.141
+Kosovo,2020,6.294,9.279,0.792,,0.880,0.302,0.910,0.593,0.201
+Kosovo,2021,6.648,9.383,0.849,,0.840,0.258,0.842,0.578,0.116
+Kosovo,2022,6.160,9.431,0.888,,0.865,0.208,0.846,0.549,0.142
+Kosovo,2023,6.878,9.480,0.807,,0.900,0.285,0.811,0.682,0.140
+Kuwait,2006,6.076,11.233,0.919,68.400,0.769,-0.242,0.328,0.788,0.182
+Kuwait,2009,6.585,11.074,0.926,69.000,0.819,0.000,0.675,0.694,0.252
+Kuwait,2010,6.798,10.998,0.893,69.200,0.703,-0.039,0.486,0.687,0.203
+Kuwait,2011,6.378,11.024,0.882,69.400,0.769,,0.560,0.726,0.177
+Kuwait,2012,6.221,11.012,0.889,69.600,0.934,,,0.794,0.095
+Kuwait,2013,6.480,10.952,0.862,69.800,0.751,,,0.686,0.283
+Kuwait,2014,6.180,10.926,,70.000,,,,,
+Kuwait,2015,6.146,10.893,0.823,70.200,0.822,0.077,,0.678,0.324
+Kuwait,2016,5.947,10.887,0.845,70.175,0.841,-0.080,,0.643,0.315
+Kuwait,2017,6.094,10.820,0.853,70.150,0.884,-0.010,,0.649,0.307
+Kuwait,2019,6.106,10.765,0.842,70.100,0.867,-0.106,,0.643,0.303
+Kuwait,2022,6.758,10.803,0.874,70.025,0.969,0.142,,0.738,0.156
+Kuwait,2023,7.130,10.812,0.890,70.000,0.898,0.136,,0.729,0.207
+Kyrgyzstan,2006,4.641,8.185,0.844,59.920,0.678,-0.145,0.879,0.555,0.159
+Kyrgyzstan,2007,4.698,8.258,0.833,60.340,0.684,-0.097,0.929,0.590,0.130
+Kyrgyzstan,2008,4.737,8.329,0.792,60.760,0.719,-0.105,0.923,0.594,0.147
+Kyrgyzstan,2009,5.069,8.345,0.855,61.180,0.699,-0.145,0.896,0.554,0.165
+Kyrgyzstan,2010,4.996,8.329,0.885,61.600,0.720,-0.077,0.926,0.516,0.123
+Kyrgyzstan,2011,4.921,8.374,0.891,62.020,0.748,-0.160,0.932,0.579,0.151
+Kyrgyzstan,2012,5.208,8.357,0.856,62.440,0.703,-0.084,0.892,0.580,0.182
+Kyrgyzstan,2013,5.402,8.441,0.851,62.860,0.755,-0.090,0.900,0.595,0.135
+Kyrgyzstan,2014,5.252,8.460,0.898,63.280,0.736,0.350,0.897,0.617,0.185
+Kyrgyzstan,2015,4.905,8.477,0.857,63.700,0.813,0.194,0.858,0.658,0.173
+Kyrgyzstan,2016,4.857,8.500,0.914,64.225,0.814,0.051,0.917,0.668,0.126
+Kyrgyzstan,2017,5.630,8.526,0.883,64.750,0.859,0.138,0.874,0.640,0.160
+Kyrgyzstan,2018,5.297,8.543,0.898,65.275,0.945,0.262,0.907,0.617,0.203
+Kyrgyzstan,2019,5.685,8.568,0.877,65.800,0.920,-0.008,0.885,0.625,0.207
+Kyrgyzstan,2020,6.250,8.461,0.902,66.325,0.935,0.101,0.931,0.672,0.258
+Kyrgyzstan,2021,5.564,8.504,0.904,66.850,0.918,0.199,0.903,0.660,0.226
+Kyrgyzstan,2022,5.668,8.555,0.927,67.375,0.948,0.230,0.876,0.646,0.204
+Kyrgyzstan,2023,5.910,8.573,0.946,67.900,0.943,0.145,0.899,0.681,0.165
+Laos,2006,5.076,8.234,0.807,55.880,0.925,0.435,0.688,0.790,0.163
+Laos,2007,5.364,8.291,0.790,56.260,0.867,0.474,0.580,0.752,0.136
+Laos,2008,5.044,8.351,0.807,56.640,0.886,0.412,0.637,0.728,0.202
+Laos,2011,4.704,8.538,0.691,57.780,0.882,0.454,0.587,0.746,0.225
+Laos,2012,4.876,8.601,0.693,58.160,,0.227,,0.741,0.387
+Laos,2017,4.623,8.883,0.707,59.900,0.891,0.068,0.592,0.712,0.344
+Laos,2018,4.859,8.929,0.705,60.200,0.907,0.136,0.634,0.711,0.332
+Laos,2019,5.197,8.967,0.729,60.500,0.906,0.055,0.620,0.718,0.306
+Laos,2020,5.284,8.957,0.660,60.800,0.915,0.136,0.748,0.714,0.358
+Laos,2021,4.927,8.968,0.650,61.100,0.927,0.037,0.668,0.702,0.292
+Laos,2022,4.962,8.981,0.659,61.400,0.891,0.091,0.706,0.675,0.334
+Laos,2023,5.486,9.005,0.678,61.700,0.904,0.099,0.724,0.679,0.335
+Latvia,2006,4.710,10.042,0.884,63.100,0.641,-0.236,0.937,0.590,0.234
+Latvia,2007,4.667,10.145,0.836,63.400,0.700,-0.173,0.924,0.594,0.247
+Latvia,2008,5.145,10.123,0.855,63.700,0.630,-0.210,0.926,0.633,0.215
+Latvia,2009,4.669,9.985,0.807,64.000,0.437,-0.187,0.942,0.537,0.242
+Latvia,2011,4.967,10.004,0.836,64.600,0.564,-0.006,0.934,0.563,0.222
+Latvia,2012,5.125,10.085,0.851,64.900,0.564,-0.044,0.895,0.588,0.232
+Latvia,2013,5.070,10.115,0.834,65.200,0.631,-0.079,0.837,0.605,0.227
+Latvia,2014,5.729,10.143,0.881,65.500,0.671,-0.049,0.804,0.605,0.226
+Latvia,2015,5.881,10.190,0.879,65.800,0.656,-0.084,0.808,0.559,0.228
+Latvia,2016,5.940,10.222,0.917,65.900,0.685,-0.163,0.868,0.583,0.231
+Latvia,2017,5.978,10.264,0.895,66.000,0.700,-0.161,0.798,0.565,0.232
+Latvia,2018,5.901,10.311,0.913,66.100,0.608,-0.218,0.799,0.521,0.192
+Latvia,2019,5.970,10.343,0.936,66.200,0.698,-0.200,0.789,0.537,0.212
+Latvia,2020,6.229,10.328,0.928,66.300,0.820,-0.086,0.809,0.674,0.202
+Latvia,2021,6.353,10.376,0.954,66.400,0.815,-0.104,0.840,0.716,0.186
+Latvia,2022,6.055,10.396,0.928,66.500,0.817,0.018,0.844,0.632,0.161
+Latvia,2023,6.296,10.408,0.932,66.600,0.816,0.059,0.800,0.671,0.257
+Lebanon,2005,5.491,9.571,0.796,65.100,0.703,,0.945,0.558,0.292
+Lebanon,2006,4.653,9.570,0.853,65.160,0.670,0.064,0.902,0.501,0.320
+Lebanon,2008,4.595,9.711,0.717,65.280,0.524,0.031,0.927,0.475,0.365
+Lebanon,2009,5.206,9.796,0.736,65.340,0.665,0.067,0.937,0.472,0.401
+Lebanon,2010,5.032,9.864,0.721,65.400,0.678,0.068,0.949,0.457,0.341
+Lebanon,2011,5.188,9.862,0.733,65.460,0.657,-0.002,0.911,0.506,0.320
+Lebanon,2012,4.573,9.862,0.713,65.520,0.621,-0.016,0.856,0.442,0.339
+Lebanon,2013,4.983,9.807,0.708,65.580,0.655,-0.012,0.921,0.446,0.409
+Lebanon,2014,5.233,9.732,0.759,65.640,0.657,-0.017,0.939,0.525,0.267
+Lebanon,2015,5.172,9.717,0.742,65.700,0.597,0.066,0.889,0.524,0.243
+Lebanon,2016,5.271,9.754,0.828,65.775,0.657,0.021,0.853,0.513,0.263
+Lebanon,2017,5.154,9.787,0.777,65.850,0.605,-0.088,0.911,0.469,0.244
+Lebanon,2018,5.167,9.795,0.829,65.925,0.607,-0.081,0.907,0.415,0.271
+Lebanon,2019,4.024,9.752,0.866,66.000,0.447,-0.098,0.890,0.308,0.494
+Lebanon,2020,2.634,9.532,0.547,66.075,0.552,-0.139,0.884,0.352,0.482
+Lebanon,2021,2.179,9.472,0.507,66.150,0.423,-0.164,0.905,0.263,0.569
+Lebanon,2022,2.352,9.458,0.535,66.225,0.450,-0.130,0.883,0.298,0.430
+Lebanon,2023,3.588,9.471,0.686,66.300,0.499,-0.102,0.895,0.373,0.385
+Lesotho,2011,4.898,7.785,0.824,41.520,0.618,-0.093,0.768,0.754,0.170
+Lesotho,2016,3.808,7.897,0.798,42.250,0.729,-0.100,0.743,0.685,0.270
+Lesotho,2017,3.795,7.852,0.769,42.900,0.757,-0.144,0.797,0.706,0.255
+Lesotho,2019,3.512,7.805,0.790,44.200,0.716,-0.127,0.915,0.707,0.273
+Lesotho,2022,3.186,7.733,0.680,46.150,0.709,-0.102,0.815,0.709,0.288
+Liberia,2007,3.701,7.179,0.594,51.860,0.790,0.111,0.776,0.600,0.435
+Liberia,2008,4.221,7.207,0.619,51.940,0.724,-0.038,0.840,0.629,0.261
+Liberia,2010,4.196,7.257,0.827,52.100,0.819,-0.043,0.818,0.549,0.217
+Liberia,2014,4.571,7.386,0.708,52.420,0.590,-0.035,0.869,0.565,0.443
+Liberia,2015,2.702,7.366,0.638,52.500,0.671,-0.067,0.903,0.519,0.388
+Liberia,2016,3.355,7.330,0.643,53.100,0.763,0.028,0.901,0.625,0.509
+Liberia,2017,4.424,7.335,0.685,53.700,0.733,-0.018,0.867,0.674,0.391
+Liberia,2018,4.135,7.328,0.727,54.300,0.766,0.044,0.868,0.664,0.436
+Liberia,2019,5.121,7.283,0.712,54.900,0.706,0.044,0.828,0.645,0.389
+Liberia,2022,4.042,7.287,0.597,56.700,0.732,0.150,0.828,0.637,0.439
+Liberia,2023,4.494,7.309,0.630,57.300,0.720,0.039,0.834,0.608,0.428
+Libya,2012,5.754,10.380,0.855,65.140,0.712,-0.076,0.791,0.633,0.316
+Libya,2015,5.615,9.858,0.868,64.300,0.775,-0.089,,0.652,0.369
+Libya,2016,5.434,9.828,0.876,64.525,0.822,-0.135,,0.645,0.383
+Libya,2017,5.647,10.095,0.823,64.750,0.779,-0.068,0.673,0.643,0.379
+Libya,2018,5.494,10.156,0.824,64.975,0.781,-0.146,0.646,0.635,0.399
+Libya,2019,5.330,10.023,0.827,65.200,0.762,-0.107,0.686,0.629,0.401
+Libya,2022,5.760,9.893,0.813,65.875,0.761,-0.043,0.668,0.627,0.399
+Libya,2023,5.970,,0.748,66.100,0.762,,0.644,0.585,0.372
+Lithuania,2006,5.954,10.042,0.930,63.500,0.567,-0.301,0.967,0.567,0.254
+Lithuania,2007,5.808,10.160,0.941,63.700,0.590,-0.287,0.966,0.523,0.279
+Lithuania,2008,5.554,10.196,0.914,63.900,0.621,-0.265,0.961,0.501,0.276
+Lithuania,2009,5.467,10.046,0.933,64.100,0.496,-0.309,0.979,0.525,0.271
+Lithuania,2010,5.066,10.083,0.882,64.300,0.519,-0.281,0.962,0.463,0.272
+Lithuania,2011,5.432,10.165,0.911,64.500,0.566,-0.154,0.964,0.556,0.275
+Lithuania,2012,5.771,10.216,0.919,64.700,0.503,-0.279,0.957,0.557,0.277
+Lithuania,2013,5.596,10.261,0.913,64.900,0.556,-0.242,0.936,0.540,0.294
+Lithuania,2014,6.126,10.304,0.908,65.100,0.508,-0.269,0.956,0.565,0.287
+Lithuania,2015,5.711,10.334,0.929,65.300,0.641,-0.259,0.924,0.534,0.276
+Lithuania,2016,5.866,10.371,0.938,65.650,0.614,-0.272,0.949,0.553,0.250
+Lithuania,2017,6.273,10.427,0.926,66.000,0.749,-0.179,0.790,0.590,0.195
+Lithuania,2018,6.309,10.476,0.929,66.350,0.699,-0.243,0.852,0.518,0.214
+Lithuania,2019,6.064,10.524,0.918,66.700,0.780,-0.258,0.783,0.568,0.276
+Lithuania,2020,6.391,10.523,0.953,67.050,0.824,-0.129,0.829,0.626,0.202
+Lithuania,2021,6.865,10.579,0.928,67.400,0.707,-0.121,0.878,0.667,0.191
+Lithuania,2022,7.038,10.586,0.937,67.750,0.710,-0.192,0.685,0.471,0.132
+Lithuania,2023,6.553,10.575,0.881,68.100,0.734,-0.232,0.751,0.493,0.201
+Luxembourg,2009,6.958,11.628,0.939,70.300,0.939,0.116,0.432,0.713,0.238
+Luxembourg,2010,7.097,11.647,0.952,70.500,0.908,0.086,0.423,0.718,0.216
+Luxembourg,2011,7.101,11.635,0.934,70.700,0.962,0.097,0.388,0.744,0.200
+Luxembourg,2012,6.964,11.627,0.914,70.900,0.917,0.048,0.403,0.726,0.227
+Luxembourg,2013,7.131,11.636,0.917,71.100,0.790,-0.065,0.301,0.601,0.185
+Luxembourg,2014,6.891,11.638,0.875,71.300,0.938,0.097,0.366,0.760,0.170
+Luxembourg,2015,6.702,11.637,0.934,71.500,0.932,0.044,0.375,0.728,0.193
+Luxembourg,2016,6.967,11.664,0.941,71.525,0.882,0.011,0.356,0.706,0.192
+Luxembourg,2017,7.061,11.653,0.905,71.550,0.903,0.036,0.330,0.726,0.184
+Luxembourg,2018,7.243,11.645,0.902,71.575,0.884,-0.028,0.385,0.715,0.202
+Luxembourg,2019,7.404,11.649,0.912,71.600,0.930,-0.051,0.390,0.742,0.212
+Luxembourg,2022,7.228,11.657,0.878,71.675,0.915,0.023,0.345,0.718,0.218
+Luxembourg,2023,7.016,11.649,0.879,71.700,0.911,0.033,0.343,0.751,0.194
+Madagascar,2006,3.980,7.351,0.711,54.140,,-0.042,,0.563,0.161
+Madagascar,2008,4.640,7.413,0.776,54.620,0.332,-0.103,0.773,0.583,0.215
+Madagascar,2011,4.381,7.309,0.818,55.340,0.546,-0.065,0.897,0.516,0.235
+Madagascar,2012,3.551,7.311,0.673,55.580,0.487,-0.058,0.854,0.588,0.194
+Madagascar,2013,3.816,7.307,0.673,55.820,0.480,-0.022,0.868,0.600,0.241
+Madagascar,2014,3.676,7.314,0.655,56.060,0.529,-0.026,0.791,0.641,0.192
+Madagascar,2015,3.593,7.319,0.647,56.300,0.545,-0.044,0.861,0.674,0.226
+Madagascar,2016,3.663,7.332,0.746,56.550,0.570,-0.072,0.864,0.670,0.204
+Madagascar,2017,4.079,7.345,0.626,56.800,0.570,-0.037,0.847,0.701,0.375
+Madagascar,2018,4.071,7.351,0.666,57.050,0.551,0.000,0.889,0.723,0.362
+Madagascar,2019,4.339,7.369,0.701,57.300,0.550,-0.015,0.720,0.699,0.304
+Madagascar,2022,4.019,7.315,0.642,58.050,0.523,0.070,0.740,0.687,0.345
+Madagascar,2023,4.433,7.333,0.692,58.300,0.504,0.096,0.784,0.718,0.389
+Malawi,2006,3.830,7.015,0.554,45.360,0.767,0.171,0.676,0.609,0.222
+Malawi,2007,4.891,7.078,0.600,46.420,0.910,0.173,0.691,0.691,0.176
+Malawi,2009,5.148,7.174,0.718,48.540,0.879,0.147,0.689,0.694,0.130
+Malawi,2011,3.946,7.231,0.613,50.660,0.733,0.070,0.853,0.620,0.268
+Malawi,2012,4.279,7.221,0.604,51.720,0.637,0.140,0.886,0.717,0.200
+Malawi,2013,4.035,7.246,0.563,52.780,0.752,0.049,0.857,0.699,0.248
+Malawi,2014,4.563,7.273,0.512,53.840,0.786,0.032,0.824,0.653,0.263
+Malawi,2015,3.868,7.273,0.494,54.900,0.801,0.029,0.835,0.602,0.260
+Malawi,2016,3.476,7.270,0.524,55.450,0.810,0.037,0.824,0.584,0.325
+Malawi,2017,3.417,7.283,0.555,56.000,0.848,-0.004,0.735,0.592,0.312
+Malawi,2018,3.335,7.299,0.528,56.550,0.799,0.043,0.766,0.548,0.365
+Malawi,2019,3.869,7.325,0.549,57.100,0.765,-0.027,0.680,0.517,0.348
+Malawi,2021,3.635,7.307,0.558,58.200,0.757,-0.014,0.740,0.551,0.326
+Malawi,2022,3.356,7.291,0.503,58.750,0.744,0.017,0.755,0.536,0.329
+Malawi,2023,3.272,7.279,0.470,59.300,0.738,0.014,0.745,0.520,0.338
+Malaysia,2006,6.012,9.827,0.866,65.080,0.837,0.196,0.740,0.687,0.243
+Malaysia,2007,6.239,9.867,0.871,65.160,0.844,0.085,0.799,0.719,0.162
+Malaysia,2008,5.807,9.893,0.803,65.240,0.780,0.040,0.884,0.728,0.186
+Malaysia,2009,5.385,9.858,0.792,65.320,0.874,-0.013,0.858,0.740,0.164
+Malaysia,2010,5.580,9.912,0.839,65.400,0.769,0.028,0.844,0.752,0.192
+Malaysia,2011,5.786,9.948,0.770,65.480,0.840,-0.021,0.842,0.785,0.155
+Malaysia,2012,5.914,9.985,0.841,65.560,0.848,0.013,0.847,0.744,0.177
+Malaysia,2013,5.770,10.015,0.831,65.640,0.791,0.260,0.755,0.664,0.317
+Malaysia,2014,5.963,10.057,0.863,65.720,0.808,0.235,0.845,0.711,0.261
+Malaysia,2015,6.322,10.092,0.818,65.800,0.675,0.218,0.838,0.733,0.314
+Malaysia,2018,5.339,10.197,0.789,65.725,0.875,0.123,0.894,0.716,0.200
+Malaysia,2019,5.428,10.228,0.842,65.700,0.916,0.119,0.782,0.735,0.176
+Malaysia,2020,6.014,10.159,0.797,65.675,0.878,0.096,0.747,0.721,0.288
+Malaysia,2021,6.010,10.179,0.794,65.650,0.878,0.218,0.769,0.728,0.183
+Malaysia,2022,6.048,10.251,0.815,65.625,0.957,0.208,0.789,0.767,0.191
+Malaysia,2023,5.868,10.283,0.779,65.600,0.965,0.154,0.754,0.761,0.195
+Maldives,2018,5.198,9.893,0.913,69.775,0.855,0.013,,,
+Mali,2006,4.014,7.561,0.761,49.940,0.555,-0.075,0.761,0.748,0.209
+Mali,2008,4.115,7.576,0.747,50.620,0.495,-0.015,0.918,0.717,0.164
+Mali,2009,3.977,7.591,0.733,50.960,0.634,0.005,0.819,0.729,0.150
+Mali,2010,3.762,7.610,0.751,51.300,0.749,-0.031,0.811,0.764,0.162
+Mali,2011,4.667,7.609,0.796,51.640,0.823,-0.103,0.726,0.752,0.132
+Mali,2012,4.313,7.572,0.823,51.980,0.704,-0.091,0.787,0.647,0.109
+Mali,2013,3.676,7.565,0.820,52.320,0.665,-0.056,0.755,0.717,0.193
+Mali,2014,3.975,7.602,0.843,52.660,0.652,-0.040,0.658,0.722,0.186
+Mali,2015,4.582,7.631,0.830,53.000,0.634,-0.070,0.800,0.696,0.243
+Mali,2016,4.016,7.655,0.836,53.400,0.696,-0.072,0.862,0.738,0.305
+Mali,2017,4.742,7.675,0.741,53.800,0.753,-0.072,0.863,0.665,0.393
+Mali,2018,4.416,7.690,0.692,54.200,0.737,-0.036,0.793,0.689,0.370
+Mali,2019,4.988,7.705,0.755,54.600,0.670,-0.040,0.846,0.646,0.358
+Mali,2020,4.269,7.661,0.568,55.000,0.645,-0.069,0.895,0.648,0.440
+Mali,2021,4.113,7.659,0.573,55.400,0.673,-0.004,0.902,0.640,0.438
+Mali,2022,4.211,7.665,0.642,55.800,0.818,-0.024,0.746,0.655,0.408
+Mali,2023,4.370,7.673,0.641,56.200,0.776,-0.043,0.790,0.660,0.324
+Malta,2009,6.328,10.353,0.916,70.220,0.803,0.456,,0.626,0.358
+Malta,2010,5.774,10.402,0.908,70.400,0.802,0.278,,0.624,0.375
+Malta,2011,6.155,10.402,0.923,70.580,0.882,0.288,,0.638,0.340
+Malta,2012,5.963,10.433,0.922,70.760,0.861,0.343,,0.639,0.391
+Malta,2013,6.380,10.473,0.942,70.940,0.909,0.400,,0.629,0.370
+Malta,2014,6.452,10.526,0.941,71.120,0.904,0.395,0.670,0.606,0.352
+Malta,2015,6.613,10.594,0.919,71.300,0.912,0.339,0.664,0.641,0.355
+Malta,2016,6.591,10.604,0.930,71.350,0.916,0.339,0.696,0.645,0.355
+Malta,2017,6.676,10.681,0.937,71.400,0.924,0.244,0.690,0.666,0.302
+Malta,2018,6.910,10.705,0.932,71.450,0.927,0.170,0.595,0.666,0.296
+Malta,2019,6.733,10.734,0.922,71.500,0.924,0.077,0.689,0.642,0.356
+Malta,2020,6.157,10.622,0.938,71.550,0.931,-0.005,0.675,0.576,0.411
+Malta,2021,6.444,10.727,0.897,71.600,0.889,0.239,0.753,0.635,0.375
+Malta,2022,6.299,10.784,0.932,71.650,0.838,0.246,0.758,0.671,0.370
+Malta,2023,6.295,,0.912,71.700,0.851,,0.780,0.644,0.361
+Mauritania,2007,4.149,8.528,0.682,56.500,0.573,-0.077,0.586,0.732,0.174
+Mauritania,2008,4.248,8.500,0.670,56.800,0.593,-0.023,0.841,0.747,0.176
+Mauritania,2009,4.500,8.474,0.819,57.100,0.735,0.034,0.848,0.717,0.170
+Mauritania,2010,4.772,8.471,0.857,57.400,0.669,0.050,0.727,0.737,0.129
+Mauritania,2011,4.785,8.482,0.750,57.700,0.567,0.047,0.747,0.729,0.175
+Mauritania,2012,4.673,8.494,0.763,58.000,0.487,-0.026,0.707,0.749,0.164
+Mauritania,2013,4.199,8.506,0.741,58.300,0.603,-0.084,0.676,0.743,0.196
+Mauritania,2014,4.483,8.521,0.853,58.600,0.468,-0.060,0.589,0.743,0.163
+Mauritania,2015,3.923,8.547,0.875,58.900,0.447,0.050,0.715,0.798,0.194
+Mauritania,2016,4.472,8.533,0.785,59.125,0.467,-0.181,0.842,0.710,0.222
+Mauritania,2017,4.678,8.568,0.779,59.350,0.527,-0.161,0.777,0.631,0.272
+Mauritania,2018,4.314,8.588,0.802,59.575,0.467,-0.121,0.711,0.665,0.276
+Mauritania,2019,4.153,8.614,0.798,59.800,0.628,-0.111,0.743,0.686,0.260
+Mauritania,2022,4.724,8.602,0.648,60.475,0.624,-0.016,0.657,0.631,0.389
+Mauritania,2023,4.292,8.620,0.606,60.700,0.540,0.018,0.669,0.708,0.329
+Mauritius,2011,5.477,9.797,0.800,63.520,0.848,0.184,0.847,0.653,0.253
+Mauritius,2014,5.648,9.895,0.785,63.880,0.824,0.168,0.879,0.741,0.222
+Mauritius,2016,5.610,9.968,0.836,63.975,0.819,0.131,0.891,0.706,0.246
+Mauritius,2017,6.174,10.005,0.910,63.950,0.912,0.079,0.818,0.682,0.169
+Mauritius,2018,5.882,10.044,0.909,63.925,0.867,-0.081,0.785,0.710,0.158
+Mauritius,2019,6.241,10.072,0.913,63.900,0.893,-0.061,0.810,0.735,0.149
+Mauritius,2020,6.015,9.914,0.893,63.875,0.843,-0.038,0.772,0.700,0.138
+Mauritius,2021,5.949,9.948,0.887,63.850,0.802,-0.013,0.784,0.666,0.136
+Mauritius,2022,5.741,10.034,0.887,63.825,0.798,-0.042,0.769,0.725,0.168
+Mauritius,2023,5.759,10.083,0.868,63.800,0.797,-0.002,0.769,0.664,0.160
+Mexico,2005,6.581,9.792,0.903,64.400,0.814,,0.764,0.763,0.219
+Mexico,2007,6.525,9.831,0.879,64.680,0.670,-0.101,0.747,0.754,0.248
+Mexico,2008,6.829,9.830,0.876,64.820,0.677,-0.134,0.785,0.774,0.201
+Mexico,2009,6.963,9.764,0.868,64.960,0.682,-0.082,0.764,0.763,0.196
+Mexico,2010,6.802,9.800,0.876,65.100,0.778,-0.055,0.693,0.745,0.215
+Mexico,2011,6.910,9.822,0.824,65.240,0.831,-0.106,0.698,0.700,0.228
+Mexico,2012,7.320,9.844,0.767,65.380,0.788,-0.099,0.633,0.722,0.278
+Mexico,2013,7.443,9.844,0.759,65.520,0.739,-0.171,0.615,0.750,0.223
+Mexico,2014,6.680,9.860,0.782,65.660,0.779,-0.101,0.630,0.760,0.229
+Mexico,2015,6.236,9.880,0.761,65.800,0.719,-0.158,0.708,0.706,0.237
+Mexico,2016,6.824,9.895,0.893,65.800,0.752,-0.160,0.809,0.802,0.220
+Mexico,2017,6.410,9.905,0.800,65.800,0.861,-0.208,0.801,0.775,0.231
+Mexico,2018,6.550,9.917,0.858,65.800,0.816,-0.186,0.809,0.815,0.213
+Mexico,2019,6.432,9.907,0.852,65.800,0.903,-0.148,0.809,0.803,0.252
+Mexico,2020,5.964,9.816,0.779,65.800,0.873,-0.128,0.778,0.745,0.292
+Mexico,2021,5.991,9.857,0.779,65.800,0.837,-0.037,0.745,0.750,0.305
+Mexico,2022,7.038,9.881,0.858,65.800,0.861,-0.123,0.780,0.818,0.205
+Mexico,2023,7.006,9.900,0.868,65.800,0.870,-0.124,0.756,0.809,0.233
+Moldova,2006,5.102,8.922,0.812,59.480,0.554,-0.169,0.926,0.553,0.255
+Moldova,2007,4.775,8.954,0.804,59.860,0.696,-0.190,0.930,0.519,0.306
+Moldova,2008,5.503,9.031,0.872,60.240,0.641,-0.060,0.926,0.565,0.284
+Moldova,2009,5.554,8.970,0.856,60.620,0.551,-0.103,0.925,0.539,0.306
+Moldova,2010,5.590,9.040,0.847,61.000,0.598,-0.093,0.929,0.564,0.278
+Moldova,2011,5.792,9.097,0.869,61.380,0.628,-0.086,0.957,0.553,0.285
+Moldova,2012,5.996,9.091,0.826,61.760,0.602,-0.054,0.955,0.564,0.314
+Moldova,2013,5.756,9.178,0.803,62.140,0.658,-0.073,0.941,0.548,0.261
+Moldova,2014,5.917,9.227,0.805,62.520,0.623,-0.118,0.925,0.547,0.260
+Moldova,2015,6.017,9.232,0.840,62.900,0.595,-0.094,0.943,0.556,0.281
+Moldova,2016,5.578,9.289,0.837,63.300,0.557,-0.052,0.969,0.586,0.275
+Moldova,2017,5.326,9.347,0.831,63.700,0.553,-0.057,0.926,0.563,0.259
+Moldova,2018,5.682,9.404,0.892,64.100,0.824,-0.089,0.929,0.584,0.270
+Moldova,2019,5.803,9.455,0.809,64.500,0.784,-0.097,0.884,0.600,0.262
+Moldova,2020,5.812,9.380,0.874,64.900,0.859,-0.058,0.941,0.698,0.268
+Moldova,2021,5.959,9.518,0.880,65.300,0.833,-0.096,0.875,0.630,0.270
+Moldova,2022,5.687,9.465,0.817,65.700,0.829,-0.084,0.885,0.552,0.276
+Moldova,2023,5.801,9.492,0.842,66.100,0.844,-0.157,0.860,0.578,0.251
+Mongolia,2007,4.609,8.827,0.881,56.540,0.781,0.059,0.918,0.483,0.203
+Mongolia,2008,4.493,8.902,0.920,56.960,0.484,0.062,0.962,0.514,0.173
+Mongolia,2010,4.586,8.925,0.904,57.800,0.631,0.093,0.928,0.559,0.150
+Mongolia,2011,5.031,9.069,0.948,58.220,0.700,0.145,0.931,0.561,0.153
+Mongolia,2012,4.885,9.168,0.919,58.640,0.688,0.100,0.932,0.524,0.181
+Mongolia,2013,4.913,9.260,0.935,59.060,0.748,0.130,0.928,0.549,0.179
+Mongolia,2014,4.825,9.315,0.943,59.480,0.752,0.140,0.909,0.512,0.170
+Mongolia,2015,4.983,9.318,0.906,59.900,0.686,0.167,0.900,0.533,0.208
+Mongolia,2016,5.057,9.311,0.947,60.000,0.760,0.083,0.900,0.555,0.171
+Mongolia,2017,5.334,9.344,0.924,60.100,0.675,0.112,0.865,0.552,0.214
+Mongolia,2018,5.465,9.397,0.942,60.200,0.696,0.048,0.849,0.525,0.192
+Mongolia,2019,5.563,9.430,0.946,60.300,0.711,0.142,0.873,0.562,0.167
+Mongolia,2020,6.011,9.365,0.918,60.400,0.718,0.138,0.843,0.575,0.260
+Mongolia,2021,5.721,9.365,0.927,60.500,0.667,0.215,0.851,0.560,0.202
+Mongolia,2022,5.788,9.397,0.951,60.600,0.717,0.211,0.847,0.550,0.209
+Mongolia,2023,5.580,9.433,0.938,60.700,0.699,0.220,0.871,0.545,0.197
+Montenegro,2007,5.196,9.696,0.832,65.960,0.512,-0.139,0.815,0.536,0.340
+Montenegro,2009,4.801,9.702,0.816,66.120,0.556,-0.107,0.838,0.533,0.423
+Montenegro,2010,5.455,9.727,0.805,66.200,0.552,-0.212,0.757,0.510,0.410
+Montenegro,2011,5.223,9.758,0.818,66.280,0.546,-0.232,0.762,0.510,0.378
+Montenegro,2012,5.219,9.729,0.704,66.360,0.462,-0.198,0.755,0.468,0.379
+Montenegro,2013,5.074,9.763,0.736,66.440,0.502,-0.182,0.693,0.493,0.331
+Montenegro,2014,5.283,9.780,0.863,66.520,0.503,0.091,0.768,0.545,0.368
+Montenegro,2015,5.125,9.813,0.740,66.600,0.583,-0.150,0.781,0.534,0.337
+Montenegro,2016,5.304,9.842,0.866,66.700,0.569,-0.093,0.849,0.547,0.337
+Montenegro,2017,5.615,9.887,0.881,66.800,0.626,-0.089,0.756,0.493,0.350
+Montenegro,2018,5.650,9.937,0.856,66.900,0.626,-0.057,0.769,0.527,0.355
+Montenegro,2019,5.386,9.977,0.832,67.000,0.694,-0.111,0.820,0.547,0.366
+Montenegro,2020,5.722,9.812,0.887,67.100,0.802,0.061,0.845,0.560,0.411
+Montenegro,2022,5.600,10.002,0.875,67.300,0.778,-0.022,0.802,0.485,0.317
+Montenegro,2023,5.813,10.041,0.853,67.400,0.799,-0.066,0.706,0.481,0.318
+Morocco,2010,4.383,8.821,,62.500,0.663,-0.173,0.900,,
+Morocco,2011,5.085,8.861,0.833,62.660,0.579,-0.229,0.875,0.687,0.187
+Morocco,2012,4.970,8.877,0.676,62.820,0.757,-0.198,0.845,0.641,0.281
+Morocco,2013,5.142,8.904,0.597,62.980,0.572,-0.221,0.771,0.707,0.239
+Morocco,2015,5.163,8.947,0.606,63.300,0.713,-0.239,0.842,0.596,0.262
+Morocco,2016,5.386,8.940,0.655,63.400,0.817,-0.248,0.717,0.658,0.205
+Morocco,2017,5.312,8.977,0.641,63.500,0.814,-0.227,0.841,0.501,0.323
+Morocco,2018,4.897,8.996,0.554,63.600,0.773,-0.246,0.843,0.575,0.416
+Morocco,2019,5.057,9.014,0.535,63.700,0.757,-0.256,0.757,0.535,0.410
+Morocco,2020,4.803,8.929,0.553,63.800,0.819,-0.238,0.803,0.548,0.256
+Morocco,2021,5.326,8.994,0.505,63.900,0.762,-0.204,0.817,0.554,0.341
+Morocco,2022,4.596,8.995,0.564,64.000,0.795,-0.257,0.802,0.573,0.414
+Morocco,2023,4.487,9.009,0.500,64.100,0.821,-0.094,0.831,0.549,0.415
+Mozambique,2006,4.595,6.792,0.879,44.820,0.684,0.035,0.758,0.602,0.327
+Mozambique,2007,4.833,6.840,0.748,45.240,0.643,0.068,0.854,0.627,0.240
+Mozambique,2008,4.654,6.885,0.756,45.660,0.514,0.000,0.864,0.611,0.280
+Mozambique,2011,4.971,6.996,0.818,46.920,0.639,-0.030,0.719,0.565,0.243
+Mozambique,2015,4.550,7.148,0.666,48.600,0.813,0.083,0.632,0.560,0.340
+Mozambique,2017,4.280,7.160,0.678,49.500,0.823,-0.035,0.682,0.642,0.353
+Mozambique,2018,4.654,7.165,0.738,49.950,0.897,0.043,0.691,0.620,0.397
+Mozambique,2019,4.932,7.159,0.742,50.400,0.870,0.068,0.682,0.588,0.384
+Mozambique,2021,5.178,7.112,0.664,51.300,0.838,0.042,0.627,0.576,0.383
+Mozambique,2022,4.740,7.125,0.711,51.750,0.884,0.043,0.688,0.629,0.351
+Mozambique,2023,5.704,7.147,0.701,52.200,0.867,0.071,0.678,0.625,0.335
+Myanmar,2012,4.439,8.067,0.612,58.160,0.691,0.646,0.695,0.574,0.205
+Myanmar,2013,4.176,8.134,0.757,58.640,0.775,0.691,0.638,0.675,0.217
+Myanmar,2014,4.786,8.205,0.774,59.120,0.870,0.700,0.592,0.713,0.112
+Myanmar,2015,4.224,8.229,0.752,59.600,0.808,0.692,0.633,0.729,0.272
+Myanmar,2016,4.623,8.321,0.793,59.925,0.877,0.680,0.607,0.671,0.302
+Myanmar,2017,4.154,8.369,0.795,60.250,0.886,0.651,0.619,0.617,0.282
+Myanmar,2018,4.411,8.424,0.774,60.575,0.906,0.492,0.647,0.640,0.300
+Myanmar,2019,4.434,8.483,0.763,60.900,0.899,0.560,0.682,0.638,0.286
+Myanmar,2020,4.431,8.507,0.796,61.225,0.825,0.468,0.647,0.700,0.289
+Myanmar,2021,4.314,8.302,0.780,61.550,0.631,0.508,0.671,0.636,0.268
+Myanmar,2022,4.359,8.325,0.746,61.875,0.646,0.600,0.729,0.669,0.353
+Myanmar,2023,4.391,8.347,0.685,62.200,0.695,0.548,0.686,0.634,0.358
+Namibia,2007,4.886,9.073,0.828,51.880,0.781,-0.107,0.839,0.769,0.160
+Namibia,2014,4.574,9.264,0.763,54.260,0.849,-0.191,0.790,0.723,0.239
+Namibia,2017,4.441,9.243,0.828,55.350,0.810,-0.198,0.831,0.697,0.277
+Namibia,2018,4.834,9.237,0.864,55.725,0.754,-0.177,0.846,0.696,0.240
+Namibia,2019,4.436,9.211,0.845,56.100,0.739,-0.182,0.879,0.644,0.256
+Namibia,2020,4.451,9.110,0.741,56.475,0.666,-0.110,0.810,0.652,0.248
+Namibia,2021,4.491,9.128,0.808,56.850,0.659,-0.153,0.829,0.644,0.230
+Namibia,2022,4.949,9.158,0.808,57.225,0.683,-0.124,0.849,0.676,0.261
+Namibia,2023,5.055,9.167,0.852,57.600,0.674,-0.113,0.873,0.635,0.208
+Nepal,2006,4.567,7.734,0.874,59.660,0.689,,0.897,0.583,0.171
+Nepal,2007,4.748,7.761,0.787,59.720,0.413,0.303,0.891,0.502,0.152
+Nepal,2008,4.441,7.814,0.818,59.780,0.618,0.276,0.900,0.589,0.153
+Nepal,2009,4.917,7.853,0.813,59.840,0.616,0.029,0.950,0.484,0.215
+Nepal,2010,4.350,7.895,0.779,59.900,0.519,0.077,0.911,0.538,0.226
+Nepal,2011,3.809,7.924,0.741,59.960,0.525,-0.024,0.935,0.530,0.207
+Nepal,2012,4.233,7.968,0.734,60.020,0.638,0.056,0.883,0.538,0.231
+Nepal,2013,4.605,8.000,0.740,60.080,0.722,0.137,0.877,0.496,0.279
+Nepal,2014,4.975,8.056,0.786,60.140,0.712,0.108,0.841,0.492,0.287
+Nepal,2015,4.812,8.089,0.748,60.200,0.763,0.214,0.824,0.444,0.358
+Nepal,2016,5.100,8.085,0.837,60.475,0.839,0.155,0.817,0.523,0.370
+Nepal,2017,4.737,8.159,0.816,60.750,0.845,0.120,0.770,0.463,0.376
+Nepal,2018,4.910,8.221,0.768,61.025,0.770,0.107,0.742,0.457,0.387
+Nepal,2019,5.449,8.274,0.772,61.300,0.790,0.152,0.712,0.444,0.357
+Nepal,2020,5.982,8.233,0.787,61.575,0.772,0.135,0.812,0.480,0.337
+Nepal,2021,4.622,8.257,0.699,61.850,0.818,0.144,0.770,0.414,0.354
+Nepal,2022,5.474,8.294,0.753,62.125,0.844,0.149,0.760,0.473,0.342
+Nepal,2023,5.389,8.318,0.749,62.400,0.765,0.184,0.792,0.461,0.350
+Netherlands,2005,7.464,10.809,0.947,70.700,0.901,,0.571,0.701,0.233
+Netherlands,2007,7.452,10.876,0.944,70.780,0.896,0.339,0.445,0.718,0.213
+Netherlands,2008,7.631,10.894,0.944,70.820,0.883,0.359,0.419,0.679,0.182
+Netherlands,2010,7.502,10.860,0.957,70.900,0.921,0.344,0.399,0.745,0.206
+Netherlands,2011,7.564,10.870,0.938,70.940,0.925,0.330,0.359,0.770,0.181
+Netherlands,2012,7.471,10.856,0.939,70.980,0.877,0.282,0.434,0.753,0.226
+Netherlands,2013,7.407,10.852,0.925,71.020,0.919,0.299,0.505,0.765,0.235
+Netherlands,2014,7.321,10.863,0.909,71.060,0.910,0.326,0.457,0.776,0.221
+Netherlands,2015,7.324,10.878,0.879,71.100,0.904,0.256,0.412,0.742,0.202
+Netherlands,2016,7.541,10.894,0.926,71.175,0.907,0.233,0.433,0.737,0.215
+Netherlands,2017,7.459,10.917,0.937,71.250,0.920,0.245,0.363,0.729,0.185
+Netherlands,2018,7.463,10.934,0.939,71.325,0.920,0.156,0.371,0.748,0.205
+Netherlands,2019,7.425,10.947,0.941,71.400,0.886,0.207,0.360,0.728,0.231
+Netherlands,2020,7.504,10.902,0.944,71.475,0.935,0.145,0.281,0.691,0.247
+Netherlands,2021,7.314,10.944,0.919,71.550,0.856,0.266,0.397,0.714,0.201
+Netherlands,2022,7.390,10.978,0.929,71.625,0.868,0.223,0.459,0.711,0.198
+Netherlands,2023,7.255,10.977,0.915,71.700,0.847,0.223,0.424,0.693,0.202
+New Zealand,2006,7.305,10.541,0.946,69.720,0.932,0.304,0.224,0.825,0.219
+New Zealand,2007,7.604,10.562,0.967,69.740,0.878,0.272,0.295,0.803,0.238
+New Zealand,2008,7.381,10.541,0.944,69.760,0.893,0.291,0.334,0.784,0.232
+New Zealand,2010,7.224,10.534,0.976,69.800,0.918,0.247,0.321,0.783,0.235
+New Zealand,2011,7.191,10.548,0.954,69.820,0.935,0.278,0.269,0.784,0.210
+New Zealand,2012,7.250,10.565,0.930,69.840,0.902,0.280,0.289,0.786,0.207
+New Zealand,2013,7.280,10.585,0.958,69.860,0.944,0.230,0.312,0.778,0.151
+New Zealand,2014,7.306,10.605,0.942,69.880,0.932,0.341,0.273,0.807,0.199
+New Zealand,2015,7.418,10.622,0.987,69.900,0.942,0.322,0.186,0.795,0.160
+New Zealand,2016,7.226,10.637,0.937,69.975,0.927,0.259,0.278,0.777,0.207
+New Zealand,2017,7.327,10.650,0.955,70.050,0.942,0.287,0.222,0.763,0.172
+New Zealand,2018,7.370,10.667,0.954,70.125,0.949,0.113,0.207,0.785,0.168
+New Zealand,2019,7.205,10.675,0.939,70.200,0.912,0.150,0.234,0.765,0.191
+New Zealand,2020,7.257,10.647,0.952,70.275,0.918,0.116,0.283,0.796,0.209
+New Zealand,2021,7.137,10.693,0.950,70.350,0.910,0.216,0.252,0.747,0.206
+New Zealand,2022,6.975,10.712,0.956,70.425,0.831,0.183,0.281,0.706,0.210
+New Zealand,2023,6.976,10.720,0.933,70.500,0.877,0.181,0.304,0.738,0.229
+Nicaragua,2006,4.460,8.395,0.877,64.300,0.745,0.005,0.844,0.780,0.294
+Nicaragua,2007,4.944,8.431,0.866,64.400,0.836,0.135,0.826,0.787,0.287
+Nicaragua,2008,5.104,8.450,0.857,64.500,0.791,0.070,0.819,0.770,0.289
+Nicaragua,2009,5.353,8.402,0.835,64.600,0.746,0.065,0.794,0.740,0.299
+Nicaragua,2010,5.687,8.431,0.863,64.700,0.792,0.013,0.802,0.749,0.268
+Nicaragua,2011,5.386,8.478,0.800,64.800,0.779,-0.024,0.760,0.747,0.309
+Nicaragua,2012,5.448,8.526,0.894,64.900,0.850,0.012,0.644,0.762,0.255
+Nicaragua,2013,5.772,8.559,0.868,65.000,0.859,0.034,0.636,0.800,0.271
+Nicaragua,2014,6.275,8.591,0.839,65.100,0.817,0.099,0.699,0.782,0.334
+Nicaragua,2015,5.924,8.624,0.827,65.200,0.809,0.073,0.728,0.771,0.346
+Nicaragua,2016,6.013,8.654,0.853,65.275,0.717,0.035,0.731,0.787,0.380
+Nicaragua,2017,6.476,8.685,0.838,65.350,0.922,0.006,0.673,0.793,0.308
+Nicaragua,2018,5.819,8.637,0.854,65.425,0.797,0.004,0.713,0.743,0.408
+Nicaragua,2019,6.113,8.594,0.874,65.500,0.883,0.024,0.622,0.790,0.337
+Nicaragua,2020,6.287,8.562,0.856,65.575,0.818,0.037,0.631,0.775,0.316
+Nicaragua,2021,6.095,8.647,0.848,65.650,0.905,0.020,0.675,0.799,0.293
+Nicaragua,2022,6.392,8.669,0.844,65.725,0.914,-0.004,0.570,0.787,0.339
+Nicaragua,2023,6.362,8.685,0.836,65.800,0.906,-0.008,0.532,0.772,0.340
+Niger,2006,3.737,6.872,0.677,50.140,0.750,0.073,0.755,0.746,0.179
+Niger,2007,4.277,6.867,0.726,50.580,0.584,-0.060,0.748,0.723,0.158
+Niger,2008,4.236,6.905,0.607,51.020,0.649,-0.059,0.749,0.689,0.194
+Niger,2009,4.267,6.887,0.771,51.460,0.880,-0.013,0.483,0.714,0.115
+Niger,2010,4.101,6.932,0.655,51.900,0.817,-0.027,0.529,0.715,0.126
+Niger,2011,4.556,6.918,0.818,52.340,0.780,-0.060,0.549,0.710,0.166
+Niger,2012,3.798,6.980,0.700,52.780,0.734,-0.068,0.777,0.582,0.142
+Niger,2013,3.716,6.994,0.696,53.220,0.825,-0.082,0.711,0.639,0.208
+Niger,2014,4.181,7.020,0.753,53.660,0.688,-0.051,0.605,0.629,0.205
+Niger,2015,3.671,7.025,0.713,54.100,0.728,-0.037,0.703,0.665,0.218
+Niger,2016,4.235,7.042,0.683,54.450,0.702,-0.020,0.814,0.646,0.325
+Niger,2017,4.616,7.053,0.582,54.800,0.684,-0.035,0.778,0.699,0.427
+Niger,2018,5.164,7.084,0.612,55.150,0.791,0.004,0.637,0.759,0.503
+Niger,2019,5.004,7.105,0.677,55.500,0.831,0.021,0.729,0.794,0.304
+Niger,2022,4.501,7.151,0.587,56.550,0.793,0.024,0.740,0.787,0.366
+Niger,2023,4.609,7.181,0.638,56.900,0.767,0.029,,0.747,0.417
+Nigeria,2006,4.710,8.314,0.735,50.220,0.649,0.080,0.871,0.772,0.178
+Nigeria,2007,4.890,8.350,0.718,50.540,0.635,0.132,0.918,0.815,0.141
+Nigeria,2008,4.939,8.389,0.780,50.860,0.584,0.115,0.892,0.755,0.244
+Nigeria,2009,4.980,8.439,0.722,51.180,0.537,0.063,0.913,0.730,0.225
+Nigeria,2010,4.760,8.488,0.824,51.500,0.565,0.062,0.911,0.759,0.190
+Nigeria,2012,5.493,8.526,0.818,52.140,0.652,0.062,0.900,0.782,0.209
+Nigeria,2013,4.818,8.564,0.663,52.460,0.622,0.046,0.905,0.652,0.286
+Nigeria,2015,4.933,8.600,0.812,53.100,0.680,-0.040,0.926,0.715,0.251
+Nigeria,2016,5.220,8.558,0.805,53.425,0.798,0.039,0.905,0.745,0.252
+Nigeria,2017,5.322,8.541,0.733,53.750,0.826,0.120,0.835,0.682,0.236
+Nigeria,2018,5.252,8.535,0.741,54.075,0.790,-0.015,0.866,0.762,0.256
+Nigeria,2019,4.266,8.532,0.735,54.400,0.746,0.019,0.873,0.698,0.229
+Nigeria,2020,5.503,8.490,0.739,54.725,0.713,0.094,0.913,0.737,0.316
+Nigeria,2021,4.479,8.502,0.742,55.050,0.726,0.047,0.912,0.666,0.188
+Nigeria,2022,5.294,8.510,0.785,55.375,0.776,0.172,0.935,0.760,0.253
+Nigeria,2023,4.869,8.514,0.781,55.700,0.720,0.209,0.877,0.721,0.266
+North Macedonia,2007,4.494,9.434,0.811,64.660,0.439,0.073,0.870,0.558,0.251
+North Macedonia,2009,4.428,9.481,0.734,64.820,0.552,-0.049,0.844,0.488,0.370
+North Macedonia,2010,4.180,9.512,0.687,64.900,0.513,-0.065,0.856,0.473,0.314
+North Macedonia,2011,4.898,9.533,0.784,64.980,0.607,-0.094,0.865,0.503,0.363
+North Macedonia,2012,4.640,9.527,0.798,65.060,0.613,-0.091,0.920,0.551,0.422
+North Macedonia,2013,5.186,9.555,0.832,65.140,0.641,0.018,0.861,0.521,0.331
+North Macedonia,2014,5.204,9.589,0.793,65.220,0.645,0.028,0.861,0.583,0.307
+North Macedonia,2015,4.976,9.625,0.766,65.300,0.660,-0.053,0.824,0.551,0.299
+North Macedonia,2016,5.346,9.652,0.871,65.500,0.706,0.073,0.870,0.587,0.292
+North Macedonia,2017,5.234,9.662,0.800,65.700,0.752,-0.065,0.856,0.447,0.299
+North Macedonia,2018,5.240,9.689,0.849,65.900,0.745,-0.048,0.910,0.512,0.298
+North Macedonia,2019,5.015,9.728,0.815,66.100,0.725,0.018,0.923,0.515,0.304
+North Macedonia,2020,5.054,9.666,0.750,66.300,0.787,0.127,0.877,0.542,0.365
+North Macedonia,2021,5.535,9.724,0.809,66.500,0.793,0.188,0.884,0.563,0.303
+North Macedonia,2022,5.167,9.749,0.850,66.700,0.723,0.068,0.937,0.555,0.277
+North Macedonia,2023,5.403,9.776,0.883,66.900,0.738,0.123,0.917,0.517,0.272
+Norway,2006,7.416,11.056,0.959,69.400,0.960,0.101,0.397,0.767,0.197
+Norway,2008,7.632,11.066,0.936,69.800,0.947,0.010,0.503,0.763,0.155
+Norway,2012,7.678,11.041,0.948,70.600,0.947,0.139,0.368,0.798,0.213
+Norway,2014,7.444,11.048,0.941,71.000,0.956,0.173,0.405,0.802,0.194
+Norway,2015,7.603,11.057,0.947,71.200,0.948,0.249,0.299,0.796,0.209
+Norway,2016,7.596,11.060,0.960,71.250,0.954,0.125,0.410,0.809,0.209
+Norway,2017,7.579,11.076,0.950,71.300,0.953,0.228,0.250,0.800,0.203
+Norway,2018,7.444,11.077,0.966,71.350,0.960,0.086,0.268,0.786,0.212
+Norway,2019,7.442,11.082,0.942,71.400,0.954,0.103,0.271,0.782,0.195
+Norway,2020,7.290,11.063,0.956,71.450,0.965,0.068,0.271,0.777,0.216
+Norway,2021,7.362,11.096,0.948,71.500,0.936,0.166,0.263,0.769,0.207
+Norway,2022,7.295,11.119,0.927,71.550,0.939,0.182,0.314,0.759,0.211
+Norway,2023,7.249,11.125,0.952,71.600,0.938,0.219,0.245,0.756,0.228
+Oman,2011,6.853,10.539,,62.340,0.916,0.008,,,0.295
+Pakistan,2005,5.225,8.252,0.591,53.200,0.630,,0.844,,0.237
+Pakistan,2007,5.671,8.314,0.479,53.720,0.396,0.081,0.794,0.583,0.310
+Pakistan,2008,4.414,8.309,0.373,53.980,0.335,0.092,0.848,0.533,0.321
+Pakistan,2009,5.208,8.315,0.522,54.240,0.388,0.069,0.874,0.516,0.349
+Pakistan,2010,5.786,8.308,0.571,54.500,0.364,0.292,0.852,0.527,0.372
+Pakistan,2011,5.267,8.314,0.510,54.760,0.376,0.022,0.857,0.473,0.358
+Pakistan,2012,5.132,8.331,0.542,55.020,0.367,0.157,0.842,0.510,0.332
+Pakistan,2013,5.138,8.359,0.607,55.280,0.448,0.091,0.792,0.474,0.274
+Pakistan,2014,5.436,8.390,0.552,55.540,0.543,0.131,0.677,0.475,0.295
+Pakistan,2015,4.823,8.423,0.562,55.800,0.587,0.076,0.717,0.469,0.329
+Pakistan,2016,5.549,8.465,0.627,56.075,0.634,0.084,0.793,0.503,0.332
+Pakistan,2017,5.831,8.495,0.690,56.350,0.713,0.035,0.714,0.489,0.308
+Pakistan,2018,5.472,8.540,0.685,56.625,0.773,0.058,0.799,0.470,0.377
+Pakistan,2019,4.443,8.548,0.617,56.900,0.685,0.112,0.776,0.489,0.424
+Pakistan,2020,4.624,8.518,0.594,57.175,0.767,0.003,0.833,0.470,0.376
+Pakistan,2021,4.487,8.563,0.608,57.450,0.764,0.007,0.743,0.518,0.307
+Pakistan,2022,4.931,8.604,0.590,57.725,0.745,0.000,0.865,0.469,0.368
+Pakistan,2023,4.549,8.588,0.553,58.000,0.661,0.070,0.889,0.504,0.417
+Panama,2006,6.128,9.806,0.951,66.860,0.882,-0.056,0.912,0.826,0.232
+Panama,2007,6.894,9.901,0.937,67.020,0.640,0.074,0.915,0.789,0.149
+Panama,2008,6.931,9.977,0.922,67.180,0.707,0.051,0.881,0.776,0.150
+Panama,2009,7.034,9.971,0.905,67.340,0.721,0.006,0.889,0.839,0.144
+Panama,2010,7.321,10.010,0.928,67.500,0.755,-0.017,0.880,0.841,0.146
+Panama,2011,7.248,10.099,0.876,67.660,0.829,0.000,0.840,0.853,0.180
+Panama,2012,6.860,10.174,0.897,67.820,0.783,-0.011,0.796,0.838,0.207
+Panama,2013,6.866,10.224,0.896,67.980,0.811,0.010,0.814,0.860,0.226
+Panama,2014,6.631,10.256,0.873,68.140,0.894,-0.007,0.847,0.799,0.254
+Panama,2015,6.606,10.294,0.883,68.300,0.847,-0.016,0.810,0.777,0.264
+Panama,2016,6.118,10.325,0.882,68.400,0.884,-0.111,0.837,0.813,0.244
+Panama,2017,6.568,10.362,0.912,68.500,0.900,-0.178,0.841,0.795,0.242
+Panama,2018,6.281,10.382,0.904,68.600,0.861,-0.139,0.837,0.841,0.223
+Panama,2019,6.086,10.398,0.886,68.700,0.883,-0.208,0.869,0.841,0.244
+Panama,2021,6.553,10.323,0.899,68.900,0.811,-0.152,0.861,0.834,0.218
+Panama,2022,5.979,10.412,0.891,69.000,0.899,-0.128,0.887,0.821,0.259
+Panama,2023,6.543,10.455,0.887,69.100,0.852,-0.147,0.871,0.829,0.257
+Paraguay,2006,4.730,9.154,0.895,64.880,0.691,0.056,0.841,0.752,0.303
+Paraguay,2007,5.272,9.197,0.863,64.960,0.699,0.121,0.930,0.812,0.219
+Paraguay,2008,5.570,9.250,0.889,65.040,0.649,0.046,0.891,0.798,0.259
+Paraguay,2009,5.576,9.237,0.900,65.120,0.718,0.016,0.857,0.803,0.186
+Paraguay,2010,5.841,9.331,0.889,65.200,0.726,0.065,0.780,0.826,0.176
+Paraguay,2011,5.677,9.360,0.869,65.280,0.666,0.179,0.756,0.823,0.190
+Paraguay,2012,5.820,9.339,0.931,65.360,0.748,0.188,0.774,0.849,0.213
+Paraguay,2013,5.936,9.405,0.939,65.440,0.909,0.034,0.903,0.874,0.224
+Paraguay,2014,5.119,9.443,0.959,65.520,0.759,-0.013,0.762,0.876,0.216
+Paraguay,2015,5.560,9.458,0.914,65.600,0.806,-0.019,0.863,0.832,0.219
+Paraguay,2016,5.801,9.485,0.940,65.650,0.854,-0.082,0.756,0.833,0.197
+Paraguay,2017,5.713,9.518,0.902,65.700,0.891,-0.008,0.810,0.820,0.232
+Paraguay,2019,5.653,9.519,0.892,65.800,0.876,0.017,0.882,0.790,0.275
+Paraguay,2020,5.501,9.497,0.907,65.850,0.865,0.054,0.829,0.767,0.269
+Paraguay,2021,5.576,9.523,0.908,65.900,0.888,0.015,0.857,0.806,0.248
+Paraguay,2022,6.138,9.513,0.899,65.950,0.922,-0.014,0.839,0.821,0.238
+Paraguay,2023,6.214,9.549,0.889,66.000,0.902,-0.004,0.835,0.833,0.240
+Peru,2006,4.811,8.979,0.875,66.460,0.668,-0.076,0.895,0.675,0.420
+Peru,2007,5.214,9.054,0.756,66.720,0.638,-0.082,0.931,0.730,0.361
+Peru,2008,5.129,9.134,0.777,66.980,0.638,-0.072,0.896,0.701,0.354
+Peru,2009,5.519,9.138,0.799,67.240,0.638,-0.084,0.880,0.758,0.320
+Peru,2010,5.613,9.210,0.812,67.500,0.757,-0.066,0.881,0.744,0.330
+Peru,2011,5.892,9.263,0.756,67.760,0.773,-0.128,0.824,0.742,0.331
+Peru,2012,5.825,9.313,0.764,68.020,0.703,-0.084,0.867,0.705,0.398
+Peru,2013,5.783,9.361,0.797,68.280,0.703,-0.071,0.870,0.741,0.390
+Peru,2014,5.866,9.374,0.819,68.540,0.722,-0.141,0.878,0.743,0.319
+Peru,2015,5.577,9.394,0.798,68.800,0.802,-0.095,0.884,0.744,0.378
+Peru,2016,5.701,9.419,0.803,68.975,0.830,-0.139,0.866,0.791,0.338
+Peru,2017,5.711,9.429,0.830,69.150,0.827,-0.160,0.895,0.768,0.394
+Peru,2018,5.680,9.449,0.845,69.325,0.830,-0.184,0.906,0.783,0.380
+Peru,2019,5.999,9.452,0.809,69.500,0.815,-0.135,0.874,0.794,0.375
+Peru,2020,4.994,9.323,0.749,69.675,0.806,-0.094,0.912,0.736,0.481
+Peru,2021,5.694,9.436,0.819,69.850,0.812,-0.090,0.880,0.784,0.369
+Peru,2022,5.892,9.453,0.823,70.025,0.764,-0.180,0.884,0.755,0.378
+Peru,2023,5.936,9.459,0.787,70.200,0.757,-0.061,0.919,0.765,0.370
+Philippines,2006,4.670,8.562,0.795,61.360,0.828,0.058,0.841,0.756,
+Philippines,2007,5.074,8.606,0.801,61.420,0.852,-0.027,0.880,0.736,0.378
+Philippines,2008,4.589,8.630,0.798,61.480,0.861,0.078,0.817,0.774,0.384
+Philippines,2009,4.880,8.626,0.775,61.540,0.874,-0.001,0.805,0.791,0.311
+Philippines,2010,4.942,8.679,0.805,61.600,0.893,0.028,0.812,0.829,0.294
+Philippines,2011,4.994,8.699,0.789,61.660,0.883,0.068,0.783,0.808,0.358
+Philippines,2012,5.002,8.748,0.813,61.720,0.914,0.048,0.771,0.811,0.351
+Philippines,2013,4.977,8.796,0.846,61.780,0.907,0.016,0.756,0.796,0.332
