diff --git a/Prediction Models/Life Expectancy Prediction/Dataset/Life Expectancy Data.csv b/Prediction Models/Life Expectancy Prediction/Dataset/Life Expectancy Data.csv new file mode 100644 index 00000000..116dd57f --- /dev/null +++ b/Prediction Models/Life Expectancy Prediction/Dataset/Life Expectancy Data.csv @@ -0,0 +1,2939 @@ +Country,Year,Status,Life expectancy ,Adult Mortality,infant deaths,Alcohol,percentage expenditure,Hepatitis B,Measles , BMI ,under-five deaths ,Polio,Total expenditure,Diphtheria , HIV/AIDS,GDP,Population, thinness 1-19 years, thinness 5-9 years,Income composition of resources,Schooling +Afghanistan,2015,Developing,65,263,62,0.01,71.27962362,65,1154,19.1,83,6,8.16,65,0.1,584.25921,33736494,17.2,17.3,0.479,10.1 +Afghanistan,2014,Developing,59.9,271,64,0.01,73.52358168,62,492,18.6,86,58,8.18,62,0.1,612.696514,327582,17.5,17.5,0.476,10 +Afghanistan,2013,Developing,59.9,268,66,0.01,73.21924272,64,430,18.1,89,62,8.13,64,0.1,631.744976,31731688,17.7,17.7,0.47,9.9 +Afghanistan,2012,Developing,59.5,272,69,0.01,78.1842153,67,2787,17.6,93,67,8.52,67,0.1,669.959,3696958,17.9,18,0.463,9.8 +Afghanistan,2011,Developing,59.2,275,71,0.01,7.097108703,68,3013,17.2,97,68,7.87,68,0.1,63.537231,2978599,18.2,18.2,0.454,9.5 +Afghanistan,2010,Developing,58.8,279,74,0.01,79.67936736,66,1989,16.7,102,66,9.2,66,0.1,553.32894,2883167,18.4,18.4,0.448,9.2 +Afghanistan,2009,Developing,58.6,281,77,0.01,56.76221682,63,2861,16.2,106,63,9.42,63,0.1,445.8932979,284331,18.6,18.7,0.434,8.9 +Afghanistan,2008,Developing,58.1,287,80,0.03,25.87392536,64,1599,15.7,110,64,8.33,64,0.1,373.3611163,2729431,18.8,18.9,0.433,8.7 +Afghanistan,2007,Developing,57.5,295,82,0.02,10.91015598,63,1141,15.2,113,63,6.73,63,0.1,369.835796,26616792,19,19.1,0.415,8.4 +Afghanistan,2006,Developing,57.3,295,84,0.03,17.17151751,64,1990,14.7,116,58,7.43,58,0.1,272.56377,2589345,19.2,19.3,0.405,8.1 +Afghanistan,2005,Developing,57.3,291,85,0.02,1.388647732,66,1296,14.2,118,58,8.7,58,0.1,25.2941299,257798,19.3,19.5,0.396,7.9 +Afghanistan,2004,Developing,57,293,87,0.02,15.29606643,67,466,13.8,120,5,8.79,5,0.1,219.1413528,24118979,19.5,19.7,0.381,6.8 +Afghanistan,2003,Developing,56.7,295,87,0.01,11.08905273,65,798,13.4,122,41,8.82,41,0.1,198.7285436,2364851,19.7,19.9,0.373,6.5 +Afghanistan,2002,Developing,56.2,3,88,0.01,16.88735091,64,2486,13,122,36,7.76,36,0.1,187.84595,21979923,19.9,2.2,0.341,6.2 +Afghanistan,2001,Developing,55.3,316,88,0.01,10.5747282,63,8762,12.6,122,35,7.8,33,0.1,117.49698,2966463,2.1,2.4,0.34,5.9 +Afghanistan,2000,Developing,54.8,321,88,0.01,10.42496,62,6532,12.2,122,24,8.2,24,0.1,114.56,293756,2.3,2.5,0.338,5.5 +Albania,2015,Developing,77.8,74,0,4.6,364.9752287,99,0,58,0,99,6,99,0.1,3954.22783,28873,1.2,1.3,0.762,14.2 +Albania,2014,Developing,77.5,8,0,4.51,428.7490668,98,0,57.2,1,98,5.88,98,0.1,4575.763787,288914,1.2,1.3,0.761,14.2 +Albania,2013,Developing,77.2,84,0,4.76,430.8769785,99,0,56.5,1,99,5.66,99,0.1,4414.72314,289592,1.3,1.4,0.759,14.2 +Albania,2012,Developing,76.9,86,0,5.14,412.4433563,99,9,55.8,1,99,5.59,99,0.1,4247.61438,2941,1.3,1.4,0.752,14.2 +Albania,2011,Developing,76.6,88,0,5.37,437.0621,99,28,55.1,1,99,5.71,99,0.1,4437.17868,295195,1.4,1.5,0.738,13.3 +Albania,2010,Developing,76.2,91,1,5.28,41.82275719,99,10,54.3,1,99,5.34,99,0.1,494.358832,291321,1.4,1.5,0.725,12.5 +Albania,2009,Developing,76.1,91,1,5.79,348.0559517,98,0,53.5,1,98,5.79,98,0.1,4114.136545,2927519,1.5,1.6,0.721,12.2 +Albania,2008,Developing,75.3,1,1,5.61,36.62206845,99,0,52.6,1,99,5.87,99,0.1,437.539647,2947314,1.6,1.6,0.713,12 +Albania,2007,Developing,75.9,9,1,5.58,32.24655228,98,22,51.7,1,99,6.1,98,0.1,363.13685,29717,1.6,1.7,0.703,11.6 +Albania,2006,Developing,74.2,99,1,5.31,3.3021542,98,68,5.8,1,97,5.86,97,0.1,35.1293,2992547,1.7,1.8,0.696,11.4 +Albania,2005,Developing,73.5,15,1,5.16,26.99312143,98,6,49.9,1,97,6.12,98,0.1,279.142931,311487,1.8,1.8,0.685,10.8 +Albania,2004,Developing,73,17,1,4.54,221.8428,99,7,48.9,1,98,6.38,97,0.1,2416.588235,326939,1.8,1.9,0.681,10.9 +Albania,2003,Developing,72.8,18,1,4.29,14.71928882,97,8,47.9,1,97,6.27,97,0.1,189.681557,339616,1.9,2,0.674,10.7 +Albania,2002,Developing,73.3,15,1,3.73,104.5169157,96,16,46.9,1,98,6.3,98,0.1,1453.642777,3511,2,2.1,0.67,10.7 +Albania,2001,Developing,73.6,14,1,4.25,96.20557078,96,18,46,1,97,6,97,0.1,1326.97339,36173,2.1,2.1,0.662,10.6 +Albania,2000,Developing,72.6,11,1,3.66,91.71154052,96,662,45,1,97,6.26,97,0.1,1175.788981,38927,2.1,2.2,0.656,10.7 +Algeria,2015,Developing,75.6,19,21,,0,95,63,59.5,24,95,,95,0.1,4132.76292,39871528,6,5.8,0.743,14.4 +Algeria,2014,Developing,75.4,11,21,0.01,54.2373183,95,0,58.4,24,95,7.21,95,0.1,547.8517,39113313,6,5.8,0.741,14.4 +Algeria,2013,Developing,75.3,112,21,0.53,544.4507432,95,25,57.2,24,95,7.12,95,0.1,5471.866766,38338562,5.9,5.8,0.737,14.4 +Algeria,2012,Developing,75.1,113,21,0.66,555.9260834,95,18,56.1,24,95,6.14,95,0.1,5564.82566,37565847,5.9,5.8,0.732,14.4 +Algeria,2011,Developing,74.9,116,21,0.56,509.0020405,95,112,55,24,95,5.29,95,0.1,5432.2523,36819558,5.9,5.8,0.724,14 +Algeria,2010,Developing,74.7,119,21,0.45,430.7175861,95,103,53.9,24,95,5.12,95,0.1,4463.394675,36117637,5.9,5.8,0.714,13.6 +Algeria,2009,Developing,74.4,123,20,0.5,352.0636419,94,107,52.8,23,94,5.36,95,0.1,3868.83123,3546576,6,5.9,0.705,13.1 +Algeria,2008,Developing,74.1,126,20,0.46,43.08717334,91,217,51.8,23,92,4.2,93,0.1,495.254866,3486715,6,5.9,0.697,12.6 +Algeria,2007,Developing,73.8,129,20,0.44,320.3239241,9,0,5.8,23,95,3.82,95,0.1,3935.183343,34376,6,5.9,0.69,12.3 +Algeria,2006,Developing,73.4,132,20,0.36,270.2401962,8,944,49.8,23,95,3.36,95,0.1,3464.6179,33777915,6.1,6,0.686,12.3 +Algeria,2005,Developing,72.9,136,19,0.5,2.548922758,83,2302,48.9,22,88,3.24,88,0.1,31.122378,33288437,6.1,6,0.68,12 +Algeria,2004,Developing,72.3,14,19,0.45,220.393699,81,3289,47.9,23,86,3.54,86,0.1,2598.9823,3283196,6.2,6.1,0.673,11.7 +Algeria,2003,Developing,71.7,146,20,0.34,25.0185226,,15374,47,23,87,3.6,87,0.1,294.33556,3243514,6.3,6.1,0.663,11.5 +Algeria,2002,Developing,71.6,145,20,0.36,148.5119843,,5862,46.1,23,86,3.73,86,0.1,1774.33673,3199546,6.3,6.2,0.653,11.1 +Algeria,2001,Developing,71.4,145,20,0.23,147.9860714,,2686,45.3,24,89,3.84,89,0.1,1732.857979,31592153,6.4,6.3,0.644,10.9 +Algeria,2000,Developing,71.3,145,21,0.25,154.4559436,,0,44.4,25,86,3.49,86,0.1,1757.17797,3118366,6.5,6.4,0.636,10.7 +Angola,2015,Developing,52.4,335,66,,0,64,118,23.3,98,7,,64,1.9,3695.793748,2785935,8.3,8.2,0.531,11.4 +Angola,2014,Developing,51.7,348,67,8.33,23.965612,64,11699,22.7,101,68,3.31,64,2,479.31224,2692466,8.5,8.3,0.527,11.4 +Angola,2013,Developing,51.1,355,69,8.1,35.95857279,77,8523,22.1,105,67,4.26,77,2.3,484.616884,2599834,8.6,8.5,0.523,11.4 +Angola,2012,Developing,56,358,72,8.24,256.1225243,75,4458,21.5,110,75,3.3,75,2.6,4598.249988,259615,8.8,8.6,0.508,10.3 +Angola,2011,Developing,51,361,75,8.06,239.8913921,72,1449,21,115,73,3.38,71,2.5,4299.12889,24218565,8.9,8.8,0.495,9.4 +Angola,2010,Developing,49.6,365,78,7.8,191.6537407,77,1190,2.4,121,81,3.39,77,2.5,3529.53482,23369131,9.1,9,0.488,9 +Angola,2009,Developing,49.1,369,81,7.01,212.9229325,61,2807,19.8,127,63,4.37,6,2.5,3347.84485,22549547,9.3,9.2,0.48,8.5 +Angola,2008,Developing,48.7,371,84,7.07,249.9101958,69,265,19.3,133,65,3.84,69,2.6,3868.578883,2175942,9.5,9.4,0.468,8.1 +Angola,2007,Developing,48.2,375,87,6.35,184.8213446,73,1014,18.8,138,75,3.38,73,2.6,2878.837144,2997687,9.6,9.6,0.454,7.7 +Angola,2006,Developing,47.7,381,90,5.84,25.08688824,,765,18.2,143,36,4.54,34,2.5,262.415149,2262399,9.8,9.7,0.439,7.2 +Angola,2005,Developing,47.4,382,92,5.04,98.19145117,,258,17.7,148,39,4.1,38,2.6,1443.991929,19552542,1,9.9,0.426,6.8 +Angola,2004,Developing,47.1,386,94,3.53,8.8667775,,29,17.2,152,4,4.71,4,2.5,141.86844,18865716,1.2,1.1,0.415,6.4 +Angola,2003,Developing,46.8,388,95,3.49,35.93349121,,1196,16.8,155,4,4.41,4,2.4,779.468356,1823369,1.4,1.3,0.406,5.9 +Angola,2002,Developing,46.5,391,96,2.82,24.037942,,11945,16.3,157,37,3.63,41,2.3,711.181716,17572649,1.5,1.5,0.401,5.5 +Angola,2001,Developing,45.7,44,97,2.58,30.35993647,,9046,15.8,159,41,5.38,38,2.1,526.168743,16983266,1.7,1.7,0.391,5.1 +Angola,2000,Developing,45.3,48,97,1.85,15.88149254,,2219,15.4,160,3,2.79,28,2,555.2969419,1644924,1.9,1.9,0.382,4.6 +Antigua and Barbuda,2015,Developing,76.4,13,0,,0,99,0,47.7,0,86,,99,0.2,13566.9541,,3.3,3.3,0.784,13.9 +Antigua and Barbuda,2014,Developing,76.2,131,0,8.56,2422.999774,99,0,47,0,96,5.54,99,0.2,12888.29667,,3.3,3.3,0.782,13.9 +Antigua and Barbuda,2013,Developing,76.1,133,0,8.58,1991.430372,99,0,46.4,0,98,5.33,99,0.2,12224.86416,,3.3,3.3,0.781,13.9 +Antigua and Barbuda,2012,Developing,75.9,134,0,8.18,2156.229842,98,0,45.7,0,97,5.39,98,0.2,12565.44197,,3.3,3.3,0.778,13.8 +Antigua and Barbuda,2011,Developing,75.7,136,0,7.84,1810.875316,99,0,45.1,0,99,5.65,99,0.1,11929.34991,,3.3,3.3,0.782,14.1 +Antigua and Barbuda,2010,Developing,75.6,138,0,7.84,1983.956937,98,0,44.4,0,99,5.63,98,0.1,12126.87614,,3.3,3.3,0.783,14.1 +Antigua and Barbuda,2009,Developing,75.4,14,0,7.82,149.3587355,98,0,43.8,0,98,4.86,99,0.1,1312.46692,,3.4,3.3,0.788,14.2 +Antigua and Barbuda,2008,Developing,75.2,142,0,8.27,180.7762695,98,0,43.2,0,99,4.69,99,0.1,1473.31923,,3.4,3.3,0.786,14.4 +Antigua and Barbuda,2007,Developing,75,144,0,8.64,257.9665308,97,0,42.6,0,98,4.27,99,0.1,14252.29452,,3.4,3.3,0.781,14.5 +Antigua and Barbuda,2006,Developing,74.8,145,0,8.93,216.3146941,99,0,42,0,99,4.34,99,0.1,12724.39377,,3.4,3.4,0.773,14.7 +Antigua and Barbuda,2005,Developing,74.6,147,0,8.15,1455.608186,99,0,41.4,0,98,4.41,99,0.1,11371.93895,,3.5,3.4,0,0 +Antigua and Barbuda,2004,Developing,74.4,149,0,7.28,22.86295206,97,0,4.8,0,97,4.21,97,0.1,1352.8374,,3.5,3.4,0,0 +Antigua and Barbuda,2003,Developing,74.2,151,0,7.16,1158.065259,99,0,4.1,0,99,4.53,99,0.1,9739.82556,,3.5,3.5,0,0 +Antigua and Barbuda,2002,Developing,74,153,0,7.21,927.4075855,99,0,39.5,0,93,4.41,98,0.1,9386.716452,,3.6,3.5,0,0 +Antigua and Barbuda,2001,Developing,73.8,154,0,7.51,163.7676978,96,0,38.9,0,99,4.48,97,0.1,9358.154162,,3.6,3.5,0,0 +Antigua and Barbuda,2000,Developing,73.6,156,0,7.27,1127.74347,,0,38.2,0,96,4.13,95,0.1,9875.161736,,3.7,3.6,0,0 +Argentina,2015,Developing,76.3,116,8,,0,94,0,62.8,9,93,,94,0.1,13467.1236,43417765,1,0.9,0.826,17.3 +Argentina,2014,Developing,76.2,118,8,7.93,847.3717463,94,1,62.2,9,92,4.79,94,0.1,12245.25645,42981515,1,0.9,0.825,17.3 +Argentina,2013,Developing,76,119,8,8.28,1001.796332,94,0,61.6,10,99,4.99,94,0.1,12976.63642,42539925,1,0.9,0.823,17.3 +Argentina,2012,Developing,75.9,12,9,8.35,1133.558003,91,2,61,10,99,5.2,91,0.1,12969.7712,4296739,1,0.9,0.822,17.2 +Argentina,2011,Developing,75.7,12,9,8.11,1504.329462,91,3,6.4,10,93,5.89,91,0.1,12726.9836,41656879,1,0.9,0.816,17.1 +Argentina,2010,Developing,75.5,121,10,8.15,187.610955,94,17,59.8,11,95,6.55,94,0.1,1276.265,41223889,1,0.9,0.802,16.8 +Argentina,2009,Developing,75.6,126,10,8.33,1398.042623,94,3,59.2,11,97,7.63,94,0.1,8161.36966,479947,1,0.9,0.794,16.5 +Argentina,2008,Developing,75.4,126,10,8.41,1413.73543,9,0,58.6,11,94,6.66,93,0.1,8953.359275,4382389,1,0.9,0.792,16.3 +Argentina,2007,Developing,74.8,129,10,8.16,1105.659031,85,0,58,12,92,6.49,91,0.1,7193.61764,3997224,1.1,0.9,0.788,16.3 +Argentina,2006,Developing,75.2,127,11,7.75,961.1774676,84,0,57.5,12,92,6.68,91,0.1,5878.76127,3955889,1.1,0.9,0.782,16.1 +Argentina,2005,Developing,74.9,127,11,7.53,96.16653429,88,0,56.9,12,95,6.85,98,0.1,576.883829,39145488,1.1,1,0.78,16.3 +Argentina,2004,Developing,74.7,13,11,7.63,719.3663797,81,0,56.3,12,91,6.84,98,0.1,4251.574348,38728696,1.1,1,0.775,16.3 +Argentina,2003,Developing,74.1,137,11,7.62,57.58467352,73,0,55.7,13,95,8.22,96,0.1,333.4376,3839379,1.2,1,0.77,16.4 +Argentina,2002,Developing,74.1,138,12,7.81,470.1869145,66,0,55.1,13,94,8.31,93,0.1,2579.193168,3788937,1.2,1,0.776,16.3 +Argentina,2001,Developing,74,138,12,7.76,123.0128671,,0,54.6,13,85,9.38,83,0.1,717.694674,3747159,1.2,1.1,0.771,15.6 +Argentina,2000,Developing,74.1,137,12,7.68,1349.025282,,6,54,14,88,9.21,83,0.1,7669.273916,3757452,1.2,1.1,0.764,15 +Armenia,2015,Developing,74.8,118,1,,0,94,33,54.9,1,96,,94,0.1,369.654776,291695,2.1,2.2,0.741,12.7 +Armenia,2014,Developing,74.6,12,1,3.91,295.6087143,93,13,54.1,1,95,4.48,93,0.1,3994.712355,29622,2.1,2.1,0.739,12.7 +Armenia,2013,Developing,74.4,123,1,3.79,279.4290812,95,10,53.3,1,96,4.55,95,0.1,3843.591213,289359,2.1,2.1,0.736,12.7 +Armenia,2012,Developing,74.4,121,1,3.89,274.1526986,95,0,52.6,1,96,4.48,95,0.1,3684.8481,2881922,2,2.1,0.732,12.7 +Armenia,2011,Developing,73.9,128,1,4.09,260.9963826,95,0,51.9,1,96,3.71,95,0.1,3526.978143,2875581,2,2.1,0.729,12.7 +Armenia,2010,Developing,73.5,132,1,4.23,224.3212014,94,2,51.2,1,96,4.56,94,0.1,3218.381655,2877311,2,2.1,0.72,12.3 +Armenia,2009,Developing,73.3,137,1,3.96,201.1855461,93,0,5.7,1,94,4.55,93,0.1,2993.832531,2888584,2,2.1,0.725,11.9 +Armenia,2008,Developing,73.2,14,1,3.96,2.8888979,89,0,5.1,1,91,3.8,89,0.1,41.26997,29822,2,2.1,0.721,12.3 +Armenia,2007,Developing,73.5,132,1,3.99,44.57219966,85,1,49.7,1,9,4.31,88,0.1,3138.8873,293356,2,2.1,0.707,11.7 +Armenia,2006,Developing,72.9,141,1,4.01,244.5352767,78,137,49.2,1,87,4.58,87,0.1,2158.299,29585,2,2.1,0.692,11.2 +Armenia,2005,Developing,73,137,1,4.25,20.21822828,91,2281,48.8,1,92,5.25,9,0.1,1643.758397,2981259,2,2.1,0.679,10.9 +Armenia,2004,Developing,73,132,1,3.81,97.74087744,91,1783,48.4,1,93,5.5,91,0.1,1191.96192,3612,2,2.1,0.668,10.9 +Armenia,2003,Developing,72.7,134,1,3.03,7.341493148,93,4,48.1,1,96,5.56,94,0.1,93.1661567,31786,2,2.1,0.657,10.8 +Armenia,2002,Developing,72.6,134,1,2.86,57.17810403,91,40,47.8,1,96,5.4,94,0.1,783.261699,333897,2.1,2.1,0.645,10.8 +Armenia,2001,Developing,72.6,141,1,2.86,53.19373012,69,69,47.4,1,97,5.94,94,0.1,694.435119,35655,2.1,2.1,0.644,11.1 +Armenia,2000,Developing,72,142,1,2.9,32.75626853,55,15,47.1,1,96,6.25,93,0.1,622.7427477,369588,2.1,2.2,0.639,11.2 +Australia,2015,Developed,82.8,59,1,,0,93,74,66.6,1,93,,93,0.1,56554.3876,23789338,0.6,0.6,0.937,20.4 +Australia,2014,Developed,82.7,6,1,9.71,10769.36305,91,340,66.1,1,92,9.42,92,0.1,62214.6912,2346694,0.6,0.6,0.936,20.4 +Australia,2013,Developed,82.5,61,1,9.87,11734.85381,91,158,65.5,1,91,9.36,91,0.1,67792.3386,23117353,0.6,0.6,0.933,20.3 +Australia,2012,Developed,82.3,61,1,10.03,11714.99858,91,199,65,1,92,9.36,92,0.1,67677.63477,22728254,0.6,0.6,0.93,20.1 +Australia,2011,Developed,82,63,1,10.3,10986.26527,92,190,64.4,1,92,9.2,92,0.1,62245.129,223424,0.6,0.6,0.927,19.8 +Australia,2010,Developed,81.9,64,1,10.52,8875.786493,92,70,63.9,1,92,9.2,92,0.1,51874.848,223175,0.7,0.6,0.927,19.5 +Australia,2009,Developed,81.7,66,1,10.62,7172.275229,94,104,63.4,1,92,9.5,92,0.1,42742.99898,216917,0.7,0.6,0.925,19.1 +Australia,2008,Developed,81.3,66,1,10.76,8547.292357,94,65,62.9,1,92,8.78,92,0.1,49664.6854,212492,0.7,0.6,0.921,19.1 +Australia,2007,Developed,81.3,66,1,10.56,872.5986092,94,11,62.5,2,92,8.53,92,0.1,4991.98289,28276,0.7,0.6,0.918,19 +Australia,2006,Developed,81.2,66,1,10.31,6187.062017,95,0,62,2,92,8.49,92,0.1,36118.28381,26979,0.7,0.6,0.915,20.3 +Australia,2005,Developed,81,67,1,10.3,579.1331637,95,10,61.5,2,92,8.45,92,0.1,3416.71483,23948,0.7,0.6,0.91,20.3 +Australia,2004,Developed,86,69,1,9.84,588.568371,95,70,6.9,1,92,8.57,92,0.1,3472.37977,21274,0.7,0.6,0.908,20.7 +Australia,2003,Developed,83,71,1,9.97,3829.550928,95,91,6.3,1,92,8.32,93,0.1,23465.38559,198954,0.7,0.7,0.905,20.6 +Australia,2002,Developed,79.9,73,1,9.84,46.3871819,95,32,59.6,2,92,8.39,92,0.1,281.81763,196514,0.7,0.7,0.902,20.1 +Australia,2001,Developed,79.9,75,1,9.53,3064.301144,94,141,59,2,91,8.18,92,0.1,19517.84168,19413,0.7,0.7,0.899,20.5 +Australia,2000,Developed,79.5,78,1,10.17,347.18736,,108,58.2,2,9,8.8,9,0.1,2169.921,19153,0.7,0.7,0.897,20.4 +Austria,2015,Developed,81.5,65,0,,0,93,309,57.6,0,93,,93,0.1,43665.947,8633169,1.9,2.1,0.892,15.9 +Austria,2014,Developed,81.4,66,0,12.32,8350.193523,98,117,57.1,0,98,11.21,98,0.1,51322.63997,8541575,1.8,2,0.892,15.9 +Austria,2013,Developed,81.1,68,0,11.82,90.58501176,95,0,56.6,0,95,11.14,95,0.1,554.71532,8479375,1.8,2,0.887,15.7 +Austria,2012,Developed,88,7,0,12.26,7878.372355,92,36,56.1,0,92,11.17,92,0.1,48333.57273,8429991,1.8,2,0.884,15.7 +Austria,2011,Developed,88,73,0,12.04,8272.306757,89,68,55.7,0,89,1.94,89,0.1,51126.74139,8391643,1.7,2,0.88,15.7 +Austria,2010,Developed,84,75,0,12.1,7423.228774,86,52,55.2,0,86,11.17,86,0.1,46657.629,836344,1.7,1.9,0.872,15.4 +Austria,2009,Developed,82,77,0,11.3,8053.557638,83,49,54.7,0,83,11.19,83,0.1,47654.18721,8343323,1.7,1.9,0.87,15.3 +Austria,2008,Developed,84,76,0,12,8329.731655,83,448,54.2,0,83,1.6,83,0.1,51386.37665,8321496,1.7,1.9,0.864,15.1 +Austria,2007,Developed,81,8,0,12.5,7453.8644,85,20,53.7,0,85,1.4,85,0.1,46586.6525,8295487,1.7,1.9,0.86,15.2 +Austria,2006,Developed,79.8,81,0,12.4,69.92899358,83,23,53.2,0,83,1.35,83,0.1,443.99361,8268641,1.7,1.9,0.854,15 +Austria,2005,Developed,79.4,85,0,12.4,5992.588029,86,9,52.7,0,86,1.53,86,0.1,38242.4252,8227829,1.7,1.9,0.848,14.9 +Austria,2004,Developed,79.3,86,0,12.1,5316.877456,83,15,52.2,0,83,1.56,83,0.1,36693.4262,8171966,1.7,1.9,0.841,14.7 +Austria,2003,Developed,78.8,88,0,12.2,504.4308735,83,90,51.7,0,84,1.48,84,0.1,3212.9355,8121423,1.7,1.9,0.837,14.7 +Austria,2002,Developed,78.7,9,0,12.5,3979.057728,81,0,51.2,0,82,1.27,83,0.1,26351.37568,881957,1.7,1.9,0.847,16.1 +Austria,2001,Developed,78.6,92,0,12.4,3582.848308,44,0,5.6,0,83,1.12,84,0.1,24489.73553,842293,1.7,1.9,0.837,15.5 +Austria,2000,Developed,78.1,96,0,13.2,3557.455507,33,0,5.1,0,71,1.6,81,0.1,24517.26745,811566,1.7,1.9,0.833,15.4 +Azerbaijan,2015,Developing,72.7,118,5,,0,96,0,52.5,6,98,,96,0.1,55.31382,9649341,2.8,2.9,0.758,12.7 +Azerbaijan,2014,Developing,72.5,119,5,0.01,306.1824313,94,0,51.5,6,97,6.4,94,0.1,7891.299776,953579,2.8,2.9,0.752,12.2 +Azerbaijan,2013,Developing,72.2,121,5,2.14,275.6514934,93,164,5.6,6,96,5.54,93,0.1,7875.756953,941681,2.8,2.8,0.745,11.9 +Azerbaijan,2012,Developing,71.9,123,5,0.01,285.6103912,88,0,49.7,6,92,5.37,89,0.1,7496.335728,9295784,2.8,2.8,0.742,11.8 +Azerbaijan,2011,Developing,71.6,125,5,1.98,263.142699,84,0,48.8,6,91,5.1,87,0.1,7189.691229,917382,2.8,2.9,0.741,11.7 +Azerbaijan,2010,Developing,71.1,13,5,1.98,246.5686008,8,0,48,6,85,5.33,81,0.1,5842.85784,954332,2.8,2.9,0.737,11.7 +Azerbaijan,2009,Developing,78,132,6,2.1,22.48638351,74,0,47.3,6,84,5.85,81,0.1,495.294791,8947243,2.8,2.9,0.728,11.6 +Azerbaijan,2008,Developing,73,141,6,1.18,206.2616134,68,5,46.6,6,85,4.37,81,0.1,5574.6382,87634,2.8,2.9,0.719,11.6 +Azerbaijan,2007,Developing,73,14,6,1.02,176.0107106,62,0,45.9,7,81,5.1,79,0.1,3851.437869,85813,2.8,2.9,0.708,11.6 +Azerbaijan,2006,Developing,69.2,154,6,0.85,105.6337264,52,222,45.3,7,8,6.17,78,0.1,2473.85776,848455,2.9,2.9,0.682,10.7 +Azerbaijan,2005,Developing,68.4,162,6,0.73,81.28883085,49,1238,44.7,7,79,7.86,75,0.1,1578.4239,839185,2.9,3,0.675,11.2 +Azerbaijan,2004,Developing,68.4,154,6,0.62,8.59680496,5,827,44.2,8,78,7.92,77,0.1,145.2163,8365,3,3,0.668,11 +Azerbaijan,2003,Developing,67.8,154,7,0.55,42.41491183,51,1978,43.6,8,79,6.56,77,0.1,883.6439965,82341,3,3,0.659,10.8 +Azerbaijan,2002,Developing,67.8,146,7,0.55,39.33253687,5,4353,43.1,9,8,4.47,76,0.1,763.73858,817195,3.1,3.1,0.651,10.6 +Azerbaijan,2001,Developing,67.5,151,8,0.51,4.104190077,,574,42.6,10,77,4.48,77,0.1,73.6838434,81112,3.1,3.1,0.642,10.4 +Azerbaijan,2000,Developing,66.6,16,9,0.65,35.09462644,,210,42.1,11,75,4.67,76,0.1,655.974326,8486,3.2,3.1,0.636,10.1 +Bahamas,2015,Developing,76.1,147,0,,0,95,0,64.5,0,95,,95,0.1,,,2.5,2.5,0.79,12.6 +Bahamas,2014,Developing,75.4,16,0,9.45,0,96,0,63.8,0,96,7.74,96,0.1,,,2.5,2.5,0.789,12.6 +Bahamas,2013,Developing,74.8,172,0,9.42,0,97,0,63.2,0,97,7.5,97,0.1,,,2.5,2.5,0.79,12.6 +Bahamas,2012,Developing,74.9,167,0,9.5,0,96,0,62.6,0,99,7.43,98,0.2,,,2.5,2.5,0.789,12.6 +Bahamas,2011,Developing,75,162,0,9.34,0,95,0,62,0,97,7.63,98,0.1,,,2.5,2.5,0.788,12.6 +Bahamas,2010,Developing,75,161,0,9.19,0,98,0,61.3,0,97,7.44,99,0.2,,,2.5,2.5,0.788,12.6 +Bahamas,2009,Developing,74.6,168,0,9.29,0,95,0,6.7,0,97,7.43,96,0.1,,,2.5,2.5,0.791,12.6 +Bahamas,2008,Developing,74.5,167,0,10.15,0,9,0,6.1,0,93,7.3,93,0.1,,,2.5,2.5,0.791,12.6 +Bahamas,2007,Developing,74.4,167,0,10.75,0,93,0,59.4,0,95,7.8,95,0.1,,,2.5,2.5,0.79,12.5 +Bahamas,2006,Developing,74.2,171,0,11.07,0,96,0,58.7,0,94,6.93,95,0.1,,,2.5,2.5,0.788,12.4 +Bahamas,2005,Developing,74.1,172,0,10.49,0,93,0,58.1,0,93,5.95,93,0.1,,,2.6,2.5,0.786,12.4 +Bahamas,2004,Developing,73.8,174,0,10.1,0,93,0,57.4,0,92,6.2,93,0.1,,,2.6,2.5,0.784,12.3 +Bahamas,2003,Developing,73.2,189,0,10.68,0,88,0,56.7,0,93,5.62,92,0.1,,,2.6,2.5,0.783,12.2 +Bahamas,2002,Developing,73.1,19,0,10.85,0,89,0,56,0,93,5.26,94,0.1,,,2.6,2.6,0.781,12.1 +Bahamas,2001,Developing,72.9,189,0,11.64,0,21,0,55.2,0,98,5.15,99,0.2,,,2.7,2.6,0.779,12.1 +Bahamas,2000,Developing,72.6,192,0,12.15,0,,0,54.4,0,91,5.21,99,0.1,,,2.7,2.6,0,12 +Bahrain,2015,Developing,76.9,69,0,,0,98,0,63.6,0,98,,98,0.1,22688.87824,,6.2,6.1,0.823,14.5 +Bahrain,2014,Developing,76.8,7,0,1.57,367.2556742,98,46,62.9,0,98,4.98,98,0.1,24983.3792,,6.1,6,0.82,14.5 +Bahrain,2013,Developing,76.7,7,0,1.65,3.968695982,99,0,62.2,0,99,4.69,99,0.1,251.18329,,6.1,6,0.815,14.5 +Bahrain,2012,Developing,76.5,71,0,1.7,2211.215778,99,0,61.5,0,99,4.37,99,0.1,23649.36661,,6.1,6,0.812,14.5 +Bahrain,2011,Developing,76.1,76,0,1.66,197.7734681,99,0,6.8,0,99,3.4,99,0.1,2281.1242,,6.1,6,0.812,14.4 +Bahrain,2010,Developing,76.1,73,0,1.93,266.7696122,99,0,6.1,0,99,3.64,99,0.1,2722.1389,,6,5.9,0.81,14.4 +Bahrain,2009,Developing,76,74,0,1.95,332.9347646,98,3,59.3,0,97,3.79,98,0.1,19356.67236,,6,5.9,0.814,14.4 +Bahrain,2008,Developing,75.8,76,0,2,231.5478912,97,2,58.5,0,97,3.17,97,0.1,2367.56535,,6,5.9,0.815,14.4 +Bahrain,2007,Developing,75.6,77,0,2,278.3602806,97,7,57.6,0,97,3.8,97,0.1,2977.1153,,6.1,5.9,0.813,14.4 +Bahrain,2006,Developing,75.5,79,0,2.1,170.7374027,98,3,56.8,0,98,3.8,98,0.1,1937.99549,,6.1,5.9,0.81,14.2 +Bahrain,2005,Developing,75.3,81,0,2.05,1553.468944,98,4,56.1,0,98,3.16,98,0.1,17959.17854,,6.1,5.9,0.806,14 +Bahrain,2004,Developing,75.2,83,0,2.16,1380.228095,98,11,55.6,0,98,3.37,98,0.1,15846.47641,,6.1,5.9,0.803,13.9 +Bahrain,2003,Developing,75,85,0,2.16,1214.558167,98,12,55.2,0,97,3.74,97,0.1,14221.99259,,6.1,5.9,0.798,13.7 +Bahrain,2002,Developing,74.9,87,0,1.99,106.4303336,98,8,55,0,98,3.89,98,0.1,1312.33457,,6.2,5.9,0.796,13.5 +Bahrain,2001,Developing,74.7,9,0,1.95,1150.418063,99,5,54.8,0,99,3.8,99,0.1,12868.211,,6.2,6,0.794,13.3 +Bahrain,2000,Developing,74.5,92,0,2.15,167.7270642,97,6,54.5,0,97,3.51,97,0.1,13636.34668,,6.2,6,0.786,13.2 +Bangladesh,2015,Developing,71.8,129,92,,0,97,240,18.3,113,97,,97,0.1,121.15812,1612886,17.9,18.3,0.575,10.2 +Bangladesh,2014,Developing,71.4,132,98,0.01,10.44640334,97,289,17.7,121,97,2.82,97,0.1,184.56543,15945279,18.1,18.6,0.57,10 +Bangladesh,2013,Developing,71,135,104,0.01,52.82986467,96,237,17,130,96,2.88,96,0.1,951.8894535,157571292,18.3,18.8,0.565,10 +Bangladesh,2012,Developing,77,137,111,0.01,59.2589257,94,1986,16.4,139,94,3.8,94,0.1,856.342857,15572753,18.5,19,0.557,9.9 +Bangladesh,2011,Developing,73,14,118,0.01,62.34988484,96,5625,15.8,150,96,3.16,96,0.1,835.789341,153911916,18.7,19.2,0.545,9.4 +Bangladesh,2010,Developing,69.9,142,126,0.01,62.65945432,94,788,15.2,161,94,3.6,94,0.1,757.6717572,15214912,18.9,19.4,0.535,8.9 +Bangladesh,2009,Developing,69.5,144,135,0.01,53.26400378,97,718,14.6,173,97,2.91,97,0.1,681.125368,1545478,19.1,19.7,0.523,8.4 +Bangladesh,2008,Developing,69.1,147,144,0.01,42.48865034,96,2660,14,186,96,2.85,96,0.1,615.7775411,14885814,19.3,19.9,0.52,8.6 +Bangladesh,2007,Developing,68.6,151,154,0.01,46.36536703,95,2924,13.5,201,96,2.8,94,0.1,541.651484,147139191,19.5,2.1,0.513,8.6 +Bangladesh,2006,Developing,68.2,152,164,0.01,42.3304549,86,6192,13,215,95,2.8,94,0.1,494.51466,1453684,19.7,2.3,0.506,8.4 +Bangladesh,2005,Developing,67.8,155,174,0.01,38.05462002,45,25934,12.5,231,94,2.68,93,0.1,484.155471,14343111,19.9,2.5,0.499,8.2 +Bangladesh,2004,Developing,67.3,158,185,0.01,4.11469667,11,9743,12,247,88,2.62,99,0.1,46.7579167,14137489,2.1,2.7,0.491,8.1 +Bangladesh,2003,Developing,66.8,161,196,0.01,35.48458957,5,4067,11.6,264,9,2.51,87,0.1,432.7388972,139191,2.3,2.9,0.484,7.9 +Bangladesh,2002,Developing,66.3,164,207,0.01,0.397228764,,3484,11.2,280,83,2.59,83,0.1,4.6135745,1366667,2.5,21.1,0.476,7.7 +Bangladesh,2001,Developing,65.8,168,219,0.01,3.395069781,,4414,1.8,298,85,2.47,85,0.1,42.5981152,1341716,2.7,21.3,0.468,7.5 +Bangladesh,2000,Developing,65.3,173,231,0.01,3.69633051,,5098,1.4,316,83,2.33,82,0.1,45.63371,131581243,2.9,21.5,0.459,7.3 +Barbados,2015,Developing,75.5,98,0,,0,97,0,54.5,0,97,,97,0.1,15557.8381,,3.8,3.7,0.794,15.3 +Barbados,2014,Developing,75.4,1,0,8.82,294.9056584,94,0,53.7,0,95,7.47,94,0.1,15359.66971,,3.8,3.7,0.793,15.3 +Barbados,2013,Developing,75.2,11,0,8.74,263.0372838,91,0,53,0,91,7.57,91,0.1,15472.7814,,3.8,3.8,0.792,15.3 +Barbados,2012,Developing,75.1,12,0,8.61,260.0043858,87,0,52.2,0,88,7.43,87,0.1,15384.8749,,3.8,3.8,0.785,15.3 +Barbados,2011,Developing,74.9,14,0,8.51,173.9825629,91,0,51.4,0,91,6.67,91,0.1,15534.1574,,3.8,3.8,0.78,15.5 +Barbados,2010,Developing,74.7,16,0,8.41,154.9630863,86,0,5.7,0,9,6.17,86,0.1,1595.91232,,3.8,3.8,0.781,15.8 +Barbados,2009,Developing,74.6,19,0,8.46,327.1618128,93,0,49.9,0,93,6.21,93,0.1,16523.32388,,3.8,3.8,0.779,15.5 +Barbados,2008,Developing,74.4,111,0,8.95,25.52277112,85,0,49.2,0,85,6.1,85,0.1,1657.3228,,3.9,3.9,0.775,15.3 +Barbados,2007,Developing,74.2,113,0,8.47,1641.30981,93,0,48.4,0,93,5.64,93,0.1,16462.48556,,3.9,3.9,0.771,15 +Barbados,2006,Developing,74.1,115,0,8.39,181.5000856,84,0,47.7,0,85,5.27,84,0.1,15646.5591,,4,3.9,0.766,14.8 +Barbados,2005,Developing,73.9,117,0,8.01,1311.440423,92,0,46.9,0,91,5.38,92,0.1,14223.86576,,4,4,0.761,14.6 +Barbados,2004,Developing,73.8,119,0,7.68,166.0083443,93,0,46.2,0,93,5.71,93,0.2,12868.8639,,4.1,4,0.757,14.4 +Barbados,2003,Developing,73.7,121,0,7.65,13.5139917,91,0,45.4,0,9,5.82,89,0.4,1228.5447,,4.1,4.1,0.753,14.2 +Barbados,2002,Developing,73.5,123,0,7.59,133.099491,66,0,44.6,0,86,5.76,87,0.8,11675.39395,,4.2,4.1,0.749,14 +Barbados,2001,Developing,73.4,125,0,7.38,138.1664627,18,0,43.8,0,93,5.47,84,0.7,11513.87189,,4.2,4.2,0.75,14 +Barbados,2000,Developing,73.3,127,0,7.43,1140.615754,,0,43,0,86,5.16,93,0.9,11568.1111,,4.3,4.2,0.741,14 +Belarus,2015,Developing,72.3,196,0,,0,99,2,62.3,0,99,,99,0.1,5949.11677,9489616,1.9,2,0.798,15.6 +Belarus,2014,Developing,72,199,0,13.94,1147.1114,97,64,61.7,0,97,5.69,97,0.1,8318.429294,9474511,1.9,2,0.796,15.7 +Belarus,2013,Developing,71.7,23,0,14.66,1109.854619,98,16,61.1,1,98,6.7,98,0.1,7978.825443,9465997,2,2,0.796,15.7 +Belarus,2012,Developing,71.9,194,0,16.35,91.70962117,97,10,6.5,1,98,5.1,98,0.1,694.243915,9464495,2,2.1,0.793,15.6 +Belarus,2011,Developing,72,232,0,17.31,846.9113071,98,50,59.9,1,98,4.92,98,0.1,6519.71753,9473172,2,2.1,0.787,15.5 +Belarus,2010,Developing,73,222,0,14.44,8.49409518,96,1,59.3,1,99,5.55,98,0.1,63.38877,949583,2,2.2,0.78,15.5 +Belarus,2009,Developing,70,226,0,14.09,434.7985025,98,0,58.7,1,98,6.9,96,0.1,5176.172649,956765,2.1,2.2,0.771,15.4 +Belarus,2008,Developing,70,224,1,14.67,501.8056141,98,0,58.2,1,98,5.95,97,0.1,6376.183153,9527985,2.1,2.3,0.755,15.1 +Belarus,2007,Developing,69.8,226,1,14.22,464.077513,91,1,57.7,1,9,6.44,95,0.1,4735.484827,956953,2.2,2.3,0.739,14.9 +Belarus,2006,Developing,68.9,243,1,12.6,364.426052,98,149,57.2,1,97,6.34,99,0.1,3848.215966,964924,2.2,2.4,0.723,14.6 +Belarus,2005,Developing,68.1,252,1,11.01,45.65007798,99,1,56.7,1,98,6.89,99,0.1,3126.71767,9663915,2.3,2.5,0.713,14.4 +Belarus,2004,Developing,68.2,247,1,12.05,42.33443901,99,2,56.2,1,99,6.59,99,0.1,2378.33927,973146,2.4,2.5,0.703,14.1 +Belarus,2003,Developing,67.7,253,1,11.17,23.83578594,56,21,55.8,1,53,6.59,5,0.1,1819.525644,9796749,2.5,2.6,0.695,13.9 +Belarus,2002,Developing,67.2,262,1,12.23,145.4233629,99,14,55.3,1,99,6.47,99,0.1,1479.383142,9865548,2.5,2.7,0.687,13.6 +Belarus,2001,Developing,67.7,254,1,10.74,14.06141699,93,45,54.9,1,99,6.62,99,0.1,1244.373185,9928549,2.6,2.7,0.681,13.3 +Belarus,2000,Developing,68,247,1,12.98,24.24947846,7,21,54.4,1,99,6.13,99,0.1,1276.28834,997961,2.7,2.8,0.675,13.1 +Belgium,2015,Developed,81.1,74,0,,0,98,47,63.7,1,99,,99,0.1,4356.875,11274196,1,1,0.895,16.6 +Belgium,2014,Developed,89,76,0,12.6,7163.348923,98,70,63.4,1,99,1.59,99,0.1,47439.39684,112957,1,1,0.89,16.3 +Belgium,2013,Developed,87,77,0,11.77,702.359357,98,39,63,1,99,1.57,99,0.1,4651.38647,11182817,1,0.9,0.889,16.3 +Belgium,2012,Developed,83,78,0,10.08,664.4738975,98,109,62.6,1,99,1.54,99,0.1,4474.5717,11128246,0.9,0.9,0.886,16.2 +Belgium,2011,Developed,83,8,0,10.11,713.5297354,97,576,62.3,1,98,1.42,98,0.1,4772.77415,1147744,0.9,0.9,0.884,16.1 +Belgium,2010,Developed,80,81,0,10.22,665.7356115,97,40,61.9,1,98,1.17,98,0.1,4438.23741,1895586,0.9,0.9,0.878,15.9 +Belgium,2009,Developed,79.8,85,0,10.05,671.9376566,97,33,61.6,1,98,1.39,98,0.1,4488.5615,1796493,0.9,0.9,0.876,15.8 +Belgium,2008,Developed,79.5,87,0,10.47,7191.051507,98,98,61.3,1,99,9.6,99,0.1,48424.58927,179973,0.8,0.8,0.874,15.8 +Belgium,2007,Developed,79.5,86,0,10.25,640.3560918,94,64,6.9,1,99,9.25,98,0.1,4443.83131,16257,0.8,0.8,0.871,15.8 +Belgium,2006,Developed,79.4,85,0,10.98,5579.199083,94,15,6.6,1,99,9.17,98,0.1,38852.3613,1547958,0.8,0.8,0.865,15.7 +Belgium,2005,Developed,78.9,89,0,12.27,5068.214488,77,26,6.2,1,97,9.24,97,0.1,36967.28292,1478617,0.8,0.8,0.861,15.7 +Belgium,2004,Developed,78.8,91,1,12.05,5160.508378,64,61,59.8,1,96,9.32,95,0.1,35589.71295,1421137,0.8,0.8,0.88,18.8 +Belgium,2003,Developed,78.3,95,0,11.28,507.306164,64,44,59.4,1,96,9.3,95,0.1,3743.95693,1376133,0.8,0.8,0.878,18.6 +Belgium,2002,Developed,78,99,1,11.29,320.3177664,6,0,59,1,96,8.46,95,0.1,2552.3328,1332785,0.8,0.8,0.875,18.8 +Belgium,2001,Developed,78,1,1,11.01,2943.375396,6,83,58.5,1,96,8.29,95,0.1,23121.56635,128657,0.8,0.8,0.873,18.2 +Belgium,2000,Developed,77.6,11,1,11.21,287.2084529,6,0,58.1,1,96,8.12,95,0.1,2327.4591,125125,0.8,0.8,0.869,18 +Belize,2015,Developing,71,175,0,,0,94,0,5.9,0,94,,94,0.2,4849.997495,359288,3.5,3.4,0.706,12.8 +Belize,2014,Developing,70,177,0,6.58,670.0920883,95,0,5.1,0,95,5.79,95,0.2,4852.223666,351694,3.4,3.4,0.705,12.8 +Belize,2013,Developing,69.8,18,0,6.56,629.2018591,95,0,49.3,0,95,5.79,95,0.2,4688.538443,344181,3.4,3.4,0.706,12.9 +Belize,2012,Developing,69.4,189,0,6.66,582.8027185,98,0,48.5,0,98,5.45,98,0.1,4673.63848,33671,3.5,3.4,0.702,12.5 +Belize,2011,Developing,69.4,188,0,6.64,605.6286892,95,0,47.8,0,95,5.61,95,0.5,4516.24675,329192,3.5,3.4,0.7,12.4 +Belize,2010,Developing,69.5,186,0,6.76,569.9527122,96,0,47,0,96,5.85,96,0.2,4344.15177,32168,3.5,3.4,0.7,12.4 +Belize,2009,Developing,69.5,184,0,6.85,549.8096097,97,0,46.3,0,98,5.81,97,0.3,4258.788611,313929,3.5,3.4,0.7,12.7 +Belize,2008,Developing,69.6,181,0,7.22,51.25232422,94,0,45.7,0,94,5.9,94,0.1,447.22796,36165,3.5,3.4,0.699,12.8 +Belize,2007,Developing,69.6,181,0,7.24,69.63051047,96,0,45,0,97,4.76,96,0.6,4324.876427,29847,3.5,3.5,0.7,12.8 +Belize,2006,Developing,69.4,184,0,6.48,387.3324928,98,0,44.4,0,98,4.4,98,0.6,4187.3783,29747,3.6,3.5,0.692,12.3 +Belize,2005,Developing,69,191,0,6.25,365.799896,96,0,43.8,0,96,4.45,96,0.8,3933.332215,283277,3.6,3.5,0.695,12.8 +Belize,2004,Developing,68.7,197,0,6.2,325.6807462,97,0,43.2,0,97,4.39,97,0.8,3831.53819,27689,3.6,3.5,0.691,12.5 +Belize,2003,Developing,68.4,21,0,5.67,312.7995946,96,0,42.6,0,95,4.53,96,1.5,3679.99523,26913,3.6,3.6,0.684,12.2 +Belize,2002,Developing,68.5,199,0,4.99,262.8299189,97,0,42,0,93,4.38,89,0.1,3556.561825,26226,3.7,3.6,0.678,11.9 +Belize,2001,Developing,68.2,21,0,4.9,251.6586929,96,0,41.4,0,96,4.5,96,0.4,3419.275719,254984,3.7,3.7,0.677,11.8 +Belize,2000,Developing,68.3,196,0,4.79,219.0239836,76,0,4.8,0,91,3.98,91,0.3,3364.423711,247315,3.8,3.7,0.668,11.7 +Benin,2015,Developing,60,249,25,,0,82,55,25.7,39,78,,82,1,783.94791,1575952,6.9,6.8,0.481,10.7 +Benin,2014,Developing,59.7,252,25,0.01,90.12206791,78,786,25.2,39,74,4.59,78,1.1,943.686575,1286712,7.1,6.9,0.475,10.7 +Benin,2013,Developing,59.5,251,25,0.01,87.4080423,77,637,24.6,39,73,4.59,77,1.2,915.2674586,14451,7.2,7.1,0.466,10.3 +Benin,2012,Developing,59.3,251,25,0.01,9.80407467,8,288,24.1,39,8,4.86,8,1.3,837.9551,972916,7.4,7.3,0.458,10 +Benin,2011,Developing,59.1,251,25,1.4,110.2633619,75,426,23.5,39,77,5.37,75,1.4,825.9427854,94682,7.6,7.5,0.454,9.8 +Benin,2010,Developing,58.7,254,25,1.33,94.25737917,76,392,23,39,77,4.95,76,1.4,757.695974,9199259,7.8,7.6,0.451,9.5 +Benin,2009,Developing,58.4,259,25,1.16,71.01399249,79,1461,22.5,39,8,4.46,79,1.6,793.45243,894476,7.9,7.8,0.448,9.3 +Benin,2008,Developing,57.6,278,25,1.28,7.615430126,75,928,22,39,77,4.2,75,1.8,82.1513498,8696916,8.1,8,0.444,9.1 +Benin,2007,Developing,57.1,283,25,1.12,7.49281752,82,341,21.5,39,82,4.55,82,2,76.535419,8454791,8.3,8.2,0.438,8.9 +Benin,2006,Developing,56.8,284,25,1.19,75.91429496,74,176,21,39,76,4.75,74,2,625.8392,8216896,8.5,8.4,0.434,8.7 +Benin,2005,Developing,56.5,285,25,1.13,7.106997355,7,210,2.5,39,73,4.73,7,2.1,61.799977,7982225,8.7,8.6,0.43,8.5 +Benin,2004,Developing,56.1,285,25,1.15,10.73628066,75,262,2.1,39,74,4.56,72,2.1,583.493514,7754,8.9,8.8,0.423,8.1 +Benin,2003,Developing,55.8,285,25,1.35,8.931827297,73,217,19.7,40,75,4.63,73,2.1,519.2922847,752555,9.1,9,0.416,7.7 +Benin,2002,Developing,55.6,283,25,1.23,40.48815233,15,1588,19.2,40,76,4.27,75,2.1,418.6985763,7295394,9.3,9.2,0.407,7.3 +Benin,2001,Developing,55.5,281,25,1.29,45.33476384,,5859,18.8,40,77,4.69,76,2.1,378.73654,776733,9.5,9.4,0.395,6.6 +Benin,2000,Developing,55.4,279,25,1.34,37.38182018,,4244,18.4,40,78,4.34,78,2,374.1923942,6865951,9.7,9.6,0.389,6.4 +Bhutan,2015,Developing,69.8,211,0,,0,99,11,24.5,0,98,,99,0.5,2613.645177,787386,15.4,16,0.604,12.5 +Bhutan,2014,Developing,69.4,216,0,0.01,209.3921344,99,0,23.6,1,98,3.57,99,0.5,2522.7968,776448,15.7,16.2,0.596,12.5 +Bhutan,2013,Developing,69.1,219,0,0.01,19.79057439,97,0,22.7,1,97,3.83,97,0.6,235.882889,764961,15.9,16.5,0.589,12.6 +Bhutan,2012,Developing,68.7,223,0,0.01,188.7373664,97,1,21.9,1,97,3.7,97,0.6,2422.816,752967,16.1,16.7,0.581,12.3 +Bhutan,2011,Developing,68.3,225,0,0.23,289.8524057,95,10,21.1,1,95,4.73,95,0.5,2458.45976,7451,16.3,17,0.572,11.9 +Bhutan,2010,Developing,67.9,228,1,0.28,244.0391949,91,21,2.3,1,92,5.17,91,0.5,2178.921383,727641,16.6,17.3,0,11.4 +Bhutan,2009,Developing,67.4,232,1,0.17,27.48907048,93,6,19.5,1,93,6.3,93,0.4,177.234497,714458,16.8,17.5,0,10.9 +Bhutan,2008,Developing,67,234,1,0.21,302.667579,96,7,18.8,1,96,6.58,96,0.4,1795.18137,795,17.1,17.8,0,10.5 +Bhutan,2007,Developing,66.5,238,1,0.16,283.806236,95,11,18,1,93,5.88,95,0.3,1741.142552,686958,17.3,18.1,0,10.1 +Bhutan,2006,Developing,65.8,245,1,0.29,169.2023968,95,2,17.4,1,96,5.27,95,0.3,1335.45696,672228,17.5,18.3,0,9.6 +Bhutan,2005,Developing,65,254,1,0.73,145.5965445,95,11,16.7,1,95,5.28,95,0.3,1247.61392,656639,17.8,18.6,0,9.2 +Bhutan,2004,Developing,64.2,263,1,0.96,2.586698228,89,3,16.1,1,9,4.41,89,0.3,197.45788,64282,18,18.8,0,8.8 +Bhutan,2003,Developing,63.3,273,1,0.52,19.15664091,95,0,15.5,1,96,4.9,95,0.2,997.7417141,623434,18.3,19.1,0,8.4 +Bhutan,2002,Developing,62.5,282,1,0.29,151.9755193,83,27,14.9,1,89,7.75,86,0.1,885.6382245,66399,18.6,19.4,0,8 +Bhutan,2001,Developing,61.7,29,1,0.14,8.574029812,89,756,14.4,1,88,5.91,88,0.1,87.9387673,5896,18.9,19.6,0,7.6 +Bhutan,2000,Developing,62,312,1,0.17,93.35872844,98,418,13.9,1,98,6.91,92,0.1,765.8632358,573416,19.2,19.9,0,7.3 +Bolivia (Plurinational State of),2015,Developing,77,186,8,,0,99,0,52.6,10,99,,99,0.1,,,1.2,1.1,0.671,13.8 +Bolivia (Plurinational State of),2014,Developing,74,189,8,3.62,0,98,0,51.9,10,99,6.33,98,0.1,,,1.2,1.1,0.666,13.8 +Bolivia (Plurinational State of),2013,Developing,71,192,8,3.78,0,94,0,51.2,10,95,5.96,94,0.1,,,1.2,1.1,0.661,13.8 +Bolivia (Plurinational State of),2012,Developing,69.8,194,8,3.89,0,93,0,5.6,11,93,5.56,93,0.1,,,1.2,1.1,0.655,13.8 +Bolivia (Plurinational State of),2011,Developing,69.3,198,9,3.93,0,95,0,49.9,11,95,5.49,95,0.2,,,1.2,1.1,0.649,13.8 +Bolivia (Plurinational State of),2010,Developing,68.7,22,9,3.95,0,91,0,49.3,12,9,5.44,91,0.2,,,1.2,1.1,0.643,13.8 +Bolivia (Plurinational State of),2009,Developing,68,27,10,3.87,0,93,0,48.6,12,92,5.76,93,0.2,,,1.2,1.1,0.636,13.8 +Bolivia (Plurinational State of),2008,Developing,67.4,211,10,3.77,0,88,0,48,13,87,5,88,0.2,,,1.3,1.1,0.632,14 +Bolivia (Plurinational State of),2007,Developing,66.8,216,11,3.47,0,84,0,47.3,14,85,4.96,84,0.2,,,1.3,1.2,0.626,14.1 +Bolivia (Plurinational State of),2006,Developing,66.2,219,11,3.23,0,83,0,46.7,15,82,5.19,83,0.2,,,1.3,1.2,0.625,14.3 +Bolivia (Plurinational State of),2005,Developing,65.7,222,12,2.86,0,85,0,46,16,84,5.67,85,0.2,,,1.3,1.2,0.622,14.4 +Bolivia (Plurinational State of),2004,Developing,65.1,226,12,2.66,0,84,0,45.4,16,84,5.22,84,0.2,,,1.4,1.2,0.62,14.6 +Bolivia (Plurinational State of),2003,Developing,64.5,23,13,2.37,0,8,0,44.7,17,82,5.3,88,0.2,,,1.4,1.3,0.617,14.4 +Bolivia (Plurinational State of),2002,Developing,63.9,234,14,2.26,0,77,0,44,18,76,6.53,77,0.1,,,1.4,1.3,0.61,14 +Bolivia (Plurinational State of),2001,Developing,63.3,238,14,2.2,0,77,0,43.3,19,71,6.31,71,0.1,,,1.5,1.4,0.607,13.7 +Bolivia (Plurinational State of),2000,Developing,62.6,243,15,2.32,0,77,122,42.6,20,74,5.67,75,0.1,,,1.5,1.4,0.6,13.3 +Bosnia and Herzegovina,2015,Developing,77.4,88,0,,0,82,1677,55.8,0,74,,82,0.1,4574.9787,3535961,2.3,2.3,0.747,14.2 +Bosnia and Herzegovina,2014,Developing,77.2,89,0,4.03,732.8662491,89,3000,55.3,0,86,9.57,86,0.1,5193.94932,35662,2.4,2.4,0.742,14.2 +Bosnia and Herzegovina,2013,Developing,77,9,0,4.12,75.61062911,91,0,54.7,0,87,9.46,89,0.1,535.86555,364999,2.4,2.4,0.735,14.2 +Bosnia and Herzegovina,2012,Developing,76.8,92,0,4.61,693.8226461,92,22,54.2,0,87,9.94,92,0.1,4716.673325,36482,2.5,2.5,0.728,13.9 +Bosnia and Herzegovina,2011,Developing,76.9,92,0,4.64,7.959131146,88,10,53.7,0,89,9.71,88,0.1,55.156834,3688865,2.6,2.5,0.711,13.4 +Bosnia and Herzegovina,2010,Developing,76.4,94,0,4.54,630.3883564,89,45,53.1,0,9,9.58,89,0.1,4611.47298,372284,2.6,2.6,0.717,13.3 +Bosnia and Herzegovina,2009,Developing,76.1,97,0,4.75,645.021302,9,22,52.6,0,9,9.64,9,0.1,4697.89732,3746561,2.7,2.7,0.716,13.3 +Bosnia and Herzegovina,2008,Developing,76,98,0,5.13,66.04635027,88,8,52.1,0,92,8.58,91,0.1,575.31664,3763599,2.8,2.7,0.71,13.1 +Bosnia and Herzegovina,2007,Developing,75.4,16,0,5.16,8.240355867,94,166,51.5,0,95,8.37,95,0.1,418.292176,3774,2.8,2.8,0.703,12.9 +Bosnia and Herzegovina,2006,Developing,75.7,1,0,4.82,38.25414065,9,17,51,0,91,8.28,87,0.1,344.321698,3779468,2.9,2.8,0.697,12.7 +Bosnia and Herzegovina,2005,Developing,75,12,0,4.56,45.71354264,93,23,5.5,0,95,8.5,93,0.1,2968.41186,378153,2.9,2.9,0,12.5 +Bosnia and Herzegovina,2004,Developing,75.5,99,0,4.25,3.479918859,36,28,49.9,0,87,9.4,84,0.1,265.642661,3781287,3,3,0,12.3 +Bosnia and Herzegovina,2003,Developing,75.2,12,0,4.14,39.86518043,,18,49.4,0,87,7.94,87,0.1,2214.732246,3779247,3,3,0,12.1 +Bosnia and Herzegovina,2002,Developing,75.4,11,0,3.84,151.1399301,,28,48.8,0,86,7.1,8,0.1,1761.537647,377587,3.1,3.1,0,11.9 +Bosnia and Herzegovina,2001,Developing,74.9,113,0,3.85,143.2947487,,0,48.2,0,92,7.16,91,0.1,1524.41222,3771284,3.2,3.2,0,11.6 +Bosnia and Herzegovina,2000,Developing,74.6,116,0,3.64,165.6168642,,43,47.6,0,87,7.9,85,0.1,1461.7552,376676,3.3,3.2,0,0 +Botswana,2015,Developing,65.7,256,2,,0,95,0,37.9,2,96,,95,2.2,6532.651,229197,6.4,6.1,0.698,12.6 +Botswana,2014,Developing,65.1,268,2,0.01,662.802194,95,1,37.3,2,96,5.41,95,2.3,7497.762376,2168573,6.7,6.4,0.697,12.6 +Botswana,2013,Developing,64.2,286,2,0.01,1.117811275,95,1,36.8,2,96,5.84,95,2.8,77.625783,212857,7,6.7,0.693,12.6 +Botswana,2012,Developing,63.4,3,2,0.01,12.83447357,95,7,36.2,3,96,6.27,95,4.4,729.231453,289315,7.3,7,0.687,12.5 +Botswana,2011,Developing,62.2,325,2,5.76,668.9562854,95,8,35.7,3,96,5.25,95,5.5,7645.21469,251339,7.7,7.4,0.678,12.4 +Botswana,2010,Developing,61.1,349,2,5.99,547.0386679,95,853,35.2,3,96,5.64,95,6.2,6346.15624,214866,8,7.8,0.669,12.3 +Botswana,2009,Developing,59.2,393,2,5.01,426.7855662,94,184,34.7,3,96,6.39,96,9,5185.729845,1979882,8.4,8.2,0.661,12.2 +Botswana,2008,Developing,57.5,427,2,6.56,476.8625872,94,0,34.2,3,96,5.55,96,12.7,5623.379566,1946351,8.8,8.6,0.646,12.1 +Botswana,2007,Developing,56.9,436,2,6.21,512.5887995,93,1,33.7,3,96,4.71,96,13.4,5714.47937,1914414,9.2,9,0.63,12.1 +Botswana,2006,Developing,54.8,491,2,6.45,76.31867911,93,6,33.2,3,96,4.93,96,14.4,5374.554867,1884238,9.6,9.4,0.61,11.9 +Botswana,2005,Developing,51.7,566,2,6.37,629.8425643,92,5,32.7,3,96,5.62,96,20.6,5351.253732,1855852,1,9.9,0.593,11.9 +Botswana,2004,Developing,48.1,652,2,4.9,469.5823898,91,1,32.2,4,96,5.56,96,28.4,4896.583835,182933,1.5,1.4,0.58,11.8 +Botswana,2003,Developing,46.4,693,2,5.51,299.3671252,9,59,31.6,4,96,4.65,96,31.9,4163.6596,184339,1.9,1.8,0.567,11.8 +Botswana,2002,Developing,46,699,2,6.41,6.3300072,88,7,31.1,4,97,6.47,97,34.6,355.618382,1779953,11.4,11.3,0.558,11.9 +Botswana,2001,Developing,46.7,679,2,5.48,306.9527349,87,1,3.5,4,97,5.73,97,37.2,3128.97793,1754935,11.8,11.8,0.56,11.8 +Botswana,2000,Developing,47.8,647,2,5.37,250.8916484,86,2672,29.9,4,97,4.64,97,38.8,3349.68823,172834,12.3,12.2,0.559,11.7 +Brazil,2015,Developing,75,142,42,,0,96,214,56.1,47,98,,96,0.1,8757.2622,2596218,2.7,2.6,0.754,15.2 +Brazil,2014,Developing,74.8,144,44,7.32,83.16465362,96,876,55.3,49,96,8.32,93,0.1,1226.61731,24213133,2.7,2.7,0.747,15.2 +Brazil,2013,Developing,74.7,146,46,7.24,916.270845,96,220,54.5,52,96,8.48,97,0.1,12216.9446,2248632,2.8,2.7,0.734,14.2 +Brazil,2012,Developing,74.5,148,49,7.55,843.1946259,96,2,53.6,54,96,8.26,95,0.1,12291.46685,256983,2.8,2.8,0.73,14.2 +Brazil,2011,Developing,74.1,152,51,7.58,1084.999766,98,43,52.8,57,98,8.9,99,0.1,13167.47289,198686688,2.9,2.8,0.724,14 +Brazil,2010,Developing,73.8,154,54,7.52,1111.191325,96,68,52,61,99,8.27,99,0.1,11224.1548,196796269,2.9,2.9,0.716,13.8 +Brazil,2009,Developing,73.6,157,57,7.33,564.5233902,99,0,51.1,64,99,8.65,99,0.1,8553.3847,194895996,3,2.9,0.714,13.8 +Brazil,2008,Developing,73.4,158,61,7.21,526.3780636,96,0,5.3,68,99,8.24,99,0.1,8787.61375,19297929,3,3,0.704,13.3 +Brazil,2007,Developing,73.3,159,65,7.19,394.9321299,99,0,49.4,73,99,8.28,99,0.1,7313.557962,19126637,3.1,3,0.7,13.5 +Brazil,2006,Developing,73,161,70,7.1,30.30374691,99,57,48.6,79,99,8.36,99,0.1,586.145975,18912412,3.1,3.1,0.698,13.8 +Brazil,2005,Developing,72.7,163,75,6.97,23.76370075,98,6,47.8,85,99,8.27,99,0.1,477.182746,186917361,3.2,3.1,0.694,13.8 +Brazil,2004,Developing,72,17,81,6.85,186.6090485,96,0,46.9,93,99,7.7,99,0.1,3623.47667,184738458,3.2,3.2,0.695,14 +Brazil,2003,Developing,71.8,172,88,6.95,15.85781237,97,2,46.1,100,99,6.94,99,0.1,359.587582,182482149,3.3,3.3,0.699,14.8 +Brazil,2002,Developing,71.4,176,95,7,140.9824766,92,1,45.3,109,99,7.13,99,0.1,2819.649531,1815121,3.3,3.3,0.692,14.6 +Brazil,2001,Developing,71,179,103,7.13,149.4802091,91,1,44.5,118,99,7.19,98,0.1,3146.95177,1777567,3.4,3.4,0.685,14.3 +Brazil,2000,Developing,75,183,111,7.26,179.4777293,94,36,43.7,127,99,7.3,98,0.1,3739.11936,175287587,3.4,3.4,0.677,14.1 +Brunei Darussalam,2015,Developing,77.7,78,0,,0,99,4,41.2,0,99,,99,0.1,3967.8951,,5.7,5.1,0.864,14.9 +Brunei Darussalam,2014,Developing,77.6,8,0,0.01,269.1432784,99,1,4.2,0,99,2.65,99,0.1,4159.8652,,5.7,5.2,0.863,15 +Brunei Darussalam,2013,Developing,77.1,84,0,0.01,2845.306444,98,0,39.2,0,99,2.61,99,0.1,44597.27968,,5.8,5.2,0.86,14.9 +Brunei Darussalam,2012,Developing,78.3,79,0,0.01,3192.634413,99,1,38.2,0,99,2.3,99,0.1,47651.2599,,5.8,5.3,0.852,14.4 +Brunei Darussalam,2011,Developing,77.4,79,0,0.97,295.7730171,93,4,37.2,0,99,2.25,97,0.1,4717.273,,5.9,5.4,0.846,14.1 +Brunei Darussalam,2010,Developing,76.9,79,0,0.88,2218.364226,96,0,36.2,0,99,2.73,95,0.1,35268.1117,,5.9,5.4,0.845,14.2 +Brunei Darussalam,2009,Developing,76.8,88,0,0.25,1873.686852,96,2,35.2,0,99,2.85,99,0.1,27965.4754,,6,5.5,0.841,14.1 +Brunei