+Philippines,2014,5.313,8.842,0.813,61.840,0.902,-0.020,0.787,0.787,0.334
+Philippines,2015,5.547,8.887,0.854,61.900,0.912,-0.056,0.755,0.796,0.351
+Philippines,2016,5.431,8.938,0.821,61.925,0.908,-0.076,0.792,0.807,0.290
+Philippines,2017,5.594,8.987,0.851,61.950,0.926,-0.146,0.711,0.753,0.341
+Philippines,2018,5.869,9.032,0.846,61.975,0.918,-0.112,0.726,0.756,0.393
+Philippines,2019,6.268,9.075,0.845,62.000,0.910,-0.087,0.748,0.765,0.341
+Philippines,2020,5.080,8.958,0.781,62.025,0.932,-0.114,0.744,0.793,0.327
+Philippines,2021,5.965,8.999,0.778,62.050,0.905,-0.012,0.721,0.790,0.323
+Philippines,2022,5.995,9.057,0.819,62.075,0.952,-0.155,0.757,0.833,0.301
+Philippines,2023,6.184,9.102,0.796,62.100,0.932,-0.038,0.768,0.800,0.324
+Poland,2005,5.587,9.844,0.922,66.200,0.782,,0.983,0.611,0.282
+Poland,2007,5.886,9.973,0.913,66.560,0.772,-0.053,0.925,0.665,0.238
+Poland,2009,5.772,10.041,0.917,66.920,0.821,0.068,0.898,0.649,0.246
+Poland,2010,5.887,10.073,0.955,67.100,0.795,-0.003,0.905,0.686,0.234
+Poland,2011,5.646,10.122,0.905,67.280,0.868,-0.072,0.908,0.659,0.224
+Poland,2012,5.876,10.137,0.936,67.460,0.811,-0.032,0.888,0.711,0.267
+Poland,2013,5.746,10.146,0.912,67.640,0.776,-0.142,0.916,0.675,0.242
+Poland,2014,5.750,10.184,0.924,67.820,0.875,-0.069,0.898,0.681,0.223
+Poland,2015,6.007,10.228,0.893,68.000,0.793,-0.098,0.810,0.631,0.240
+Poland,2016,6.162,10.258,0.917,68.175,0.871,-0.096,0.848,0.666,0.224
+Poland,2017,6.201,10.308,0.882,68.350,0.831,-0.127,0.639,0.566,0.203
+Poland,2018,6.111,10.365,0.863,68.525,0.870,-0.260,0.720,0.622,0.176
+Poland,2019,6.242,10.409,0.878,68.700,0.883,-0.237,0.696,0.613,0.168
+Poland,2020,6.139,10.390,0.953,68.875,0.767,-0.014,0.787,0.677,0.329
+Poland,2021,5.978,10.461,0.936,69.050,0.732,0.122,0.744,0.700,0.277
+Poland,2022,6.666,10.513,0.886,69.225,0.800,-0.209,0.667,0.594,0.140
+Poland,2023,6.685,10.527,0.890,69.400,0.775,-0.232,0.662,0.556,0.155
+Portugal,2006,5.405,10.359,0.905,68.340,0.882,-0.184,0.880,0.647,0.333
+Portugal,2008,5.717,10.383,0.886,68.820,0.646,-0.223,0.933,0.667,0.309
+Portugal,2010,5.095,10.367,0.864,69.300,0.721,-0.112,0.948,0.681,0.265
+Portugal,2011,5.220,10.352,0.856,69.540,0.875,-0.179,0.962,0.671,0.279
+Portugal,2012,4.994,10.314,0.866,69.780,0.774,-0.103,0.959,0.631,0.370
+Portugal,2013,5.158,10.310,0.867,70.020,0.788,-0.124,0.946,0.665,0.348
+Portugal,2014,5.127,10.324,0.862,70.260,0.847,-0.132,0.941,0.663,0.358
+Portugal,2015,5.081,10.346,0.866,70.500,0.800,-0.169,0.941,0.629,0.371
+Portugal,2016,5.447,10.369,0.905,70.625,0.838,-0.231,0.922,0.659,0.326
+Portugal,2017,5.711,10.406,0.900,70.750,0.905,-0.182,0.881,0.608,0.294
+Portugal,2018,5.920,10.435,0.887,70.875,0.877,-0.267,0.880,0.646,0.318
+Portugal,2019,6.095,10.462,0.876,71.000,0.882,-0.240,0.915,0.675,0.300
+Portugal,2020,5.768,10.374,0.875,71.125,0.913,-0.244,0.867,0.614,0.383
+Portugal,2021,6.183,10.425,0.895,71.250,0.892,-0.211,0.872,0.629,0.284
+Portugal,2022,5.953,10.484,0.862,71.375,0.903,-0.139,0.893,0.638,0.316
+Portugal,2023,5.954,10.504,0.895,71.500,0.847,-0.176,0.889,0.661,0.309
+Qatar,2009,6.418,11.434,0.894,64.360,0.865,0.230,0.184,0.673,0.258
+Qatar,2010,6.850,11.551,,64.700,,0.095,,,
+Qatar,2011,6.592,11.625,0.857,65.040,0.905,0.000,,0.661,0.328
+Qatar,2012,6.611,11.617,0.838,65.380,0.924,0.149,,0.683,0.322
+Qatar,2015,6.375,11.532,,66.400,,,,,
+Romania,2005,5.049,9.733,0.838,64.500,0.800,,0.957,0.576,0.346
+Romania,2007,5.394,9.901,0.736,64.860,0.686,-0.194,0.949,0.575,0.277
+Romania,2009,5.368,9.958,0.812,65.220,0.606,-0.203,0.967,0.545,0.270
+Romania,2010,4.909,9.924,0.689,65.400,0.566,-0.091,0.974,0.539,0.344
+Romania,2011,5.023,9.973,0.753,65.580,0.650,-0.148,0.964,0.501,0.294
+Romania,2012,5.167,9.997,0.740,65.760,0.645,-0.120,0.959,0.520,0.343
+Romania,2013,5.082,10.003,0.778,65.940,0.655,-0.135,0.952,0.541,0.329
+Romania,2014,5.727,10.047,0.753,66.120,0.754,-0.107,0.958,0.565,0.331
+Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.147,0.962,0.627,0.312
+Romania,2016,5.969,10.117,0.809,66.425,0.822,-0.120,0.949,0.607,0.258
+Romania,2017,6.090,10.201,0.811,66.550,0.839,-0.165,0.926,0.632,0.231
+Romania,2018,6.151,10.266,0.818,66.675,0.845,-0.224,0.921,0.649,0.298
+Romania,2019,6.130,10.309,0.842,66.800,0.848,-0.228,0.954,0.605,0.244
+Romania,2020,6.785,10.277,0.869,66.925,0.863,-0.161,0.918,0.668,0.256
+Romania,2021,6.549,10.341,0.835,67.050,0.871,-0.187,0.928,0.674,0.264
+Romania,2022,6.437,10.396,0.830,67.175,0.836,-0.173,0.941,0.615,0.258
+Romania,2023,6.489,10.431,0.826,67.300,0.849,-0.202,0.905,0.628,0.271
+Russia,2006,4.964,9.988,0.895,58.740,0.643,-0.312,0.935,0.534,0.232
+Russia,2007,5.223,10.071,0.885,59.180,0.593,-0.289,0.933,0.546,0.193
+Russia,2008,5.619,10.122,0.882,59.620,0.643,-0.311,0.924,0.570,0.166
+Russia,2009,5.158,10.041,0.908,60.060,0.617,-0.289,0.954,0.540,0.169
+Russia,2010,5.385,10.084,0.909,60.500,0.613,-0.302,0.937,0.567,0.171
+Russia,2011,5.389,10.126,0.883,60.940,0.626,-0.284,0.935,0.564,0.165
+Russia,2012,5.621,10.163,0.901,61.380,0.609,-0.298,0.938,0.563,0.174
+Russia,2013,5.537,10.179,0.881,61.820,0.661,-0.295,0.934,0.592,0.180
+Russia,2014,6.037,10.168,0.932,62.260,0.744,-0.270,0.869,0.617,0.151
+Russia,2015,5.996,10.146,0.924,62.700,0.685,-0.177,0.913,0.609,0.130
+Russia,2016,5.855,10.146,0.911,63.075,0.714,-0.187,0.925,0.587,0.142
+Russia,2017,5.579,10.163,0.896,63.450,0.731,-0.151,0.862,0.651,0.195
+Russia,2018,5.514,10.191,0.909,63.825,0.729,-0.153,0.865,0.615,0.199
+Russia,2019,5.441,10.213,0.910,64.200,0.715,-0.122,0.848,0.632,0.200
+Russia,2020,5.495,10.188,0.887,64.575,0.714,-0.078,0.823,0.621,0.190
+Russia,2021,5.448,10.247,0.862,64.950,0.671,0.053,0.808,0.590,0.190
+Russia,2022,6.044,10.225,0.920,65.325,0.776,-0.074,0.767,0.614,0.211
+Russia,2023,5.865,10.209,0.854,65.700,0.750,0.056,0.733,0.616,0.190
+Rwanda,2006,4.215,7.087,0.718,53.500,0.915,,0.299,0.701,0.189
+Rwanda,2008,4.363,7.213,0.486,54.700,0.752,0.014,0.286,0.633,0.221
+Rwanda,2009,4.030,7.247,0.559,55.300,0.766,-0.004,0.410,0.658,0.112
+Rwanda,2011,4.097,7.343,0.570,56.500,0.829,-0.042,0.161,0.608,0.154
+Rwanda,2012,3.333,7.401,0.637,57.100,0.835,-0.015,0.081,0.624,0.132
+Rwanda,2013,3.466,7.423,0.750,57.700,0.904,-0.031,0.117,0.728,0.167
+Rwanda,2014,3.596,7.459,0.748,58.300,0.894,-0.026,0.078,0.748,0.134
+Rwanda,2015,3.483,7.520,0.678,58.900,0.908,0.022,0.095,0.692,0.206
+Rwanda,2016,3.333,7.554,0.665,59.225,0.911,0.022,0.159,0.715,0.285
+Rwanda,2017,3.108,7.568,0.517,59.550,0.908,0.048,0.214,0.724,0.358
+Rwanda,2018,3.561,7.625,0.616,59.875,0.924,0.053,0.164,0.765,0.308
+Rwanda,2019,3.268,7.692,0.489,60.200,0.869,0.060,0.168,0.717,0.418
+Saudi Arabia,2005,7.080,10.679,0.868,61.200,,,0.505,0.681,0.243
+Saudi Arabia,2007,7.267,10.646,0.892,61.600,0.622,0.002,,0.718,0.232
+Saudi Arabia,2008,6.811,10.668,0.823,61.800,0.532,-0.024,0.508,0.607,0.202
+Saudi Arabia,2009,6.148,10.610,0.921,62.000,0.639,-0.111,0.445,0.683,0.319
+Saudi Arabia,2010,6.307,10.627,0.880,62.200,0.678,-0.034,,0.645,0.297
+Saudi Arabia,2011,6.700,10.706,0.830,62.400,0.603,-0.144,,0.699,0.240
+Saudi Arabia,2012,6.396,10.737,0.867,62.600,0.560,-0.123,,0.692,0.225
+Saudi Arabia,2013,6.495,10.744,0.827,62.800,0.661,-0.085,,0.691,0.276
+Saudi Arabia,2014,6.278,10.763,0.818,63.000,0.762,-0.077,,0.663,0.313
+Saudi Arabia,2015,6.345,10.790,0.820,63.200,0.820,-0.050,,0.668,0.327
+Saudi Arabia,2016,6.474,10.793,0.890,63.400,0.774,-0.138,,0.725,0.266
+Saudi Arabia,2017,6.294,10.770,0.840,63.600,0.814,-0.138,,0.703,0.306
+Saudi Arabia,2018,6.356,10.773,0.868,63.800,0.855,-0.198,,0.696,0.288
+Saudi Arabia,2019,6.561,10.758,0.912,64.000,0.891,-0.153,,0.674,0.238
+Saudi Arabia,2020,6.560,10.709,0.890,64.200,0.884,-0.117,,0.702,0.251
+Saudi Arabia,2021,6.445,10.749,0.859,64.400,0.902,-0.108,,0.728,0.228
+Saudi Arabia,2022,6.382,10.820,0.900,64.600,,-0.032,,0.677,0.205
+Saudi Arabia,2023,6.953,10.829,0.884,64.800,,0.028,,0.737,0.240
+Senegal,2006,4.417,7.930,0.760,55.500,0.736,-0.059,0.805,0.687,0.225
+Senegal,2007,4.680,7.931,0.718,55.800,0.698,-0.009,0.827,0.718,0.199
+Senegal,2008,4.683,7.941,0.756,56.100,0.612,-0.037,0.879,0.669,0.252
+Senegal,2009,4.335,7.942,0.810,56.400,0.557,-0.044,0.918,0.708,0.228
+Senegal,2010,4.372,7.948,0.760,56.700,0.777,-0.085,0.851,0.670,0.143
+Senegal,2011,3.834,7.934,0.602,57.000,0.641,-0.168,0.870,0.696,0.180
+Senegal,2012,3.669,7.946,0.711,57.300,0.668,-0.042,0.852,0.722,0.214
+Senegal,2013,3.647,7.943,0.823,57.600,0.636,-0.058,0.837,0.694,0.165
+Senegal,2014,4.395,7.976,0.856,57.900,0.692,-0.052,0.700,0.696,0.157
+Senegal,2015,4.617,8.010,0.702,58.200,0.720,-0.117,0.765,0.710,0.208
+Senegal,2016,4.595,8.045,0.839,58.500,0.744,-0.092,0.794,0.781,0.245
+Senegal,2017,4.683,8.089,0.744,58.800,0.687,-0.050,0.825,0.751,0.291
+Senegal,2018,4.769,8.122,0.739,59.100,0.629,-0.080,0.805,0.724,0.247
+Senegal,2019,5.489,8.140,0.688,59.400,0.759,-0.025,0.796,0.768,0.332
+Senegal,2020,4.757,8.127,0.621,59.700,0.797,-0.052,0.855,0.816,0.268
+Senegal,2021,4.903,8.164,0.645,60.000,0.759,0.026,0.821,0.812,0.265
+Senegal,2022,4.907,8.179,0.609,60.300,0.758,0.049,0.854,0.813,0.287
+Senegal,2023,5.093,8.200,0.668,60.600,0.798,0.048,0.836,0.825,0.258
+Serbia,2007,4.750,9.536,0.844,65.280,0.453,-0.171,0.905,0.528,0.334
+Serbia,2009,4.380,9.571,0.770,65.560,0.373,-0.184,0.961,0.466,0.435
+Serbia,2010,4.461,9.583,0.726,65.700,0.463,-0.176,0.965,0.446,0.415
+Serbia,2011,4.815,9.611,0.773,65.840,0.440,-0.191,0.977,0.458,0.410
+Serbia,2012,5.155,9.609,0.819,65.980,0.461,-0.136,0.952,0.447,0.371
+Serbia,2013,5.102,9.642,0.828,66.120,0.533,-0.106,0.908,0.505,0.403
+Serbia,2014,5.113,9.631,0.783,66.260,0.532,0.066,0.912,0.473,0.326
+Serbia,2015,5.318,9.654,0.816,66.400,0.546,-0.068,0.859,0.472,0.303
+Serbia,2016,5.753,9.692,0.895,66.525,0.614,-0.074,0.890,0.492,0.298
+Serbia,2017,5.122,9.718,0.884,66.650,0.685,-0.084,0.851,0.485,0.326
+Serbia,2018,5.936,9.767,0.853,66.775,0.740,-0.106,0.864,0.527,0.296
+Serbia,2019,6.241,9.815,0.903,66.900,0.753,-0.046,0.813,0.474,0.242
+Serbia,2020,6.042,9.813,0.852,67.025,0.843,0.142,0.824,0.579,0.358
+Serbia,2021,6.245,9.895,0.890,67.150,0.850,0.261,0.806,0.568,0.311
+Serbia,2022,6.546,9.928,0.896,67.275,0.782,0.074,0.801,0.514,0.275
+Serbia,2023,6.441,9.961,0.895,67.400,0.807,0.085,0.782,0.526,0.206
+Sierra Leone,2006,3.628,7.122,0.561,46.280,0.679,0.097,0.836,0.535,0.381
+Sierra Leone,2007,3.585,7.177,0.686,46.660,0.720,0.243,0.830,0.635,0.290
+Sierra Leone,2008,2.997,7.205,0.591,47.040,0.716,0.144,0.925,0.588,0.370
+Sierra Leone,2010,4.134,7.245,0.812,47.800,0.726,0.008,0.910,0.497,0.290
+Sierra Leone,2011,4.502,7.277,0.782,48.180,0.770,0.001,0.855,0.495,0.300
+Sierra Leone,2013,4.514,7.557,0.708,48.940,0.720,-0.075,0.856,0.540,0.423
+Sierra Leone,2014,4.500,7.577,0.869,49.320,0.681,0.030,0.786,0.622,0.334
+Sierra Leone,2015,4.909,7.324,0.611,49.700,0.624,0.047,0.825,0.626,0.414
+Sierra Leone,2016,4.733,7.361,0.657,50.500,0.681,0.103,0.863,0.616,0.456
+Sierra Leone,2017,4.090,7.374,0.652,51.300,0.711,0.076,0.848,0.607,0.495
+Sierra Leone,2018,4.306,7.384,0.650,52.100,0.716,0.093,0.856,0.533,0.466
+Sierra Leone,2019,3.447,7.412,0.611,52.900,0.718,0.072,0.874,0.521,0.438
+Sierra Leone,2021,3.714,7.387,0.609,54.500,0.659,0.106,0.851,0.538,0.448
+Sierra Leone,2022,2.560,7.400,0.502,55.300,0.660,0.097,0.862,0.494,0.505
+Sierra Leone,2023,3.467,7.412,0.601,56.100,0.694,0.101,0.866,0.504,0.430
+Singapore,2006,6.463,11.168,0.904,71.580,0.757,0.132,,0.689,0.267
+Singapore,2007,6.834,11.213,0.921,71.760,0.867,0.287,0.064,0.588,0.114
+Singapore,2008,6.642,11.178,0.845,71.940,0.661,0.040,0.066,0.627,0.256
+Singapore,2009,6.145,11.149,0.866,72.120,0.776,-0.081,0.035,0.450,0.208
+Singapore,2010,6.531,11.267,0.864,72.300,0.846,-0.024,0.060,0.527,0.131
+Singapore,2011,6.561,11.306,0.904,72.480,0.822,-0.155,0.099,0.404,0.144
+Singapore,2013,6.533,11.356,0.808,72.840,0.827,0.109,0.242,0.663,0.148
+Singapore,2014,7.062,11.382,0.822,73.020,0.835,0.148,0.133,0.774,0.180
+Singapore,2015,6.620,11.399,0.866,73.200,0.887,0.144,0.099,0.736,0.142
+Singapore,2016,6.033,11.422,0.925,73.300,0.904,0.137,0.047,0.745,0.111
+Singapore,2017,6.378,11.465,0.897,73.400,0.926,0.129,0.162,0.750,0.179
+Singapore,2018,6.375,11.496,0.903,73.500,0.916,-0.073,0.097,0.731,0.107
+Singapore,2019,6.378,11.497,0.925,73.600,0.938,0.020,0.070,0.674,0.138
+Singapore,2021,6.587,11.587,0.876,73.800,0.879,0.060,0.145,0.697,0.160
+Singapore,2022,6.333,11.590,0.852,73.900,0.873,0.088,,0.688,0.209
+Singapore,2023,6.654,,0.916,74.000,0.861,,0.153,0.667,0.190
+Slovakia,2006,5.265,9.989,0.954,65.620,0.542,-0.054,0.946,0.586,0.308
+Slovakia,2010,6.052,10.152,0.920,66.500,0.636,-0.106,0.907,0.603,0.277
+Slovakia,2011,5.945,10.177,0.917,66.720,0.727,0.006,0.907,0.588,0.287
+Slovakia,2012,5.911,10.188,0.926,66.940,0.620,-0.032,0.907,0.585,0.302
+Slovakia,2013,5.937,10.193,0.909,67.160,0.598,-0.055,0.915,0.612,0.277
+Slovakia,2014,6.139,10.219,0.924,67.380,0.635,-0.130,0.914,0.619,0.267
+Slovakia,2015,6.162,10.268,0.943,67.600,0.587,-0.132,0.928,0.632,0.269
+Slovakia,2016,5.993,10.286,0.945,67.825,0.700,-0.065,0.917,0.688,0.232
+Slovakia,2017,6.366,10.314,0.913,68.050,0.714,-0.059,0.920,0.709,0.213
+Slovakia,2018,6.235,10.352,0.922,68.275,0.758,-0.172,0.910,0.670,0.253
+Slovakia,2019,6.243,10.375,0.933,68.500,0.771,-0.133,0.926,0.676,0.252
+Slovakia,2020,6.519,10.340,0.954,68.725,0.762,-0.081,0.901,0.695,0.274
+Slovakia,2021,6.419,10.390,0.951,68.950,0.742,0.042,0.896,0.692,0.241
+Slovakia,2022,6.091,10.409,0.961,69.175,0.732,-0.129,0.841,0.665,0.263
+Slovakia,2023,6.261,10.425,0.941,69.400,0.753,-0.136,0.825,0.647,0.235
+Slovenia,2006,5.811,10.399,0.936,68.560,0.936,0.037,0.708,0.608,0.307
+Slovenia,2009,5.830,10.406,0.919,69.040,0.896,-0.025,0.804,0.583,0.303
+Slovenia,2010,6.083,10.415,0.917,69.200,0.896,0.024,0.845,0.592,0.295
+Slovenia,2011,6.036,10.421,0.931,69.360,0.907,-0.031,0.893,0.587,0.285
+Slovenia,2012,6.063,10.392,0.925,69.520,0.904,-0.025,0.891,0.598,0.284
+Slovenia,2013,5.975,10.381,0.932,69.680,0.890,0.030,0.918,0.625,0.274
+Slovenia,2014,5.678,10.407,0.908,69.840,0.888,0.047,0.909,0.594,0.291
+Slovenia,2015,5.741,10.428,0.901,70.000,0.896,0.002,0.892,0.644,0.261
+Slovenia,2016,5.937,10.459,0.934,70.175,0.904,-0.060,0.838,0.597,0.272
+Slovenia,2017,6.167,10.505,0.928,70.350,0.921,-0.031,0.829,0.582,0.286
+Slovenia,2018,6.249,10.545,0.941,70.525,0.942,-0.125,0.839,0.601,0.275
+Slovenia,2019,6.665,10.572,0.949,70.700,0.945,-0.108,0.785,0.622,0.228
+Slovenia,2020,6.462,10.521,0.953,70.875,0.958,-0.090,0.797,0.575,0.314
+Slovenia,2021,6.761,10.598,0.955,71.050,0.851,0.026,0.754,0.643,0.261
+Slovenia,2022,6.723,10.650,0.942,71.225,0.930,0.099,0.762,0.625,0.242
+Slovenia,2023,6.746,10.664,0.911,71.400,0.931,0.031,0.750,0.615,0.256
+Somalia,2014,5.528,6.830,0.611,47.660,0.874,0.020,0.456,0.689,0.207
+Somalia,2015,5.354,6.937,0.599,48.100,0.968,0.016,0.410,0.764,0.187
+Somalia,2016,4.668,6.981,0.594,48.500,0.917,0.069,0.441,0.773,0.193
+Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.708,0.112
+Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.632,0.083
+Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.691,0.122
+Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.687,0.152
+South Africa,2006,5.084,9.455,0.913,46.000,0.649,-0.094,,0.724,0.223
+South Africa,2007,5.204,9.497,0.788,46.900,0.690,-0.169,0.859,0.658,0.210
+South Africa,2008,5.346,9.518,0.810,47.800,0.749,-0.106,0.866,0.712,0.206
+South Africa,2009,5.218,9.490,0.877,48.700,0.739,-0.165,0.904,0.656,0.231
+South Africa,2010,4.652,9.508,0.917,49.600,0.739,-0.213,0.791,0.698,0.124
+South Africa,2011,4.931,9.527,0.858,50.500,0.835,-0.166,0.819,0.720,0.230
+South Africa,2012,5.134,9.537,0.907,51.400,0.590,-0.175,0.838,0.711,0.178
+South Africa,2013,3.661,9.548,0.839,52.300,0.714,-0.089,0.800,0.740,0.167
+South Africa,2014,4.828,9.546,0.881,53.200,0.794,-0.128,0.820,0.730,0.243
+South Africa,2015,4.887,9.539,0.898,54.100,0.862,-0.138,0.853,0.717,0.161
+South Africa,2016,4.770,9.536,0.875,54.625,0.774,-0.082,0.813,0.743,0.301
+South Africa,2017,4.514,9.543,0.870,55.150,0.787,-0.141,0.865,0.709,0.268
+South Africa,2018,4.884,9.546,0.841,55.675,0.753,-0.063,0.841,0.736,0.283
+South Africa,2019,5.035,9.536,0.848,56.200,0.738,-0.147,0.820,0.727,0.268
+South Africa,2020,4.947,9.458,0.891,56.725,0.757,-0.030,0.912,0.761,0.294
+South Africa,2021,5.599,9.496,0.922,57.250,0.704,-0.148,0.892,0.784,0.173
+South Africa,2022,5.581,9.508,0.887,57.775,0.713,-0.071,0.908,0.744,0.239
+South Africa,2023,5.076,9.503,0.839,58.300,0.748,-0.109,0.861,0.708,0.255
+South Korea,2006,5.332,10.309,0.775,70.020,0.715,-0.058,0.799,0.545,0.338
+South Korea,2007,5.767,10.360,0.827,70.240,0.656,-0.065,0.803,0.612,0.226
+South Korea,2008,5.390,10.382,0.754,70.460,0.524,-0.108,0.771,0.554,0.239
+South Korea,2009,5.648,10.385,0.811,70.680,0.600,-0.102,0.787,0.596,0.209
+South Korea,2010,6.116,10.446,0.816,70.900,0.677,-0.039,0.752,0.626,0.130
+South Korea,2011,6.947,10.474,0.809,71.120,0.682,-0.054,0.827,0.587,0.168
+South Korea,2012,6.003,10.493,0.775,71.340,0.618,,0.844,0.610,0.206
+South Korea,2013,5.959,10.519,0.797,71.560,0.642,-0.056,0.832,0.589,0.189
+South Korea,2014,5.801,10.544,0.738,71.780,0.623,-0.049,0.834,0.575,0.283
+South Korea,2015,5.780,10.567,0.768,72.000,0.616,-0.041,0.841,0.561,0.244
+South Korea,2016,5.971,10.592,0.811,72.275,0.591,0.020,0.862,0.583,0.233
+South Korea,2017,5.874,10.620,0.807,72.550,0.538,0.008,0.851,0.546,0.235
+South Korea,2018,5.840,10.645,0.798,72.825,0.600,-0.095,0.797,0.579,0.217
+South Korea,2019,5.903,10.663,0.783,73.100,0.706,-0.061,0.718,0.593,0.236
+South Korea,2020,5.793,10.655,0.808,73.375,0.711,-0.112,0.665,0.550,0.247
+South Korea,2021,6.113,10.697,0.811,73.650,0.717,-0.033,0.685,0.566,0.221
+South Korea,2022,5.950,10.725,0.810,73.925,0.723,0.002,0.747,0.585,0.233
+South Korea,2023,6.112,10.742,0.799,74.200,0.762,-0.004,0.714,0.603,0.245
+South Sudan,2014,3.832,,0.545,52.880,0.567,,0.742,0.578,0.428
+South Sudan,2015,4.071,,0.585,53.000,0.512,,0.710,0.553,0.450
+South Sudan,2016,2.888,,0.532,53.175,0.440,,0.785,0.594,0.549
+South Sudan,2017,2.817,,0.557,53.350,0.456,,0.761,0.565,0.517
+Spain,2005,7.153,10.544,0.961,70.400,0.916,,0.777,0.694,0.241
+Spain,2007,6.995,10.585,0.957,70.640,0.782,-0.099,0.784,0.717,0.264
+Spain,2008,7.294,10.577,0.948,70.760,0.834,-0.155,0.683,0.649,0.260
+Spain,2009,6.199,10.530,0.929,70.880,0.749,-0.133,0.798,0.645,0.336
+Spain,2010,6.188,10.527,0.950,71.000,0.796,-0.144,0.840,0.645,0.322
+Spain,2011,6.518,10.516,0.944,71.120,0.819,-0.128,0.846,0.667,0.356
+Spain,2012,6.291,10.485,0.937,71.240,0.755,-0.065,0.844,0.644,0.366
+Spain,2013,6.150,10.474,0.929,71.360,0.759,-0.107,0.916,0.663,0.372
+Spain,2014,6.456,10.491,0.948,71.480,0.738,-0.034,0.854,0.683,0.335
+Spain,2015,6.381,10.529,0.956,71.600,0.732,-0.078,0.822,0.705,0.285
+Spain,2016,6.319,10.558,0.942,71.725,0.768,-0.054,0.819,0.630,0.301
+Spain,2017,6.230,10.585,0.903,71.850,0.756,-0.038,0.791,0.601,0.302
+Spain,2018,6.513,10.604,0.910,71.975,0.722,-0.081,0.777,0.636,0.357
+Spain,2019,6.457,10.616,0.949,72.100,0.778,-0.054,0.730,0.636,0.316
+Spain,2020,6.502,10.491,0.935,72.225,0.783,-0.127,0.730,0.671,0.317
+Spain,2021,6.470,10.544,0.926,72.350,0.782,-0.076,0.729,0.639,0.324
+Spain,2022,6.337,10.592,0.934,72.475,0.781,-0.001,0.673,0.636,0.320
+Spain,2023,6.456,10.609,0.912,72.600,0.779,-0.004,0.675,0.655,0.325
+Sri Lanka,2006,4.345,8.937,0.864,62.280,0.724,0.055,0.838,0.639,0.216
+Sri Lanka,2007,4.415,8.992,0.838,62.760,0.736,0.103,0.847,0.590,0.220
+Sri Lanka,2008,4.431,9.040,0.816,63.240,0.834,0.156,0.861,0.656,0.153
+Sri Lanka,2009,4.212,9.065,0.830,63.720,0.799,0.299,0.690,0.661,0.172
+Sri Lanka,2010,3.977,9.133,0.814,64.200,0.738,0.252,0.769,0.704,0.163
+Sri Lanka,2011,4.181,9.207,0.842,64.680,0.823,0.138,0.760,0.730,0.175
+Sri Lanka,2012,4.225,9.282,0.824,65.160,0.800,0.155,0.823,0.761,0.197
+Sri Lanka,2013,4.365,9.316,0.809,65.640,0.834,0.262,0.842,0.776,0.208
+Sri Lanka,2014,4.268,9.373,0.805,66.120,0.868,0.291,0.791,0.785,0.187
+Sri Lanka,2015,4.612,9.410,0.863,66.600,0.902,0.312,0.859,0.789,0.235
+Sri Lanka,2017,4.331,9.514,0.823,66.800,0.827,0.083,0.844,0.729,0.270
+Sri Lanka,2018,4.435,9.529,0.833,66.900,0.859,0.096,0.856,0.773,0.302
+Sri Lanka,2019,4.213,9.521,0.815,67.000,0.824,0.043,0.863,0.753,0.315
+Sri Lanka,2020,4.778,9.468,0.842,67.100,0.803,-0.050,0.768,0.758,0.285
+Sri Lanka,2021,4.103,9.492,0.812,67.200,0.771,-0.013,0.849,0.733,0.312
+Sri Lanka,2022,3.985,9.409,0.825,67.300,0.740,0.038,0.900,0.715,0.321
+Sri Lanka,2023,3.602,9.364,0.790,67.400,0.754,0.050,0.922,0.709,0.353
+State of Palestine,2006,4.716,8.201,0.818,,0.547,,0.858,0.492,0.431
+State of Palestine,2007,4.151,8.181,0.712,,0.365,-0.083,0.844,0.515,0.412
+State of Palestine,2008,4.386,8.275,0.666,,0.358,-0.075,0.753,0.513,0.403
+State of Palestine,2009,4.470,8.337,0.738,,0.468,-0.091,0.797,0.474,0.466
+State of Palestine,2010,4.703,8.363,0.822,,0.504,-0.121,0.752,0.553,0.381
+State of Palestine,2011,4.751,8.452,0.751,,0.522,-0.131,0.750,0.499,0.388
+State of Palestine,2012,4.647,8.598,0.782,,0.542,-0.163,0.730,0.560,0.379
+State of Palestine,2013,4.844,8.595,0.761,,0.454,-0.163,0.780,0.537,0.365
+State of Palestine,2014,4.722,8.618,0.775,,0.657,-0.163,0.804,0.505,0.380
+State of Palestine,2015,4.695,8.683,0.766,,0.556,-0.173,0.774,0.536,0.369
+State of Palestine,2016,4.907,8.738,0.818,,0.608,-0.151,0.812,0.544,0.378
+State of Palestine,2017,4.628,8.734,0.824,,0.632,-0.186,0.831,0.534,0.416
+State of Palestine,2018,4.554,8.718,0.819,,0.655,-0.163,0.814,0.528,0.419
+State of Palestine,2019,4.483,8.716,0.833,,0.653,-0.135,0.829,0.538,0.400
+State of Palestine,2022,4.908,,0.860,,0.695,,0.836,0.584,0.362
+State of Palestine,2023,4.851,,0.831,,0.708,,0.808,0.580,0.378
+Sudan,2009,4.455,8.457,0.911,57.460,0.710,0.046,0.701,0.688,0.245
+Sudan,2010,4.435,8.465,0.855,57.700,0.648,-0.073,0.737,0.589,0.221
+Sudan,2011,4.314,8.527,0.818,57.940,0.583,-0.053,0.663,0.532,0.249
+Sudan,2012,4.550,8.458,0.813,58.180,0.412,-0.072,0.734,0.511,0.242
+Sudan,2014,4.139,8.471,0.811,58.660,0.390,-0.080,0.794,0.461,0.303
+Suriname,2012,6.269,9.874,0.797,62.840,0.885,-0.088,0.751,0.730,0.250
+Sweden,2005,7.376,10.724,0.951,71.000,0.964,,,0.742,0.151
+Sweden,2007,7.241,10.791,0.917,71.080,0.910,0.141,0.289,0.735,0.177
+Sweden,2008,7.516,10.778,0.923,71.120,0.912,0.120,0.314,0.763,0.134
+Sweden,2009,7.266,10.725,0.903,71.160,0.864,0.216,0.292,0.761,0.151
+Sweden,2010,7.496,10.775,0.970,71.200,0.905,0.136,0.253,0.788,0.200
+Sweden,2011,7.382,10.799,0.921,71.240,0.941,0.156,0.269,0.762,0.179
+Sweden,2012,7.560,10.785,0.929,71.280,0.944,0.127,0.254,0.796,0.170
+Sweden,2013,7.434,10.789,0.916,71.320,0.936,0.154,0.324,0.782,0.184
+Sweden,2014,7.239,10.805,0.933,71.360,0.945,0.197,0.250,0.793,0.208
+Sweden,2015,7.289,10.838,0.929,71.400,0.935,0.206,0.232,0.766,0.191
+Sweden,2016,7.369,10.846,0.912,71.525,0.918,0.141,0.246,0.752,0.201
+Sweden,2017,7.287,10.858,0.914,71.650,0.935,0.165,0.239,0.756,0.175
+Sweden,2018,7.375,10.866,0.931,71.775,0.942,0.072,0.263,0.747,0.161
+Sweden,2019,7.398,10.875,0.934,71.900,0.942,0.085,0.250,0.775,0.202
+Sweden,2020,7.314,10.846,0.936,72.025,0.951,0.084,0.203,0.717,0.222
+Sweden,2021,7.439,10.893,0.932,72.150,0.953,0.172,0.191,0.763,0.190
+Sweden,2022,7.431,10.912,0.949,72.275,0.939,0.232,0.213,0.750,0.163
+Sweden,2023,7.161,10.902,0.927,72.400,0.926,0.147,0.253,0.739,0.194
+Switzerland,2006,7.473,11.056,0.951,71.160,0.919,0.284,0.408,0.742,0.212
+Switzerland,2009,7.525,11.065,0.938,71.340,0.891,0.118,0.342,0.741,0.202
+Switzerland,2012,7.776,11.094,0.947,71.520,0.945,0.131,0.323,0.793,0.176
+Switzerland,2014,7.493,11.111,0.959,71.640,0.949,0.053,0.283,0.788,0.189
+Switzerland,2015,7.572,11.116,0.938,71.700,0.928,0.102,0.210,0.794,0.166
+Switzerland,2016,7.459,11.126,0.928,71.900,0.934,0.081,0.302,0.758,0.206
+Switzerland,2017,7.474,11.130,0.950,72.100,0.925,0.173,0.316,0.734,0.196
+Switzerland,2018,7.509,11.151,0.930,72.300,0.926,0.094,0.301,0.756,0.192
+Switzerland,2019,7.694,11.155,0.949,72.500,0.913,0.029,0.294,0.743,0.171
+Switzerland,2020,7.508,11.124,0.946,72.700,0.917,-0.073,0.280,0.730,0.193
+Switzerland,2021,7.328,11.158,0.934,72.900,0.908,0.024,0.287,0.747,0.183
+Switzerland,2022,6.884,11.170,0.881,73.100,0.848,0.128,0.235,0.710,0.180
+Switzerland,2023,6.969,11.169,0.904,73.300,0.891,0.104,0.247,0.745,0.185
+Syria,2008,5.323,8.658,0.712,68.620,0.661,0.116,0.680,0.562,0.338
+Syria,2009,4.979,8.656,0.842,66.860,0.748,0.076,0.688,0.491,0.292
+Syria,2010,4.465,8.733,0.934,65.100,0.647,0.002,0.743,0.489,0.225
+Syria,2011,4.038,8.735,0.576,63.340,0.530,0.125,0.741,0.521,0.496
+Syria,2012,3.164,8.578,0.588,61.580,0.467,0.310,0.673,0.451,0.705
+Syria,2013,2.688,8.419,0.585,59.820,0.455,0.219,0.663,0.354,0.622
+Syria,2015,3.462,8.492,0.464,56.300,0.448,0.036,0.685,0.363,0.643
+Taiwan Province of China,2006,6.189,10.602,0.882,68.680,0.630,-0.035,0.846,0.683,0.094
+Taiwan Province of China,2008,5.548,10.600,0.830,69.140,0.642,-0.022,0.785,0.682,0.169
+Taiwan Province of China,2010,6.229,10.681,0.831,69.600,0.677,-0.001,0.821,0.738,0.136
+Taiwan Province of China,2011,6.309,10.693,0.863,,0.761,0.030,0.755,0.727,0.112
+Taiwan Province of China,2012,6.126,10.718,0.825,,0.698,0.016,0.803,0.702,0.140
+Taiwan Province of China,2013,6.340,10.724,0.817,,0.690,-0.003,0.841,0.754,0.124
+Taiwan Province of China,2014,6.363,10.749,0.870,,0.693,0.089,0.866,0.767,0.108
+Taiwan Province of China,2015,6.450,10.779,0.885,,0.701,0.017,0.857,0.750,0.129
+Taiwan Province of China,2016,6.513,10.768,0.895,,0.719,-0.049,0.811,0.743,0.108
+Taiwan Province of China,2017,6.359,10.774,0.891,,0.760,-0.070,0.743,0.715,0.114
+Taiwan Province of China,2018,6.467,10.781,0.896,,0.741,-0.179,0.736,0.746,0.093
+Taiwan Province of China,2019,6.537,10.797,0.893,,0.814,-0.131,0.718,0.762,0.093
+Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.743,0.083
+Taiwan Province of China,2021,6.247,,0.866,,0.818,,0.675,0.667,0.123
+Taiwan Province of China,2022,6.607,,0.883,,0.800,,0.658,0.717,0.095
+Taiwan Province of China,2023,6.655,,0.872,,0.795,,0.641,0.748,0.111
+Tajikistan,2006,4.613,7.591,0.724,60.500,0.702,-0.096,0.768,0.494,0.195
+Tajikistan,2007,4.432,7.648,0.727,60.600,0.818,-0.007,0.659,0.619,0.133
+Tajikistan,2008,5.064,7.705,0.701,60.700,0.816,0.010,0.723,0.488,0.160
+Tajikistan,2009,4.575,7.724,0.676,60.800,0.744,-0.007,0.792,0.475,0.203
+Tajikistan,2010,4.381,7.766,0.759,60.900,0.784,0.054,0.679,0.483,0.192
+Tajikistan,2011,4.263,7.817,0.751,61.000,0.776,-0.127,0.672,0.573,0.166
+Tajikistan,2012,4.497,7.867,0.729,61.100,0.749,-0.081,0.717,0.583,0.198
+Tajikistan,2013,4.967,7.916,0.701,61.200,0.693,0.055,0.764,0.578,0.170
+Tajikistan,2014,4.896,7.958,0.810,61.300,0.853,-0.007,0.698,0.587,0.196
+Tajikistan,2015,5.124,7.993,0.844,61.400,0.847,0.013,0.742,0.633,0.196
+Tajikistan,2016,5.104,8.036,0.857,61.550,0.703,0.001,0.632,0.587,0.220
+Tajikistan,2017,5.829,8.082,0.663,61.700,0.832,0.116,0.718,0.581,0.278
+Tajikistan,2018,5.497,8.133,0.875,61.850,,-0.074,0.578,0.632,0.220
+Tajikistan,2019,5.464,8.182,0.880,62.000,,-0.054,0.490,0.663,0.178
+Tajikistan,2020,5.373,8.203,0.790,62.150,,-0.054,0.550,0.652,0.344
+Tajikistan,2021,5.287,8.271,0.883,62.300,,-0.071,0.499,0.655,0.240
+Tajikistan,2022,5.176,8.328,0.865,62.450,,-0.003,0.397,0.710,0.220
+Tajikistan,2023,5.379,8.371,0.871,62.600,,-0.054,0.482,0.638,0.231
+Tanzania,2006,3.922,7.459,0.783,50.760,0.787,-0.030,0.649,0.725,0.209
+Tanzania,2007,4.318,7.497,0.708,51.420,0.716,-0.016,0.707,0.702,0.220
+Tanzania,2008,4.385,7.525,0.774,52.080,0.562,0.253,0.930,0.740,0.178
+Tanzania,2009,3.408,7.551,0.837,52.740,0.607,0.305,0.903,0.733,0.161
+Tanzania,2010,3.229,7.587,0.813,53.400,0.597,0.135,0.866,0.667,0.146
+Tanzania,2011,4.074,7.632,0.883,54.060,0.736,-0.050,0.816,0.720,0.145
+Tanzania,2012,4.007,7.647,0.832,54.720,0.577,0.209,0.887,0.641,0.195
+Tanzania,2013,3.852,7.683,0.803,55.380,0.654,0.051,0.859,0.707,0.191
+Tanzania,2014,3.483,7.717,0.789,56.040,0.654,0.107,0.878,0.693,0.241
+Tanzania,2015,3.661,7.743,0.790,56.700,0.759,0.145,0.906,0.607,0.192
+Tanzania,2016,2.903,7.775,0.638,57.150,0.775,0.175,0.739,0.649,0.246
+Tanzania,2017,3.347,7.807,0.705,57.600,0.800,0.112,0.654,0.662,0.255
+Tanzania,2018,3.445,7.828,0.675,58.050,0.807,0.150,0.612,0.702,0.221
+Tanzania,2019,3.640,7.855,0.687,58.500,0.850,0.097,0.589,0.679,0.243
+Tanzania,2020,3.786,7.844,0.740,58.950,0.830,0.293,0.521,0.667,0.271
+Tanzania,2021,3.681,7.857,0.619,59.400,0.822,0.110,0.546,0.648,0.246
+Tanzania,2022,3.616,7.872,0.600,59.850,0.856,0.133,0.584,0.707,0.195
+Tanzania,2023,4.042,7.893,0.663,60.300,0.862,0.122,0.609,0.702,0.210
+Thailand,2006,5.885,9.452,0.894,66.380,0.863,0.326,0.935,0.750,0.164
+Thailand,2007,5.784,9.498,0.889,66.560,0.870,0.386,0.898,0.784,0.180
+Thailand,2008,5.636,9.507,0.832,66.740,0.868,0.421,0.933,0.777,0.145
+Thailand,2009,5.476,9.493,0.893,66.920,0.868,0.520,0.904,0.808,0.166
+Thailand,2010,6.217,9.559,0.898,67.100,0.860,0.532,0.917,0.821,0.182
+Thailand,2011,6.664,9.561,0.884,67.280,0.927,0.396,0.923,0.834,0.117
+Thailand,2012,6.300,9.624,0.906,67.460,0.847,0.376,0.909,0.733,0.138
+Thailand,2013,6.231,9.645,0.926,67.640,0.781,0.452,0.925,0.782,0.141
+Thailand,2014,6.985,9.649,0.933,67.820,0.900,0.548,0.920,0.768,0.169
+Thailand,2015,6.202,9.675,0.866,68.000,0.885,0.312,0.914,0.884,0.174
+Thailand,2016,6.074,9.705,0.908,68.075,0.924,0.352,0.878,0.811,0.218
+Thailand,2017,5.939,9.741,0.877,68.150,0.923,0.208,0.884,0.776,0.232
+Thailand,2018,6.012,9.780,0.873,68.225,0.905,0.255,0.907,0.783,0.198
+Thailand,2019,6.022,9.798,0.903,68.300,0.898,0.305,0.877,0.792,0.208
+Thailand,2020,5.885,9.733,0.867,68.375,0.840,0.270,0.918,0.770,0.326
+Thailand,2021,5.638,9.746,0.883,68.450,0.836,0.290,0.943,0.719,0.298
+Thailand,2022,6.007,9.770,0.867,68.525,0.881,0.299,0.868,0.773,0.218
+Thailand,2023,6.282,9.807,0.873,68.600,0.926,0.338,0.889,0.811,0.217
+Togo,2006,3.202,7.342,0.435,50.240,0.628,-0.030,0.850,0.571,0.348
+Togo,2008,2.808,7.312,0.291,51.120,0.287,-0.078,0.932,0.398,0.379
+Togo,2011,2.936,7.406,0.303,52.440,0.584,-0.093,0.832,0.479,0.395
+Togo,2014,2.839,7.509,0.444,53.760,0.663,-0.108,0.795,0.537,0.443
+Togo,2015,3.768,7.540,0.479,54.200,0.772,-0.092,0.733,0.597,0.416
+Togo,2016,3.879,7.569,0.509,54.700,0.730,-0.031,0.815,0.610,0.483
+Togo,2017,4.361,7.587,0.508,55.200,0.717,-0.066,0.726,0.614,0.426
+Togo,2018,4.023,7.613,0.596,55.700,0.612,-0.031,0.809,0.602,0.446
+Togo,2019,4.179,7.637,0.539,56.200,0.617,0.041,0.737,0.606,0.444
+Togo,2021,4.037,7.667,0.603,57.200,0.619,0.037,0.766,0.628,0.417
+Togo,2022,4.239,7.700,0.579,57.700,0.696,0.002,0.713,0.594,0.414
+Togo,2023,4.365,7.725,0.547,58.200,0.665,-0.071,0.685,0.546,0.362
+Trinidad and Tobago,2006,5.832,10.172,0.887,61.780,0.840,0.139,0.917,0.750,0.229
+Trinidad and Tobago,2008,6.696,10.240,0.858,62.540,0.838,0.085,0.959,0.802,0.184
+Trinidad and Tobago,2011,6.519,10.206,0.863,63.680,0.775,0.076,0.900,0.827,0.134
+Trinidad and Tobago,2013,6.168,10.293,0.883,64.440,0.847,0.121,0.948,0.764,0.286
+Trinidad and Tobago,2017,6.192,10.174,0.916,65.700,0.859,0.010,0.911,0.763,0.248
+Tunisia,2009,5.025,9.238,,66.220,0.781,-0.127,0.722,,
+Tunisia,2010,5.131,9.257,0.863,66.300,0.624,-0.143,0.732,0.697,0.249
+Tunisia,2011,4.876,9.224,0.715,66.380,0.603,-0.207,0.913,0.513,0.248
+Tunisia,2012,4.464,9.252,0.614,66.460,0.568,-0.184,0.899,0.490,0.327
+Tunisia,2013,5.246,9.265,0.648,66.540,0.536,-0.214,0.886,0.435,0.239
+Tunisia,2014,4.764,9.284,0.680,66.620,0.589,-0.239,0.783,0.424,0.321
+Tunisia,2015,5.132,9.283,0.609,66.700,0.711,-0.233,0.815,0.514,0.320
+Tunisia,2016,4.521,9.283,0.702,66.750,0.614,-0.172,0.811,0.532,0.378
+Tunisia,2017,4.124,9.294,0.717,66.800,0.478,-0.226,0.869,0.367,0.377
+Tunisia,2018,4.741,9.310,0.733,66.850,0.650,-0.199,0.840,0.536,0.365
+Tunisia,2019,4.315,9.316,0.610,66.900,0.659,-0.217,0.889,0.459,0.433
+Tunisia,2020,4.731,9.214,0.719,66.950,0.668,-0.206,0.877,0.519,0.439
+Tunisia,2021,4.499,9.249,0.711,67.000,0.591,-0.206,0.933,0.451,0.336
+Tunisia,2022,4.261,9.267,0.755,67.050,0.474,-0.233,0.908,0.458,0.304
+Tunisia,2023,4.505,9.282,0.702,67.100,0.482,-0.226,0.882,0.461,0.364
+Turkmenistan,2009,6.568,8.955,0.924,59.780,,-0.105,,0.695,0.152
+Turkmenistan,2011,5.792,9.146,0.964,60.420,,0.015,,0.577,0.122
+Turkmenistan,2012,5.464,9.233,0.946,60.740,0.786,-0.126,,0.541,0.117
+Turkmenistan,2013,5.392,9.312,0.846,61.060,0.705,-0.075,,0.552,0.160
+Turkmenistan,2014,5.787,9.392,0.909,61.380,0.805,0.029,,0.614,0.154
+Turkmenistan,2015,5.791,9.437,0.960,61.700,0.701,0.090,,0.633,0.301
+Turkmenistan,2016,5.887,9.479,0.929,61.800,0.749,0.002,,0.560,0.255
+Turkmenistan,2017,5.229,9.525,0.908,61.900,0.720,0.063,,0.488,0.350
+Turkmenistan,2018,4.621,9.569,0.984,62.000,0.858,0.257,,0.567,0.189
+Turkmenistan,2019,5.474,9.615,0.982,62.100,0.892,0.282,,0.494,0.183
+Türkiye,2005,4.719,9.800,0.820,66.100,0.623,,0.877,0.479,
+Türkiye,2007,5.623,9.891,0.792,66.420,0.459,-0.183,0.800,0.592,0.395
+Türkiye,2008,5.118,9.887,0.645,66.580,0.415,-0.194,0.785,0.510,0.345
+Türkiye,2009,5.213,9.825,0.755,66.740,0.456,-0.232,0.853,0.454,0.316
+Türkiye,2010,5.490,9.893,0.795,66.900,0.515,-0.192,0.811,0.532,0.327
+Türkiye,2011,5.272,9.986,0.692,67.060,0.446,-0.247,0.649,0.512,0.380
+Türkiye,2012,5.309,10.018,0.739,67.220,0.471,-0.221,0.702,0.506,0.335
+Türkiye,2013,4.888,10.082,0.795,67.380,0.541,-0.235,0.698,0.551,0.392
+Türkiye,2014,5.580,10.111,0.863,67.540,0.649,-0.029,0.764,0.410,0.377
+Türkiye,2015,5.514,10.150,0.851,67.700,0.653,-0.021,0.806,0.391,0.382
+Türkiye,2016,5.326,10.166,0.880,67.875,0.644,-0.070,0.764,0.414,0.390
+Türkiye,2017,5.607,10.225,0.876,68.050,0.644,-0.242,0.671,0.393,0.313
+Türkiye,2018,5.186,10.246,0.847,68.225,0.529,-0.181,0.805,0.379,0.351
+Türkiye,2019,4.872,10.245,0.792,68.400,0.631,-0.141,0.760,0.347,0.368
+Türkiye,2020,4.862,10.257,0.857,68.575,0.510,-0.119,0.774,0.332,0.440
+Türkiye,2021,4.367,10.357,0.736,68.750,0.447,-0.039,0.810,0.297,0.471
+Türkiye,2022,5.093,10.404,0.830,68.925,0.470,-0.195,0.767,0.311,0.390
+Türkiye,2023,5.463,10.429,0.860,69.100,0.523,-0.159,0.748,0.344,0.349
+Uganda,2006,3.734,7.370,0.760,48.740,0.747,-0.046,0.807,0.552,0.254
+Uganda,2007,4.456,7.422,0.845,49.580,0.708,-0.006,0.881,0.670,0.228
+Uganda,2008,4.569,7.476,0.813,50.420,0.578,-0.060,0.848,0.623,0.240
+Uganda,2009,4.612,7.513,0.852,51.260,0.760,-0.043,0.840,0.594,0.296
+Uganda,2010,4.193,7.538,0.830,52.100,0.801,-0.020,0.855,0.628,0.251
+Uganda,2011,4.826,7.599,0.882,52.940,0.733,0.026,0.830,0.618,0.254
+Uganda,2012,4.309,7.608,0.885,53.780,0.649,0.075,0.838,0.709,0.265
+Uganda,2013,3.710,7.614,0.878,54.620,0.763,0.046,0.820,0.647,0.346
+Uganda,2014,3.770,7.634,0.821,55.460,0.834,0.003,0.898,0.635,0.397
+Uganda,2015,4.238,7.654,0.747,56.300,0.758,0.128,0.873,0.679,0.353
+Uganda,2016,4.233,7.667,0.754,56.775,0.739,0.125,0.811,0.665,0.410
+Uganda,2017,4.001,7.663,0.740,57.250,0.772,0.053,0.816,0.689,0.400
+Uganda,2018,4.322,7.690,0.740,57.725,0.729,0.072,0.856,0.687,0.390
+Uganda,2019,4.948,7.719,0.805,58.200,0.704,0.132,0.826,0.689,0.385
+Uganda,2020,4.641,7.714,0.800,58.675,0.687,0.140,0.878,0.705,0.425
+Uganda,2021,4.225,7.717,0.793,59.150,0.711,0.081,0.835,0.699,0.359
+Uganda,2022,4.425,7.733,0.781,59.625,0.720,0.135,0.836,0.708,0.439
+Uganda,2023,4.467,7.759,0.827,60.100,0.848,0.067,0.912,0.726,0.376
+Ukraine,2006,4.804,9.414,0.852,60.920,0.624,-0.265,0.929,0.551,0.249
+Ukraine,2007,5.252,9.499,0.820,61.240,0.494,-0.249,0.968,0.559,0.208
+Ukraine,2008,5.172,9.527,0.860,61.560,0.487,-0.273,0.929,0.545,0.186
+Ukraine,2009,5.166,9.367,0.845,61.880,0.460,-0.249,0.962,0.545,0.189
+Ukraine,2010,5.058,9.411,0.884,62.200,0.484,-0.197,0.954,0.472,0.227
+Ukraine,2011,5.083,9.468,0.859,62.520,0.579,-0.236,0.933,0.539,0.220
+Ukraine,2012,5.030,9.472,0.898,62.840,0.564,-0.231,0.896,0.509,0.193
+Ukraine,2013,4.711,9.474,0.897,63.160,0.569,-0.225,0.937,0.572,0.225
+Ukraine,2014,4.297,9.424,0.877,63.480,0.533,0.078,0.927,0.543,0.249
+Ukraine,2015,3.965,9.325,0.909,63.800,0.431,-0.039,0.952,0.531,0.241
+Ukraine,2016,4.029,9.353,0.885,63.925,0.503,0.005,0.891,0.550,0.220
+Ukraine,2017,4.311,9.381,0.858,64.050,0.599,-0.008,0.937,0.528,0.235
+Ukraine,2018,4.662,9.420,0.901,64.175,0.663,-0.080,0.943,0.550,0.222
+Ukraine,2019,4.702,9.458,0.883,64.300,0.715,-0.087,0.885,0.549,0.201
+Ukraine,2020,5.270,9.426,0.885,64.425,0.784,0.121,0.946,0.629,0.285
+Ukraine,2021,5.311,9.469,0.879,64.550,0.770,0.166,0.922,0.575,0.250
+Ukraine,2022,4.637,9.281,0.863,64.675,0.829,0.408,0.852,0.527,0.390
+Ukraine,2023,4.672,9.423,0.839,64.800,0.772,0.370,0.922,0.490,0.385
+United Arab Emirates,2006,6.734,11.433,0.903,64.860,0.898,-0.043,0.203,0.694,0.275
+United Arab Emirates,2009,6.866,10.952,0.885,65.040,0.849,0.015,0.339,0.718,0.287
+United Arab Emirates,2010,7.097,10.909,0.912,65.100,0.878,0.051,0.355,0.701,0.233
+United Arab Emirates,2011,7.119,10.965,0.881,65.160,0.889,0.063,,0.702,0.216
+United Arab Emirates,2012,7.218,11.001,0.856,65.220,0.920,,,0.719,0.224
+United Arab Emirates,2013,6.621,11.041,0.864,65.280,0.936,,,,0.291
+United Arab Emirates,2014,6.540,11.072,,65.340,,,,,
+United Arab Emirates,2015,6.568,11.128,0.824,65.400,0.915,0.192,,0.722,0.296
+United Arab Emirates,2016,6.831,11.174,0.849,65.550,0.949,0.120,,0.739,0.245
+United Arab Emirates,2017,7.039,11.173,0.836,65.700,0.962,0.206,,0.737,0.208
+United Arab Emirates,2018,6.604,11.178,0.851,65.850,0.944,0.043,,0.723,0.302
+United Arab Emirates,2019,6.711,11.181,0.862,66.000,0.911,0.118,,0.730,0.284
+United Arab Emirates,2020,6.458,11.122,0.827,66.150,0.942,0.049,,0.702,0.298
+United Arab Emirates,2021,6.733,11.152,0.826,66.300,0.951,0.150,,0.697,0.217
+United Arab Emirates,2022,6.738,11.216,0.798,66.450,0.932,0.168,,0.715,0.242
+United Arab Emirates,2023,6.728,11.236,0.776,66.600,0.886,0.155,,0.655,0.304
+United Kingdom,2005,6.984,10.661,0.979,69.100,0.922,,0.398,0.779,0.262
+United Kingdom,2007,6.802,10.693,0.970,69.220,0.838,0.331,0.498,0.686,0.241
+United Kingdom,2008,6.986,10.684,0.954,69.280,0.759,0.325,0.548,0.724,0.218
+United Kingdom,2009,6.907,10.630,0.964,69.340,0.816,0.336,0.559,0.739,0.231
+United Kingdom,2010,7.029,10.646,0.955,69.400,0.841,0.397,0.587,0.753,0.176
+United Kingdom,2011,6.869,10.649,0.949,69.460,0.900,0.331,0.438,0.742,0.174
+United Kingdom,2012,6.881,10.656,0.935,69.520,0.889,0.366,0.425,0.739,0.184
+United Kingdom,2013,6.918,10.668,0.937,69.580,0.905,0.341,0.568,0.719,0.252
+United Kingdom,2014,6.758,10.692,0.910,69.640,0.857,0.349,0.484,0.740,0.251
+United Kingdom,2015,6.515,10.707,0.936,69.700,0.833,0.294,0.456,0.740,0.219
+United Kingdom,2016,6.824,10.721,0.954,69.800,0.821,0.244,0.458,0.732,0.230
+United Kingdom,2017,7.103,10.739,0.937,69.900,0.813,0.285,0.419,0.712,0.210
+United Kingdom,2018,7.233,10.750,0.928,70.000,0.838,0.220,0.404,0.736,0.228
+United Kingdom,2019,7.157,10.760,0.943,70.100,0.854,0.264,0.485,0.739,0.251
+United Kingdom,2020,6.798,10.639,0.929,70.200,0.885,0.196,0.490,0.717,0.225
+United Kingdom,2021,6.867,10.713,0.854,70.300,0.815,0.252,0.448,0.684,0.266
+United Kingdom,2022,6.722,10.754,0.863,70.400,0.857,0.308,0.426,0.723,0.270
+United Kingdom,2023,6.658,10.759,0.886,70.500,0.874,0.270,0.490,0.719,0.272
+United States,2006,7.182,10.921,0.965,66.780,0.911,,0.600,0.775,0.261
+United States,2007,7.513,10.931,,66.760,0.872,0.191,0.633,0.756,0.232
+United States,2008,7.280,10.923,0.953,66.740,0.878,0.249,0.668,0.774,0.227
+United States,2009,7.158,10.888,0.912,66.720,0.831,0.195,0.665,0.753,0.262
+United States,2010,7.164,10.906,0.926,66.700,0.828,0.238,0.690,0.776,0.231
+United States,2011,7.115,10.914,0.922,66.680,0.863,0.155,0.697,0.737,0.273
+United States,2012,7.026,10.929,0.903,66.660,0.823,0.208,0.710,0.765,0.260
+United States,2013,7.249,10.941,0.925,66.640,0.792,0.268,0.747,0.776,0.260
+United States,2014,7.151,10.956,0.902,66.620,0.866,0.215,0.702,0.786,0.281
+United States,2015,6.864,10.975,0.904,66.600,0.849,0.213,0.698,0.769,0.275
+United States,2016,6.804,10.985,0.897,66.475,0.758,0.138,0.739,0.737,0.264
+United States,2017,6.992,11.001,0.921,66.350,0.868,0.191,0.681,0.755,0.268
+United States,2018,6.883,11.024,0.904,66.225,0.825,0.110,0.710,0.757,0.292
+United States,2019,6.944,11.042,0.917,66.100,0.836,0.138,0.707,0.755,0.244
+United States,2020,7.028,11.005,0.937,65.975,0.850,0.028,0.678,0.722,0.295
+United States,2021,6.959,11.061,0.920,65.850,0.816,0.188,0.687,0.740,0.277
+United States,2022,6.693,11.078,0.900,65.725,0.736,0.189,0.701,0.712,0.267
+United States,2023,6.521,11.089,0.861,65.600,0.721,0.185,0.722,0.706,0.284
+Uruguay,2006,5.786,9.640,0.912,66.780,0.807,-0.125,0.477,0.701,0.306
+Uruguay,2007,5.694,9.702,0.875,66.860,0.786,-0.178,0.614,0.710,0.274
+Uruguay,2008,5.664,9.769,0.879,66.940,0.808,-0.156,0.597,0.685,0.264
+Uruguay,2009,6.296,9.808,0.924,67.020,0.825,-0.131,0.544,0.722,0.255
+Uruguay,2010,6.062,9.880,0.893,67.100,0.832,-0.171,0.471,0.738,0.231
+Uruguay,2011,6.554,9.928,0.891,67.180,0.851,-0.093,0.556,0.702,0.252
+Uruguay,2012,6.450,9.960,0.865,67.260,0.871,0.054,0.615,0.692,0.214
+Uruguay,2013,6.444,10.002,0.917,67.340,0.888,-0.056,0.586,0.743,0.253
+Uruguay,2014,6.561,10.031,0.902,67.420,0.904,-0.086,0.533,0.788,0.251
+Uruguay,2015,6.628,10.032,0.891,67.500,0.917,-0.045,0.673,0.812,0.300
+Uruguay,2016,6.171,10.045,0.900,67.500,0.886,-0.085,0.676,0.735,0.283
+Uruguay,2017,6.336,10.060,0.914,67.500,0.898,-0.104,0.627,0.742,0.280
+Uruguay,2018,6.372,10.060,0.917,67.500,0.876,-0.109,0.683,0.775,0.275
+Uruguay,2019,6.600,10.067,0.933,67.500,0.903,-0.107,0.599,0.764,0.222
+Uruguay,2020,6.310,10.002,0.921,67.500,0.908,-0.094,0.491,0.721,0.265
+Uruguay,2021,6.502,10.054,0.914,67.500,0.899,-0.054,0.606,0.746,0.263
+Uruguay,2022,6.671,10.103,0.905,67.500,0.878,-0.055,0.631,0.775,0.267
+Uruguay,2023,6.662,10.122,0.908,67.500,0.904,-0.050,0.662,0.753,0.265
+Uzbekistan,2006,5.232,8.256,0.903,61.340,0.784,-0.125,0.609,0.650,0.195
+Uzbekistan,2008,5.311,8.402,0.894,61.820,0.831,-0.033,,0.647,0.187
+Uzbekistan,2009,5.261,8.463,0.905,62.060,,0.003,0.610,0.646,0.159
+Uzbekistan,2010,5.095,8.508,0.903,62.300,,-0.040,0.519,0.665,0.152
+Uzbekistan,2011,5.739,8.554,0.924,62.540,0.934,0.032,0.522,0.663,0.123
+Uzbekistan,2012,6.019,8.608,0.933,62.780,0.914,-0.047,0.463,0.650,0.118
+Uzbekistan,2013,5.940,8.662,0.963,63.020,0.950,-0.043,0.434,0.686,0.130
+Uzbekistan,2014,6.049,8.712,0.952,63.260,0.954,0.052,0.536,0.713,0.106
+Uzbekistan,2015,5.972,8.764,0.968,63.500,0.980,0.366,0.471,0.778,0.103
+Uzbekistan,2016,5.893,8.804,0.945,63.800,0.984,0.199,,0.771,0.147
+Uzbekistan,2017,6.421,8.831,0.942,64.100,0.985,0.114,0.465,0.745,0.203
+Uzbekistan,2018,6.205,8.870,0.921,64.400,0.970,0.308,0.520,0.746,0.209
+Uzbekistan,2019,6.154,8.910,0.915,64.700,0.970,0.295,0.511,0.751,0.220
+Uzbekistan,2020,5.842,8.910,0.850,65.000,0.928,0.190,0.642,0.678,0.279
+Uzbekistan,2021,6.185,8.962,0.896,65.300,0.927,0.183,0.662,0.698,0.233
+Uzbekistan,2022,6.016,8.996,0.879,65.600,0.959,0.306,0.616,0.741,0.225
+Uzbekistan,2023,6.385,9.026,0.909,65.900,0.927,0.247,0.650,0.752,0.202
+Venezuela,2005,7.170,9.316,0.955,65.500,0.838,,0.720,0.803,0.233
+Venezuela,2006,6.525,9.467,0.946,65.460,0.798,-0.037,0.646,0.837,0.178
+Venezuela,2008,6.258,9.719,0.922,65.380,0.678,-0.232,0.776,0.818,0.224
+Venezuela,2009,7.189,9.567,0.945,65.340,0.677,-0.124,0.828,0.792,0.180
+Venezuela,2010,7.478,9.748,0.932,65.300,0.768,-0.163,0.754,0.847,0.130
+Venezuela,2011,6.580,9.859,0.931,65.260,0.766,-0.235,0.772,0.823,0.199
+Venezuela,2012,7.067,9.862,0.932,65.220,0.804,-0.201,0.743,0.844,0.176
+Venezuela,2013,6.553,9.802,0.896,65.180,0.642,-0.230,0.837,0.812,0.238
+Venezuela,2014,6.136,9.366,0.904,65.140,0.570,-0.191,0.827,0.797,0.244
+Venezuela,2015,5.569,8.532,0.911,65.100,0.512,-0.089,0.813,0.837,0.223
+Venezuela,2016,4.041,7.602,0.902,64.925,0.458,-0.060,0.890,0.676,0.392
+Venezuela,2017,5.071,5.943,0.896,64.750,0.636,0.050,0.844,0.697,0.363
+Venezuela,2018,5.006,5.935,0.887,64.575,0.611,0.068,0.828,0.723,0.374
+Venezuela,2019,5.081,5.527,0.888,64.400,0.626,0.124,0.839,0.730,0.351
+Venezuela,2020,4.574,,0.805,64.225,0.612,,0.811,0.689,0.396
+Venezuela,2021,5.108,,0.812,64.050,0.596,,0.824,0.698,0.389
+Venezuela,2022,5.949,,0.899,63.875,0.770,,0.798,0.754,0.292
+Venezuela,2023,5.765,,0.885,63.700,0.757,,0.825,0.758,0.300
+Vietnam,2006,5.294,8.554,0.888,64.180,0.886,-0.006,,0.657,0.204
+Vietnam,2007,5.422,8.613,0.856,64.260,0.918,0.068,0.754,,0.206
+Vietnam,2008,5.480,8.658,0.805,64.340,0.889,0.180,0.789,0.624,0.218
+Vietnam,2009,5.304,8.701,0.815,64.420,0.834,-0.083,0.838,0.481,0.190
+Vietnam,2010,5.296,8.752,0.787,64.500,0.831,-0.027,0.743,0.671,0.216
+Vietnam,2011,5.767,8.804,0.898,64.580,0.818,0.084,0.742,0.494,0.193
+Vietnam,2012,5.535,8.847,0.775,64.660,0.856,-0.131,0.815,0.546,0.221
+Vietnam,2013,5.023,8.890,0.759,64.740,0.920,-0.048,0.771,0.689,0.165
+Vietnam,2014,5.085,8.941,0.792,64.820,,-0.022,,0.634,0.241
+Vietnam,2015,5.076,8.999,0.849,64.900,,0.064,,0.583,0.232
+Vietnam,2016,5.062,9.053,0.876,65.000,0.894,-0.112,0.799,0.487,0.223
+Vietnam,2017,5.175,9.111,,65.100,,,,,
+Vietnam,2018,5.296,9.173,0.832,65.200,0.909,-0.063,0.808,0.614,0.191
+Vietnam,2019,5.467,9.235,0.848,65.300,0.952,-0.148,0.788,0.658,0.186
+Vietnam,2020,5.462,9.254,0.765,65.400,0.945,0.063,0.791,0.699,0.286
+Vietnam,2021,5.540,9.271,0.799,65.500,0.897,0.104,0.798,0.651,0.280
+Vietnam,2022,6.267,9.341,0.879,65.600,0.975,-0.182,0.703,0.774,0.108
+Vietnam,2023,6.325,9.392,0.845,65.700,0.956,-0.159,0.655,0.710,0.120
+Yemen,2007,4.477,8.212,0.825,58.720,0.673,0.006,,0.524,0.379
+Yemen,2009,4.809,8.250,0.756,58.640,0.644,-0.056,0.832,0.511,0.374
+Yemen,2010,4.350,8.414,0.727,58.600,0.659,-0.107,0.853,0.514,0.308
+Yemen,2011,3.746,8.264,0.663,58.560,0.638,-0.174,0.754,0.416,0.285
+Yemen,2012,4.061,8.179,0.682,58.520,0.706,-0.172,0.793,0.413,0.263
+Yemen,2013,4.218,8.166,0.694,58.480,0.543,-0.179,0.885,0.478,0.266
+Yemen,2014,3.968,8.159,0.638,58.440,0.664,-0.166,0.885,0.527,0.276
+Yemen,2015,2.983,7.772,0.669,58.400,0.610,-0.138,0.829,0.458,0.321
+Yemen,2016,3.826,7.552,0.775,58.175,0.533,-0.144,,0.401,0.228
+Yemen,2017,3.254,7.243,0.790,57.950,0.595,-0.128,,0.368,0.295
+Yemen,2018,3.058,7.444,0.789,57.725,0.553,-0.127,0.793,0.409,0.315
+Yemen,2019,4.197,7.448,0.870,57.500,0.651,-0.106,0.798,0.481,0.213
+Yemen,2022,3.590,,0.872,56.825,0.607,,0.788,0.460,0.255
+Yemen,2023,3.532,,0.825,56.600,0.583,,0.771,0.447,0.341
+Zambia,2006,4.824,7.834,0.798,46.760,0.721,-0.012,0.785,0.664,0.226
+Zambia,2007,3.998,7.879,0.688,47.420,0.682,-0.073,0.948,0.653,0.246
+Zambia,2008,4.730,7.918,0.624,48.080,0.717,0.051,0.890,0.707,0.206
+Zambia,2009,5.260,7.971,0.782,48.740,0.696,-0.101,0.917,0.693,0.123
+Zambia,2011,4.999,8.054,0.864,50.060,0.663,-0.001,0.882,0.771,0.204
+Zambia,2012,5.013,8.094,0.780,50.720,0.788,0.004,0.806,0.676,0.250
+Zambia,2013,5.244,8.111,0.761,51.380,0.770,-0.108,0.732,0.727,0.308
+Zambia,2014,4.346,8.124,0.706,52.040,0.812,-0.014,0.809,0.639,0.327
+Zambia,2015,4.843,8.121,0.691,52.700,0.759,-0.042,0.871,0.634,0.382
+Zambia,2016,4.348,8.127,0.767,53.125,0.812,0.119,0.771,0.688,0.372
+Zambia,2017,3.933,8.130,0.744,53.550,0.823,0.137,0.740,0.660,0.387
+Zambia,2018,4.041,8.139,0.718,53.975,0.791,0.045,0.811,0.662,0.351
+Zambia,2019,3.307,8.123,0.638,54.400,0.811,0.074,0.832,0.674,0.394
+Zambia,2020,4.838,8.066,0.767,54.825,0.750,0.054,0.810,0.679,0.345
+Zambia,2021,3.082,8.082,0.619,55.250,0.833,0.138,0.824,0.656,0.349
+Zambia,2022,3.728,8.101,0.717,55.675,0.889,-0.009,0.716,0.660,0.309
+Zambia,2023,3.686,8.115,0.664,56.100,0.854,0.092,0.814,0.653,0.359
+Zimbabwe,2006,3.826,7.460,0.822,40.400,0.431,-0.063,0.905,0.669,0.297
+Zimbabwe,2007,3.280,7.413,0.828,41.600,0.456,-0.069,0.946,0.589,0.265
+Zimbabwe,2008,3.174,7.210,0.843,42.800,0.344,-0.077,0.964,0.571,0.250
+Zimbabwe,2009,4.056,7.313,0.806,44.000,0.411,-0.065,0.931,0.660,0.218
+Zimbabwe,2010,4.682,7.495,0.857,45.200,0.665,-0.081,0.828,0.699,0.122
+Zimbabwe,2011,4.846,7.617,0.865,46.400,0.633,-0.077,0.830,0.699,0.211
+Zimbabwe,2012,4.955,7.745,0.896,47.600,0.470,-0.091,0.859,0.613,0.177
+Zimbabwe,2013,4.690,7.755,0.799,48.800,0.576,-0.093,0.831,0.624,0.182
+Zimbabwe,2014,4.184,7.748,0.766,50.000,0.642,-0.062,0.820,0.661,0.239
+Zimbabwe,2015,3.703,7.747,0.736,51.200,0.667,-0.111,0.810,0.639,0.179
+Zimbabwe,2016,3.735,7.735,0.768,51.675,0.733,-0.082,0.724,0.685,0.209
+Zimbabwe,2017,3.638,7.754,0.754,52.150,0.753,-0.084,0.751,0.734,0.224
+Zimbabwe,2018,3.616,7.783,0.775,52.625,0.763,-0.055,0.844,0.658,0.212
+Zimbabwe,2019,2.694,7.698,0.759,53.100,0.632,-0.051,0.831,0.658,0.235
+Zimbabwe,2020,3.160,7.596,0.717,53.575,0.643,0.003,0.789,0.661,0.346
+Zimbabwe,2021,3.155,7.657,0.685,54.050,0.668,-0.079,0.757,0.610,0.242
+Zimbabwe,2022,3.296,7.670,0.666,54.525,0.652,-0.073,0.753,0.641,0.191
+Zimbabwe,2023,3.572,7.679,0.694,55.000,0.735,-0.069,0.757,0.610,0.179
diff --git a/fall-2024/math/mat-203/00010/MAT-203 - 00010 - Thanawin Pattanaphol.pdf b/fall-2024/math/mat-203/00010/MAT-203 - 00010 - Thanawin Pattanaphol.pdf
new file mode 100644
index 0000000..99fe8a0
Binary files /dev/null and b/fall-2024/math/mat-203/00010/MAT-203 - 00010 - Thanawin Pattanaphol.pdf differ
diff --git a/fall-2024/math/mat-203/00010/Whr2024Descriptive-Original.ipynb b/fall-2024/math/mat-203/00010/Whr2024Descriptive-Original.ipynb
new file mode 100644
index 0000000..35e45a3
--- /dev/null
+++ b/fall-2024/math/mat-203/00010/Whr2024Descriptive-Original.ipynb
@@ -0,0 +1,207 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Gamma function\n",
+    "from scipy.special import gamma\n",
+    "\n",
+    "# To calculate statistics\n",
+    "from scipy.stats import norm\n",
+    "from scipy.stats import hmean, trim_mean, iqr, median_abs_deviation, skew, kurtosis\n",
+    "from scipy.stats.mstats import gmean, winsorize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading and preprocessing data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024 = pd.read_csv(\"DataWhr2024.csv\")\n",
+    "UnM49 = pd.read_csv(\"UnM49.csv\", sep=';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "UnM49 = UnM49[['Country or Area', 'Sub-region Name', 'Region Name']]\n",
+    "UnM49 = UnM49.rename({'Country or Area':'Country name', 'Sub-region Name':'Subregion', 'Region Name':'Continent'}, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Hong\"), \"Country name\"] = \"Hong Kong\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Somaliland\"), \"Country name\"] = \"Somaliland\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Taiwan\"), \"Country name\"] = \"Taiwan\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "UnM49.loc[97, \"Country name\"] = \"Bolivia\"\n",
+    "UnM49.loc[33, \"Country name\"] = \"Congo (Brazzaville)\"\n",
+    "UnM49.loc[34, \"Country name\"] = \"Congo (Kinshasa)\"\n",
+    "UnM49.loc[124, \"Country name\"] = \"Hong Kong\"\n",
+    "UnM49.loc[125, \"Country name\"] = \"Macao\"\n",
+    "UnM49.loc[126, \"Country name\"] = \"North Korea\"\n",
+    "UnM49.loc[145, \"Country name\"] = \"Iran\"\n",
+    "UnM49.loc[46, \"Country name\"] = \"Ivory Coast\"\n",
+    "UnM49.loc[133, \"Country name\"] = \"Laos\"\n",
+    "UnM49.loc[129, \"Country name\"] = \"South Korea\"\n",
+    "UnM49.loc[173, \"Country name\"] = \"Moldova\"\n",
+    "UnM49.loc[217, \"Country name\"] = \"Netherlands\"\n",
+    "UnM49.loc[175, \"Country name\"] = \"Russia\"\n",
+    "UnM49.loc[164, \"Country name\"] = \"Syria\"\n",
+    "UnM49.loc[26, \"Country name\"] = \"Tanzania\"\n",
+    "UnM49.loc[116, \"Country name\"] = \"United States\"\n",
+    "UnM49.loc[193, \"Country name\"] = \"United Kingdom\"\n",
+    "UnM49.loc[111, \"Country name\"] = \"Venezuela\"\n",
+    "UnM49.loc[140, \"Country name\"] = \"Vietnam\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = pd.DataFrame(\n",
+    "    {\n",
+    "        \"Country name\": [\"Kosovo\", \"Somaliland\", \"Taiwan\"],\n",
+    "        \"Subregion\": [\"Southern Europe\", \"Sub-Saharan Africa\", \"Eastern Asia\"],\n",
+    "        \"Continent\": [\"Europe\", \"Africa\", \"Asia\"],\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "UnM49 = pd.concat([UnM49, _], axis=0)\n",
+    "UnM49 = UnM49.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data\n",
+    "Dat = pd.merge(DataWhr2024, UnM49)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data of 2023\n",
+    "Dat2023 = Dat[Dat['year'] == 2023]\n",
+    "Dat2023 = Dat2023.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Iceland',\n",
+       " 'India',\n",
+       " 'Indonesia',\n",
+       " 'Iran',\n",
+       " 'Iraq',\n",
+       " 'Ireland',\n",
+       " 'Israel',\n",
+       " 'Italy',\n",
+       " 'Ivory Coast']"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Countries that starts with the same letter that your name\n",
+    "StartsWith = 'I' # The first letter of your name\n",
+    "list(Dat[Dat['Country name'].str.startswith(StartsWith)]['Country name'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data of 2023 from the region selected\n",
+    "CountrySelected = 'Iraq' # Change to the country that you selected\n",
+    "SubregionSelected = Dat[Dat['Country name']==CountrySelected]['Subregion'].unique()[0]\n",
+    "\n",
+    "DatSelected = Dat2023[Dat2023['Subregion']==SubregionSelected]\n",
+    "DatSelected = DatSelected.reset_index(drop=True)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb b/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb
index 0efb49b..802b46b 100644
--- a/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb
+++ b/fall-2024/math/mat-203/00010/Whr2024Descriptive.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 542,
+   "execution_count": 295,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,18 +21,32 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 543,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "DataWhr2024 = pd.read_csv(\"../DataWhr2024.csv\")\n",
-    "UnM49 = pd.read_csv(\"./UnM49.csv\", sep=';')"
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading and preprocessing data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 544,
+   "execution_count": 296,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024 = pd.read_csv(\"DataWhr2024.csv\")\n",
+    "UnM49 = pd.read_csv(\"UnM49.csv\", sep=';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 297,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -40,6 +54,62 @@
     "UnM49 = UnM49.rename({'Country or Area':'Country name', 'Sub-region Name':'Subregion', 'Region Name':'Continent'}, axis=1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 298,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Hong\"), \"Country name\"] = \"Hong Kong\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Somaliland\"), \"Country name\"] = \"Somaliland\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Taiwan\"), \"Country name\"] = \"Taiwan\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 299,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "UnM49.loc[97, \"Country name\"] = \"Bolivia\"\n",
+    "UnM49.loc[33, \"Country name\"] = \"Congo (Brazzaville)\"\n",
+    "UnM49.loc[34, \"Country name\"] = \"Congo (Kinshasa)\"\n",
+    "UnM49.loc[124, \"Country name\"] = \"Hong Kong\"\n",
+    "UnM49.loc[125, \"Country name\"] = \"Macao\"\n",
+    "UnM49.loc[126, \"Country name\"] = \"North Korea\"\n",
+    "UnM49.loc[145, \"Country name\"] = \"Iran\"\n",
+    "UnM49.loc[46, \"Country name\"] = \"Ivory Coast\"\n",
+    "UnM49.loc[133, \"Country name\"] = \"Laos\"\n",
+    "UnM49.loc[129, \"Country name\"] = \"South Korea\"\n",
+    "UnM49.loc[173, \"Country name\"] = \"Moldova\"\n",
+    "UnM49.loc[217, \"Country name\"] = \"Netherlands\"\n",
+    "UnM49.loc[175, \"Country name\"] = \"Russia\"\n",
+    "UnM49.loc[164, \"Country name\"] = \"Syria\"\n",
+    "UnM49.loc[26, \"Country name\"] = \"Tanzania\"\n",
+    "UnM49.loc[116, \"Country name\"] = \"United States\"\n",
+    "UnM49.loc[193, \"Country name\"] = \"United Kingdom\"\n",
+    "UnM49.loc[111, \"Country name\"] = \"Venezuela\"\n",
+    "UnM49.loc[140, \"Country name\"] = \"Vietnam\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 300,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = pd.DataFrame(\n",
+    "    {\n",
+    "        \"Country name\": [\"Kosovo\", \"Somaliland\", \"Taiwan\"],\n",
+    "        \"Subregion\": [\"Southern Europe\", \"Sub-Saharan Africa\", \"Eastern Asia\"],\n",
+    "        \"Continent\": [\"Europe\", \"Africa\", \"Asia\"],\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "UnM49 = pd.concat([UnM49, _], axis=0)\n",
+    "UnM49 = UnM49.reset_index(drop=True)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -49,7 +119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 545,
+   "execution_count": 301,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -59,7 +129,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 546,
+   "execution_count": 302,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -70,13 +140,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 547,
+   "execution_count": 303,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['Tajikistan',\n",
+       "['Taiwan',\n",
+       " 'Tajikistan',\n",
+       " 'Tanzania',\n",
        " 'Thailand',\n",
        " 'Togo',\n",
        " 'Trinidad and Tobago',\n",
@@ -85,7 +157,7 @@
        " 'Türkiye']"
       ]
      },
-     "execution_count": 547,
+     "execution_count": 303,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -98,7 +170,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 548,
+   "execution_count": 304,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -112,7 +184,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 549,
+   "execution_count": 305,
    "metadata": {},
    "outputs": [
     {
@@ -151,94 +223,94 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>count</th>\n",
-       "      <td>121.0</td>\n",
-       "      <td>121.000000</td>\n",
-       "      <td>114.000000</td>\n",
-       "      <td>121.000000</td>\n",
-       "      <td>120.000000</td>\n",
-       "      <td>119.000000</td>\n",
-       "      <td>114.000000</td>\n",
-       "      <td>114.000000</td>\n",
-       "      <td>121.000000</td>\n",
-       "      <td>121.000000</td>\n",
+       "      <td>138.0</td>\n",
+       "      <td>138.000000</td>\n",
+       "      <td>129.000000</td>\n",
+       "      <td>138.000000</td>\n",
+       "      <td>135.000000</td>\n",
+       "      <td>136.000000</td>\n",
+       "      <td>129.000000</td>\n",
+       "      <td>131.000000</td>\n",
+       "      <td>138.000000</td>\n",
+       "      <td>138.000000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>mean</th>\n",
        "      <td>2023.0</td>\n",
-       "      <td>5.601455</td>\n",
-       "      <td>9.527377</td>\n",
-       "      <td>0.792537</td>\n",
-       "      <td>65.283333</td>\n",
-       "      <td>0.789227</td>\n",
-       "      <td>0.027851</td>\n",
-       "      <td>0.722447</td>\n",
-       "      <td>0.650488</td>\n",
-       "      <td>0.295818</td>\n",
+       "      <td>5.620848</td>\n",
+       "      <td>9.516690</td>\n",
+       "      <td>0.790978</td>\n",
+       "      <td>65.188148</td>\n",
+       "      <td>0.790287</td>\n",
+       "      <td>0.033597</td>\n",
+       "      <td>0.721115</td>\n",
+       "      <td>0.652101</td>\n",
+       "      <td>0.293428</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>std</th>\n",
        "      <td>0.0</td>\n",
-       "      <td>1.159381</td>\n",
-       "      <td>1.151462</td>\n",
-       "      <td>0.131982</td>\n",
-       "      <td>5.580870</td>\n",
-       "      <td>0.124732</td>\n",
-       "      <td>0.162959</td>\n",
-       "      <td>0.182586</td>\n",
-       "      <td>0.113365</td>\n",
-       "      <td>0.085531</td>\n",
+       "      <td>1.139482</td>\n",
+       "      <td>1.152052</td>\n",
+       "      <td>0.129673</td>\n",
+       "      <td>5.542482</td>\n",
+       "      <td>0.120719</td>\n",
+       "      <td>0.161931</td>\n",
+       "      <td>0.175695</td>\n",
+       "      <td>0.109047</td>\n",
+       "      <td>0.088862</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>min</th>\n",
        "      <td>2023.0</td>\n",
        "      <td>1.446000</td>\n",
-       "      <td>7.147000</td>\n",
+       "      <td>7.076000</td>\n",
        "      <td>0.368000</td>\n",
        "      <td>52.200000</td>\n",
        "      <td>0.228000</td>\n",
        "      <td>-0.268000</td>\n",
        "      <td>0.153000</td>\n",
        "      <td>0.261000</td>\n",
-       "      <td>0.114000</td>\n",
+       "      <td>0.111000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>25%</th>\n",
        "      <td>2023.0</td>\n",
-       "      <td>4.609000</td>\n",
-       "      <td>8.612500</td>\n",
-       "      <td>0.703000</td>\n",
+       "      <td>4.679750</td>\n",
+       "      <td>8.620000</td>\n",
+       "      <td>0.702250</td>\n",
        "      <td>60.700000</td>\n",
-       "      <td>0.734500</td>\n",
-       "      <td>-0.088750</td>\n",
-       "      <td>0.663250</td>\n",
-       "      <td>0.579000</td>\n",
-       "      <td>0.231000</td>\n",
+       "      <td>0.734750</td>\n",
+       "      <td>-0.071000</td>\n",
+       "      <td>0.662000</td>\n",
+       "      <td>0.581250</td>\n",
+       "      <td>0.229250</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>50%</th>\n",
        "      <td>2023.0</td>\n",
-       "      <td>5.868000</td>\n",
-       "      <td>9.670000</td>\n",
-       "      <td>0.831000</td>\n",
-       "      <td>66.300000</td>\n",
-       "      <td>0.807000</td>\n",
-       "      <td>0.022000</td>\n",
-       "      <td>0.781000</td>\n",
-       "      <td>0.661000</td>\n",
-       "      <td>0.289000</td>\n",
+       "      <td>5.863000</td>\n",
+       "      <td>9.637000</td>\n",
+       "      <td>0.829000</td>\n",
+       "      <td>66.100000</td>\n",
+       "      <td>0.803000</td>\n",
+       "      <td>0.028000</td>\n",
+       "      <td>0.769000</td>\n",
+       "      <td>0.668500</td>\n",
+       "      <td>0.285000</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>75%</th>\n",
        "      <td>2023.0</td>\n",
-       "      <td>6.482000</td>\n",
-       "      <td>10.496250</td>\n",
-       "      <td>0.895000</td>\n",
-       "      <td>69.775000</td>\n",
-       "      <td>0.877000</td>\n",
-       "      <td>0.122500</td>\n",
-       "      <td>0.844500</td>\n",
-       "      <td>0.738000</td>\n",
-       "      <td>0.358000</td>\n",
+       "      <td>6.487250</td>\n",
+       "      <td>10.504000</td>\n",
+       "      <td>0.889750</td>\n",
+       "      <td>69.600000</td>\n",
+       "      <td>0.876250</td>\n",
+       "      <td>0.138000</td>\n",
+       "      <td>0.838500</td>\n",
+       "      <td>0.735500</td>\n",
+       "      <td>0.357500</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>max</th>\n",
@@ -259,37 +331,37 @@
       ],
       "text/plain": [
        "         year  Life Ladder  Log GDP per capita  Social support  \\\n",
-       "count   121.0   121.000000          114.000000      121.000000   \n",
-       "mean   2023.0     5.601455            9.527377        0.792537   \n",
-       "std       0.0     1.159381            1.151462        0.131982   \n",
-       "min    2023.0     1.446000            7.147000        0.368000   \n",
-       "25%    2023.0     4.609000            8.612500        0.703000   \n",
-       "50%    2023.0     5.868000            9.670000        0.831000   \n",
-       "75%    2023.0     6.482000           10.496250        0.895000   \n",
+       "count   138.0   138.000000          129.000000      138.000000   \n",
+       "mean   2023.0     5.620848            9.516690        0.790978   \n",
+       "std       0.0     1.139482            1.152052        0.129673   \n",
+       "min    2023.0     1.446000            7.076000        0.368000   \n",
+       "25%    2023.0     4.679750            8.620000        0.702250   \n",
+       "50%    2023.0     5.863000            9.637000        0.829000   \n",
+       "75%    2023.0     6.487250           10.504000        0.889750   \n",
        "max    2023.0     7.699000           11.676000        0.979000   \n",
        "\n",
        "       Healthy life expectancy at birth  Freedom to make life choices  \\\n",
-       "count                        120.000000                    119.000000   \n",
-       "mean                          65.283333                      0.789227   \n",
-       "std                            5.580870                      0.124732   \n",
+       "count                        135.000000                    136.000000   \n",
+       "mean                          65.188148                      0.790287   \n",
+       "std                            5.542482                      0.120719   \n",
        "min                           52.200000                      0.228000   \n",
-       "25%                           60.700000                      0.734500   \n",
-       "50%                           66.300000                      0.807000   \n",
-       "75%                           69.775000                      0.877000   \n",
+       "25%                           60.700000                      0.734750   \n",
+       "50%                           66.100000                      0.803000   \n",
+       "75%                           69.600000                      0.876250   \n",
        "max                           74.600000                      0.965000   \n",
        "\n",
        "       Generosity  Perceptions of corruption  Positive affect  Negative affect  \n",
-       "count  114.000000                 114.000000       121.000000       121.000000  \n",
-       "mean     0.027851                   0.722447         0.650488         0.295818  \n",
-       "std      0.162959                   0.182586         0.113365         0.085531  \n",
-       "min     -0.268000                   0.153000         0.261000         0.114000  \n",
-       "25%     -0.088750                   0.663250         0.579000         0.231000  \n",
-       "50%      0.022000                   0.781000         0.661000         0.289000  \n",
-       "75%      0.122500                   0.844500         0.738000         0.358000  \n",
+       "count  129.000000                 131.000000       138.000000       138.000000  \n",
+       "mean     0.033597                   0.721115         0.652101         0.293428  \n",
+       "std      0.161931                   0.175695         0.109047         0.088862  \n",
+       "min     -0.268000                   0.153000         0.261000         0.111000  \n",
+       "25%     -0.071000                   0.662000         0.581250         0.229250  \n",
+       "50%      0.028000                   0.769000         0.668500         0.285000  \n",
+       "75%      0.138000                   0.838500         0.735500         0.357500  \n",
        "max      0.590000                   0.948000         0.843000         0.516000  "
       ]
      },
-     "execution_count": 549,
+     "execution_count": 305,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -300,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 550,
+   "execution_count": 306,
    "metadata": {},
    "outputs": [
     {
@@ -437,39 +509,39 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>116</th>\n",
-       "      <td>Uruguay</td>\n",
+       "      <th>133</th>\n",
+       "      <td>Venezuela</td>\n",
        "      <td>2023</td>\n",
-       "      <td>6.662</td>\n",
-       "      <td>10.122</td>\n",
-       "      <td>0.908</td>\n",
-       "      <td>67.5</td>\n",
-       "      <td>0.904</td>\n",
-       "      <td>-0.050</td>\n",
-       "      <td>0.662</td>\n",
-       "      <td>0.753</td>\n",
-       "      <td>0.265</td>\n",
+       "      <td>5.765</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.885</td>\n",
+       "      <td>63.7</td>\n",
+       "      <td>0.757</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.825</td>\n",
+       "      <td>0.758</td>\n",
+       "      <td>0.300</td>\n",
        "      <td>Latin America and the Caribbean</td>\n",
        "      <td>Americas</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>117</th>\n",
-       "      <td>Uzbekistan</td>\n",
+       "      <th>134</th>\n",
+       "      <td>Vietnam</td>\n",
        "      <td>2023</td>\n",
-       "      <td>6.385</td>\n",
-       "      <td>9.026</td>\n",
-       "      <td>0.909</td>\n",
-       "      <td>65.9</td>\n",
-       "      <td>0.927</td>\n",
-       "      <td>0.247</td>\n",
-       "      <td>0.650</td>\n",
-       "      <td>0.752</td>\n",
-       "      <td>0.202</td>\n",
-       "      <td>Central Asia</td>\n",
+       "      <td>6.325</td>\n",
+       "      <td>9.392</td>\n",
+       "      <td>0.845</td>\n",
+       "      <td>65.7</td>\n",
+       "      <td>0.956</td>\n",
+       "      <td>-0.159</td>\n",
+       "      <td>0.655</td>\n",
+       "      <td>0.710</td>\n",
+       "      <td>0.120</td>\n",
+       "      <td>South-eastern Asia</td>\n",
        "      <td>Asia</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>118</th>\n",
+       "      <th>135</th>\n",
        "      <td>Yemen</td>\n",
        "      <td>2023</td>\n",
        "      <td>3.532</td>\n",
@@ -485,7 +557,7 @@
        "      <td>Asia</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>119</th>\n",
+       "      <th>136</th>\n",
        "      <td>Zambia</td>\n",
        "      <td>2023</td>\n",
        "      <td>3.686</td>\n",
@@ -501,7 +573,7 @@
        "      <td>Africa</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>120</th>\n",
+       "      <th>137</th>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>2023</td>\n",
        "      <td>3.572</td>\n",
@@ -518,7 +590,7 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>121 rows × 13 columns</p>\n",
+       "<p>138 rows × 13 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
@@ -529,11 +601,11 @@
        "3        Armenia  2023        5.679               9.730           0.819   \n",
        "4      Australia  2023        7.025              10.846           0.896   \n",
        "..           ...   ...          ...                 ...             ...   \n",
-       "116      Uruguay  2023        6.662              10.122           0.908   \n",
-       "117   Uzbekistan  2023        6.385               9.026           0.909   \n",
-       "118        Yemen  2023        3.532                 NaN           0.825   \n",
-       "119       Zambia  2023        3.686               8.115           0.664   \n",
-       "120     Zimbabwe  2023        3.572               7.679           0.694   \n",
+       "133    Venezuela  2023        5.765                 NaN           0.885   \n",
+       "134      Vietnam  2023        6.325               9.392           0.845   \n",
+       "135        Yemen  2023        3.532                 NaN           0.825   \n",
+       "136       Zambia  2023        3.686               8.115           0.664   \n",
+       "137     Zimbabwe  2023        3.572               7.679           0.694   \n",
        "\n",
        "     Healthy life expectancy at birth  Freedom to make life choices  \\\n",
        "0                                55.2                         0.228   \n",
@@ -542,11 +614,11 @@
        "3                                68.2                         0.819   \n",
        "4                                71.2                         0.876   \n",
        "..                                ...                           ...   \n",
-       "116                              67.5                         0.904   \n",
-       "117                              65.9                         0.927   \n",
-       "118                              56.6                         0.583   \n",
-       "119                              56.1                         0.854   \n",
-       "120                              55.0                         0.735   \n",
+       "133                              63.7                         0.757   \n",
+       "134                              65.7                         0.956   \n",
+       "135                              56.6                         0.583   \n",
+       "136                              56.1                         0.854   \n",
+       "137                              55.0                         0.735   \n",
        "\n",
        "     Generosity  Perceptions of corruption  Positive affect  Negative affect  \\\n",
        "0           NaN                      0.738            0.261            0.460   \n",
@@ -555,11 +627,11 @@
        "3        -0.179                      0.681            0.575            0.423   \n",
        "4         0.187                      0.482            0.731            0.248   \n",
        "..          ...                        ...              ...              ...   \n",
-       "116      -0.050                      0.662            0.753            0.265   \n",
-       "117       0.247                      0.650            0.752            0.202   \n",
-       "118         NaN                      0.771            0.447            0.341   \n",
-       "119       0.092                      0.814            0.653            0.359   \n",
-       "120      -0.069                      0.757            0.610            0.179   \n",
+       "133         NaN                      0.825            0.758            0.300   \n",
+       "134      -0.159                      0.655            0.710            0.120   \n",
+       "135         NaN                      0.771            0.447            0.341   \n",
+       "136       0.092                      0.814            0.653            0.359   \n",
+       "137      -0.069                      0.757            0.610            0.179   \n",
        "\n",
        "                           Subregion Continent  \n",
        "0                      Southern Asia      Asia  \n",
@@ -568,16 +640,16 @@
        "3                       Western Asia      Asia  \n",
        "4          Australia and New Zealand   Oceania  \n",
        "..                               ...       ...  \n",
-       "116  Latin America and the Caribbean  Americas  \n",
-       "117                     Central Asia      Asia  \n",
-       "118                     Western Asia      Asia  \n",
-       "119               Sub-Saharan Africa    Africa  \n",
-       "120               Sub-Saharan Africa    Africa  \n",
+       "133  Latin America and the Caribbean  Americas  \n",
+       "134               South-eastern Asia      Asia  \n",
+       "135                     Western Asia      Asia  \n",
+       "136               Sub-Saharan Africa    Africa  \n",
+       "137               Sub-Saharan Africa    Africa  \n",
        "\n",
-       "[121 rows x 13 columns]"
+       "[138 rows x 13 columns]"
       ]
      },
-     "execution_count": 550,
+     "execution_count": 306,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -588,7 +660,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 551,
+   "execution_count": 307,
    "metadata": {},
    "outputs": [
     {
@@ -662,7 +734,7 @@
        "0      Asia  "
       ]
      },
-     "execution_count": 551,
+     "execution_count": 307,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -673,7 +745,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 552,
+   "execution_count": 308,
    "metadata": {},
    "outputs": [
     {
@@ -714,7 +786,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>35</th>\n",
+       "      <th>38</th>\n",
        "      <td>Finland</td>\n",
        "      <td>2023</td>\n",
        "      <td>7.699</td>\n",
@@ -735,19 +807,19 @@
       ],
       "text/plain": [
        "   Country name  year  Life Ladder  Log GDP per capita  Social support  \\\n",
-       "35      Finland  2023        7.699              10.808           0.947   \n",
+       "38      Finland  2023        7.699              10.808           0.947   \n",
        "\n",
        "    Healthy life expectancy at birth  Freedom to make life choices  \\\n",
-       "35                              71.3                         0.943   \n",
+       "38                              71.3                         0.943   \n",
        "\n",
        "    Generosity  Perceptions of corruption  Positive affect  Negative affect  \\\n",
-       "35      -0.001                      0.185            0.717            0.173   \n",
+       "38      -0.001                      0.185            0.717            0.173   \n",
        "\n",
        "          Subregion Continent  \n",
-       "35  Northern Europe    Europe  "
+       "38  Northern Europe    Europe  "
       ]
      },
-     "execution_count": 552,
+     "execution_count": 308,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -758,7 +830,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 553,
+   "execution_count": 309,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -767,14 +839,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 554,
+   "execution_count": 310,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "66.3\n"
+      "66.1\n"
      ]
     }
    ],
@@ -784,16 +856,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 555,
+   "execution_count": 311,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "np.float64(0.231)"
+       "np.float64(0.22925)"
       ]
      },
-     "execution_count": 555,
+     "execution_count": 311,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -807,16 +879,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 556,
+   "execution_count": 312,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([4.6125, 5.42  , 6.3215])"
+       "array([4.647 , 5.449 , 6.3235])"
       ]
      },
-     "execution_count": 556,
+     "execution_count": 312,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -828,20 +900,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 557,
+   "execution_count": 313,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "5.868\n",
-      "5.601454545454545\n",
-      "5.46003534802306\n",
-      "5.277807689332831\n",
-      "5.670474226804124\n",
-      "5.738901639344262\n",
-      "5.601454545454545\n"
+      "5.8629999999999995\n",
+      "5.620847826086956\n",
+      "5.484781886942988\n",
+      "5.310494263379958\n",
+      "5.690625\n",
+      "5.768428571428572\n",
+      "5.620847826086956\n"
      ]
     }
    ],
@@ -861,19 +933,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 558,
+   "execution_count": 314,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.1545804575939485\n",
-      "1.1593812286445444\n",
+      "1.1353457170100019\n",
+      "1.1394817806787827\n",
       "6.253\n",
-      "1.8730000000000002\n",
-      "0.8130000000000006\n",
-      "0.9629526671675434\n"
+      "1.8074999999999992\n",
+      "0.7935000000000008\n",
+      "0.9389300567107751\n"
      ]
     }
    ],
@@ -898,7 +970,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 559,
+   "execution_count": 315,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -914,15 +986,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 560,
+   "execution_count": 316,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "121\n",
-      "0.9979188593597667\n"
+      "138\n",
+      "0.9981768626225431\n"
      ]
     }
    ],
@@ -935,17 +1007,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 561,
+   "execution_count": 317,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "1.1617990959589308\n",
-      "1.3884569776304965\n",
-      "1.2053556036450552\n",
-      "1.2068821913267496\n"
+      "1.1415630068653209\n",
+      "1.3399017549744372\n",
+      "1.1764448603841964\n",
+      "1.1767743140260587\n"
      ]
     }
    ],
@@ -967,7 +1039,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 562,
+   "execution_count": 318,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -980,7 +1052,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 563,
+   "execution_count": 319,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -990,16 +1062,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 564,
+   "execution_count": 320,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(-0.6037), np.float64(-0.6037))"
+       "(np.float64(-0.6323), np.float64(-0.6323))"
       ]
      },
-     "execution_count": 564,
+     "execution_count": 320,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1010,7 +1082,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 565,
+   "execution_count": 321,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1020,16 +1092,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 566,
+   "execution_count": 322,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(-0.6113), np.float64(-0.6113))"
+       "(np.float64(-0.6393), np.float64(-0.6393))"
       ]
      },
-     "execution_count": 566,
+     "execution_count": 322,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1040,7 +1112,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 567,
+   "execution_count": 323,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1058,7 +1130,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 568,
+   "execution_count": 324,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1068,16 +1140,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 569,
+   "execution_count": 325,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(3.0748), np.float64(3.0748))"
+       "(np.float64(3.1173), np.float64(3.1173))"
       ]
      },
-     "execution_count": 569,
+     "execution_count": 325,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1088,7 +1160,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 570,
+   "execution_count": 326,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1098,16 +1170,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 571,
+   "execution_count": 327,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(3.1292), np.float64(3.1292))"
+       "(np.float64(3.1664), np.float64(3.1664))"
       ]
      },
-     "execution_count": 571,
+     "execution_count": 327,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1118,7 +1190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 572,
+   "execution_count": 328,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1128,16 +1200,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 573,
+   "execution_count": 329,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(0.0748), np.float64(0.0748))"
+       "(np.float64(0.1173), np.float64(0.1173))"
       ]
      },
-     "execution_count": 573,
+     "execution_count": 329,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1148,7 +1220,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 574,
+   "execution_count": 330,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1158,16 +1230,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 575,
+   "execution_count": 331,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(0.1292), np.float64(0.1292))"
+       "(np.float64(0.1664), np.float64(0.1664))"
       ]
      },
-     "execution_count": 575,
+     "execution_count": 331,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1185,7 +1257,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 576,
+   "execution_count": 332,
    "metadata": {},
    "outputs": [
     {
@@ -1226,7 +1298,7 @@
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>109</th>\n",
+       "      <th>122</th>\n",
        "      <td>Thailand</td>\n",
        "      <td>2023</td>\n",
        "      <td>6.282</td>\n",
@@ -1247,19 +1319,19 @@
       ],
       "text/plain": [
        "    Country name  year  Life Ladder  Log GDP per capita  Social support  \\\n",
-       "109     Thailand  2023        6.282               9.807           0.873   \n",
+       "122     Thailand  2023        6.282               9.807           0.873   \n",
        "\n",
        "     Healthy life expectancy at birth  Freedom to make life choices  \\\n",
-       "109                              68.6                         0.926   \n",
+       "122                              68.6                         0.926   \n",
        "\n",
        "     Generosity  Perceptions of corruption  Positive affect  Negative affect  \\\n",
-       "109       0.338                      0.889            0.811            0.217   \n",
+       "122       0.338                      0.889            0.811            0.217   \n",
        "\n",
        "              Subregion Continent  \n",
-       "109  South-eastern Asia      Asia  "
+       "122  South-eastern Asia      Asia  "
       ]
      },
-     "execution_count": 576,
+     "execution_count": 332,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1270,7 +1342,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 577,
+   "execution_count": 333,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1284,16 +1356,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 578,
+   "execution_count": 334,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([0.8805, 0.926 , 0.9465])"
+       "array([0.9  , 0.926, 0.956])"
       ]
      },
-     "execution_count": 578,
+     "execution_count": 334,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1305,7 +1377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 579,
+   "execution_count": 335,
    "metadata": {},
    "outputs": [
     {
@@ -1313,12 +1385,12 @@
      "output_type": "stream",
      "text": [
       "0.926\n",
-      "0.8914285714285715\n",
-      "0.8867207399346544\n",
-      "0.8814869334699901\n",
-      "0.8914285714285713\n",
-      "0.916\n",
-      "0.8914285714285715\n"
+      "0.8999999999999999\n",
+      "0.8960830560432489\n",
+      "0.891676454482847\n",
+      "0.8999999999999999\n",
+      "0.9236000000000001\n",
+      "0.8999999999999999\n"
      ]
     }
    ],
@@ -1338,19 +1410,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 580,
+   "execution_count": 336,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.08674899281894888\n",
-      "0.09369962138460887\n",
+      "0.07912297039699942\n",
+      "0.08392258337301112\n",
       "0.27\n",
-      "0.06599999999999995\n",
-      "0.03499999999999992\n",
-      "0.06481632653061224\n"
+      "0.05599999999999994\n",
+      "0.029999999999999916\n",
+      "0.05422222222222228\n"
      ]
     }
    ],
@@ -1375,7 +1447,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 581,
+   "execution_count": 337,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1391,15 +1463,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 582,
+   "execution_count": 338,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "7\n",
-      "0.959368788699833\n"
+      "9\n",
+      "0.9693106997139541\n"
      ]
     }
    ],
@@ -1412,17 +1484,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 583,
+   "execution_count": 339,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0.09766799012879454\n",
-      "0.048925873210684825\n",
-      "0.051891077647695946\n",
-      "0.08123521836967404\n"
+      "0.08657965232177553\n",
+      "0.04151286211815681\n",
+      "0.044478066555167936\n",
+      "0.06795747766777387\n"
      ]
     }
    ],
@@ -1444,7 +1516,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 584,
+   "execution_count": 340,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1457,7 +1529,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 585,
+   "execution_count": 341,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1467,16 +1539,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 586,
+   "execution_count": 342,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(-1.4801), np.float64(-1.4801))"
+       "(np.float64(-1.7826), np.float64(-1.7826))"
       ]
      },
-     "execution_count": 586,
+     "execution_count": 342,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1487,7 +1559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 587,
+   "execution_count": 343,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1497,16 +1569,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 588,
+   "execution_count": 344,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(-1.9184), np.float64(-1.9184))"
+       "(np.float64(-2.1608), np.float64(-2.1608))"
       ]
      },
-     "execution_count": 588,
+     "execution_count": 344,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1517,7 +1589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 345,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1535,7 +1607,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 346,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1545,16 +1617,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 347,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(3.9011), np.float64(3.9011))"
+       "(np.float64(5.1354), np.float64(5.1354))"
       ]
      },
-     "execution_count": 535,
+     "execution_count": 347,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1565,7 +1637,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 348,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1575,16 +1647,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 349,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(6.9626), np.float64(6.9626))"
+       "(np.float64(8.2103), np.float64(8.2103))"
       ]
      },
-     "execution_count": 537,
+     "execution_count": 349,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1595,7 +1667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 350,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1605,16 +1677,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 351,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(0.9011), np.float64(0.9011))"
+       "(np.float64(2.1354), np.float64(2.1354))"
       ]
      },
-     "execution_count": 539,
+     "execution_count": 351,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1625,7 +1697,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 352,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1635,16 +1707,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 353,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "(np.float64(3.9626), np.float64(3.9626))"
+       "(np.float64(5.2103), np.float64(5.2103))"
       ]
      },
-     "execution_count": 541,
+     "execution_count": 353,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1656,7 +1728,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": ".venv",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -1670,7 +1742,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.13.0"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,
diff --git a/fall-2024/math/mat-203/00010/mat-203-00010.odt b/fall-2024/math/mat-203/00010/mat-203-00010.odt
index 001be9d..e500572 100644
Binary files a/fall-2024/math/mat-203/00010/mat-203-00010.odt and b/fall-2024/math/mat-203/00010/mat-203-00010.odt differ
diff --git a/fall-2024/math/mat-203/00020/.~lock.mat-203-00010.odt# b/fall-2024/math/mat-203/00020/.~lock.mat-203-00010.odt#
new file mode 100644
index 0000000..0c0ea8a
--- /dev/null
+++ b/fall-2024/math/mat-203/00020/.~lock.mat-203-00010.odt#
@@ -0,0 +1 @@
+,slimbook,wins-slimbook,22.11.2024 20:51,file:///home/slimbook/.var/app/org.libreoffice.LibreOffice/config/libreoffice/4;
\ No newline at end of file
diff --git a/fall-2024/math/mat-203/00020/DataWhr2024.csv b/fall-2024/math/mat-203/00020/DataWhr2024.csv
new file mode 100644
index 0000000..f8d857c
--- /dev/null
+++ b/fall-2024/math/mat-203/00020/DataWhr2024.csv
@@ -0,0 +1,2364 @@
+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,2008,3.724,7.350,0.451,50.500,0.718,0.164,0.882,0.414,0.258
+Afghanistan,2009,4.402,7.509,0.552,50.800,0.679,0.187,0.850,0.481,0.237
+Afghanistan,2010,4.758,7.614,0.539,51.100,0.600,0.118,0.707,0.517,0.275
+Afghanistan,2011,3.832,7.581,0.521,51.400,0.496,0.160,0.731,0.480,0.267
+Afghanistan,2012,3.783,7.661,0.521,51.700,0.531,0.234,0.776,0.614,0.268
+Afghanistan,2013,3.572,7.680,0.484,52.000,0.578,0.059,0.823,0.547,0.273
+Afghanistan,2014,3.131,7.671,0.526,52.300,0.509,0.102,0.871,0.492,0.375
+Afghanistan,2015,3.983,7.654,0.529,52.600,0.389,0.078,0.881,0.491,0.339
+Afghanistan,2016,4.220,7.650,0.559,52.925,0.523,0.040,0.793,0.501,0.348
+Afghanistan,2017,2.662,7.648,0.491,53.250,0.427,-0.123,0.954,0.435,0.371
+Afghanistan,2018,2.694,7.631,0.508,53.575,0.374,-0.095,0.928,0.385,0.405
+Afghanistan,2019,2.375,7.640,0.420,53.900,0.394,-0.109,0.924,0.324,0.502
+Afghanistan,2021,2.436,7.325,0.454,54.550,0.394,-0.085,0.946,0.179,0.607
+Afghanistan,2022,1.281,,0.228,54.875,0.368,,0.733,0.206,0.576
+Afghanistan,2023,1.446,,0.368,55.200,0.228,,0.738,0.261,0.460
+Albania,2007,4.634,9.122,0.821,66.760,0.529,-0.013,0.875,0.489,0.246
+Albania,2009,5.485,9.241,0.833,67.320,0.525,-0.162,0.864,0.564,0.279
+Albania,2010,5.269,9.283,0.733,67.600,0.569,-0.176,0.726,0.576,0.300
+Albania,2011,5.867,9.310,0.759,67.880,0.487,-0.209,0.877,0.566,0.257
+Albania,2012,5.510,9.326,0.785,68.160,0.602,-0.173,0.848,0.553,0.271
+Albania,2013,4.551,9.338,0.759,68.440,0.632,-0.131,0.863,0.541,0.338
+Albania,2014,4.814,9.358,0.626,68.720,0.735,-0.029,0.883,0.573,0.335
+Albania,2015,4.607,9.382,0.639,69.000,0.704,-0.085,0.885,0.579,0.350
+Albania,2016,4.511,9.417,0.638,69.025,0.730,-0.021,0.901,0.567,0.322
+Albania,2017,4.640,9.455,0.638,69.050,0.750,-0.033,0.876,0.547,0.334
+Albania,2018,5.004,9.497,0.684,69.075,0.824,0.005,0.899,0.592,0.319
+Albania,2019,4.995,9.522,0.686,69.100,0.777,-0.103,0.914,0.548,0.274
+Albania,2020,5.365,9.494,0.710,69.125,0.754,0.002,0.891,0.563,0.265
+Albania,2021,5.255,9.588,0.702,69.150,0.827,0.039,0.896,0.554,0.254
+Albania,2022,5.212,9.649,0.724,69.175,0.802,-0.070,0.846,0.547,0.255
+Albania,2023,5.445,9.689,0.691,69.200,0.872,0.068,0.855,0.597,0.314
+Algeria,2010,5.464,9.306,,65.500,0.593,-0.212,0.618,,
+Algeria,2011,5.317,9.316,0.810,65.600,0.530,-0.188,0.638,0.503,0.255
+Algeria,2012,5.605,9.330,0.839,65.700,0.587,-0.179,0.690,0.540,0.230
+Algeria,2014,6.355,9.355,0.818,65.900,,,,0.558,0.177
+Algeria,2016,5.341,9.383,0.749,66.100,,,,0.565,0.377
+Algeria,2017,5.249,9.377,0.807,66.200,0.437,-0.174,0.700,0.555,0.289
+Algeria,2018,5.043,9.370,0.799,66.300,0.583,-0.153,0.759,0.534,0.293
+Algeria,2019,4.745,9.361,0.803,66.400,0.385,-0.002,0.741,0.544,0.215
+Algeria,2020,5.438,9.291,0.868,66.500,0.574,-0.124,0.724,0.524,0.311
+Algeria,2021,5.217,9.308,0.841,66.600,0.558,-0.116,0.712,0.498,0.258
+Algeria,2022,5.538,9.323,0.783,66.700,0.440,-0.045,0.611,0.583,0.259
+Angola,2011,5.589,8.944,0.723,51.220,0.584,0.050,0.911,0.667,0.361
+Angola,2012,4.360,8.989,0.753,51.840,0.456,-0.141,0.906,0.591,0.305
+Angola,2013,3.937,9.000,0.722,52.460,0.410,-0.109,0.816,0.650,0.371
+Angola,2014,3.795,9.010,0.755,53.080,0.375,-0.173,0.834,0.595,0.368
+Argentina,2006,6.313,9.937,0.938,65.820,0.733,-0.162,0.852,0.748,0.328
+Argentina,2007,6.073,10.013,0.862,65.940,0.653,-0.146,0.881,0.750,0.279
+Argentina,2008,5.961,10.043,0.892,66.060,0.678,-0.137,0.865,0.720,0.318
+Argentina,2009,6.424,9.972,0.919,66.180,0.637,-0.135,0.885,0.762,0.237
+Argentina,2010,6.441,10.066,0.927,66.300,0.730,-0.132,0.855,0.765,0.211
+Argentina,2011,6.776,10.112,0.889,66.420,0.816,-0.180,0.755,0.769,0.232
+Argentina,2012,6.468,10.091,0.902,66.540,0.747,-0.153,0.817,0.744,0.272
+Argentina,2013,6.582,10.103,0.910,66.660,0.737,-0.136,0.823,0.766,0.254
+Argentina,2014,6.671,10.067,0.918,66.780,0.745,-0.170,0.854,0.769,0.238
+Argentina,2015,6.697,10.083,0.926,66.900,0.881,-0.180,0.851,0.768,0.305
+Argentina,2016,6.427,10.051,0.883,66.950,0.848,-0.198,0.851,0.732,0.312
+Argentina,2017,6.039,10.069,0.907,67.000,0.832,-0.192,0.841,0.715,0.292
+Argentina,2018,5.793,10.032,0.900,67.050,0.846,-0.216,0.855,0.732,0.321
+Argentina,2019,6.086,10.002,0.896,67.100,0.817,-0.217,0.830,0.735,0.319
+Argentina,2020,5.901,9.888,0.897,67.150,0.823,-0.131,0.816,0.679,0.342
+Argentina,2021,5.908,9.977,0.882,67.200,0.819,-0.014,0.816,0.685,0.345
+Argentina,2022,6.261,10.019,0.893,67.250,0.825,-0.130,0.810,0.724,0.284
+Argentina,2023,6.393,9.994,0.892,67.300,0.832,-0.129,0.846,0.720,0.301
+Armenia,2006,4.289,9.021,0.682,63.840,0.520,-0.235,0.850,0.453,0.469
+Armenia,2007,4.882,9.157,0.760,64.080,0.605,-0.255,0.817,0.454,0.412
+Armenia,2008,4.652,9.230,0.709,64.320,0.462,-0.219,0.876,0.486,0.385
+Armenia,2009,4.178,9.085,0.680,64.560,0.441,-0.218,0.882,0.479,0.411
+Armenia,2010,4.368,9.113,0.660,64.800,0.459,-0.180,0.891,0.437,0.426
+Armenia,2011,4.260,9.164,0.705,65.040,0.465,-0.230,0.875,0.411,0.459
+Armenia,2012,4.320,9.239,0.676,65.280,0.502,-0.220,0.893,0.470,0.464
+Armenia,2013,4.277,9.276,0.723,65.520,0.504,-0.201,0.900,0.503,0.450
+Armenia,2014,4.453,9.315,0.739,65.760,0.506,-0.225,0.920,0.510,0.404
+Armenia,2015,4.348,9.351,0.723,66.000,0.551,-0.209,0.901,0.527,0.438
+Armenia,2016,4.325,9.357,0.709,66.275,0.611,-0.178,0.921,0.516,0.437
+Armenia,2017,4.288,9.434,0.698,66.550,0.614,-0.155,0.865,0.552,0.437
+Armenia,2018,5.062,9.490,0.814,66.825,0.808,-0.171,0.677,0.535,0.455
+Armenia,2019,5.488,9.569,0.782,67.100,0.844,-0.181,0.583,0.537,0.430
+Armenia,2021,5.301,9.561,0.762,67.650,0.795,-0.159,0.705,0.566,0.478
+Armenia,2022,5.382,9.683,0.811,67.925,0.790,-0.158,0.705,0.531,0.549
+Armenia,2023,5.679,9.730,0.819,68.200,0.819,-0.179,0.681,0.575,0.423
+Australia,2005,7.341,10.662,0.968,69.800,0.935,,0.390,0.770,0.238
+Australia,2007,7.285,10.694,0.965,69.960,0.891,0.342,0.513,0.762,0.215
+Australia,2008,7.254,10.709,0.947,70.040,0.916,0.300,0.431,0.729,0.218
+Australia,2010,7.450,10.714,0.955,70.200,0.932,0.311,0.366,0.762,0.220
+Australia,2011,7.406,10.723,0.967,70.280,0.945,0.364,0.382,0.724,0.195
+Australia,2012,7.196,10.744,0.945,70.360,0.935,0.268,0.368,0.728,0.214
+Australia,2013,7.364,10.752,0.928,70.440,0.933,0.263,0.432,0.770,0.177
+Australia,2014,7.289,10.763,0.924,70.520,0.923,0.313,0.442,0.740,0.245
+Australia,2015,7.309,10.770,0.952,70.600,0.922,0.327,0.357,0.750,0.210
+Australia,2016,7.250,10.781,0.942,70.675,0.922,0.233,0.399,0.736,0.236
+Australia,2017,7.257,10.787,0.950,70.750,0.911,0.312,0.411,0.728,0.225
+Australia,2018,7.177,10.801,0.940,70.825,0.916,0.141,0.405,0.706,0.187
+Australia,2019,7.234,10.807,0.943,70.900,0.918,0.115,0.430,0.727,0.202
+Australia,2020,7.137,10.794,0.937,70.975,0.905,0.202,0.491,0.726,0.205
+Australia,2021,7.112,10.815,0.920,71.050,0.912,0.234,0.454,0.740,0.235
+Australia,2022,7.035,10.840,0.942,71.125,0.854,0.153,0.545,0.711,0.244
+Australia,2023,7.025,10.846,0.896,71.200,0.876,0.187,0.482,0.731,0.248
+Austria,2006,7.122,10.836,0.936,69.500,0.941,0.297,0.490,0.746,0.174
+Austria,2008,7.181,10.881,0.935,69.700,0.879,0.286,0.614,0.716,0.173
+Austria,2010,7.303,10.856,0.914,69.900,0.896,0.125,0.546,0.710,0.156
+Austria,2011,7.471,10.881,0.944,70.000,0.939,0.126,0.703,0.672,0.145
+Austria,2012,7.401,10.884,0.945,70.100,0.920,0.112,0.771,0.712,0.157
+Austria,2013,7.499,10.878,0.950,70.200,0.922,0.163,0.679,0.725,0.163
+Austria,2014,6.950,10.877,0.899,70.300,0.885,0.112,0.567,0.721,0.170
+Austria,2015,7.076,10.876,0.928,70.400,0.900,0.093,0.557,0.748,0.164
+Austria,2016,7.048,10.885,0.926,70.525,0.889,0.074,0.524,0.713,0.197
+Austria,2017,7.294,10.900,0.906,70.650,0.890,0.128,0.518,0.699,0.180
+Austria,2018,7.396,10.919,0.912,70.775,0.904,0.048,0.523,0.695,0.226
+Austria,2019,7.195,10.930,0.964,70.900,0.903,0.054,0.457,0.727,0.205
+Austria,2020,7.213,10.859,0.925,71.025,0.912,0.004,0.464,0.716,0.206
+Austria,2021,7.080,10.899,0.863,71.150,0.795,0.158,0.501,0.722,0.259
+Austria,2022,6.999,10.938,0.876,71.275,0.856,0.137,0.524,0.718,0.226
+Austria,2023,6.636,10.930,0.874,71.400,0.874,0.209,0.529,0.712,0.240
+Azerbaijan,2006,4.728,9.154,0.854,60.580,0.772,-0.239,0.774,0.469,0.276
+Azerbaijan,2007,4.568,9.366,0.753,60.860,0.522,-0.211,0.871,0.474,0.284
+Azerbaijan,2008,4.817,9.447,0.684,61.140,0.601,-0.034,0.715,0.561,0.227
+Azerbaijan,2009,4.574,9.515,0.736,61.420,0.498,-0.091,0.754,0.522,0.234
+Azerbaijan,2010,4.219,9.553,0.687,61.700,0.501,-0.128,0.858,0.516,0.272
+Azerbaijan,2011,4.680,9.541,0.725,61.980,0.537,-0.110,0.795,0.522,0.258
+Azerbaijan,2012,4.911,9.549,0.762,62.260,0.599,-0.146,0.763,0.523,0.266
+Azerbaijan,2013,5.481,9.592,0.770,62.540,0.672,-0.173,0.699,0.516,0.242
+Azerbaijan,2014,5.252,9.607,0.799,62.820,0.733,-0.214,0.654,0.502,0.220
+Azerbaijan,2015,5.147,9.606,0.786,63.100,0.764,-0.203,0.616,0.520,0.206
+Azerbaijan,2016,5.304,9.563,0.777,63.225,0.713,-0.210,0.607,0.509,0.191
+Azerbaijan,2017,5.152,9.555,0.787,63.350,0.731,-0.231,0.653,0.512,0.198
+Azerbaijan,2018,5.168,9.562,0.781,63.475,0.772,-0.237,0.561,0.527,0.191
+Azerbaijan,2019,5.173,9.578,0.887,63.600,0.854,-0.220,0.457,0.577,0.164
+Azerbaijan,2022,4.576,9.619,0.665,63.975,0.800,0.075,0.696,0.533,0.401
+Azerbaijan,2023,5.214,9.637,0.713,64.100,0.829,-0.160,0.627,0.509,0.221
+Bahrain,2009,5.701,10.714,0.904,64.760,0.896,0.031,0.506,0.707,0.422
+Bahrain,2010,5.937,10.728,0.877,65.000,0.862,-0.008,0.715,0.641,0.423
+Bahrain,2011,4.824,10.749,0.908,65.240,0.870,-0.061,0.583,0.506,0.514
+Bahrain,2012,5.027,10.775,0.911,65.480,0.682,,0.438,0.559,0.381
+Bahrain,2013,6.690,10.798,0.884,65.720,0.809,,0.525,0.711,0.306
+Bahrain,2014,6.165,10.802,,65.960,,,,,
+Bahrain,2015,6.007,10.788,0.853,66.200,0.850,0.106,,0.653,0.303
+Bahrain,2016,6.170,10.789,0.863,66.125,0.889,0.082,,0.736,0.283
+Bahrain,2017,6.227,10.798,0.876,66.050,0.906,0.128,,0.754,0.290
+Bahrain,2019,7.098,10.815,0.878,65.900,0.907,0.035,,0.711,0.317
+Bahrain,2020,6.173,10.779,0.848,65.825,0.945,0.115,,0.730,0.297
+Bahrain,2023,5.959,10.877,0.817,65.600,0.869,0.155,,0.671,0.336
+Bangladesh,2006,4.319,7.940,0.672,59.120,0.612,0.052,0.786,0.459,0.321
+Bangladesh,2007,4.607,7.997,0.514,59.640,0.605,0.024,0.806,0.484,0.313
+Bangladesh,2008,5.052,8.047,0.467,60.160,0.606,-0.060,0.802,0.545,0.232
+Bangladesh,2009,5.083,8.087,0.528,60.680,0.631,-0.091,0.776,0.506,0.223
+Bangladesh,2010,4.858,8.130,0.549,61.200,0.659,-0.033,0.774,0.496,0.292
+Bangladesh,2011,4.986,8.181,0.606,61.720,0.838,-0.086,0.757,0.501,0.235
+Bangladesh,2012,4.724,8.231,0.582,62.240,0.668,-0.051,0.765,0.537,0.183
+Bangladesh,2013,4.660,8.277,0.530,62.760,0.742,-0.032,0.743,0.492,0.246
+Bangladesh,2014,4.636,8.323,0.577,63.280,0.736,-0.115,0.789,,0.231
+Bangladesh,2015,4.633,8.375,0.601,63.800,0.815,-0.085,0.721,0.543,0.226
+Bangladesh,2016,4.556,8.431,0.649,63.925,0.875,-0.105,0.688,0.437,0.235
+Bangladesh,2017,4.310,8.483,0.713,64.050,0.896,-0.004,0.635,0.436,0.214
+Bangladesh,2018,4.499,8.542,0.706,64.175,0.901,-0.059,0.701,0.433,0.361
+Bangladesh,2019,5.114,8.607,0.673,64.300,0.902,-0.067,0.656,0.433,0.369
+Bangladesh,2020,5.280,8.629,0.739,64.425,0.777,-0.025,0.742,0.485,0.332
+Bangladesh,2021,4.123,8.685,0.485,64.550,0.893,0.089,0.746,0.504,0.448
+Bangladesh,2022,3.408,8.742,0.404,64.675,0.865,-0.058,0.617,0.394,0.448
+Bangladesh,2023,4.114,8.783,0.450,64.800,0.919,0.019,0.756,0.435,0.435
+Belarus,2006,5.658,9.489,0.918,60.060,0.707,-0.252,0.708,0.535,0.269
+Belarus,2007,5.617,9.576,0.858,60.620,0.667,-0.230,0.695,0.502,0.235
+Belarus,2008,5.463,9.677,0.904,61.180,0.640,-0.226,0.696,,0.246
+Belarus,2009,5.564,9.681,0.908,61.740,0.679,-0.209,0.676,0.544,0.223
+Belarus,2010,5.526,9.759,0.918,62.300,0.700,-0.168,0.706,0.532,0.208
+Belarus,2011,5.225,9.813,0.910,62.860,0.656,-0.174,0.672,0.493,0.249
+Belarus,2012,5.749,9.832,0.902,63.420,0.645,-0.223,0.657,0.515,0.181
+Belarus,2013,5.876,9.842,0.923,63.980,0.723,-0.183,0.653,0.545,0.206
+Belarus,2014,5.812,9.858,0.880,64.540,0.647,-0.054,0.682,0.575,0.209
+Belarus,2015,5.719,9.818,0.924,65.100,0.623,-0.097,0.669,0.546,0.184
+Belarus,2016,5.178,9.792,0.927,65.325,0.658,-0.131,0.664,0.503,0.182
+Belarus,2017,5.553,9.818,0.900,65.550,0.621,-0.128,0.654,0.502,0.233
+Belarus,2018,5.234,9.851,0.905,65.775,0.644,-0.181,0.718,0.409,0.236
+Belarus,2019,5.821,9.867,0.917,66.000,0.657,-0.192,0.546,0.559,0.190
+Belgium,2005,7.262,10.744,0.935,68.400,0.924,,0.598,0.677,0.260
+Belgium,2007,7.219,10.791,0.922,68.720,0.901,0.064,0.721,0.744,0.218
+Belgium,2008,7.117,10.788,0.923,68.880,0.887,0.001,0.652,0.709,0.242
+Belgium,2010,6.854,10.778,0.931,69.200,0.807,0.016,0.697,0.793,0.240
+Belgium,2011,7.111,10.782,0.937,69.360,0.880,-0.020,0.711,0.752,0.225
+Belgium,2012,6.935,10.783,0.927,69.520,0.855,-0.056,0.758,0.718,0.238
+Belgium,2013,7.104,10.783,0.909,69.680,0.891,0.011,0.574,0.738,0.217
+Belgium,2014,6.855,10.794,0.944,69.840,0.861,-0.005,0.512,0.744,0.252
+Belgium,2015,6.904,10.809,0.885,70.000,0.869,0.056,0.469,0.747,0.240
+Belgium,2016,6.949,10.816,0.929,70.150,0.866,-0.062,0.497,0.701,0.260
+Belgium,2017,6.928,10.829,0.922,70.300,0.857,0.049,0.543,0.713,0.234
+Belgium,2018,6.892,10.842,0.930,70.450,0.808,-0.130,0.630,0.682,0.250
+Belgium,2019,6.772,10.859,0.884,70.600,0.776,-0.178,0.672,0.699,0.244
+Belgium,2020,6.839,10.799,0.904,70.750,0.767,-0.172,0.634,0.619,0.260
+Belgium,2021,6.882,10.856,0.915,70.900,0.823,0.077,0.523,0.687,0.260
+Belgium,2022,6.857,10.881,0.923,71.050,0.890,0.095,0.483,0.718,0.235
+Belgium,2023,6.944,10.883,0.896,71.200,0.870,0.065,0.522,0.725,0.245
+Belize,2007,6.451,9.192,0.872,64.300,0.705,0.006,0.769,0.732,0.251
+Belize,2014,5.956,9.135,0.757,65.000,0.874,-0.002,0.782,0.735,0.282
+Benin,2006,3.330,7.844,0.445,51.960,0.580,-0.015,0.790,0.521,0.309
+Benin,2008,3.667,7.891,0.382,52.480,0.709,-0.008,0.825,0.574,0.303
+Benin,2011,3.870,7.876,0.477,53.260,0.773,-0.145,0.849,0.574,0.219
+Benin,2012,3.193,7.894,0.523,53.520,0.769,-0.114,0.806,0.563,0.231
+Benin,2013,3.479,7.935,0.577,53.780,0.783,-0.088,0.856,0.646,0.216
+Benin,2014,3.347,7.967,0.506,54.040,0.776,-0.099,0.855,0.558,0.273
+Benin,2015,3.625,7.955,0.434,54.300,0.733,-0.029,0.850,0.555,0.373
+Benin,2016,4.007,7.958,0.493,54.600,0.780,-0.068,0.838,0.578,0.456
+Benin,2017,4.853,7.984,0.436,54.900,0.727,-0.068,0.767,0.598,0.458
+Benin,2018,5.820,8.020,0.504,55.200,0.713,0.000,0.747,0.625,0.468
+Benin,2019,4.976,8.057,0.442,55.500,0.770,-0.018,0.698,0.638,0.441
+Benin,2020,4.408,8.067,0.507,55.800,0.783,-0.086,0.532,0.557,0.305
+Benin,2021,4.493,8.108,0.436,56.100,0.724,-0.016,0.613,0.597,0.435
+Benin,2022,4.217,8.142,0.366,56.400,0.714,-0.033,0.580,0.571,0.444
+Benin,2023,4.420,8.174,0.398,56.700,0.786,-0.073,0.575,0.573,0.428
+Bhutan,2013,5.569,9.097,0.819,62.240,0.810,0.349,0.802,0.664,0.217
+Bhutan,2014,4.939,9.143,0.880,62.420,0.834,0.264,0.650,0.775,0.324
+Bhutan,2015,5.082,9.198,0.848,62.600,0.830,0.273,0.634,0.723,0.312
+Bolivia,2006,5.374,8.671,0.834,60.900,0.770,-0.048,0.794,0.708,0.432
+Bolivia,2007,5.628,8.698,0.796,61.100,0.780,-0.004,0.817,0.746,0.388
+Bolivia,2008,5.298,8.740,0.785,61.300,0.726,-0.096,0.801,0.723,0.392
+Bolivia,2009,6.086,8.756,0.831,61.500,0.779,-0.040,0.763,0.742,0.372
+Bolivia,2010,5.781,8.780,0.807,61.700,0.703,-0.073,0.781,0.720,0.350
+Bolivia,2011,5.779,8.813,0.817,61.900,0.782,-0.043,0.825,0.689,0.361
+Bolivia,2012,6.019,8.847,0.781,62.100,0.862,-0.019,0.840,0.699,0.409
+Bolivia,2013,5.767,8.896,0.803,62.300,0.846,-0.071,0.812,0.721,0.410
+Bolivia,2014,5.865,8.933,0.821,62.500,0.881,0.014,0.832,0.769,0.398
+Bolivia,2015,5.834,8.965,0.829,62.700,0.884,-0.034,0.862,0.749,0.393
+Bolivia,2016,5.770,8.991,0.796,62.850,0.882,-0.051,0.853,0.736,0.376
+Bolivia,2017,5.651,9.017,0.779,63.000,0.884,-0.124,0.819,0.655,0.434
+Bolivia,2018,5.916,9.044,0.827,63.150,0.863,-0.097,0.786,0.705,0.387
+Bolivia,2019,5.674,9.051,0.784,63.300,0.881,-0.090,0.857,0.701,0.419
+Bolivia,2020,5.559,8.946,0.805,63.450,0.877,-0.056,0.868,0.729,0.382
+Bolivia,2021,5.569,8.994,0.798,63.600,0.862,-0.058,0.812,0.721,0.403
+Bolivia,2022,5.929,9.012,0.824,63.750,0.865,-0.083,0.840,0.738,0.426
+Bolivia,2023,5.860,9.025,0.786,63.900,0.832,-0.059,0.877,0.753,0.401
+Bosnia and Herzegovina,2007,4.900,9.191,0.766,67.000,0.342,0.006,0.926,0.570,0.296
+Bosnia and Herzegovina,2009,4.963,9.246,0.735,67.000,0.258,-0.027,0.959,0.507,0.390
+Bosnia and Herzegovina,2010,4.669,9.272,0.773,67.000,0.365,-0.131,0.933,0.465,0.409
+Bosnia and Herzegovina,2011,4.995,9.300,0.725,67.000,0.333,-0.038,0.925,0.551,0.326
+Bosnia and Herzegovina,2012,4.773,9.310,0.779,67.000,0.420,-0.016,0.953,0.469,0.338
+Bosnia and Herzegovina,2013,5.124,9.349,0.767,67.000,0.390,0.039,0.970,0.489,0.315
+Bosnia and Herzegovina,2014,5.249,9.373,0.788,67.000,0.412,0.229,0.976,0.491,0.262
+Bosnia and Herzegovina,2015,5.117,9.428,0.656,67.000,0.631,-0.058,0.960,0.486,0.286
+Bosnia and Herzegovina,2016,5.181,9.473,0.808,67.050,0.633,0.130,0.957,0.566,0.304
+Bosnia and Herzegovina,2017,5.090,9.517,0.775,67.100,0.564,0.087,0.923,0.527,0.271
+Bosnia and Herzegovina,2018,5.887,9.566,0.836,67.150,0.659,0.118,0.913,0.568,0.277
+Bosnia and Herzegovina,2019,6.016,9.606,0.873,67.200,0.722,0.074,0.963,0.545,0.238
+Bosnia and Herzegovina,2020,5.516,9.588,0.899,67.250,0.740,0.132,0.916,0.602,0.325
+Bosnia and Herzegovina,2021,5.749,9.674,0.860,67.300,0.759,0.274,0.921,0.604,0.305
+Bosnia and Herzegovina,2022,5.872,9.723,0.856,67.350,0.743,0.191,0.933,0.543,0.285
+Bosnia and Herzegovina,2023,6.009,9.759,0.879,67.400,0.847,0.241,0.948,0.579,0.249
+Botswana,2006,4.739,9.495,0.883,48.840,0.824,-0.201,0.723,0.643,0.226
+Botswana,2008,5.451,9.543,0.832,49.720,0.858,-0.167,0.806,0.677,0.218
+Botswana,2010,3.553,9.446,0.866,50.600,0.826,-0.141,0.814,0.617,0.172
+Botswana,2011,3.520,9.492,0.860,51.040,0.813,-0.248,0.816,0.647,0.160
+Botswana,2012,4.836,9.471,0.837,51.480,0.799,-0.197,0.814,0.695,0.171
+Botswana,2013,4.128,9.557,0.856,51.920,0.767,-0.148,0.749,0.671,0.244
+Botswana,2014,4.031,9.593,0.859,52.360,0.791,-0.099,0.743,0.626,0.245
+Botswana,2015,3.762,9.524,0.816,52.800,0.857,-0.108,0.860,0.676,0.261
+Botswana,2016,3.499,9.573,0.768,53.075,0.852,-0.246,0.729,0.657,0.252
+Botswana,2017,3.505,9.593,0.768,53.350,0.817,-0.242,0.731,0.612,0.276
+Botswana,2018,3.461,9.613,0.795,53.625,0.818,-0.248,0.807,0.688,0.267
+Botswana,2019,3.471,9.624,0.774,53.900,0.833,-0.233,0.792,0.665,0.273
+Botswana,2022,3.435,9.650,0.750,54.725,0.739,-0.218,0.831,0.623,0.287
+Botswana,2023,3.332,9.673,0.701,55.000,0.741,-0.264,0.814,0.657,0.247
+Brazil,2005,6.637,9.435,0.883,63.100,0.882,,0.745,0.770,0.302
+Brazil,2007,6.321,9.512,0.886,63.420,0.777,-0.022,0.728,0.775,0.299
+Brazil,2008,6.691,9.552,0.878,63.580,0.782,-0.083,0.688,0.718,0.265
+Brazil,2009,7.001,9.541,0.913,63.740,0.767,-0.061,0.723,0.744,0.274
+Brazil,2010,6.837,9.604,0.906,63.900,0.806,-0.059,0.656,0.726,0.250
+Brazil,2011,7.038,9.634,0.916,64.060,0.834,-0.078,0.662,0.698,0.268
+Brazil,2012,6.660,9.644,0.890,64.220,0.849,,0.623,0.685,0.350
+Brazil,2013,7.140,9.665,0.910,64.380,0.785,-0.100,0.707,0.725,0.276
+Brazil,2014,6.981,9.661,0.898,64.540,0.714,-0.121,0.710,0.718,0.274
+Brazil,2015,6.547,9.617,0.907,64.700,0.799,-0.021,0.771,0.687,0.325
+Brazil,2016,6.375,9.575,0.912,64.875,0.807,-0.106,0.781,0.711,0.302
+Brazil,2017,6.333,9.580,0.905,65.050,0.765,-0.181,0.794,0.669,0.308
+Brazil,2018,6.191,9.590,0.882,65.225,0.751,-0.123,0.763,0.677,0.350
+Brazil,2019,6.451,9.595,0.899,65.400,0.830,-0.068,0.762,0.701,0.337
+Brazil,2020,6.110,9.555,0.831,65.575,0.786,-0.061,0.729,0.653,0.389
+Brazil,2021,6.010,9.598,0.814,65.750,0.792,0.086,0.739,0.662,0.407
+Brazil,2022,6.257,9.622,0.866,65.925,0.830,-0.064,0.742,0.681,0.341
+Brazil,2023,6.553,9.635,0.856,66.100,0.870,-0.036,0.733,0.694,0.313
+Bulgaria,2007,3.844,9.746,0.832,64.780,0.566,-0.146,0.976,0.500,0.226
+Bulgaria,2010,3.912,9.807,0.843,65.200,0.545,-0.153,0.941,0.513,0.238
+Bulgaria,2011,3.875,9.834,0.860,65.340,0.664,-0.236,0.948,0.490,0.271
+Bulgaria,2012,4.222,9.848,0.838,65.480,0.641,-0.181,0.938,0.510,0.237
+Bulgaria,2013,3.993,9.848,0.829,65.620,0.603,-0.199,0.962,0.537,0.278
+Bulgaria,2014,4.438,9.863,0.886,65.760,0.576,-0.062,0.955,0.542,0.236
+Bulgaria,2015,4.865,9.903,0.908,65.900,0.637,-0.207,0.941,0.556,0.214
+Bulgaria,2016,4.838,9.940,0.926,66.000,0.700,-0.177,0.936,0.545,0.172
+Bulgaria,2017,5.097,9.974,0.942,66.100,0.689,-0.160,0.911,0.542,0.189
+Bulgaria,2018,5.099,10.008,0.924,66.200,0.724,-0.182,0.952,0.554,0.189
+Bulgaria,2019,5.108,10.055,0.948,66.300,0.822,-0.115,0.943,0.577,0.200
+Bulgaria,2020,5.598,10.020,0.916,66.400,0.818,-0.012,0.901,0.642,0.221
+Bulgaria,2021,5.422,10.102,0.884,66.500,0.841,-0.018,0.891,0.647,0.253
+Bulgaria,2022,5.378,10.197,0.953,66.600,0.741,-0.152,0.942,0.582,0.165
+Bulgaria,2023,5.590,10.273,0.935,66.700,0.754,-0.131,0.948,0.539,0.192
+Burkina Faso,2006,3.801,7.327,0.796,49.440,0.588,0.026,0.798,0.678,0.266
+Burkina Faso,2007,4.017,7.337,0.771,49.880,0.582,-0.062,0.833,0.609,0.281
+Burkina Faso,2008,3.846,7.364,0.727,50.320,0.612,-0.103,0.887,0.538,0.304
+Burkina Faso,2010,4.036,7.416,0.773,51.200,0.587,-0.038,0.767,0.565,0.217
+Burkina Faso,2011,4.785,7.450,0.710,51.640,0.725,-0.107,0.707,0.578,0.205
+Burkina Faso,2012,3.955,7.482,0.744,52.080,0.622,-0.072,0.726,0.487,0.300
+Burkina Faso,2013,3.326,7.509,0.745,52.520,0.741,-0.018,0.765,0.592,0.287
+Burkina Faso,2014,3.481,7.521,0.742,52.960,0.710,-0.006,0.801,0.604,0.256
+Burkina Faso,2015,4.419,7.530,0.705,53.400,0.659,0.001,0.693,0.555,0.359
+Burkina Faso,2016,4.206,7.558,0.764,53.775,0.645,-0.003,0.721,0.590,0.337
+Burkina Faso,2017,4.647,7.590,0.785,54.150,0.614,-0.066,0.727,0.580,0.354
+Burkina Faso,2018,4.927,7.626,0.665,54.525,0.721,-0.016,0.757,0.656,0.343
+Burkina Faso,2019,4.741,7.654,0.683,54.900,0.678,-0.007,0.729,0.656,0.365
+Burkina Faso,2020,4.640,7.647,0.668,55.275,0.750,0.120,0.809,0.605,0.388
+Burkina Faso,2021,4.636,7.687,0.658,55.650,0.644,0.064,0.736,0.620,0.363
+Burkina Faso,2023,4.462,7.693,0.580,56.400,0.715,0.105,0.650,0.639,0.346
+Burundi,2008,3.563,6.700,0.291,49.660,0.260,-0.022,0.860,0.415,0.253
+Burundi,2009,3.792,6.687,0.326,50.280,0.427,-0.021,0.718,0.607,0.164
+Burundi,2011,3.706,6.694,0.422,51.520,0.490,-0.063,0.677,0.572,0.190
+Burundi,2014,2.905,6.723,0.565,53.380,0.431,-0.059,0.808,0.622,0.251
+Burundi,2018,3.775,6.607,0.485,55.200,0.646,-0.027,0.599,0.636,0.363
+Cambodia,2006,3.569,7.746,0.793,57.640,,0.250,0.829,,0.341
+Cambodia,2007,4.156,7.826,0.675,57.980,0.819,0.111,0.879,,0.320
+Cambodia,2008,4.462,7.874,0.619,58.320,0.914,0.041,0.888,0.600,0.335
+Cambodia,2009,4.111,7.860,0.818,58.660,0.937,0.148,0.965,0.691,0.188
+Cambodia,2010,4.141,7.904,0.697,59.000,0.940,0.345,0.896,0.662,0.422
+Cambodia,2011,4.161,7.957,0.716,59.340,0.927,0.413,0.775,0.637,0.308
+Cambodia,2012,3.899,8.013,0.606,59.680,0.956,0.242,0.890,0.713,0.352
+Cambodia,2013,3.674,8.070,0.651,60.020,0.941,0.159,0.812,0.670,0.440
+Cambodia,2014,3.883,8.125,0.693,60.360,0.938,0.234,0.843,0.682,0.482
+Cambodia,2015,4.162,8.179,0.729,60.700,0.956,0.204,0.825,0.731,0.399
+Cambodia,2016,4.461,8.233,0.746,60.900,0.958,0.070,0.840,0.713,0.398
+Cambodia,2017,4.586,8.287,0.765,61.100,0.964,0.082,0.821,0.669,0.408
+Cambodia,2018,5.122,8.347,0.795,61.300,0.958,0.029,,0.723,0.414
+Cambodia,2019,4.998,8.404,0.759,61.500,0.957,0.007,0.828,0.704,0.390
+Cambodia,2020,4.377,8.361,0.724,61.700,0.963,0.047,0.863,0.771,0.390
+Cambodia,2021,4.555,8.379,0.713,61.900,0.965,0.012,0.844,0.759,0.391
+Cambodia,2022,4.250,8.419,0.784,62.100,0.946,0.151,0.860,0.756,0.388
+Cambodia,2023,4.221,8.462,0.738,62.300,0.961,0.070,0.799,0.683,0.394
+Cameroon,2006,3.851,8.090,0.690,47.840,0.653,-0.020,0.907,0.588,0.271
+Cameroon,2007,4.350,8.104,0.717,48.280,0.644,-0.042,0.910,0.630,0.249
+Cameroon,2008,4.292,8.104,0.697,48.720,0.580,-0.079,0.945,0.613,0.312
+Cameroon,2009,4.741,8.101,0.729,49.160,0.698,-0.027,0.925,0.592,0.250
+Cameroon,2010,4.554,8.101,0.759,49.600,0.792,-0.008,0.875,0.594,0.274
+Cameroon,2011,4.434,8.106,0.738,50.040,0.817,-0.038,0.870,0.608,0.272
+Cameroon,2012,4.245,8.123,0.743,50.480,0.766,-0.041,0.898,0.617,0.284
+Cameroon,2013,4.271,8.144,0.760,50.920,0.794,-0.039,0.867,0.640,0.268
+Cameroon,2014,4.240,8.169,0.778,51.360,0.795,-0.080,0.856,0.604,0.216
+Cameroon,2015,5.038,8.193,0.646,51.800,0.791,0.041,0.868,0.624,0.346
+Cameroon,2016,4.816,8.207,0.659,52.475,0.713,-0.012,0.879,0.635,0.367
+Cameroon,2017,5.074,8.214,0.695,53.150,0.767,-0.036,0.844,0.632,0.377
+Cameroon,2018,5.251,8.225,0.677,53.825,0.816,0.028,0.884,0.630,0.356
+Cameroon,2019,4.937,8.231,0.711,54.500,0.712,-0.015,0.817,0.606,0.326
+Cameroon,2020,5.241,8.207,0.720,55.175,0.675,0.042,0.837,0.626,0.386
+Cameroon,2021,4.963,8.216,0.695,55.850,0.715,-0.029,0.849,0.612,0.347
+Cameroon,2022,4.712,8.225,0.629,56.525,0.675,0.022,0.849,0.586,0.362
+Cameroon,2023,4.946,8.238,0.716,57.200,0.739,-0.028,0.855,0.588,0.356
+Canada,2005,7.418,10.707,0.962,70.500,0.957,0.246,0.503,0.783,0.233
+Canada,2007,7.482,10.734,,70.620,0.930,0.244,0.406,0.812,0.257
+Canada,2008,7.486,10.733,0.939,70.680,0.926,0.256,0.370,0.802,0.202
+Canada,2009,7.488,10.692,0.943,70.740,0.915,0.241,0.413,0.793,0.248
+Canada,2010,7.650,10.711,0.954,70.800,0.934,0.225,0.413,0.791,0.233
+Canada,2011,7.426,10.733,0.922,70.860,0.951,0.247,0.433,0.803,0.248
+Canada,2012,7.415,10.739,0.948,70.920,0.918,0.284,0.466,0.776,0.229
+Canada,2013,7.594,10.752,0.936,70.980,0.916,0.310,0.406,0.801,0.263
+Canada,2014,7.304,10.770,0.918,71.040,0.939,0.264,0.442,0.791,0.259
+Canada,2015,7.413,10.769,0.939,71.100,0.931,0.247,0.427,0.792,0.286
+Canada,2016,7.245,10.768,0.924,71.150,0.912,0.205,0.385,0.768,0.237
+Canada,2017,7.415,10.786,0.934,71.200,0.945,0.157,0.362,0.799,0.218
+Canada,2018,7.175,10.799,0.923,71.250,0.946,0.100,0.372,0.773,0.259
+Canada,2019,7.109,10.803,0.925,71.300,0.912,0.105,0.436,0.781,0.285
+Canada,2020,7.025,10.740,0.931,71.350,0.887,0.043,0.434,0.738,0.307
+Canada,2021,6.939,10.783,0.926,71.400,0.898,0.189,0.384,0.763,0.276
+Canada,2022,6.918,10.799,0.929,71.450,0.838,0.220,0.442,0.719,0.287
+Canada,2023,6.841,10.794,0.902,71.500,0.847,0.196,0.468,0.726,0.304
+Central African Republic,2007,4.160,6.946,0.532,41.480,0.663,0.079,0.782,0.567,0.330
+Central African Republic,2010,3.568,7.031,0.483,42.500,0.690,-0.037,0.845,0.478,0.257
+Central African Republic,2011,3.678,7.057,0.387,42.840,0.780,-0.016,0.834,0.502,0.277
+Central African Republic,2016,2.693,6.707,0.290,44.750,0.624,0.033,0.859,0.551,0.494
+Central African Republic,2017,3.476,6.733,0.320,45.300,0.645,0.074,0.890,0.602,0.599
+Chad,2006,3.435,7.369,0.724,47.080,0.306,0.022,0.961,0.571,0.263
+Chad,2007,4.141,7.368,0.479,47.460,0.295,-0.017,0.874,0.598,0.245
+Chad,2008,4.632,7.363,0.571,47.840,0.527,0.057,0.944,0.569,0.225
+Chad,2009,3.639,7.369,0.646,48.220,0.401,0.016,0.931,0.601,0.221
+Chad,2010,3.743,7.462,0.734,48.600,0.505,0.020,0.858,0.560,0.287
+Chad,2011,4.393,7.428,0.819,48.980,0.540,0.025,0.876,0.579,0.289
+Chad,2012,4.033,7.478,0.673,49.360,0.563,-0.039,0.884,0.498,0.316
+Chad,2013,3.508,7.498,0.714,49.740,0.488,-0.051,0.882,0.437,0.314
+Chad,2014,3.460,7.529,0.733,50.120,0.567,-0.075,0.881,0.524,0.329
+Chad,2015,4.323,7.525,0.751,50.500,0.474,-0.034,0.889,0.593,0.358
+Chad,2016,4.029,7.429,0.616,50.875,0.525,0.047,0.820,0.564,0.468
+Chad,2017,4.559,7.365,0.661,51.250,0.615,0.003,0.792,0.584,0.538
+Chad,2018,4.486,7.355,0.577,51.625,0.650,0.020,0.763,0.532,0.544
+Chad,2019,4.251,7.354,0.640,52.000,0.537,0.051,0.832,0.556,0.460
+Chad,2022,4.397,7.253,0.720,53.125,0.679,0.218,0.805,0.588,0.499
+Chad,2023,4.544,7.254,0.609,53.500,0.586,0.138,0.755,0.541,0.467
+Chile,2006,6.063,9.870,0.836,67.780,0.744,0.161,0.634,0.752,0.348
+Chile,2007,5.698,9.910,0.815,67.960,0.662,0.236,0.723,0.708,0.342
+Chile,2008,5.789,9.938,0.804,68.140,0.640,0.076,0.741,0.706,0.330
+Chile,2009,6.494,9.916,0.832,68.320,0.747,0.141,0.734,0.756,0.300
+Chile,2010,6.636,9.963,0.857,68.500,0.786,0.100,0.702,0.760,0.300
+Chile,2011,6.526,10.013,0.819,68.680,0.701,0.104,0.753,0.758,0.317
+Chile,2012,6.599,10.063,0.855,68.860,0.734,0.186,0.782,0.736,0.288
+Chile,2013,6.740,10.086,0.862,69.040,0.737,0.077,0.741,0.791,0.285
+Chile,2014,6.844,10.094,0.862,69.220,0.733,0.209,0.758,0.800,0.276
+Chile,2015,6.533,10.105,0.827,69.400,0.769,0.032,0.812,0.752,0.333
+Chile,2016,6.579,10.110,0.841,69.550,0.652,0.094,0.858,0.792,0.283
+Chile,2017,6.320,10.108,0.880,69.700,0.790,-0.028,0.836,0.765,0.291
+Chile,2018,6.436,10.130,0.890,69.850,0.789,-0.068,0.816,0.755,0.276
+Chile,2019,5.942,10.119,0.869,70.000,0.659,-0.110,0.860,0.741,0.337
+Chile,2020,6.151,10.042,0.888,70.150,0.781,0.026,0.812,0.753,0.336
+Chile,2021,6.436,10.143,0.891,70.300,0.803,-0.052,0.859,0.735,0.221
+Chile,2022,6.415,10.161,0.887,70.450,0.793,-0.014,0.796,0.775,0.253
+Chile,2023,6.230,10.155,0.874,70.600,0.815,-0.027,0.836,0.779,0.263
+China,2006,4.560,8.696,0.747,65.660,,,,0.658,0.170
+China,2007,4.863,8.824,0.811,65.920,,-0.182,,0.664,0.159
+China,2008,4.846,8.911,0.748,66.180,0.853,-0.098,,0.705,0.147
+China,2009,4.454,8.996,0.798,66.440,0.771,-0.166,,0.670,0.162
+China,2010,4.653,9.092,0.768,66.700,0.805,-0.139,,0.658,0.158
+China,2011,5.037,9.178,0.787,66.960,0.824,-0.192,,0.710,0.134
+China,2012,5.095,9.247,0.788,67.220,0.808,-0.190,,0.689,0.159
+China,2013,5.241,9.315,0.778,67.480,0.805,-0.163,,0.717,0.142
+China,2014,5.196,9.380,0.820,67.740,,-0.222,,0.710,0.112
+China,2015,5.304,9.442,0.794,68.000,,-0.250,,0.667,0.171
+China,2016,5.325,9.503,0.742,68.125,,-0.233,,0.683,0.146
+China,2017,5.099,9.564,0.772,68.250,0.878,-0.180,,0.682,0.214
+China,2018,5.131,9.625,0.788,68.375,0.895,-0.164,,0.722,0.190
+China,2019,5.144,9.679,0.822,68.500,0.927,-0.178,,0.760,0.147
+China,2020,5.771,9.699,0.808,68.625,0.891,-0.109,,0.663,0.245
+China,2021,5.863,9.779,0.856,68.750,0.875,0.020,,0.698,0.240
+China,2023,6.145,9.861,0.797,69.000,0.793,-0.032,,0.708,0.210
+Colombia,2006,6.025,9.277,0.910,66.320,0.805,-0.021,0.808,0.776,0.326
+Colombia,2007,6.138,9.330,0.894,66.540,0.786,-0.046,0.860,0.774,0.287
+Colombia,2008,6.168,9.351,0.880,66.760,0.795,-0.047,0.763,0.768,0.307
+Colombia,2009,6.272,9.351,0.886,66.980,0.757,-0.060,0.837,0.786,0.273
+Colombia,2010,6.408,9.383,0.893,67.200,0.816,-0.055,0.815,0.792,0.265
+Colombia,2011,6.464,9.440,0.904,67.420,0.811,-0.079,0.847,0.785,0.286
+Colombia,2012,6.375,9.468,0.914,67.640,0.828,-0.015,0.868,0.829,0.294
+Colombia,2013,6.607,9.508,0.901,67.860,0.841,-0.076,0.898,0.815,0.278
+Colombia,2014,6.449,9.542,0.907,68.080,0.801,-0.096,0.887,0.825,0.278
+Colombia,2015,6.388,9.562,0.890,68.300,0.791,-0.106,0.843,0.803,0.292
+Colombia,2016,6.234,9.572,0.882,68.475,0.835,-0.106,0.898,0.770,0.294
+Colombia,2017,6.157,9.570,0.909,68.650,0.838,-0.163,0.875,0.790,0.299
+Colombia,2018,5.984,9.577,0.871,68.825,0.851,-0.154,0.855,0.775,0.301
+Colombia,2019,6.350,9.590,0.873,69.000,0.822,-0.177,0.854,0.791,0.322
+Colombia,2020,5.709,9.500,0.797,69.175,0.840,-0.091,0.808,0.759,0.340
+Colombia,2021,5.290,9.593,0.793,69.350,0.775,-0.065,0.831,0.752,0.348
+Colombia,2022,5.892,9.658,0.877,69.525,0.799,-0.164,0.863,0.762,0.306
+Colombia,2023,5.904,9.667,0.833,69.700,0.823,-0.142,0.870,0.754,0.285
+Comoros,2009,3.476,7.999,0.629,56.760,0.508,-0.082,0.838,0.626,0.167
+Comoros,2010,3.812,8.015,0.721,57.000,0.529,-0.003,0.741,0.664,0.178
+Comoros,2011,3.838,8.034,0.722,57.240,0.500,-0.084,0.732,0.622,0.173
+Comoros,2012,3.956,8.044,0.719,57.480,0.534,-0.130,0.651,0.616,0.212
+Comoros,2018,3.973,8.100,0.621,58.725,0.560,0.075,0.794,0.688,0.337
+Comoros,2019,4.609,8.099,0.632,58.900,0.538,0.067,0.762,0.665,0.336
+Comoros,2022,3.545,8.085,0.472,59.425,0.481,-0.018,0.732,0.603,0.352
+Comoros,2023,3.588,8.095,0.483,59.600,0.452,0.004,0.704,0.535,0.405
+Congo (Brazzaville),2008,3.820,8.390,0.555,52.240,0.526,-0.125,,0.603,0.298
+Congo (Brazzaville),2011,4.510,8.502,0.637,53.380,0.745,-0.137,0.833,0.601,0.288
+Congo (Brazzaville),2012,3.919,8.569,0.622,53.760,0.773,-0.144,0.800,0.547,0.323
+Congo (Brazzaville),2013,3.955,8.538,0.680,54.140,0.726,-0.107,0.752,0.599,0.291
+Congo (Brazzaville),2014,4.056,8.579,0.686,54.520,0.662,-0.140,0.808,0.558,0.400
+Congo (Brazzaville),2015,4.691,8.519,0.642,54.900,0.850,-0.129,0.841,0.555,0.261
+Congo (Brazzaville),2016,4.119,8.381,0.615,55.225,0.786,-0.091,0.790,0.586,0.304
+Congo (Brazzaville),2017,4.884,8.312,0.655,55.550,0.778,-0.148,0.763,0.574,0.382
+Congo (Brazzaville),2018,5.490,8.239,0.621,55.875,0.699,-0.105,0.738,0.571,0.448
+Congo (Brazzaville),2019,5.213,8.215,0.625,56.200,0.686,-0.059,0.741,0.594,0.405
+Congo (Brazzaville),2020,5.079,8.127,0.597,56.525,0.761,-0.024,0.728,0.572,0.435
+Congo (Brazzaville),2021,4.921,8.082,0.568,56.850,0.738,-0.023,0.733,0.568,0.420
+Congo (Brazzaville),2022,5.805,8.074,0.646,57.175,0.698,0.025,0.760,0.583,0.477
+Congo (Brazzaville),2023,4.954,8.086,0.561,57.500,0.702,-0.051,0.745,0.585,0.409
+Congo (Kinshasa),2009,3.984,6.699,0.733,49.400,0.556,-0.025,0.824,0.487,0.283
+Congo (Kinshasa),2011,4.517,6.769,0.744,50.400,0.631,-0.028,0.856,0.565,0.208
+Congo (Kinshasa),2012,4.639,6.803,0.770,50.900,0.557,-0.037,0.807,0.626,0.230
+Congo (Kinshasa),2013,4.497,6.851,0.830,51.400,0.480,0.009,0.913,0.556,0.187
+Congo (Kinshasa),2014,4.414,6.907,0.822,51.900,0.556,0.006,0.814,0.519,0.305
+Congo (Kinshasa),2015,3.903,6.940,0.767,52.400,0.574,-0.050,0.866,0.538,0.301
+Congo (Kinshasa),2016,4.522,6.929,0.864,52.825,0.637,-0.027,0.875,0.610,0.222
+Congo (Kinshasa),2017,4.311,6.931,0.670,53.250,0.704,0.066,0.809,0.541,0.404
+Congo (Kinshasa),2022,3.207,7.032,0.654,55.375,0.664,0.080,0.836,0.563,0.461
+Congo (Kinshasa),2023,3.383,7.076,0.572,55.800,0.687,0.152,0.837,0.546,0.497
+Costa Rica,2006,7.082,9.607,0.937,68.560,0.882,0.052,0.798,0.815,0.236
+Costa Rica,2007,7.432,9.672,0.918,68.720,0.923,0.089,0.820,0.826,0.240
+Costa Rica,2008,6.851,9.704,0.916,68.880,0.912,0.087,0.816,0.838,0.233
+Costa Rica,2009,7.615,9.682,0.900,69.040,0.886,0.057,0.787,0.840,0.217
+Costa Rica,2010,7.271,9.721,0.915,69.200,0.881,0.038,0.763,0.827,0.221
+Costa Rica,2011,7.229,9.752,0.892,69.360,0.926,-0.042,0.837,0.794,0.269
+Costa Rica,2012,7.272,9.788,0.902,69.520,0.929,0.037,0.794,0.837,0.263
+Costa Rica,2013,7.158,9.801,0.902,69.680,0.898,0.009,0.813,0.809,0.278
+Costa Rica,2014,7.247,9.824,0.914,69.840,0.927,0.000,0.788,0.797,0.290
+Costa Rica,2015,6.854,9.850,0.878,70.000,0.907,-0.068,0.761,0.811,0.286
+Costa Rica,2016,7.136,9.881,0.901,70.000,0.873,-0.042,0.781,0.830,0.281
+Costa Rica,2017,7.225,9.912,0.922,70.000,0.936,-0.086,0.742,0.791,0.275
+Costa Rica,2018,7.141,9.928,0.876,70.000,0.942,-0.117,0.781,0.802,0.326
+Costa Rica,2019,6.998,9.944,0.906,70.000,0.927,-0.156,0.836,0.791,0.303
+Costa Rica,2020,6.338,9.892,0.834,70.000,0.889,-0.139,0.772,0.759,0.350
+Costa Rica,2021,6.408,9.961,0.876,70.000,0.887,-0.029,0.782,0.774,0.318
+Costa Rica,2022,7.077,9.998,0.902,70.000,0.910,-0.049,0.751,0.793,0.272
+Costa Rica,2023,7.384,10.021,0.875,70.000,0.933,-0.067,0.767,0.806,0.282
+Croatia,2007,5.821,10.174,0.910,66.940,0.662,-0.099,0.934,0.550,0.337
+Croatia,2009,5.433,10.120,0.861,67.180,0.549,-0.278,0.958,0.557,0.272
+Croatia,2010,5.596,10.110,0.796,67.300,0.564,-0.244,0.973,0.554,0.259
+Croatia,2011,5.385,10.113,0.790,67.420,0.517,-0.205,0.977,0.552,0.273
+Croatia,2012,6.028,10.092,0.776,67.540,0.542,-0.250,0.924,0.572,0.271
+Croatia,2013,5.885,10.091,0.751,67.660,0.627,-0.211,0.936,0.554,0.285
+Croatia,2014,5.381,10.091,0.646,67.780,0.519,0.125,0.918,0.545,0.286
+Croatia,2015,5.205,10.124,0.768,67.900,0.694,-0.104,0.849,0.570,0.294
+Croatia,2016,5.417,10.166,0.798,68.075,0.672,-0.072,0.884,0.569,0.337
+Croatia,2017,5.343,10.211,0.770,68.250,0.716,-0.112,0.892,0.618,0.316
+Croatia,2018,5.536,10.248,0.910,68.425,0.691,-0.158,0.925,0.512,0.290
+Croatia,2019,5.626,10.287,0.936,68.600,0.739,-0.145,0.932,0.504,0.269
+Croatia,2020,6.508,10.202,0.923,68.775,0.837,-0.071,0.961,0.681,0.286
+Croatia,2021,6.287,10.367,0.918,68.950,0.842,0.001,0.934,0.640,0.274
+Croatia,2022,5.579,10.435,0.910,69.125,0.593,-0.213,0.875,0.573,0.267
+Croatia,2023,5.958,10.462,0.909,69.300,0.573,-0.205,0.810,0.610,0.230
+Cuba,2006,5.418,,0.970,68.000,0.281,,,0.596,0.277
+Cyprus,2006,6.238,10.567,0.878,70.160,0.836,0.012,0.712,0.704,0.253
+Cyprus,2009,6.833,10.559,0.812,70.640,0.775,0.048,0.801,0.668,0.329
+Cyprus,2010,6.387,10.556,0.822,70.800,0.755,0.066,0.833,0.699,0.296
+Cyprus,2011,6.690,10.534,0.844,70.960,0.745,0.173,0.841,0.682,0.272
+Cyprus,2012,6.181,10.484,0.767,71.120,0.725,0.092,0.871,0.687,0.369
+Cyprus,2013,5.439,10.418,0.744,71.280,0.656,0.096,0.867,0.657,0.420
+Cyprus,2014,5.627,10.411,0.770,71.440,0.715,0.054,0.868,0.661,0.397
+Cyprus,2015,5.439,10.451,0.770,71.600,0.628,0.107,0.893,0.660,0.383
+Cyprus,2016,5.795,10.510,0.786,71.800,0.756,-0.036,0.898,0.631,0.336
+Cyprus,2017,6.062,10.556,0.819,72.000,0.812,0.036,0.851,0.670,0.301
+Cyprus,2018,6.276,10.599,0.826,72.200,0.794,-0.031,0.848,0.663,0.298
+Cyprus,2019,6.137,10.639,0.776,72.400,0.740,-0.018,0.865,0.663,0.290
+Cyprus,2020,6.260,10.583,0.806,72.600,0.763,-0.086,0.816,0.671,0.284
+Cyprus,2021,6.269,10.638,0.855,72.800,0.718,-0.038,0.876,0.641,0.275
+Cyprus,2022,5.865,10.683,0.820,73.000,0.698,0.008,0.887,0.659,0.297
+Cyprus,2023,6.071,,0.803,73.200,0.730,,0.840,0.682,0.297
+Czechia,2005,6.439,10.322,0.919,67.100,0.865,,0.901,0.639,0.258
+Czechia,2007,6.500,10.433,0.900,67.340,0.799,-0.069,0.928,0.660,0.277
+Czechia,2010,6.250,10.419,0.934,67.700,0.779,-0.048,0.926,0.648,0.244
+Czechia,2011,6.331,10.434,0.914,67.820,0.787,-0.112,0.950,0.623,0.253
+Czechia,2012,6.334,10.425,0.912,67.940,0.740,-0.160,0.957,0.635,0.257
+Czechia,2013,6.698,10.424,0.888,68.060,0.726,-0.162,0.916,0.656,0.253
+Czechia,2014,6.484,10.445,0.878,68.180,0.800,-0.174,0.897,0.638,0.235
+Czechia,2015,6.608,10.496,0.911,68.300,0.808,-0.152,0.886,0.689,0.206
+Czechia,2016,6.736,10.519,0.931,68.425,0.850,-0.204,0.900,0.710,0.201
+Czechia,2017,6.790,10.567,0.901,68.550,0.832,-0.183,0.867,0.672,0.227
+Czechia,2018,7.034,10.595,0.929,68.675,0.790,-0.299,0.851,0.674,0.178
+Czechia,2020,6.897,10.562,0.964,68.925,0.906,-0.135,0.884,0.748,0.290
+Czechia,2021,6.942,10.615,0.950,69.050,0.891,0.157,0.863,0.716,0.240
+Czechia,2022,6.695,10.637,0.944,69.175,0.908,0.093,0.831,0.743,0.246
+Czechia,2023,6.827,10.639,0.927,69.300,0.906,0.025,0.832,0.750,0.254
+Denmark,2005,8.019,10.849,0.972,68.300,0.971,,0.237,0.777,0.154
+Denmark,2007,7.834,10.889,0.954,68.740,0.932,0.234,0.206,0.778,0.194
+Denmark,2008,7.971,10.878,0.954,68.960,0.970,0.266,0.248,0.759,0.163
+Denmark,2009,7.683,10.822,0.939,69.180,0.949,0.258,0.206,0.782,0.234
+Denmark,2010,7.771,10.836,0.975,69.400,0.944,0.237,0.175,0.796,0.155
+Denmark,2011,7.788,10.845,0.962,69.620,0.935,0.292,0.220,0.778,0.175
+Denmark,2012,7.520,10.844,0.951,69.840,0.933,0.133,0.187,0.783,0.209
+Denmark,2013,7.589,10.849,0.965,70.060,0.920,0.209,0.170,0.826,0.195
+Denmark,2014,7.508,10.860,0.956,70.280,0.942,0.112,0.237,0.780,0.233
+Denmark,2015,7.514,10.876,0.960,70.500,0.941,0.216,0.191,0.801,0.218
+Denmark,2016,7.558,10.900,0.954,70.625,0.948,0.132,0.210,0.786,0.208
+Denmark,2017,7.594,10.922,0.952,70.750,0.955,0.149,0.181,0.779,0.206
+Denmark,2018,7.649,10.936,0.958,70.875,0.935,0.012,0.151,0.773,0.206
+Denmark,2019,7.693,10.948,0.958,71.000,0.963,0.015,0.174,0.797,0.181
+Denmark,2020,7.515,10.924,0.947,71.125,0.938,0.045,0.214,0.753,0.227
+Denmark,2021,7.699,10.968,0.945,71.250,0.933,0.130,0.173,0.792,0.206
+Denmark,2022,7.545,10.997,0.970,71.375,0.930,0.222,0.203,0.787,0.205
+Denmark,2023,7.504,10.996,0.916,71.500,0.923,0.089,0.184,0.757,0.229
+Djibouti,2008,5.009,8.115,0.690,53.640,0.773,0.123,0.576,0.740,0.120
+Djibouti,2009,4.906,8.014,0.901,54.120,0.649,-0.007,0.634,0.630,0.232
+Djibouti,2010,5.006,7.934,,54.600,0.764,-0.072,0.597,,
+Djibouti,2011,4.369,8.150,0.633,55.080,0.746,-0.082,0.519,0.543,0.181
+Dominican Republic,2006,5.088,9.306,0.919,65.360,0.858,0.033,0.755,0.733,0.274
+Dominican Republic,2007,5.081,9.365,0.848,65.120,0.886,-0.013,0.772,0.723,0.260
+Dominican Republic,2008,4.842,9.384,0.850,64.880,0.848,-0.050,0.728,0.654,0.329
+Dominican Republic,2009,5.432,9.381,0.878,64.640,0.863,-0.058,0.806,0.709,0.280
+Dominican Republic,2010,4.735,9.448,0.860,64.400,0.824,-0.080,0.780,0.707,0.282
+Dominican Republic,2011,5.397,9.465,0.872,64.160,0.848,0.009,0.788,0.738,0.300
+Dominican Republic,2012,4.753,9.479,0.879,63.920,0.840,-0.067,0.727,0.725,0.297
+Dominican Republic,2013,5.016,9.515,0.878,63.680,0.889,0.016,0.752,0.766,0.295
+Dominican Republic,2014,5.387,9.570,0.891,63.440,0.905,-0.025,0.760,0.772,0.300
+Dominican Republic,2015,5.062,9.625,0.893,63.200,0.856,-0.070,0.755,0.695,0.295
+Dominican Republic,2016,5.239,9.678,0.895,63.400,0.873,-0.085,0.737,0.725,0.278
+Dominican Republic,2017,5.605,9.713,0.894,63.600,0.855,-0.126,0.760,0.710,0.275
+Dominican Republic,2018,5.433,9.769,0.862,63.800,0.867,-0.155,0.762,0.719,0.291
+Dominican Republic,2019,6.004,9.808,0.884,64.000,0.877,-0.127,0.746,0.747,0.264
+Dominican Republic,2020,5.168,9.727,0.806,64.200,0.835,-0.128,0.636,0.724,0.314
+Dominican Republic,2021,6.031,9.832,0.857,64.400,0.859,-0.088,0.677,0.734,0.275
+Dominican Republic,2022,5.518,9.870,0.820,64.600,0.853,-0.086,0.656,0.723,0.306
+Dominican Republic,2023,5.921,9.900,0.860,64.800,0.867,-0.107,0.667,0.730,0.256
+Ecuador,2006,5.024,9.189,0.910,64.440,0.671,-0.097,0.901,0.785,0.357
+Ecuador,2007,4.996,9.194,0.839,64.780,0.670,-0.069,0.830,0.803,0.286
+Ecuador,2008,5.297,9.238,0.829,65.120,0.640,-0.100,0.801,0.811,0.283
+Ecuador,2009,6.022,9.227,0.779,65.460,0.737,-0.114,0.774,0.796,0.256
+Ecuador,2010,5.838,9.245,0.839,65.800,0.723,-0.069,0.806,0.771,0.220
+Ecuador,2011,5.795,9.305,0.818,66.140,0.788,-0.161,0.702,0.806,0.271
+Ecuador,2012,5.961,9.343,0.785,66.480,0.825,-0.089,0.730,0.767,0.333
+Ecuador,2013,6.019,9.376,0.801,66.820,0.787,-0.196,0.646,0.824,0.267
+Ecuador,2014,5.946,9.399,0.831,67.160,0.719,-0.173,0.661,0.841,0.306
+Ecuador,2015,5.964,9.385,0.856,67.500,0.801,-0.120,0.666,0.816,0.323
+Ecuador,2016,6.115,9.358,0.842,67.750,0.846,-0.021,0.774,0.807,0.365
+Ecuador,2017,5.840,9.366,0.849,68.000,0.879,-0.173,0.734,0.793,0.314
+Ecuador,2018,6.128,9.359,0.851,68.250,0.869,-0.105,0.831,0.817,0.328
+Ecuador,2019,5.809,9.341,0.808,68.500,0.830,-0.121,0.839,0.750,0.374
+Ecuador,2020,5.354,9.245,0.804,68.750,0.829,-0.163,0.855,0.755,0.416
+Ecuador,2021,5.435,9.275,0.786,69.000,0.821,-0.086,0.775,0.742,0.403
+Ecuador,2022,5.887,9.293,0.825,69.250,0.759,-0.083,0.866,0.777,0.356
+Ecuador,2023,5.852,9.307,0.782,69.500,0.731,-0.106,0.840,0.763,0.359
+Egypt,2005,5.168,9.042,0.848,61.400,0.817,,,0.689,0.346
+Egypt,2007,5.541,9.138,0.686,61.520,0.609,-0.126,,0.600,0.355
+Egypt,2008,4.632,9.187,0.738,61.580,,-0.093,0.914,0.627,0.301
+Egypt,2009,5.066,9.213,0.744,61.640,0.611,-0.105,0.801,0.549,0.339
+Egypt,2010,4.669,9.243,0.769,61.700,0.486,-0.081,0.826,0.491,0.276
+Egypt,2011,4.174,9.239,0.753,61.760,0.590,-0.157,0.859,0.456,0.353
+Egypt,2012,4.204,9.238,0.737,61.820,0.452,-0.143,0.880,0.458,0.398
+Egypt,2013,3.559,9.236,0.675,61.880,0.474,-0.147,0.913,0.487,0.483
+Egypt,2014,4.885,9.242,0.619,61.940,0.578,-0.132,0.749,0.477,0.327
+Egypt,2015,4.763,9.262,0.730,62.000,0.659,-0.094,0.684,0.554,0.344
+Egypt,2016,4.557,9.284,0.809,62.250,0.656,-0.147,0.818,0.538,0.370
+Egypt,2017,3.929,9.305,0.638,62.500,0.593,-0.158,,0.458,0.414
+Egypt,2018,4.005,9.338,0.759,62.750,0.682,-0.221,,0.407,0.285
+Egypt,2019,4.328,9.374,0.772,63.000,0.774,-0.204,,0.420,0.313
+Egypt,2020,4.472,9.392,0.673,63.250,0.770,-0.119,,0.543,0.442
+Egypt,2021,4.026,9.408,0.717,63.500,0.704,-0.233,0.580,0.387,0.325
+Egypt,2022,4.024,9.456,0.769,63.750,0.733,-0.214,,0.486,0.307
+Egypt,2023,3.881,9.480,0.730,64.000,0.625,-0.210,,0.436,0.352
+El Salvador,2006,5.701,8.885,0.878,65.120,0.683,-0.062,0.807,0.813,0.233
+El Salvador,2007,5.296,8.902,0.717,64.940,0.639,-0.021,0.785,0.833,0.220
+El Salvador,2008,5.191,8.919,0.747,64.760,0.636,-0.084,0.735,0.827,0.232
+El Salvador,2009,6.839,8.894,0.734,64.580,0.671,-0.110,0.648,0.841,0.243
+El Salvador,2010,6.740,8.911,0.757,64.400,0.669,-0.070,0.694,0.823,0.302
+El Salvador,2011,4.741,8.945,0.731,64.220,0.747,-0.133,0.707,0.830,0.336
+El Salvador,2012,5.934,8.968,0.806,64.040,0.683,-0.161,0.786,0.784,0.365
+El Salvador,2013,6.325,8.987,0.827,63.860,0.716,-0.156,0.772,0.801,0.317
+El Salvador,2014,5.857,9.000,0.798,63.680,0.778,-0.201,0.781,0.801,0.330
+El Salvador,2015,6.018,9.020,0.791,63.500,0.733,-0.163,0.805,0.816,0.333
+El Salvador,2016,6.140,9.042,0.794,63.850,0.800,-0.192,0.797,0.742,0.346
+El Salvador,2017,6.339,9.062,0.829,64.200,0.758,-0.179,0.778,0.800,0.268
+El Salvador,2018,6.241,9.084,0.820,64.550,0.863,-0.102,0.801,0.817,0.270
+El Salvador,2019,6.455,9.108,0.764,64.900,0.877,-0.116,0.682,0.826,0.271
+El Salvador,2020,5.462,9.023,0.696,65.250,0.924,-0.132,0.583,0.811,0.329
+El Salvador,2021,6.431,9.126,0.796,65.600,0.915,-0.085,0.663,0.826,0.290
+El Salvador,2022,6.492,9.148,0.772,65.950,0.914,-0.116,0.621,0.823,0.296
+El Salvador,2023,6.482,9.167,0.744,66.300,0.942,-0.104,0.496,0.812,0.318
+Estonia,2006,5.371,10.269,0.910,65.780,0.749,-0.270,0.797,0.589,0.215
+Estonia,2007,5.332,10.346,0.896,66.060,0.712,-0.252,0.743,0.589,0.176
+Estonia,2008,5.452,10.296,0.904,66.340,0.642,-0.223,0.663,0.595,0.218
+Estonia,2009,5.138,10.140,0.874,66.620,0.611,-0.235,0.793,0.591,0.243
+Estonia,2011,5.487,10.240,0.909,67.180,0.735,-0.173,0.687,0.641,0.205
+Estonia,2012,5.364,10.275,0.889,67.460,0.697,-0.197,0.793,0.627,0.199
+Estonia,2013,5.367,10.293,0.901,67.740,0.754,-0.206,0.726,0.651,0.199
+Estonia,2014,5.556,10.325,0.917,68.020,0.773,-0.158,0.652,0.620,0.203
+Estonia,2015,5.629,10.343,0.918,68.300,0.815,-0.169,0.569,0.649,0.183
+Estonia,2016,5.650,10.374,0.938,68.525,0.843,-0.155,0.639,0.657,0.177
+Estonia,2017,5.938,10.429,0.936,68.750,0.862,-0.107,0.668,0.740,0.160
+Estonia,2018,6.091,10.463,0.933,68.975,0.886,-0.147,0.621,0.730,0.163
+Estonia,2019,6.035,10.496,0.934,69.200,0.887,-0.101,0.576,0.738,0.156
+Estonia,2020,6.453,10.488,0.958,69.425,0.954,-0.090,0.398,0.762,0.188
+Estonia,2021,6.554,10.564,0.946,69.650,0.926,0.046,0.441,0.761,0.176
+Estonia,2022,6.357,10.541,0.933,69.875,0.904,0.136,0.390,0.767,0.187
+Estonia,2023,6.430,10.517,0.958,70.100,0.915,0.032,0.334,0.765,0.182
+Eswatini,2011,4.867,8.902,0.837,42.500,0.607,-0.069,0.917,0.756,0.251
+Eswatini,2018,4.212,9.029,0.779,49.300,0.710,-0.182,0.692,0.739,0.252
+Eswatini,2019,4.396,9.048,0.759,50.100,0.597,-0.195,0.724,0.726,0.280
+Eswatini,2022,3.502,9.119,0.712,52.500,0.539,-0.149,0.774,0.661,0.394
+Ethiopia,2012,4.561,7.252,0.659,56.320,0.776,-0.047,,0.556,0.137
+Ethiopia,2013,4.445,7.325,0.602,56.980,0.707,-0.011,0.750,0.570,0.213
+Ethiopia,2014,4.507,7.396,0.640,57.640,0.694,0.076,0.702,0.644,0.303
+Ethiopia,2015,4.573,7.468,0.626,58.300,0.803,0.109,0.567,0.623,0.237
+Ethiopia,2016,4.298,7.531,0.719,58.700,0.744,0.035,0.703,0.627,0.254
+Ethiopia,2017,4.180,7.595,0.734,59.100,0.717,-0.002,0.757,0.514,0.304
+Ethiopia,2018,4.379,7.634,0.740,59.500,0.740,0.036,0.799,0.562,0.272
+Ethiopia,2019,4.100,7.688,0.748,59.900,0.754,0.049,0.732,0.519,0.283
+Ethiopia,2020,4.549,7.720,0.823,60.300,0.769,0.183,0.784,0.615,0.252
+Ethiopia,2022,3.628,7.775,0.740,61.100,0.674,0.357,0.793,0.560,0.335
+Ethiopia,2023,4.093,7.809,0.670,61.500,0.631,0.212,0.800,0.538,0.299
+Finland,2006,7.672,10.745,0.965,68.720,0.969,-0.011,0.132,0.683,0.172
+Finland,2008,7.671,10.796,0.951,69.160,0.934,0.022,0.217,0.691,0.144
+Finland,2010,7.393,10.734,0.935,69.600,0.916,0.085,0.413,0.758,0.202
+Finland,2011,7.354,10.754,0.938,69.820,0.936,0.095,0.320,0.709,0.205
+Finland,2012,7.420,10.735,0.928,70.040,0.921,-0.007,0.361,0.742,0.202
+Finland,2013,7.445,10.722,0.941,70.260,0.919,0.034,0.306,0.752,0.195
+Finland,2014,7.385,10.714,0.952,70.480,0.933,-0.007,0.265,0.766,0.199
+Finland,2015,7.448,10.716,0.948,70.700,0.930,0.105,0.223,0.736,0.191
+Finland,2016,7.660,10.741,0.954,70.775,0.948,-0.033,0.250,0.769,0.182
+Finland,2017,7.788,10.770,0.964,70.850,0.962,-0.008,0.192,0.756,0.176
+Finland,2018,7.858,10.780,0.962,70.925,0.938,-0.133,0.199,0.749,0.182
+Finland,2019,7.780,10.791,0.937,71.000,0.948,-0.058,0.195,0.732,0.181
+Finland,2020,7.889,10.766,0.962,71.075,0.962,-0.123,0.164,0.748,0.193
+Finland,2021,7.794,10.794,0.970,71.150,0.963,-0.039,0.192,0.752,0.175
+Finland,2022,7.729,10.811,0.974,71.225,0.959,0.101,0.190,0.741,0.191
+Finland,2023,7.699,10.808,0.947,71.300,0.943,-0.001,0.185,0.717,0.173
+France,2005,7.093,10.637,0.940,70.700,0.895,,0.688,0.681,0.225
+France,2006,6.583,10.654,0.944,70.800,0.789,0.120,0.699,0.694,0.289
+France,2008,7.008,10.669,0.935,71.000,0.833,-0.037,0.669,0.702,0.281
+France,2009,6.283,10.635,0.918,71.100,0.798,-0.088,0.654,0.691,0.303
+France,2010,6.798,10.649,0.943,71.200,0.850,-0.109,0.623,0.729,0.261
+France,2011,6.959,10.666,0.921,71.300,0.903,-0.108,0.627,0.718,0.281
+France,2012,6.649,10.664,0.937,71.400,0.841,-0.155,0.608,0.705,0.253
+France,2013,6.667,10.665,0.908,71.500,0.878,-0.130,0.699,0.741,0.205
+France,2014,6.467,10.669,0.878,71.600,0.803,-0.124,0.656,0.759,0.216
+France,2015,6.358,10.677,0.896,71.700,0.817,-0.145,0.641,0.740,0.215
+France,2016,6.475,10.685,0.885,71.800,0.787,-0.097,0.623,0.715,0.270
+France,2017,6.635,10.705,0.931,71.900,0.834,-0.129,0.601,0.716,0.242
+France,2018,6.666,10.720,0.921,72.000,0.816,-0.143,0.582,0.705,0.282
+France,2019,6.690,10.735,0.958,72.100,0.827,-0.139,0.568,0.693,0.250
+France,2020,6.714,10.651,0.947,72.200,0.823,-0.176,0.565,0.690,0.231
+France,2021,6.656,10.714,0.915,72.300,0.837,-0.104,0.561,0.685,0.268
+France,2022,6.614,10.737,0.866,72.400,0.798,-0.027,0.533,0.688,0.249
+France,2023,6.557,10.742,0.850,72.500,0.776,0.010,0.558,0.676,0.228
+Gabon,2011,4.255,9.557,0.653,54.460,0.772,-0.213,0.851,0.564,0.264
+Gabon,2012,3.972,9.573,0.736,54.920,0.566,-0.197,0.810,0.504,0.266
+Gabon,2013,3.800,9.593,0.733,55.380,0.682,-0.148,0.780,0.519,0.287
+Gabon,2014,3.918,9.601,0.829,55.840,0.607,-0.201,0.782,0.533,0.293
+Gabon,2015,4.661,9.609,0.756,56.300,0.671,-0.196,0.867,0.600,0.372
+Gabon,2016,4.832,9.601,0.780,56.625,0.699,-0.207,0.817,0.625,0.432
+Gabon,2017,4.782,9.580,0.807,56.950,0.652,-0.231,0.868,0.638,0.446
+Gabon,2018,4.783,9.565,0.785,57.275,0.719,-0.200,0.823,0.614,0.418
+Gabon,2019,4.914,9.580,0.763,57.600,0.736,-0.206,0.846,0.638,0.413
+Gabon,2020,4.887,9.540,0.701,57.925,0.528,-0.194,0.789,0.568,0.416
+Gabon,2021,5.075,9.533,0.754,58.250,0.699,-0.207,0.766,0.620,0.362
+Gabon,2022,5.140,9.543,0.775,58.575,0.699,-0.167,0.803,0.661,0.414
+Gabon,2023,5.104,9.554,0.735,58.900,0.722,-0.160,0.822,0.620,0.424
+Gambia,2017,4.118,7.564,0.697,56.400,0.812,0.111,0.572,0.770,0.277
+Gambia,2018,4.922,7.607,0.685,56.700,0.719,0.440,0.691,0.759,0.379
+Gambia,2019,5.164,7.642,0.694,57.000,0.677,0.409,0.798,0.718,0.401
+Gambia,2022,4.279,7.662,0.588,57.900,0.599,0.360,0.884,0.722,0.438
+Gambia,2023,4.691,7.686,0.651,58.200,0.727,0.430,0.852,0.719,0.291
+Georgia,2006,3.675,8.993,0.647,63.300,0.553,-0.273,0.752,0.353,0.269
+Georgia,2007,3.707,9.117,0.548,63.400,0.464,-0.272,0.697,0.351,0.236
+Georgia,2008,4.156,9.144,0.608,63.500,0.614,-0.230,0.498,0.371,0.262
+Georgia,2009,3.801,9.116,0.544,63.600,0.495,-0.238,0.535,0.391,0.242
+Georgia,2010,4.102,9.184,0.540,63.700,0.558,-0.253,0.460,0.402,0.243
+Georgia,2011,4.203,9.263,0.503,63.800,0.632,-0.260,0.353,0.421,0.247
+Georgia,2012,4.254,9.332,0.533,63.900,0.659,-0.275,0.321,0.443,0.250
+Georgia,2013,4.349,9.371,0.559,64.000,0.722,-0.260,0.349,0.467,0.200
+Georgia,2014,4.288,9.414,0.558,64.100,0.720,-0.239,0.416,0.458,0.204
+Georgia,2015,4.122,9.442,0.517,64.200,0.640,-0.210,0.502,0.448,0.233
+Georgia,2016,4.448,9.470,0.533,64.325,0.606,-0.255,0.561,0.475,0.223
+Georgia,2017,4.451,9.517,0.590,64.450,0.821,-0.250,0.590,0.496,0.210
+Georgia,2018,4.659,9.565,0.617,64.575,0.775,-0.238,0.755,0.479,0.244
+Georgia,2019,4.892,9.615,0.675,64.700,0.811,-0.265,0.647,0.503,0.244
+Georgia,2020,5.123,9.544,0.718,64.825,0.764,-0.225,0.583,0.573,0.295
+Georgia,2021,4.911,9.648,0.671,64.950,0.777,-0.290,0.723,0.510,0.240
+Georgia,2022,5.293,9.743,0.754,65.075,0.821,-0.255,0.655,0.503,0.233
+Georgia,2023,5.351,9.785,0.779,65.200,0.877,-0.268,0.706,0.542,0.231
+Germany,2005,6.620,10.691,0.963,69.900,0.847,,0.781,0.685,0.197
+Germany,2007,6.417,10.760,0.926,69.940,0.801,0.161,0.792,0.647,0.231
+Germany,2008,6.522,10.771,0.923,69.960,0.766,,0.758,0.672,0.220
+Germany,2009,6.641,10.715,0.935,69.980,0.844,0.121,0.690,0.684,0.206
+Germany,2010,6.725,10.758,0.939,70.000,0.843,0.089,0.688,0.698,0.182
+Germany,2011,6.621,10.815,0.947,70.020,0.906,0.027,0.677,0.686,0.165
+Germany,2012,6.702,10.817,0.926,70.040,0.904,0.065,0.679,0.699,0.170
+Germany,2013,6.965,10.819,0.931,70.060,0.894,0.018,0.566,0.693,0.205
+Germany,2014,6.984,10.837,0.938,70.080,0.899,0.082,0.474,0.739,0.188
+Germany,2015,7.037,10.843,0.926,70.100,0.889,0.172,0.412,0.722,0.203
+Germany,2016,6.874,10.857,0.906,70.300,0.871,0.142,0.446,0.709,0.187
+Germany,2017,7.074,10.879,0.892,70.500,0.841,0.139,0.414,0.707,0.196
+Germany,2018,7.118,10.886,0.920,70.700,0.877,0.028,0.496,0.740,0.243
+Germany,2019,7.035,10.894,0.886,70.900,0.885,0.051,0.462,0.712,0.226
+Germany,2020,7.312,10.856,0.905,71.100,0.864,-0.068,0.424,0.698,0.206
+Germany,2021,6.755,10.881,0.868,71.300,0.778,0.074,0.418,0.703,0.251
+Germany,2022,6.608,10.889,0.916,71.500,0.895,0.080,0.417,0.668,0.201
+Germany,2023,6.792,10.878,0.895,71.700,0.845,0.106,0.460,0.706,0.231
+Ghana,2006,4.535,8.067,0.728,52.540,0.849,0.208,0.814,0.637,0.198
+Ghana,2007,5.220,8.084,0.730,52.980,0.891,0.133,0.771,0.658,0.217
+Ghana,2008,4.965,8.145,0.622,53.420,0.838,0.115,0.863,0.674,0.172
+Ghana,2009,4.198,8.167,0.633,53.860,0.757,0.000,0.890,0.714,0.198
+Ghana,2010,4.606,8.219,0.739,54.300,0.891,0.069,0.875,0.693,0.184
+Ghana,2011,5.608,8.326,0.724,54.740,0.852,0.006,0.790,0.658,0.209
+Ghana,2012,5.057,8.390,0.685,55.180,0.679,0.035,0.898,0.709,0.152
+Ghana,2013,4.965,8.436,0.676,55.620,0.794,-0.070,0.880,0.660,0.211
+Ghana,2014,3.860,8.440,0.651,56.060,0.677,-0.004,0.913,0.682,0.280
+Ghana,2015,3.986,8.437,0.687,56.500,0.852,-0.043,0.945,0.675,0.265
+Ghana,2016,4.514,8.447,0.647,56.875,0.751,0.085,0.894,0.659,0.305
+Ghana,2017,5.481,8.503,0.669,57.250,0.783,0.074,0.839,0.715,0.248
+Ghana,2018,5.004,8.542,0.761,57.625,0.817,0.058,0.846,0.716,0.250
+Ghana,2019,4.967,8.584,0.746,58.000,0.787,0.111,0.857,0.645,0.270
+Ghana,2020,5.319,8.569,0.643,58.375,0.824,0.196,0.847,0.675,0.253
+Ghana,2021,4.378,8.601,0.633,58.750,0.730,0.105,0.888,0.588,0.295
+Ghana,2022,4.191,8.613,0.628,59.125,0.786,0.114,0.909,0.620,0.292
+Ghana,2023,4.298,8.610,0.661,59.500,0.834,0.093,0.892,0.638,0.254
+Greece,2005,6.006,10.454,0.837,69.600,0.734,,0.861,0.598,0.264
+Greece,2007,6.647,10.535,0.808,69.760,0.575,-0.196,0.845,0.629,0.222
+Greece,2009,6.039,10.483,0.793,69.920,0.443,-0.298,0.959,0.614,0.254
+Greece,2010,5.840,10.425,0.868,70.000,0.484,-0.308,0.954,0.581,0.292
+Greece,2011,5.372,10.320,0.852,70.080,0.528,-0.321,0.941,0.552,0.323
+Greece,2012,5.096,10.251,0.812,70.160,0.373,-0.310,0.959,0.544,0.352
+Greece,2013,4.720,10.233,0.687,70.240,0.426,-0.277,0.941,0.571,0.482
+Greece,2014,4.756,10.245,0.832,70.320,0.369,-0.293,0.930,0.597,0.385
+Greece,2015,5.623,10.249,0.835,70.400,0.532,-0.277,0.824,0.637,0.277
+Greece,2016,5.303,10.248,0.803,70.525,0.482,-0.265,0.898,0.594,0.336
+Greece,2017,5.148,10.261,0.753,70.650,0.438,-0.295,0.872,0.516,0.333
+Greece,2018,5.409,10.280,0.794,70.775,0.564,-0.340,0.860,0.564,0.255
+Greece,2019,5.952,10.300,0.891,70.900,0.614,-0.293,0.848,0.560,0.236
+Greece,2020,5.788,10.207,0.779,71.025,0.565,-0.246,0.764,0.629,0.322
+Greece,2021,6.104,10.294,0.850,71.150,0.574,-0.161,0.752,0.624,0.311
+Greece,2022,5.900,10.358,0.875,71.275,0.563,-0.318,0.874,0.589,0.183
+Greece,2023,5.796,10.387,0.818,71.400,0.589,-0.223,0.805,0.608,0.311
+Guatemala,2006,5.901,8.850,0.830,58.980,0.663,0.167,0.706,0.789,0.287
+Guatemala,2007,6.330,8.891,0.866,59.260,0.628,0.130,0.810,0.790,0.224
+Guatemala,2008,6.414,8.905,0.866,59.540,0.630,0.200,0.796,0.800,0.234
+Guatemala,2009,6.452,8.890,0.834,59.820,0.643,0.191,0.755,0.814,0.240
+Guatemala,2010,6.290,8.901,0.859,60.100,0.696,0.161,0.795,0.805,0.236
+Guatemala,2011,5.743,8.923,0.768,60.380,0.763,0.003,0.863,0.792,0.289
+Guatemala,2012,5.856,8.935,0.802,60.660,0.865,0.015,0.821,0.808,0.349
+Guatemala,2013,5.985,8.953,0.830,60.940,0.884,0.039,0.817,0.822,0.333
+Guatemala,2014,6.536,8.980,0.834,61.220,0.843,0.102,0.804,0.816,0.305
+Guatemala,2015,6.465,9.003,0.823,61.500,0.869,0.046,0.822,0.826,0.311
+Guatemala,2016,6.359,9.013,0.811,61.700,0.863,0.006,0.812,0.815,0.321
+Guatemala,2017,6.325,9.027,0.826,61.900,0.915,-0.064,0.800,0.819,0.308
+Guatemala,2018,6.627,9.044,0.841,62.100,0.910,-0.016,0.765,0.827,0.262
+Guatemala,2019,6.262,9.068,0.774,62.300,0.901,-0.068,0.773,0.820,0.311
+Guatemala,2022,6.150,9.123,0.806,62.900,0.856,-0.060,0.835,0.835,0.263
+Guatemala,2023,6.421,9.140,0.796,63.100,0.873,-0.049,0.812,0.843,0.303
+Guinea,2011,4.045,7.556,0.598,51.020,0.797,0.036,0.743,0.670,0.260
+Guinea,2012,3.652,7.589,0.542,51.140,0.646,-0.003,0.794,0.657,0.285
+Guinea,2013,3.902,7.604,0.567,51.260,0.693,0.087,0.815,0.606,0.348
+Guinea,2014,3.412,7.615,0.638,51.380,0.684,0.002,0.705,0.643,0.351
+Guinea,2015,3.505,7.627,0.579,51.500,0.666,0.003,0.762,0.658,0.268
+Guinea,2016,3.603,7.704,0.675,51.950,0.726,-0.060,0.803,0.676,0.374
+Guinea,2017,4.874,7.776,0.634,52.400,0.738,0.034,0.750,0.702,0.422
+Guinea,2018,5.252,7.813,0.630,52.850,0.731,0.088,0.778,0.727,0.440
+Guinea,2019,4.768,7.842,0.655,53.300,0.691,0.092,0.756,0.670,0.473
+Guinea,2020,4.972,7.865,0.732,53.750,0.598,0.075,0.790,0.706,0.346
+Guinea,2021,4.945,7.879,0.627,54.200,0.676,0.157,0.784,0.672,0.450
+Guinea,2022,5.317,7.901,0.582,54.650,0.729,0.136,0.770,0.699,0.492
+Guinea,2023,4.827,7.932,0.577,55.100,0.743,0.187,0.791,0.652,0.516
+Guyana,2007,5.993,9.089,0.849,56.240,0.694,0.082,0.836,0.761,0.296
+Haiti,2006,3.754,7.976,0.694,6.720,0.449,0.355,0.854,0.583,0.332
+Haiti,2008,3.846,8.016,0.679,17.360,0.465,0.213,0.812,0.573,0.256
+Haiti,2010,3.766,7.987,0.554,28.000,0.373,0.167,0.848,0.495,0.293
+Haiti,2011,4.845,8.026,0.567,33.320,0.413,0.194,0.682,0.550,0.245
+Haiti,2012,4.413,8.015,0.749,38.640,0.482,0.243,0.717,0.557,0.284
+Haiti,2013,4.622,8.043,0.648,43.960,0.610,0.243,0.669,0.528,0.327
+Haiti,2014,3.889,8.057,0.554,49.280,0.509,0.238,0.708,0.573,0.327
+Haiti,2015,3.570,8.056,0.564,54.600,0.398,0.259,0.777,0.598,0.333
+Haiti,2016,3.352,8.060,0.584,54.900,0.304,0.244,0.839,0.532,0.367
+Haiti,2017,3.824,8.071,0.647,55.200,0.484,0.333,0.647,0.570,0.322
+Haiti,2018,3.615,8.074,0.538,55.500,0.591,0.374,0.720,0.581,0.359
+Honduras,2006,5.397,8.448,0.933,63.100,0.650,0.085,0.844,0.837,0.155
+Honduras,2007,5.097,8.485,0.819,62.900,0.676,0.226,0.826,0.712,0.199
+Honduras,2008,5.420,8.504,0.828,62.700,0.687,0.219,0.863,0.719,0.206
+Honduras,2009,6.033,8.458,0.824,62.500,0.661,0.114,0.857,0.745,0.261
+Honduras,2010,5.866,8.474,0.803,62.300,0.646,0.101,0.820,0.745,0.260
+Honduras,2011,4.961,8.492,0.766,62.100,0.783,0.091,0.884,0.757,0.307
+Honduras,2012,4.602,8.513,0.779,61.900,0.700,-0.007,0.871,0.796,0.294
+Honduras,2013,4.713,8.521,0.792,61.700,0.698,-0.031,0.868,0.795,0.283
+Honduras,2014,5.056,8.533,0.790,61.500,0.696,0.011,0.834,0.794,0.299
+Honduras,2015,4.845,8.553,0.772,61.300,0.534,-0.101,0.848,0.829,0.311
+Honduras,2016,5.648,8.573,0.774,61.725,0.850,0.076,0.793,0.790,0.297
+Honduras,2017,6.020,8.603,0.843,62.150,0.898,0.068,0.783,0.796,0.248
+Honduras,2018,5.908,8.624,0.827,62.575,0.872,0.095,0.804,0.822,0.287
+Honduras,2019,5.930,8.633,0.797,63.000,0.846,0.059,0.815,0.789,0.279
+Honduras,2021,6.114,8.626,0.806,63.850,0.835,0.111,0.847,0.808,0.269
+Honduras,2022,5.932,8.650,0.729,64.275,0.851,0.078,0.834,0.775,0.289
+Honduras,2023,5.861,8.670,0.731,64.700,0.878,0.079,0.784,0.767,0.285
+Hong Kong S.A.R. of China,2006,5.511,10.746,0.812,,0.910,0.150,0.356,0.591,0.236
+Hong Kong S.A.R. of China,2008,5.137,10.816,0.840,,0.922,0.290,0.274,0.575,0.237
+Hong Kong S.A.R. of China,2009,5.397,10.788,0.835,,0.918,0.302,0.272,0.606,0.210
+Hong Kong S.A.R. of China,2010,5.643,10.847,0.857,,0.890,0.326,0.256,0.601,0.183
+Hong Kong S.A.R. of China,2011,5.474,10.887,0.846,,0.894,0.228,0.245,0.582,0.196
+Hong Kong S.A.R. of China,2012,5.484,10.893,0.826,,0.880,0.216,0.380,0.580,0.183
+Hong Kong S.A.R. of China,2014,5.458,10.939,0.834,,0.843,0.218,0.423,0.602,0.243
+Hong Kong S.A.R. of China,2016,5.498,10.970,0.832,,0.800,0.094,0.403,0.569,0.213
+Hong Kong S.A.R. of China,2017,5.362,10.999,0.831,,0.831,0.134,0.416,0.536,0.201
+Hong Kong S.A.R. of China,2019,5.659,10.995,0.856,,0.727,0.062,0.432,0.519,0.358
+Hong Kong S.A.R. of China,2020,5.295,10.931,0.813,,0.705,-0.076,0.380,0.522,0.210
+Hong Kong S.A.R. of China,2021,5.322,11.003,0.821,,0.669,0.021,0.390,0.534,0.224
+Hong Kong S.A.R. of China,2022,5.311,10.976,0.803,,0.697,0.040,0.383,0.549,0.204
+Hungary,2005,5.194,10.103,0.930,65.000,0.697,,0.903,0.578,0.290
+Hungary,2007,4.954,10.147,0.931,65.320,0.538,-0.166,0.895,0.600,0.230
+Hungary,2009,4.895,10.092,0.901,65.640,0.464,-0.131,0.915,0.575,0.228
+Hungary,2010,4.725,10.105,0.896,65.800,0.514,-0.151,0.983,0.574,0.235
+Hungary,2011,4.918,10.127,0.894,65.960,0.631,-0.095,0.940,0.586,0.305
+Hungary,2012,4.683,10.119,0.906,66.120,0.569,-0.142,0.930,0.582,0.315
+Hungary,2013,4.914,10.140,0.877,66.280,0.674,-0.119,0.912,0.647,0.307
+Hungary,2014,5.181,10.184,0.845,66.440,0.494,-0.156,0.855,0.578,0.238
+Hungary,2015,5.344,10.223,0.859,66.600,0.558,-0.204,0.908,0.650,0.245
+Hungary,2016,5.449,10.248,0.900,66.750,0.554,-0.193,0.924,0.590,0.243
+Hungary,2017,6.065,10.292,0.877,66.900,0.661,-0.145,0.886,0.644,0.181
+Hungary,2018,5.936,10.346,0.941,67.050,0.693,-0.249,0.911,0.595,0.201
+Hungary,2019,6.000,10.393,0.947,67.200,0.798,-0.201,0.884,0.653,0.180
+Hungary,2020,6.038,10.349,0.943,67.350,0.771,-0.127,0.836,0.662,0.240
+Hungary,2021,6.227,10.423,0.948,67.500,0.727,-0.046,0.832,0.668,0.192
+Hungary,2022,5.861,10.470,0.937,67.650,0.776,-0.009,0.848,0.628,0.250
+Hungary,2023,5.965,10.473,0.954,67.800,0.755,-0.002,0.847,0.673,0.189
+Iceland,2008,6.888,10.878,0.977,71.200,0.885,0.265,0.708,0.851,0.153
+Iceland,2012,7.591,10.788,0.979,71.600,0.905,0.235,0.759,0.817,0.157
+Iceland,2013,7.501,10.823,0.967,71.700,0.923,0.299,0.713,0.802,0.156
+Iceland,2015,7.498,10.862,0.980,71.900,0.940,0.294,0.639,0.794,0.180
+Iceland,2016,7.510,10.909,0.985,71.925,0.952,0.274,0.719,0.808,0.158
+Iceland,2017,7.476,10.927,0.967,71.950,0.939,0.240,0.727,0.823,0.148
+Iceland,2019,7.533,10.943,0.982,72.000,0.959,,0.699,0.787,0.178
+Iceland,2020,7.575,10.852,0.983,72.025,0.949,0.152,0.644,0.808,0.172
+Iceland,2021,7.565,10.878,0.980,72.050,0.923,0.257,0.664,0.806,0.159
+Iceland,2022,7.449,10.916,0.985,72.075,0.936,0.222,0.692,0.768,0.178
+Iceland,2023,7.562,10.934,0.979,72.100,0.918,0.299,0.697,0.793,0.185
+India,2006,5.348,8.141,0.707,55.860,0.774,,0.855,0.576,0.199
+India,2007,5.027,8.200,0.569,56.220,0.729,-0.056,0.862,0.541,0.253
+India,2008,5.146,8.216,0.684,56.580,0.756,-0.077,0.891,0.573,0.259
+India,2009,4.522,8.278,0.653,56.940,0.679,-0.031,0.895,0.639,0.301
+India,2010,4.989,8.346,0.605,57.300,0.783,0.053,0.863,0.579,0.267
+India,2011,4.635,8.383,0.553,57.660,0.838,-0.043,0.908,0.480,0.232
+India,2012,4.720,8.423,0.511,58.020,0.609,0.062,0.830,0.544,0.295
+India,2013,4.428,8.472,0.553,58.380,0.740,0.079,0.832,0.608,0.330
+India,2014,4.424,8.531,0.621,58.740,0.809,-0.031,0.832,0.651,0.285
+India,2015,4.342,8.596,0.610,59.100,0.777,-0.010,0.776,0.657,0.322
+India,2016,4.179,8.664,0.614,59.400,0.820,0.041,0.765,0.646,0.346
+India,2017,4.046,8.718,0.607,59.700,0.886,-0.046,0.781,0.579,0.318
+India,2018,3.818,8.770,0.638,60.000,0.890,0.080,0.805,0.591,0.357
+India,2019,3.249,8.797,0.561,60.300,0.876,0.108,0.752,0.560,0.466
+India,2020,4.224,8.728,0.616,60.600,0.906,0.068,0.780,0.686,0.383
+India,2021,3.558,8.806,0.570,60.900,0.866,0.052,0.757,0.547,0.429
+India,2022,3.930,8.867,0.608,61.200,0.893,0.085,0.771,0.596,0.432
+India,2023,4.676,8.919,0.633,61.500,0.900,0.121,0.770,0.699,0.389
+Indonesia,2006,4.947,8.839,0.771,60.320,0.713,0.343,0.915,0.715,0.266
+Indonesia,2007,5.101,8.888,0.704,60.540,0.603,0.307,0.960,0.696,0.242
+Indonesia,2008,4.815,8.933,0.675,60.760,0.596,0.160,0.968,0.675,0.239
+Indonesia,2009,5.472,8.966,0.779,60.980,0.784,0.186,0.911,0.768,0.193
+Indonesia,2010,5.457,9.013,0.816,61.200,0.700,0.443,0.954,0.717,0.218
+Indonesia,2011,5.173,9.061,0.825,61.420,0.878,0.433,0.962,0.748,0.273
+Indonesia,2012,5.368,9.107,0.834,61.640,0.770,0.349,0.962,0.764,0.229
+Indonesia,2013,5.292,9.149,0.794,61.860,0.781,0.371,0.973,0.777,0.249
+Indonesia,2014,5.597,9.186,0.905,62.080,0.719,0.403,0.970,0.757,0.242
+Indonesia,2015,5.043,9.222,0.809,62.300,0.779,0.466,0.946,0.796,0.274
+Indonesia,2016,5.136,9.261,0.792,62.425,0.830,0.494,0.890,0.748,0.342
+Indonesia,2017,5.098,9.300,0.796,62.550,0.865,0.482,0.900,0.781,0.319
+Indonesia,2018,5.340,9.341,0.809,62.675,0.879,0.506,0.868,0.796,0.296
+Indonesia,2019,5.347,9.381,0.802,62.800,0.866,0.549,0.861,0.800,0.302
+Indonesia,2020,4.828,9.351,0.751,62.925,0.853,0.529,0.914,0.742,0.351
+Indonesia,2021,5.433,9.381,0.817,63.050,0.885,0.540,0.845,0.799,0.273
+Indonesia,2022,5.585,9.426,0.834,63.175,0.903,0.516,0.862,0.818,0.269
+Indonesia,2023,5.695,9.466,0.781,63.300,0.900,0.590,0.866,0.814,0.289
+Iran,2005,5.308,9.498,0.766,64.300,0.651,,0.636,0.515,0.456
+Iran,2007,5.336,9.595,0.718,64.580,0.533,0.043,0.872,0.553,0.361
+Iran,2008,5.129,9.584,0.633,64.720,0.601,0.040,0.868,0.541,0.345
+Iran,2011,4.768,9.636,0.582,65.140,0.798,0.188,0.665,0.513,0.359
+Iran,2012,4.609,9.585,0.600,65.280,0.764,,0.678,0.529,0.525
+Iran,2013,5.140,9.555,0.664,65.420,0.730,0.202,0.685,0.575,0.552
+Iran,2014,4.682,9.585,0.644,65.560,0.767,0.227,0.640,0.550,0.512
+Iran,2015,4.750,9.548,0.572,65.700,0.780,0.164,0.699,0.548,0.520
+Iran,2016,4.653,9.614,0.566,65.850,0.773,0.176,0.713,0.592,0.526
+Iran,2017,4.717,9.627,0.714,66.000,0.731,0.210,0.715,0.590,0.439
+Iran,2018,4.278,9.591,0.674,66.150,0.603,0.073,0.703,0.482,0.493
+Iran,2019,5.006,9.553,0.698,66.300,0.623,0.128,0.728,0.525,0.449
+Iran,2020,4.865,9.577,0.757,66.450,0.600,0.130,0.710,0.505,0.470
+Iran,2021,4.788,9.616,0.771,66.600,0.609,0.172,0.761,0.518,0.427
+Iran,2022,4.977,9.636,0.800,66.750,0.570,0.209,0.766,0.521,0.466
+Iran,2023,5.004,9.651,0.809,66.900,0.615,0.254,0.764,0.533,0.425
+Iraq,2008,4.590,8.982,0.744,60.940,0.386,-0.061,0.910,0.532,0.448
+Iraq,2009,4.775,8.979,0.862,60.920,0.431,-0.198,0.854,0.504,0.404
+Iraq,2010,5.065,9.009,0.854,60.900,0.419,-0.123,0.859,0.497,0.431
+Iraq,2011,4.725,9.047,0.751,60.880,0.347,-0.068,0.780,0.473,0.557
+Iraq,2012,4.660,9.133,0.730,60.860,0.315,-0.018,0.789,0.410,0.449
+Iraq,2013,4.725,9.159,0.728,60.840,,-0.047,0.710,,0.554
+Iraq,2014,4.542,9.126,0.725,60.820,0.646,0.002,0.726,0.539,0.564
+Iraq,2015,4.493,9.145,0.684,60.800,0.599,0.021,0.762,0.478,0.581
+Iraq,2016,4.413,9.250,0.719,61.275,0.666,-0.050,0.799,0.471,0.570
+Iraq,2017,4.462,9.208,0.695,61.750,0.628,0.001,0.757,0.487,0.591
+Iraq,2018,4.886,9.210,0.764,62.225,0.598,-0.069,0.887,0.552,0.482
+Iraq,2020,4.785,9.088,0.708,63.175,0.700,-0.021,0.849,0.585,0.532
+Iraq,2021,5.094,9.081,0.730,63.650,0.594,0.006,0.901,0.577,0.474
+Iraq,2022,4.928,9.127,0.753,64.125,0.661,0.068,0.855,0.565,0.499
+Iraq,2023,5.475,9.093,0.734,64.600,0.658,-0.017,0.851,0.587,0.469
+Ireland,2006,7.144,10.985,0.967,69.620,0.943,0.235,0.473,0.815,0.209
+Ireland,2008,7.568,10.941,0.983,69.860,0.894,0.315,0.487,0.745,0.148
+Ireland,2009,7.046,10.879,0.959,69.980,0.835,0.308,0.580,0.745,0.233
+Ireland,2010,7.257,10.890,0.973,70.100,0.856,0.341,0.618,0.763,0.201
+Ireland,2011,7.007,10.894,0.977,70.220,0.952,0.376,0.590,0.786,0.190
+Ireland,2012,6.965,10.890,0.962,70.340,0.902,0.295,0.573,0.721,0.237
+Ireland,2013,6.760,10.896,0.955,70.460,0.884,0.325,0.558,0.744,0.245
+Ireland,2014,7.018,10.971,0.968,70.580,0.922,0.257,0.406,0.736,0.229
+Ireland,2015,6.830,11.180,0.953,70.700,0.892,0.226,0.409,0.748,0.225
+Ireland,2016,7.041,11.189,0.958,70.800,0.875,0.169,0.399,0.744,0.211
+Ireland,2017,7.060,11.264,0.943,70.900,0.905,0.210,0.337,0.771,0.213
+Ireland,2018,6.962,11.334,0.938,71.000,0.861,0.138,0.362,0.754,0.213
+Ireland,2019,7.255,11.373,0.944,71.100,0.892,0.067,0.373,0.758,0.223
+Ireland,2020,7.035,11.423,0.960,71.200,0.882,0.000,0.356,0.753,0.246
+Ireland,2021,6.828,11.540,0.850,71.300,0.846,0.131,0.360,0.733,0.245
+Ireland,2022,6.870,11.643,0.906,71.400,0.895,0.138,0.358,0.738,0.234
+Ireland,2023,6.817,11.676,0.921,71.500,0.903,0.182,0.373,0.742,0.245
+Israel,2006,7.173,10.368,0.927,71.080,0.817,,0.905,0.639,0.308
+Israel,2007,6.841,10.408,0.868,71.160,0.683,0.215,0.868,0.642,0.320
+Israel,2008,7.261,10.423,0.859,71.240,0.663,0.134,0.898,0.635,0.349
+Israel,2009,7.353,10.408,0.937,71.320,0.593,0.167,0.923,0.620,0.327
+Israel,2010,7.359,10.444,0.882,71.400,0.561,0.145,0.902,0.628,0.362
+Israel,2011,7.433,10.480,0.893,71.480,0.722,0.136,0.891,0.654,0.384
+Israel,2012,7.111,10.487,0.903,71.560,0.681,0.147,0.862,0.611,0.319
+Israel,2013,7.321,10.512,0.909,71.640,0.739,0.145,0.849,0.649,0.409
+Israel,2014,7.401,10.531,0.889,71.720,0.707,0.088,0.818,0.567,0.271
+Israel,2015,7.079,10.536,0.864,71.800,0.753,0.103,0.789,0.652,0.256
+Israel,2016,7.159,10.560,0.890,71.950,0.772,0.147,0.804,0.602,0.263
+Israel,2017,7.331,10.583,0.916,72.100,0.768,0.138,0.793,0.621,0.276
+Israel,2018,6.927,10.603,0.910,72.250,0.725,0.048,0.770,0.612,0.282
+Israel,2019,7.332,10.625,0.946,72.400,0.834,0.078,0.743,0.598,0.266
+Israel,2020,7.195,10.589,0.959,72.550,0.831,-0.059,0.748,0.564,0.243
+Israel,2021,7.578,10.655,0.917,72.700,0.820,-0.008,0.726,0.558,0.217
+Israel,2022,7.662,10.698,0.954,72.850,0.775,-0.007,0.655,0.583,0.183
+Israel,2023,6.783,10.707,0.952,73.000,0.797,0.146,0.636,0.484,0.516
+Italy,2005,6.854,10.698,0.928,70.600,0.802,,0.944,0.606,0.295
+Italy,2007,6.574,10.722,0.912,70.800,0.684,0.108,0.922,0.650,0.303
+Italy,2008,6.780,10.706,0.880,70.900,0.543,0.044,0.946,0.588,0.268
+Italy,2009,6.334,10.647,0.880,71.000,0.701,0.235,0.890,0.715,0.279
+Italy,2010,6.354,10.661,0.872,71.100,0.738,-0.065,0.921,0.535,0.236
+Italy,2011,6.057,10.666,0.913,71.200,0.568,-0.023,0.933,0.610,0.266
+Italy,2012,5.839,10.633,0.869,71.300,0.570,0.107,0.908,0.651,0.388
+Italy,2013,6.009,10.603,0.916,71.400,0.499,-0.108,0.943,0.702,0.357
+Italy,2014,6.027,10.594,0.898,71.500,0.624,-0.071,0.920,0.659,0.356
+Italy,2015,5.848,10.603,0.909,71.600,0.575,-0.070,0.913,0.646,0.329
+Italy,2016,5.955,10.617,0.927,71.675,0.624,-0.086,0.903,0.632,0.339
+Italy,2017,6.199,10.635,0.920,71.750,0.633,-0.041,0.867,0.613,0.323
+Italy,2018,6.517,10.647,0.913,71.825,0.650,-0.027,0.888,0.598,0.403
+Italy,2019,6.445,10.663,0.838,71.900,0.709,-0.088,0.866,0.569,0.328
+Italy,2020,6.488,10.574,0.890,71.975,0.718,-0.157,0.844,0.614,0.311
+Italy,2021,6.467,10.647,0.886,72.050,0.703,-0.096,0.862,0.634,0.318
+Italy,2022,6.258,10.687,0.869,72.125,0.711,0.026,0.819,0.624,0.298
+Italy,2023,6.245,10.703,0.851,72.200,0.699,-0.053,0.819,0.636,0.293
+Ivory Coast,2009,4.197,8.181,0.667,48.900,0.760,-0.157,0.902,0.555,0.186
+Ivory Coast,2013,3.739,8.285,0.709,51.300,0.739,-0.037,0.691,0.661,0.306
+Ivory Coast,2014,3.570,8.351,0.711,51.900,0.781,-0.087,0.671,0.603,0.291
+Ivory Coast,2015,4.445,8.395,0.704,52.500,0.800,-0.059,0.744,0.614,0.347
+Ivory Coast,2016,4.543,8.438,0.617,53.075,0.769,-0.048,0.757,0.693,0.378
+Ivory Coast,2017,5.038,8.484,0.661,53.650,0.732,-0.116,0.771,0.662,0.357
+Ivory Coast,2018,5.268,8.505,0.621,54.225,0.713,-0.054,0.791,0.659,0.386
+Ivory Coast,2019,5.392,8.543,0.679,54.800,0.736,-0.021,0.799,0.663,0.425
+Ivory Coast,2020,5.257,8.535,0.613,55.375,0.770,0.012,0.777,0.655,0.340
+Ivory Coast,2021,5.056,8.579,0.554,55.950,0.717,-0.004,0.716,0.626,0.345
+Ivory Coast,2022,4.849,8.619,0.536,56.525,0.713,-0.009,0.743,0.629,0.399
+Ivory Coast,2023,5.337,8.656,0.623,57.100,0.753,-0.057,0.676,0.670,0.307
+Jamaica,2006,6.208,9.249,0.909,66.600,0.738,-0.011,0.946,0.753,0.201
+Jamaica,2011,5.374,9.193,0.855,66.600,0.796,-0.071,0.909,0.764,0.237
+Jamaica,2013,5.709,9.182,0.865,66.600,0.793,-0.029,0.931,0.694,0.312
+Jamaica,2014,5.311,9.185,0.874,66.600,0.809,-0.008,0.861,0.708,0.310
+Jamaica,2017,5.890,9.209,0.913,66.600,0.861,-0.138,0.883,0.700,0.243
+Jamaica,2019,6.309,9.234,0.878,66.600,0.891,-0.146,0.885,0.722,0.195
+Jamaica,2020,5.425,9.128,0.870,66.600,0.865,-0.152,0.836,0.712,0.266
+Jamaica,2021,5.814,9.170,0.857,66.600,0.731,-0.084,0.883,0.689,0.308
+Jamaica,2022,5.870,9.212,0.868,66.600,0.874,-0.091,0.910,0.718,0.269
+Japan,2005,6.516,10.552,0.928,72.400,0.868,,0.699,0.686,0.153
+Japan,2007,6.238,10.578,0.938,72.640,0.796,-0.097,0.809,0.683,0.207
+Japan,2008,5.911,10.566,0.887,72.760,0.772,-0.142,0.816,0.705,0.191
+Japan,2009,5.845,10.507,0.888,72.880,0.730,-0.217,0.740,0.713,0.169
+Japan,2010,6.057,10.547,0.902,73.000,0.772,-0.147,0.770,0.779,0.188
+Japan,2011,6.263,10.549,0.917,73.120,0.814,-0.059,0.734,0.714,0.181
+Japan,2012,5.968,10.565,0.905,73.240,0.753,,0.692,0.708,0.171
+Japan,2013,5.959,10.586,0.924,73.360,0.821,-0.154,0.650,0.719,0.175
+Japan,2014,5.923,10.590,0.900,73.480,0.838,-0.146,0.617,0.687,0.189
+Japan,2015,5.880,10.607,0.923,73.600,0.832,-0.162,0.654,0.702,0.176
+Japan,2016,5.955,10.615,0.900,73.725,0.836,-0.069,0.698,0.690,0.192
+Japan,2017,5.911,10.632,0.882,73.850,0.849,-0.213,0.659,0.692,0.176
+Japan,2018,5.794,10.640,0.886,73.975,0.773,-0.268,0.687,0.649,0.185
+Japan,2019,5.908,10.637,0.878,74.100,0.806,-0.261,0.617,0.693,0.194
+Japan,2020,6.118,10.596,0.887,74.225,0.806,-0.266,0.609,0.681,0.186
+Japan,2021,6.091,10.622,0.896,74.350,0.801,-0.213,0.670,0.674,0.189
+Japan,2022,6.178,10.637,0.899,74.475,0.789,-0.237,0.643,0.670,0.165
+Japan,2023,5.910,10.654,0.842,74.600,0.777,-0.222,0.594,0.638,0.178
+Jordan,2005,6.295,9.283,0.920,65.800,,,0.670,0.630,0.240
+Jordan,2007,5.598,9.308,0.841,66.160,0.646,-0.117,0.664,,0.240
+Jordan,2008,4.930,9.354,0.766,66.340,,-0.134,0.709,0.656,0.331
+Jordan,2009,6.000,9.381,0.899,66.520,0.771,-0.083,0.739,0.587,0.265
+Jordan,2010,5.570,9.382,0.918,66.700,0.788,-0.057,,0.564,0.343
+Jordan,2011,5.539,9.383,0.878,66.880,0.760,-0.155,,0.551,0.260
+Jordan,2012,5.132,9.393,0.829,67.060,0.693,-0.175,,0.469,0.345
+Jordan,2013,5.172,9.354,0.840,67.240,0.692,-0.131,,0.597,0.286
+Jordan,2014,5.333,9.269,0.816,67.420,0.729,-0.113,,0.602,0.313
+Jordan,2015,5.405,9.202,0.830,67.600,0.767,-0.051,,0.617,0.305
+Jordan,2016,5.271,9.173,0.820,67.600,0.771,-0.042,,0.598,0.312
+Jordan,2017,4.808,9.173,0.815,67.600,0.766,-0.156,,0.554,0.392
+Jordan,2018,4.639,9.168,0.800,67.600,0.762,-0.189,,,
+Jordan,2019,4.453,9.163,0.793,67.600,0.726,-0.168,,,
+Jordan,2020,4.094,9.125,0.709,67.600,0.779,-0.154,,,
+Jordan,2021,3.909,9.127,0.703,67.600,0.773,-0.148,0.656,0.480,0.429
+Jordan,2022,4.356,9.140,0.774,67.600,0.759,-0.156,0.715,0.521,0.435
+Jordan,2023,4.292,9.151,0.721,67.600,0.754,-0.143,0.651,0.518,0.442
+Kazakhstan,2006,5.476,9.804,0.872,58.000,0.731,-0.280,0.865,0.602,0.185
+Kazakhstan,2007,5.719,9.878,0.861,58.600,0.806,-0.251,0.865,0.557,0.179
+Kazakhstan,2008,5.886,9.892,0.839,59.200,0.727,-0.226,0.899,0.613,0.160
+Kazakhstan,2009,5.383,9.884,0.893,59.800,0.856,-0.255,0.845,0.595,0.129
+Kazakhstan,2010,5.514,9.940,0.904,60.400,0.785,-0.221,0.823,0.655,0.149
+Kazakhstan,2011,5.736,9.997,0.905,61.000,0.878,-0.241,0.802,0.622,0.154
+Kazakhstan,2012,5.759,10.030,0.892,61.600,0.840,-0.177,0.877,0.667,0.184
+Kazakhstan,2013,5.835,10.074,0.889,62.200,0.782,-0.235,0.820,0.629,0.164
+Kazakhstan,2014,5.970,10.101,0.795,62.800,0.799,-0.002,0.805,0.671,0.169
+Kazakhstan,2015,5.950,10.098,0.931,63.400,0.740,-0.043,0.714,0.682,0.174
+Kazakhstan,2016,5.534,10.095,0.928,63.800,0.783,-0.042,0.702,0.641,0.155
+Kazakhstan,2017,5.882,10.121,0.914,64.200,0.745,-0.041,0.755,0.698,0.171
+Kazakhstan,2018,6.008,10.148,0.937,64.600,0.840,-0.104,0.824,0.611,0.162
+Kazakhstan,2019,6.272,10.179,0.951,65.000,0.852,-0.061,0.708,0.711,0.139
+Kazakhstan,2020,6.168,10.141,0.966,65.400,0.872,-0.062,0.661,0.620,0.150
+Kazakhstan,2021,6.260,10.170,0.906,65.800,0.807,0.034,0.782,0.663,0.122
+Kazakhstan,2022,6.006,10.169,0.923,66.200,0.883,0.022,0.720,0.652,0.132
+Kazakhstan,2023,6.299,10.172,0.929,66.600,0.901,0.050,0.812,0.626,0.114
+Kenya,2006,4.223,8.164,0.909,51.420,0.616,-0.034,0.860,0.657,0.198
+Kenya,2007,4.576,8.201,0.841,51.940,0.750,0.040,0.799,0.698,0.162
+Kenya,2008,4.015,8.173,0.827,52.460,0.620,-0.026,0.909,0.733,0.149
+Kenya,2009,4.270,8.176,0.789,52.980,0.584,0.086,0.913,0.679,0.183
+Kenya,2010,4.256,8.226,0.805,53.500,0.635,0.005,0.918,0.758,0.123
+Kenya,2011,4.405,8.249,0.846,54.020,0.709,0.009,0.923,0.706,0.228
+Kenya,2012,4.547,8.269,0.831,54.540,0.628,0.053,0.911,0.667,0.194
+Kenya,2013,3.795,8.282,0.825,55.060,0.708,0.201,0.861,0.729,0.161
+Kenya,2014,4.905,8.308,0.765,55.580,0.819,0.161,0.849,0.779,0.221
+Kenya,2015,4.358,8.334,0.777,56.100,0.793,0.209,0.853,0.673,0.172
+Kenya,2016,4.396,8.353,0.706,56.500,0.749,0.288,0.828,0.730,0.226
+Kenya,2017,4.476,8.369,0.715,56.900,0.853,0.225,0.854,0.754,0.230
+Kenya,2018,4.656,8.404,0.707,57.300,0.821,0.282,0.844,0.747,0.237
+Kenya,2019,4.619,8.434,0.676,57.700,0.818,0.300,0.794,0.728,0.251
+Kenya,2020,4.547,8.411,0.674,58.100,0.702,0.251,0.837,0.738,0.297
+Kenya,2021,4.465,8.465,0.702,58.500,0.678,0.313,0.841,0.745,0.253
+Kenya,2022,4.448,8.493,0.691,58.900,0.706,0.292,0.878,0.725,0.281
+Kenya,2023,4.496,8.523,0.703,59.300,0.736,0.316,0.800,0.756,0.245
+Kosovo,2007,5.104,,0.848,,0.381,,0.894,0.614,0.237
+Kosovo,2008,5.522,8.858,0.884,,,0.094,0.849,0.500,0.318
+Kosovo,2009,5.891,8.899,0.830,,0.506,0.203,0.968,0.528,0.169
+Kosovo,2010,5.177,8.940,0.708,,0.451,0.171,0.967,0.673,0.118
+Kosovo,2011,4.860,8.992,0.759,,0.589,0.004,0.919,0.604,0.124
+Kosovo,2012,5.640,9.000,0.757,,0.636,0.028,0.950,0.562,0.100
+Kosovo,2013,6.126,9.046,0.721,,0.568,0.114,0.935,0.650,0.203
+Kosovo,2014,5.000,9.082,0.706,,0.441,0.010,0.775,0.552,0.206
+Kosovo,2015,5.077,9.153,0.805,,0.561,0.177,0.851,0.685,0.180
+Kosovo,2016,5.759,9.213,0.824,,0.827,0.120,0.941,0.588,0.150
+Kosovo,2017,6.149,9.253,0.792,,0.858,0.112,0.925,0.617,0.186
+Kosovo,2018,6.392,9.283,0.822,,0.890,0.264,0.922,0.642,0.170
+Kosovo,2019,6.425,9.334,0.843,,0.841,0.242,0.920,0.612,0.141
+Kosovo,2020,6.294,9.279,0.792,,0.880,0.302,0.910,0.593,0.201
+Kosovo,2021,6.648,9.383,0.849,,0.840,0.258,0.842,0.578,0.116
+Kosovo,2022,6.160,9.431,0.888,,0.865,0.208,0.846,0.549,0.142
+Kosovo,2023,6.878,9.480,0.807,,0.900,0.285,0.811,0.682,0.140
+Kuwait,2006,6.076,11.233,0.919,68.400,0.769,-0.242,0.328,0.788,0.182
+Kuwait,2009,6.585,11.074,0.926,69.000,0.819,0.000,0.675,0.694,0.252
+Kuwait,2010,6.798,10.998,0.893,69.200,0.703,-0.039,0.486,0.687,0.203
+Kuwait,2011,6.378,11.024,0.882,69.400,0.769,,0.560,0.726,0.177
+Kuwait,2012,6.221,11.012,0.889,69.600,0.934,,,0.794,0.095
+Kuwait,2013,6.480,10.952,0.862,69.800,0.751,,,0.686,0.283
+Kuwait,2014,6.180,10.926,,70.000,,,,,
+Kuwait,2015,6.146,10.893,0.823,70.200,0.822,0.077,,0.678,0.324
+Kuwait,2016,5.947,10.887,0.845,70.175,0.841,-0.080,,0.643,0.315
+Kuwait,2017,6.094,10.820,0.853,70.150,0.884,-0.010,,0.649,0.307
+Kuwait,2019,6.106,10.765,0.842,70.100,0.867,-0.106,,0.643,0.303
+Kuwait,2022,6.758,10.803,0.874,70.025,0.969,0.142,,0.738,0.156
+Kuwait,2023,7.130,10.812,0.890,70.000,0.898,0.136,,0.729,0.207
+Kyrgyzstan,2006,4.641,8.185,0.844,59.920,0.678,-0.145,0.879,0.555,0.159
+Kyrgyzstan,2007,4.698,8.258,0.833,60.340,0.684,-0.097,0.929,0.590,0.130
+Kyrgyzstan,2008,4.737,8.329,0.792,60.760,0.719,-0.105,0.923,0.594,0.147
+Kyrgyzstan,2009,5.069,8.345,0.855,61.180,0.699,-0.145,0.896,0.554,0.165
+Kyrgyzstan,2010,4.996,8.329,0.885,61.600,0.720,-0.077,0.926,0.516,0.123
+Kyrgyzstan,2011,4.921,8.374,0.891,62.020,0.748,-0.160,0.932,0.579,0.151
+Kyrgyzstan,2012,5.208,8.357,0.856,62.440,0.703,-0.084,0.892,0.580,0.182
+Kyrgyzstan,2013,5.402,8.441,0.851,62.860,0.755,-0.090,0.900,0.595,0.135
+Kyrgyzstan,2014,5.252,8.460,0.898,63.280,0.736,0.350,0.897,0.617,0.185
+Kyrgyzstan,2015,4.905,8.477,0.857,63.700,0.813,0.194,0.858,0.658,0.173
+Kyrgyzstan,2016,4.857,8.500,0.914,64.225,0.814,0.051,0.917,0.668,0.126
+Kyrgyzstan,2017,5.630,8.526,0.883,64.750,0.859,0.138,0.874,0.640,0.160
+Kyrgyzstan,2018,5.297,8.543,0.898,65.275,0.945,0.262,0.907,0.617,0.203
+Kyrgyzstan,2019,5.685,8.568,0.877,65.800,0.920,-0.008,0.885,0.625,0.207
+Kyrgyzstan,2020,6.250,8.461,0.902,66.325,0.935,0.101,0.931,0.672,0.258
+Kyrgyzstan,2021,5.564,8.504,0.904,66.850,0.918,0.199,0.903,0.660,0.226
+Kyrgyzstan,2022,5.668,8.555,0.927,67.375,0.948,0.230,0.876,0.646,0.204
+Kyrgyzstan,2023,5.910,8.573,0.946,67.900,0.943,0.145,0.899,0.681,0.165
+Laos,2006,5.076,8.234,0.807,55.880,0.925,0.435,0.688,0.790,0.163
+Laos,2007,5.364,8.291,0.790,56.260,0.867,0.474,0.580,0.752,0.136
+Laos,2008,5.044,8.351,0.807,56.640,0.886,0.412,0.637,0.728,0.202
+Laos,2011,4.704,8.538,0.691,57.780,0.882,0.454,0.587,0.746,0.225
+Laos,2012,4.876,8.601,0.693,58.160,,0.227,,0.741,0.387
+Laos,2017,4.623,8.883,0.707,59.900,0.891,0.068,0.592,0.712,0.344
+Laos,2018,4.859,8.929,0.705,60.200,0.907,0.136,0.634,0.711,0.332
+Laos,2019,5.197,8.967,0.729,60.500,0.906,0.055,0.620,0.718,0.306
+Laos,2020,5.284,8.957,0.660,60.800,0.915,0.136,0.748,0.714,0.358
+Laos,2021,4.927,8.968,0.650,61.100,0.927,0.037,0.668,0.702,0.292
+Laos,2022,4.962,8.981,0.659,61.400,0.891,0.091,0.706,0.675,0.334
+Laos,2023,5.486,9.005,0.678,61.700,0.904,0.099,0.724,0.679,0.335
+Latvia,2006,4.710,10.042,0.884,63.100,0.641,-0.236,0.937,0.590,0.234
+Latvia,2007,4.667,10.145,0.836,63.400,0.700,-0.173,0.924,0.594,0.247
+Latvia,2008,5.145,10.123,0.855,63.700,0.630,-0.210,0.926,0.633,0.215
+Latvia,2009,4.669,9.985,0.807,64.000,0.437,-0.187,0.942,0.537,0.242
+Latvia,2011,4.967,10.004,0.836,64.600,0.564,-0.006,0.934,0.563,0.222
+Latvia,2012,5.125,10.085,0.851,64.900,0.564,-0.044,0.895,0.588,0.232
+Latvia,2013,5.070,10.115,0.834,65.200,0.631,-0.079,0.837,0.605,0.227
+Latvia,2014,5.729,10.143,0.881,65.500,0.671,-0.049,0.804,0.605,0.226
+Latvia,2015,5.881,10.190,0.879,65.800,0.656,-0.084,0.808,0.559,0.228
+Latvia,2016,5.940,10.222,0.917,65.900,0.685,-0.163,0.868,0.583,0.231
+Latvia,2017,5.978,10.264,0.895,66.000,0.700,-0.161,0.798,0.565,0.232
+Latvia,2018,5.901,10.311,0.913,66.100,0.608,-0.218,0.799,0.521,0.192
+Latvia,2019,5.970,10.343,0.936,66.200,0.698,-0.200,0.789,0.537,0.212
+Latvia,2020,6.229,10.328,0.928,66.300,0.820,-0.086,0.809,0.674,0.202
+Latvia,2021,6.353,10.376,0.954,66.400,0.815,-0.104,0.840,0.716,0.186
+Latvia,2022,6.055,10.396,0.928,66.500,0.817,0.018,0.844,0.632,0.161
+Latvia,2023,6.296,10.408,0.932,66.600,0.816,0.059,0.800,0.671,0.257
+Lebanon,2005,5.491,9.571,0.796,65.100,0.703,,0.945,0.558,0.292
+Lebanon,2006,4.653,9.570,0.853,65.160,0.670,0.064,0.902,0.501,0.320
+Lebanon,2008,4.595,9.711,0.717,65.280,0.524,0.031,0.927,0.475,0.365
+Lebanon,2009,5.206,9.796,0.736,65.340,0.665,0.067,0.937,0.472,0.401
+Lebanon,2010,5.032,9.864,0.721,65.400,0.678,0.068,0.949,0.457,0.341
+Lebanon,2011,5.188,9.862,0.733,65.460,0.657,-0.002,0.911,0.506,0.320
+Lebanon,2012,4.573,9.862,0.713,65.520,0.621,-0.016,0.856,0.442,0.339
+Lebanon,2013,4.983,9.807,0.708,65.580,0.655,-0.012,0.921,0.446,0.409
+Lebanon,2014,5.233,9.732,0.759,65.640,0.657,-0.017,0.939,0.525,0.267
+Lebanon,2015,5.172,9.717,0.742,65.700,0.597,0.066,0.889,0.524,0.243
+Lebanon,2016,5.271,9.754,0.828,65.775,0.657,0.021,0.853,0.513,0.263
+Lebanon,2017,5.154,9.787,0.777,65.850,0.605,-0.088,0.911,0.469,0.244
+Lebanon,2018,5.167,9.795,0.829,65.925,0.607,-0.081,0.907,0.415,0.271
+Lebanon,2019,4.024,9.752,0.866,66.000,0.447,-0.098,0.890,0.308,0.494
+Lebanon,2020,2.634,9.532,0.547,66.075,0.552,-0.139,0.884,0.352,0.482
+Lebanon,2021,2.179,9.472,0.507,66.150,0.423,-0.164,0.905,0.263,0.569
+Lebanon,2022,2.352,9.458,0.535,66.225,0.450,-0.130,0.883,0.298,0.430
+Lebanon,2023,3.588,9.471,0.686,66.300,0.499,-0.102,0.895,0.373,0.385
+Lesotho,2011,4.898,7.785,0.824,41.520,0.618,-0.093,0.768,0.754,0.170
+Lesotho,2016,3.808,7.897,0.798,42.250,0.729,-0.100,0.743,0.685,0.270
+Lesotho,2017,3.795,7.852,0.769,42.900,0.757,-0.144,0.797,0.706,0.255
+Lesotho,2019,3.512,7.805,0.790,44.200,0.716,-0.127,0.915,0.707,0.273
+Lesotho,2022,3.186,7.733,0.680,46.150,0.709,-0.102,0.815,0.709,0.288
+Liberia,2007,3.701,7.179,0.594,51.860,0.790,0.111,0.776,0.600,0.435
+Liberia,2008,4.221,7.207,0.619,51.940,0.724,-0.038,0.840,0.629,0.261
+Liberia,2010,4.196,7.257,0.827,52.100,0.819,-0.043,0.818,0.549,0.217
+Liberia,2014,4.571,7.386,0.708,52.420,0.590,-0.035,0.869,0.565,0.443
+Liberia,2015,2.702,7.366,0.638,52.500,0.671,-0.067,0.903,0.519,0.388
+Liberia,2016,3.355,7.330,0.643,53.100,0.763,0.028,0.901,0.625,0.509
+Liberia,2017,4.424,7.335,0.685,53.700,0.733,-0.018,0.867,0.674,0.391
+Liberia,2018,4.135,7.328,0.727,54.300,0.766,0.044,0.868,0.664,0.436
+Liberia,2019,5.121,7.283,0.712,54.900,0.706,0.044,0.828,0.645,0.389
+Liberia,2022,4.042,7.287,0.597,56.700,0.732,0.150,0.828,0.637,0.439
+Liberia,2023,4.494,7.309,0.630,57.300,0.720,0.039,0.834,0.608,0.428
+Libya,2012,5.754,10.380,0.855,65.140,0.712,-0.076,0.791,0.633,0.316
+Libya,2015,5.615,9.858,0.868,64.300,0.775,-0.089,,0.652,0.369
+Libya,2016,5.434,9.828,0.876,64.525,0.822,-0.135,,0.645,0.383
+Libya,2017,5.647,10.095,0.823,64.750,0.779,-0.068,0.673,0.643,0.379
+Libya,2018,5.494,10.156,0.824,64.975,0.781,-0.146,0.646,0.635,0.399
+Libya,2019,5.330,10.023,0.827,65.200,0.762,-0.107,0.686,0.629,0.401
+Libya,2022,5.760,9.893,0.813,65.875,0.761,-0.043,0.668,0.627,0.399
+Libya,2023,5.970,,0.748,66.100,0.762,,0.644,0.585,0.372
+Lithuania,2006,5.954,10.042,0.930,63.500,0.567,-0.301,0.967,0.567,0.254
+Lithuania,2007,5.808,10.160,0.941,63.700,0.590,-0.287,0.966,0.523,0.279
+Lithuania,2008,5.554,10.196,0.914,63.900,0.621,-0.265,0.961,0.501,0.276
+Lithuania,2009,5.467,10.046,0.933,64.100,0.496,-0.309,0.979,0.525,0.271
+Lithuania,2010,5.066,10.083,0.882,64.300,0.519,-0.281,0.962,0.463,0.272
+Lithuania,2011,5.432,10.165,0.911,64.500,0.566,-0.154,0.964,0.556,0.275
+Lithuania,2012,5.771,10.216,0.919,64.700,0.503,-0.279,0.957,0.557,0.277
+Lithuania,2013,5.596,10.261,0.913,64.900,0.556,-0.242,0.936,0.540,0.294
+Lithuania,2014,6.126,10.304,0.908,65.100,0.508,-0.269,0.956,0.565,0.287
+Lithuania,2015,5.711,10.334,0.929,65.300,0.641,-0.259,0.924,0.534,0.276
+Lithuania,2016,5.866,10.371,0.938,65.650,0.614,-0.272,0.949,0.553,0.250
+Lithuania,2017,6.273,10.427,0.926,66.000,0.749,-0.179,0.790,0.590,0.195
+Lithuania,2018,6.309,10.476,0.929,66.350,0.699,-0.243,0.852,0.518,0.214
+Lithuania,2019,6.064,10.524,0.918,66.700,0.780,-0.258,0.783,0.568,0.276
+Lithuania,2020,6.391,10.523,0.953,67.050,0.824,-0.129,0.829,0.626,0.202
+Lithuania,2021,6.865,10.579,0.928,67.400,0.707,-0.121,0.878,0.667,0.191
+Lithuania,2022,7.038,10.586,0.937,67.750,0.710,-0.192,0.685,0.471,0.132
+Lithuania,2023,6.553,10.575,0.881,68.100,0.734,-0.232,0.751,0.493,0.201
+Luxembourg,2009,6.958,11.628,0.939,70.300,0.939,0.116,0.432,0.713,0.238
+Luxembourg,2010,7.097,11.647,0.952,70.500,0.908,0.086,0.423,0.718,0.216
+Luxembourg,2011,7.101,11.635,0.934,70.700,0.962,0.097,0.388,0.744,0.200
+Luxembourg,2012,6.964,11.627,0.914,70.900,0.917,0.048,0.403,0.726,0.227
+Luxembourg,2013,7.131,11.636,0.917,71.100,0.790,-0.065,0.301,0.601,0.185
+Luxembourg,2014,6.891,11.638,0.875,71.300,0.938,0.097,0.366,0.760,0.170
+Luxembourg,2015,6.702,11.637,0.934,71.500,0.932,0.044,0.375,0.728,0.193
+Luxembourg,2016,6.967,11.664,0.941,71.525,0.882,0.011,0.356,0.706,0.192
+Luxembourg,2017,7.061,11.653,0.905,71.550,0.903,0.036,0.330,0.726,0.184
+Luxembourg,2018,7.243,11.645,0.902,71.575,0.884,-0.028,0.385,0.715,0.202
+Luxembourg,2019,7.404,11.649,0.912,71.600,0.930,-0.051,0.390,0.742,0.212
+Luxembourg,2022,7.228,11.657,0.878,71.675,0.915,0.023,0.345,0.718,0.218
+Luxembourg,2023,7.016,11.649,0.879,71.700,0.911,0.033,0.343,0.751,0.194
+Madagascar,2006,3.980,7.351,0.711,54.140,,-0.042,,0.563,0.161
+Madagascar,2008,4.640,7.413,0.776,54.620,0.332,-0.103,0.773,0.583,0.215
+Madagascar,2011,4.381,7.309,0.818,55.340,0.546,-0.065,0.897,0.516,0.235
+Madagascar,2012,3.551,7.311,0.673,55.580,0.487,-0.058,0.854,0.588,0.194
+Madagascar,2013,3.816,7.307,0.673,55.820,0.480,-0.022,0.868,0.600,0.241
+Madagascar,2014,3.676,7.314,0.655,56.060,0.529,-0.026,0.791,0.641,0.192
+Madagascar,2015,3.593,7.319,0.647,56.300,0.545,-0.044,0.861,0.674,0.226
+Madagascar,2016,3.663,7.332,0.746,56.550,0.570,-0.072,0.864,0.670,0.204
+Madagascar,2017,4.079,7.345,0.626,56.800,0.570,-0.037,0.847,0.701,0.375
+Madagascar,2018,4.071,7.351,0.666,57.050,0.551,0.000,0.889,0.723,0.362
+Madagascar,2019,4.339,7.369,0.701,57.300,0.550,-0.015,0.720,0.699,0.304
+Madagascar,2022,4.019,7.315,0.642,58.050,0.523,0.070,0.740,0.687,0.345
+Madagascar,2023,4.433,7.333,0.692,58.300,0.504,0.096,0.784,0.718,0.389
+Malawi,2006,3.830,7.015,0.554,45.360,0.767,0.171,0.676,0.609,0.222
+Malawi,2007,4.891,7.078,0.600,46.420,0.910,0.173,0.691,0.691,0.176
+Malawi,2009,5.148,7.174,0.718,48.540,0.879,0.147,0.689,0.694,0.130
+Malawi,2011,3.946,7.231,0.613,50.660,0.733,0.070,0.853,0.620,0.268
+Malawi,2012,4.279,7.221,0.604,51.720,0.637,0.140,0.886,0.717,0.200
+Malawi,2013,4.035,7.246,0.563,52.780,0.752,0.049,0.857,0.699,0.248
+Malawi,2014,4.563,7.273,0.512,53.840,0.786,0.032,0.824,0.653,0.263
+Malawi,2015,3.868,7.273,0.494,54.900,0.801,0.029,0.835,0.602,0.260
+Malawi,2016,3.476,7.270,0.524,55.450,0.810,0.037,0.824,0.584,0.325
+Malawi,2017,3.417,7.283,0.555,56.000,0.848,-0.004,0.735,0.592,0.312
+Malawi,2018,3.335,7.299,0.528,56.550,0.799,0.043,0.766,0.548,0.365
+Malawi,2019,3.869,7.325,0.549,57.100,0.765,-0.027,0.680,0.517,0.348
+Malawi,2021,3.635,7.307,0.558,58.200,0.757,-0.014,0.740,0.551,0.326
+Malawi,2022,3.356,7.291,0.503,58.750,0.744,0.017,0.755,0.536,0.329
+Malawi,2023,3.272,7.279,0.470,59.300,0.738,0.014,0.745,0.520,0.338
+Malaysia,2006,6.012,9.827,0.866,65.080,0.837,0.196,0.740,0.687,0.243
+Malaysia,2007,6.239,9.867,0.871,65.160,0.844,0.085,0.799,0.719,0.162
+Malaysia,2008,5.807,9.893,0.803,65.240,0.780,0.040,0.884,0.728,0.186
+Malaysia,2009,5.385,9.858,0.792,65.320,0.874,-0.013,0.858,0.740,0.164
+Malaysia,2010,5.580,9.912,0.839,65.400,0.769,0.028,0.844,0.752,0.192
+Malaysia,2011,5.786,9.948,0.770,65.480,0.840,-0.021,0.842,0.785,0.155
+Malaysia,2012,5.914,9.985,0.841,65.560,0.848,0.013,0.847,0.744,0.177
+Malaysia,2013,5.770,10.015,0.831,65.640,0.791,0.260,0.755,0.664,0.317
+Malaysia,2014,5.963,10.057,0.863,65.720,0.808,0.235,0.845,0.711,0.261
+Malaysia,2015,6.322,10.092,0.818,65.800,0.675,0.218,0.838,0.733,0.314
+Malaysia,2018,5.339,10.197,0.789,65.725,0.875,0.123,0.894,0.716,0.200
+Malaysia,2019,5.428,10.228,0.842,65.700,0.916,0.119,0.782,0.735,0.176
+Malaysia,2020,6.014,10.159,0.797,65.675,0.878,0.096,0.747,0.721,0.288
+Malaysia,2021,6.010,10.179,0.794,65.650,0.878,0.218,0.769,0.728,0.183
+Malaysia,2022,6.048,10.251,0.815,65.625,0.957,0.208,0.789,0.767,0.191
+Malaysia,2023,5.868,10.283,0.779,65.600,0.965,0.154,0.754,0.761,0.195
+Maldives,2018,5.198,9.893,0.913,69.775,0.855,0.013,,,
+Mali,2006,4.014,7.561,0.761,49.940,0.555,-0.075,0.761,0.748,0.209
+Mali,2008,4.115,7.576,0.747,50.620,0.495,-0.015,0.918,0.717,0.164
+Mali,2009,3.977,7.591,0.733,50.960,0.634,0.005,0.819,0.729,0.150
+Mali,2010,3.762,7.610,0.751,51.300,0.749,-0.031,0.811,0.764,0.162
+Mali,2011,4.667,7.609,0.796,51.640,0.823,-0.103,0.726,0.752,0.132
+Mali,2012,4.313,7.572,0.823,51.980,0.704,-0.091,0.787,0.647,0.109
+Mali,2013,3.676,7.565,0.820,52.320,0.665,-0.056,0.755,0.717,0.193
+Mali,2014,3.975,7.602,0.843,52.660,0.652,-0.040,0.658,0.722,0.186
+Mali,2015,4.582,7.631,0.830,53.000,0.634,-0.070,0.800,0.696,0.243
+Mali,2016,4.016,7.655,0.836,53.400,0.696,-0.072,0.862,0.738,0.305
+Mali,2017,4.742,7.675,0.741,53.800,0.753,-0.072,0.863,0.665,0.393
+Mali,2018,4.416,7.690,0.692,54.200,0.737,-0.036,0.793,0.689,0.370
+Mali,2019,4.988,7.705,0.755,54.600,0.670,-0.040,0.846,0.646,0.358
+Mali,2020,4.269,7.661,0.568,55.000,0.645,-0.069,0.895,0.648,0.440
+Mali,2021,4.113,7.659,0.573,55.400,0.673,-0.004,0.902,0.640,0.438
+Mali,2022,4.211,7.665,0.642,55.800,0.818,-0.024,0.746,0.655,0.408
+Mali,2023,4.370,7.673,0.641,56.200,0.776,-0.043,0.790,0.660,0.324
+Malta,2009,6.328,10.353,0.916,70.220,0.803,0.456,,0.626,0.358
+Malta,2010,5.774,10.402,0.908,70.400,0.802,0.278,,0.624,0.375
+Malta,2011,6.155,10.402,0.923,70.580,0.882,0.288,,0.638,0.340
+Malta,2012,5.963,10.433,0.922,70.760,0.861,0.343,,0.639,0.391
+Malta,2013,6.380,10.473,0.942,70.940,0.909,0.400,,0.629,0.370
+Malta,2014,6.452,10.526,0.941,71.120,0.904,0.395,0.670,0.606,0.352
+Malta,2015,6.613,10.594,0.919,71.300,0.912,0.339,0.664,0.641,0.355
+Malta,2016,6.591,10.604,0.930,71.350,0.916,0.339,0.696,0.645,0.355
+Malta,2017,6.676,10.681,0.937,71.400,0.924,0.244,0.690,0.666,0.302
+Malta,2018,6.910,10.705,0.932,71.450,0.927,0.170,0.595,0.666,0.296
+Malta,2019,6.733,10.734,0.922,71.500,0.924,0.077,0.689,0.642,0.356
+Malta,2020,6.157,10.622,0.938,71.550,0.931,-0.005,0.675,0.576,0.411
+Malta,2021,6.444,10.727,0.897,71.600,0.889,0.239,0.753,0.635,0.375
+Malta,2022,6.299,10.784,0.932,71.650,0.838,0.246,0.758,0.671,0.370
+Malta,2023,6.295,,0.912,71.700,0.851,,0.780,0.644,0.361
+Mauritania,2007,4.149,8.528,0.682,56.500,0.573,-0.077,0.586,0.732,0.174
+Mauritania,2008,4.248,8.500,0.670,56.800,0.593,-0.023,0.841,0.747,0.176
+Mauritania,2009,4.500,8.474,0.819,57.100,0.735,0.034,0.848,0.717,0.170
+Mauritania,2010,4.772,8.471,0.857,57.400,0.669,0.050,0.727,0.737,0.129
+Mauritania,2011,4.785,8.482,0.750,57.700,0.567,0.047,0.747,0.729,0.175
+Mauritania,2012,4.673,8.494,0.763,58.000,0.487,-0.026,0.707,0.749,0.164
+Mauritania,2013,4.199,8.506,0.741,58.300,0.603,-0.084,0.676,0.743,0.196
+Mauritania,2014,4.483,8.521,0.853,58.600,0.468,-0.060,0.589,0.743,0.163
+Mauritania,2015,3.923,8.547,0.875,58.900,0.447,0.050,0.715,0.798,0.194
+Mauritania,2016,4.472,8.533,0.785,59.125,0.467,-0.181,0.842,0.710,0.222
+Mauritania,2017,4.678,8.568,0.779,59.350,0.527,-0.161,0.777,0.631,0.272
+Mauritania,2018,4.314,8.588,0.802,59.575,0.467,-0.121,0.711,0.665,0.276
+Mauritania,2019,4.153,8.614,0.798,59.800,0.628,-0.111,0.743,0.686,0.260
+Mauritania,2022,4.724,8.602,0.648,60.475,0.624,-0.016,0.657,0.631,0.389
+Mauritania,2023,4.292,8.620,0.606,60.700,0.540,0.018,0.669,0.708,0.329
+Mauritius,2011,5.477,9.797,0.800,63.520,0.848,0.184,0.847,0.653,0.253
+Mauritius,2014,5.648,9.895,0.785,63.880,0.824,0.168,0.879,0.741,0.222
+Mauritius,2016,5.610,9.968,0.836,63.975,0.819,0.131,0.891,0.706,0.246
+Mauritius,2017,6.174,10.005,0.910,63.950,0.912,0.079,0.818,0.682,0.169
+Mauritius,2018,5.882,10.044,0.909,63.925,0.867,-0.081,0.785,0.710,0.158
+Mauritius,2019,6.241,10.072,0.913,63.900,0.893,-0.061,0.810,0.735,0.149
+Mauritius,2020,6.015,9.914,0.893,63.875,0.843,-0.038,0.772,0.700,0.138
+Mauritius,2021,5.949,9.948,0.887,63.850,0.802,-0.013,0.784,0.666,0.136
+Mauritius,2022,5.741,10.034,0.887,63.825,0.798,-0.042,0.769,0.725,0.168
+Mauritius,2023,5.759,10.083,0.868,63.800,0.797,-0.002,0.769,0.664,0.160
+Mexico,2005,6.581,9.792,0.903,64.400,0.814,,0.764,0.763,0.219
+Mexico,2007,6.525,9.831,0.879,64.680,0.670,-0.101,0.747,0.754,0.248
+Mexico,2008,6.829,9.830,0.876,64.820,0.677,-0.134,0.785,0.774,0.201
+Mexico,2009,6.963,9.764,0.868,64.960,0.682,-0.082,0.764,0.763,0.196
+Mexico,2010,6.802,9.800,0.876,65.100,0.778,-0.055,0.693,0.745,0.215
+Mexico,2011,6.910,9.822,0.824,65.240,0.831,-0.106,0.698,0.700,0.228
+Mexico,2012,7.320,9.844,0.767,65.380,0.788,-0.099,0.633,0.722,0.278
+Mexico,2013,7.443,9.844,0.759,65.520,0.739,-0.171,0.615,0.750,0.223
+Mexico,2014,6.680,9.860,0.782,65.660,0.779,-0.101,0.630,0.760,0.229
+Mexico,2015,6.236,9.880,0.761,65.800,0.719,-0.158,0.708,0.706,0.237
+Mexico,2016,6.824,9.895,0.893,65.800,0.752,-0.160,0.809,0.802,0.220
+Mexico,2017,6.410,9.905,0.800,65.800,0.861,-0.208,0.801,0.775,0.231
+Mexico,2018,6.550,9.917,0.858,65.800,0.816,-0.186,0.809,0.815,0.213
+Mexico,2019,6.432,9.907,0.852,65.800,0.903,-0.148,0.809,0.803,0.252
+Mexico,2020,5.964,9.816,0.779,65.800,0.873,-0.128,0.778,0.745,0.292
+Mexico,2021,5.991,9.857,0.779,65.800,0.837,-0.037,0.745,0.750,0.305
+Mexico,2022,7.038,9.881,0.858,65.800,0.861,-0.123,0.780,0.818,0.205
+Mexico,2023,7.006,9.900,0.868,65.800,0.870,-0.124,0.756,0.809,0.233
+Moldova,2006,5.102,8.922,0.812,59.480,0.554,-0.169,0.926,0.553,0.255
+Moldova,2007,4.775,8.954,0.804,59.860,0.696,-0.190,0.930,0.519,0.306
+Moldova,2008,5.503,9.031,0.872,60.240,0.641,-0.060,0.926,0.565,0.284
+Moldova,2009,5.554,8.970,0.856,60.620,0.551,-0.103,0.925,0.539,0.306
+Moldova,2010,5.590,9.040,0.847,61.000,0.598,-0.093,0.929,0.564,0.278
+Moldova,2011,5.792,9.097,0.869,61.380,0.628,-0.086,0.957,0.553,0.285
+Moldova,2012,5.996,9.091,0.826,61.760,0.602,-0.054,0.955,0.564,0.314
+Moldova,2013,5.756,9.178,0.803,62.140,0.658,-0.073,0.941,0.548,0.261
+Moldova,2014,5.917,9.227,0.805,62.520,0.623,-0.118,0.925,0.547,0.260
+Moldova,2015,6.017,9.232,0.840,62.900,0.595,-0.094,0.943,0.556,0.281
+Moldova,2016,5.578,9.289,0.837,63.300,0.557,-0.052,0.969,0.586,0.275
+Moldova,2017,5.326,9.347,0.831,63.700,0.553,-0.057,0.926,0.563,0.259
+Moldova,2018,5.682,9.404,0.892,64.100,0.824,-0.089,0.929,0.584,0.270
+Moldova,2019,5.803,9.455,0.809,64.500,0.784,-0.097,0.884,0.600,0.262
+Moldova,2020,5.812,9.380,0.874,64.900,0.859,-0.058,0.941,0.698,0.268
+Moldova,2021,5.959,9.518,0.880,65.300,0.833,-0.096,0.875,0.630,0.270
+Moldova,2022,5.687,9.465,0.817,65.700,0.829,-0.084,0.885,0.552,0.276
+Moldova,2023,5.801,9.492,0.842,66.100,0.844,-0.157,0.860,0.578,0.251
+Mongolia,2007,4.609,8.827,0.881,56.540,0.781,0.059,0.918,0.483,0.203
+Mongolia,2008,4.493,8.902,0.920,56.960,0.484,0.062,0.962,0.514,0.173
+Mongolia,2010,4.586,8.925,0.904,57.800,0.631,0.093,0.928,0.559,0.150
+Mongolia,2011,5.031,9.069,0.948,58.220,0.700,0.145,0.931,0.561,0.153
+Mongolia,2012,4.885,9.168,0.919,58.640,0.688,0.100,0.932,0.524,0.181
+Mongolia,2013,4.913,9.260,0.935,59.060,0.748,0.130,0.928,0.549,0.179
+Mongolia,2014,4.825,9.315,0.943,59.480,0.752,0.140,0.909,0.512,0.170
+Mongolia,2015,4.983,9.318,0.906,59.900,0.686,0.167,0.900,0.533,0.208
+Mongolia,2016,5.057,9.311,0.947,60.000,0.760,0.083,0.900,0.555,0.171
+Mongolia,2017,5.334,9.344,0.924,60.100,0.675,0.112,0.865,0.552,0.214
+Mongolia,2018,5.465,9.397,0.942,60.200,0.696,0.048,0.849,0.525,0.192
+Mongolia,2019,5.563,9.430,0.946,60.300,0.711,0.142,0.873,0.562,0.167
+Mongolia,2020,6.011,9.365,0.918,60.400,0.718,0.138,0.843,0.575,0.260
+Mongolia,2021,5.721,9.365,0.927,60.500,0.667,0.215,0.851,0.560,0.202
+Mongolia,2022,5.788,9.397,0.951,60.600,0.717,0.211,0.847,0.550,0.209
+Mongolia,2023,5.580,9.433,0.938,60.700,0.699,0.220,0.871,0.545,0.197
+Montenegro,2007,5.196,9.696,0.832,65.960,0.512,-0.139,0.815,0.536,0.340
+Montenegro,2009,4.801,9.702,0.816,66.120,0.556,-0.107,0.838,0.533,0.423
+Montenegro,2010,5.455,9.727,0.805,66.200,0.552,-0.212,0.757,0.510,0.410
+Montenegro,2011,5.223,9.758,0.818,66.280,0.546,-0.232,0.762,0.510,0.378
+Montenegro,2012,5.219,9.729,0.704,66.360,0.462,-0.198,0.755,0.468,0.379
+Montenegro,2013,5.074,9.763,0.736,66.440,0.502,-0.182,0.693,0.493,0.331
+Montenegro,2014,5.283,9.780,0.863,66.520,0.503,0.091,0.768,0.545,0.368
+Montenegro,2015,5.125,9.813,0.740,66.600,0.583,-0.150,0.781,0.534,0.337
+Montenegro,2016,5.304,9.842,0.866,66.700,0.569,-0.093,0.849,0.547,0.337
+Montenegro,2017,5.615,9.887,0.881,66.800,0.626,-0.089,0.756,0.493,0.350
+Montenegro,2018,5.650,9.937,0.856,66.900,0.626,-0.057,0.769,0.527,0.355
+Montenegro,2019,5.386,9.977,0.832,67.000,0.694,-0.111,0.820,0.547,0.366
+Montenegro,2020,5.722,9.812,0.887,67.100,0.802,0.061,0.845,0.560,0.411
+Montenegro,2022,5.600,10.002,0.875,67.300,0.778,-0.022,0.802,0.485,0.317
+Montenegro,2023,5.813,10.041,0.853,67.400,0.799,-0.066,0.706,0.481,0.318
+Morocco,2010,4.383,8.821,,62.500,0.663,-0.173,0.900,,
+Morocco,2011,5.085,8.861,0.833,62.660,0.579,-0.229,0.875,0.687,0.187
+Morocco,2012,4.970,8.877,0.676,62.820,0.757,-0.198,0.845,0.641,0.281
+Morocco,2013,5.142,8.904,0.597,62.980,0.572,-0.221,0.771,0.707,0.239
+Morocco,2015,5.163,8.947,0.606,63.300,0.713,-0.239,0.842,0.596,0.262
+Morocco,2016,5.386,8.940,0.655,63.400,0.817,-0.248,0.717,0.658,0.205
+Morocco,2017,5.312,8.977,0.641,63.500,0.814,-0.227,0.841,0.501,0.323
+Morocco,2018,4.897,8.996,0.554,63.600,0.773,-0.246,0.843,0.575,0.416
+Morocco,2019,5.057,9.014,0.535,63.700,0.757,-0.256,0.757,0.535,0.410
+Morocco,2020,4.803,8.929,0.553,63.800,0.819,-0.238,0.803,0.548,0.256
+Morocco,2021,5.326,8.994,0.505,63.900,0.762,-0.204,0.817,0.554,0.341
+Morocco,2022,4.596,8.995,0.564,64.000,0.795,-0.257,0.802,0.573,0.414
+Morocco,2023,4.487,9.009,0.500,64.100,0.821,-0.094,0.831,0.549,0.415
+Mozambique,2006,4.595,6.792,0.879,44.820,0.684,0.035,0.758,0.602,0.327
+Mozambique,2007,4.833,6.840,0.748,45.240,0.643,0.068,0.854,0.627,0.240
+Mozambique,2008,4.654,6.885,0.756,45.660,0.514,0.000,0.864,0.611,0.280
+Mozambique,2011,4.971,6.996,0.818,46.920,0.639,-0.030,0.719,0.565,0.243
+Mozambique,2015,4.550,7.148,0.666,48.600,0.813,0.083,0.632,0.560,0.340
+Mozambique,2017,4.280,7.160,0.678,49.500,0.823,-0.035,0.682,0.642,0.353
+Mozambique,2018,4.654,7.165,0.738,49.950,0.897,0.043,0.691,0.620,0.397
+Mozambique,2019,4.932,7.159,0.742,50.400,0.870,0.068,0.682,0.588,0.384
+Mozambique,2021,5.178,7.112,0.664,51.300,0.838,0.042,0.627,0.576,0.383
+Mozambique,2022,4.740,7.125,0.711,51.750,0.884,0.043,0.688,0.629,0.351
+Mozambique,2023,5.704,7.147,0.701,52.200,0.867,0.071,0.678,0.625,0.335
+Myanmar,2012,4.439,8.067,0.612,58.160,0.691,0.646,0.695,0.574,0.205
+Myanmar,2013,4.176,8.134,0.757,58.640,0.775,0.691,0.638,0.675,0.217
+Myanmar,2014,4.786,8.205,0.774,59.120,0.870,0.700,0.592,0.713,0.112
+Myanmar,2015,4.224,8.229,0.752,59.600,0.808,0.692,0.633,0.729,0.272
+Myanmar,2016,4.623,8.321,0.793,59.925,0.877,0.680,0.607,0.671,0.302
+Myanmar,2017,4.154,8.369,0.795,60.250,0.886,0.651,0.619,0.617,0.282
+Myanmar,2018,4.411,8.424,0.774,60.575,0.906,0.492,0.647,0.640,0.300
+Myanmar,2019,4.434,8.483,0.763,60.900,0.899,0.560,0.682,0.638,0.286
+Myanmar,2020,4.431,8.507,0.796,61.225,0.825,0.468,0.647,0.700,0.289
+Myanmar,2021,4.314,8.302,0.780,61.550,0.631,0.508,0.671,0.636,0.268
+Myanmar,2022,4.359,8.325,0.746,61.875,0.646,0.600,0.729,0.669,0.353
+Myanmar,2023,4.391,8.347,0.685,62.200,0.695,0.548,0.686,0.634,0.358
+Namibia,2007,4.886,9.073,0.828,51.880,0.781,-0.107,0.839,0.769,0.160
+Namibia,2014,4.574,9.264,0.763,54.260,0.849,-0.191,0.790,0.723,0.239
+Namibia,2017,4.441,9.243,0.828,55.350,0.810,-0.198,0.831,0.697,0.277
+Namibia,2018,4.834,9.237,0.864,55.725,0.754,-0.177,0.846,0.696,0.240
+Namibia,2019,4.436,9.211,0.845,56.100,0.739,-0.182,0.879,0.644,0.256
+Namibia,2020,4.451,9.110,0.741,56.475,0.666,-0.110,0.810,0.652,0.248
+Namibia,2021,4.491,9.128,0.808,56.850,0.659,-0.153,0.829,0.644,0.230
+Namibia,2022,4.949,9.158,0.808,57.225,0.683,-0.124,0.849,0.676,0.261
+Namibia,2023,5.055,9.167,0.852,57.600,0.674,-0.113,0.873,0.635,0.208
+Nepal,2006,4.567,7.734,0.874,59.660,0.689,,0.897,0.583,0.171
+Nepal,2007,4.748,7.761,0.787,59.720,0.413,0.303,0.891,0.502,0.152
+Nepal,2008,4.441,7.814,0.818,59.780,0.618,0.276,0.900,0.589,0.153
+Nepal,2009,4.917,7.853,0.813,59.840,0.616,0.029,0.950,0.484,0.215
+Nepal,2010,4.350,7.895,0.779,59.900,0.519,0.077,0.911,0.538,0.226
+Nepal,2011,3.809,7.924,0.741,59.960,0.525,-0.024,0.935,0.530,0.207
+Nepal,2012,4.233,7.968,0.734,60.020,0.638,0.056,0.883,0.538,0.231
+Nepal,2013,4.605,8.000,0.740,60.080,0.722,0.137,0.877,0.496,0.279
+Nepal,2014,4.975,8.056,0.786,60.140,0.712,0.108,0.841,0.492,0.287
+Nepal,2015,4.812,8.089,0.748,60.200,0.763,0.214,0.824,0.444,0.358
+Nepal,2016,5.100,8.085,0.837,60.475,0.839,0.155,0.817,0.523,0.370
+Nepal,2017,4.737,8.159,0.816,60.750,0.845,0.120,0.770,0.463,0.376
+Nepal,2018,4.910,8.221,0.768,61.025,0.770,0.107,0.742,0.457,0.387
+Nepal,2019,5.449,8.274,0.772,61.300,0.790,0.152,0.712,0.444,0.357
+Nepal,2020,5.982,8.233,0.787,61.575,0.772,0.135,0.812,0.480,0.337
+Nepal,2021,4.622,8.257,0.699,61.850,0.818,0.144,0.770,0.414,0.354
+Nepal,2022,5.474,8.294,0.753,62.125,0.844,0.149,0.760,0.473,0.342
+Nepal,2023,5.389,8.318,0.749,62.400,0.765,0.184,0.792,0.461,0.350
+Netherlands,2005,7.464,10.809,0.947,70.700,0.901,,0.571,0.701,0.233
+Netherlands,2007,7.452,10.876,0.944,70.780,0.896,0.339,0.445,0.718,0.213
+Netherlands,2008,7.631,10.894,0.944,70.820,0.883,0.359,0.419,0.679,0.182
+Netherlands,2010,7.502,10.860,0.957,70.900,0.921,0.344,0.399,0.745,0.206
+Netherlands,2011,7.564,10.870,0.938,70.940,0.925,0.330,0.359,0.770,0.181
+Netherlands,2012,7.471,10.856,0.939,70.980,0.877,0.282,0.434,0.753,0.226
+Netherlands,2013,7.407,10.852,0.925,71.020,0.919,0.299,0.505,0.765,0.235
+Netherlands,2014,7.321,10.863,0.909,71.060,0.910,0.326,0.457,0.776,0.221
+Netherlands,2015,7.324,10.878,0.879,71.100,0.904,0.256,0.412,0.742,0.202
+Netherlands,2016,7.541,10.894,0.926,71.175,0.907,0.233,0.433,0.737,0.215
+Netherlands,2017,7.459,10.917,0.937,71.250,0.920,0.245,0.363,0.729,0.185
+Netherlands,2018,7.463,10.934,0.939,71.325,0.920,0.156,0.371,0.748,0.205
+Netherlands,2019,7.425,10.947,0.941,71.400,0.886,0.207,0.360,0.728,0.231
+Netherlands,2020,7.504,10.902,0.944,71.475,0.935,0.145,0.281,0.691,0.247
+Netherlands,2021,7.314,10.944,0.919,71.550,0.856,0.266,0.397,0.714,0.201
+Netherlands,2022,7.390,10.978,0.929,71.625,0.868,0.223,0.459,0.711,0.198
+Netherlands,2023,7.255,10.977,0.915,71.700,0.847,0.223,0.424,0.693,0.202
+New Zealand,2006,7.305,10.541,0.946,69.720,0.932,0.304,0.224,0.825,0.219
+New Zealand,2007,7.604,10.562,0.967,69.740,0.878,0.272,0.295,0.803,0.238
+New Zealand,2008,7.381,10.541,0.944,69.760,0.893,0.291,0.334,0.784,0.232
+New Zealand,2010,7.224,10.534,0.976,69.800,0.918,0.247,0.321,0.783,0.235
+New Zealand,2011,7.191,10.548,0.954,69.820,0.935,0.278,0.269,0.784,0.210
+New Zealand,2012,7.250,10.565,0.930,69.840,0.902,0.280,0.289,0.786,0.207
+New Zealand,2013,7.280,10.585,0.958,69.860,0.944,0.230,0.312,0.778,0.151
+New Zealand,2014,7.306,10.605,0.942,69.880,0.932,0.341,0.273,0.807,0.199
+New Zealand,2015,7.418,10.622,0.987,69.900,0.942,0.322,0.186,0.795,0.160
+New Zealand,2016,7.226,10.637,0.937,69.975,0.927,0.259,0.278,0.777,0.207
+New Zealand,2017,7.327,10.650,0.955,70.050,0.942,0.287,0.222,0.763,0.172
+New Zealand,2018,7.370,10.667,0.954,70.125,0.949,0.113,0.207,0.785,0.168
+New Zealand,2019,7.205,10.675,0.939,70.200,0.912,0.150,0.234,0.765,0.191
+New Zealand,2020,7.257,10.647,0.952,70.275,0.918,0.116,0.283,0.796,0.209
+New Zealand,2021,7.137,10.693,0.950,70.350,0.910,0.216,0.252,0.747,0.206
+New Zealand,2022,6.975,10.712,0.956,70.425,0.831,0.183,0.281,0.706,0.210
+New Zealand,2023,6.976,10.720,0.933,70.500,0.877,0.181,0.304,0.738,0.229
+Nicaragua,2006,4.460,8.395,0.877,64.300,0.745,0.005,0.844,0.780,0.294
+Nicaragua,2007,4.944,8.431,0.866,64.400,0.836,0.135,0.826,0.787,0.287
+Nicaragua,2008,5.104,8.450,0.857,64.500,0.791,0.070,0.819,0.770,0.289
+Nicaragua,2009,5.353,8.402,0.835,64.600,0.746,0.065,0.794,0.740,0.299
+Nicaragua,2010,5.687,8.431,0.863,64.700,0.792,0.013,0.802,0.749,0.268
+Nicaragua,2011,5.386,8.478,0.800,64.800,0.779,-0.024,0.760,0.747,0.309
+Nicaragua,2012,5.448,8.526,0.894,64.900,0.850,0.012,0.644,0.762,0.255
+Nicaragua,2013,5.772,8.559,0.868,65.000,0.859,0.034,0.636,0.800,0.271
+Nicaragua,2014,6.275,8.591,0.839,65.100,0.817,0.099,0.699,0.782,0.334
+Nicaragua,2015,5.924,8.624,0.827,65.200,0.809,0.073,0.728,0.771,0.346
+Nicaragua,2016,6.013,8.654,0.853,65.275,0.717,0.035,0.731,0.787,0.380
+Nicaragua,2017,6.476,8.685,0.838,65.350,0.922,0.006,0.673,0.793,0.308
+Nicaragua,2018,5.819,8.637,0.854,65.425,0.797,0.004,0.713,0.743,0.408
+Nicaragua,2019,6.113,8.594,0.874,65.500,0.883,0.024,0.622,0.790,0.337
+Nicaragua,2020,6.287,8.562,0.856,65.575,0.818,0.037,0.631,0.775,0.316
+Nicaragua,2021,6.095,8.647,0.848,65.650,0.905,0.020,0.675,0.799,0.293
+Nicaragua,2022,6.392,8.669,0.844,65.725,0.914,-0.004,0.570,0.787,0.339
+Nicaragua,2023,6.362,8.685,0.836,65.800,0.906,-0.008,0.532,0.772,0.340
+Niger,2006,3.737,6.872,0.677,50.140,0.750,0.073,0.755,0.746,0.179
+Niger,2007,4.277,6.867,0.726,50.580,0.584,-0.060,0.748,0.723,0.158
+Niger,2008,4.236,6.905,0.607,51.020,0.649,-0.059,0.749,0.689,0.194
+Niger,2009,4.267,6.887,0.771,51.460,0.880,-0.013,0.483,0.714,0.115
+Niger,2010,4.101,6.932,0.655,51.900,0.817,-0.027,0.529,0.715,0.126
+Niger,2011,4.556,6.918,0.818,52.340,0.780,-0.060,0.549,0.710,0.166
+Niger,2012,3.798,6.980,0.700,52.780,0.734,-0.068,0.777,0.582,0.142
+Niger,2013,3.716,6.994,0.696,53.220,0.825,-0.082,0.711,0.639,0.208
+Niger,2014,4.181,7.020,0.753,53.660,0.688,-0.051,0.605,0.629,0.205
+Niger,2015,3.671,7.025,0.713,54.100,0.728,-0.037,0.703,0.665,0.218
+Niger,2016,4.235,7.042,0.683,54.450,0.702,-0.020,0.814,0.646,0.325
+Niger,2017,4.616,7.053,0.582,54.800,0.684,-0.035,0.778,0.699,0.427
+Niger,2018,5.164,7.084,0.612,55.150,0.791,0.004,0.637,0.759,0.503
+Niger,2019,5.004,7.105,0.677,55.500,0.831,0.021,0.729,0.794,0.304
+Niger,2022,4.501,7.151,0.587,56.550,0.793,0.024,0.740,0.787,0.366
+Niger,2023,4.609,7.181,0.638,56.900,0.767,0.029,,0.747,0.417
+Nigeria,2006,4.710,8.314,0.735,50.220,0.649,0.080,0.871,0.772,0.178
+Nigeria,2007,4.890,8.350,0.718,50.540,0.635,0.132,0.918,0.815,0.141
+Nigeria,2008,4.939,8.389,0.780,50.860,0.584,0.115,0.892,0.755,0.244
+Nigeria,2009,4.980,8.439,0.722,51.180,0.537,0.063,0.913,0.730,0.225
+Nigeria,2010,4.760,8.488,0.824,51.500,0.565,0.062,0.911,0.759,0.190
+Nigeria,2012,5.493,8.526,0.818,52.140,0.652,0.062,0.900,0.782,0.209
+Nigeria,2013,4.818,8.564,0.663,52.460,0.622,0.046,0.905,0.652,0.286
+Nigeria,2015,4.933,8.600,0.812,53.100,0.680,-0.040,0.926,0.715,0.251
+Nigeria,2016,5.220,8.558,0.805,53.425,0.798,0.039,0.905,0.745,0.252
+Nigeria,2017,5.322,8.541,0.733,53.750,0.826,0.120,0.835,0.682,0.236
+Nigeria,2018,5.252,8.535,0.741,54.075,0.790,-0.015,0.866,0.762,0.256
+Nigeria,2019,4.266,8.532,0.735,54.400,0.746,0.019,0.873,0.698,0.229
+Nigeria,2020,5.503,8.490,0.739,54.725,0.713,0.094,0.913,0.737,0.316
+Nigeria,2021,4.479,8.502,0.742,55.050,0.726,0.047,0.912,0.666,0.188
+Nigeria,2022,5.294,8.510,0.785,55.375,0.776,0.172,0.935,0.760,0.253
+Nigeria,2023,4.869,8.514,0.781,55.700,0.720,0.209,0.877,0.721,0.266
+North Macedonia,2007,4.494,9.434,0.811,64.660,0.439,0.073,0.870,0.558,0.251
+North Macedonia,2009,4.428,9.481,0.734,64.820,0.552,-0.049,0.844,0.488,0.370
+North Macedonia,2010,4.180,9.512,0.687,64.900,0.513,-0.065,0.856,0.473,0.314
+North Macedonia,2011,4.898,9.533,0.784,64.980,0.607,-0.094,0.865,0.503,0.363
+North Macedonia,2012,4.640,9.527,0.798,65.060,0.613,-0.091,0.920,0.551,0.422
+North Macedonia,2013,5.186,9.555,0.832,65.140,0.641,0.018,0.861,0.521,0.331
+North Macedonia,2014,5.204,9.589,0.793,65.220,0.645,0.028,0.861,0.583,0.307
+North Macedonia,2015,4.976,9.625,0.766,65.300,0.660,-0.053,0.824,0.551,0.299
+North Macedonia,2016,5.346,9.652,0.871,65.500,0.706,0.073,0.870,0.587,0.292
+North Macedonia,2017,5.234,9.662,0.800,65.700,0.752,-0.065,0.856,0.447,0.299
+North Macedonia,2018,5.240,9.689,0.849,65.900,0.745,-0.048,0.910,0.512,0.298
+North Macedonia,2019,5.015,9.728,0.815,66.100,0.725,0.018,0.923,0.515,0.304
+North Macedonia,2020,5.054,9.666,0.750,66.300,0.787,0.127,0.877,0.542,0.365
+North Macedonia,2021,5.535,9.724,0.809,66.500,0.793,0.188,0.884,0.563,0.303
+North Macedonia,2022,5.167,9.749,0.850,66.700,0.723,0.068,0.937,0.555,0.277
+North Macedonia,2023,5.403,9.776,0.883,66.900,0.738,0.123,0.917,0.517,0.272
+Norway,2006,7.416,11.056,0.959,69.400,0.960,0.101,0.397,0.767,0.197
+Norway,2008,7.632,11.066,0.936,69.800,0.947,0.010,0.503,0.763,0.155
+Norway,2012,7.678,11.041,0.948,70.600,0.947,0.139,0.368,0.798,0.213
+Norway,2014,7.444,11.048,0.941,71.000,0.956,0.173,0.405,0.802,0.194
+Norway,2015,7.603,11.057,0.947,71.200,0.948,0.249,0.299,0.796,0.209
+Norway,2016,7.596,11.060,0.960,71.250,0.954,0.125,0.410,0.809,0.209
+Norway,2017,7.579,11.076,0.950,71.300,0.953,0.228,0.250,0.800,0.203
+Norway,2018,7.444,11.077,0.966,71.350,0.960,0.086,0.268,0.786,0.212
+Norway,2019,7.442,11.082,0.942,71.400,0.954,0.103,0.271,0.782,0.195
+Norway,2020,7.290,11.063,0.956,71.450,0.965,0.068,0.271,0.777,0.216
+Norway,2021,7.362,11.096,0.948,71.500,0.936,0.166,0.263,0.769,0.207
+Norway,2022,7.295,11.119,0.927,71.550,0.939,0.182,0.314,0.759,0.211
+Norway,2023,7.249,11.125,0.952,71.600,0.938,0.219,0.245,0.756,0.228
+Oman,2011,6.853,10.539,,62.340,0.916,0.008,,,0.295
+Pakistan,2005,5.225,8.252,0.591,53.200,0.630,,0.844,,0.237
+Pakistan,2007,5.671,8.314,0.479,53.720,0.396,0.081,0.794,0.583,0.310
+Pakistan,2008,4.414,8.309,0.373,53.980,0.335,0.092,0.848,0.533,0.321
+Pakistan,2009,5.208,8.315,0.522,54.240,0.388,0.069,0.874,0.516,0.349
+Pakistan,2010,5.786,8.308,0.571,54.500,0.364,0.292,0.852,0.527,0.372
+Pakistan,2011,5.267,8.314,0.510,54.760,0.376,0.022,0.857,0.473,0.358
+Pakistan,2012,5.132,8.331,0.542,55.020,0.367,0.157,0.842,0.510,0.332
+Pakistan,2013,5.138,8.359,0.607,55.280,0.448,0.091,0.792,0.474,0.274
+Pakistan,2014,5.436,8.390,0.552,55.540,0.543,0.131,0.677,0.475,0.295
+Pakistan,2015,4.823,8.423,0.562,55.800,0.587,0.076,0.717,0.469,0.329
+Pakistan,2016,5.549,8.465,0.627,56.075,0.634,0.084,0.793,0.503,0.332
+Pakistan,2017,5.831,8.495,0.690,56.350,0.713,0.035,0.714,0.489,0.308
+Pakistan,2018,5.472,8.540,0.685,56.625,0.773,0.058,0.799,0.470,0.377
+Pakistan,2019,4.443,8.548,0.617,56.900,0.685,0.112,0.776,0.489,0.424
+Pakistan,2020,4.624,8.518,0.594,57.175,0.767,0.003,0.833,0.470,0.376
+Pakistan,2021,4.487,8.563,0.608,57.450,0.764,0.007,0.743,0.518,0.307
+Pakistan,2022,4.931,8.604,0.590,57.725,0.745,0.000,0.865,0.469,0.368
+Pakistan,2023,4.549,8.588,0.553,58.000,0.661,0.070,0.889,0.504,0.417
+Panama,2006,6.128,9.806,0.951,66.860,0.882,-0.056,0.912,0.826,0.232
+Panama,2007,6.894,9.901,0.937,67.020,0.640,0.074,0.915,0.789,0.149
+Panama,2008,6.931,9.977,0.922,67.180,0.707,0.051,0.881,0.776,0.150
+Panama,2009,7.034,9.971,0.905,67.340,0.721,0.006,0.889,0.839,0.144
+Panama,2010,7.321,10.010,0.928,67.500,0.755,-0.017,0.880,0.841,0.146
+Panama,2011,7.248,10.099,0.876,67.660,0.829,0.000,0.840,0.853,0.180
+Panama,2012,6.860,10.174,0.897,67.820,0.783,-0.011,0.796,0.838,0.207
+Panama,2013,6.866,10.224,0.896,67.980,0.811,0.010,0.814,0.860,0.226
+Panama,2014,6.631,10.256,0.873,68.140,0.894,-0.007,0.847,0.799,0.254
+Panama,2015,6.606,10.294,0.883,68.300,0.847,-0.016,0.810,0.777,0.264
+Panama,2016,6.118,10.325,0.882,68.400,0.884,-0.111,0.837,0.813,0.244
+Panama,2017,6.568,10.362,0.912,68.500,0.900,-0.178,0.841,0.795,0.242
+Panama,2018,6.281,10.382,0.904,68.600,0.861,-0.139,0.837,0.841,0.223
+Panama,2019,6.086,10.398,0.886,68.700,0.883,-0.208,0.869,0.841,0.244
+Panama,2021,6.553,10.323,0.899,68.900,0.811,-0.152,0.861,0.834,0.218
+Panama,2022,5.979,10.412,0.891,69.000,0.899,-0.128,0.887,0.821,0.259
+Panama,2023,6.543,10.455,0.887,69.100,0.852,-0.147,0.871,0.829,0.257
+Paraguay,2006,4.730,9.154,0.895,64.880,0.691,0.056,0.841,0.752,0.303
+Paraguay,2007,5.272,9.197,0.863,64.960,0.699,0.121,0.930,0.812,0.219
+Paraguay,2008,5.570,9.250,0.889,65.040,0.649,0.046,0.891,0.798,0.259
+Paraguay,2009,5.576,9.237,0.900,65.120,0.718,0.016,0.857,0.803,0.186
+Paraguay,2010,5.841,9.331,0.889,65.200,0.726,0.065,0.780,0.826,0.176
+Paraguay,2011,5.677,9.360,0.869,65.280,0.666,0.179,0.756,0.823,0.190
+Paraguay,2012,5.820,9.339,0.931,65.360,0.748,0.188,0.774,0.849,0.213
+Paraguay,2013,5.936,9.405,0.939,65.440,0.909,0.034,0.903,0.874,0.224
+Paraguay,2014,5.119,9.443,0.959,65.520,0.759,-0.013,0.762,0.876,0.216
+Paraguay,2015,5.560,9.458,0.914,65.600,0.806,-0.019,0.863,0.832,0.219
+Paraguay,2016,5.801,9.485,0.940,65.650,0.854,-0.082,0.756,0.833,0.197
+Paraguay,2017,5.713,9.518,0.902,65.700,0.891,-0.008,0.810,0.820,0.232
+Paraguay,2019,5.653,9.519,0.892,65.800,0.876,0.017,0.882,0.790,0.275
+Paraguay,2020,5.501,9.497,0.907,65.850,0.865,0.054,0.829,0.767,0.269
+Paraguay,2021,5.576,9.523,0.908,65.900,0.888,0.015,0.857,0.806,0.248
+Paraguay,2022,6.138,9.513,0.899,65.950,0.922,-0.014,0.839,0.821,0.238
+Paraguay,2023,6.214,9.549,0.889,66.000,0.902,-0.004,0.835,0.833,0.240
+Peru,2006,4.811,8.979,0.875,66.460,0.668,-0.076,0.895,0.675,0.420
+Peru,2007,5.214,9.054,0.756,66.720,0.638,-0.082,0.931,0.730,0.361
+Peru,2008,5.129,9.134,0.777,66.980,0.638,-0.072,0.896,0.701,0.354
+Peru,2009,5.519,9.138,0.799,67.240,0.638,-0.084,0.880,0.758,0.320
+Peru,2010,5.613,9.210,0.812,67.500,0.757,-0.066,0.881,0.744,0.330
+Peru,2011,5.892,9.263,0.756,67.760,0.773,-0.128,0.824,0.742,0.331
+Peru,2012,5.825,9.313,0.764,68.020,0.703,-0.084,0.867,0.705,0.398
+Peru,2013,5.783,9.361,0.797,68.280,0.703,-0.071,0.870,0.741,0.390
+Peru,2014,5.866,9.374,0.819,68.540,0.722,-0.141,0.878,0.743,0.319
+Peru,2015,5.577,9.394,0.798,68.800,0.802,-0.095,0.884,0.744,0.378
+Peru,2016,5.701,9.419,0.803,68.975,0.830,-0.139,0.866,0.791,0.338
+Peru,2017,5.711,9.429,0.830,69.150,0.827,-0.160,0.895,0.768,0.394
+Peru,2018,5.680,9.449,0.845,69.325,0.830,-0.184,0.906,0.783,0.380
+Peru,2019,5.999,9.452,0.809,69.500,0.815,-0.135,0.874,0.794,0.375
+Peru,2020,4.994,9.323,0.749,69.675,0.806,-0.094,0.912,0.736,0.481
+Peru,2021,5.694,9.436,0.819,69.850,0.812,-0.090,0.880,0.784,0.369
+Peru,2022,5.892,9.453,0.823,70.025,0.764,-0.180,0.884,0.755,0.378
+Peru,2023,5.936,9.459,0.787,70.200,0.757,-0.061,0.919,0.765,0.370
+Philippines,2006,4.670,8.562,0.795,61.360,0.828,0.058,0.841,0.756,
+Philippines,2007,5.074,8.606,0.801,61.420,0.852,-0.027,0.880,0.736,0.378
+Philippines,2008,4.589,8.630,0.798,61.480,0.861,0.078,0.817,0.774,0.384
+Philippines,2009,4.880,8.626,0.775,61.540,0.874,-0.001,0.805,0.791,0.311
+Philippines,2010,4.942,8.679,0.805,61.600,0.893,0.028,0.812,0.829,0.294
+Philippines,2011,4.994,8.699,0.789,61.660,0.883,0.068,0.783,0.808,0.358
+Philippines,2012,5.002,8.748,0.813,61.720,0.914,0.048,0.771,0.811,0.351
+Philippines,2013,4.977,8.796,0.846,61.780,0.907,0.016,0.756,0.796,0.332
+Philippines,2014,5.313,8.842,0.813,61.840,0.902,-0.020,0.787,0.787,0.334
+Philippines,2015,5.547,8.887,0.854,61.900,0.912,-0.056,0.755,0.796,0.351
+Philippines,2016,5.431,8.938,0.821,61.925,0.908,-0.076,0.792,0.807,0.290
+Philippines,2017,5.594,8.987,0.851,61.950,0.926,-0.146,0.711,0.753,0.341
+Philippines,2018,5.869,9.032,0.846,61.975,0.918,-0.112,0.726,0.756,0.393
+Philippines,2019,6.268,9.075,0.845,62.000,0.910,-0.087,0.748,0.765,0.341
+Philippines,2020,5.080,8.958,0.781,62.025,0.932,-0.114,0.744,0.793,0.327
+Philippines,2021,5.965,8.999,0.778,62.050,0.905,-0.012,0.721,0.790,0.323
+Philippines,2022,5.995,9.057,0.819,62.075,0.952,-0.155,0.757,0.833,0.301
+Philippines,2023,6.184,9.102,0.796,62.100,0.932,-0.038,0.768,0.800,0.324
+Poland,2005,5.587,9.844,0.922,66.200,0.782,,0.983,0.611,0.282
+Poland,2007,5.886,9.973,0.913,66.560,0.772,-0.053,0.925,0.665,0.238
+Poland,2009,5.772,10.041,0.917,66.920,0.821,0.068,0.898,0.649,0.246
+Poland,2010,5.887,10.073,0.955,67.100,0.795,-0.003,0.905,0.686,0.234
+Poland,2011,5.646,10.122,0.905,67.280,0.868,-0.072,0.908,0.659,0.224
+Poland,2012,5.876,10.137,0.936,67.460,0.811,-0.032,0.888,0.711,0.267
+Poland,2013,5.746,10.146,0.912,67.640,0.776,-0.142,0.916,0.675,0.242
+Poland,2014,5.750,10.184,0.924,67.820,0.875,-0.069,0.898,0.681,0.223
+Poland,2015,6.007,10.228,0.893,68.000,0.793,-0.098,0.810,0.631,0.240
+Poland,2016,6.162,10.258,0.917,68.175,0.871,-0.096,0.848,0.666,0.224
+Poland,2017,6.201,10.308,0.882,68.350,0.831,-0.127,0.639,0.566,0.203
+Poland,2018,6.111,10.365,0.863,68.525,0.870,-0.260,0.720,0.622,0.176
+Poland,2019,6.242,10.409,0.878,68.700,0.883,-0.237,0.696,0.613,0.168
+Poland,2020,6.139,10.390,0.953,68.875,0.767,-0.014,0.787,0.677,0.329
+Poland,2021,5.978,10.461,0.936,69.050,0.732,0.122,0.744,0.700,0.277
+Poland,2022,6.666,10.513,0.886,69.225,0.800,-0.209,0.667,0.594,0.140
+Poland,2023,6.685,10.527,0.890,69.400,0.775,-0.232,0.662,0.556,0.155
+Portugal,2006,5.405,10.359,0.905,68.340,0.882,-0.184,0.880,0.647,0.333
+Portugal,2008,5.717,10.383,0.886,68.820,0.646,-0.223,0.933,0.667,0.309
+Portugal,2010,5.095,10.367,0.864,69.300,0.721,-0.112,0.948,0.681,0.265
+Portugal,2011,5.220,10.352,0.856,69.540,0.875,-0.179,0.962,0.671,0.279
+Portugal,2012,4.994,10.314,0.866,69.780,0.774,-0.103,0.959,0.631,0.370
+Portugal,2013,5.158,10.310,0.867,70.020,0.788,-0.124,0.946,0.665,0.348
+Portugal,2014,5.127,10.324,0.862,70.260,0.847,-0.132,0.941,0.663,0.358
+Portugal,2015,5.081,10.346,0.866,70.500,0.800,-0.169,0.941,0.629,0.371
+Portugal,2016,5.447,10.369,0.905,70.625,0.838,-0.231,0.922,0.659,0.326
+Portugal,2017,5.711,10.406,0.900,70.750,0.905,-0.182,0.881,0.608,0.294
+Portugal,2018,5.920,10.435,0.887,70.875,0.877,-0.267,0.880,0.646,0.318
+Portugal,2019,6.095,10.462,0.876,71.000,0.882,-0.240,0.915,0.675,0.300
+Portugal,2020,5.768,10.374,0.875,71.125,0.913,-0.244,0.867,0.614,0.383
+Portugal,2021,6.183,10.425,0.895,71.250,0.892,-0.211,0.872,0.629,0.284
+Portugal,2022,5.953,10.484,0.862,71.375,0.903,-0.139,0.893,0.638,0.316
+Portugal,2023,5.954,10.504,0.895,71.500,0.847,-0.176,0.889,0.661,0.309
+Qatar,2009,6.418,11.434,0.894,64.360,0.865,0.230,0.184,0.673,0.258
+Qatar,2010,6.850,11.551,,64.700,,0.095,,,
+Qatar,2011,6.592,11.625,0.857,65.040,0.905,0.000,,0.661,0.328
+Qatar,2012,6.611,11.617,0.838,65.380,0.924,0.149,,0.683,0.322
+Qatar,2015,6.375,11.532,,66.400,,,,,
+Romania,2005,5.049,9.733,0.838,64.500,0.800,,0.957,0.576,0.346
+Romania,2007,5.394,9.901,0.736,64.860,0.686,-0.194,0.949,0.575,0.277
+Romania,2009,5.368,9.958,0.812,65.220,0.606,-0.203,0.967,0.545,0.270
+Romania,2010,4.909,9.924,0.689,65.400,0.566,-0.091,0.974,0.539,0.344
+Romania,2011,5.023,9.973,0.753,65.580,0.650,-0.148,0.964,0.501,0.294
+Romania,2012,5.167,9.997,0.740,65.760,0.645,-0.120,0.959,0.520,0.343
+Romania,2013,5.082,10.003,0.778,65.940,0.655,-0.135,0.952,0.541,0.329
+Romania,2014,5.727,10.047,0.753,66.120,0.754,-0.107,0.958,0.565,0.331
+Romania,2015,5.777,10.083,0.787,66.300,0.796,-0.147,0.962,0.627,0.312
+Romania,2016,5.969,10.117,0.809,66.425,0.822,-0.120,0.949,0.607,0.258
+Romania,2017,6.090,10.201,0.811,66.550,0.839,-0.165,0.926,0.632,0.231
+Romania,2018,6.151,10.266,0.818,66.675,0.845,-0.224,0.921,0.649,0.298
+Romania,2019,6.130,10.309,0.842,66.800,0.848,-0.228,0.954,0.605,0.244
+Romania,2020,6.785,10.277,0.869,66.925,0.863,-0.161,0.918,0.668,0.256
+Romania,2021,6.549,10.341,0.835,67.050,0.871,-0.187,0.928,0.674,0.264
+Romania,2022,6.437,10.396,0.830,67.175,0.836,-0.173,0.941,0.615,0.258
+Romania,2023,6.489,10.431,0.826,67.300,0.849,-0.202,0.905,0.628,0.271
+Russia,2006,4.964,9.988,0.895,58.740,0.643,-0.312,0.935,0.534,0.232
+Russia,2007,5.223,10.071,0.885,59.180,0.593,-0.289,0.933,0.546,0.193
+Russia,2008,5.619,10.122,0.882,59.620,0.643,-0.311,0.924,0.570,0.166
+Russia,2009,5.158,10.041,0.908,60.060,0.617,-0.289,0.954,0.540,0.169
+Russia,2010,5.385,10.084,0.909,60.500,0.613,-0.302,0.937,0.567,0.171
+Russia,2011,5.389,10.126,0.883,60.940,0.626,-0.284,0.935,0.564,0.165
+Russia,2012,5.621,10.163,0.901,61.380,0.609,-0.298,0.938,0.563,0.174
+Russia,2013,5.537,10.179,0.881,61.820,0.661,-0.295,0.934,0.592,0.180
+Russia,2014,6.037,10.168,0.932,62.260,0.744,-0.270,0.869,0.617,0.151
+Russia,2015,5.996,10.146,0.924,62.700,0.685,-0.177,0.913,0.609,0.130
+Russia,2016,5.855,10.146,0.911,63.075,0.714,-0.187,0.925,0.587,0.142
+Russia,2017,5.579,10.163,0.896,63.450,0.731,-0.151,0.862,0.651,0.195
+Russia,2018,5.514,10.191,0.909,63.825,0.729,-0.153,0.865,0.615,0.199
+Russia,2019,5.441,10.213,0.910,64.200,0.715,-0.122,0.848,0.632,0.200
+Russia,2020,5.495,10.188,0.887,64.575,0.714,-0.078,0.823,0.621,0.190
+Russia,2021,5.448,10.247,0.862,64.950,0.671,0.053,0.808,0.590,0.190
+Russia,2022,6.044,10.225,0.920,65.325,0.776,-0.074,0.767,0.614,0.211
+Russia,2023,5.865,10.209,0.854,65.700,0.750,0.056,0.733,0.616,0.190
+Rwanda,2006,4.215,7.087,0.718,53.500,0.915,,0.299,0.701,0.189
+Rwanda,2008,4.363,7.213,0.486,54.700,0.752,0.014,0.286,0.633,0.221
+Rwanda,2009,4.030,7.247,0.559,55.300,0.766,-0.004,0.410,0.658,0.112
+Rwanda,2011,4.097,7.343,0.570,56.500,0.829,-0.042,0.161,0.608,0.154
+Rwanda,2012,3.333,7.401,0.637,57.100,0.835,-0.015,0.081,0.624,0.132
+Rwanda,2013,3.466,7.423,0.750,57.700,0.904,-0.031,0.117,0.728,0.167
+Rwanda,2014,3.596,7.459,0.748,58.300,0.894,-0.026,0.078,0.748,0.134
+Rwanda,2015,3.483,7.520,0.678,58.900,0.908,0.022,0.095,0.692,0.206
+Rwanda,2016,3.333,7.554,0.665,59.225,0.911,0.022,0.159,0.715,0.285
+Rwanda,2017,3.108,7.568,0.517,59.550,0.908,0.048,0.214,0.724,0.358
+Rwanda,2018,3.561,7.625,0.616,59.875,0.924,0.053,0.164,0.765,0.308
+Rwanda,2019,3.268,7.692,0.489,60.200,0.869,0.060,0.168,0.717,0.418
+Saudi Arabia,2005,7.080,10.679,0.868,61.200,,,0.505,0.681,0.243
+Saudi Arabia,2007,7.267,10.646,0.892,61.600,0.622,0.002,,0.718,0.232
+Saudi Arabia,2008,6.811,10.668,0.823,61.800,0.532,-0.024,0.508,0.607,0.202
+Saudi Arabia,2009,6.148,10.610,0.921,62.000,0.639,-0.111,0.445,0.683,0.319
+Saudi Arabia,2010,6.307,10.627,0.880,62.200,0.678,-0.034,,0.645,0.297
+Saudi Arabia,2011,6.700,10.706,0.830,62.400,0.603,-0.144,,0.699,0.240
+Saudi Arabia,2012,6.396,10.737,0.867,62.600,0.560,-0.123,,0.692,0.225
+Saudi Arabia,2013,6.495,10.744,0.827,62.800,0.661,-0.085,,0.691,0.276
+Saudi Arabia,2014,6.278,10.763,0.818,63.000,0.762,-0.077,,0.663,0.313
+Saudi Arabia,2015,6.345,10.790,0.820,63.200,0.820,-0.050,,0.668,0.327
+Saudi Arabia,2016,6.474,10.793,0.890,63.400,0.774,-0.138,,0.725,0.266
+Saudi Arabia,2017,6.294,10.770,0.840,63.600,0.814,-0.138,,0.703,0.306
+Saudi Arabia,2018,6.356,10.773,0.868,63.800,0.855,-0.198,,0.696,0.288
+Saudi Arabia,2019,6.561,10.758,0.912,64.000,0.891,-0.153,,0.674,0.238
+Saudi Arabia,2020,6.560,10.709,0.890,64.200,0.884,-0.117,,0.702,0.251
+Saudi Arabia,2021,6.445,10.749,0.859,64.400,0.902,-0.108,,0.728,0.228
+Saudi Arabia,2022,6.382,10.820,0.900,64.600,,-0.032,,0.677,0.205
+Saudi Arabia,2023,6.953,10.829,0.884,64.800,,0.028,,0.737,0.240
+Senegal,2006,4.417,7.930,0.760,55.500,0.736,-0.059,0.805,0.687,0.225
+Senegal,2007,4.680,7.931,0.718,55.800,0.698,-0.009,0.827,0.718,0.199
+Senegal,2008,4.683,7.941,0.756,56.100,0.612,-0.037,0.879,0.669,0.252
+Senegal,2009,4.335,7.942,0.810,56.400,0.557,-0.044,0.918,0.708,0.228
+Senegal,2010,4.372,7.948,0.760,56.700,0.777,-0.085,0.851,0.670,0.143
+Senegal,2011,3.834,7.934,0.602,57.000,0.641,-0.168,0.870,0.696,0.180
+Senegal,2012,3.669,7.946,0.711,57.300,0.668,-0.042,0.852,0.722,0.214
+Senegal,2013,3.647,7.943,0.823,57.600,0.636,-0.058,0.837,0.694,0.165
+Senegal,2014,4.395,7.976,0.856,57.900,0.692,-0.052,0.700,0.696,0.157
+Senegal,2015,4.617,8.010,0.702,58.200,0.720,-0.117,0.765,0.710,0.208
+Senegal,2016,4.595,8.045,0.839,58.500,0.744,-0.092,0.794,0.781,0.245
+Senegal,2017,4.683,8.089,0.744,58.800,0.687,-0.050,0.825,0.751,0.291
+Senegal,2018,4.769,8.122,0.739,59.100,0.629,-0.080,0.805,0.724,0.247
+Senegal,2019,5.489,8.140,0.688,59.400,0.759,-0.025,0.796,0.768,0.332
+Senegal,2020,4.757,8.127,0.621,59.700,0.797,-0.052,0.855,0.816,0.268
+Senegal,2021,4.903,8.164,0.645,60.000,0.759,0.026,0.821,0.812,0.265
+Senegal,2022,4.907,8.179,0.609,60.300,0.758,0.049,0.854,0.813,0.287
+Senegal,2023,5.093,8.200,0.668,60.600,0.798,0.048,0.836,0.825,0.258
+Serbia,2007,4.750,9.536,0.844,65.280,0.453,-0.171,0.905,0.528,0.334
+Serbia,2009,4.380,9.571,0.770,65.560,0.373,-0.184,0.961,0.466,0.435
+Serbia,2010,4.461,9.583,0.726,65.700,0.463,-0.176,0.965,0.446,0.415
+Serbia,2011,4.815,9.611,0.773,65.840,0.440,-0.191,0.977,0.458,0.410
+Serbia,2012,5.155,9.609,0.819,65.980,0.461,-0.136,0.952,0.447,0.371
+Serbia,2013,5.102,9.642,0.828,66.120,0.533,-0.106,0.908,0.505,0.403
+Serbia,2014,5.113,9.631,0.783,66.260,0.532,0.066,0.912,0.473,0.326
+Serbia,2015,5.318,9.654,0.816,66.400,0.546,-0.068,0.859,0.472,0.303
+Serbia,2016,5.753,9.692,0.895,66.525,0.614,-0.074,0.890,0.492,0.298
+Serbia,2017,5.122,9.718,0.884,66.650,0.685,-0.084,0.851,0.485,0.326
+Serbia,2018,5.936,9.767,0.853,66.775,0.740,-0.106,0.864,0.527,0.296
+Serbia,2019,6.241,9.815,0.903,66.900,0.753,-0.046,0.813,0.474,0.242
+Serbia,2020,6.042,9.813,0.852,67.025,0.843,0.142,0.824,0.579,0.358
+Serbia,2021,6.245,9.895,0.890,67.150,0.850,0.261,0.806,0.568,0.311
+Serbia,2022,6.546,9.928,0.896,67.275,0.782,0.074,0.801,0.514,0.275
+Serbia,2023,6.441,9.961,0.895,67.400,0.807,0.085,0.782,0.526,0.206
+Sierra Leone,2006,3.628,7.122,0.561,46.280,0.679,0.097,0.836,0.535,0.381
+Sierra Leone,2007,3.585,7.177,0.686,46.660,0.720,0.243,0.830,0.635,0.290
+Sierra Leone,2008,2.997,7.205,0.591,47.040,0.716,0.144,0.925,0.588,0.370
+Sierra Leone,2010,4.134,7.245,0.812,47.800,0.726,0.008,0.910,0.497,0.290
+Sierra Leone,2011,4.502,7.277,0.782,48.180,0.770,0.001,0.855,0.495,0.300
+Sierra Leone,2013,4.514,7.557,0.708,48.940,0.720,-0.075,0.856,0.540,0.423
+Sierra Leone,2014,4.500,7.577,0.869,49.320,0.681,0.030,0.786,0.622,0.334
+Sierra Leone,2015,4.909,7.324,0.611,49.700,0.624,0.047,0.825,0.626,0.414
+Sierra Leone,2016,4.733,7.361,0.657,50.500,0.681,0.103,0.863,0.616,0.456
+Sierra Leone,2017,4.090,7.374,0.652,51.300,0.711,0.076,0.848,0.607,0.495
+Sierra Leone,2018,4.306,7.384,0.650,52.100,0.716,0.093,0.856,0.533,0.466
+Sierra Leone,2019,3.447,7.412,0.611,52.900,0.718,0.072,0.874,0.521,0.438
+Sierra Leone,2021,3.714,7.387,0.609,54.500,0.659,0.106,0.851,0.538,0.448
+Sierra Leone,2022,2.560,7.400,0.502,55.300,0.660,0.097,0.862,0.494,0.505
+Sierra Leone,2023,3.467,7.412,0.601,56.100,0.694,0.101,0.866,0.504,0.430
+Singapore,2006,6.463,11.168,0.904,71.580,0.757,0.132,,0.689,0.267
+Singapore,2007,6.834,11.213,0.921,71.760,0.867,0.287,0.064,0.588,0.114
+Singapore,2008,6.642,11.178,0.845,71.940,0.661,0.040,0.066,0.627,0.256
+Singapore,2009,6.145,11.149,0.866,72.120,0.776,-0.081,0.035,0.450,0.208
+Singapore,2010,6.531,11.267,0.864,72.300,0.846,-0.024,0.060,0.527,0.131
+Singapore,2011,6.561,11.306,0.904,72.480,0.822,-0.155,0.099,0.404,0.144
+Singapore,2013,6.533,11.356,0.808,72.840,0.827,0.109,0.242,0.663,0.148
+Singapore,2014,7.062,11.382,0.822,73.020,0.835,0.148,0.133,0.774,0.180
+Singapore,2015,6.620,11.399,0.866,73.200,0.887,0.144,0.099,0.736,0.142
+Singapore,2016,6.033,11.422,0.925,73.300,0.904,0.137,0.047,0.745,0.111
+Singapore,2017,6.378,11.465,0.897,73.400,0.926,0.129,0.162,0.750,0.179
+Singapore,2018,6.375,11.496,0.903,73.500,0.916,-0.073,0.097,0.731,0.107
+Singapore,2019,6.378,11.497,0.925,73.600,0.938,0.020,0.070,0.674,0.138
+Singapore,2021,6.587,11.587,0.876,73.800,0.879,0.060,0.145,0.697,0.160
+Singapore,2022,6.333,11.590,0.852,73.900,0.873,0.088,,0.688,0.209
+Singapore,2023,6.654,,0.916,74.000,0.861,,0.153,0.667,0.190
+Slovakia,2006,5.265,9.989,0.954,65.620,0.542,-0.054,0.946,0.586,0.308
+Slovakia,2010,6.052,10.152,0.920,66.500,0.636,-0.106,0.907,0.603,0.277
+Slovakia,2011,5.945,10.177,0.917,66.720,0.727,0.006,0.907,0.588,0.287
+Slovakia,2012,5.911,10.188,0.926,66.940,0.620,-0.032,0.907,0.585,0.302
+Slovakia,2013,5.937,10.193,0.909,67.160,0.598,-0.055,0.915,0.612,0.277
+Slovakia,2014,6.139,10.219,0.924,67.380,0.635,-0.130,0.914,0.619,0.267
+Slovakia,2015,6.162,10.268,0.943,67.600,0.587,-0.132,0.928,0.632,0.269
+Slovakia,2016,5.993,10.286,0.945,67.825,0.700,-0.065,0.917,0.688,0.232
+Slovakia,2017,6.366,10.314,0.913,68.050,0.714,-0.059,0.920,0.709,0.213
+Slovakia,2018,6.235,10.352,0.922,68.275,0.758,-0.172,0.910,0.670,0.253
+Slovakia,2019,6.243,10.375,0.933,68.500,0.771,-0.133,0.926,0.676,0.252
+Slovakia,2020,6.519,10.340,0.954,68.725,0.762,-0.081,0.901,0.695,0.274
+Slovakia,2021,6.419,10.390,0.951,68.950,0.742,0.042,0.896,0.692,0.241
+Slovakia,2022,6.091,10.409,0.961,69.175,0.732,-0.129,0.841,0.665,0.263
+Slovakia,2023,6.261,10.425,0.941,69.400,0.753,-0.136,0.825,0.647,0.235
+Slovenia,2006,5.811,10.399,0.936,68.560,0.936,0.037,0.708,0.608,0.307
+Slovenia,2009,5.830,10.406,0.919,69.040,0.896,-0.025,0.804,0.583,0.303
+Slovenia,2010,6.083,10.415,0.917,69.200,0.896,0.024,0.845,0.592,0.295
+Slovenia,2011,6.036,10.421,0.931,69.360,0.907,-0.031,0.893,0.587,0.285
+Slovenia,2012,6.063,10.392,0.925,69.520,0.904,-0.025,0.891,0.598,0.284
+Slovenia,2013,5.975,10.381,0.932,69.680,0.890,0.030,0.918,0.625,0.274
+Slovenia,2014,5.678,10.407,0.908,69.840,0.888,0.047,0.909,0.594,0.291
+Slovenia,2015,5.741,10.428,0.901,70.000,0.896,0.002,0.892,0.644,0.261
+Slovenia,2016,5.937,10.459,0.934,70.175,0.904,-0.060,0.838,0.597,0.272
+Slovenia,2017,6.167,10.505,0.928,70.350,0.921,-0.031,0.829,0.582,0.286
+Slovenia,2018,6.249,10.545,0.941,70.525,0.942,-0.125,0.839,0.601,0.275
+Slovenia,2019,6.665,10.572,0.949,70.700,0.945,-0.108,0.785,0.622,0.228
+Slovenia,2020,6.462,10.521,0.953,70.875,0.958,-0.090,0.797,0.575,0.314
+Slovenia,2021,6.761,10.598,0.955,71.050,0.851,0.026,0.754,0.643,0.261
+Slovenia,2022,6.723,10.650,0.942,71.225,0.930,0.099,0.762,0.625,0.242
+Slovenia,2023,6.746,10.664,0.911,71.400,0.931,0.031,0.750,0.615,0.256
+Somalia,2014,5.528,6.830,0.611,47.660,0.874,0.020,0.456,0.689,0.207
+Somalia,2015,5.354,6.937,0.599,48.100,0.968,0.016,0.410,0.764,0.187
+Somalia,2016,4.668,6.981,0.594,48.500,0.917,0.069,0.441,0.773,0.193
+Somaliland region,2009,4.991,,0.880,,0.746,,0.513,0.708,0.112
+Somaliland region,2010,4.657,,0.829,,0.820,,0.471,0.632,0.083
+Somaliland region,2011,4.931,,0.788,,0.858,,0.357,0.691,0.122
+Somaliland region,2012,5.057,,0.786,,0.758,,0.334,0.687,0.152
+South Africa,2006,5.084,9.455,0.913,46.000,0.649,-0.094,,0.724,0.223
+South Africa,2007,5.204,9.497,0.788,46.900,0.690,-0.169,0.859,0.658,0.210
+South Africa,2008,5.346,9.518,0.810,47.800,0.749,-0.106,0.866,0.712,0.206
+South Africa,2009,5.218,9.490,0.877,48.700,0.739,-0.165,0.904,0.656,0.231
+South Africa,2010,4.652,9.508,0.917,49.600,0.739,-0.213,0.791,0.698,0.124
+South Africa,2011,4.931,9.527,0.858,50.500,0.835,-0.166,0.819,0.720,0.230
+South Africa,2012,5.134,9.537,0.907,51.400,0.590,-0.175,0.838,0.711,0.178
+South Africa,2013,3.661,9.548,0.839,52.300,0.714,-0.089,0.800,0.740,0.167
+South Africa,2014,4.828,9.546,0.881,53.200,0.794,-0.128,0.820,0.730,0.243
+South Africa,2015,4.887,9.539,0.898,54.100,0.862,-0.138,0.853,0.717,0.161
+South Africa,2016,4.770,9.536,0.875,54.625,0.774,-0.082,0.813,0.743,0.301
+South Africa,2017,4.514,9.543,0.870,55.150,0.787,-0.141,0.865,0.709,0.268
+South Africa,2018,4.884,9.546,0.841,55.675,0.753,-0.063,0.841,0.736,0.283
+South Africa,2019,5.035,9.536,0.848,56.200,0.738,-0.147,0.820,0.727,0.268
+South Africa,2020,4.947,9.458,0.891,56.725,0.757,-0.030,0.912,0.761,0.294
+South Africa,2021,5.599,9.496,0.922,57.250,0.704,-0.148,0.892,0.784,0.173
+South Africa,2022,5.581,9.508,0.887,57.775,0.713,-0.071,0.908,0.744,0.239
+South Africa,2023,5.076,9.503,0.839,58.300,0.748,-0.109,0.861,0.708,0.255
+South Korea,2006,5.332,10.309,0.775,70.020,0.715,-0.058,0.799,0.545,0.338
+South Korea,2007,5.767,10.360,0.827,70.240,0.656,-0.065,0.803,0.612,0.226
+South Korea,2008,5.390,10.382,0.754,70.460,0.524,-0.108,0.771,0.554,0.239
+South Korea,2009,5.648,10.385,0.811,70.680,0.600,-0.102,0.787,0.596,0.209
+South Korea,2010,6.116,10.446,0.816,70.900,0.677,-0.039,0.752,0.626,0.130
+South Korea,2011,6.947,10.474,0.809,71.120,0.682,-0.054,0.827,0.587,0.168
+South Korea,2012,6.003,10.493,0.775,71.340,0.618,,0.844,0.610,0.206
+South Korea,2013,5.959,10.519,0.797,71.560,0.642,-0.056,0.832,0.589,0.189
+South Korea,2014,5.801,10.544,0.738,71.780,0.623,-0.049,0.834,0.575,0.283
+South Korea,2015,5.780,10.567,0.768,72.000,0.616,-0.041,0.841,0.561,0.244
+South Korea,2016,5.971,10.592,0.811,72.275,0.591,0.020,0.862,0.583,0.233
+South Korea,2017,5.874,10.620,0.807,72.550,0.538,0.008,0.851,0.546,0.235
+South Korea,2018,5.840,10.645,0.798,72.825,0.600,-0.095,0.797,0.579,0.217
+South Korea,2019,5.903,10.663,0.783,73.100,0.706,-0.061,0.718,0.593,0.236
+South Korea,2020,5.793,10.655,0.808,73.375,0.711,-0.112,0.665,0.550,0.247
+South Korea,2021,6.113,10.697,0.811,73.650,0.717,-0.033,0.685,0.566,0.221
+South Korea,2022,5.950,10.725,0.810,73.925,0.723,0.002,0.747,0.585,0.233
+South Korea,2023,6.112,10.742,0.799,74.200,0.762,-0.004,0.714,0.603,0.245
+South Sudan,2014,3.832,,0.545,52.880,0.567,,0.742,0.578,0.428
+South Sudan,2015,4.071,,0.585,53.000,0.512,,0.710,0.553,0.450
+South Sudan,2016,2.888,,0.532,53.175,0.440,,0.785,0.594,0.549
+South Sudan,2017,2.817,,0.557,53.350,0.456,,0.761,0.565,0.517
+Spain,2005,7.153,10.544,0.961,70.400,0.916,,0.777,0.694,0.241
+Spain,2007,6.995,10.585,0.957,70.640,0.782,-0.099,0.784,0.717,0.264
+Spain,2008,7.294,10.577,0.948,70.760,0.834,-0.155,0.683,0.649,0.260
+Spain,2009,6.199,10.530,0.929,70.880,0.749,-0.133,0.798,0.645,0.336
+Spain,2010,6.188,10.527,0.950,71.000,0.796,-0.144,0.840,0.645,0.322
+Spain,2011,6.518,10.516,0.944,71.120,0.819,-0.128,0.846,0.667,0.356
+Spain,2012,6.291,10.485,0.937,71.240,0.755,-0.065,0.844,0.644,0.366
+Spain,2013,6.150,10.474,0.929,71.360,0.759,-0.107,0.916,0.663,0.372
+Spain,2014,6.456,10.491,0.948,71.480,0.738,-0.034,0.854,0.683,0.335
+Spain,2015,6.381,10.529,0.956,71.600,0.732,-0.078,0.822,0.705,0.285
+Spain,2016,6.319,10.558,0.942,71.725,0.768,-0.054,0.819,0.630,0.301
+Spain,2017,6.230,10.585,0.903,71.850,0.756,-0.038,0.791,0.601,0.302
+Spain,2018,6.513,10.604,0.910,71.975,0.722,-0.081,0.777,0.636,0.357
+Spain,2019,6.457,10.616,0.949,72.100,0.778,-0.054,0.730,0.636,0.316
+Spain,2020,6.502,10.491,0.935,72.225,0.783,-0.127,0.730,0.671,0.317
+Spain,2021,6.470,10.544,0.926,72.350,0.782,-0.076,0.729,0.639,0.324
+Spain,2022,6.337,10.592,0.934,72.475,0.781,-0.001,0.673,0.636,0.320
+Spain,2023,6.456,10.609,0.912,72.600,0.779,-0.004,0.675,0.655,0.325
+Sri Lanka,2006,4.345,8.937,0.864,62.280,0.724,0.055,0.838,0.639,0.216
+Sri Lanka,2007,4.415,8.992,0.838,62.760,0.736,0.103,0.847,0.590,0.220
+Sri Lanka,2008,4.431,9.040,0.816,63.240,0.834,0.156,0.861,0.656,0.153
+Sri Lanka,2009,4.212,9.065,0.830,63.720,0.799,0.299,0.690,0.661,0.172
+Sri Lanka,2010,3.977,9.133,0.814,64.200,0.738,0.252,0.769,0.704,0.163
+Sri Lanka,2011,4.181,9.207,0.842,64.680,0.823,0.138,0.760,0.730,0.175
+Sri Lanka,2012,4.225,9.282,0.824,65.160,0.800,0.155,0.823,0.761,0.197
+Sri Lanka,2013,4.365,9.316,0.809,65.640,0.834,0.262,0.842,0.776,0.208
+Sri Lanka,2014,4.268,9.373,0.805,66.120,0.868,0.291,0.791,0.785,0.187
+Sri Lanka,2015,4.612,9.410,0.863,66.600,0.902,0.312,0.859,0.789,0.235
+Sri Lanka,2017,4.331,9.514,0.823,66.800,0.827,0.083,0.844,0.729,0.270
+Sri Lanka,2018,4.435,9.529,0.833,66.900,0.859,0.096,0.856,0.773,0.302
+Sri Lanka,2019,4.213,9.521,0.815,67.000,0.824,0.043,0.863,0.753,0.315
+Sri Lanka,2020,4.778,9.468,0.842,67.100,0.803,-0.050,0.768,0.758,0.285
+Sri Lanka,2021,4.103,9.492,0.812,67.200,0.771,-0.013,0.849,0.733,0.312
+Sri Lanka,2022,3.985,9.409,0.825,67.300,0.740,0.038,0.900,0.715,0.321
+Sri Lanka,2023,3.602,9.364,0.790,67.400,0.754,0.050,0.922,0.709,0.353
+State of Palestine,2006,4.716,8.201,0.818,,0.547,,0.858,0.492,0.431
+State of Palestine,2007,4.151,8.181,0.712,,0.365,-0.083,0.844,0.515,0.412
+State of Palestine,2008,4.386,8.275,0.666,,0.358,-0.075,0.753,0.513,0.403
+State of Palestine,2009,4.470,8.337,0.738,,0.468,-0.091,0.797,0.474,0.466
+State of Palestine,2010,4.703,8.363,0.822,,0.504,-0.121,0.752,0.553,0.381
+State of Palestine,2011,4.751,8.452,0.751,,0.522,-0.131,0.750,0.499,0.388
+State of Palestine,2012,4.647,8.598,0.782,,0.542,-0.163,0.730,0.560,0.379
+State of Palestine,2013,4.844,8.595,0.761,,0.454,-0.163,0.780,0.537,0.365
+State of Palestine,2014,4.722,8.618,0.775,,0.657,-0.163,0.804,0.505,0.380
+State of Palestine,2015,4.695,8.683,0.766,,0.556,-0.173,0.774,0.536,0.369
+State of Palestine,2016,4.907,8.738,0.818,,0.608,-0.151,0.812,0.544,0.378
+State of Palestine,2017,4.628,8.734,0.824,,0.632,-0.186,0.831,0.534,0.416
+State of Palestine,2018,4.554,8.718,0.819,,0.655,-0.163,0.814,0.528,0.419
+State of Palestine,2019,4.483,8.716,0.833,,0.653,-0.135,0.829,0.538,0.400
+State of Palestine,2022,4.908,,0.860,,0.695,,0.836,0.584,0.362
+State of Palestine,2023,4.851,,0.831,,0.708,,0.808,0.580,0.378
+Sudan,2009,4.455,8.457,0.911,57.460,0.710,0.046,0.701,0.688,0.245
+Sudan,2010,4.435,8.465,0.855,57.700,0.648,-0.073,0.737,0.589,0.221
+Sudan,2011,4.314,8.527,0.818,57.940,0.583,-0.053,0.663,0.532,0.249
+Sudan,2012,4.550,8.458,0.813,58.180,0.412,-0.072,0.734,0.511,0.242
+Sudan,2014,4.139,8.471,0.811,58.660,0.390,-0.080,0.794,0.461,0.303
+Suriname,2012,6.269,9.874,0.797,62.840,0.885,-0.088,0.751,0.730,0.250
+Sweden,2005,7.376,10.724,0.951,71.000,0.964,,,0.742,0.151
+Sweden,2007,7.241,10.791,0.917,71.080,0.910,0.141,0.289,0.735,0.177
+Sweden,2008,7.516,10.778,0.923,71.120,0.912,0.120,0.314,0.763,0.134
+Sweden,2009,7.266,10.725,0.903,71.160,0.864,0.216,0.292,0.761,0.151
+Sweden,2010,7.496,10.775,0.970,71.200,0.905,0.136,0.253,0.788,0.200
+Sweden,2011,7.382,10.799,0.921,71.240,0.941,0.156,0.269,0.762,0.179
+Sweden,2012,7.560,10.785,0.929,71.280,0.944,0.127,0.254,0.796,0.170
+Sweden,2013,7.434,10.789,0.916,71.320,0.936,0.154,0.324,0.782,0.184
+Sweden,2014,7.239,10.805,0.933,71.360,0.945,0.197,0.250,0.793,0.208
+Sweden,2015,7.289,10.838,0.929,71.400,0.935,0.206,0.232,0.766,0.191
+Sweden,2016,7.369,10.846,0.912,71.525,0.918,0.141,0.246,0.752,0.201
+Sweden,2017,7.287,10.858,0.914,71.650,0.935,0.165,0.239,0.756,0.175
+Sweden,2018,7.375,10.866,0.931,71.775,0.942,0.072,0.263,0.747,0.161
+Sweden,2019,7.398,10.875,0.934,71.900,0.942,0.085,0.250,0.775,0.202
+Sweden,2020,7.314,10.846,0.936,72.025,0.951,0.084,0.203,0.717,0.222
+Sweden,2021,7.439,10.893,0.932,72.150,0.953,0.172,0.191,0.763,0.190
+Sweden,2022,7.431,10.912,0.949,72.275,0.939,0.232,0.213,0.750,0.163
+Sweden,2023,7.161,10.902,0.927,72.400,0.926,0.147,0.253,0.739,0.194
+Switzerland,2006,7.473,11.056,0.951,71.160,0.919,0.284,0.408,0.742,0.212
+Switzerland,2009,7.525,11.065,0.938,71.340,0.891,0.118,0.342,0.741,0.202
+Switzerland,2012,7.776,11.094,0.947,71.520,0.945,0.131,0.323,0.793,0.176
+Switzerland,2014,7.493,11.111,0.959,71.640,0.949,0.053,0.283,0.788,0.189
+Switzerland,2015,7.572,11.116,0.938,71.700,0.928,0.102,0.210,0.794,0.166
+Switzerland,2016,7.459,11.126,0.928,71.900,0.934,0.081,0.302,0.758,0.206
+Switzerland,2017,7.474,11.130,0.950,72.100,0.925,0.173,0.316,0.734,0.196
+Switzerland,2018,7.509,11.151,0.930,72.300,0.926,0.094,0.301,0.756,0.192
+Switzerland,2019,7.694,11.155,0.949,72.500,0.913,0.029,0.294,0.743,0.171
+Switzerland,2020,7.508,11.124,0.946,72.700,0.917,-0.073,0.280,0.730,0.193
+Switzerland,2021,7.328,11.158,0.934,72.900,0.908,0.024,0.287,0.747,0.183
+Switzerland,2022,6.884,11.170,0.881,73.100,0.848,0.128,0.235,0.710,0.180
+Switzerland,2023,6.969,11.169,0.904,73.300,0.891,0.104,0.247,0.745,0.185
+Syria,2008,5.323,8.658,0.712,68.620,0.661,0.116,0.680,0.562,0.338
+Syria,2009,4.979,8.656,0.842,66.860,0.748,0.076,0.688,0.491,0.292
+Syria,2010,4.465,8.733,0.934,65.100,0.647,0.002,0.743,0.489,0.225
+Syria,2011,4.038,8.735,0.576,63.340,0.530,0.125,0.741,0.521,0.496
+Syria,2012,3.164,8.578,0.588,61.580,0.467,0.310,0.673,0.451,0.705
+Syria,2013,2.688,8.419,0.585,59.820,0.455,0.219,0.663,0.354,0.622
+Syria,2015,3.462,8.492,0.464,56.300,0.448,0.036,0.685,0.363,0.643
+Taiwan Province of China,2006,6.189,10.602,0.882,68.680,0.630,-0.035,0.846,0.683,0.094
+Taiwan Province of China,2008,5.548,10.600,0.830,69.140,0.642,-0.022,0.785,0.682,0.169
+Taiwan Province of China,2010,6.229,10.681,0.831,69.600,0.677,-0.001,0.821,0.738,0.136
+Taiwan Province of China,2011,6.309,10.693,0.863,,0.761,0.030,0.755,0.727,0.112
+Taiwan Province of China,2012,6.126,10.718,0.825,,0.698,0.016,0.803,0.702,0.140
+Taiwan Province of China,2013,6.340,10.724,0.817,,0.690,-0.003,0.841,0.754,0.124
+Taiwan Province of China,2014,6.363,10.749,0.870,,0.693,0.089,0.866,0.767,0.108
+Taiwan Province of China,2015,6.450,10.779,0.885,,0.701,0.017,0.857,0.750,0.129
+Taiwan Province of China,2016,6.513,10.768,0.895,,0.719,-0.049,0.811,0.743,0.108
+Taiwan Province of China,2017,6.359,10.774,0.891,,0.760,-0.070,0.743,0.715,0.114
+Taiwan Province of China,2018,6.467,10.781,0.896,,0.741,-0.179,0.736,0.746,0.093
+Taiwan Province of China,2019,6.537,10.797,0.893,,0.814,-0.131,0.718,0.762,0.093
+Taiwan Province of China,2020,6.751,,0.901,,0.799,,0.711,0.743,0.083
+Taiwan Province of China,2021,6.247,,0.866,,0.818,,0.675,0.667,0.123
+Taiwan Province of China,2022,6.607,,0.883,,0.800,,0.658,0.717,0.095
+Taiwan Province of China,2023,6.655,,0.872,,0.795,,0.641,0.748,0.111
+Tajikistan,2006,4.613,7.591,0.724,60.500,0.702,-0.096,0.768,0.494,0.195
+Tajikistan,2007,4.432,7.648,0.727,60.600,0.818,-0.007,0.659,0.619,0.133
+Tajikistan,2008,5.064,7.705,0.701,60.700,0.816,0.010,0.723,0.488,0.160
+Tajikistan,2009,4.575,7.724,0.676,60.800,0.744,-0.007,0.792,0.475,0.203
+Tajikistan,2010,4.381,7.766,0.759,60.900,0.784,0.054,0.679,0.483,0.192
+Tajikistan,2011,4.263,7.817,0.751,61.000,0.776,-0.127,0.672,0.573,0.166
+Tajikistan,2012,4.497,7.867,0.729,61.100,0.749,-0.081,0.717,0.583,0.198
+Tajikistan,2013,4.967,7.916,0.701,61.200,0.693,0.055,0.764,0.578,0.170
+Tajikistan,2014,4.896,7.958,0.810,61.300,0.853,-0.007,0.698,0.587,0.196
+Tajikistan,2015,5.124,7.993,0.844,61.400,0.847,0.013,0.742,0.633,0.196
+Tajikistan,2016,5.104,8.036,0.857,61.550,0.703,0.001,0.632,0.587,0.220
+Tajikistan,2017,5.829,8.082,0.663,61.700,0.832,0.116,0.718,0.581,0.278
+Tajikistan,2018,5.497,8.133,0.875,61.850,,-0.074,0.578,0.632,0.220
+Tajikistan,2019,5.464,8.182,0.880,62.000,,-0.054,0.490,0.663,0.178
+Tajikistan,2020,5.373,8.203,0.790,62.150,,-0.054,0.550,0.652,0.344
+Tajikistan,2021,5.287,8.271,0.883,62.300,,-0.071,0.499,0.655,0.240
+Tajikistan,2022,5.176,8.328,0.865,62.450,,-0.003,0.397,0.710,0.220
+Tajikistan,2023,5.379,8.371,0.871,62.600,,-0.054,0.482,0.638,0.231
+Tanzania,2006,3.922,7.459,0.783,50.760,0.787,-0.030,0.649,0.725,0.209
+Tanzania,2007,4.318,7.497,0.708,51.420,0.716,-0.016,0.707,0.702,0.220
+Tanzania,2008,4.385,7.525,0.774,52.080,0.562,0.253,0.930,0.740,0.178
+Tanzania,2009,3.408,7.551,0.837,52.740,0.607,0.305,0.903,0.733,0.161
+Tanzania,2010,3.229,7.587,0.813,53.400,0.597,0.135,0.866,0.667,0.146
+Tanzania,2011,4.074,7.632,0.883,54.060,0.736,-0.050,0.816,0.720,0.145
+Tanzania,2012,4.007,7.647,0.832,54.720,0.577,0.209,0.887,0.641,0.195
+Tanzania,2013,3.852,7.683,0.803,55.380,0.654,0.051,0.859,0.707,0.191
+Tanzania,2014,3.483,7.717,0.789,56.040,0.654,0.107,0.878,0.693,0.241
+Tanzania,2015,3.661,7.743,0.790,56.700,0.759,0.145,0.906,0.607,0.192
+Tanzania,2016,2.903,7.775,0.638,57.150,0.775,0.175,0.739,0.649,0.246
+Tanzania,2017,3.347,7.807,0.705,57.600,0.800,0.112,0.654,0.662,0.255
+Tanzania,2018,3.445,7.828,0.675,58.050,0.807,0.150,0.612,0.702,0.221
+Tanzania,2019,3.640,7.855,0.687,58.500,0.850,0.097,0.589,0.679,0.243
+Tanzania,2020,3.786,7.844,0.740,58.950,0.830,0.293,0.521,0.667,0.271
+Tanzania,2021,3.681,7.857,0.619,59.400,0.822,0.110,0.546,0.648,0.246
+Tanzania,2022,3.616,7.872,0.600,59.850,0.856,0.133,0.584,0.707,0.195
+Tanzania,2023,4.042,7.893,0.663,60.300,0.862,0.122,0.609,0.702,0.210
+Thailand,2006,5.885,9.452,0.894,66.380,0.863,0.326,0.935,0.750,0.164
+Thailand,2007,5.784,9.498,0.889,66.560,0.870,0.386,0.898,0.784,0.180
+Thailand,2008,5.636,9.507,0.832,66.740,0.868,0.421,0.933,0.777,0.145
+Thailand,2009,5.476,9.493,0.893,66.920,0.868,0.520,0.904,0.808,0.166
+Thailand,2010,6.217,9.559,0.898,67.100,0.860,0.532,0.917,0.821,0.182
+Thailand,2011,6.664,9.561,0.884,67.280,0.927,0.396,0.923,0.834,0.117
+Thailand,2012,6.300,9.624,0.906,67.460,0.847,0.376,0.909,0.733,0.138
+Thailand,2013,6.231,9.645,0.926,67.640,0.781,0.452,0.925,0.782,0.141
+Thailand,2014,6.985,9.649,0.933,67.820,0.900,0.548,0.920,0.768,0.169
+Thailand,2015,6.202,9.675,0.866,68.000,0.885,0.312,0.914,0.884,0.174
+Thailand,2016,6.074,9.705,0.908,68.075,0.924,0.352,0.878,0.811,0.218
+Thailand,2017,5.939,9.741,0.877,68.150,0.923,0.208,0.884,0.776,0.232
+Thailand,2018,6.012,9.780,0.873,68.225,0.905,0.255,0.907,0.783,0.198
+Thailand,2019,6.022,9.798,0.903,68.300,0.898,0.305,0.877,0.792,0.208
+Thailand,2020,5.885,9.733,0.867,68.375,0.840,0.270,0.918,0.770,0.326
+Thailand,2021,5.638,9.746,0.883,68.450,0.836,0.290,0.943,0.719,0.298
+Thailand,2022,6.007,9.770,0.867,68.525,0.881,0.299,0.868,0.773,0.218
+Thailand,2023,6.282,9.807,0.873,68.600,0.926,0.338,0.889,0.811,0.217
+Togo,2006,3.202,7.342,0.435,50.240,0.628,-0.030,0.850,0.571,0.348
+Togo,2008,2.808,7.312,0.291,51.120,0.287,-0.078,0.932,0.398,0.379
+Togo,2011,2.936,7.406,0.303,52.440,0.584,-0.093,0.832,0.479,0.395
+Togo,2014,2.839,7.509,0.444,53.760,0.663,-0.108,0.795,0.537,0.443
+Togo,2015,3.768,7.540,0.479,54.200,0.772,-0.092,0.733,0.597,0.416
+Togo,2016,3.879,7.569,0.509,54.700,0.730,-0.031,0.815,0.610,0.483
+Togo,2017,4.361,7.587,0.508,55.200,0.717,-0.066,0.726,0.614,0.426
+Togo,2018,4.023,7.613,0.596,55.700,0.612,-0.031,0.809,0.602,0.446
+Togo,2019,4.179,7.637,0.539,56.200,0.617,0.041,0.737,0.606,0.444
+Togo,2021,4.037,7.667,0.603,57.200,0.619,0.037,0.766,0.628,0.417
+Togo,2022,4.239,7.700,0.579,57.700,0.696,0.002,0.713,0.594,0.414
+Togo,2023,4.365,7.725,0.547,58.200,0.665,-0.071,0.685,0.546,0.362
+Trinidad and Tobago,2006,5.832,10.172,0.887,61.780,0.840,0.139,0.917,0.750,0.229
+Trinidad and Tobago,2008,6.696,10.240,0.858,62.540,0.838,0.085,0.959,0.802,0.184
+Trinidad and Tobago,2011,6.519,10.206,0.863,63.680,0.775,0.076,0.900,0.827,0.134
+Trinidad and Tobago,2013,6.168,10.293,0.883,64.440,0.847,0.121,0.948,0.764,0.286
+Trinidad and Tobago,2017,6.192,10.174,0.916,65.700,0.859,0.010,0.911,0.763,0.248
+Tunisia,2009,5.025,9.238,,66.220,0.781,-0.127,0.722,,
+Tunisia,2010,5.131,9.257,0.863,66.300,0.624,-0.143,0.732,0.697,0.249
+Tunisia,2011,4.876,9.224,0.715,66.380,0.603,-0.207,0.913,0.513,0.248
+Tunisia,2012,4.464,9.252,0.614,66.460,0.568,-0.184,0.899,0.490,0.327
+Tunisia,2013,5.246,9.265,0.648,66.540,0.536,-0.214,0.886,0.435,0.239
+Tunisia,2014,4.764,9.284,0.680,66.620,0.589,-0.239,0.783,0.424,0.321
+Tunisia,2015,5.132,9.283,0.609,66.700,0.711,-0.233,0.815,0.514,0.320
+Tunisia,2016,4.521,9.283,0.702,66.750,0.614,-0.172,0.811,0.532,0.378
+Tunisia,2017,4.124,9.294,0.717,66.800,0.478,-0.226,0.869,0.367,0.377
+Tunisia,2018,4.741,9.310,0.733,66.850,0.650,-0.199,0.840,0.536,0.365
+Tunisia,2019,4.315,9.316,0.610,66.900,0.659,-0.217,0.889,0.459,0.433
+Tunisia,2020,4.731,9.214,0.719,66.950,0.668,-0.206,0.877,0.519,0.439
+Tunisia,2021,4.499,9.249,0.711,67.000,0.591,-0.206,0.933,0.451,0.336
+Tunisia,2022,4.261,9.267,0.755,67.050,0.474,-0.233,0.908,0.458,0.304
+Tunisia,2023,4.505,9.282,0.702,67.100,0.482,-0.226,0.882,0.461,0.364
+Turkmenistan,2009,6.568,8.955,0.924,59.780,,-0.105,,0.695,0.152
+Turkmenistan,2011,5.792,9.146,0.964,60.420,,0.015,,0.577,0.122
+Turkmenistan,2012,5.464,9.233,0.946,60.740,0.786,-0.126,,0.541,0.117
+Turkmenistan,2013,5.392,9.312,0.846,61.060,0.705,-0.075,,0.552,0.160
+Turkmenistan,2014,5.787,9.392,0.909,61.380,0.805,0.029,,0.614,0.154
+Turkmenistan,2015,5.791,9.437,0.960,61.700,0.701,0.090,,0.633,0.301
+Turkmenistan,2016,5.887,9.479,0.929,61.800,0.749,0.002,,0.560,0.255
+Turkmenistan,2017,5.229,9.525,0.908,61.900,0.720,0.063,,0.488,0.350
+Turkmenistan,2018,4.621,9.569,0.984,62.000,0.858,0.257,,0.567,0.189
+Turkmenistan,2019,5.474,9.615,0.982,62.100,0.892,0.282,,0.494,0.183
+Türkiye,2005,4.719,9.800,0.820,66.100,0.623,,0.877,0.479,
+Türkiye,2007,5.623,9.891,0.792,66.420,0.459,-0.183,0.800,0.592,0.395
+Türkiye,2008,5.118,9.887,0.645,66.580,0.415,-0.194,0.785,0.510,0.345
+Türkiye,2009,5.213,9.825,0.755,66.740,0.456,-0.232,0.853,0.454,0.316
+Türkiye,2010,5.490,9.893,0.795,66.900,0.515,-0.192,0.811,0.532,0.327
+Türkiye,2011,5.272,9.986,0.692,67.060,0.446,-0.247,0.649,0.512,0.380
+Türkiye,2012,5.309,10.018,0.739,67.220,0.471,-0.221,0.702,0.506,0.335
+Türkiye,2013,4.888,10.082,0.795,67.380,0.541,-0.235,0.698,0.551,0.392
+Türkiye,2014,5.580,10.111,0.863,67.540,0.649,-0.029,0.764,0.410,0.377
+Türkiye,2015,5.514,10.150,0.851,67.700,0.653,-0.021,0.806,0.391,0.382
+Türkiye,2016,5.326,10.166,0.880,67.875,0.644,-0.070,0.764,0.414,0.390
+Türkiye,2017,5.607,10.225,0.876,68.050,0.644,-0.242,0.671,0.393,0.313
+Türkiye,2018,5.186,10.246,0.847,68.225,0.529,-0.181,0.805,0.379,0.351
+Türkiye,2019,4.872,10.245,0.792,68.400,0.631,-0.141,0.760,0.347,0.368
+Türkiye,2020,4.862,10.257,0.857,68.575,0.510,-0.119,0.774,0.332,0.440
+Türkiye,2021,4.367,10.357,0.736,68.750,0.447,-0.039,0.810,0.297,0.471
+Türkiye,2022,5.093,10.404,0.830,68.925,0.470,-0.195,0.767,0.311,0.390
+Türkiye,2023,5.463,10.429,0.860,69.100,0.523,-0.159,0.748,0.344,0.349
+Uganda,2006,3.734,7.370,0.760,48.740,0.747,-0.046,0.807,0.552,0.254
+Uganda,2007,4.456,7.422,0.845,49.580,0.708,-0.006,0.881,0.670,0.228
+Uganda,2008,4.569,7.476,0.813,50.420,0.578,-0.060,0.848,0.623,0.240
+Uganda,2009,4.612,7.513,0.852,51.260,0.760,-0.043,0.840,0.594,0.296
+Uganda,2010,4.193,7.538,0.830,52.100,0.801,-0.020,0.855,0.628,0.251
+Uganda,2011,4.826,7.599,0.882,52.940,0.733,0.026,0.830,0.618,0.254
+Uganda,2012,4.309,7.608,0.885,53.780,0.649,0.075,0.838,0.709,0.265
+Uganda,2013,3.710,7.614,0.878,54.620,0.763,0.046,0.820,0.647,0.346
+Uganda,2014,3.770,7.634,0.821,55.460,0.834,0.003,0.898,0.635,0.397
+Uganda,2015,4.238,7.654,0.747,56.300,0.758,0.128,0.873,0.679,0.353
+Uganda,2016,4.233,7.667,0.754,56.775,0.739,0.125,0.811,0.665,0.410
+Uganda,2017,4.001,7.663,0.740,57.250,0.772,0.053,0.816,0.689,0.400
+Uganda,2018,4.322,7.690,0.740,57.725,0.729,0.072,0.856,0.687,0.390
+Uganda,2019,4.948,7.719,0.805,58.200,0.704,0.132,0.826,0.689,0.385
+Uganda,2020,4.641,7.714,0.800,58.675,0.687,0.140,0.878,0.705,0.425
+Uganda,2021,4.225,7.717,0.793,59.150,0.711,0.081,0.835,0.699,0.359
+Uganda,2022,4.425,7.733,0.781,59.625,0.720,0.135,0.836,0.708,0.439
+Uganda,2023,4.467,7.759,0.827,60.100,0.848,0.067,0.912,0.726,0.376
+Ukraine,2006,4.804,9.414,0.852,60.920,0.624,-0.265,0.929,0.551,0.249
+Ukraine,2007,5.252,9.499,0.820,61.240,0.494,-0.249,0.968,0.559,0.208
+Ukraine,2008,5.172,9.527,0.860,61.560,0.487,-0.273,0.929,0.545,0.186
+Ukraine,2009,5.166,9.367,0.845,61.880,0.460,-0.249,0.962,0.545,0.189
+Ukraine,2010,5.058,9.411,0.884,62.200,0.484,-0.197,0.954,0.472,0.227
+Ukraine,2011,5.083,9.468,0.859,62.520,0.579,-0.236,0.933,0.539,0.220
+Ukraine,2012,5.030,9.472,0.898,62.840,0.564,-0.231,0.896,0.509,0.193
+Ukraine,2013,4.711,9.474,0.897,63.160,0.569,-0.225,0.937,0.572,0.225
+Ukraine,2014,4.297,9.424,0.877,63.480,0.533,0.078,0.927,0.543,0.249
+Ukraine,2015,3.965,9.325,0.909,63.800,0.431,-0.039,0.952,0.531,0.241
+Ukraine,2016,4.029,9.353,0.885,63.925,0.503,0.005,0.891,0.550,0.220
+Ukraine,2017,4.311,9.381,0.858,64.050,0.599,-0.008,0.937,0.528,0.235
+Ukraine,2018,4.662,9.420,0.901,64.175,0.663,-0.080,0.943,0.550,0.222
+Ukraine,2019,4.702,9.458,0.883,64.300,0.715,-0.087,0.885,0.549,0.201
+Ukraine,2020,5.270,9.426,0.885,64.425,0.784,0.121,0.946,0.629,0.285
+Ukraine,2021,5.311,9.469,0.879,64.550,0.770,0.166,0.922,0.575,0.250
+Ukraine,2022,4.637,9.281,0.863,64.675,0.829,0.408,0.852,0.527,0.390
+Ukraine,2023,4.672,9.423,0.839,64.800,0.772,0.370,0.922,0.490,0.385
+United Arab Emirates,2006,6.734,11.433,0.903,64.860,0.898,-0.043,0.203,0.694,0.275
+United Arab Emirates,2009,6.866,10.952,0.885,65.040,0.849,0.015,0.339,0.718,0.287
+United Arab Emirates,2010,7.097,10.909,0.912,65.100,0.878,0.051,0.355,0.701,0.233
+United Arab Emirates,2011,7.119,10.965,0.881,65.160,0.889,0.063,,0.702,0.216
+United Arab Emirates,2012,7.218,11.001,0.856,65.220,0.920,,,0.719,0.224
+United Arab Emirates,2013,6.621,11.041,0.864,65.280,0.936,,,,0.291
+United Arab Emirates,2014,6.540,11.072,,65.340,,,,,
+United Arab Emirates,2015,6.568,11.128,0.824,65.400,0.915,0.192,,0.722,0.296
+United Arab Emirates,2016,6.831,11.174,0.849,65.550,0.949,0.120,,0.739,0.245
+United Arab Emirates,2017,7.039,11.173,0.836,65.700,0.962,0.206,,0.737,0.208
+United Arab Emirates,2018,6.604,11.178,0.851,65.850,0.944,0.043,,0.723,0.302
+United Arab Emirates,2019,6.711,11.181,0.862,66.000,0.911,0.118,,0.730,0.284
+United Arab Emirates,2020,6.458,11.122,0.827,66.150,0.942,0.049,,0.702,0.298
+United Arab Emirates,2021,6.733,11.152,0.826,66.300,0.951,0.150,,0.697,0.217
+United Arab Emirates,2022,6.738,11.216,0.798,66.450,0.932,0.168,,0.715,0.242
+United Arab Emirates,2023,6.728,11.236,0.776,66.600,0.886,0.155,,0.655,0.304
+United Kingdom,2005,6.984,10.661,0.979,69.100,0.922,,0.398,0.779,0.262
+United Kingdom,2007,6.802,10.693,0.970,69.220,0.838,0.331,0.498,0.686,0.241
+United Kingdom,2008,6.986,10.684,0.954,69.280,0.759,0.325,0.548,0.724,0.218
+United Kingdom,2009,6.907,10.630,0.964,69.340,0.816,0.336,0.559,0.739,0.231
+United Kingdom,2010,7.029,10.646,0.955,69.400,0.841,0.397,0.587,0.753,0.176
+United Kingdom,2011,6.869,10.649,0.949,69.460,0.900,0.331,0.438,0.742,0.174
+United Kingdom,2012,6.881,10.656,0.935,69.520,0.889,0.366,0.425,0.739,0.184
+United Kingdom,2013,6.918,10.668,0.937,69.580,0.905,0.341,0.568,0.719,0.252
+United Kingdom,2014,6.758,10.692,0.910,69.640,0.857,0.349,0.484,0.740,0.251
+United Kingdom,2015,6.515,10.707,0.936,69.700,0.833,0.294,0.456,0.740,0.219
+United Kingdom,2016,6.824,10.721,0.954,69.800,0.821,0.244,0.458,0.732,0.230
+United Kingdom,2017,7.103,10.739,0.937,69.900,0.813,0.285,0.419,0.712,0.210
+United Kingdom,2018,7.233,10.750,0.928,70.000,0.838,0.220,0.404,0.736,0.228
+United Kingdom,2019,7.157,10.760,0.943,70.100,0.854,0.264,0.485,0.739,0.251
+United Kingdom,2020,6.798,10.639,0.929,70.200,0.885,0.196,0.490,0.717,0.225
+United Kingdom,2021,6.867,10.713,0.854,70.300,0.815,0.252,0.448,0.684,0.266
+United Kingdom,2022,6.722,10.754,0.863,70.400,0.857,0.308,0.426,0.723,0.270
+United Kingdom,2023,6.658,10.759,0.886,70.500,0.874,0.270,0.490,0.719,0.272
+United States,2006,7.182,10.921,0.965,66.780,0.911,,0.600,0.775,0.261
+United States,2007,7.513,10.931,,66.760,0.872,0.191,0.633,0.756,0.232
+United States,2008,7.280,10.923,0.953,66.740,0.878,0.249,0.668,0.774,0.227
+United States,2009,7.158,10.888,0.912,66.720,0.831,0.195,0.665,0.753,0.262
+United States,2010,7.164,10.906,0.926,66.700,0.828,0.238,0.690,0.776,0.231
+United States,2011,7.115,10.914,0.922,66.680,0.863,0.155,0.697,0.737,0.273
+United States,2012,7.026,10.929,0.903,66.660,0.823,0.208,0.710,0.765,0.260
+United States,2013,7.249,10.941,0.925,66.640,0.792,0.268,0.747,0.776,0.260
+United States,2014,7.151,10.956,0.902,66.620,0.866,0.215,0.702,0.786,0.281
+United States,2015,6.864,10.975,0.904,66.600,0.849,0.213,0.698,0.769,0.275
+United States,2016,6.804,10.985,0.897,66.475,0.758,0.138,0.739,0.737,0.264
+United States,2017,6.992,11.001,0.921,66.350,0.868,0.191,0.681,0.755,0.268
+United States,2018,6.883,11.024,0.904,66.225,0.825,0.110,0.710,0.757,0.292
+United States,2019,6.944,11.042,0.917,66.100,0.836,0.138,0.707,0.755,0.244
+United States,2020,7.028,11.005,0.937,65.975,0.850,0.028,0.678,0.722,0.295
+United States,2021,6.959,11.061,0.920,65.850,0.816,0.188,0.687,0.740,0.277
+United States,2022,6.693,11.078,0.900,65.725,0.736,0.189,0.701,0.712,0.267
+United States,2023,6.521,11.089,0.861,65.600,0.721,0.185,0.722,0.706,0.284
+Uruguay,2006,5.786,9.640,0.912,66.780,0.807,-0.125,0.477,0.701,0.306
+Uruguay,2007,5.694,9.702,0.875,66.860,0.786,-0.178,0.614,0.710,0.274
+Uruguay,2008,5.664,9.769,0.879,66.940,0.808,-0.156,0.597,0.685,0.264
+Uruguay,2009,6.296,9.808,0.924,67.020,0.825,-0.131,0.544,0.722,0.255
+Uruguay,2010,6.062,9.880,0.893,67.100,0.832,-0.171,0.471,0.738,0.231
+Uruguay,2011,6.554,9.928,0.891,67.180,0.851,-0.093,0.556,0.702,0.252
+Uruguay,2012,6.450,9.960,0.865,67.260,0.871,0.054,0.615,0.692,0.214
+Uruguay,2013,6.444,10.002,0.917,67.340,0.888,-0.056,0.586,0.743,0.253
+Uruguay,2014,6.561,10.031,0.902,67.420,0.904,-0.086,0.533,0.788,0.251
+Uruguay,2015,6.628,10.032,0.891,67.500,0.917,-0.045,0.673,0.812,0.300
+Uruguay,2016,6.171,10.045,0.900,67.500,0.886,-0.085,0.676,0.735,0.283
+Uruguay,2017,6.336,10.060,0.914,67.500,0.898,-0.104,0.627,0.742,0.280
+Uruguay,2018,6.372,10.060,0.917,67.500,0.876,-0.109,0.683,0.775,0.275
+Uruguay,2019,6.600,10.067,0.933,67.500,0.903,-0.107,0.599,0.764,0.222
+Uruguay,2020,6.310,10.002,0.921,67.500,0.908,-0.094,0.491,0.721,0.265
+Uruguay,2021,6.502,10.054,0.914,67.500,0.899,-0.054,0.606,0.746,0.263
+Uruguay,2022,6.671,10.103,0.905,67.500,0.878,-0.055,0.631,0.775,0.267
+Uruguay,2023,6.662,10.122,0.908,67.500,0.904,-0.050,0.662,0.753,0.265
+Uzbekistan,2006,5.232,8.256,0.903,61.340,0.784,-0.125,0.609,0.650,0.195
+Uzbekistan,2008,5.311,8.402,0.894,61.820,0.831,-0.033,,0.647,0.187
+Uzbekistan,2009,5.261,8.463,0.905,62.060,,0.003,0.610,0.646,0.159
+Uzbekistan,2010,5.095,8.508,0.903,62.300,,-0.040,0.519,0.665,0.152
+Uzbekistan,2011,5.739,8.554,0.924,62.540,0.934,0.032,0.522,0.663,0.123
+Uzbekistan,2012,6.019,8.608,0.933,62.780,0.914,-0.047,0.463,0.650,0.118
+Uzbekistan,2013,5.940,8.662,0.963,63.020,0.950,-0.043,0.434,0.686,0.130
+Uzbekistan,2014,6.049,8.712,0.952,63.260,0.954,0.052,0.536,0.713,0.106
+Uzbekistan,2015,5.972,8.764,0.968,63.500,0.980,0.366,0.471,0.778,0.103
+Uzbekistan,2016,5.893,8.804,0.945,63.800,0.984,0.199,,0.771,0.147
+Uzbekistan,2017,6.421,8.831,0.942,64.100,0.985,0.114,0.465,0.745,0.203
+Uzbekistan,2018,6.205,8.870,0.921,64.400,0.970,0.308,0.520,0.746,0.209
+Uzbekistan,2019,6.154,8.910,0.915,64.700,0.970,0.295,0.511,0.751,0.220
+Uzbekistan,2020,5.842,8.910,0.850,65.000,0.928,0.190,0.642,0.678,0.279
+Uzbekistan,2021,6.185,8.962,0.896,65.300,0.927,0.183,0.662,0.698,0.233
+Uzbekistan,2022,6.016,8.996,0.879,65.600,0.959,0.306,0.616,0.741,0.225
+Uzbekistan,2023,6.385,9.026,0.909,65.900,0.927,0.247,0.650,0.752,0.202
+Venezuela,2005,7.170,9.316,0.955,65.500,0.838,,0.720,0.803,0.233
+Venezuela,2006,6.525,9.467,0.946,65.460,0.798,-0.037,0.646,0.837,0.178
+Venezuela,2008,6.258,9.719,0.922,65.380,0.678,-0.232,0.776,0.818,0.224
+Venezuela,2009,7.189,9.567,0.945,65.340,0.677,-0.124,0.828,0.792,0.180
+Venezuela,2010,7.478,9.748,0.932,65.300,0.768,-0.163,0.754,0.847,0.130
+Venezuela,2011,6.580,9.859,0.931,65.260,0.766,-0.235,0.772,0.823,0.199
+Venezuela,2012,7.067,9.862,0.932,65.220,0.804,-0.201,0.743,0.844,0.176
+Venezuela,2013,6.553,9.802,0.896,65.180,0.642,-0.230,0.837,0.812,0.238
+Venezuela,2014,6.136,9.366,0.904,65.140,0.570,-0.191,0.827,0.797,0.244
+Venezuela,2015,5.569,8.532,0.911,65.100,0.512,-0.089,0.813,0.837,0.223
+Venezuela,2016,4.041,7.602,0.902,64.925,0.458,-0.060,0.890,0.676,0.392
+Venezuela,2017,5.071,5.943,0.896,64.750,0.636,0.050,0.844,0.697,0.363
+Venezuela,2018,5.006,5.935,0.887,64.575,0.611,0.068,0.828,0.723,0.374
+Venezuela,2019,5.081,5.527,0.888,64.400,0.626,0.124,0.839,0.730,0.351
+Venezuela,2020,4.574,,0.805,64.225,0.612,,0.811,0.689,0.396
+Venezuela,2021,5.108,,0.812,64.050,0.596,,0.824,0.698,0.389
+Venezuela,2022,5.949,,0.899,63.875,0.770,,0.798,0.754,0.292
+Venezuela,2023,5.765,,0.885,63.700,0.757,,0.825,0.758,0.300
+Vietnam,2006,5.294,8.554,0.888,64.180,0.886,-0.006,,0.657,0.204
+Vietnam,2007,5.422,8.613,0.856,64.260,0.918,0.068,0.754,,0.206
+Vietnam,2008,5.480,8.658,0.805,64.340,0.889,0.180,0.789,0.624,0.218
+Vietnam,2009,5.304,8.701,0.815,64.420,0.834,-0.083,0.838,0.481,0.190
+Vietnam,2010,5.296,8.752,0.787,64.500,0.831,-0.027,0.743,0.671,0.216
+Vietnam,2011,5.767,8.804,0.898,64.580,0.818,0.084,0.742,0.494,0.193
+Vietnam,2012,5.535,8.847,0.775,64.660,0.856,-0.131,0.815,0.546,0.221
+Vietnam,2013,5.023,8.890,0.759,64.740,0.920,-0.048,0.771,0.689,0.165
+Vietnam,2014,5.085,8.941,0.792,64.820,,-0.022,,0.634,0.241
+Vietnam,2015,5.076,8.999,0.849,64.900,,0.064,,0.583,0.232
+Vietnam,2016,5.062,9.053,0.876,65.000,0.894,-0.112,0.799,0.487,0.223
+Vietnam,2017,5.175,9.111,,65.100,,,,,
+Vietnam,2018,5.296,9.173,0.832,65.200,0.909,-0.063,0.808,0.614,0.191
+Vietnam,2019,5.467,9.235,0.848,65.300,0.952,-0.148,0.788,0.658,0.186
+Vietnam,2020,5.462,9.254,0.765,65.400,0.945,0.063,0.791,0.699,0.286
+Vietnam,2021,5.540,9.271,0.799,65.500,0.897,0.104,0.798,0.651,0.280
+Vietnam,2022,6.267,9.341,0.879,65.600,0.975,-0.182,0.703,0.774,0.108
+Vietnam,2023,6.325,9.392,0.845,65.700,0.956,-0.159,0.655,0.710,0.120
+Yemen,2007,4.477,8.212,0.825,58.720,0.673,0.006,,0.524,0.379
+Yemen,2009,4.809,8.250,0.756,58.640,0.644,-0.056,0.832,0.511,0.374
+Yemen,2010,4.350,8.414,0.727,58.600,0.659,-0.107,0.853,0.514,0.308
+Yemen,2011,3.746,8.264,0.663,58.560,0.638,-0.174,0.754,0.416,0.285
+Yemen,2012,4.061,8.179,0.682,58.520,0.706,-0.172,0.793,0.413,0.263
+Yemen,2013,4.218,8.166,0.694,58.480,0.543,-0.179,0.885,0.478,0.266
+Yemen,2014,3.968,8.159,0.638,58.440,0.664,-0.166,0.885,0.527,0.276
+Yemen,2015,2.983,7.772,0.669,58.400,0.610,-0.138,0.829,0.458,0.321
+Yemen,2016,3.826,7.552,0.775,58.175,0.533,-0.144,,0.401,0.228
+Yemen,2017,3.254,7.243,0.790,57.950,0.595,-0.128,,0.368,0.295
+Yemen,2018,3.058,7.444,0.789,57.725,0.553,-0.127,0.793,0.409,0.315
+Yemen,2019,4.197,7.448,0.870,57.500,0.651,-0.106,0.798,0.481,0.213
+Yemen,2022,3.590,,0.872,56.825,0.607,,0.788,0.460,0.255
+Yemen,2023,3.532,,0.825,56.600,0.583,,0.771,0.447,0.341
+Zambia,2006,4.824,7.834,0.798,46.760,0.721,-0.012,0.785,0.664,0.226
+Zambia,2007,3.998,7.879,0.688,47.420,0.682,-0.073,0.948,0.653,0.246
+Zambia,2008,4.730,7.918,0.624,48.080,0.717,0.051,0.890,0.707,0.206
+Zambia,2009,5.260,7.971,0.782,48.740,0.696,-0.101,0.917,0.693,0.123
+Zambia,2011,4.999,8.054,0.864,50.060,0.663,-0.001,0.882,0.771,0.204
+Zambia,2012,5.013,8.094,0.780,50.720,0.788,0.004,0.806,0.676,0.250
+Zambia,2013,5.244,8.111,0.761,51.380,0.770,-0.108,0.732,0.727,0.308
+Zambia,2014,4.346,8.124,0.706,52.040,0.812,-0.014,0.809,0.639,0.327
+Zambia,2015,4.843,8.121,0.691,52.700,0.759,-0.042,0.871,0.634,0.382
+Zambia,2016,4.348,8.127,0.767,53.125,0.812,0.119,0.771,0.688,0.372
+Zambia,2017,3.933,8.130,0.744,53.550,0.823,0.137,0.740,0.660,0.387
+Zambia,2018,4.041,8.139,0.718,53.975,0.791,0.045,0.811,0.662,0.351
+Zambia,2019,3.307,8.123,0.638,54.400,0.811,0.074,0.832,0.674,0.394
+Zambia,2020,4.838,8.066,0.767,54.825,0.750,0.054,0.810,0.679,0.345
+Zambia,2021,3.082,8.082,0.619,55.250,0.833,0.138,0.824,0.656,0.349
+Zambia,2022,3.728,8.101,0.717,55.675,0.889,-0.009,0.716,0.660,0.309
+Zambia,2023,3.686,8.115,0.664,56.100,0.854,0.092,0.814,0.653,0.359
+Zimbabwe,2006,3.826,7.460,0.822,40.400,0.431,-0.063,0.905,0.669,0.297
+Zimbabwe,2007,3.280,7.413,0.828,41.600,0.456,-0.069,0.946,0.589,0.265
+Zimbabwe,2008,3.174,7.210,0.843,42.800,0.344,-0.077,0.964,0.571,0.250
+Zimbabwe,2009,4.056,7.313,0.806,44.000,0.411,-0.065,0.931,0.660,0.218
+Zimbabwe,2010,4.682,7.495,0.857,45.200,0.665,-0.081,0.828,0.699,0.122
+Zimbabwe,2011,4.846,7.617,0.865,46.400,0.633,-0.077,0.830,0.699,0.211
+Zimbabwe,2012,4.955,7.745,0.896,47.600,0.470,-0.091,0.859,0.613,0.177
+Zimbabwe,2013,4.690,7.755,0.799,48.800,0.576,-0.093,0.831,0.624,0.182
+Zimbabwe,2014,4.184,7.748,0.766,50.000,0.642,-0.062,0.820,0.661,0.239
+Zimbabwe,2015,3.703,7.747,0.736,51.200,0.667,-0.111,0.810,0.639,0.179
+Zimbabwe,2016,3.735,7.735,0.768,51.675,0.733,-0.082,0.724,0.685,0.209
+Zimbabwe,2017,3.638,7.754,0.754,52.150,0.753,-0.084,0.751,0.734,0.224
+Zimbabwe,2018,3.616,7.783,0.775,52.625,0.763,-0.055,0.844,0.658,0.212
+Zimbabwe,2019,2.694,7.698,0.759,53.100,0.632,-0.051,0.831,0.658,0.235
+Zimbabwe,2020,3.160,7.596,0.717,53.575,0.643,0.003,0.789,0.661,0.346
+Zimbabwe,2021,3.155,7.657,0.685,54.050,0.668,-0.079,0.757,0.610,0.242
+Zimbabwe,2022,3.296,7.670,0.666,54.525,0.652,-0.073,0.753,0.641,0.191
+Zimbabwe,2023,3.572,7.679,0.694,55.000,0.735,-0.069,0.757,0.610,0.179
diff --git a/fall-2024/math/mat-203/00020/UnM49.csv b/fall-2024/math/mat-203/00020/UnM49.csv
new file mode 100644
index 0000000..46a9d58
--- /dev/null
+++ b/fall-2024/math/mat-203/00020/UnM49.csv
@@ -0,0 +1,249 @@
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+001;World;002;Africa;015;Northern Africa;;;Algeria;012;DZ;DZA;;;
+001;World;002;Africa;015;Northern Africa;;;Egypt;818;EG;EGY;;;
+001;World;002;Africa;015;Northern Africa;;;Libya;434;LY;LBY;;;
+001;World;002;Africa;015;Northern Africa;;;Morocco;504;MA;MAR;;;
+001;World;002;Africa;015;Northern Africa;;;Sudan;729;SD;SDN;x;;
+001;World;002;Africa;015;Northern Africa;;;Tunisia;788;TN;TUN;;;
+001;World;002;Africa;015;Northern Africa;;;Western Sahara;732;EH;ESH;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;British Indian Ocean Territory;086;IO;IOT;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Burundi;108;BI;BDI;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Comoros;174;KM;COM;x;;x
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Djibouti;262;DJ;DJI;x;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Eritrea;232;ER;ERI;x;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Ethiopia;231;ET;ETH;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;French Southern Territories;260;TF;ATF;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Kenya;404;KE;KEN;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Madagascar;450;MG;MDG;x;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Malawi;454;MW;MWI;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Mauritius;480;MU;MUS;;;x
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Mayotte;175;YT;MYT;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Mozambique;508;MZ;MOZ;x;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Réunion;638;RE;REU;;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Rwanda;646;RW;RWA;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Seychelles;690;SC;SYC;;;x
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Somalia;706;SO;SOM;x;;
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+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Uganda;800;UG;UGA;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;United Republic of Tanzania;834;TZ;TZA;x;;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Zambia;894;ZM;ZMB;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;014;Eastern Africa;Zimbabwe;716;ZW;ZWE;;x;
+001;World;002;Africa;202;Sub-Saharan Africa;017;Middle Africa;Angola;024;AO;AGO;x;;
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+001;World;002;Africa;202;Sub-Saharan Africa;017;Middle Africa;Central African Republic;140;CF;CAF;x;x;
+001;World;002;Africa;202;Sub-Saharan Africa;017;Middle Africa;Chad;148;TD;TCD;x;x;
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+001;World;002;Africa;202;Sub-Saharan Africa;017;Middle Africa;Democratic Republic of the Congo;180;CD;COD;x;;
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Anguilla;660;AI;AIA;;;x
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Bonaire, Sint Eustatius and Saba;535;BQ;BES;;;x
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Dominica;212;DM;DMA;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Dominican Republic;214;DO;DOM;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Grenada;308;GD;GRD;;;x
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Haiti;332;HT;HTI;x;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Jamaica;388;JM;JAM;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Martinique;474;MQ;MTQ;;;
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Montserrat;500;MS;MSR;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Puerto Rico;630;PR;PRI;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Saint Barthélemy;652;BL;BLM;;;
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Saint Lucia;662;LC;LCA;;;x
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+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Sint Maarten (Dutch part);534;SX;SXM;;;x
+001;World;019;Americas;419;Latin America and the Caribbean;029;Caribbean;Trinidad and Tobago;780;TT;TTO;;;x
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+001;World;019;Americas;419;Latin America and the Caribbean;013;Central America;Belize;084;BZ;BLZ;;;x
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diff --git a/fall-2024/math/mat-203/00020/Whr2024Descriptive-Original.ipynb b/fall-2024/math/mat-203/00020/Whr2024Descriptive-Original.ipynb
new file mode 100644
index 0000000..890b829
--- /dev/null
+++ b/fall-2024/math/mat-203/00020/Whr2024Descriptive-Original.ipynb
@@ -0,0 +1,366 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Gamma function\n",
+    "from scipy.special import gamma\n",
+    "\n",
+    "# To calculate statistics\n",
+    "from scipy.stats import norm\n",
+    "from scipy.stats import hmean, trim_mean, iqr, median_abs_deviation, skew, kurtosis\n",
+    "from scipy.stats.mstats import gmean, winsorize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Reading and preprocessing data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024 = pd.read_csv(\"DataWhr2024.csv\")\n",
+    "UnM49 = pd.read_csv(\"UnM49.csv\", sep=';')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "UnM49 = UnM49[['Country or Area', 'Sub-region Name', 'Region Name']]\n",
+    "UnM49 = UnM49.rename({'Country or Area':'Country name', 'Sub-region Name':'Subregion', 'Region Name':'Continent'}, axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Hong\"), \"Country name\"] = \"Hong Kong\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Somaliland\"), \"Country name\"] = \"Somaliland\"\n",
+    "DataWhr2024.loc[DataWhr2024[\"Country name\"].str.startswith(\"Taiwan\"), \"Country name\"] = \"Taiwan\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "UnM49.loc[97, \"Country name\"] = \"Bolivia\"\n",
+    "UnM49.loc[33, \"Country name\"] = \"Congo (Brazzaville)\"\n",
+    "UnM49.loc[34, \"Country name\"] = \"Congo (Kinshasa)\"\n",
+    "UnM49.loc[124, \"Country name\"] = \"Hong Kong\"\n",
+    "UnM49.loc[125, \"Country name\"] = \"Macao\"\n",
+    "UnM49.loc[126, \"Country name\"] = \"North Korea\"\n",
+    "UnM49.loc[145, \"Country name\"] = \"Iran\"\n",
+    "UnM49.loc[46, \"Country name\"] = \"Ivory Coast\"\n",
+    "UnM49.loc[133, \"Country name\"] = \"Laos\"\n",
+    "UnM49.loc[129, \"Country name\"] = \"South Korea\"\n",
+    "UnM49.loc[173, \"Country name\"] = \"Moldova\"\n",
+    "UnM49.loc[217, \"Country name\"] = \"Netherlands\"\n",
+    "UnM49.loc[175, \"Country name\"] = \"Russia\"\n",
+    "UnM49.loc[164, \"Country name\"] = \"Syria\"\n",
+    "UnM49.loc[26, \"Country name\"] = \"Tanzania\"\n",
+    "UnM49.loc[116, \"Country name\"] = \"United States\"\n",
+    "UnM49.loc[193, \"Country name\"] = \"United Kingdom\"\n",
+    "UnM49.loc[111, \"Country name\"] = \"Venezuela\"\n",
+    "UnM49.loc[140, \"Country name\"] = \"Vietnam\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "_ = pd.DataFrame(\n",
+    "    {\n",
+    "        \"Country name\": [\"Kosovo\", \"Somaliland\", \"Taiwan\"],\n",
+    "        \"Subregion\": [\"Southern Europe\", \"Sub-Saharan Africa\", \"Eastern Asia\"],\n",
+    "        \"Continent\": [\"Europe\", \"Africa\", \"Asia\"],\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "UnM49 = pd.concat([UnM49, _], axis=0)\n",
+    "UnM49 = UnM49.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data\n",
+    "Dat = pd.merge(DataWhr2024, UnM49)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data of 2023\n",
+    "Dat2023 = Dat[Dat['year'] == 2023]\n",
+    "Dat2023 = Dat2023.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Iceland',\n",
+       " 'India',\n",
+       " 'Indonesia',\n",
+       " 'Iran',\n",
+       " 'Iraq',\n",
+       " 'Ireland',\n",
+       " 'Israel',\n",
+       " 'Italy',\n",
+       " 'Ivory Coast']"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Countries that starts with the same letter that your name\n",
+    "StartsWith = 'I' # The first letter of your name\n",
+    "list(Dat[Dat['Country name'].str.startswith(StartsWith)]['Country name'].unique())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Data of 2023 from the region selected\n",
+    "CountrySelected = 'Thailand' # Change to the country that you selected\n",
+    "SubregionSelected = Dat[Dat['Country name']==CountrySelected]['Subregion'].unique()[0]\n",
+    "\n",
+    "DatSelected = Dat2023[Dat2023['Subregion']==SubregionSelected]\n",
+    "DatSelected = DatSelected.reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "Variable = 'Life Ladder'\n",
+    "DatThroughTime = Dat[['year', 'Continent' , Variable]].groupby(['year', 'Continent']).mean().reset_index()\n",
+    "\n",
+    "plt.figure(figsize=[10, 6])\n",
+    "\n",
+    "sns.lineplot(\n",
+    "    data = DatThroughTime,\n",
+    "    x = \"year\",\n",
+    "    y = Variable,\n",
+    "    hue = 'Continent',\n",
+    "    marker = \"o\"\n",
+    ")\n",
+    "\n",
+    "plt.title(\"Average Life Ladder from 2005 to 2023 by each continent.\")\n",
+    "plt.xlabel(\"Year\")\n",
+    "plt.ylabel(\"Life Ladder\")\n",
+    "plt.legend(\n",
+    "    title = \"Continent\",\n",
+    "    loc = \"upper right\"\n",
+    ")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=[10, 6])\n",
+    "\n",
+    "sns.regplot(\n",
+    "    x = \"Social support\",\n",
+    "    y = \"Life Ladder\",\n",
+    "    data = Dat2023,\n",
+    "    scatter_kws = {'s': 50, 'color': 'blue'},\n",
+    "    line_kws = {'color': 'green'}\n",
+    ")\n",
+    "\n",
+    "plt.title('Scatter Plot of Life Ladder compared to Social Support')\n",
+    "plt.xlabel(\"Social Support\")\n",
+    "plt.ylabel(\"Life Ladder\")\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "top_5_happiest = Dat2023.nlargest(5, 'Life Ladder')\n",
+    "top_5_unhappiest = Dat2023.nsmallest(5, 'Life Ladder')\n",
+    "\n",
+    "combined_data = pd.concat(\n",
+    "    [\n",
+    "        top_5_happiest,\n",
+    "        top_5_unhappiest\n",
+    "    ]\n",
+    ")\n",
+    "\n",
+    "plt.figure(figsize = (10, 6))\n",
+    "plt.bar(combined_data['Country name'], combined_data['Life Ladder'],\n",
+    "        color=['green'] * 5 + ['red'] * 5)\n",
+    "plt.xlabel('Country')\n",
+    "plt.ylabel('Life Ladder Score')\n",
+    "plt.title('Top 5 Happiest and Top 5 Unhappiest Countries in 2023')\n",
+    "plt.xticks(rotation=90)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "variable = 'Freedom to make life choices'\n",
+    "\n",
+    "subregion_data = DatSelected[variable].dropna()\n",
+    "\n",
+    "Mu = subregion_data.mean()\n",
+    "Sigma = subregion_data.std(ddof=1)\n",
+    "\n",
+    "N = len(subregion_data)\n",
+    "\n",
+    "ALPHA = 0.05\n",
+    "\n",
+    "LowerLimit = norm.ppf(ALPHA / 2, Mu, (np.sqrt(1 + 1 / N)) * Sigma)\n",
+    "UpperLimit = norm.ppf(1 - ALPHA / 2, Mu, (np.sqrt(1 + 1 / N)) * Sigma)\n",
+    "\n",
+    "plt.figure(figsize=(10, 6))\n",
+    "\n",
+    "sns.kdeplot(subregion_data, label=f'KDE of {variable}')\n",
+    "\n",
+    "sns.rugplot(subregion_data, color='black')\n",
+    "\n",
+    "plt.hlines(y = -.02, xmin = LowerLimit, xmax = UpperLimit, color = 'green')\n",
+    "plt.plot(Mu, -0.02, 'go')\n",
+    "\n",
+    "plt.title(f'KDE for {variable}')\n",
+    "plt.xlabel(variable)\n",
+    "plt.ylabel('Density')\n",
+    "\n",
+    "plt.show()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.12.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/fall-2024/math/mat-203/00020/mat-203-00020.odt b/fall-2024/math/mat-203/00020/mat-203-00020.odt
new file mode 100644
index 0000000..4306a6d
Binary files /dev/null and b/fall-2024/math/mat-203/00020/mat-203-00020.odt differ
diff --git a/fall-2024/math/mat-204/DataLoL.csv b/fall-2024/math/mat-204/DataLoL.csv
new file mode 100644
index 0000000..fe663f6
--- /dev/null
+++ b/fall-2024/math/mat-204/DataLoL.csv
@@ -0,0 +1,9880 @@
+gameId,blueWins,blueWardsPlaced,blueWardsDestroyed,blueFirstBlood,blueKills,blueDeaths,blueAssists,blueEliteMonsters,blueDragons,blueHeralds,blueTowersDestroyed,blueTotalGold,blueAvgLevel,blueTotalExperience,blueTotalMinionsKilled,blueTotalJungleMinionsKilled,blueGoldDiff,blueExperienceDiff,blueCSPerMin,blueGoldPerMin,redWardsPlaced,redWardsDestroyed,redFirstBlood,redKills,redDeaths,redAssists,redEliteMonsters,redDragons,redHeralds,redTowersDestroyed,redTotalGold,redAvgLevel,redTotalExperience,redTotalMinionsKilled,redTotalJungleMinionsKilled,redGoldDiff,redExperienceDiff,redCSPerMin,redGoldPerMin
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+4482120064,0,17,1,0,3,7,3,0,0,0,0,15015,6.8,16974,209,53,-1996,-1804,20.9,1501.5,18,3,1,7,3,13,0,0,0,0,17011,7.2,18778,237,51,1996,1804,23.7,1701.1
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diff --git a/fall-2024/math/mat-204/Game.ipynb b/fall-2024/math/mat-204/Game.ipynb
new file mode 100644
index 0000000..5fd66f1
--- /dev/null
+++ b/fall-2024/math/mat-204/Game.ipynb
@@ -0,0 +1,236 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "from matplotlib_venn import venn3\n",
+    "from matplotlib import pyplot as plt \n",
+    "\n",
+    "Dat = pd.read_csv('DataLoL.csv')\n",
+    "\n",
+    "nGame = len(Dat)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that Blue Team wins is:  0.4990383642069035\n"
+     ]
+    }
+   ],
+   "source": [
+    "ProbBlueWins = len(Dat[Dat['blueWins'] == 1]) / nGame\n",
+    "print(\"Probability that Blue Team wins is: \", ProbBlueWins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that Blue Team wins and kills the dragon is:  0.23200728818706348\n"
+     ]
+    }
+   ],
+   "source": [
+    "ProbBlueWinsAndDragon = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueDragons'] == 1)]) / nGame\n",
+    "print(\"Probability that Blue Team wins and kills the dragon is: \", ProbBlueWinsAndDragon)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that Blue Team wins and kills the herald is:  0.11185342646016803\n"
+     ]
+    }
+   ],
+   "source": [
+    "ProbBlueWinsAndHerald = len(Dat[(Dat['blueWins'] == 1) & (Dat['blueHeralds'] == 1)]) / nGame\n",
+    "print(\"Probability that Blue Team wins and kills the herald is: \", ProbBlueWinsAndHerald)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "game_blue_wins = set()\n",
+    "game_blue_dragon = set()\n",
+    "game_blue_herald = set()\n",
+    "\n",
+    "for game in range(nGame):\n",
+    "    if(Dat['blueWins'][game] == 1):\n",
+    "        game_blue_wins.add(game)\n",
+    "    if(Dat['blueDragons'][game] == 1):\n",
+    "        game_blue_dragon.add(game)\n",
+    "    if(Dat['blueHeralds'][game] == 1):\n",
+    "        game_blue_herald.add(game)\n",
+    "\n",
+    "venn3([game_blue_wins, game_blue_dragon, game_blue_herald], ('A', 'B', 'C'))\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "count_a = 2055\n",
+    "count_b = 1096\n",
+    "count_c = 564\n",
+    "\n",
+    "count_ab = 1770\n",
+    "count_ac = 583\n",
+    "count_bc = 188\n",
+    "\n",
+    "count_abc = 522\n",
+    "\n",
+    "p_a = round(2055 / nGame, 3)\n",
+    "p_b = round(1096 / nGame, 3)\n",
+    "p_c = round(564 / nGame, 3)\n",
+    "\n",
+    "p_ab = round(1770 / nGame, 3)\n",
+    "p_ac = round(583 / nGame, 3)\n",
+    "p_bc = round(188 / nGame, 3)\n",
+    "\n",
+    "p_abc = round(522 / nGame, 3)\n",
+    "\n",
+    "venn = venn3(subsets=(p_a, p_b, p_ab, p_c, p_ac, p_bc, p_abc), set_labels=('A', 'B', 'C'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probabilty that Blue Team loses, doesn't kill dragons and heralds:  0.3138981678307521\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Probabilty that Blue Team loses, doesn't kill dragons and heralds: \", (nGame - (count_a + count_b + count_c + count_ab + count_abc + count_ac + count_bc)) / nGame)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that blue team wins, kills dragon and herald:  0.053\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Probability that blue team wins, kills dragon and herald: \", p_abc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that blue team kills dragon and the herald but does not win:  0.019\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Probability that blue team kills dragon and the herald but does not win: \", p_bc)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Probability that blue team wins without killing the graon and the herald:  0.208\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Probability that blue team wins without killing the graon and the herald: \", p_a)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.12.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}