Darussalam,2008,Developing,77.2,84,0,0.67,2538.941033,96,3,34.2,0,97,2.23,98,0.1,37951.286,,6.1,5.6,0.84,14.2 +Brunei Darussalam,2007,Developing,76,1,0,0.85,2048.557422,97,0,33.2,0,95,2.32,99,0.1,32672.36717,,6.2,5.7,0.84,14.3 +Brunei Darussalam,2006,Developing,76.3,93,0,0.67,24.97532919,99,0,32.2,0,94,2.24,97,0.1,398.96692,,6.3,5.8,0.837,14.3 +Brunei Darussalam,2005,Developing,76.2,92,0,0.16,179.7147814,99,9,31.2,0,93,2.62,94,0.1,2612.13345,,6.4,5.9,0.834,14.1 +Brunei Darussalam,2004,Developing,76.4,89,0,0.11,1504.30004,99,16,3.1,0,92,3.1,92,0.1,21896.6527,,6.5,6,0.828,13.7 +Brunei Darussalam,2003,Developing,76,89,0,0.12,1406.51194,99,24,29.1,0,99,3.9,92,0.1,18555.56649,,6.6,6.1,0.823,13.4 +Brunei Darussalam,2002,Developing,74.8,95,0,0.13,941.7036868,99,0,28,0,99,3.4,94,0.1,16846.2198,,6.7,6.1,0.82,13.3 +Brunei Darussalam,2001,Developing,74.7,19,0,0.47,1078.66244,99,11,27,0,99,3.6,97,0.1,16468.12886,,6.8,6.2,0.819,13.4 +Brunei Darussalam,2000,Developing,74.4,16,0,0.37,11.79686108,99,42,26.1,0,99,3.5,99,0.1,188.44826,,6.8,6.3,0.818,13.4 +Bulgaria,2015,Developed,74.5,137,0,,0,92,0,65.7,1,91,,91,0.1,6993.47736,7177991,1.9,1.8,0.792,15 +Bulgaria,2014,Developed,74.3,138,1,12.03,153.1400362,95,0,65.1,1,88,8.44,88,0.1,7853.335191,7223938,1.9,1.9,0.787,14.8 +Bulgaria,2013,Developed,74.1,14,1,12.06,149.659879,95,14,64.5,1,95,7.93,95,0.1,7674.86559,7265115,1.9,1.9,0.781,14.4 +Bulgaria,2012,Developed,73.9,139,1,10.99,851.450672,95,1,63.9,1,95,7.11,95,0.1,7378.25539,735888,1.9,1.9,0.778,14.3 +Bulgaria,2011,Developed,73.7,144,1,10.67,875.1495189,96,157,63.3,1,95,6.88,95,0.1,7813.83499,7348328,2,2,0.775,14.2 +Bulgaria,2010,Developed,73.4,147,1,10.8,766.4454884,95,22004,62.7,1,94,7.24,94,0.1,6843.263289,7395599,2,2,0.77,13.9 +Bulgaria,2009,Developed,73.2,152,1,10.93,661.5144334,96,2249,62.1,1,94,6.78,94,0.1,6955.987733,7444443,2,2.1,0.768,13.8 +Bulgaria,2008,Developed,72.9,155,1,10.98,107.9826127,96,1,61.5,1,96,6.61,95,0.1,7296.122479,7492561,2.1,2.1,0.761,13.8 +Bulgaria,2007,Developed,72.6,157,1,10.89,591.5100978,95,1,6.9,1,95,6.41,95,0.1,5932.899677,7545338,2.1,2.2,0.755,13.5 +Bulgaria,2006,Developed,72.2,161,1,10.39,508.6304588,96,1,6.3,1,96,6.67,95,0.1,4513.13628,76122,2.2,2.2,0.75,13.5 +Bulgaria,2005,Developed,72.1,16,1,10.48,456.3404657,96,3,59.7,1,97,7.8,96,0.1,3893.68998,7658972,2.2,2.3,0.745,13.5 +Bulgaria,2004,Developed,72.2,157,1,10.96,384.1473028,94,0,59.1,1,94,7.9,95,0.1,3381.57837,771686,2.3,2.3,0.738,13.3 +Bulgaria,2003,Developed,72,155,1,11.19,32.38616103,96,0,58.6,1,96,7.43,96,0.1,271.46824,7775327,2.3,2.4,0.729,12.9 +Bulgaria,2002,Developed,71.8,157,1,10.2,33.26778134,88,0,58.1,1,94,7.41,93,0.1,287.534843,7837161,2.4,2.4,0.723,12.9 +Bulgaria,2001,Developed,71.6,16,1,10.72,25.06262895,93,8,57.5,1,94,7.23,94,0.1,1764.97387,89142,2.4,2.5,0.713,12.9 +Bulgaria,2000,Developed,71.1,163,1,9.69,15.2357274,94,46,57,1,94,6.7,93,0.1,169.28586,817172,2.5,2.5,0.709,12.9 +Burkina Faso,2015,Developing,59.9,26,38,,0,91,99,19.4,61,91,,91,0.6,615.592225,1811624,8,7.5,0.399,7.7 +Burkina Faso,2014,Developing,59.3,268,39,0.01,8.386339501,91,343,18.8,63,91,4.96,91,0.6,75.1464113,17585977,8.2,7.7,0.398,7.7 +Burkina Faso,2013,Developing,59,27,40,4.64,88.97040214,88,375,18.2,66,89,5.91,88,0.7,699.452847,1772723,8.4,7.9,0.392,7.5 +Burkina Faso,2012,Developing,58.6,271,41,4.75,78.76987363,9,7362,17.7,68,9,5.33,9,0.8,673.8227,16571216,8.6,8.1,0.384,7.2 +Burkina Faso,2011,Developing,58.1,275,42,4.51,85.55592906,91,860,17.1,71,9,5.17,91,0.9,666.842783,168194,8.8,8.4,0.377,6.7 +Burkina Faso,2010,Developing,57.5,279,43,4.55,90.46018236,91,2511,16.6,74,9,7.17,91,1,575.4464527,1565217,9,8.6,0.365,6.3 +Burkina Faso,2009,Developing,56.9,283,44,4.55,81.14304705,92,54118,16.1,77,91,7.41,92,1.1,552.7455521,1514199,9.3,8.8,0.356,5.9 +Burkina Faso,2008,Developing,56.1,288,45,4.5,107.7988339,93,395,15.6,80,92,6.77,93,1.5,569.7612784,14689726,9.5,9.1,0.345,5.4 +Burkina Faso,2007,Developing,55.3,293,46,4.58,73.92730583,89,12,15.1,83,93,6.63,89,1.7,475.11122,1425221,9.8,9.3,0.334,4.9 +Burkina Faso,2006,Developing,54.3,32,47,4.73,64.24025208,76,125,14.6,86,94,6.58,86,2,422.6332374,13829177,1,9.6,0.325,4.7 +Burkina Faso,2005,Developing,53.3,313,48,4.88,8.769989329,,253,14.2,89,94,6.87,82,2.3,46.998871,1342193,1.3,9.8,0,4.3 +Burkina Faso,2004,Developing,52.4,323,49,4.54,56.96108089,,77,13.7,91,83,6.45,79,2.5,371.323865,133569,1.5,1.1,0,3.9 +Burkina Faso,2003,Developing,51.6,332,49,4.58,41.60951275,,2946,13.3,92,83,5.61,79,2.9,332.344351,12654621,1.7,1.3,0,3.8 +Burkina Faso,2002,Developing,51,338,49,4.53,3.195566831,,1744,12.9,93,69,5.26,69,3.2,26.7635413,122931,11,1.6,0,3.6 +Burkina Faso,2001,Developing,56,344,48,4.56,23.1016899,,4174,12.5,93,62,4.85,62,3.6,235.4912324,11944587,11.2,1.8,0,3.5 +Burkina Faso,2000,Developing,51,348,48,3.71,19.83929597,,6074,12.2,92,45,5.6,45,4,226.4759814,1167942,11.4,11.1,0,3.4 +Burundi,2015,Developing,59.6,288,21,,0,94,9,18.7,31,94,,94,0.7,33.681223,119927,7.3,7.2,0.406,10.6 +Burundi,2014,Developing,59.1,297,22,0.01,41.25159038,95,0,18.2,32,95,7.54,95,0.7,312.7489794,989179,7.4,7.3,0.404,10.6 +Burundi,2013,Developing,58.6,33,22,0.01,40.15128458,96,0,17.6,32,96,8.3,96,1,282.7555252,96186,7.4,7.4,0.398,10.5 +Burundi,2012,Developing,58,312,22,0.01,38.73170505,96,49,17.1,33,96,8.21,96,1.2,265.285651,931971,7.5,7.5,0.393,10.3 +Burundi,2011,Developing,57.4,321,22,4.16,3.595980333,96,129,16.6,33,95,8.58,96,1.5,26.479973,94358,7.6,7.6,0.385,9.9 +Burundi,2010,Developing,56.8,33,23,4.16,31.14187566,96,495,16.1,34,94,8.82,96,1.9,231.1943256,876693,7.7,7.7,0.361,9.3 +Burundi,2009,Developing,56.2,338,23,4.05,2.030494673,94,305,15.7,34,96,6.96,94,2.4,24.944652,848931,7.8,7.8,0.336,8.6 +Burundi,2008,Developing,55.3,35,23,4.33,15.99415192,92,173,15.2,35,89,7.86,92,2.9,196.2472628,8212264,7.9,7.9,0.319,7.9 +Burundi,2007,Developing,54.8,355,24,4.54,1.72659515,99,43,14.8,36,93,1.3,99,3.4,17.79995,7939573,8,8,0.309,7.2 +Burundi,2006,Developing,54.1,361,24,4.5,21.24915339,92,784,14.5,36,88,11.49,92,3.8,165.8794176,7675338,8.1,8.2,0.29,5.9 +Burundi,2005,Developing,53.4,369,24,5.54,1.747440948,87,0,14.1,37,82,9.84,87,4.3,15.57434,7423289,8.2,8.3,0.286,5.6 +Burundi,2004,Developing,52.6,378,24,5.72,11.22655347,83,2,13.8,38,76,7.1,83,4.8,127.4296648,7182451,8.4,8.4,0.279,5.2 +Burundi,2003,Developing,51.9,387,24,5.84,6.545263634,,224,13.5,38,75,5.25,82,5.1,112.849373,6953113,8.5,8.5,0.276,4.7 +Burundi,2002,Developing,51.5,387,24,5.98,9.660010196,,1016,13.3,39,74,5.15,81,5.2,122.4335893,6741569,8.7,8.7,0.268,4.4 +Burundi,2001,Developing,51.3,385,25,6.09,10.61917585,,0,13,40,72,4.96,81,5.3,133.7427689,6555829,8.8,8.8,0.268,4.5 +Burundi,2000,Developing,58,386,25,6.61,9.696689164,,18363,12.8,41,71,4.98,8,5.2,135.9984455,6476,9,8.9,0.268,4.5 +Côte d'Ivoire,2015,Developing,53.3,397,57,,0,83,65,28,79,81,,83,1.9,,,5.5,5.5,, +Côte d'Ivoire,2014,Developing,52.8,47,58,0.01,0,76,50,27.4,80,76,5.72,76,2,,,5.6,5.6,, +Côte d'Ivoire,2013,Developing,52.3,412,59,3.15,0,8,48,26.8,81,79,5.81,8,2.4,,,5.8,5.7,, +Côte d'Ivoire,2012,Developing,52,415,59,3.24,0,82,137,26.2,82,83,6.14,82,2.9,,,5.9,5.9,, +Côte d'Ivoire,2011,Developing,51.7,419,60,3.13,0,62,628,25.6,83,58,6.42,62,3.3,,,6.1,6,, +Côte d'Ivoire,2010,Developing,51.5,417,60,3.15,0,85,441,25,84,81,6.32,85,3.3,,,6.3,6.2,, +Côte d'Ivoire,2009,Developing,51,426,60,2.92,0,81,183,24.4,84,77,6.41,81,3.7,,,6.5,6.4,, +Côte d'Ivoire,2008,Developing,54,437,60,2.69,0,74,12,23.8,85,58,6.21,74,4.1,,,6.6,6.6,, +Côte d'Ivoire,2007,Developing,49.9,443,61,2.58,0,76,5,23.2,87,75,6.35,76,5.3,,,6.8,6.7,, +Côte d'Ivoire,2006,Developing,49.4,452,62,2.65,0,77,11,22.6,89,76,5.87,77,5.8,,,7,6.9,, +Côte d'Ivoire,2005,Developing,48.7,466,63,3.11,0,76,115,22.1,90,87,5.39,76,6.1,,,7.2,7.1,, +Côte d'Ivoire,2004,Developing,48.2,472,64,3.08,0,67,3466,21.5,91,76,5.24,67,6.5,,,7.3,7.3,, +Côte d'Ivoire,2003,Developing,48,473,64,3.12,0,63,4770,2.9,92,68,4.65,61,6.7,,,7.5,7.5,, +Côte d'Ivoire,2002,Developing,47.7,473,65,3.13,0,48,5882,2.4,93,7,4.47,64,6.9,,,7.7,7.7,, +Côte d'Ivoire,2001,Developing,47.8,467,65,3.15,0,1,5790,19.9,94,7,4.85,66,7,,,7.9,7.9,, +Côte d'Ivoire,2000,Developing,47.9,461,67,3.45,0,,5729,19.4,95,66,6,65,7.1,,,8.1,8.1,, +Cabo Verde,2015,Developing,73.3,114,0,,0,96,0,31.3,0,93,,93,0.2,2954.119467,532913,6.6,6.6,0.646,13.5 +Cabo Verde,2014,Developing,73,117,0,0.01,414.0242418,97,0,3.5,0,95,4.76,95,0.2,3529.61843,526437,6.8,6.7,0.643,13.5 +Cabo Verde,2013,Developing,72.8,12,0,0.01,325.6298627,94,0,29.7,0,93,4.29,93,0.2,3558.796314,5216,6.9,6.9,0.643,13.6 +Cabo Verde,2012,Developing,72.7,121,0,0.01,33.55888998,94,0,29,0,94,4.61,94,0.3,348.482762,513979,7.1,7.1,0.636,13.2 +Cabo Verde,2011,Developing,72.6,122,0,5.07,4.409153436,9,0,28.2,0,9,4.6,9,0.3,367.429453,5867,7.3,7.2,0.632,13.1 +Cabo Verde,2010,Developing,72.5,123,0,4.75,286.8907303,98,0,27.5,0,99,4.83,99,0.4,3312.825985,52384,7.4,7.4,0.627,12.7 +Cabo Verde,2009,Developing,72.4,124,0,4.45,339.9777364,98,0,26.8,0,99,4.24,99,0.4,3444.5566,496963,7.6,7.6,0.621,12.4 +Cabo Verde,2008,Developing,72.4,124,0,4.16,360.6208825,98,0,26.2,0,99,3.96,99,0.4,3638.95946,491723,7.8,7.8,0.615,12.2 +Cabo Verde,2007,Developing,72.3,126,0,5.28,345.463714,96,0,25.5,0,98,4.3,98,0.6,3112.285712,486438,8.1,8,0.602,11.9 +Cabo Verde,2006,Developing,72.1,129,0,4.25,26.45133197,95,0,24.9,0,97,5.11,96,0.6,234.28992,48795,8.3,8.3,0.596,11.9 +Cabo Verde,2005,Developing,71.8,134,0,4.26,3.349816965,93,0,24.3,0,95,4.86,95,0.8,248.13459,474567,8.5,8.5,0.582,11.2 +Cabo Verde,2004,Developing,71.4,14,0,4.19,240.139715,91,0,23.7,0,94,5.6,93,0.8,1976.45856,467664,8.7,8.7,0.574,11.1 +Cabo Verde,2003,Developing,71.1,144,0,4.16,209.0865,66,0,23.2,0,93,5,92,0.9,1768.92132,46147,8.9,8.9,0.572,11.3 +Cabo Verde,2002,Developing,77,148,0,3.82,155.2072669,4,0,22.6,0,92,5.17,91,0.8,1373.515636,45216,9.2,9.1,0.569,11.3 +Cabo Verde,2001,Developing,73,152,0,3.81,150.7434862,,0,22.1,0,91,5.19,9,0.8,1268.884564,443716,9.4,9.3,0.562,11 +Cabo Verde,2000,Developing,69.9,155,0,3.49,122.5744699,,2,21.5,0,9,4.81,9,0.8,1239.377855,43579,9.6,9.5,0,11.3 +Cambodia,2015,Developing,68.7,174,10,,0,89,0,19.6,12,87,,89,0.2,1163.18977,15517635,1.9,1.9,0.558,10.9 +Cambodia,2014,Developing,68.3,179,11,0.01,12.17952064,88,0,18.9,12,87,5.68,88,0.2,198.687123,152779,1.9,11,0.553,10.9 +Cambodia,2013,Developing,67.8,183,11,0.01,8.758214538,83,0,18.2,13,66,5.93,83,0.2,128.419568,1522692,11,11.1,0.546,10.8 +Cambodia,2012,Developing,67.4,186,12,0.01,6.914723983,86,15,17.6,14,84,6.24,86,0.3,95.244132,14776866,11,11.2,0.54,10.7 +Cambodia,2011,Developing,67,19,13,2.12,60.18591771,88,722,17,15,87,5.64,88,0.3,882.491462,14537886,11,11.2,0.533,10.7 +Cambodia,2010,Developing,66.6,192,14,2.2,56.88416481,89,1156,16.4,16,88,5.95,89,0.5,785.6928841,143874,11,11.3,0.519,10.6 +Cambodia,2009,Developing,66.1,195,15,2.13,48.35423978,92,4779,15.9,17,95,6.36,94,0.6,738.2326684,14928,11.1,11.4,0.52,10.5 +Cambodia,2008,Developing,65.6,199,16,2.24,53.10009046,91,4211,15.3,18,91,5.55,91,0.7,745.7877873,138859,11.2,11.4,0.511,10.5 +Cambodia,2007,Developing,65,24,16,2.08,57.73516711,82,394,14.8,20,82,3.75,82,0.9,631.675789,13676693,11.3,11.5,0.495,10.3 +Cambodia,2006,Developing,64.1,216,17,2.03,51.50447119,8,188,14.3,21,8,4.48,8,1.1,539.8791529,13474489,11.4,11.6,0.483,10.1 +Cambodia,2005,Developing,62.9,234,18,1.99,62.21817261,,264,13.9,22,82,5.84,82,1.4,474.2238766,132721,11.5,11.6,0.47,10 +Cambodia,2004,Developing,61.5,253,19,1.38,8.38611924,,352,13.5,24,86,6.43,85,1.7,48.615184,1363377,11.6,11.7,0.458,9.7 +Cambodia,2003,Developing,63,268,21,1.44,55.59543946,,653,13.1,26,69,6.74,69,1.9,362.4213785,12853124,11.6,11.7,0.445,9.3 +Cambodia,2002,Developing,59.3,273,23,1.43,30.91060554,,1361,12.8,29,54,5.95,54,2.1,339.676984,12634729,11.6,11.8,0.427,8.2 +Cambodia,2001,Developing,58.5,273,25,1.71,27.68971051,,3761,12.4,33,59,5.7,6,2.2,321.22634,1242473,11.6,11.8,0.412,7.6 +Cambodia,2000,Developing,57.7,274,27,1.51,0.328418056,,12237,12.1,36,62,5.87,59,2.1,3.685949,12152354,11.6,11.9,0.401,7.2 +Cameroon,2015,Developing,57.3,357,45,,0,84,1809,29,68,83,,84,3.5,1244.429421,22834522,5.6,5.5,0.514,10.4 +Cameroon,2014,Developing,56.7,366,47,0.01,61.39263642,87,831,28.4,71,86,4.1,87,3.7,1441.1417,2223994,5.7,5.7,0.507,10.4 +Cameroon,2013,Developing,56.4,364,48,0.01,63.07890158,89,760,27.8,73,88,4.29,89,4,1365.34419,21655715,5.8,5.8,0.501,10.4 +Cameroon,2012,Developing,55.9,369,50,0.01,68.55839112,85,609,27.2,76,85,4.34,85,4.6,1255.648189,2182383,5.9,5.9,0.496,10.4 +Cameroon,2011,Developing,55.6,371,51,6.19,83.18071241,82,504,26.6,79,8,3.96,82,4.9,1295.649726,252447,6,6,0.486,10 +Cameroon,2010,Developing,55.3,37,53,6.15,100.8987451,84,240,26,82,83,5.28,84,5.5,1182.869227,1997495,6.1,6.2,0.48,9.7 +Cameroon,2009,Developing,54.8,373,54,5.89,9.042540892,8,251,25.4,85,79,5.7,8,6.3,123.19538,19432541,6.3,6.3,0.473,9.2 +Cameroon,2008,Developing,54.2,382,56,5.9,68.7073044,84,495,24.9,87,82,5.18,84,6.7,1233.524316,18978,6.4,6.5,0.466,8.8 +Cameroon,2007,Developing,53.6,395,57,5.44,7.562892922,82,100,24.4,89,81,4.76,82,7,111.71186,18395389,6.6,6.6,0.456,8 +Cameroon,2006,Developing,53.3,394,58,5.22,0.962497052,81,196,23.8,91,78,4.69,81,7.2,12.989164,17899562,6.7,6.8,0.456,8.2 +Cameroon,2005,Developing,52.8,4,58,5.03,73.03276195,79,605,23.3,93,79,4.75,8,7.4,952.1872484,1742795,6.9,7,0.456,8.3 +Cameroon,2004,Developing,52.1,412,59,4.71,7.177302132,,358,22.8,94,72,4.73,73,7.5,93.211716,1695981,7,7.1,0.455,8.2 +Cameroon,2003,Developing,51.8,412,60,4.64,67.63925302,,899,22.3,95,72,4.97,73,7.7,824.8689393,16513822,7.2,7.3,0.452,8.1 +Cameroon,2002,Developing,51.6,47,60,4.58,53.70597428,,1448,21.8,97,66,4.86,66,7.8,676.397661,1684886,7.4,7.5,0.452,8.4 +Cameroon,2001,Developing,51.5,41,61,4.43,41.73629221,,23934,21.3,99,61,4.7,63,7.9,614.6729339,15671927,7.5,7.7,0.437,7.1 +Cameroon,2000,Developing,51.4,394,62,3.91,4.720593531,,14629,2.9,100,57,4.48,62,7.7,68.414399,15274234,7.7,7.8,0.433,6.9 +Canada,2015,Developing,82.2,64,2,,0,55,195,67,2,91,,91,0.1,43315.744,3584861,0.6,0.5,0.919,16.3 +Canada,2014,Developing,82,65,2,8.1,102.1902168,55,418,66.4,2,91,1.45,91,0.1,544.43376,35544564,0.5,0.5,0.912,15.9 +Canada,2013,Developing,81.8,67,2,8.2,9733.228019,55,83,65.8,2,91,1.67,91,0.1,52413.72116,35155451,0.5,0.5,0.909,15.9 +Canada,2012,Developing,81.6,68,2,8.3,9748.636237,7,10,65.3,2,99,1.78,95,0.1,52496.69487,3475545,0.5,0.5,0.907,15.9 +Canada,2011,Developing,81.5,68,2,8.2,971.9280384,7,803,64.7,2,87,1.82,87,0.1,5282.2176,3434278,0.5,0.5,0.903,15.9 +Canada,2010,Developing,81.2,7,2,8.4,8649.674911,56,99,64.1,2,88,11.2,89,0.1,47447.4762,345274,0.5,0.4,0.898,15.9 +Canada,2009,Developing,81,72,2,8.4,864.94993,42,14,63.6,2,89,11.17,91,0.1,4773.45436,33628571,0.5,0.4,0.898,15.9 +Canada,2008,Developing,87,74,2,8.3,8433.936814,28,62,63,2,89,1.3,92,0.1,46596.33599,33245773,0.5,0.4,0.897,15.8 +Canada,2007,Developing,85,74,2,8.3,7946.743581,14,101,62.5,2,9,9.83,94,0.1,44544.5268,32887928,0.5,0.4,0.894,15.8 +Canada,2006,Developing,85,75,2,8.2,771.1817686,14,13,61.9,2,95,9.75,95,0.1,4386.69948,325755,0.5,0.4,0.891,15.8 +Canada,2005,Developing,81,76,2,8,6333.177967,14,6,61.3,2,93,9.57,93,0.1,36189.58838,32312,0.5,0.4,0.886,15.8 +Canada,2004,Developing,80,77,2,7.8,5513.329924,14,7,6.6,2,91,9.56,91,0.1,31979.87195,31995,0.5,0.4,0.881,15.8 +Canada,2003,Developing,79.7,78,2,7.7,4687.845565,14,15,6,2,88,9.54,91,0.1,28172.14883,31676,0.5,0.4,0.877,15.8 +Canada,2002,Developing,79.5,79,2,7.7,3895.856308,,6,59.3,2,88,9.37,88,0.1,24167.8431,31362,0.5,0.4,0.872,15.8 +Canada,2001,Developing,79.4,8,2,7.6,3665.089703,,34,58.5,2,88,9.1,89,0.1,23691.59472,31819,0.5,0.4,0.867,15.8 +Canada,2000,Developing,79.1,82,2,7.6,3787.49456,,206,57.8,2,88,8.67,89,0.1,24124.16917,37697,0.5,0.5,0.864,15.9 +Central African Republic,2015,Developing,52.5,397,15,,0,47,150,22.7,21,47,,47,4.4,348.381417,45461,8.2,8.2,0.347,7.1 +Central African Republic,2014,Developing,58,437,15,0.01,53.43964323,47,210,22.1,22,47,4.2,47,4.5,377.132274,4515392,8.4,8.3,0.345,7.1 +Central African Republic,2013,Developing,49.9,451,16,0.01,52.37766601,23,596,21.6,23,23,3.82,23,5.1,337.4849614,4499653,8.5,8.5,0.37,7.1 +Central African Republic,2012,Developing,53,439,16,0.01,7.344808214,47,141,21.2,23,47,3.62,47,5.1,486.41114,449416,8.7,8.6,0.366,7.1 +Central African Republic,2011,Developing,49.8,443,16,1.66,58.52947463,47,679,2.7,24,47,3.73,47,5.8,494.336779,4476153,8.8,8.8,0.361,6.8 +Central African Republic,2010,Developing,49.2,446,17,1.67,43.48359197,45,2,2.2,24,46,3.9,45,6.6,446.4434494,4448525,9,8.9,0.352,6.6 +Central African Republic,2009,Developing,48.6,453,17,1.56,40.45156933,42,11,19.8,25,45,3.58,42,7.3,449.961839,44423,9.1,9.1,0.345,6.4 +Central African Republic,2008,Developing,47.6,477,17,1.52,67.34137528,,12,19.4,25,46,4.3,45,8.3,456.8614334,4345386,9.3,9.2,0.338,6.3 +Central African Republic,2007,Developing,46.8,495,17,1.5,60.04884821,,49,19,26,46,4.4,48,9,397.148467,42758,9.4,9.4,0.33,6.2 +Central African Republic,2006,Developing,46.3,56,17,1.54,46.90117916,,3,18.6,26,47,3.99,51,10,347.673678,421758,9.6,9.6,0.323,6 +Central African Republic,2005,Developing,45.9,511,17,1.5,40.92207976,,471,18.2,26,47,4.29,54,11.2,327.1149461,412791,9.7,9.7,0.319,5.9 +Central African Republic,2004,Developing,45.7,512,17,1.5,41.50111735,,1233,17.9,26,45,4.1,51,12,313.21598,45536,9.9,9.9,0.315,5.7 +Central African Republic,2003,Developing,45.7,51,17,1.49,46.11619441,,652,17.5,26,44,4.31,47,12.8,286.25819,3981665,1,1.1,0.316,5.6 +Central African Republic,2002,Developing,45.6,58,17,1.47,31.5941587,,938,17.2,25,42,4.16,44,13.4,253.768343,397612,1.2,1.2,0.315,5.4 +Central African Republic,2001,Developing,45.6,54,17,1.52,33.65315697,,2837,16.8,25,4,3.95,4,13.9,243.1586486,383223,1.4,1.4,0.314,5.3 +Central African Republic,2000,Developing,46,49,16,1.51,30.78382657,,3207,16.5,25,38,4.24,37,14.3,243.5429317,3754986,1.5,1.5,0.312,5.2 +Chad,2015,Developing,53.1,356,46,,0,46,418,19.1,77,52,,46,2.8,777.248751,149413,8.5,8.4,0.394,7.3 +Chad,2014,Developing,52.6,362,46,0.01,11.3020668,37,1275,18.7,78,44,3.62,37,2.9,125.998515,13569438,8.7,8.5,0.39,7.3 +Chad,2013,Developing,52.2,366,46,0.64,76.52382535,39,226,18.2,78,46,3.42,39,3.1,986.13177,13133589,8.8,8.7,0.387,7.3 +Chad,2012,Developing,51.8,367,46,0.62,57.8242709,4,120,17.9,79,51,3,4,3.6,973.472574,1275135,9,8.9,0.381,7.3 +Chad,2011,Developing,51.6,365,46,0.56,67.76269089,33,8650,17.5,79,4,3.17,33,3.9,989.2363633,12288651,9.2,9.1,0.37,6.7 +Chad,2010,Developing,51.2,364,46,0.5,43.57328908,39,194,17.1,80,43,2.95,39,4.1,896.5697341,1188722,9.4,9.3,0.36,6.7 +Chad,2009,Developing,57,37,46,0.47,4.982900401,24,165,16.7,80,32,3.31,24,4.4,84.455939,1152786,9.6,9.5,0.343,6.3 +Chad,2008,Developing,49.6,394,46,0.45,49.09198224,17,63,16.4,80,3,2.92,19,4.7,929.772391,11133861,9.8,9.7,0.338,6 +Chad,2007,Developing,49.4,394,46,0.42,5.962923532,,441,16.1,80,38,3.35,28,4.9,81.683884,177578,1,1,0.306,5.7 +Chad,2006,Developing,48.5,414,45,0.41,62.67225971,,1594,15.7,80,49,3.32,4,5.1,712.1847694,1421597,1.3,1.2,0.303,5.5 +Chad,2005,Developing,48.6,46,45,0.42,8.936064632,,2,15.4,79,37,3.91,25,5.2,66.2421396,1679,1.5,1.4,0.306,5.6 +Chad,2004,Developing,48.5,45,44,0.34,72.38451279,,10324,15.1,78,31,5.72,21,5.2,454.6765879,97143,1.7,1.6,0.301,5.6 +Chad,2003,Developing,48.4,43,44,0.42,3.979243535,,15801,14.8,77,36,5.49,23,5.1,292.5914364,935321,1.9,1.8,0.284,5.4 +Chad,2002,Developing,48.1,43,43,0.36,3.039691193,,7277,14.4,76,31,8.33,25,5,22.854821,91689,11.1,11,0.303,5.1 +Chad,2001,Developing,48,4,42,0.3,26.87439074,,24908,14.1,75,26,6.9,26,4.8,197.3156442,866312,11.3,11.2,0.3,4.9 +Chad,2000,Developing,47.6,44,41,0.25,21.52701616,,3546,13.9,74,3,6.28,36,4.6,166.231785,8342559,11.5,11.4,0,4.7 +Chile,2015,Developing,85,82,2,,0,97,9,63.8,2,96,,96,0.1,13653.2264,17762681,0.8,0.8,0.845,16.3 +Chile,2014,Developing,83,83,2,7.16,2352.999591,95,0,63.1,2,95,7.79,95,0.1,14817.37778,17613798,0.8,0.8,0.841,16.2 +Chile,2013,Developing,81,84,2,7.2,2442.222054,9,0,62.5,2,9,7.53,91,0.1,15941.39722,17462982,0.8,0.8,0.831,15.6 +Chile,2012,Developing,79.9,84,2,6.76,2260.777642,9,0,61.8,2,9,7.24,9,0.1,15431.9293,1739746,0.8,0.8,0.826,15.5 +Chile,2011,Developing,79.8,86,2,7.26,211.614293,94,6,61.2,2,93,7,94,0.1,1475.69242,17153357,0.8,0.8,0.82,15.4 +Chile,2010,Developing,79.1,89,2,7.93,177.4925143,92,0,6.6,2,92,6.97,92,0.1,1286.17764,16993354,0.8,0.9,0.815,15.2 +Chile,2009,Developing,79.3,91,2,7.67,181.525923,94,1,59.9,2,94,7.39,94,0.1,1243.32824,16829442,0.8,0.9,0.816,15.3 +Chile,2008,Developing,79.6,88,2,7.31,241.5533381,95,0,59.3,2,95,6.87,95,0.1,1781.3668,16661942,0.9,0.9,0.804,15.2 +Chile,2007,Developing,78.9,9,2,7.39,209.4875875,92,0,58.7,2,95,6.35,96,0.1,1526.87746,16491687,0.9,0.9,0.797,14.8 +Chile,2006,Developing,78.9,91,2,7.33,1275.689625,95,0,58.1,2,94,6.18,94,0.1,9484.681227,16319792,0.9,0.9,0.796,14.9 +Chile,2005,Developing,78.4,93,2,7.57,954.9644887,,0,57.4,2,92,6.69,91,0.1,7615.3468,1614764,0.9,1,0.79,14.6 +Chile,2004,Developing,78,97,2,6.32,78.78564878,,0,56.8,2,94,6.93,93,0.1,621.828325,15973778,0.9,1,0.781,14.3 +Chile,2003,Developing,77.9,1,2,6.37,584.0993429,,1,56.1,2,96,7.34,96,0.1,4787.699532,15799542,1,1,0.775,14 +Chile,2002,Developing,77.8,11,2,6.06,675.7808443,,0,55.4,3,97,6.48,97,0.1,4463.545867,15623635,1,1,0.768,13.9 +Chile,2001,Developing,77.3,16,2,6.1,687.5116825,,0,54.7,3,96,6.51,97,0.1,4595.666327,15444969,1,1,0.761,13.7 +Chile,2000,Developing,77.3,13,2,6.24,74.14842946,,0,54,3,91,6.4,91,0.1,511.368479,15262754,1.1,1.1,0.755,13.5 +China,2015,Developing,76.1,85,157,,0,99,42361,32.9,183,99,,99,0.1,869.211938,137122,3.6,2.9,0.734,13.5 +China,2014,Developing,75.8,86,171,5.78,109.8743903,99,52628,31.9,198,99,5.55,99,0.1,7683.5238,136427,3.7,3,0.723,13.1 +China,2013,Developing,75.6,88,185,5.79,9.955532032,99,26883,3.9,216,99,5.39,99,0.1,777.77594,135738,3.8,3.2,0.713,12.7 +China,2012,Developing,75.4,89,201,5.74,94.4344566,99,6183,3,233,99,5.26,99,0.1,6337.882993,135695,3.9,3.3,0.703,12.4 +China,2011,Developing,75.2,91,215,5.63,91.26749779,99,9943,29,251,99,5.3,99,0.1,5633.79616,134413,4.1,3.5,0.7,12.8 +China,2010,Developing,75,92,231,5.75,5.660754839,99,38159,28.1,268,99,4.89,99,0.1,456.512487,133775,4.2,3.6,0.691,12.5 +China,2009,Developing,74.9,93,248,4.88,50.28348923,99,52461,27.3,288,99,5.8,99,0.1,3838.434292,133126,4.4,3.8,0.682,12.2 +China,2008,Developing,74.5,97,266,4.27,39.22509728,95,131441,26.5,308,99,4.59,97,0.1,3471.247547,1324655,4.5,4,0.672,11.9 +China,2007,Developing,74.4,96,285,3.88,312.6624819,92,109023,25.7,332,94,4.32,93,0.1,2695.366223,1317885,4.7,4.1,0.659,11.4 +China,2006,Developing,74.2,98,307,3.28,29.74342979,91,99602,24.9,360,94,4.52,93,0.1,299.229676,13112,4.8,4.3,0.646,11 +China,2005,Developing,73.9,99,332,2.92,171.6596026,84,124219,24.1,392,87,4.66,87,0.1,1753.4178,13372,5,4.4,0.634,10.6 +China,2004,Developing,73.5,11,360,3.04,1.58668462,79,70549,23.4,427,87,4.72,87,0.1,158.668462,129675,5.1,4.6,0.622,10.2 +China,2003,Developing,73.1,13,391,2.96,122.9365349,75,71879,22.6,467,87,4.82,86,0.1,1288.642924,12884,5.3,4.7,0.61,9.9 +China,2002,Developing,72.7,16,422,2.91,106.3590358,7,58341,21.9,511,86,4.79,86,0.1,1148.5857,1284,5.5,4.9,0.6,9.7 +China,2001,Developing,72.2,11,457,2.84,14.23064496,65,88962,21.2,558,86,4.56,86,0.1,153.1824,127185,5.7,5,0.592,9.6 +China,2000,Developing,71.7,115,490,3.06,17.46057369,6,71093,2.5,608,86,4.6,85,0.1,959.372181,1262645,5.9,5.1,0.583,9.5 +Colombia,2015,Developing,74.8,143,10,,0,91,1,57.9,12,91,,91,0.1,644.525556,48228697,2.1,1.9,0.724,13.6 +Colombia,2014,Developing,74.6,144,11,4.38,1435.487755,9,0,57.2,12,9,7.2,9,0.1,7913.383432,47791911,2.1,1.9,0.72,13.6 +Colombia,2013,Developing,74.4,145,11,4.41,15.16255482,91,1,56.4,13,91,6.84,91,0.1,83.5863,47342981,2.1,1.9,0.712,13.3 +Colombia,2012,Developing,74.3,143,11,4.44,1487.896562,92,1,55.7,13,91,6.93,91,0.1,7884.984429,46881475,2.1,1.9,0.707,13.2 +Colombia,2011,Developing,74.2,144,12,4.37,184.3073618,85,6,55,14,85,6.64,85,0.1,7227.73968,4646646,2.2,2,0.7,13 +Colombia,2010,Developing,73.6,15,12,4.28,113.2436346,88,0,54.2,15,88,6.76,88,0.1,625.65544,4591897,2.2,2,0.695,12.8 +Colombia,2009,Developing,73.6,15,13,4.34,941.6464045,92,0,53.5,15,92,7.1,92,0.1,5148.422113,45416181,2.2,2,0.691,12.4 +Colombia,2008,Developing,73.5,146,14,4.45,978.07041,92,0,52.8,16,92,6.62,92,0.1,5433.7245,4491544,2.3,2,0.683,12.2 +Colombia,2007,Developing,73.5,144,14,4.66,780.5946749,93,0,52,17,93,6.25,93,0.1,4674.21961,44374572,2.3,2.1,0.675,11.9 +Colombia,2006,Developing,73.1,147,15,4.53,62.43710774,93,0,51.3,17,94,6.11,93,0.1,379.78776,43835722,2.3,2.1,0.669,11.5 +Colombia,2005,Developing,73.1,144,15,4.38,531.9808176,93,0,5.5,18,93,5.82,93,0.1,3386.256,43285634,2.4,2.1,0.658,11.1 +Colombia,2004,Developing,72.8,148,16,4.26,42.17956418,89,0,49.8,19,89,5.37,89,0.1,274.249442,42724163,2.4,2.2,0.658,11.3 +Colombia,2003,Developing,72.4,15,16,4.25,417.8038898,92,0,49,19,92,5.92,92,0.1,2246.257472,42152151,2.5,2.2,0.659,11.6 +Colombia,2002,Developing,71.8,163,17,4.45,393.8773633,78,139,48.2,20,83,5.67,81,0.1,2355.725857,41572491,2.5,2.3,0.656,11.5 +Colombia,2001,Developing,71.5,165,17,4.43,404.4205858,8,3,47.5,21,83,5.96,8,0.1,2395.856551,498899,2.5,2.3,0.653,11.4 +Colombia,2000,Developing,71.4,167,18,4.66,477.1341814,78,1,46.7,21,82,5.91,79,0.1,2472.197831,443958,2.6,2.3,0.65,11.3 +Comoros,2015,Developing,63.5,227,1,,0,91,0,24.2,2,92,,91,0.8,727.6463868,777424,6.7,6.5,0.498,11.1 +Comoros,2014,Developing,63.2,23,1,0.01,73.86584922,88,0,23.7,2,87,6.75,87,0.8,852.954379,759385,6.8,6.6,0.497,11.1 +Comoros,2013,Developing,62.9,233,1,0.01,61.57443584,88,0,23.2,2,85,6.51,87,0.8,834.341949,7415,6.8,6.6,0.49,10.9 +Comoros,2012,Developing,62.5,237,2,0.01,78.39008571,89,1,22.6,2,85,7.11,86,0.8,788.632653,723868,6.9,6.7,0.484,10.8 +Comoros,2011,Developing,62.2,241,2,0.12,59.6596497,83,3,22.1,2,85,6.1,83,0.2,829.7586885,76569,7,6.8,0.479,10.6 +Comoros,2010,Developing,61.8,246,2,0.15,47.30421873,74,0,21.6,2,82,5.82,74,0.1,769.1742883,689692,7.1,6.9,0.476,10.5 +Comoros,2009,Developing,61.3,251,2,0.17,56.98952474,83,1,21.1,2,84,3.82,83,0.1,778.5454199,673252,7.2,7,0.465,10.3 +Comoros,2008,Developing,61,255,2,0.12,93.36788979,81,0,2.6,2,81,5.13,81,0.1,795.97519,657229,7.2,7.1,0.461,10.2 +Comoros,2007,Developing,66,259,2,0.16,9.087638194,75,0,2.1,2,75,4.93,75,0.1,72.759313,64162,7.3,7.2,0.459,10 +Comoros,2006,Developing,63,262,2,0.25,77.0283958,69,85,19.6,2,69,4.57,69,0.1,648.38717,626425,7.4,7.3,0.451,9.9 +Comoros,2005,Developing,60,266,2,0.24,69.9675435,68,912,19.2,2,67,4.32,68,0.1,621.93372,611627,7.5,7.4,0.434,9.7 +Comoros,2004,Developing,59.8,269,2,0.27,7.212110766,77,0,18.8,2,73,3.96,76,0.1,616.4197236,597228,7.5,7.5,0,9.5 +Comoros,2003,Developing,59.6,271,2,0.26,45.09010835,28,0,18.4,2,8,3.65,8,0.1,544.566526,583211,7.6,7.6,0,9.2 +Comoros,2002,Developing,59.5,271,2,0.08,29.41897495,,0,18,2,98,3.39,89,0.1,433.2691451,569479,7.7,7.7,0,8.8 +Comoros,2001,Developing,59.5,272,1,0.08,19.71741043,,0,17.6,2,7,2.86,7,0.1,395.9319363,555888,7.8,7.8,0,8.5 +Comoros,2000,Developing,59.5,272,1,0.09,35.02948624,,0,17.3,2,7,3.56,7,0.1,375.8528566,542357,7.9,7.9,0,8.2 +Congo,2015,Developing,64.7,267,7,,0,8,1359,27.4,10,8,,8,2.8,,,7.5,7.1,0.59,11.1 +Congo,2014,Developing,64.2,275,7,0.01,0,9,71,26.8,10,9,5.15,9,3,,,7.6,7.3,0.581,11.1 +Congo,2013,Developing,63.9,274,7,0.01,0,85,124,26.2,10,85,5.9,85,3,,,7.7,7.4,0.576,11.1 +Congo,2012,Developing,63.7,273,7,0.01,0,62,260,25.6,10,61,3.98,85,3.3,,,7.9,7.5,0.557,10.2 +Congo,2011,Developing,62.9,285,7,3.82,0,7,315,25,10,69,2.79,82,3.5,,,8,7.6,0.558,10.7 +Congo,2010,Developing,62,298,7,3.53,0,74,4,24.5,10,72,2.29,74,3.8,,,8.1,7.7,0.548,10.5 +Congo,2009,Developing,68,314,7,3.47,0,75,1,23.9,11,76,2.27,78,4,,,8.3,7.9,0.545,10.3 +Congo,2008,Developing,59.4,338,8,2.58,0,73,2,23.3,11,77,2.9,79,4.3,,,8.4,8,0.527,10 +Congo,2007,Developing,58.2,354,8,2.75,0,64,84,22.8,11,71,2.54,72,5,,,8.5,8.2,0.517,9.8 +Congo,2006,Developing,56.9,368,8,2.25,0,,126,22.3,12,73,2.37,73,5.5,,,8.7,8.3,0.507,9.6 +Congo,2005,Developing,55.3,394,8,2.03,0,,146,21.7,13,62,2.42,62,5.9,,,8.8,8.5,0.496,9.4 +Congo,2004,Developing,54.1,48,9,2.58,0,,3524,21.2,13,67,2.56,67,6.3,,,9,8.6,0.497,9.2 +Congo,2003,Developing,53.2,417,9,2.45,0,,3712,2.7,14,5,2.61,5,6.8,,,9.1,8.8,0.492,9.4 +Congo,2002,Developing,52.6,424,9,2.55,0,,2788,2.3,14,41,2.45,41,7.2,,,9.3,8.9,0.488,9.5 +Congo,2001,Developing,52.7,419,9,2.3,0,,2152,19.8,14,32,2.44,31,7.6,,,9.4,9,0.487,9.7 +Congo,2000,Developing,52.9,416,9,2.26,0,,1678,19.3,14,31,2.13,33,7.8,,,9.5,9.2,0.487,9.8 +Cook Islands,2013,Developing,,,0,0.01,0,98,0,82.8,0,98,3.58,98,0.1,,,0.1,0.1,, +Costa Rica,2015,Developing,79.6,95,1,,0,92,0,6.5,1,92,,92,0.1,1146.36273,487852,1.7,1.7,0.775,14.2 +Costa Rica,2014,Developing,79.5,96,1,3.45,384.5129138,91,1,59.5,1,91,9.31,91,0.1,1647.44179,4757575,1.7,1.7,0.768,13.9 +Costa Rica,2013,Developing,79.4,96,1,3.42,386.1379123,94,0,58.5,1,95,9.47,95,0.1,1569.66631,47641,1.7,1.7,0.762,13.7 +Costa Rica,2012,Developing,79.2,97,1,3.34,2568.237059,91,0,57.5,1,9,9.56,91,0.1,9985.36959,4654122,1.8,1.7,0.758,13.6 +Costa Rica,2011,Developing,79,98,1,3.41,2429.854745,84,0,56.5,1,82,9.73,85,0.1,9186.59639,46474,1.8,1.7,0.752,13.4 +Costa Rica,2010,Developing,78.1,16,1,3.58,2377.010299,89,0,55.5,1,93,9.66,88,0.1,8199.414621,454528,1.8,1.8,0.749,13.3 +Costa Rica,2009,Developing,79.2,96,1,4.07,24.88720369,87,0,54.4,1,8,9.69,86,0.1,689.396224,4488263,1.9,1.8,0.747,13.1 +Costa Rica,2008,Developing,78.9,99,1,4.22,1859.095621,89,0,53.4,1,89,9.1,9,0.1,6911.136136,442958,1.9,1.8,0.74,12.9 +Costa Rica,2007,Developing,78.9,93,1,4.2,150.8891479,89,0,52.4,1,89,8.37,89,0.1,612.623418,4369469,1.9,1.9,0.734,12.8 +Costa Rica,2006,Developing,78,16,1,4.15,1185.412346,88,0,51.4,1,89,7.82,89,0.1,5245.187372,438794,2,1.9,0.727,12.6 +Costa Rica,2005,Developing,78.6,97,1,4.1,1002.833273,9,1,5.3,1,91,7.74,91,0.1,4697.11135,4247841,2,2,0.723,12.4 +Costa Rica,2004,Developing,77.7,12,1,4.09,1043.10795,89,0,49.3,1,9,7.8,9,0.1,4425.57467,418738,2.1,2,0.719,12.2 +Costa Rica,2003,Developing,78,1,1,4.04,1070.268999,86,1,48.3,1,88,8.45,88,0.1,4167.71417,4125971,2.2,2.1,0.715,12.1 +Costa Rica,2002,Developing,78.3,99,1,4.17,112.9493745,94,0,47.3,1,94,8.23,94,0.1,462.14965,46324,2.2,2.2,0.712,11.9 +Costa Rica,2001,Developing,77.5,1,1,4.29,868.3713593,8,0,46.4,1,92,7.25,91,0.1,3981.52847,3996798,2.3,2.2,0.708,11.7 +Costa Rica,2000,Developing,77.6,98,1,4.34,94.17819458,89,0,45.4,1,8,7.12,88,0.1,388.363689,3925443,2.4,2.3,0.702,11.6 +Croatia,2015,Developed,78,95,0,,0,94,206,63.7,0,94,,94,0.1,11579.6674,42364,1.5,1.4,0.823,15.3 +Croatia,2014,Developed,77.8,97,0,12.14,1884.098811,95,0,63.1,0,95,7.8,95,0.1,13467.46827,4238389,1.5,1.5,0.82,15.1 +Croatia,2013,Developed,77.7,97,0,12.39,1899.107385,96,0,62.5,0,96,7.83,96,0.1,13574.749,4255689,1.5,1.5,0.817,14.9 +Croatia,2012,Developed,77.1,14,0,11.49,1851.713262,98,2,61.9,0,96,7.8,96,0.1,13235.97757,4267558,1.5,1.5,0.815,14.6 +Croatia,2011,Developed,77,14,0,12.19,1913.356642,97,12,61.3,0,96,7.8,96,0.1,14539.18421,428622,1.6,1.5,0.808,14.5 +Croatia,2010,Developed,76.6,16,0,12.1,206.8868182,97,7,6.6,0,97,8.25,97,0.1,1355.74586,4417781,1.6,1.6,0.803,14.2 +Croatia,2009,Developed,76.3,19,0,12.21,2160.380199,97,2,6,0,96,8.18,96,0.1,14157.14416,442978,1.7,1.6,0.803,14.2 +Croatia,2008,Developed,76,116,0,12.06,2425.403891,97,51,59.4,0,96,7.7,96,0.1,15893.8656,443458,1.7,1.7,0.8,14.3 +Croatia,2007,Developed,75.8,114,0,12.56,2019.812779,95,0,58.7,0,96,7.44,96,0.1,13546.69872,4436,1.8,1.7,0.793,14.3 +Croatia,2006,Developed,75.9,113,0,11.83,1555.651986,,1,58.1,0,96,6.95,96,0.1,11363.41845,444,1.8,1.8,0.783,13.9 +Croatia,2005,Developed,75.2,116,0,11.59,167.2319899,,2,57.5,0,96,6.89,96,0.1,1224.2459,4442,1.8,1.8,0.777,13.6 +Croatia,2004,Developed,75.4,114,0,13.11,1116.396502,,54,56.9,0,96,6.56,96,0.1,9365.742468,4439,1.9,1.9,0.771,13.3 +Croatia,2003,Developed,74.7,122,0,13.78,93.67706503,,19,56.3,0,95,6.35,94,0.1,785.881418,444,1.9,1.9,0.765,12.9 +Croatia,2002,Developed,74.8,124,0,13.39,11.63615139,,6,55.8,0,95,6.19,95,0.1,653.71637,444,2,2,0.759,12.6 +Croatia,2001,Developed,74.9,126,0,13.15,650.9567981,,8,55.2,0,94,7.16,94,0.1,5245.421419,444,2,2,0.749,12.3 +Croatia,2000,Developed,74.7,127,0,12.73,649.3909871,,9,54.7,0,94,7.66,93,0.1,4919.62869,4426,2.1,2.1,0.739,12.2 +Cuba,2015,Developing,79.1,92,1,,0,99,0,61.4,1,99,,99,0.1,762.261218,,3.5,3.3,0.773,13.9 +Cuba,2014,Developing,79,93,1,4.37,13.6691019,97,0,6.7,1,99,11.6,99,0.1,75.5199,,3.4,3.3,0.772,14 +Cuba,2013,Developing,78.7,96,1,4.18,95.67571176,96,0,59.9,1,99,9.48,99,0.1,676.15344,,3.4,3.3,0.773,14.7 +Cuba,2012,Developing,78.7,96,1,4.16,742.1961992,96,0,59.2,1,98,8.59,99,0.1,6425.941119,,3.4,3.2,0.778,15.7 +Cuba,2011,Developing,78.8,92,1,4.14,102.0645784,96,0,58.4,1,99,1.6,97,0.1,675.92436,,3.4,3.2,0.78,16.5 +Cuba,2010,Developing,78,98,1,4.13,787.2808163,96,0,57.7,1,99,1.19,96,0.1,5676.14143,,3.4,3.2,0.784,17.6 +Cuba,2009,Developing,78.1,11,1,4.01,818.8771016,96,0,56.9,1,99,11.78,96,0.1,5484.7763,,3.4,3.2,0.782,17.7 +Cuba,2008,Developing,77.9,12,1,4.26,708.6157966,95,0,56.2,1,99,1.79,95,0.1,5376.447622,,3.4,3.2,0.771,17.1 +Cuba,2007,Developing,78.1,14,1,4.13,750.7147641,93,0,55.4,1,99,1.42,93,0.1,5184.494227,,3.4,3.2,0.754,16 +Cuba,2006,Developing,78,14,1,4.17,523.4724284,89,0,54.6,1,99,7.67,89,0.1,4669.6916,,3.4,3.2,0.732,14.7 +Cuba,2005,Developing,77.2,19,1,4.48,518.9359221,95,0,53.8,1,99,9.39,89,0.1,3779.577,,3.4,3.3,0.719,14.2 +Cuba,2004,Developing,77.3,17,1,4.38,4.484254579,99,0,53,1,98,6.14,88,0.1,339.716256,,3.4,3.3,0.705,13.2 +Cuba,2003,Developing,77.4,18,1,4.39,60.34145124,99,0,52.1,1,98,6.31,72,0.1,3192.669378,,3.5,3.3,0.694,12.9 +Cuba,2002,Developing,77.7,19,1,4.1,334.7672107,98,0,51.3,1,98,6.5,99,0.1,2994.339988,,3.5,3.3,0.692,12.5 +Cuba,2001,Developing,76.7,115,1,4.04,322.5863149,98,0,5.4,1,99,6.27,98,0.1,2832.188893,,3.6,3.4,0.686,12.3 +Cuba,2000,Developing,76.9,115,1,3.92,49.34007756,98,0,49.4,1,98,6.7,95,0.1,2741.11542,,3.6,3.4,0.679,12.1 +Cyprus,2015,Developed,85,52,0,,0,97,0,6.3,0,97,,97,0.1,2375.1127,116985,1,1,0.854,14.3 +Cyprus,2014,Developed,83,53,0,0.01,207.3041936,96,10,59.8,0,99,7.37,99,0.1,2734.88382,115239,0.9,1,0.85,14 +Cyprus,2013,Developed,81,54,0,9.04,212.0859259,96,0,59.2,0,99,7.46,99,0.1,2797.96736,1143896,0.9,1,0.85,13.8 +Cyprus,2012,Developed,80,56,0,10.55,2159.756205,96,1,58.7,0,99,7.44,99,0.1,28951.15556,113562,0.9,1,0.85,13.8 +Cyprus,2011,Developed,79.7,57,0,10.69,2443.325028,96,0,58.3,0,99,7.54,99,0.1,32233.83942,1124835,0.9,1,0.847,13.8 +Cyprus,2010,Developed,79.5,59,0,11.32,283.3300258,96,18,57.8,0,99,7.23,99,0.1,3818.46396,111267,0.9,1,0.853,14.6 +Cyprus,2009,Developed,79.3,6,0,10.8,230.2524184,96,0,57.3,0,99,7.4,99,0.1,3215.8159,19876,0.9,1,0.849,14.1 +Cyprus,2008,Developed,79.1,62,0,12.01,239.6409938,93,1,56.8,0,97,6.89,97,0.1,3539.7488,181563,0.9,1,0.844,13.7 +Cyprus,2007,Developed,78.9,63,0,11.56,1958.525877,93,0,56.3,0,97,6.5,97,0.1,31386.63265,163712,0.9,1,0.836,13.5 +Cyprus,2006,Developed,78.8,64,0,11.47,1700.841534,93,0,55.8,0,97,6.28,97,0.1,27169.99256,14559,0.9,1,0.829,13.4 +Cyprus,2005,Developed,78.7,65,0,11.41,1562.520827,88,1,55.3,0,98,6.37,98,0.1,25324.48666,127658,0.9,1,0.826,13.5 +Cyprus,2004,Developed,78.6,65,0,13.03,1586.724172,88,0,54.8,0,98,6.42,98,0.1,23932.49128,1141,0.9,1,0.823,13.4 +Cyprus,2003,Developed,78.5,66,0,10.62,158.7087399,88,0,54.3,0,98,6.83,98,0.1,2293.4789,993563,0.9,1,0.815,13 +Cyprus,2002,Developed,78.4,68,0,11.68,1128.050886,88,0,53.8,0,98,6.12,98,0.1,16372.29152,976966,0.9,1,0.805,12.5 +Cyprus,2001,Developed,78.2,69,0,10.16,100.8086193,89,0,53.3,0,97,5.78,97,0.1,1562.92433,96282,0.9,1,0.8,12.4 +Cyprus,2000,Developed,78.1,7,0,9.56,950.8027925,89,0,52.8,0,97,5.77,97,0.1,14672.8826,943286,0.9,1,0.798,12.5 +Czechia,2015,Developed,78.8,86,0,,0,97,9,66.1,0,97,,97,0.1,,,1.8,1.8,, +Czechia,2014,Developed,78.6,88,0,12.68,0,99,222,65.6,0,99,7.41,97,0.1,,,1.8,1.9,, +Czechia,2013,Developed,78.2,9,0,12.45,0,99,15,65.1,0,99,7.49,98,0.1,,,1.8,1.9,, +Czechia,2012,Developed,78,93,0,12.71,0,99,22,64.5,0,99,7.55,99,0.1,,,1.8,1.9,, +Czechia,2011,Developed,77.8,97,0,12.43,0,99,17,64,0,99,7.5,99,0.1,,,1.9,1.9,, +Czechia,2010,Developed,77.5,99,0,12.69,0,99,0,63.6,0,99,7.43,99,0.1,,,1.9,2,, +Czechia,2009,Developed,77.1,12,0,13.23,0,99,5,63.1,0,99,7.85,99,0.1,,,1.9,2,, +Czechia,2008,Developed,77,16,0,13.25,0,99,2,62.6,0,99,6.82,99,0.1,,,1.9,2,, +Czechia,2007,Developed,76.8,17,0,13.43,0,99,2,62.2,0,99,6.52,99,0.1,,,2,2.1,, +Czechia,2006,Developed,76.5,19,0,13.03,0,98,7,61.8,0,98,6.69,98,0.1,,,2,2.1,, +Czechia,2005,Developed,75.9,114,0,13.19,0,99,0,61.3,0,96,6.93,97,0.1,,,2.1,2.1,, +Czechia,2004,Developed,75.8,116,0,13.24,0,98,17,6.8,0,96,6.9,98,0.1,,,2.1,2.2,, +Czechia,2003,Developed,75.2,122,0,13.01,0,92,30,6.4,0,97,7.13,97,0.1,,,2.2,2.2,, +Czechia,2002,Developed,75.3,12,0,13.47,0,86,4,59.9,0,97,6.8,98,0.1,,,2.2,2.3,, +Czechia,2001,Developed,75.1,123,0,13.36,0,,6,59.4,0,97,6.42,98,0.1,,,2.2,2.3,, +Czechia,2000,Developed,74.7,126,0,13.22,0,,9,59,0,98,6.31,98,0.1,,,2.3,2.3,, +Democratic People's Republic of Korea,2015,Developing,76,139,6,,0,96,0,32.9,7,99,,96,0.1,,,4.9,4.9,, +Democratic People's Republic of Korea,2014,Developing,73,142,6,0.01,0,93,3,32.4,8,99,,93,0.1,,,4.9,4.9,, +Democratic People's Republic of Korea,2013,Developing,71,146,6,3.35,0,93,0,31.8,8,99,,93,0.1,,,5,5,, +Democratic People's Republic of Korea,2012,Developing,69.8,149,7,3.61,0,96,0,31.3,9,99,,96,0.1,,,5.1,5.1,, +Democratic People's Republic of Korea,2011,Developing,69.4,153,8,3.39,0,94,0,3.8,10,99,,94,0.1,,,5.1,5.2,, +Democratic People's Republic of Korea,2010,Developing,69,157,8,3.12,0,93,0,3.3,10,99,,93,0.1,,,5.2,5.2,, +Democratic People's Republic of Korea,2009,Developing,68.7,161,9,3.35,0,93,0,29.7,11,98,,93,0.1,,,5.3,5.3,, +Democratic People's Republic of Korea,2008,Developing,68.6,164,9,3.16,0,92,8,29.2,12,98,,92,0.1,,,5.4,5.4,, +Democratic People's Republic of Korea,2007,Developing,68.5,166,9,3.13,0,92,3550,28.7,12,99,,92,0.1,,,5.5,5.5,, +Democratic People's Republic of Korea,2006,Developing,68.5,165,10,3.28,0,96,0,28.2,12,98,,89,0.1,,,5.6,5.6,, +Democratic People's Republic of Korea,2005,Developing,68.5,165,10,3.21,0,92,0,27.7,13,97,,79,0.1,,,5.7,5.7,, +Democratic People's Republic of Korea,2004,Developing,68.4,165,11,3.13,0,98,0,27.2,14,99,,72,0.1,,,5.7,5.7,, +Democratic People's Republic of Korea,2003,Developing,68.1,165,12,3.13,0,27,0,26.7,15,99,,68,0.1,,,5.8,5.8,, +Democratic People's Republic of Korea,2002,Developing,67.6,167,14,3.08,0,,0,26.2,18,99,,64,0.1,,,5.9,5.9,, +Democratic People's Republic of Korea,2001,Developing,66.6,177,16,2.53,0,,0,25.7,21,98,,62,0.1,,,5.9,6,, +Democratic People's Republic of Korea,2000,Developing,65.4,192,18,3.52,0,,0,25.2,25,93,,56,0.1,,,6,6,, +Democratic Republic of the Congo,2015,Developing,59.8,258,236,,0,81,5020,21.6,308,78,,81,1.1,,,9.5,9.3,, +Democratic Republic of the Congo,2014,Developing,59.3,266,237,0.01,0,8,33711,21.1,312,79,4.33,8,1.1,,,9.7,9.5,, +Democratic Republic of the Congo,2013,Developing,58.8,272,238,0.01,0,74,88381,2.6,314,74,3.89,74,1.2,,,9.9,9.6,, +Democratic Republic of the Congo,2012,Developing,58.3,277,239,0.01,0,75,72029,2.1,317,76,3.77,75,1.5,,,1,9.8,, +Democratic Republic of the Congo,2011,Developing,57.9,278,239,1.82,0,74,133802,19.6,319,77,3.53,74,1.6,,,1.2,1,, +Democratic Republic of the Congo,2010,Developing,57.4,283,239,1.81,0,6,5407,19.1,321,76,4.4,6,1.6,,,1.4,1.2,, +Democratic Republic of the Congo,2009,Developing,56.7,292,238,2.13,0,72,57,18.6,323,78,5.61,72,1.7,,,1.6,1.4,, +Democratic Republic of the Congo,2008,Developing,56.3,295,237,2.09,0,65,12461,18.2,324,64,4.46,65,1.8,,,1.8,1.7,, +Democratic Republic of the Congo,2007,Developing,55.7,299,236,1.52,0,7,55577,17.8,326,72,3.61,7,1.9,,,11.1,1.9,, +Democratic Republic of the Congo,2006,Developing,55,36,235,1.53,0,,80123,17.3,327,62,3.39,62,2,,,11.3,11.1,, +Democratic Republic of the Congo,2005,Developing,54.3,314,233,1.43,0,,182485,16.9,329,6,3.14,6,2,,,11.5,11.3,, +Democratic Republic of the Congo,2004,Developing,53.5,323,232,1.44,0,,44934,16.5,330,52,3.34,54,2.1,,,11.7,11.5,, +Democratic Republic of the Congo,2003,Developing,52.8,332,231,1.83,0,,21956,16.1,331,47,3.2,41,2.2,,,11.9,11.7,, +Democratic Republic of the Congo,2002,Developing,52.1,341,229,1.85,0,,30466,15.7,331,4,2.59,38,2.4,,,12.1,11.9,, +Democratic Republic of the Congo,2001,Developing,51.8,34,227,1.9,0,,8072,15.3,332,3,2.67,3,2.4,,,12.2,12.1,, +Democratic Republic of the Congo,2000,Developing,51.3,346,226,1.98,0,,8282,14.9,332,42,1.45,4,2.5,,,12.4,12.3,, +Denmark,2015,Developed,86,71,0,,0,,9,58.8,0,93,,93,0.1,5314.64416,5683483,1.1,0.9,0.923,19.2 +Denmark,2014,Developed,84,73,0,9.64,10468.76292,,27,58.4,0,94,1.8,94,0.1,62425.5392,5643475,1.1,0.9,0.926,19.2 +Denmark,2013,Developed,81,75,0,9.5,10261.763,,17,58.1,0,94,11.25,94,0.1,61191.19263,5614932,1.1,0.9,0.924,18.7 +Denmark,2012,Developed,80,76,0,9.26,928.4170785,,2,57.7,0,94,1.98,94,0.1,5857.521,5591572,1.1,0.9,0.922,18.4 +Denmark,2011,Developed,79.7,79,0,10.47,10251.10872,,84,57.4,0,91,1.87,91,0.1,61753.667,557572,1.1,0.9,0.91,16.9 +Denmark,2010,Developed,79.2,84,0,10.28,954.4865933,,5,57,0,9,11.8,9,0.1,5841.41122,5547683,1.1,0.9,0.906,16.8 +Denmark,2009,Developed,78.9,86,0,10.08,9765.616994,,6,56.6,0,89,11.47,89,0.1,58163.29359,552395,1.1,0.9,0.906,16.8 +Denmark,2008,Developed,78.8,88,0,10.7,10761.18209,,14,56.3,0,88,1.18,88,0.1,64322.6664,5493621,1.1,0.9,0.906,16.8 +Denmark,2007,Developed,78.4,93,0,10.99,9703.068121,,2,55.9,0,87,9.99,87,0.1,58487.451,5461438,1.2,0.9,0.904,16.7 +Denmark,2006,Developed,78.1,93,0,11.02,850.9544783,,27,55.4,0,93,9.92,93,0.1,5226.99311,5437272,1.2,0.9,0.902,16.9 +Denmark,2005,Developed,78.1,92,0,11.28,7627.412444,,2,55,0,93,9.77,93,0.1,48799.8237,5419432,1.2,1,0.897,16.6 +Denmark,2004,Developed,77.7,98,0,11.27,6948.839868,,0,54.4,0,95,9.67,95,0.1,46511.6457,544523,1.2,1,0.893,16.5 +Denmark,2003,Developed,77.3,11,0,11.54,650.9813544,,0,53.9,0,96,9.51,96,0.1,4458.7764,539574,1.2,1,0.882,16.3 +Denmark,2002,Developed,77,14,0,11.34,4801.546125,,32,53.3,0,98,9.33,98,0.1,33228.69291,5375931,1.2,1,0.875,16.6 +Denmark,2001,Developed,77,12,0,11.56,530.4832336,,11,52.8,0,97,9.1,97,0.1,3751.64946,5358783,1.3,1,0.862,16.2 +Denmark,2000,Developed,76.9,12,0,11.69,508.7496912,,14,52.2,0,97,8.7,97,0.1,3743.55917,5339616,1.3,1,0.86,16.5 +Djibouti,2015,Developing,63.5,241,1,,0,84,47,35,1,84,,84,2.1,1862.167274,927414,5.6,5.4,0.47,6.3 +Djibouti,2014,Developing,63,252,1,0.38,24.73299655,78,0,34.4,1,78,1.57,78,2.1,174.91511,912164,5.6,5.4,0.467,6.3 +Djibouti,2013,Developing,62.7,256,1,0.53,229.4410095,82,28,33.8,2,82,9.14,82,2.1,1622.637974,896688,5.6,5.4,0.464,6.3 +Djibouti,2012,Developing,62.2,263,1,0.52,217.2125786,81,709,33.2,2,81,8.95,81,1.9,1536.15685,881185,5.6,5.5,0.46,6.3 +Djibouti,2011,Developing,61.8,268,1,0.39,20.35974738,87,49,32.7,2,87,8.71,87,2.7,143.986898,865937,5.6,5.5,0.451,5.9 +Djibouti,2010,Developing,61.3,273,1,0.44,187.4960097,88,7,32.2,2,88,8.84,88,3.1,1325.99724,851146,5.6,5.6,0.441,5.5 +Djibouti,2009,Developing,69,279,1,0.49,177.2671607,89,48,31.7,2,89,8.37,89,3.2,1253.657431,83684,5.7,5.6,0.436,5.3 +Djibouti,2008,Developing,62,289,1,0.49,171.7686449,88,143,31.3,2,89,8.5,89,3.3,1214.77118,822934,5.7,5.6,0.427,5 +Djibouti,2007,Developing,59.8,296,1,0.45,20.86878709,25,24,3.9,2,88,7.72,88,3.5,147.586896,8942,5.8,5.7,0.416,4.5 +Djibouti,2006,Developing,59.1,39,2,1.02,121.4812077,,49,3.6,2,72,7.5,72,3.7,965.6693779,79628,5.8,5.7,0.405,4.3 +Djibouti,2005,Developing,58.6,318,2,1.23,12.70325933,,298,3.2,2,71,7.21,71,3.9,94.7297489,783254,5.9,5.8,0.396,4 +Djibouti,2004,Developing,58.1,326,2,1.18,106.0354659,,71,29.8,2,64,6.76,64,4,864.184726,77752,6,5.9,0.388,3.7 +Djibouti,2003,Developing,58,325,2,1.02,94.13302875,,37,29.4,2,68,6.22,68,4.2,819.974118,758615,6.1,5.9,0.378,3.5 +Djibouti,2002,Developing,57.9,322,2,1.03,13.46662004,,50,29,2,62,5.45,62,4.3,792.15412,746221,6.2,6,0.372,3.3 +Djibouti,2001,Developing,57.7,323,2,0.95,92.4978948,,79,28.6,2,49,5.37,53,4.3,781.2322196,732711,6.3,6.1,0.363,2.9 +Djibouti,2000,Developing,57.4,325,2,1.34,91.95075901,,183,28.2,2,46,5.75,46,4.1,768.176767,717584,6.4,6.1,0.361,2.9 +Dominica,2013,Developing,,,0,0.01,11.41955507,96,0,58.4,0,96,5.58,96,0.1,722.75665,,2.7,2.6,0.721,12.7 +Dominican Republic,2015,Developing,73.9,152,6,,0,81,0,58.9,7,87,,85,0.3,6468.471648,1528394,3.3,3.2,0.718,13.2 +Dominican Republic,2014,Developing,73.6,154,6,5.92,1088.244952,89,0,57.9,7,9,4.38,91,0.3,6268.692122,145844,3.3,3.2,0.712,13.2 +Dominican Republic,2013,Developing,73.4,157,6,5.93,97.52211538,8,0,56.8,7,82,4.12,83,0.3,627.55544,1281296,3.3,3.2,0.709,13.2 +Dominican Republic,2012,Developing,72.1,174,6,5.93,857.1307037,74,0,55.8,7,85,4.26,85,0.4,5968.876767,115495,3.3,3.2,0.706,13.1 +Dominican Republic,2011,Developing,73.1,16,6,5.91,843.7876995,8,2,54.7,7,84,4.22,84,0.7,5759.643,12795,3.3,3.2,0.703,13 +Dominican Republic,2010,Developing,72.7,166,6,6.02,664.5585242,83,0,53.6,8,85,4.6,88,0.9,5451.6696,9897985,3.3,3.3,0.697,12.9 +Dominican Republic,2009,Developing,73.6,157,6,6.05,587.8828228,8,0,52.6,8,85,4.41,82,1.2,4952.67753,9767758,3.4,3.3,0.695,12.9 +Dominican Republic,2008,Developing,73.3,161,6,6.12,49.09241952,81,0,51.5,8,86,4.2,82,1.4,511.37937,963652,3.4,3.3,0.692,12.8 +Dominican Republic,2007,Developing,72.9,164,6,6.05,74.8217488,81,0,5.4,8,86,4.34,85,1.6,4647.31359,954353,3.4,3.4,0.685,12.7 +Dominican Republic,2006,Developing,72.3,178,7,6.2,352.9551269,84,0,49.3,8,88,4.34,89,1.8,3836.468771,9371338,3.5,3.4,0.677,12.6 +Dominican Republic,2005,Developing,69.7,28,7,5.71,289.7418649,87,0,48.2,8,86,4.26,87,2,3681.5993,9237566,3.5,3.4,0.668,12.6 +Dominican Republic,2004,Developing,69.3,214,7,5.16,182.6162515,82,0,47.2,8,66,4.28,79,2.1,2421.9662,912998,3.6,3.5,0.666,12.5 +Dominican Republic,2003,Developing,73,22,7,6.32,293.0196601,79,0,46.1,8,65,5.53,79,2.3,2372.628827,896776,3.6,3.5,0.665,12.4 +Dominican Republic,2002,Developing,71.4,189,7,6.43,4.67359227,63,0,45.1,8,74,5.79,82,2.4,38.46578,8832285,3.7,3.6,0.66,12.3 +Dominican Republic,2001,Developing,71.2,188,7,6.13,340.0239945,66,113,44.1,9,71,5.59,72,2.5,2862.154836,8697126,3.8,3.6,0.656,12.3 +Dominican Republic,2000,Developing,72,176,7,6.58,44.79247812,68,253,43.1,9,71,5.9,78,2.5,282.4242,8562622,3.8,3.7,0.651,12.2 +Ecuador,2015,Developing,76.2,118,6,,0,78,0,54.2,7,84,,78,0.1,625.62224,16144368,1.2,1.1,0.739,14 +Ecuador,2014,Developing,76,121,6,3.82,79.11626341,83,0,53.5,7,84,9.16,83,0.1,6432.216537,1593112,1.2,1.1,0.737,14 +Ecuador,2013,Developing,76,121,6,3.77,59.12850204,87,0,52.8,8,87,7.29,87,0.1,674.9829,15661547,1.3,1.1,0.725,13.4 +Ecuador,2012,Developing,75.5,127,7,3.92,41.88087712,88,72,52.1,8,85,6.48,87,0.1,572.14313,15419666,1.3,1.2,0.717,13.3 +Ecuador,2011,Developing,75.3,131,7,3.99,344.7412164,88,257,51.4,8,85,5.92,88,0.1,5223.351763,15177355,1.3,1.2,0.71,13.2 +Ecuador,2010,Developing,75,134,7,3.95,367.9285652,9,0,5.7,8,88,5.9,91,0.1,4657.32361,1493469,1.3,1.2,0.703,13.1 +Ecuador,2009,Developing,75.1,137,7,3.87,282.1440066,91,0,5,8,91,5.58,94,0.1,4255.56571,14691275,1.3,1.2,0.702,13.1 +Ecuador,2008,Developing,74.6,139,7,3.76,197.9303077,93,1,49.3,9,94,5.66,96,0.1,4274.95265,14447562,1.3,1.2,0.698,13 +Ecuador,2007,Developing,74.7,14,7,3.63,19.60467787,94,0,48.6,9,95,5.94,96,0.2,359.71886,1425453,1.4,1.3,0.696,12.9 +Ecuador,2006,Developing,74.4,144,8,3.52,19.13983284,96,0,47.9,9,92,5.86,96,0.3,335.786541,1396748,1.4,1.3,0.693,12.8 +Ecuador,2005,Developing,74.2,151,8,3.54,18.09317114,92,0,47.2,9,89,5.87,92,0.3,321.942547,13735233,1.4,1.3,0.688,12.8 +Ecuador,2004,Developing,74.4,148,8,3.65,16.37920405,88,0,46.5,9,9,6.22,88,0.3,278.557892,1359647,1.5,1.3,0.682,12.7 +Ecuador,2003,Developing,74.4,151,8,3.69,18.26183281,82,0,45.8,10,97,6.46,87,0.3,244.46898,1328961,1.5,1.4,0.679,12.6 +Ecuador,2002,Developing,73.6,157,8,3.88,187.3843511,75,0,45.1,10,88,4.62,88,0.3,2183.966796,13726,1.5,1.4,0.675,12.5 +Ecuador,2001,Developing,73.4,158,9,4.13,14.5887403,69,2,44.3,10,9,3.86,89,0.3,193.741571,12852755,1.6,1.5,0.67,12.4 +Ecuador,2000,Developing,72.8,163,9,3.99,84.17527008,36,0,43.6,11,83,3.38,87,0.3,1451.29776,12628596,1.6,1.5,0.668,12.4 +Egypt,2015,Developing,79,159,51,,0,93,5432,61.1,60,93,,93,0.1,,,2.8,2.8,0.688,13.1 +Egypt,2014,Developing,78,161,53,0.21,0,94,1314,6.2,62,94,5.64,94,0.1,,,2.8,2.8,0.686,13.1 +Egypt,2013,Developing,79,159,54,0.21,0,97,405,59.4,63,97,5.46,97,0.1,,,2.9,2.8,0.681,12.8 +Egypt,2012,Developing,72,165,54,0.23,0,93,245,58.6,64,93,5.29,93,0.1,,,2.9,2.8,0.673,12.4 +Egypt,2011,Developing,74,168,55,0.22,0,96,26,57.8,64,96,5.4,96,0.1,,,2.9,2.9,0.671,12.4 +Egypt,2010,Developing,70,173,54,0.22,0,97,16,57,64,97,4.8,97,0.1,,,3,2.9,0.665,12.2 +Egypt,2009,Developing,69.9,174,54,0.21,0,97,608,56.2,64,97,5.1,97,0.1,,,3,3,0.659,12 +Egypt,2008,Developing,69.8,172,54,0.24,0,97,668,55.5,65,97,4.82,97,0.1,,,3.1,3,0.651,11.9 +Egypt,2007,Developing,69.7,171,55,0.21,0,98,1684,54.8,65,98,4.95,98,0.1,,,3.1,3.1,0.644,11.7 +Egypt,2006,Developing,69.5,175,55,0.18,0,98,953,54.2,66,98,5.24,98,0.1,,,3.2,3.1,0.636,11.5 +Egypt,2005,Developing,69.4,174,56,0.16,0,98,77,53.5,68,98,5.6,98,0.1,,,3.2,3.2,0.629,11.4 +Egypt,2004,Developing,69,176,57,0.16,0,97,80,52.9,70,97,5.21,97,0.1,,,3.3,3.2,0.623,11.2 +Egypt,2003,Developing,68.6,178,59,0.15,0,98,164,52.3,72,98,5.41,98,0.1,,,3.3,3.3,0.621,11.3 +Egypt,2002,Developing,68.7,177,61,0.15,0,97,653,51.8,75,97,5.97,97,0.1,,,3.4,3.4,0.617,11.2 +Egypt,2001,Developing,68.6,177,63,0.14,0,99,2150,51.2,78,99,5.75,99,0.1,,,3.5,3.4,0.612,11.1 +Egypt,2000,Developing,68.8,171,65,0.14,0,98,2633,5.7,82,98,5.55,98,0.1,,,3.6,3.5,0.606,11 +El Salvador,2015,Developing,73.5,178,2,,0,91,0,56.1,2,92,,91,0.2,4127.11775,6312478,1.6,1.5,0.678,13.2 +El Salvador,2014,Developing,73.3,181,2,2.52,665.7260253,93,0,55.4,2,93,6.77,94,0.2,3988.771871,6281189,1.6,1.6,0.676,13.2 +El Salvador,2013,Developing,73,184,2,2.42,653.6925016,92,0,54.7,2,92,6.95,92,0.2,3895.664491,625777,1.6,1.6,0.675,13.2 +El Salvador,2012,Developing,73,181,2,2.48,591.7757569,92,0,54.1,2,93,6.7,92,0.3,3827.786267,6221246,1.6,1.6,0.67,13.2 +El Salvador,2011,Developing,72,197,2,2.37,549.2783081,89,0,53.4,2,9,6.81,89,0.3,3736.58713,619256,1.7,1.6,0.666,13 +El Salvador,2010,Developing,72,191,2,2.36,469.3904193,89,0,52.8,2,89,6.91,89,0.3,3474.392445,6164626,1.7,1.6,0.662,12.9 +El Salvador,2009,Developing,71.4,23,2,2.55,416.4338399,91,0,52.1,2,91,6.83,91,0.3,3366.482133,6137276,1.7,1.6,0.662,12.8 +El Salvador,2008,Developing,71.7,194,2,2.68,53.95949877,98,0,51.4,3,98,6.21,98,0.3,357.347674,61131,1.8,1.7,0.659,13.4 +El Salvador,2007,Developing,71.2,23,2,2.83,52.30172215,99,0,5.8,3,99,6.32,99,0.3,334.83817,683475,1.8,1.7,0.657,12.9 +El Salvador,2006,Developing,75,211,3,2.77,57.74562629,96,0,5.1,3,96,6.68,96,0.2,362.951768,656478,1.8,1.7,0.651,12.9 +El Salvador,2005,Developing,71,213,3,2.77,440.6027042,89,0,49.4,3,89,7.19,89,0.2,2835.281237,628961,1.9,1.8,0.644,12.7 +El Salvador,2004,Developing,70,215,3,2.9,398.6058322,9,0,48.6,3,9,7.3,9,0.3,2632.79942,6775,1.9,1.8,0.636,12.4 +El Salvador,2003,Developing,69.9,29,3,3.1,400.1342971,94,0,47.8,4,93,7.61,94,0.3,2519.737387,5971535,2,1.9,0.628,12 +El Salvador,2002,Developing,73,24,3,2.97,29.68529375,81,0,47,4,81,7.9,81,0.4,248.4125,59433,2,1.9,0.621,11.8 +El Salvador,2001,Developing,68.9,219,4,2.88,332.1056586,75,2,46.2,4,94,8.2,92,0.4,2338.772244,595962,2.1,2,0.615,11.6 +El Salvador,2000,Developing,69,218,4,2.79,353.6690328,99,0,45.3,5,98,8.17,99,0.4,2238.4116,5867626,2.1,2,0.607,11.3 +Equatorial Guinea,2015,Developing,58.2,32,3,,0,16,1250,24.5,4,17,,16,4.2,1347.31257,1175389,8.4,8.3,0.582,9.2 +Equatorial Guinea,2014,Developing,57.9,32,3,0.01,13.40477417,2,13,24,4,24,3.8,2,4.4,192.59733,1129424,8.5,8.4,0.582,9.2 +Equatorial Guinea,2013,Developing,57.4,327,3,10.72,156.3907685,,321,23.5,4,3,3.73,3,5.7,2246.9938,183746,8.6,8.6,0.586,9.2 +Equatorial Guinea,2012,Developing,56.7,337,3,11.89,1500.412635,,1190,23,4,3,4,24,8.2,21557.6528,138593,8.7,8.7,0.583,9.2 +Equatorial Guinea,2011,Developing,56.2,344,3,10.99,1493.051277,,0,22.6,4,39,3.29,41,7.7,21451.88617,99429,8.9,8.8,0.58,9.2 +Equatorial Guinea,2010,Developing,56.1,339,3,9.93,1192.696619,,0,22.1,4,59,3.84,44,7.2,17136.44568,95114,9,9,0.589,9.2 +Equatorial Guinea,2009,Developing,55.7,34,3,7.97,115.0692415,,78,21.7,4,57,5.32,43,7.3,1653.2937,99111,9.2,9.2,0.59,9.1 +Equatorial Guinea,2008,Developing,55.4,338,3,8.34,1705.678619,,436,21.3,4,55,2.31,42,6.3,22742.38159,868418,9.3,9.3,0.592,9.1 +Equatorial Guinea,2007,Developing,55,339,3,6.86,1024.519543,,5,2.9,4,54,2.25,41,5.9,15761.83913,829327,9.5,9.5,0.587,9 +Equatorial Guinea,2006,Developing,54.8,337,3,7.28,827.5979335,,0,2.5,4,52,2.13,4,5.3,12732.2759,792217,9.7,9.6,0.569,9 +Equatorial Guinea,2005,Developing,54.4,337,3,7.19,12.0661671,,0,2.2,4,5,1.63,39,4.9,185.63334,757317,9.8,9.8,0.563,8.7 +Equatorial Guinea,2004,Developing,54.1,336,3,6.28,44.54768305,,38,19.8,4,48,2.4,38,4.4,685.34897,724817,1,1,0.553,8.5 +Equatorial Guinea,2003,Developing,53.8,334,3,7.13,309.7834587,,18,19.5,4,46,2.23,37,3.6,3577.176197,694611,1.2,1.1,0.554,8.4 +Equatorial Guinea,2002,Developing,53.5,334,3,6.01,234.7874207,,24,19.1,4,44,2.5,36,2.9,2711.17114,66647,1.4,1.3,0.542,8.2 +Equatorial Guinea,2001,Developing,53.1,334,3,5.07,197.7839552,,1339,18.7,4,43,1.78,35,2.3,2283.87939,639762,1.6,1.4,0.527,8 +Equatorial Guinea,2000,Developing,52.7,336,3,4.46,14.95451321,,0,18.3,4,41,2.73,34,1.9,172.68491,614323,1.7,1.6,0,0 +Eritrea,2015,Developing,64.7,255,5,,0,95,198,18.6,7,95,,95,0.4,,,8.4,8.2,0.418,5 +Eritrea,2014,Developing,64.4,261,5,0.01,0,94,127,18,8,94,3.34,94,0.4,,,8.5,8.3,0.416,5 +Eritrea,2013,Developing,64,266,6,0.01,0,94,45,17.5,8,94,3.1,94,0.5,,,8.6,8.4,0.414,5 +Eritrea,2012,Developing,63.6,274,6,0.01,0,94,194,17,8,94,2.98,94,0.6,,,8.7,8.6,0.41,5 +Eritrea,2011,Developing,62.9,286,6,0.62,20.97991915,96,48,16.5,8,96,3.6,96,0.7,582.775532,447469,8.8,8.7,0.405,5 +Eritrea,2010,Developing,62.1,298,6,0.61,17.35739784,9,51,16,9,9,3.24,9,0.9,482.14994,43984,8.9,8.8,0.404,5.1 +Eritrea,2009,Developing,61.4,311,6,0.63,1.575160196,92,82,15.5,9,92,3.3,92,1,43.7544499,431334,9,8.9,0.402,5.2 +Eritrea,2008,Developing,67,322,6,0.49,11.76572311,94,0,15.1,9,94,3.69,94,1.1,326.825642,4232636,9.1,9.1,0.406,5.2 +Eritrea,2007,Developing,62,329,6,1.23,11.42385961,91,55,14.7,9,91,3.29,91,1.3,317.3294336,4153332,9.2,9.2,0.405,5.3 +Eritrea,2006,Developing,59.7,336,7,0.97,10.60269773,94,128,14.3,9,94,3.3,94,1.4,297.828588,466648,9.3,9.3,0.405,5.3 +Eritrea,2005,Developing,59.4,34,7,1.07,5.064688968,96,19,13.9,9,96,2.97,96,1.6,276.75896,39697,9.4,9.5,0,5.4 +Eritrea,2004,Developing,59.1,342,7,0.64,10.26097341,84,24,13.6,10,98,3.14,98,1.8,287.4222243,3858623,9.6,9.6,0,5 +Eritrea,2003,Developing,58.8,343,7,0.56,6.913998013,91,376,13.3,10,95,3.5,93,1.9,232.7945459,3738265,9.7,9.7,0,4.7 +Eritrea,2002,Developing,58.5,343,7,0.83,0.703132179,86,460,13.1,10,92,4.2,9,1.9,21.7687981,3614639,9.9,9.9,0,4.4 +Eritrea,2001,Developing,58.1,345,7,0.61,5.593619538,,204,12.8,10,89,3.95,86,2,215.139213,3497124,1,1,0,4.3 +Eritrea,2000,Developing,45.3,593,7,0.83,0.735940361,,789,12.6,10,82,4.43,81,1.9,28.1969487,339281,1.2,1.1,0,3.9 +Estonia,2015,Developing,77.6,119,0,,0,91,4,59.9,0,93,,93,0.1,1774.9291,131547,1.9,1.9,0.863,16.5 +Estonia,2014,Developing,77.3,122,0,0.01,2700.07305,93,0,59.4,0,93,6.38,93,0.1,19941.45532,1314545,1.9,1.9,0.86,16.5 +Estonia,2013,Developing,76.9,127,0,0.01,261.2914808,93,2,59,0,94,6.48,94,0.1,1929.7746,1317997,1.9,1.9,0.856,16.5 +Estonia,2012,Developing,76.3,135,0,0.01,2263.103797,94,4,58.5,0,94,6.36,94,0.1,17421.8922,1322696,1.9,1.9,0.85,16.5 +Estonia,2011,Developing,76.1,138,0,0.01,2146.945741,94,7,58,0,93,5.83,93,0.1,17454.84342,1327439,1.9,2,0.838,16.4 +Estonia,2010,Developing,75.6,137,0,14.97,1802.017593,94,0,57.6,0,94,6.25,94,0.1,14638.6482,1331475,1.9,2,0.833,16.2 +Estonia,2009,Developing,74.9,156,0,15.04,1717.088711,95,0,57.1,0,95,6.93,95,0.1,14726.31828,1334515,2,2,0.836,16.1 +Estonia,2008,Developing,74.2,167,0,16.99,225.0723618,94,0,56.7,0,95,6.6,95,0.1,1894.5485,13379,2,2.1,0.835,16.1 +Estonia,2007,Developing,73,189,0,17.87,1904.12469,95,1,56.3,0,95,5.16,95,0.1,16586.452,13468,2,2.1,0.829,16.1 +Estonia,2006,Developing,73,188,0,16.58,244.3510801,95,27,55.9,0,95,5.1,95,0.1,12595.4165,134681,2.1,2.2,0.822,16.1 +Estonia,2005,Developing,72.8,189,0,15.52,153.5045263,95,2,55.5,0,96,5.2,96,0.1,1338.31322,1354775,2.1,2.2,0.812,15.9 +Estonia,2004,Developing,72.3,195,0,15.07,101.1201161,9,0,55.2,0,95,5.13,94,0.1,885.465115,136255,2.2,2.3,0.805,15.7 +Estonia,2003,Developing,71.9,199,0,11.64,132.7233922,,0,54.9,0,95,4.92,94,0.1,7174.237415,13772,2.2,2.3,0.798,15.6 +Estonia,2002,Developing,71.2,211,0,11.48,7.806042825,,0,54.6,0,94,4.84,94,0.1,538.347781,137935,2.3,2.4,0.791,15.4 +Estonia,2001,Developing,78,225,0,0.01,88.62945822,,0,54.3,0,94,4.85,94,0.1,4498.95727,1388115,2.4,2.5,0.781,15 +Estonia,2000,Developing,78,218,0,0.01,5.34809451,,9,54,0,93,5.28,93,0.1,47.32827,1396985,2.5,2.5,0.764,14.4 +Ethiopia,2015,Developing,64.8,225,136,,0,77,17745,17.6,194,75,,77,0.6,645.4637627,9987333,1.4,1.2,0.441,8.4 +Ethiopia,2014,Developing,64.2,234,140,0.01,89.95805845,77,12739,17.2,202,75,4.88,77,0.6,571.1622759,97366774,1.5,1.3,0.435,8.4 +Ethiopia,2013,Developing,63.7,237,145,1.86,8.313282039,72,5253,16.8,211,7,5.19,72,0.9,52.1535887,94887724,1.6,1.4,0.427,8.4 +Ethiopia,2012,Developing,63.3,241,150,1.84,86.82551124,69,4347,16.4,221,7,5.77,69,1.2,468.567249,92444183,1.7,1.5,0.422,8.4 +Ethiopia,2011,Developing,62.6,249,156,1.32,67.77565369,65,3255,16,231,7,6.55,65,1.4,354.8463544,946756,1.9,1.6,0.411,8.2 +Ethiopia,2010,Developing,61.8,261,162,1.34,67.73374413,62,4235,15.6,243,69,6.86,61,1.7,341.39992,877267,11,1.7,0.401,8.1 +Ethiopia,2009,Developing,68,274,169,1.17,53.77354001,56,1176,15.3,256,65,4.41,58,2,379.7566385,85416253,11.1,1.8,0.393,8.1 +Ethiopia,2008,Developing,59.8,289,177,1.13,38.55783268,52,3511,14.9,270,63,4.28,54,2.4,325.3825543,83184892,11.2,1.9,0.378,7.6 +Ethiopia,2007,Developing,58.5,39,186,1.06,30.46451811,47,1446,14.5,286,61,4.69,5,2.8,243.326822,8149,11.3,11,0.362,7.1 +Ethiopia,2006,Developing,57.2,328,196,1.22,22.18952246,,1451,14.2,304,59,4.47,46,3.3,193.794956,7885689,11.4,11.1,0.346,6.6 +Ethiopia,2005,Developing,56,343,206,0.99,18.03753133,,357,13.8,323,56,4.2,44,3.7,161.6266248,7672783,11.5,11.2,0.325,5.8 +Ethiopia,2004,Developing,55,354,217,0.86,1.506962482,,73,13.5,342,54,4.23,4,4.1,135.7623858,7462445,11.5,11.3,0.31,5.4 +Ethiopia,2003,Developing,54,363,228,0.79,10.97201912,,228,13.2,360,55,4.64,37,4.4,118.8734466,72545144,11.6,11.5,0.306,5.2 +Ethiopia,2002,Developing,53.2,369,237,0.8,10.82452594,,3332,12.9,377,55,4.73,35,4.6,111.3634356,7497192,11.7,11.6,0.298,4.9 +Ethiopia,2001,Developing,52.5,372,246,0.85,1.186227577,,2366,12.6,392,55,4.26,32,4.9,12.1789279,68492257,11.8,11.7,0.283,4.3 +Ethiopia,2000,Developing,51.2,391,253,0.88,11.59481766,,1660,12.3,404,55,4.36,3,5,123.876257,66537331,11.9,11.8,0,3.9 +Fiji,2015,Developing,69.9,188,0,,0,99,0,62.7,0,99,,99,0.1,4921.89629,892149,4,3.7,0.734,15.3 +Fiji,2014,Developing,69.7,19,0,0.01,50.539484,99,0,61.9,0,99,4.49,99,0.1,546.3728,88586,4,3.7,0.727,15.2 +Fiji,2013,Developing,69.6,192,0,0.01,460.6487805,99,0,61.1,0,99,4.26,99,0.1,4763.68956,879715,4,3.7,0.719,15 +Fiji,2012,Developing,69.4,195,0,0.01,431.4854874,99,0,6.2,0,99,4.16,99,0.1,4546.73854,873596,4,3.7,0.714,14.9 +Fiji,2011,Developing,69.2,197,0,0.01,401.7931045,99,0,59.5,0,99,4.6,99,0.1,4353.121392,86786,4,3.7,0.709,14.7 +Fiji,2010,Developing,69.1,2,0,2.25,62.08343533,99,0,58.7,0,99,4.23,99,0.1,3651.966784,85995,4,3.7,0.706,14.6 +Fiji,2009,Developing,68.9,23,0,2.31,60.65068446,99,1,58,0,99,4.26,99,0.1,3369.48247,851967,4,3.7,0.704,14.5 +Fiji,2008,Developing,68.7,26,0,1.95,81.04656111,99,0,57.3,0,99,3.68,99,0.1,4177.657789,84334,4,3.7,0.7,14.3 +Fiji,2007,Developing,68.6,29,0,2.09,5.889526221,99,0,56.6,0,99,3.74,99,0.1,478.82327,834812,4.1,3.8,0.698,14.2 +Fiji,2006,Developing,68.5,211,0,2.06,52.1241634,99,136,55.9,0,98,3.84,98,0.1,3749.939813,827411,4.1,3.8,0.695,14 +Fiji,2005,Developing,68.3,214,0,2.02,64.39203443,99,0,55.1,0,97,3.61,96,0.1,3658.63832,821817,4.1,3.8,0.699,13.9 +Fiji,2004,Developing,68.1,218,0,1.63,43.99452464,99,37,54.2,0,96,3.61,95,0.1,3332.918533,818354,4.2,3.9,0.691,13.4 +Fiji,2003,Developing,68,22,0,1.76,253.8196705,99,305,53.2,0,95,3.35,94,0.1,2835.973972,816628,4.2,3.9,0.689,13.3 +Fiji,2002,Developing,67.9,22,0,1.85,206.071686,99,304,52.2,0,94,3.48,93,0.1,2259.55796,815691,4.2,3.9,0.687,13.3 +Fiji,2001,Developing,67.8,221,0,1.93,20.7119129,98,17,51.2,0,92,3.28,91,0.1,238.891729,814218,4.3,4,0.683,13.2 +Fiji,2000,Developing,67.7,221,0,2.05,31.25834616,98,0,5.2,0,91,3.87,9,0.1,276.1338,811223,4.3,4,0.681,13.1 +Finland,2015,Developing,81.1,76,0,,0,,2,62.1,0,97,,97,0.1,4245.39744,5479531,0.9,0.8,0.893,17 +Finland,2014,Developing,89,78,0,8.8,6164.455402,,0,61.7,0,98,9.68,98,0.1,49914.61864,5461512,0.9,0.8,0.89,17 +Finland,2013,Developing,87,79,0,8.97,6115.496624,,2,61.4,0,98,9.55,98,0.1,49638.7713,5438972,0.9,0.8,0.887,17 +Finland,2012,Developing,84,82,0,9.24,5889.012536,,0,61,0,99,9.3,99,0.1,47415.55987,5413971,0.9,0.8,0.884,17 +Finland,2011,Developing,83,86,0,9.81,71.01620838,,27,6.6,0,99,9.1,99,0.1,579.72415,5388272,0.9,0.8,0.878,16.9 +Finland,2010,Developing,79.9,89,0,9.72,591.6691405,,5,6.2,0,99,9.5,99,0.1,4622.41516,5363352,0.9,0.8,0.874,16.8 +Finland,2009,Developing,79.7,91,0,9.96,579.7384368,,2,59.8,0,99,9.2,99,0.1,4717.15571,5338871,0.9,0.8,0.878,17 +Finland,2008,Developing,79.6,94,0,10.26,678.88112,,5,59.4,0,97,8.35,99,0.1,5341.31487,5313399,0.9,0.8,0.876,17.1 +Finland,2007,Developing,79.3,96,0,10.45,6147.1323,,0,59,0,97,8.9,99,0.1,48288.5491,528872,0.9,0.8,0.873,17.2 +Finland,2006,Developing,79.2,96,0,10.15,524.7775227,,0,58.6,0,97,8.38,97,0.1,4112.67651,5266268,0.9,0.8,0.869,17.2 +Finland,2005,Developing,78.9,11,0,9.95,4816.589613,,1,58.1,0,97,8.43,97,0.1,38969.17163,524696,0.9,0.8,0.864,17.1 +Finland,2004,Developing,78.7,12,0,9.89,4508.806185,,0,57.6,0,96,8.21,98,0.1,37636.11173,5228172,0.9,0.8,0.869,18.3 +Finland,2003,Developing,78.4,98,0,9.31,3869.026302,,0,57.1,0,96,8.15,98,0.1,32816.1688,521314,0.9,0.8,0.866,18.1 +Finland,2002,Developing,78.1,98,0,9.25,3099.357319,,0,56.6,0,95,7.81,98,0.1,26834.2625,52598,0.9,0.8,0.863,18 +Finland,2001,Developing,78,1,0,8.94,2775.33544,,1,56.1,0,95,7.43,98,0.1,24913.24452,51888,0.9,0.8,0.856,17.7 +Finland,2000,Developing,77.5,15,0,8.59,397.7533689,,0,55.5,0,96,7.22,99,0.1,24253.2542,517629,0.9,0.9,0.847,17.3 +France,2015,Developing,82.4,78,2,,0,86,157,62.5,3,98,,98,0.1,36526.7711,6662468,0.7,0.6,0.894,16.3 +France,2014,Developing,82.2,79,3,11.5,6739.677606,83,267,62,3,98,11.54,98,0.1,42955.24287,66331957,0.6,0.6,0.89,16.2 +France,2013,Developing,82,81,3,11.1,6646.953935,74,272,61.6,3,99,11.56,99,0.1,42554.1225,6599857,0.6,0.6,0.887,16.2 +France,2012,Developing,81.5,83,3,11.5,751.3793553,78,0,61.1,3,99,11.44,99,0.1,4838.2444,6565979,0.6,0.6,0.885,16.1 +France,2011,Developing,81.7,83,3,11.8,683.9190568,74,14949,6.6,3,99,11.33,99,0.1,4381.288,65342776,0.6,0.6,0.882,16.1 +France,2010,Developing,81.3,86,3,11.7,72.8001211,65,5048,6.1,3,99,11.2,99,0.1,473.34279,6527512,0.6,0.6,0.879,16 +France,2009,Developing,81.1,88,3,11.8,6415.35735,51,1541,59.6,3,98,11.28,98,0.1,41631.13141,647744,0.6,0.6,0.879,16 +France,2008,Developing,89,88,3,11.9,7002.785925,47,604,59.1,3,98,1.57,98,0.1,45413.6571,6437499,0.6,0.6,0.877,16.1 +France,2007,Developing,89,89,3,12.2,64.73714894,42,39,58.6,3,99,1.45,98,0.1,416.58397,6416229,0.6,0.6,0.873,16.1 +France,2006,Developing,86,92,3,12.4,5689.991931,39,40,58,4,99,1.53,99,0.1,36544.5853,63621376,0.6,0.6,0.87,16.1 +France,2005,Developing,81,93,3,12.2,5451.701225,35,36,57.5,4,98,1.6,98,0.1,34879.72633,63179356,0.6,0.6,0.86,15.5 +France,2004,Developing,82,94,3,13.18,5291.234786,35,4448,57,4,99,1.53,98,0.1,33874.74255,6274897,0.6,0.6,0.857,15.5 +France,2003,Developing,79.3,99,3,13.49,4572.441963,28,0,56.4,4,96,1.43,97,0.1,29691.18158,62244884,0.6,0.6,0.852,15.4 +France,2002,Developing,79.2,11,3,13.78,3779.655273,29,5185,55.8,4,97,1.22,97,0.1,24275.2426,6185267,0.7,0.6,0.851,15.5 +France,2001,Developing,79,13,3,13.89,3451.185079,28,0,55.2,4,98,9.89,97,0.1,22527.31775,61357431,0.7,0.6,0.849,15.6 +France,2000,Developing,78.8,13,3,13.63,3410.284431,26,10000,54.6,4,98,9.77,97,0.1,22465.64184,6912498,0.7,0.6,0.844,15.7 +Gabon,2015,Developing,66,229,2,,0,8,27,36.3,3,79,,8,2.7,7388.984144,193175,6.1,5.9,0.694,12.6 +Gabon,2014,Developing,65.5,237,2,0.01,715.2816939,7,33,35.8,3,68,3.44,7,2.8,9692.163874,1875713,6.1,6,0.687,12.6 +Gabon,2013,Developing,64.6,255,2,8.86,154.8758879,79,122,35.2,3,77,3.98,79,3.7,9679.742995,1817271,6.2,6.1,0.678,12.5 +Gabon,2012,Developing,63.5,276,2,8.3,805.3925284,82,2,34.6,3,8,3.13,82,4.9,9774.18117,1756817,6.3,6.2,0.669,12.5 +Gabon,2011,Developing,62.8,289,2,8.9,133.5223672,75,2,34.1,3,75,3.12,75,6,1716.2258,169711,6.4,6.3,0.664,12.5 +Gabon,2010,Developing,62.3,294,2,8.85,145.318282,67,1,33.5,3,68,3.41,67,7,8754.113376,16421,6.5,6.4,0.66,12.5 +Gabon,2009,Developing,61.7,31,2,8.64,52.31086276,79,0,33,3,74,3.43,76,8,763.66223,1586754,6.7,6.5,0.652,12.4 +Gabon,2008,Developing,61.6,298,2,8.75,11.05422474,82,3,32.4,3,81,2.54,82,8.9,194.2746,1536411,6.8,6.6,0.651,12.4 +Gabon,2007,Developing,61.6,291,2,9.02,545.4389573,75,0,31.9,3,78,2.86,81,10,8352.81711,1489193,6.9,6.8,0.645,12.4 +Gabon,2006,Developing,61.4,288,2,8.01,40.53719812,52,90,31.4,3,44,2.88,45,10.7,727.777345,1444844,7.1,6.9,0.646,12.4 +Gabon,2005,Developing,65,37,2,7.72,353.2438029,28,0,3.8,3,44,2.76,45,10.9,6741.293948,143126,7.2,7.1,0.64,12.4 +Gabon,2004,Developing,59.7,322,2,8.13,443.4750634,,63,3.3,3,44,3.26,45,11.1,5685.577736,136425,7.4,7.2,0.64,12.3 +Gabon,2003,Developing,59.7,32,2,6.47,352.232365,,0,29.8,3,44,3.48,45,11,4892.11618,1328146,7.5,7.4,0.638,12.3 +Gabon,2002,Developing,59.7,315,2,8.34,22.69039905,,110,29.2,3,44,3.22,45,10.7,412.55271,129449,7.7,7.5,0.636,12.3 +Gabon,2001,Developing,59.8,37,2,9.29,183.6980778,,5129,28.7,3,44,3.23,45,10.1,3976.14887,1262259,7.8,7.7,0.633,12.3 +Gabon,2000,Developing,61,296,2,8.87,218.1727473,,15,28.1,3,44,2.89,45,9.5,4116.46693,1231122,8,7.8,0.637,12.2 +Gambia,2015,Developing,61.1,262,3,,0,97,71,27.3,5,96,,97,1.7,,,7.3,7.2,0.45,8.9 +Gambia,2014,Developing,68,266,3,0.01,0,96,1,26.7,5,97,7.34,96,1.7,,,7.5,7.3,0.449,8.9 +Gambia,2013,Developing,66,266,3,0.01,0,97,0,26,5,96,6.49,97,1.6,,,7.6,7.5,0.445,8.9 +Gambia,2012,Developing,62,269,3,0.01,0,98,0,25.4,5,98,6.12,98,1.4,,,7.8,7.7,0.44,8.8 +Gambia,2011,Developing,59.8,277,3,3.41,0,96,0,24.8,5,95,6.24,96,1.8,,,8,7.9,0.441,8.7 +Gambia,2010,Developing,59.3,284,3,3.48,0,97,2,24.1,6,97,5.75,97,2.1,,,8.2,8.1,0.439,8.8 +Gambia,2009,Developing,59,286,3,2.99,0,97,0,23.5,6,97,5.85,98,2.7,,,8.4,8.3,0.434,8.9 +Gambia,2008,Developing,58.7,287,3,2.79,0,98,0,22.8,6,96,5.95,96,3,,,8.6,8.5,0.426,8.6 +Gambia,2007,Developing,58.5,288,3,2.64,0,97,0,22.2,6,94,5.76,95,3.1,,,8.8,8.7,0.42,8.4 +Gambia,2006,Developing,58.2,288,3,2.93,0,95,0,21.5,6,94,5.52,95,3,,,9,8.9,0.415,8.1 +Gambia,2005,Developing,57.7,294,3,2.26,0,95,0,2.9,6,94,4.97,95,3,,,9.2,9.1,0.412,7.8 +Gambia,2004,Developing,57.3,296,3,2.51,0,95,0,2.3,6,88,4.35,87,2.9,,,9.4,9.3,0.404,7.6 +Gambia,2003,Developing,57,297,3,2.47,0,94,119,19.7,6,87,4.22,87,2.7,,,9.6,9.6,0.395,7.3 +Gambia,2002,Developing,56.6,298,3,2.08,0,92,32,19.1,6,86,3.75,87,2.5,,,9.8,9.8,0.392,7 +Gambia,2001,Developing,56.3,3,3,2.25,0,91,99,18.5,6,85,3.71,87,2.3,,,1,1,0.384,6.8 +Gambia,2000,Developing,55.9,33,3,2.18,0,91,336,18,6,84,3.61,8,2,,,1.2,1.2,0.377,6.5 +Georgia,2015,Developing,74.4,129,1,,0,94,431,56.2,1,91,,94,0.1,3764.64912,37171,2.7,2.8,0.768,13.9 +Georgia,2014,Developing,74.5,125,1,6.13,221.482875,91,3188,55.3,1,91,7.42,91,0.1,4429.6575,3727,2.7,2.8,0.759,13.5 +Georgia,2013,Developing,74.5,128,1,5.91,180.3787034,96,7872,54.4,1,94,7.25,93,0.1,4274.376857,3776,2.7,2.8,0.755,13.5 +Georgia,2012,Developing,74.2,13,1,7.71,158.2576025,92,31,53.6,1,93,8.57,92,0.1,4142.869175,3825,2.6,2.8,0.749,13.4 +Georgia,2011,Developing,73.9,127,1,8.14,198.94876,89,64,52.8,1,88,9.38,94,0.1,3725.63221,3875,2.6,2.8,0.742,13.3 +Georgia,2010,Developing,73.8,132,1,7.24,194.1732658,95,22,52,1,88,1.5,92,0.1,2964.47734,3926,2.6,2.8,0.738,13.3 +Georgia,2009,Developing,73.2,133,1,6.66,18.5314303,54,23,51.3,1,93,1.19,88,0.1,276.588512,3978,2.6,2.8,0.734,12.8 +Georgia,2008,Developing,73.9,128,1,7.17,151.762567,89,56,5.5,1,9,8.99,92,0.1,3174.9491,43,2.6,2.8,0.735,13.1 +Georgia,2007,Developing,74.4,12,1,8.65,106.164686,94,44,49.9,1,88,8.17,98,0.1,2492.12878,482,2.7,2.9,0.722,12.5 +Georgia,2006,Developing,73.9,126,1,6.18,110.1138286,84,334,49.2,1,89,8.39,88,0.1,1872.68416,4136,2.7,2.9,0.714,12.6 +Georgia,2005,Developing,73.9,128,1,4.7,9.444875415,79,1356,48.6,1,82,8.6,82,0.1,153.57521,419,2.8,2.9,0.703,12.2 +Georgia,2004,Developing,72.3,134,1,3.74,7.132564768,64,6847,48.1,1,66,8.53,78,0.1,127.367228,4245,2.8,3,0.694,12 +Georgia,2003,Developing,72.7,132,1,3.36,70.54185252,48,216,47.5,2,74,8.49,75,0.1,928.18227,431,2.9,3,0.684,11.8 +Georgia,2002,Developing,71.7,142,2,2.72,60.55818291,51,199,47,2,89,8.72,84,0.1,779.3845935,4357,2.9,3,0.677,11.8 +Georgia,2001,Developing,73,121,2,2.76,57.10318825,61,35,46.5,2,83,7.82,87,0.1,733.974142,43864,3,3.1,0.673,11.7 +Georgia,2000,Developing,71.8,129,2,3.28,47.81704183,55,50,46,2,81,6.94,8,0.1,691.997711,44183,3.1,3.1,0,11.4 +Germany,2015,Developed,81,68,2,,0,88,2464,62.3,3,94,,95,0.1,41176.88158,81686611,1.1,1.1,0.924,17.1 +Germany,2014,Developed,89,69,2,11.03,941.7562909,88,443,61.9,3,94,11.3,95,0.1,4792.65288,89825,1.1,1.1,0.92,17 +Germany,2013,Developed,86,71,2,10.94,895.8779503,88,1771,61.4,3,94,11.16,95,0.1,4653.91143,864565,1.1,1.1,0.919,16.9 +Germany,2012,Developed,86,71,2,11.18,839.91332,88,166,6.9,3,94,1.99,95,0.1,4465.24891,8425823,1.1,1.1,0.916,16.9 +Germany,2011,Developed,85,74,2,11.2,869.790735,88,1607,6.4,3,94,1.93,95,0.1,4681.32796,8274983,1.1,1.1,0.912,16.8 +Germany,2010,Developed,81,76,2,11.2,7584.078579,88,780,59.9,3,94,11.25,95,0.1,41785.55691,8177693,1.1,1.1,0.907,16.7 +Germany,2009,Developed,80,79,2,11.22,7641.270645,88,574,59.5,3,95,11.4,96,0.1,41732.7725,819237,1.1,1.1,0.906,16.7 +Germany,2008,Developed,79.9,8,2,11.36,8285.264655,87,917,59,3,95,1.39,96,0.1,45699.19832,821197,1.1,1.1,0.903,16.6 +Germany,2007,Developed,79.8,82,3,11.5,7777.556353,86,567,58.5,3,95,1.18,96,0.1,41814.8191,82266372,1.1,1.1,0.898,16.6 +Germany,2006,Developed,79.6,84,3,11.76,6407.535954,87,2307,58,3,94,1.34,96,0.1,36447.87232,82376451,1.1,1.1,0.892,16.5 +Germany,2005,Developed,79.2,85,3,11.67,6012.92584,9,778,57.6,3,95,1.52,96,0.1,34696.6292,82469422,1.1,1.1,0.884,16.4 +Germany,2004,Developed,79.1,86,3,11.83,5842.374765,88,121,57.1,3,96,1.37,96,0.1,34165.9343,8251626,1.1,1.1,0.877,16.4 +Germany,2003,Developed,78.5,9,3,11.92,582.6157028,9,779,56.6,4,96,1.62,97,0.1,3359.95215,82534176,1.1,1.1,0.872,16.3 +Germany,2002,Developed,78.4,91,3,12.25,437.1059663,87,4657,56.1,4,97,1.4,93,0.1,2525.16445,82488495,1.2,1.1,0.867,16.3 +Germany,2001,Developed,78.3,92,3,12.46,4057.637383,86,6024,55.6,4,96,1.15,93,0.1,23687.31689,82349925,1.2,1.1,0.86,16.2 +Germany,2000,Developed,78,95,3,12.91,4238.540035,84,0,55.1,4,94,1.1,9,0.1,23718.7467,8221158,1.2,1.2,0.855,16.2 +Ghana,2015,Developing,62.4,249,37,,0,88,23,28.6,52,88,,88,0.7,1361.11395,27582821,6.2,6.1,0.575,11.4 +Ghana,2014,Developing,62.1,253,37,0.01,97.67794571,98,124,28,54,93,3.56,98,0.8,1432.227943,26962563,6.4,6.3,0.576,11.7 +Ghana,2013,Developing,61.9,254,38,0.01,28.66897829,9,319,27.3,55,91,4.63,9,0.9,1814.492297,26346251,6.6,6.4,0.57,11.5 +Ghana,2012,Developing,61.6,257,39,0.01,151.899429,92,1613,26.7,56,91,4.79,92,0.9,1629.8222,2573349,6.7,6.6,0.563,11.2 +Ghana,2011,Developing,61.2,263,40,1.64,225.2219474,91,120,26.1,58,91,4.81,91,1.3,1574.978653,25121796,6.9,6.8,0.554,10.9 +Ghana,2010,Developing,69,267,40,1.69,195.9824626,94,641,25.5,59,94,5.33,94,1.9,1312.67557,2451214,7.1,7,0.547,10.5 +Ghana,2009,Developing,66,271,41,1.76,30.72290501,94,101,24.9,60,94,5.17,94,2.1,186.76538,2393831,7.3,7.2,0.542,10.4 +Ghana,2008,Developing,63,275,41,1.78,161.0106435,93,82,24.2,61,92,4.85,93,2.2,1224.41554,2329864,7.5,7.4,0.53,9.8 +Ghana,2007,Developing,59.9,28,41,1.25,3.181373629,94,6,23.6,61,94,5.3,94,2.6,19.686718,227212,7.7,7.6,0.519,9.1 +Ghana,2006,Developing,59.4,288,41,1.7,129.0263364,84,420,23,62,84,4.64,84,2.9,922.9351677,22113425,7.9,7.9,0.51,8.7 +Ghana,2005,Developing,58.9,296,41,1.5,78.71123825,84,435,22.4,62,85,4.51,84,3.1,498.172394,215429,8.1,8.1,0.499,8.1 +Ghana,2004,Developing,58.3,34,41,1.46,53.23775977,8,60,21.8,62,81,3.96,8,3.2,423.1936389,2986536,8.4,8.3,0.491,7.7 +Ghana,2003,Developing,57.9,38,41,1.53,31.09435342,8,1939,21.2,63,8,3.12,8,3.4,373.2815537,2446782,8.6,8.5,0.489,7.9 +Ghana,2002,Developing,57.6,31,42,1.6,3.336437969,8,12289,2.7,63,8,3.7,78,3.5,39.484473,19924522,8.8,8.8,0.484,7.6 +Ghana,2001,Developing,57.4,39,42,1.49,25.55981288,,13476,2.1,64,81,3.56,79,3.5,273.6596668,1942165,9,9,0.485,8 +Ghana,2000,Developing,57.2,38,43,1.6,20.65432873,,23068,19.5,65,88,3,88,3.6,263.1124679,18938762,9.2,9.2,0.48,7.7 +Greece,2015,Developing,81,72,0,,0,96,1,66.5,0,99,,99,0.1,187.78991,182883,0.8,0.7,0.865,17.2 +Greece,2014,Developing,88,73,0,7.53,2163.043414,96,1,66,0,99,8.8,99,0.1,21673.7817,1892413,0.8,0.7,0.862,17.2 +Greece,2013,Developing,86,74,0,7.46,2183.106986,98,3,65.4,0,99,9.26,99,0.1,21874.8195,1965211,0.8,0.7,0.86,17.1 +Greece,2012,Developing,84,76,0,8.2,2528.992935,98,3,64.9,0,99,9.24,99,0.1,22242.68193,114511,0.8,0.7,0.858,16.8 +Greece,2011,Developing,85,76,0,8.02,3192.887363,95,40,64.3,0,99,9.77,99,0.1,25916.29353,1114899,0.8,0.7,0.86,16.7 +Greece,2010,Developing,83,76,0,9,3189.754439,95,149,63.7,0,99,9.18,99,0.1,26917.75898,11121341,0.8,0.7,0.859,16.4 +Greece,2009,Developing,80,78,0,9.08,372.6854142,95,2,63.1,0,99,9.76,99,0.1,2971.973,111717,0.8,0.7,0.857,16.2 +Greece,2008,Developing,79.9,77,0,9.51,3682.88717,95,1,62.4,0,99,9.76,99,0.1,31997.2821,1177841,0.8,0.7,0.853,15.9 +Greece,2007,Developing,79.4,8,0,9.67,3632.243121,95,2,61.8,0,99,9.41,99,0.1,28827.32636,1148473,0.8,0.7,0.855,16.4 +Greece,2006,Developing,79.7,77,0,9.42,318.5806628,94,0,61.2,1,98,9.34,98,0.1,2481.15781,112362,0.8,0.7,0.85,16.3 +Greece,2005,Developing,79.3,81,0,9.95,2785.139364,93,122,6.5,1,96,9.36,96,0.1,22551.73574,1987314,0.8,0.7,0.839,15.6 +Greece,2004,Developing,79.2,81,0,9.56,287.6124519,92,1,59.9,1,95,8.3,95,0.1,21955.149,1955141,0.8,0.8,0.83,15.3 +Greece,2003,Developing,79.1,81,0,9.46,2124.921517,92,0,59.2,1,93,8.61,94,0.1,18477.57841,19287,0.8,0.8,0.823,15.2 +Greece,2002,Developing,79,81,1,8.09,160.8897265,91,5,58.6,1,92,8.72,92,0.1,1411.31339,19222,0.8,0.8,0.811,14.6 +Greece,2001,Developing,78.7,83,1,8.62,1403.022211,9,12,58,1,9,8.47,91,0.1,12538.17883,1862132,0.9,0.8,0.801,14.2 +Greece,2000,Developing,78.2,84,1,8.48,122.1823517,89,56,57.4,1,89,7.6,89,0.1,1242.95373,18588,0.9,0.8,0.794,13.9 +Grenada,2015,Developing,73.6,142,0,,0,92,0,48.4,0,99,,92,0.1,9212.192824,,3.8,3.8,0.751,15.8 +Grenada,2014,Developing,73.5,143,0,8.42,789.2764615,97,0,47.4,0,81,6.1,97,0.1,8569.776998,,3.8,3.8,0.749,15.8 +Grenada,2013,Developing,73.3,144,0,8.25,780.4459281,97,0,46.5,0,98,6.15,97,0.1,7955.615985,,3.8,3.8,0.746,15.8 +Grenada,2012,Developing,73.1,146,0,8.07,865.9999782,97,0,45.6,0,98,6.36,97,0.1,7583.1872,,3.8,3.8,0.744,15.8 +Grenada,2011,Developing,72.9,15,0,7.84,11.56715633,94,0,44.7,0,95,6.35,95,0.1,741.48438,,3.8,3.8,0.741,15.8 +Grenada,2010,Developing,72.6,154,0,7.91,145.8401998,97,0,43.9,0,94,6.41,97,0.1,7365.666659,,3.8,3.8,0,15.8 +Grenada,2009,Developing,72.4,158,0,8.42,146.4384488,99,0,43.1,0,99,6.24,99,0.1,7395.88125,,3.8,3.8,0,15.6 +Grenada,2008,Developing,72.1,162,0,8.92,754.9597129,99,0,42.4,0,99,5.76,99,0.1,7946.944346,,3.8,3.9,0,15.4 +Grenada,2007,Developing,71.9,164,0,9.06,95.19375921,96,0,41.8,0,96,5.88,96,0.1,7322.596862,,3.9,3.9,0,15.3 +Grenada,2006,Developing,71.7,167,0,9.06,662.2663687,91,0,41.1,0,91,5.99,91,0.1,6764.722867,,3.9,3.9,0,15.1 +Grenada,2005,Developing,71.5,169,0,8.8,119.5548694,99,0,4.5,0,99,5.5,99,0.1,6754.512393,,3.9,4,0,14.9 +Grenada,2004,Developing,73,187,0,8.43,100.965873,83,0,39.9,0,84,5.24,83,0.1,5836.17763,,4,4,0,14.8 +Grenada,2003,Developing,71.1,173,0,9.75,77.9454329,97,0,39.4,0,98,5.89,97,0.1,5773.73577,,4,4.1,0,14.6 +Grenada,2002,Developing,79,176,0,10.71,513.3465408,98,0,38.8,0,98,6.67,98,0.1,5292.232379,,4.1,4.1,0,14.4 +Grenada,2001,Developing,77,178,0,9.61,81.11355954,96,0,38.2,0,96,7.67,96,0.1,519.958715,,4.2,4.2,0,14.3 +Grenada,2000,Developing,74,182,0,9.4,676.5453878,,0,37.7,0,97,6.62,97,0.1,5117.589923,,4.3,4.2,0,14.1 +Guatemala,2015,Developing,71.9,186,10,,0,74,0,5.6,12,9,,74,0.4,3923.573344,16252429,1.2,1.2,0.637,10.7 +Guatemala,2014,Developing,71.7,187,10,1.88,657.5282797,73,0,49.9,13,65,6.2,73,0.4,3687.763767,15923559,1.2,1.2,0.614,10.7 +Guatemala,2013,Developing,71.4,189,11,1.93,582.1469583,85,0,49.3,13,84,6.3,85,0.4,3452.828934,15596214,1.2,1.2,0.611,10.7 +Guatemala,2012,Developing,71.3,189,11,2.02,484.7187892,96,0,48.6,13,94,6.33,96,0.4,3299.65139,1527156,1.2,1.2,0.616,10.6 +Guatemala,2011,Developing,71.1,193,11,2.16,457.7745845,88,0,47.9,14,88,6.28,88,0.4,3187.845296,14948919,1.2,1.2,0.609,10.5 +Guatemala,2010,Developing,77,196,12,2.14,443.3248254,94,0,47.2,14,94,6.64,94,0.4,2825.5247,1463417,1.3,1.3,0.602,10.5 +Guatemala,2009,Developing,76,198,12,2.14,445.4423371,92,0,46.5,15,92,6.79,92,0.4,2635.753474,1431628,1.3,1.3,0.596,10.4 +Guatemala,2008,Developing,79,19,13,2.21,472.2234994,95,0,45.9,15,96,6.65,95,0.4,2794.22189,146366,1.3,1.3,0.589,10.4 +Guatemala,2007,Developing,75,192,13,2.4,380.9632429,85,0,45.2,16,85,6.86,85,0.4,2489.955836,137286,1.3,1.3,0.578,10.1 +Guatemala,2006,Developing,69.7,24,14,2.38,352.0244894,89,0,44.5,17,9,7.7,89,0.4,2256.56724,133978,1.4,1.4,0.57,9.8 +Guatemala,2005,Developing,69.2,28,14,2.35,41.50845637,87,0,43.8,18,87,6.79,87,0.4,277.83438,139628,1.4,1.4,0.567,9.6 +Guatemala,2004,Developing,69.6,21,15,2.4,288.4016258,,0,43.1,18,88,6.77,87,0.4,1872.73783,12796925,1.4,1.4,0.564,9.3 +Guatemala,2003,Developing,69.4,24,15,2.45,249.3262948,,0,42.4,19,84,6.88,84,0.4,1753.349471,125478,1.4,1.4,0.56,9 +Guatemala,2002,Developing,69.3,21,16,2.41,25.25040918,,0,41.7,20,82,6.71,82,0.3,171.771491,1228848,1.5,1.5,0.553,8.8 +Guatemala,2001,Developing,68.4,211,16,2.53,225.0619956,,0,41.1,20,78,6.76,77,0.3,1568.376276,11924946,1.5,1.5,0.546,8.5 +Guatemala,2000,Developing,67.7,221,17,2.63,238.7369808,,0,4.4,21,8,5.25,81,0.2,1655.596261,1165743,1.6,1.6,0.539,8.2 +Guinea,2015,Developing,59,284,26,,0,54,243,23.3,40,42,,54,0.5,554.48766,1291533,7.3,7.3,0.414,8.8 +Guinea,2014,Developing,58.1,299,27,0.01,50.57976483,51,175,22.7,41,42,5.64,51,0.5,561.997387,118559,7.5,7.4,0.412,8.6 +Guinea,2013,Developing,58.8,284,27,0.01,5.140668848,63,53,22.2,41,63,5.49,63,1,54.169324,11536615,7.7,7.6,0.406,8.5 +Guinea,2012,Developing,58.4,288,28,0.01,4.344930862,62,6,21.7,42,63,5.39,62,1.9,52.3485646,11281469,7.8,7.8,0.396,8.5 +Guinea,2011,Developing,58.1,29,28,0.22,42.2547904,63,11,21.2,43,63,4.73,63,2,459.2912,113517,8,8,0.385,8.4 +Guinea,2010,Developing,57.8,291,29,0.2,29.74734049,64,45,2.8,44,62,4.55,64,2.2,438.7513346,179417,8.2,8.2,0.38,8.3 +Guinea,2009,Developing,57.3,297,29,0.18,24.84763562,57,264,2.3,46,6,3.85,57,2.3,436.6895539,1556524,8.4,8.4,0.376,8.1 +Guinea,2008,Developing,56.8,33,30,0.21,19.68510257,57,89,19.8,47,59,3.21,6,2.3,437.4467238,1323142,8.6,8.6,0.371,7.9 +Guinea,2007,Developing,56.4,36,31,0.19,1.399626733,57,3,19.4,48,46,3.8,63,2.4,49.456775,196727,8.9,8.8,0.364,7.6 +Guinea,2006,Developing,55.6,317,31,0.16,10.3839337,,4,19,49,53,3.2,57,2.6,296.68382,9881428,9.1,9.1,0.356,7.1 +Guinea,2005,Developing,54.7,327,32,0.21,1.099665984,,99,18.5,51,59,2.82,59,2.7,33.424498,9679745,9.3,9.3,0.346,6.6 +Guinea,2004,Developing,54,334,33,0.34,18.93011259,,10,18.1,53,65,3.14,6,2.8,386.3288283,949229,9.5,9.5,0.325,5.1 +Guinea,2003,Developing,53.3,338,34,0.18,2.39524067,,2497,17.7,55,61,3.45,57,2.9,37.1931781,939848,9.7,9.7,0.338,5.9 +Guinea,2002,Developing,52.9,337,35,0.21,21.3378184,,2151,17.3,56,56,3.76,53,3,322.811171,9137345,9.9,9.9,0.329,5.5 +Guinea,2001,Developing,52.5,336,36,0.17,19.89790929,,7408,16.9,58,52,3.65,5,3,315.83983,8971139,1.1,1.1,0.322,5.1 +Guinea,2000,Developing,52.5,328,37,0.17,2.215986136,,11294,16.6,60,47,3.46,46,3,34.516918,888546,1.3,1.3,0.316,4.8 +Guinea-Bissau,2015,Developing,58.9,275,4,,0,87,153,26.3,6,87,,87,3.2,596.8717189,177526,7.1,7,0.421,9.2 +Guinea-Bissau,2014,Developing,58.4,282,4,0.01,50.06053544,87,1,25.6,6,87,5.59,87,3.4,642.6256154,1725744,7.3,7.1,0.419,9.2 +Guinea-Bissau,2013,Developing,58.1,279,4,0.01,8.20063742,87,0,25,6,87,6.14,87,4.5,61.566347,1681495,7.5,7.3,0.415,9.1 +Guinea-Bissau,2012,Developing,57.6,285,4,0.01,0.948526366,87,0,24.3,6,87,5.96,87,5.3,67.7518833,1638139,7.7,7.5,0.416,9.1 +Guinea-Bissau,2011,Developing,57.1,289,4,3.57,40.45367358,86,0,23.7,7,85,5.46,86,5.7,692.69989,1596154,7.8,7.7,0.41,9 +Guinea-Bissau,2010,Developing,56.7,287,4,3.21,53.30782696,83,26,23.1,7,82,6.7,83,5.9,543.957418,155588,8,7.9,0.405,8.9 +Guinea-Bissau,2009,Developing,56.3,288,4,2.55,47.12969266,8,0,22.5,7,78,6.81,8,6,544.222779,1517448,8.3,8.1,0.401,8.9 +Guinea-Bissau,2008,Developing,55.6,297,5,2.64,28.30191127,,12,21.9,7,77,6.5,77,6,583.5445622,148841,8.5,8.4,0.398,8.8 +Guinea-Bissau,2007,Developing,55,32,5,2.98,31.06932595,,1,21.3,7,76,6.1,74,5.7,481.694976,1445958,8.7,8.6,0.394,8.8 +Guinea-Bissau,2006,Developing,54.4,36,5,3.22,21.53374936,,0,2.7,8,74,5.87,71,5.6,418.94454,1412669,8.9,8.8,0.388,8.3 +Guinea-Bissau,2005,Developing,53.9,37,5,3.1,22.09757984,,0,2.1,8,73,5.72,68,5.4,424.9534585,138838,9.2,9,0,8 +Guinea-Bissau,2004,Developing,53.5,38,5,2.58,13.52999556,,3526,19.6,8,69,5.41,64,5,393.3138244,135345,9.4,9.3,0,7.7 +Guinea-Bissau,2003,Developing,53,38,5,2.16,2.527115422,,1158,19,8,65,5.62,6,4.6,36.5718585,132122,9.6,9.5,0,7.4 +Guinea-Bissau,2002,Developing,52.8,35,5,2.47,24.65761755,,298,18.5,8,61,5.84,57,4.1,321.481324,1293523,9.8,9.7,0,7.1 +Guinea-Bissau,2001,Developing,52.5,32,5,2.55,0.868708478,,126,17.9,9,56,5.4,53,3.6,39.486749,1267512,1,1,0,6.7 +Guinea-Bissau,2000,Developing,52.1,3,5,2.84,6.699418747,,0,17.4,9,52,4.94,49,3.1,297.7519443,1243229,1.2,1.2,0,6.4 +Guyana,2015,Developing,66.2,215,0,,0,95,0,46.7,1,92,,95,0.3,4136.689919,768514,5.5,5.3,0.638,10.3 +Guyana,2014,Developing,66,217,0,7.64,4.141293345,98,0,45.9,1,97,5.25,98,0.3,43.82321,763393,5.5,5.3,0.636,10.3 +Guyana,2013,Developing,65.9,218,0,7.56,345.9044258,98,0,45,1,98,5.1,98,0.3,3944.178173,75881,5.5,5.3,0.633,10.3 +Guyana,2012,Developing,65.8,22,0,7.57,497.4719464,97,0,44.1,1,97,6.57,97,0.3,3785.935665,75391,5.6,5.3,0.63,10.6 +Guyana,2011,Developing,65.6,229,0,7.56,536.2332523,93,0,43.2,1,93,6.8,93,0.4,3439.597513,7491,5.6,5.3,0.624,10.3 +Guyana,2010,Developing,65.9,221,0,7.52,48.02859441,95,0,42.4,1,95,6.6,95,0.4,326.281212,746556,5.6,5.3,0.618,10.2 +Guyana,2009,Developing,66.1,218,0,7.49,466.6693698,98,0,41.6,1,97,7.32,98,0.3,2716.35256,745693,5.6,5.4,0.618,10.5 +Guyana,2008,Developing,66.3,218,1,7.32,493.3279293,93,0,4.9,1,93,7.46,93,0.8,2576.124957,746314,5.6,5.4,0.618,10.7 +Guyana,2007,Developing,65.7,232,1,7.2,362.8702271,94,0,4.3,1,94,6.45,94,1.9,2327.58324,747869,5.7,5.5,0.62,11.2 +Guyana,2006,Developing,65.2,24,1,7.04,170.6325842,93,0,39.6,1,92,4.67,93,1.1,1945.6395,74961,5.7,5.5,0.622,11.7 +Guyana,2005,Developing,65,238,1,7.35,17.46405901,93,0,39,1,93,5.83,93,1.8,198.455216,75946,5.7,5.5,0.619,11.4 +Guyana,2004,Developing,65.1,237,1,7.84,1.776181042,91,0,38.4,1,91,5.73,91,1.9,145.58861,751652,5.8,5.6,0.613,11.2 +Guyana,2003,Developing,65.3,237,1,7.93,16.47949015,9,0,37.8,1,91,5.97,9,2.1,986.7958173,751857,5.8,5.6,0.611,11.1 +Guyana,2002,Developing,65.3,244,1,7.73,10.9363388,91,0,37.1,1,93,5.84,91,2.3,96.8674827,751884,5.9,5.7,0.609,11 +Guyana,2001,Developing,65.4,247,1,6.71,15.54978677,85,0,36.4,1,9,5.82,85,1.7,925.582546,752263,5.9,5.7,0.606,10.9 +Guyana,2000,Developing,65.4,246,1,6.63,16.75480888,,0,35.7,1,79,5.85,88,1.1,946.599372,75331,5.9,5.8,0.602,10.9 +Haiti,2015,Developing,63.5,24,14,,0,6,0,49.9,18,56,,6,0.5,814.5463952,171161,3.9,3.9,0.49,9.1 +Haiti,2014,Developing,63.1,245,14,0.01,5.103249438,48,0,48.8,19,55,7.56,48,0.5,83.1148117,1572466,3.9,3.9,0.487,9.1 +Haiti,2013,Developing,62.7,253,14,5.68,4.989712322,68,0,47.7,19,67,8.1,68,0.5,81.265673,1431776,3.9,3.9,0.483,9.1 +Haiti,2012,Developing,62.3,259,15,5.68,26.37942542,,0,46.5,20,67,9.88,67,0.8,766.8437623,128921,3.9,3.9,0.477,8.9 +Haiti,2011,Developing,62.3,259,15,5.68,4.106484317,,0,45.3,20,67,1.41,68,1.5,74.9358452,114554,4,4,0.47,8.7 +Haiti,2010,Developing,36.3,682,23,5.76,36.2929176,,0,44.2,58,66,8.9,66,1.9,662.2795182,9999617,4,4,0.47,8.6 +Haiti,2009,Developing,62.5,251,16,5.85,41.30079452,,0,43,21,65,6.68,65,2,668.297646,985287,4.1,4.1,0.466,8.5 +Haiti,2008,Developing,62.1,259,16,5.95,63.83195683,,0,41.8,22,64,5.92,63,2.4,674.7564147,97529,4.2,4.2,0.462,8.4 +Haiti,2007,Developing,61.8,266,17,6.08,56.77858733,,0,4.7,23,62,5.56,63,2.7,615.8198192,9556889,4.2,4.2,0.458,8.4 +Haiti,2006,Developing,61.1,28,17,6.18,6.995556386,,0,39.6,23,61,5.7,6,3.3,55.47626,949457,4.3,4.3,0.455,8.3 +Haiti,2005,Developing,65,29,17,5.57,38.10904264,,0,38.5,24,6,4.41,6,3.9,465.311876,926344,4.4,4.4,0.452,8.2 +Haiti,2004,Developing,58.7,32,18,6.1,64.39853344,,0,37.5,24,58,5.61,55,4.3,387.9429725,9119178,4.5,4.5,0.45,8.1 +Haiti,2003,Developing,59.7,3,18,6.64,44.25687135,,0,36.5,25,56,5.32,53,4.6,329.782946,8976552,4.5,4.6,0.447,8.1 +Haiti,2002,Developing,59.3,33,19,6.1,50.28558223,,0,35.6,26,54,5.47,48,4.8,393.16327,8834733,4.6,4.7,0.444,8 +Haiti,2001,Developing,58.9,35,19,6.22,60.77815868,,159,34.8,27,52,5.63,45,5,413.7383164,8692567,4.7,4.7,0.443,7.9 +Haiti,2000,Developing,58.6,35,20,4.79,74.46033036,,992,34,28,5,6.6,41,5.1,462.486524,85492,4.8,4.8,0.439,7.8 +Honduras,2015,Developing,74.6,147,3,,0,97,0,51,4,97,,97,0.3,2326.15856,896829,2.1,2.1,0.623,11.2 +Honduras,2014,Developing,74.5,149,3,2.87,345.3776344,97,0,5.2,4,97,8.72,97,0.3,2242.711912,889216,2.1,2.1,0.618,11.4 +Honduras,2013,Developing,74.3,15,4,3.11,311.7553193,97,0,49.3,4,97,9.15,97,0.4,2136.77395,8657785,2.2,2.1,0.614,11.6 +Honduras,2012,Developing,74.1,151,4,3.11,363.5721644,97,0,48.4,4,97,9.78,97,0.4,2178.38325,855646,2.2,2.1,0.614,11.6 +Honduras,2011,Developing,73.9,153,4,3.1,32.16407994,97,0,47.6,5,97,8.57,97,0.4,212.584798,83516,2.2,2.2,0.611,11.7 +Honduras,2010,Developing,73.6,156,4,3.1,302.1057507,97,0,46.8,5,97,8.45,97,0.4,1932.85829,8194778,2.3,2.2,0.606,11.5 +Honduras,2009,Developing,73.4,157,4,3.08,286.1211446,97,0,45.9,5,97,8.84,97,0.5,1815.489496,83521,2.3,2.2,0.603,11.3 +Honduras,2008,Developing,73.2,159,4,3.14,231.9112915,92,0,45.1,5,93,8.4,93,0.6,1751.595857,7872658,2.3,2.3,0.597,11.1 +Honduras,2007,Developing,73,16,5,3.16,222.4823338,93,0,44.3,6,94,7.89,94,0.7,1592.572182,777972,2.4,2.3,0.59,10.9 +Honduras,2006,Developing,72.8,161,5,3.23,192.9297829,94,0,43.5,6,94,7.63,95,0.8,1437.628785,754146,2.4,2.4,0.583,10.8 +Honduras,2005,Developing,72.5,163,5,3.23,203.7134882,97,0,42.8,6,98,7.81,98,0.9,1311.741714,737343,2.5,2.4,0.577,10.6 +Honduras,2004,Developing,72.2,165,5,3.02,188.2499208,93,0,42,7,94,7.89,94,1.2,1217.657961,724153,2.6,2.5,0.571,10.4 +Honduras,2003,Developing,71.9,166,6,3.04,194.4335736,91,0,41.2,7,92,8.29,92,1.4,1157.3427,733821,2.6,2.5,0.566,10.3 +Honduras,2002,Developing,71.6,169,6,3.09,154.8636161,94,0,4.4,7,95,7.28,95,1.5,1132.8721,6863157,2.7,2.6,0.561,10.1 +Honduras,2001,Developing,71.3,171,6,2.74,15.36175284,95,0,39.6,8,99,6.88,96,1.6,113.4546,669361,2.7,2.7,0.557,9.9 +Honduras,2000,Developing,71,174,6,2.61,28.80831098,93,0,38.8,8,88,6.63,94,1.7,188.783165,6524283,2.8,2.7,0.551,9.8 +Hungary,2015,Developed,75.8,134,0,,0,,0,64.8,0,99,,99,0.1,12365.6263,984328,1.6,1.6,0.834,15.6 +Hungary,2014,Developed,75.6,137,0,0.01,160.9449342,,0,64.2,0,99,7.4,99,0.1,14117.97668,9866468,1.7,1.6,0.834,15.8 +Hungary,2013,Developed,75.5,139,0,10.88,155.1952076,,1,63.6,1,99,7.53,99,0.1,13613.6147,989382,1.7,1.7,0.824,15.4 +Hungary,2012,Developed,75,146,0,11.27,164.2793407,,2,63,1,99,7.74,99,0.1,12834.32349,992362,1.7,1.7,0.823,15.4 +Hungary,2011,Developed,74.8,15,0,11.51,17.82121883,,5,62.4,1,99,7.84,99,0.1,1448.87958,9971727,1.7,1.7,0.821,15.4 +Hungary,2010,Developed,74.5,156,0,10.78,19.22023996,,0,61.7,1,99,7.85,99,0.1,1325.53379,123,1.8,1.8,0.817,15.3 +Hungary,2009,Developed,74.2,162,0,11.46,1281.155944,,1,61.1,1,99,7.55,99,0.1,12967.16543,12265,1.8,1.8,0.816,15.3 +Hungary,2008,Developed,74.1,165,1,11.64,181.7634078,,0,6.5,1,99,7.33,99,0.1,15669.25929,138188,1.9,1.9,0.812,15.3 +Hungary,2007,Developed,73.5,176,1,12.55,163.3433278,,0,59.9,1,99,7.51,99,0.1,13842.6549,15578,1.9,1.9,0.809,15.3 +Hungary,2006,Developed,73.4,177,1,13.16,1299.459306,,1,59.3,1,99,8.1,99,0.1,11398.76584,17137,2,2,0.802,15.2 +Hungary,2005,Developed,72.9,182,1,12.94,1317.08348,,2,58.8,1,99,8.28,99,0.1,11161.72441,18765,2,2,0.795,15 +Hungary,2004,Developed,72.9,18,1,13.28,146.8608016,,0,58.2,1,99,8.8,99,0.1,1259.5266,117146,2.1,2.1,0.793,15.3 +Hungary,2003,Developed,72.5,184,1,13.24,1030.220271,,0,57.6,1,99,8.42,99,0.1,8396.25323,1129552,2.1,2.1,0.784,14.9 +Hungary,2002,Developed,72.5,184,1,13.29,8.98619805,,0,57.1,1,98,7.47,99,0.1,665.6443,115868,2.2,2.2,0.775,14.6 +Hungary,2001,Developed,72.3,185,1,13.18,7.601092416,,20,56.6,1,99,7.11,99,0.1,527.85364,1187576,2.2,2.2,0.769,14.2 +Hungary,2000,Developed,71.7,193,1,12.22,75.36251406,,1,56.1,1,99,7.6,99,0.1,4623.46712,121971,2.3,2.3,0.761,13.9 +Iceland,2015,Developed,82.7,49,0,,0,,0,61,0,92,,92,0.1,5734.4436,33815,1,0.9,0.919,19 +Iceland,2014,Developed,82.5,49,0,7.45,8254.020763,,0,6.6,0,9,8.86,9,0.1,52473.11356,327386,1,0.9,0.915,19 +Iceland,2013,Developed,82.4,5,0,7.31,764.5440691,,0,6.2,0,91,8.75,91,0.1,4781.3888,323764,1,0.9,0.907,19 +Iceland,2012,Developed,82.5,5,0,7.81,6818.546407,,0,59.7,0,89,8.68,89,0.1,44333.8518,32716,1,0.9,0.901,18.7 +Iceland,2011,Developed,82.1,51,0,8.13,7.0480925,,0,59.3,0,95,8.65,95,0.1,46.217,31914,0.9,0.9,0.894,18.6 +Iceland,2010,Developed,81.8,53,0,8.25,6005.575763,,0,58.9,0,96,8.86,96,0.1,41676.44527,31841,0.9,0.9,0.894,18.4 +Iceland,2009,Developed,81.6,55,0,10.22,687.5776358,,0,58.5,0,96,9.12,96,0.1,4461.89251,318499,0.9,0.9,0.894,18.4 +Iceland,2008,Developed,81.4,58,0,8.49,7613.814999,,0,58.1,0,98,8.8,98,0.1,55575.29196,317414,0.9,0.9,0.892,18.2 +Iceland,2007,Developed,81.3,59,0,7.53,12042.97366,,0,57.8,0,97,8.75,97,0.1,68348.31817,311566,0.9,0.9,0.887,18.2 +Iceland,2006,Developed,81.1,61,0,7.2,1003.139804,,0,57.4,0,97,8.96,97,0.1,5613.54115,33782,0.9,0.9,0.884,18.1 +Iceland,2005,Developed,81,62,0,7.05,10631.20379,,0,56.9,0,95,9.21,95,0.1,56249.7555,296734,0.9,0.9,0.879,17.9 +Iceland,2004,Developed,88,65,0,6.79,8506.101443,,0,56.5,0,99,9.59,99,0.1,46917.27216,29274,1,0.9,0.873,18.3 +Iceland,2003,Developed,87,65,0,6.61,725.4853161,,0,55.9,0,97,1.7,97,0.1,3944.999,289521,1,0.9,0.866,17.6 +Iceland,2002,Developed,84,7,0,6.61,5948.096777,,0,55.4,0,95,9.86,95,0.1,31996.2172,287523,1,0.9,0.859,17.2 +Iceland,2001,Developed,80,72,0,6.37,5048.274426,,0,54.8,0,92,9.12,92,0.1,28585.9254,284968,1,0.9,0.854,17.1 +Iceland,2000,Developed,79.7,74,0,6.17,5809.12199,,0,54.2,0,98,9.28,98,0.1,31813.37344,28125,1,0.9,0.847,16.8 +India,2015,Developing,68.3,181,910,,0,87,90387,18.7,1100,86,,87,0.2,1613.18878,1395398,26.7,27.3,0.615,11.6 +India,2014,Developing,68,184,957,3.07,86.52153895,79,79563,18.1,1200,84,4.69,85,0.2,1573.11889,1293859294,26.8,27.4,0.607,11.6 +India,2013,Developing,67.6,187,1000,3.11,67.67230438,7,13822,17.5,1300,82,4.53,83,0.2,1452.195373,127856227,26.8,27.5,0.599,11.5 +India,2012,Developing,67.3,19,1100,3.1,64.96964491,73,18668,17,1400,79,4.39,82,0.2,1446.98541,126365852,26.9,27.6,0.59,11.3 +India,2011,Developing,66.8,193,1100,3,64.6059005,44,33634,16.4,1500,79,4.33,82,0.2,1461.671957,124723629,26.9,27.7,0.58,10.8 +India,2010,Developing,66.4,196,1200,2.77,57.73359864,38,31458,15.9,1600,76,4.28,79,0.2,1345.77153,12398691,27,27.8,0.569,10.4 +India,2009,Developing,66,2,1300,2.5,0.844186331,37,56188,15.4,1700,73,4.38,74,0.2,19.317765,121427132,27,27.8,0.563,10.5 +India,2008,Developing,65.5,23,1300,1.93,43.03043312,29,44258,14.9,1800,69,4.34,7,0.3,991.484634,119714696,27,27.9,0.556,10.2 +India,2007,Developing,65.2,26,1400,1.59,5.234770324,6,41144,14.4,1900,67,4.23,64,0.3,118.166373,1179681239,27.1,28,0.546,9.9 +India,2006,Developing,64.8,28,1500,1.37,34.85942671,6,64185,13.9,2000,66,4.25,65,0.3,792.259698,1161977719,27.1,28,0.536,9.7 +India,2005,Developing,64.4,211,1500,1.27,3.5096369,8,36711,13.5,2000,65,4.28,65,0.3,77.819,1144118674,27.2,28.1,0.526,9.4 +India,2004,Developing,64,214,1600,1.2,27.33800857,6,55443,13,2100,58,4.22,63,0.3,621.3183767,1126135777,27.2,28.2,0.518,9.2 +India,2003,Developing,63.7,216,1700,1.19,19.4808682,,47147,12.6,2200,57,4.3,61,0.3,541.1352279,11827848,27.3,28.3,0.505,8.6 +India,2002,Developing,63.3,219,1700,1.1,17.81205644,,40044,12.2,2300,58,4.4,59,0.3,466.2842,18987112,27.4,28.4,0.499,8.4 +India,2001,Developing,62.9,222,1800,1,19.00340606,,51780,11.8,2400,58,4.5,59,0.3,447.138966,171477855,27.5,28.5,0.494,8.3 +India,2000,Developing,62.5,224,1800,0.93,19.26615743,,38835,11.4,2500,57,4.26,58,0.3,438.864634,1535912,27.7,28.6,0.489,8.3 +Indonesia,2015,Developing,69.1,176,114,,0,78,15099,27.4,136,8,,78,0.3,3336.16686,258162113,1.4,1.2,0.686,12.9 +Indonesia,2014,Developing,68.9,179,119,0.09,200.0684443,78,12943,26.5,142,8,2.85,78,0.3,3491.595887,255131116,1.4,1.2,0.682,12.9 +Indonesia,2013,Developing,68.7,181,124,0.09,22.8478308,85,8419,25.6,148,86,2.93,85,0.3,362.663981,25232263,1.5,1.3,0.677,12.9 +Indonesia,2012,Developing,68.5,183,129,0.08,254.4688257,83,15489,24.7,154,84,2.9,83,0.3,3687.953996,248883232,1.5,1.4,0.669,12.6 +Indonesia,2011,Developing,68.3,185,134,0.08,211.8783404,81,21893,23.8,161,81,2.71,81,0.3,3634.27685,24577511,1.6,1.5,0.662,12.3 +Indonesia,2010,Developing,68.1,187,138,0.08,190.5453646,83,18869,22.9,167,82,2.74,81,0.3,3113.48635,242524123,1.6,1.5,0.656,12.1 +Indonesia,2009,Developing,67.9,189,143,0.08,125.7980678,82,20818,22.1,174,85,2.83,78,0.3,2254.44566,23934478,1.7,1.6,0.645,11.7 +Indonesia,2008,Developing,67.7,189,149,0.07,10.26341108,82,15369,21.3,181,83,2.81,77,0.2,216.52766,236159276,1.7,1.7,0.641,11.7 +Indonesia,2007,Developing,67.5,19,154,0.06,102.633435,76,19456,2.5,188,77,3.1,73,0.2,1855.93915,232989141,1.8,1.7,0.638,11 +Indonesia,2006,Developing,67.3,191,159,0.06,72.0159316,66,20422,19.7,194,78,2.91,72,0.1,1586.254,22983822,1.8,1.8,0.632,10.9 +Indonesia,2005,Developing,67.2,19,163,0.06,5.381782562,65,15853,19,201,79,2.79,72,0.1,126.928834,22671273,1.9,1.9,0.629,11.1 +Indonesia,2004,Developing,65.3,213,174,0.06,55.36107207,64,29171,18.2,237,79,2.37,71,0.1,1148.56996,223614649,1.9,1.9,0.624,11 +Indonesia,2003,Developing,66.9,189,173,0.05,8.460155758,64,24457,17.5,215,8,2.53,71,0.1,164.59447,22545214,1.9,11,0.613,10.8 +Indonesia,2002,Developing,66.7,189,177,0.05,43.17867291,63,14492,16.7,222,8,2.27,7,0.1,899.5556857,2175859,11,11.1,0.608,10.6 +Indonesia,2001,Developing,66.5,188,182,0.06,33.95837125,62,3825,16,229,77,2.23,76,0.1,747.9817455,2145652,11,11.1,0.604,10.6 +Indonesia,2000,Developing,66.3,188,187,0.06,3.43334364,65,3344,15.4,237,72,1.98,75,0.1,78.92744,21154429,11,11.2,0.597,10.7 +Iran (Islamic Republic of),2015,Developing,75.5,83,18,,0,98,615,59.7,21,98,,98,0.1,,,8.5,8.6,0.774,14.8 +Iran (Islamic Republic of),2014,Developing,75.4,83,19,0.01,0,99,99,58.5,22,99,6.89,99,0.1,,,8.3,8.4,0.77,14.9 +Iran (Islamic Republic of),2013,Developing,75.3,83,20,0.01,0,99,189,57.2,23,98,6.49,98,0.1,,,8.2,8.3,0.769,15 +Iran (Islamic Republic of),2012,Developing,75.1,85,21,0.01,0,98,332,56,24,99,6.98,99,0.1,,,8,8.2,0.755,13.6 +Iran (Islamic Republic of),2011,Developing,74.7,93,22,0.03,0,99,73,54.8,25,99,7.12,99,0.1,,,7.9,8.1,0.745,13.1 +Iran (Islamic Republic of),2010,Developing,74.1,16,22,0.03,0,99,538,53.6,26,99,8.2,99,0.1,,,7.8,8,0.735,12.9 +Iran (Islamic Republic of),2009,Developing,73.3,122,23,0.03,0,99,262,52.5,27,99,7.63,99,0.1,,,7.7,7.9,0.728,12.8 +Iran (Islamic Republic of),2008,Developing,72.7,135,24,0.02,0,99,127,51.4,28,99,6.28,99,0.1,,,7.6,7.8,0.716,12.1 +Iran (Islamic Republic of),2007,Developing,72.4,138,25,0.02,0,97,133,5.4,29,98,5.84,99,0.1,,,7.5,7.8,0.704,11.8 +Iran (Islamic Republic of),2006,Developing,72.2,139,26,0.02,0,98,220,49.4,30,99,5.95,98,0.1,,,7.4,7.7,0.692,11.4 +Iran (Islamic Republic of),2005,Developing,72,139,27,0.01,0,94,7,48.5,32,95,6.6,95,0.1,,,7.4,7.7,0.687,11.4 +Iran (Islamic Republic of),2004,Developing,71.8,139,28,0.01,0,95,3,47.6,33,98,5.89,99,0.1,,,7.4,7.7,0.686,11.8 +Iran (Islamic Republic of),2003,Developing,75,154,29,0.01,0,98,11644,46.9,35,99,5.42,99,0.1,,,7.5,7.7,0.679,11.8 +Iran (Islamic Republic of),2002,Developing,71.2,142,31,0.01,0,99,9554,46.2,37,99,5.39,99,0.1,,,7.6,7.7,0.674,11.9 +Iran (Islamic Republic of),2001,Developing,78,146,33,0.01,0,94,9582,45.5,40,95,5.2,96,0.1,,,7.7,7.8,0.666,11.6 +Iran (Islamic Republic of),2000,Developing,73,15,35,0.01,0,99,11874,44.9,43,99,4.47,99,0.1,,,7.8,7.9,0.66,11.6 +Iraq,2015,Developing,68.9,182,32,,0,56,1433,59.1,38,63,,58,0.1,4974.2693,36115649,5.3,5.1,0.649,10.1 +Iraq,2014,Developing,67.9,199,32,0.01,43.5240801,62,1317,58.5,39,67,5.54,64,0.1,673.74737,3568,5.3,5.1,0.658,10.1 +Iraq,2013,Developing,69.5,17,32,0.01,447.3695001,66,669,57.8,39,7,5.92,68,0.1,6925.22446,33883145,5.3,5.1,0.659,10.3 +Iraq,2012,Developing,76,147,32,0.01,429.6625083,61,15,57.2,39,7,5.26,69,0.1,6651.12242,32776571,5.3,5.1,0.656,10.5 +Iraq,2011,Developing,77,144,32,0.17,285.119726,77,15,56.5,39,8,3.32,79,0.1,5854.614497,3172753,5.3,5.1,0.649,10.4 +Iraq,2010,Developing,76,145,32,0.19,21.82252494,72,492,55.8,39,74,3.82,74,0.1,452.74948,376271,5.3,5.1,0.646,10.4 +Iraq,2009,Developing,74,148,32,0.2,185.6366983,75,30328,55.2,39,78,4.65,78,0.1,3735.144836,29894652,5.4,5.1,0.643,10.3 +Iraq,2008,Developing,69.3,167,32,0.17,192.1562998,66,5494,54.5,38,71,3.93,69,0.1,4521.3247,29111417,5.4,5.1,0.638,10.3 +Iraq,2007,Developing,65.9,227,31,0.14,146.7606488,56,230,53.8,38,74,3.69,57,0.1,3129.224922,2839433,5.4,5.1,0.636,10.2 +Iraq,2006,Developing,64.7,249,31,0.03,75.25799773,59,474,53.2,38,63,3,59,0.1,2351.812429,27697912,5.4,5.1,0.631,10.2 +Iraq,2005,Developing,66.8,29,31,0.18,59.18845152,65,908,52.5,37,69,4.13,65,0.1,1849.63911,278426,5.4,5.2,0.628,10.1 +Iraq,2004,Developing,67.2,21,30,0.32,44.12059646,62,9081,51.9,37,69,5.61,74,0.1,1391.816923,2631669,5.4,5.2,0.603,9.8 +Iraq,2003,Developing,66.5,213,30,0.07,0,63,0,51.3,37,73,4.36,75,0.1,,25627626,5.5,5.2,0.616,9.4 +Iraq,2002,Developing,74,14,30,0.15,0,65,0,5.6,37,76,,77,0.1,,24939299,5.5,5.3,0.614,9.1 +Iraq,2001,Developing,72,142,30,0.17,0,66,4088,5.1,37,8,,78,0.1,,24251649,5.6,5.3,0.607,8.7 +Iraq,2000,Developing,70,144,30,0.2,0,67,726,49.5,37,83,,8,0.1,,23565413,5.6,5.4,0.603,8.6 +Ireland,2015,Developed,81.4,64,0,,0,95,4,62.8,0,95,,95,0.1,6664.144,4676835,0.3,0.2,0.92,18.6 +Ireland,2014,Developed,81.2,66,0,10.75,746.3670453,95,33,62.1,0,96,7.78,96,0.1,5553.32623,4617225,0.3,0.2,0.91,18.6 +Ireland,2013,Developed,81,67,0,10.49,703.5527332,95,51,61.3,0,96,8.1,96,0.1,5234.76736,4598294,0.3,0.2,0.902,18.6 +Ireland,2012,Developed,85,69,0,11.49,6616.695125,95,107,6.5,0,95,8.32,95,0.1,49231.36254,4586897,0.3,0.2,0.895,18.5 +Ireland,2011,Developed,84,7,0,11.72,6386.95437,95,285,59.7,0,95,8.15,95,0.1,52567.52568,4576794,0.3,0.2,0.909,18.5 +Ireland,2010,Developed,86,68,0,11.88,4509.234803,46,443,58.9,0,94,8.76,94,0.1,48538.58776,456155,0.3,0.2,0.907,18.2 +Ireland,2009,Developed,79.7,77,0,11.41,7620.823456,,164,58.2,0,94,9.53,94,0.1,51983.78892,4535375,0.3,0.2,0.909,17.9 +Ireland,2008,Developed,79.8,75,0,12.66,9528.230574,,57,57.4,0,93,8.64,93,0.1,61235.415,4489544,0.3,0.2,0.908,17.9 +Ireland,2007,Developed,79.5,75,0,13.59,9797.552661,,64,56.6,0,92,7.57,92,0.1,61388.17457,4398942,0.3,0.2,0.902,17.6 +Ireland,2006,Developed,79,78,0,13.44,9126.931178,,87,55.8,0,91,7.22,91,0.1,54326.9713,4273591,0.3,0.2,0.896,17.6 +Ireland,2005,Developed,78.7,78,0,13.31,973.681333,,95,55.1,0,9,7.27,9,0.1,5886.82789,4159914,0.3,0.2,0.889,17.5 +Ireland,2004,Developed,78.3,82,0,13.32,8040.220444,,334,54.4,0,89,7.34,89,0.1,47631.6377,47262,0.3,0.2,0.88,17.1 +Ireland,2003,Developed,78,82,0,13.24,675.2134725,,584,53.6,0,86,7.5,86,0.1,4117.15532,3996521,0.3,0.2,0.87,16.8 +Ireland,2002,Developed,77.4,88,0,14.17,5092.383814,,243,52.9,0,83,6.85,83,0.1,32539.1937,3931947,0.3,0.3,0.862,16.5 +Ireland,2001,Developed,77,89,0,14.27,4264.579203,,241,52.2,0,84,6.6,84,0.1,28223.55528,3866243,0.3,0.3,0.857,16.4 +Ireland,2000,Developed,76.4,94,0,14.07,3794.581463,,0,51.5,0,86,6.3,86,0.1,26241.91883,385174,0.3,0.3,0.848,16.2 +Israel,2015,Developing,82.5,58,0,,0,96,80,64.9,1,95,,95,0.1,35729.37253,8381,1.2,1.1,0.898,16 +Israel,2014,Developing,82.2,6,1,2.62,4348.33531,97,6,64.6,1,95,7.81,95,0.1,37582.84624,82157,1.2,1.1,0.895,16 +Israel,2013,Developing,82.1,61,1,2.69,4279.895512,97,50,64.2,1,96,7.89,96,0.1,36393.66932,8595,1.2,1.1,0.891,15.9 +Israel,2012,Developing,81.8,6,1,2.78,3830.184587,97,211,63.8,1,94,7.73,94,0.1,32569.59683,7915,1.2,1.1,0.889,15.9 +Israel,2011,Developing,81.8,61,1,2.67,3793.161624,98,70,63.4,1,94,7.39,94,0.1,33657.15727,77658,1.2,1.1,0.883,15.8 +Israel,2010,Developing,81.7,61,1,2.63,409.4109292,97,23,63,1,95,7.36,95,0.1,3661.994,76236,1.2,1.1,0.878,15.7 +Israel,2009,Developing,81.5,63,1,2.55,508.6645438,98,5,62.6,1,96,7.46,96,0.1,27795.87671,74856,1.2,1.1,0.876,15.6 +Israel,2008,Developing,81,65,1,2.47,471.5533294,99,931,62.1,1,94,7.33,94,0.1,29657.4421,7388,1.1,1.1,0.877,15.8 +Israel,2007,Developing,84,68,1,2.33,4.3451016,99,539,61.6,1,95,7.37,95,0.1,258.637,7181,1.1,1.1,0.872,15.7 +Israel,2006,Developing,84,68,1,2.23,33.58620657,96,9,61.1,1,94,7.38,95,0.1,2195.1769,7537,1.1,1.1,0.87,15.7 +Israel,2005,Developing,80,71,1,2.41,250.9343317,96,2,6.6,1,95,7.44,93,0.1,2611.17931,6931,1.1,1.1,0.866,15.8 +Israel,2004,Developing,81,69,1,2.23,1895.342792,99,116,6.1,1,95,7.35,95,0.1,19888.172,689,1.1,1.1,0.863,15.9 +Israel,2003,Developing,79.7,71,1,2.32,1731.755747,98,124,59.6,1,93,7.44,93,0.1,18946.99942,66897,1.1,1.1,0.863,16 +Israel,2002,Developing,79.3,74,1,2.47,1701.195787,98,2,59.2,1,91,7.49,9,0.1,18431.15696,657,1.1,1.1,0.855,15.3 +Israel,2001,Developing,79.3,74,1,2.53,22.27332618,96,19,58.7,1,93,7.61,92,0.1,236.19646,6439,1.1,1.1,0.85,15.1 +Israel,2000,Developing,78.9,76,1,2.53,199.9341033,98,36,58.3,1,93,7.13,93,0.1,2152.1432,6289,1.1,1.1,0.845,15.2 +Italy,2015,Developed,82.7,56,1,,0,93,159,63.6,2,93,,93,0.1,349.14755,673582,0.6,0.6,0.881,16.3 +Italy,2014,Developed,82.5,57,2,7.56,4831.644796,95,0,63.1,2,95,9.25,95,0.1,35396.66517,678914,0.6,0.6,0.877,16.3 +Italy,2013,Developed,82.3,58,2,7.35,483.1916844,96,0,62.6,2,96,9.22,96,0.1,3537.27441,6233948,0.5,0.6,0.876,16.5 +Italy,2012,Developed,82,6,2,7.49,4793.904924,96,376,62.1,2,96,9.28,97,0.1,34814.12436,59539717,0.5,0.6,0.877,16.6 +Italy,2011,Developed,82,6,2,6.98,5439.691769,96,5189,61.5,2,96,9.27,96,0.1,38334.68477,59379449,0.5,0.5,0.872,16.4 +Italy,2010,Developed,81.8,6,2,6.95,5219.668802,96,372,61,2,96,9.42,96,0.1,35849.37364,59277417,0.5,0.5,0.869,16.4 +Italy,2009,Developed,81.6,61,2,7.25,5243.316638,96,351,6.5,2,96,9.41,96,0.1,36976.84512,5995365,0.5,0.5,0.868,16.3 +Italy,2008,Developed,81.5,61,2,7.96,66.37840495,96,1617,59.9,2,96,8.89,96,0.1,464.18465,58826731,0.5,0.5,0.866,16.3 +Italy,2007,Developed,81.3,63,2,8.37,5228.821581,97,321,59.4,2,97,8.48,97,0.1,37698.78573,5843831,0.5,0.5,0.862,16.1 +Italy,2006,Developed,81.2,65,2,8.44,473.1915451,96,439,58.8,2,97,8.82,96,0.1,3341.7482,58143979,0.5,0.5,0.856,16 +Italy,2005,Developed,88,66,2,8.65,4506.255963,96,135,58.2,2,97,8.71,95,0.1,31959.26215,57969484,0.5,0.5,0.851,15.8 +Italy,2004,Developed,89,66,2,8.98,4270.914882,96,599,57.6,3,97,8.49,94,0.1,31174.56118,57685327,0.5,0.5,0.846,15.6 +Italy,2003,Developed,79.9,72,2,9.3,3519.258515,95,10982,57,3,97,8.17,96,0.1,27387.2258,5731323,0.5,0.5,0.841,15.4 +Italy,2002,Developed,80,72,2,9.25,2883.334911,95,9385,56.4,3,96,8.23,93,0.1,22196.5736,57597,0.5,0.5,0.836,15.2 +Italy,2001,Developed,79.8,75,2,9.69,3.1222302,95,0,55.7,3,96,8.11,93,0.1,24.819,569741,0.5,0.5,0.828,14.9 +Italy,2000,Developed,79.4,77,3,9.78,31.50582204,94,1457,55,3,97,7.91,87,0.1,251.2426,5694218,0.5,0.5,0.823,14.8 +Jamaica,2015,Developing,76.2,125,1,,0,91,0,54.2,1,91,,91,0.5,4965.989857,2871934,1.8,1.7,0.729,12.8 +Jamaica,2014,Developing,75.8,133,1,3.83,427.3054534,92,0,53.5,1,93,5.36,92,0.5,4855.743789,286287,1.8,1.7,0.727,12.8 +Jamaica,2013,Developing,75.6,136,1,3.79,5.457289334,93,0,52.7,1,86,5.91,93,0.6,56.144952,285187,1.8,1.7,0.727,12.8 +Jamaica,2012,Developing,75.3,138,1,3.65,37.17108782,96,0,52,1,96,5.66,96,0.5,521.33363,284992,1.8,1.7,0.725,12.8 +Jamaica,2011,Developing,75.2,139,1,3.58,33.17529686,92,1,51.2,1,93,5.21,92,0.6,513.549487,2829493,1.8,1.7,0.722,12.8 +Jamaica,2010,Developing,75,138,1,3.55,396.6270975,94,0,5.5,1,94,5.3,94,0.5,4682.728424,281721,1.8,1.7,0.721,12.7 +Jamaica,2009,Developing,74.7,142,1,3.33,235.7067417,9,0,49.7,1,9,5.16,9,0.6,4293.383274,28482,1.9,1.7,0.721,12.7 +Jamaica,2008,Developing,74.5,145,1,3.51,31.76575838,92,2,48.9,1,91,5.4,91,0.4,492.492378,279122,1.9,1.7,0.718,12.6 +Jamaica,2007,Developing,74.2,148,1,3.64,25.62349238,92,0,48.1,1,94,4.87,92,0.9,462.517913,2775467,1.9,1.7,0.714,12.5 +Jamaica,2006,Developing,74,15,1,3.63,194.092569,97,0,47.2,1,99,4.22,95,1.5,4313.1682,276279,1.9,1.7,0.709,12.5 +Jamaica,2005,Developing,73.5,161,1,3.59,16.97511622,99,0,46.3,1,99,4.7,99,1.9,482.24762,2744673,1.9,1.7,0.706,12.4 +Jamaica,2004,Developing,73.3,165,1,3.67,192.3226305,98,0,45.4,1,97,4.8,98,2.3,3719.97351,2728777,1.9,1.8,0.689,11.1 +Jamaica,2003,Developing,73.1,166,1,3.48,155.5884677,36,0,44.5,1,99,4.56,96,2.3,3465.221998,2712511,1.9,1.8,0.694,11.9 +Jamaica,2002,Developing,73,167,1,3.76,211.1143318,,0,43.5,1,99,4.86,99,2.3,3596.496282,2695446,2,1.8,0.69,11.7 +Jamaica,2001,Developing,72.7,171,1,3.89,160.2382416,,0,42.5,1,99,5.34,99,2.2,3394.878,267711,2,1.8,0.68,10.9 +Jamaica,2000,Developing,72.6,171,1,3.46,24.82762854,,0,41.6,1,95,5.81,93,2.2,336.8742,2656864,2,1.9,0.682,11.4 +Japan,2015,Developed,83.7,55,2,,0,,35,29,3,99,,96,0.1,34474.13736,127141,2.1,1.8,0.902,15.3 +Japan,2014,Developed,83.5,57,2,0.01,88.83362243,,462,28.6,3,99,1.23,96,0.1,3896.21151,127276,2,1.7,0.899,15.3 +Japan,2013,Developed,83.5,56,2,7.55,94.43428615,,229,28.2,3,99,1.25,96,0.1,4454.44746,127445,2,1.7,0.894,15.3 +Japan,2012,Developed,83.3,58,2,7.39,121.5869163,,228,27.8,3,99,1.17,97,0.1,4863.47665,127629,1.9,1.7,0.889,15.3 +Japan,2011,Developed,82.5,64,3,7.39,9498.729062,,434,27.4,4,96,1.7,97,0.1,48167.99727,127833,1.9,1.6,0.884,15.1 +Japan,2010,Developed,83,62,3,6.9,863.0061491,,450,26.9,4,98,9.58,97,0.1,4457.67639,1287,1.9,1.6,0.879,15.1 +Japan,2009,Developed,83,64,3,7.09,899.1785285,,741,26.4,4,99,9.51,97,0.1,4855.17564,12847,1.8,1.6,0.881,15 +Japan,2008,Developed,82.7,66,3,7.11,7313.175418,,11015,25.9,4,98,8.6,98,0.1,39339.29757,12863,1.8,1.5,0.88,15 +Japan,2007,Developed,82.6,67,3,7.29,6599.995239,,0,25.4,4,97,8.25,98,0.1,35275.22843,1281,1.8,1.5,0.877,15 +Japan,2006,Developed,82.4,68,3,7.49,6502.136974,,520,24.9,4,95,8.19,98,0.1,35433.98896,127854,1.7,1.5,0.873,14.9 +Japan,2005,Developed,82,69,3,7.99,6799.664423,,0,24.4,4,95,8.18,98,0.1,37217.64873,127773,1.7,1.5,0.87,14.9 +Japan,2004,Developed,82.1,68,3,7.7,6746.281299,,8752,23.8,4,97,8.3,99,0.1,37688.72234,127761,1.7,1.4,0.866,14.8 +Japan,2003,Developed,81.9,7,3,7.83,578.7254273,,8286,23.4,5,97,8,97,0.1,3488.3992,127718,1.7,1.4,0.863,14.8 +Japan,2002,Developed,81.8,7,3,7.87,5250.249188,,33812,22.9,5,89,7.85,96,0.1,32289.3554,127445,1.7,1.4,0.86,14.7 +Japan,2001,Developed,81.5,72,4,8.03,5486.51208,,22552,22.5,5,81,7.75,95,0.1,33846.46564,127149,1.7,1.4,0.856,14.6 +Japan,2000,Developed,81.1,74,4,7.97,5926.296654,,22497,22.2,5,98,7.53,85,0.1,38532.488,126843,1.6,1.4,0.852,14.5 +Jordan,2015,Developing,74.1,112,4,,0,99,0,65.6,4,99,,99,0.1,496.99275,915932,4,4,0.741,13.1 +Jordan,2014,Developing,74,113,4,0.41,63.8784522,98,20,64.8,4,98,7.45,98,0.1,466.94775,88936,3.9,3.9,0.737,13.1 +Jordan,2013,Developing,73.9,114,4,0.4,546.6235156,98,120,64,4,98,7.23,98,0.1,3992.86717,8413464,3.9,3.9,0.737,13.1 +Jordan,2012,Developing,73.7,115,4,0.41,67.70171064,98,3,63.2,4,98,8,98,0.1,387.753211,7992573,3.9,3.9,0.735,12.9 +Jordan,2011,Developing,73.6,116,4,0.43,68.86623298,98,0,62.4,4,98,8.39,98,0.1,387.324145,7574943,3.8,3.9,0.737,13.1 +Jordan,2010,Developing,73.4,117,4,0.51,715.9709092,98,0,61.7,4,98,8.42,98,0.1,3679.19275,718239,3.8,3.8,0.739,13.2 +Jordan,2009,Developing,73.3,118,4,0.59,668.7447334,98,0,6.9,4,98,9.54,98,0.1,3492.1396,6821116,3.8,3.8,0.742,13.6 +Jordan,2008,Developing,73.1,119,4,0.61,535.2786404,97,2,6.1,4,98,8.78,97,0.1,3385.69665,6489822,3.8,3.8,0.739,13.6 +Jordan,2007,Developing,73,12,4,0.6,373.2628643,98,41,59.3,4,98,8.35,98,0.1,2762.86354,6193191,3.8,3.8,0.736,13.6 +Jordan,2006,Developing,72.8,121,4,0.59,313.3626015,98,1,58.6,4,98,8.8,98,0.1,2537.349,5934232,3.9,3.8,0.733,13.7 +Jordan,2005,Developing,72.4,127,4,0.55,27.44252286,95,28,57.8,4,95,8.88,95,0.1,223.83787,5714111,3.9,3.8,0.73,13.8 +Jordan,2004,Developing,72.5,125,4,0.54,32.52523612,95,21,57,4,95,9.5,95,0.1,261.456882,5535595,3.9,3.8,0.723,13.5 +Jordan,2003,Developing,72.3,127,4,0.54,228.7838108,97,76,56.3,4,97,9.15,97,0.1,1889.213962,5396774,3.9,3.9,0.717,13.2 +Jordan,2002,Developing,72.1,129,4,0.54,259.1572375,95,19,55.5,4,95,9.68,95,0.1,1812.288374,5287488,3.9,3.9,0.712,13 +Jordan,2001,Developing,71.9,131,4,0.55,248.697463,97,61,54.8,4,97,9.9,99,0.1,1728.2659,5193482,4,3.9,0.706,12.7 +Jordan,2000,Developing,71.7,133,4,0.49,227.296617,93,32,54,4,94,9.65,91,0.1,1657.889256,51313,4,4,0.7,12.6 +Kazakhstan,2015,Developing,72,198,4,,0,98,526,53.1,5,98,,98,0.1,159.9817,17544126,2.4,2.5,0.793,15 +Kazakhstan,2014,Developing,69.9,22,5,6.29,24.44473709,95,321,52.3,5,95,4.36,95,0.1,1286.56511,17289224,2.4,2.5,0.789,15 +Kazakhstan,2013,Developing,69.5,28,5,6.48,26.4072659,99,73,51.4,6,98,4.3,98,0.1,1389.8561,1735275,2.4,2.5,0.782,15 +Kazakhstan,2012,Developing,69.1,214,6,6.82,235.3566066,95,55,5.6,7,98,4.32,99,0.1,12387.18982,16791425,2.4,2.5,0.774,14.7 +Kazakhstan,2011,Developing,68.5,224,7,6.63,179.170133,99,127,49.9,7,99,4.6,99,0.1,11634.42422,165566,2.3,2.5,0.766,14.4 +Kazakhstan,2010,Developing,67.8,236,7,6.83,11.1516268,99,4,49.2,8,98,4.42,99,0.1,97.649972,16321581,2.3,2.5,0.763,14.5 +Kazakhstan,2009,Developing,67.8,235,7,6.64,808.243302,99,0,48.5,8,99,4.13,98,0.1,7165.2775,169271,2.3,2.5,0.758,14.6 +Kazakhstan,2008,Developing,66.6,258,8,7.6,708.3285785,99,20,47.9,9,99,3.65,99,0.1,8513.564645,15674,2.4,2.5,0.758,14.6 +Kazakhstan,2007,Developing,65.3,288,8,7.44,499.730412,94,13,47.3,9,94,3.19,93,0.1,6771.414797,15484192,2.4,2.5,0.754,14.7 +Kazakhstan,2006,Developing,65,295,8,7.08,76.19868936,99,109,46.8,9,99,3.73,99,0.1,5291.57565,153884,2.4,2.5,0.747,14.3 +Kazakhstan,2005,Developing,64.6,294,8,6.94,351.8603267,94,16118,46.3,9,99,4.7,98,0.1,3771.278957,1514729,2.4,2.5,0.737,13.9 +Kazakhstan,2004,Developing,64.7,287,8,6.55,33.91660183,99,2204,45.8,9,99,3.95,82,0.1,2874.288291,1512985,2.5,2.6,0.725,13.5 +Kazakhstan,2003,Developing,64.4,282,8,6.58,23.43400762,99,24,45.3,9,99,3.7,99,0.1,268.123657,149918,2.5,2.6,0.714,13.1 +Kazakhstan,2002,Developing,64.7,276,8,5.99,145.1022528,95,18,44.8,9,95,3.61,95,0.1,1658.31146,14858948,2.6,2.6,0.7,12.7 +Kazakhstan,2001,Developing,64.4,284,8,5.75,12.60883976,95,94,44.4,10,95,3.47,95,0.1,149.926751,14858335,2.6,2.7,0.685,12.3 +Kazakhstan,2000,Developing,63.9,292,9,6,112.541157,99,245,43.9,10,96,4.16,97,0.1,1229.958,14883626,2.7,2.7,0.676,12.1 +Kenya,2015,Developing,63.4,249,54,,0,89,95,22,75,83,,89,2.8,1349.97144,47236259,7.8,7.6,0.55,11.1 +Kenya,2014,Developing,62.9,255,56,0.01,170.9626624,92,354,21.3,79,93,5.72,92,2.9,1335.6458,462425,7.8,7.7,0.546,11.1 +Kenya,2013,Developing,62.6,258,58,1.84,165.9304977,93,190,2.7,81,94,5.57,87,3,1229.114798,44826849,7.9,7.7,0.541,11.1 +Kenya,2012,Developing,62.1,263,59,1.81,154.2269697,94,0,2.1,84,94,5.49,94,3,1155.2582,43646629,8,7.8,0.536,11.1 +Kenya,2011,Developing,61.2,278,60,1.8,109.7051836,96,2395,19.5,86,97,5.23,96,3.4,987.4453967,42486839,8.1,7.9,0.53,11.1 +Kenya,2010,Developing,63,294,61,1.73,56.58984221,9,95,18.9,89,9,3.97,9,4.3,967.34773,4135152,8.2,8,0.523,11.1 +Kenya,2009,Developing,59.1,317,62,1.86,7.146851404,88,1218,18.4,91,89,4.17,88,5,92.816252,423724,8.2,8.1,0.514,10.7 +Kenya,2008,Developing,57.9,339,64,1.71,60.5153506,88,1282,17.9,95,88,3.9,88,6.4,916.8992515,39148416,8.3,8.2,0.506,10.4 +Kenya,2007,Developing,56.8,356,66,1.97,59.83361364,81,1516,17.3,100,76,4.8,81,9.1,839.181117,388599,8.4,8.3,0.494,10.1 +Kenya,2006,Developing,55.3,388,68,1.76,52.60385429,8,1847,16.9,104,77,4.24,8,10.3,697.66385,37525,8.5,8.4,0.483,9.7 +Kenya,2005,Developing,54.1,412,70,1.82,39.55677502,76,153,16.4,108,7,4.36,76,11.6,519.7999346,3648288,8.6,8.5,0.474,9.6 +Kenya,2004,Developing,53,432,72,1.43,36.29775249,73,20,15.9,112,73,4.29,73,13.2,458.8843551,3574931,8.7,8.6,0.461,8.9 +Kenya,2003,Developing,52.4,437,74,1.49,35.85204668,73,65,15.5,115,75,4.45,73,14.5,436.6875357,3413852,8.8,8.8,0.45,8.2 +Kenya,2002,Developing,52.1,437,76,1.66,32.73674134,84,766,15.1,118,83,4.54,84,15.7,395.8493511,332149,8.9,8.9,0.451,8.5 +Kenya,2001,Developing,51.9,434,77,1.63,3.847602867,,11304,14.7,120,77,4.62,8,16.9,41.7763612,32321482,9,9,0.447,8.4 +Kenya,2000,Developing,51.9,428,77,1.51,0.681685555,,21002,14.4,121,8,4.68,82,18.1,43.9797132,3145483,9.2,9.1,0.448,8.4 +Kiribati,2015,Developing,66.3,198,0,,0,82,0,77.6,0,8,,78,0.1,1424.483611,11247,0.1,0.1,0.586,11.9 +Kiribati,2014,Developing,66.1,2,0,0.01,97.87193319,75,0,77.1,0,79,1.21,75,0.1,1684.54274,11458,0.1,0.1,0.597,11.9 +Kiribati,2013,Developing,65.8,22,0,0.01,137.2591943,95,0,76.7,0,91,1.15,95,0.1,1724.361737,18535,0.1,0.1,0.589,11.9 +Kiribati,2012,Developing,65.7,24,0,0.01,147.4549755,94,0,76.2,0,92,1.37,94,0.1,1763.815497,16613,0.1,0.1,0.581,11.9 +Kiribati,2011,Developing,65.5,26,0,0.53,30.46703899,95,0,75.7,0,95,1.42,99,0.1,1692.613277,14656,0.1,0.1,0.585,11.9 +Kiribati,2010,Developing,65.3,27,0,0.48,18.21661422,91,0,75.2,0,95,1.52,91,0.1,1493.1651,12652,0.1,0.1,0.584,11.9 +Kiribati,2009,Developing,65.2,28,0,0.54,162.2903711,86,0,74.6,0,84,12.24,86,0.1,1297.285141,1568,0.1,0.1,0.576,11.9 +Kiribati,2008,Developing,65.1,21,0,0.46,167.6201552,83,0,74.1,0,74,12.23,82,0.1,1413.3234,9844,0.2,0.1,0.572,11.6 +Kiribati,2007,Developing,65,211,0,0.68,188.7108773,96,0,73.4,0,93,13.66,94,0.1,1357.632211,96311,0.2,0.1,0.574,11.8 +Kiribati,2006,Developing,65,212,0,0.76,18.19457876,88,0,72.8,0,86,1.93,86,0.1,1151.555618,9426,0.2,0.1,0.576,12.1 +Kiribati,2005,Developing,64.9,213,0,0.6,111.7392134,5,0,72.1,0,74,1.6,79,0.1,1214.556667,92325,0.2,0.2,0,12.2 +Kiribati,2004,Developing,64.8,214,0,0.48,10.6242741,67,0,71.4,0,61,1.39,62,0.1,113.6286,9542,0.2,0.2,0,12.4 +Kiribati,2003,Developing,64.7,215,0,0.5,1.76541345,73,0,7.6,0,79,9.98,7,0.1,115.3865,88895,0.2,0.2,0,11.6 +Kiribati,2002,Developing,64.6,217,0,0.49,70.75572222,79,0,69.7,0,96,9.1,77,0.1,826.58554,87343,0.2,0.2,0,11.7 +Kiribati,2001,Developing,64.3,219,0,0.6,59.97185848,85,0,68.8,0,88,9,85,0.1,734.9492461,85858,0.2,0.2,0,10.4 +Kiribati,2000,Developing,64.1,222,0,0.46,11.07543331,9,0,67.9,0,9,8.12,9,0.1,796.7937634,8446,0.2,0.2,0,10 +Kuwait,2015,Developing,74.7,81,0,,0,99,18,71.4,1,99,,99,0.1,28975.418,,3.5,3.4,0.799,13.3 +Kuwait,2014,Developing,74.6,82,0,0.01,2480.896965,96,55,7.8,1,94,3.4,95,0.1,42996.4812,,3.4,3.4,0.787,13 +Kuwait,2013,Developing,74.5,83,1,0.01,2792.677582,99,62,7.2,1,99,2.56,99,0.1,48399.9581,,3.4,3.3,0.796,13.1 +Kuwait,2012,Developing,74.3,84,1,0.01,2957.973963,98,27,69.5,1,98,2.57,98,0.1,51264.7134,,3.4,3.3,0.794,13.2 +Kuwait,2011,Developing,74.2,85,1,0.02,2785.097712,99,32,69,1,99,2.62,99,0.1,48268.5912,,3.3,3.2,0.792,13.4 +Kuwait,2010,Developing,74,86,1,0.01,2009.575605,99,13,68.4,1,98,2.76,98,0.1,38497.61696,,3.3,3.2,0.79,13.5 +Kuwait,2009,Developing,73.9,87,1,0.1,3001.628237,99,0,67.9,1,99,3.87,99,0.1,37567.3121,,3.3,3.2,0.788,13.6 +Kuwait,2008,Developing,73.8,88,1,0.03,2078.392748,99,0,67.5,1,99,1.93,99,0.1,55571.9986,,3.3,3.1,0.787,13.8 +Kuwait,2007,Developing,73.7,89,1,0.03,2555.303869,99,0,67.1,1,99,2.13,99,0.1,45793.97614,,3.2,3.1,0.787,13.9 +Kuwait,2006,Developing,73.6,89,1,0.01,2443.444275,99,0,66.7,1,99,2.25,99,0.1,42717.55725,,3.2,3.1,0.787,14.1 +Kuwait,2005,Developing,73.6,9,0,0.01,239.5751391,99,10,66.3,1,99,2.38,99,0.1,3549.26132,,3.2,3.1,0.789,14.2 +Kuwait,2004,Developing,73.5,91,0,0.02,1731.073528,94,23,65.9,1,98,2.76,98,0.1,26921.8278,,3.2,3,0.791,14.4 +Kuwait,2003,Developing,73.4,93,0,0.03,159.0098727,99,0,65.5,1,99,3.23,99,0.1,2271.56961,,3.2,3,0.788,14.1 +Kuwait,2002,Developing,73.3,94,0,0.01,1209.680547,99,0,65,1,99,3.56,99,0.1,17789.41981,,3.2,3,0.785,13.9 +Kuwait,2001,Developing,73.2,95,0,0.01,113.1997845,99,0,64.5,1,99,3.61,99,0.1,1654.96761,,3.2,3,0.786,14 +Kuwait,2000,Developing,73.2,96,0,0.01,959.925862,95,6,64,1,94,2.51,98,0.1,18389.38433,,3.2,3.1,0.786,14.1 +Kyrgyzstan,2015,Developing,71.1,166,3,,0,97,17779,44.9,3,97,,97,0.1,,,3.3,3.4,0.662,13 +Kyrgyzstan,2014,Developing,78,17,3,0.01,0,96,318,43.9,4,95,6.48,96,0.1,,,3.3,3.4,0.656,12.8 +Kyrgyzstan,2013,Developing,77,174,3,0.01,0,97,1,43,4,97,6.68,97,0.1,,,3.3,3.3,0.647,12.5 +Kyrgyzstan,2012,Developing,69.9,18,3,0.01,0,96,0,42.2,4,94,6.97,96,0.1,,,3.2,3.3,0.638,12.3 +Kyrgyzstan,2011,Developing,69.4,188,4,3.28,0,96,222,41.4,4,94,6.18,96,0.2,,,3.2,3.3,0.632,12.1 +Kyrgyzstan,2010,Developing,68.8,199,4,2.73,0,96,0,4.7,4,88,6.66,96,0.1,,,3.2,3.3,0.631,12.2 +Kyrgyzstan,2009,Developing,68.5,21,4,2.39,0,96,1,4.1,4,96,6.79,95,0.1,,,3.3,3.4,0.629,12.4 +Kyrgyzstan,2008,Developing,67.6,217,4,2.53,0,97,16,39.5,4,95,6.7,95,0.2,,,3.3,3.4,0.624,12.6 +Kyrgyzstan,2007,Developing,67.2,229,4,2.77,0,94,40,39,4,94,6.87,94,0.1,,,3.3,3.4,0.618,12.6 +Kyrgyzstan,2006,Developing,66.7,234,4,2.48,0,9,27,38.5,4,93,6.73,92,0.1,,,3.3,3.4,0.613,12.5 +Kyrgyzstan,2005,Developing,66.9,224,4,2.81,0,97,53,38,4,98,5.82,98,0.1,,,3.4,3.4,0.612,12.4 +Kyrgyzstan,2004,Developing,67.1,218,4,3.41,0,99,8,37.5,4,98,5.57,99,0.1,,,3.4,3.4,0.609,12.5 +Kyrgyzstan,2003,Developing,66.6,217,4,3.52,0,99,6,37,4,98,5.43,98,0.1,,,3.5,3.5,0.602,12.2 +Kyrgyzstan,2002,Developing,66.7,215,4,3.31,0,99,2,36.5,5,99,5.43,98,0.1,,,3.5,3.5,0.601,12.1 +Kyrgyzstan,2001,Developing,67.2,217,4,2.62,0,57,17,36,5,99,4.79,99,0.1,,,3.6,3.6,0.593,11.8 +Kyrgyzstan,2000,Developing,66.6,225,4,2.13,0,44,16,35.6,5,99,4.68,99,0.1,,,3.6,3.6,0.586,11.4 +Lao People's Democratic Republic,2015,Developing,65.7,194,8,,0,89,56,21.7,11,89,,89,0.2,,,8.8,8.9,0.582,10.8 +Lao People's Democratic Republic,2014,Developing,65.3,199,8,0.01,0,88,339,2.9,11,88,1.87,88,0.2,,,8.9,9,0.573,10.6 +Lao People's Democratic Republic,2013,Developing,64.9,23,9,0.01,0,87,71,2.1,12,86,2,87,0.3,,,9,9.1,0.563,10.4 +Lao People's Democratic Republic,2012,Developing,64.4,28,9,0.01,0,79,32,19.4,12,78,2.12,79,0.3,,,9.1,9.2,0.554,10.2 +Lao People's Democratic Republic,2011,Developing,64,213,9,5.39,0,78,113,18.7,13,79,2.2,78,0.3,,,9.2,9.4,0.542,9.9 +Lao People's Democratic Republic,2010,Developing,63.6,218,10,5.95,0,74,153,18,13,76,2.75,74,0.3,,,9.3,9.5,0.535,9.6 +Lao People's Democratic Republic,2009,Developing,63.1,223,10,5.18,0,67,78,17.3,14,67,3.77,67,0.2,,,9.4,9.6,0.525,9.4 +Lao People's Democratic Republic,2008,Developing,62.6,228,10,5.1,0,61,174,16.7,14,6,2.77,61,0.2,,,9.6,9.7,0.518,9.2 +Lao People's Democratic Republic,2007,Developing,62.1,234,11,5,0,5,1678,16.1,15,46,4.14,5,0.2,,,9.7,9.8,0.509,9 +Lao People's Democratic Republic,2006,Developing,61.5,24,11,3.69,0,57,58,15.5,15,56,4.14,57,0.2,,,9.9,9.9,0.503,9 +Lao People's Democratic Republic,2005,Developing,61,246,11,3.68,0,49,295,14.9,16,5,4.32,49,0.2,,,1,1.1,0.494,8.7 +Lao People's Democratic Republic,2004,Developing,64,252,12,3.53,0,45,1491,14.4,16,46,4.54,45,0.2,,,1.1,1.2,0.485,8.6 +Lao People's Democratic Republic,2003,Developing,59.8,259,12,3.41,0,5,1810,13.8,17,52,4.91,49,0.1,,,1.2,1.3,0.477,8.3 +Lao People's Democratic Republic,2002,Developing,59.3,265,13,3.33,0,,2070,13.3,18,55,4.4,53,0.1,,,1.3,1.4,0.468,8 +Lao People's Democratic Republic,2001,Developing,58.7,271,13,3.13,0,,94,12.7,19,55,4.32,52,0.1,,,1.4,1.5,0.463,8 +Lao People's Democratic Republic,2000,Developing,58.1,278,14,5.16,0,,332,12.3,20,57,3.41,51,0.1,,,1.5,1.5,0.459,8 +Latvia,2015,Developed,74.6,153,0,,0,94,0,61.2,0,95,,95,0.1,13666.58336,1977527,2.2,2.1,0.828,16 +Latvia,2014,Developed,74.4,156,0,0.01,1542.635979,92,36,6.7,0,92,5.88,92,0.1,15725.1374,1993782,2.2,2.2,0.822,16 +Latvia,2013,Developed,74.1,161,0,10.37,150.3116884,94,0,6.2,0,94,5.67,94,0.1,1532.22924,212647,2.2,2.2,0.814,15.4 +Latvia,2012,Developed,73.8,163,0,10.21,1356.022164,9,3,59.8,0,91,5.91,91,0.1,13822.8559,234319,2.2,2.2,0.812,15.5 +Latvia,2011,Developed,73.6,169,0,10.14,24.70841046,89,1,59.4,0,92,6.1,92,0.1,1372.68947,25979,2.2,2.3,0.81,15.8 +Latvia,2010,Developed,72.8,18,0,9.8,1109.969508,91,0,58.9,0,92,6.55,92,0.1,11326.21947,297555,2.2,2.3,0.815,16 +Latvia,2009,Developed,72.6,184,0,9.85,1137.6237,92,0,58.5,0,94,6.84,94,0.1,12219.37379,2141669,2.3,2.3,0.821,16.4 +Latvia,2008,Developed,71.9,199,0,11.84,253.4022338,93,3,58.1,0,94,6.63,94,0.1,16348.53121,2177322,2.3,2.4,0.819,16.3 +Latvia,2007,Developed,78,221,0,12.12,170.9884138,91,0,57.7,0,94,7.1,94,0.1,1444.1589,22325,2.4,2.4,0.814,16.2 +Latvia,2006,Developed,75,229,0,10.4,1099.248837,94,7,57.4,0,96,6.8,96,0.1,9667.9757,2218357,2.4,2.5,0.807,16.2 +Latvia,2005,Developed,76,216,0,9.92,86.9255399,99,2,57,0,99,6.37,99,0.1,7558.7426,2238799,2.5,2.5,0.791,15.9 +Latvia,2004,Developed,71,26,0,8.81,80.0328375,98,0,56.6,0,99,6.51,99,0.1,6351.8125,2263122,2.5,2.6,0.776,15.5 +Latvia,2003,Developed,78,29,0,8.24,478.0644911,98,0,56.3,0,98,6.15,98,0.1,5134.95694,2287955,2.6,2.6,0.761,15.2 +Latvia,2002,Developed,73,219,0,7.44,376.4570185,98,0,56,0,98,6.29,97,0.1,4132.34927,231173,2.7,2.7,0.746,14.8 +Latvia,2001,Developed,69.9,228,0,6.68,332.2751709,96,1,55.7,0,97,6.17,97,0.1,3572.8513,233717,2.8,2.8,0.728,14.2 +Latvia,2000,Developed,71,218,0,7.13,291.0170765,95,0,55.4,0,96,6,96,0.1,3352.731296,236755,2.8,2.8,0.716,13.7 +Lebanon,2015,Developing,74.9,98,1,,0,81,39,66.1,1,75,,81,0.1,846.632851,5851479,4.9,4.9,0.763,13.3 +Lebanon,2014,Developing,74.8,99,1,1.32,140.3771361,81,112,65.4,1,75,6.39,81,0.1,8161.4614,563279,4.8,4.9,0.763,13.3 +Lebanon,2013,Developing,74.9,97,1,1.29,14.55610463,81,1761,64.9,1,75,6.63,81,0.1,846.285153,527612,4.8,4.8,0.766,13.3 +Lebanon,2012,Developing,75,93,1,1.53,151.1526829,81,9,64.4,1,75,6.99,81,0.1,8787.94668,491644,4.8,4.8,0.763,13.3 +Lebanon,2011,Developing,75,93,1,1.57,835.0626827,81,9,64,1,75,7.12,81,0.1,8734.9653,4588368,4.7,4.7,0.758,13.2 +Lebanon,2010,Developing,74.9,94,1,1.58,805.3956346,81,12,63.5,1,75,7.19,81,0.1,8763.826274,4337141,4.7,4.7,0.752,13.3 +Lebanon,2009,Developing,74.7,95,1,1.62,8.140373615,81,22,63,1,75,7.42,81,0.1,84.268878,4183156,4.7,4.7,0.746,13.2 +Lebanon,2008,Developing,74.5,98,1,1.67,69.13924862,81,24,62.5,1,75,8.7,81,0.1,712.775759,411147,4.7,4.7,0.74,13.1 +Lebanon,2007,Developing,74.4,98,1,1.72,8.906931168,8,373,61.9,1,75,8.9,8,0.1,614.271115,486466,4.7,4.6,0.731,12.9 +Lebanon,2006,Developing,74.1,1,1,1.82,534.5795695,78,956,61.4,1,75,8.83,78,0.1,5372.65899,45735,4.7,4.6,0.733,13.2 +Lebanon,2005,Developing,73.9,11,1,1.94,630.0540723,77,618,6.8,1,74,8.42,77,0.1,5339.441291,3986852,4.7,4.6,0,13.7 +Lebanon,2004,Developing,73.7,13,1,2.1,618.3614858,75,213,6.2,1,74,8.91,75,0.1,5424.22356,3863267,4.7,4.6,0,14.2 +Lebanon,2003,Developing,73.5,15,1,2.19,527.9176618,74,526,59.7,1,74,9.3,74,0.1,5425.6697,371464,4.8,4.7,0,14.8 +Lebanon,2002,Developing,73.2,17,1,1.98,70.13207838,77,36,59.1,1,77,1.5,77,0.1,5436.595223,3522837,4.8,4.7,0,15.2 +Lebanon,2001,Developing,73,11,1,2.19,510.6035166,8,8,58.6,1,8,1.9,8,0.1,5253.122599,3359859,4.9,4.7,0,15 +Lebanon,2000,Developing,72.7,112,1,2.26,404.3879434,83,5,57.9,1,83,1.86,83,0.1,5334.93329,3235366,4.9,4.8,0,14.9 +Lesotho,2015,Developing,53.7,484,4,,0,93,0,32.6,6,9,,93,9.3,173.82893,2174645,5.5,5.3,0.495,10.7 +Lesotho,2014,Developing,52.1,522,4,0.01,162.1278115,93,0,32,6,9,1.62,93,9.4,1174.839214,2145785,5.8,5.6,0.491,10.8 +Lesotho,2013,Developing,52.1,518,4,0.01,153.3443147,93,516,31.4,6,9,11.7,93,9.6,1196.1335,2117361,6.1,5.9,0.484,11.1 +Lesotho,2012,Developing,52.2,513,4,0.01,168.1348992,95,179,3.8,6,93,11.14,95,9,1281.516,289928,6.4,6.2,0.479,11 +Lesotho,2011,Developing,52.3,52,4,2.39,195.825251,96,172,3.2,6,95,11.79,96,10.5,1352.38433,264166,6.8,6.6,0.469,11 +Lesotho,2010,Developing,51.1,527,4,2.71,154.8705998,93,2488,29.7,6,92,1.87,93,13.4,1173.26212,24551,7.2,7,0.464,10.9 +Lesotho,2009,Developing,49.4,566,4,2.75,104.3144732,91,0,29.2,6,89,9.8,91,18.2,923.136931,21929,7.6,7.4,0.453,10.8 +Lesotho,2008,Developing,47.8,592,5,2.75,91.85432774,88,0,28.8,6,86,8.85,88,27.3,934.428563,199993,8,7.8,0.447,10.7 +Lesotho,2007,Developing,46.2,633,4,2.69,9.18432717,9,2,28.3,6,87,8.47,88,30,918.432717,1982287,8.4,8.3,0.44,10.6 +Lesotho,2006,Developing,45.3,654,5,2.61,71.15577609,91,1,27.9,6,88,7.12,89,34.1,915.775754,1965662,8.8,8.7,0.437,10.7 +Lesotho,2005,Developing,44.5,675,5,2.67,57.90369752,87,0,27.4,6,88,6.3,89,34.8,862.9463118,1949543,9.3,9.2,0.437,10.7 +Lesotho,2004,Developing,44.8,666,5,1.8,67.91361818,6,31,26.9,7,89,6.96,9,34.6,781.5145936,1933728,9.7,9.7,0.439,10.7 +Lesotho,2003,Developing,45.5,648,5,1.99,5.300902041,17,1,26.4,7,9,7.13,9,33.8,63.636279,191897,1.2,1.1,0.44,10.5 +Lesotho,2002,Developing,46.4,622,5,2.95,3.53457351,,0,25.9,7,84,6.91,84,32.5,47.89395,192312,1.6,1.6,0.446,10.4 +Lesotho,2001,Developing,47.8,586,5,2.86,38.57187011,,217,25.4,7,78,7.53,78,31.2,437.819184,1885955,11.1,11.1,0.443,10.3 +Lesotho,2000,Developing,49.3,543,5,3.1,29.86616464,,660,24.9,7,82,6.92,83,29.8,474.8197876,1868699,11.5,11.6,0.445,9.6 +Liberia,2015,Developing,61.4,259,8,,0,52,1060,27.3,11,52,,52,0.9,452.38717,4499621,6.5,6.4,0.427,9.9 +Liberia,2014,Developing,58.1,329,8,0.01,54.37396957,5,34,26.7,11,49,1.4,5,0.9,458.4651734,439737,6.7,6.5,0.426,9.9 +Liberia,2013,Developing,61.1,258,9,0.01,45.04892458,76,0,26.1,11,75,9.25,76,1.1,454.1222236,4286291,6.8,6.7,0.419,9.8 +Liberia,2012,Developing,67,261,9,0.01,48.09891474,8,43,25.6,12,8,1.19,8,1.2,415.361958,4181563,7,6.9,0.416,9.6 +Liberia,2011,Developing,62,266,9,3.72,60.44658161,77,279,25,12,77,11.23,77,1.5,379.689583,47167,7.2,7,0.406,9.5 +Liberia,2010,Developing,59.7,272,9,3.64,41.91052416,47,2200,24.5,13,71,11.87,7,1.8,327.42597,3948125,7.4,7.2,0.403,9.6 +Liberia,2009,Developing,59.2,277,10,3.75,5.592170255,64,6,24,13,84,14.39,81,2.1,33.667491,3811528,7.6,7.4,0.4,9.7 +Liberia,2008,Developing,58.6,281,10,3.88,40.03344077,64,1,23.4,14,79,11.83,75,2.4,232.61732,3662993,7.7,7.6,0.394,9.8 +Liberia,2007,Developing,57.9,286,10,4.03,3.686899287,,1,22.9,14,67,1.24,65,2.8,21.3733292,3512932,7.9,7.8,0.383,9.9 +Liberia,2006,Developing,56.7,32,11,4.05,15.79934152,,20,22.4,15,66,1.9,6,3,178.92799,3375838,8.1,8.1,0.377,10 +Liberia,2005,Developing,55.3,316,12,4.19,22.39648813,,8,22,16,66,8.4,6,3.1,168.648254,326123,8.3,8.3,0.372,10.1 +Liberia,2004,Developing,54,329,12,4.24,17.85870796,,4,21.5,17,47,8.77,31,3.2,149.4452549,3176414,8.5,8.5,0.335,10.2 +Liberia,2003,Developing,50,42,13,4.21,9.758449266,,142,21.1,18,49,3.44,35,3.2,133.494518,3116233,8.7,8.7,0.373,10.3 +Liberia,2002,Developing,56,371,13,4.27,10.424369,,131,2.7,19,51,5.43,39,3.1,177.285187,362863,8.8,8.9,0.376,10.4 +Liberia,2001,Developing,51.5,333,14,4.4,16.72142854,,1379,2.4,20,54,6.41,42,3.1,174.1815473,2991132,9,9,0.386,10.5 +Liberia,2000,Developing,51.9,39,14,4.46,12.19709744,,5977,2.2,20,56,5.91,46,3.1,183.4149991,2884522,9.2,9.2,0.338,8.7 +Libya,2015,Developing,72.7,138,1,,0,97,82,64.8,2,97,,97,0.1,,,5.8,5.5,0.719,13.4 +Libya,2014,Developing,72.4,143,2,0.01,0,94,372,63.8,2,94,4.97,94,0.1,,,5.7,5.5,0.73,13.4 +Libya,2013,Developing,72.9,134,2,0.01,0,96,0,62.8,2,96,4.33,96,0.1,,,5.7,5.5,0.735,13.4 +Libya,2012,Developing,72.9,133,2,0.01,0,98,320,61.8,2,98,4.3,98,0.1,,,5.6,5.4,0.706,13.7 +Libya,2011,Developing,71.3,161,2,0.01,36.11567366,98,0,6.9,2,98,4.77,98,0.1,562.549434,,5.6,5.4,0.756,14 +Libya,2010,Developing,72.8,132,2,0.01,52.50394196,98,0,59.9,2,98,3.5,98,0.1,1212.56217,,5.6,5.4,0.755,14.3 +Libya,2009,Developing,72.7,132,2,0.01,63.55170297,98,329,59,2,98,3.16,98,0.1,1296.97353,,5.6,5.4,0.757,14.6 +Libya,2008,Developing,72.6,132,2,0.01,532.6700005,98,8,58.2,2,98,2.4,98,0.1,14396.4865,,5.5,5.4,0.757,14.8 +Libya,2007,Developing,72.5,132,2,0.01,54.8789106,98,59,57.4,3,98,2.63,98,0.1,1138.56661,,5.5,5.4,0.756,15.1 +Libya,2006,Developing,72.2,134,2,0.01,493.415341,98,1,56.7,3,98,2.51,98,0.1,9344.987518,,5.5,5.4,0.752,15.4 +Libya,2005,Developing,71.9,138,2,0.01,472.3047034,97,292,56,3,98,2.71,98,0.1,8171.361651,,5.5,5.4,0.748,15.7 +Libya,2004,Developing,71.5,141,2,0.01,31.80653288,99,2771,55.3,3,97,3.46,97,0.1,586.8364,,5.5,5.4,0.747,15.9 +Libya,2003,Developing,71.3,144,3,0.01,295.1166511,96,0,54.6,3,95,4.6,95,0.1,4676.96753,,5.6,5.4,0.74,16 +Libya,2002,Developing,71.1,146,3,0.01,29.13434871,91,3890,54,3,93,4.57,93,0.1,375.442638,,5.6,5.4,0.736,15.8 +Libya,2001,Developing,71,147,3,0.01,362.3817951,93,633,53.4,3,94,4.6,94,0.1,6269.58123,,5.6,5.5,0.732,15.7 +Libya,2000,Developing,78,148,3,0.01,457.3202236,92,0,52.8,3,94,3.41,94,0.1,7145.628494,,5.7,5.5,0.727,15.5 +Lithuania,2015,Developed,73.6,165,0,,0,94,50,62.4,0,93,,93,0.1,14252.42853,29491,2.6,2.6,0.846,16.5 +Lithuania,2014,Developed,73.4,169,0,15.19,2211.744178,94,11,61.9,0,93,6.55,93,0.1,16554.97139,2932367,2.6,2.7,0.841,16.5 +Lithuania,2013,Developed,73,178,0,15.04,1968.816817,93,35,61.4,0,93,6.59,93,0.1,15712.82376,2957689,2.7,2.7,0.834,16.4 +Lithuania,2012,Developed,73,176,0,15.14,1807.071336,93,0,6.9,0,93,6.67,93,0.1,14341.836,2987773,2.7,2.7,0.83,16.5 +Lithuania,2011,Developed,72.8,18,0,12.66,1758.822757,95,7,6.5,0,92,6.86,92,0.1,14357.73679,328115,2.7,2.8,0.826,16.7 +Lithuania,2010,Developed,72.4,188,0,12.9,1423.802386,94,2,6,0,95,7.9,95,0.1,11984.86857,397282,2.8,2.8,0.824,16.8 +Lithuania,2009,Developed,72.2,192,0,12.4,1446.529217,95,0,59.7,0,98,7.53,98,0.1,11837.3913,3162916,2.8,2.9,0.825,16.6 +Lithuania,2008,Developed,71.1,224,0,13.3,1888.149904,96,1,59.3,0,96,6.61,96,0.1,14961.56818,3198231,2.9,2.9,0.82,16.5 +Lithuania,2007,Developed,72,24,0,13.4,1581.511914,96,0,59,0,95,6.22,95,0.1,12297.91535,3231294,2.9,3,0.812,16.4 +Lithuania,2006,Developed,76,229,0,12.7,116.504961,95,1,58.7,0,94,6.2,94,0.1,924.642548,326999,3,3,0.807,16.4 +Lithuania,2005,Developed,78,222,0,12.3,913.699529,95,1,58.4,0,93,5.83,94,0.1,7863.1629,3322528,3,3.1,0.798,16.2 +Lithuania,2004,Developed,71.6,24,0,12.1,76.36187737,94,1,58.1,0,9,5.67,94,0.1,676.966998,337775,3.1,3.1,0.792,16.3 +Lithuania,2003,Developed,71.6,22,0,11.29,80.99710054,95,1,57.8,0,91,6.46,94,0.1,555.535669,3415213,3.2,3.2,0.78,15.8 +Lithuania,2002,Developed,71.4,22,0,11,561.9168642,94,103,57.5,0,97,6.4,95,0.1,4146.987928,344367,3.3,3.3,0.77,15.3 +Lithuania,2001,Developed,71.2,21,0,10.2,42.87208671,95,7,57.2,0,97,6.26,95,0.1,353.147337,347818,3.3,3.3,0.757,14.7 +Lithuania,2000,Developed,71.6,2,0,9.87,373.2605532,98,19,56.9,0,92,6.46,94,0.1,3297.35471,3499536,3.4,3.4,0.745,14 +Luxembourg,2015,Developed,82,63,0,,0,94,0,61.3,0,99,,99,0.1,1199.8223,56964,1,0.9,0.896,13.9 +Luxembourg,2014,Developed,81.7,65,0,11.12,16255.16198,94,0,6.9,0,99,6.94,99,0.1,119172.7418,556319,1,0.9,0.892,13.9 +Luxembourg,2013,Developed,81.4,68,0,11.02,15515.75234,94,0,6.5,0,99,7.1,99,0.1,113751.85,54336,0.9,0.9,0.892,13.9 +Luxembourg,2012,Developed,81.1,7,0,11.34,2284.58215,94,2,6.1,0,99,7.18,99,0.1,16749.136,53946,0.9,0.9,0.892,13.9 +Luxembourg,2011,Developed,88,72,0,11.5,17028.52798,95,6,59.6,0,96,7.34,99,0.1,115761.577,518347,0.9,0.9,0.894,13.9 +Luxembourg,2010,Developed,86,73,0,11.36,2267.252192,94,0,59.2,0,96,7.68,99,0.1,14965.361,56953,0.9,0.9,0.884,13.7 +Luxembourg,2009,Developed,83,76,0,11.42,2052.393076,95,0,58.8,0,96,8.11,99,0.1,13198.6693,497783,0.9,0.9,0.888,13.5 +Luxembourg,2008,Developed,80,8,0,11.53,18961.3486,94,1,58.4,0,96,7.34,99,0.1,114293.8433,48865,0.9,0.9,0.887,13.5 +Luxembourg,2007,Developed,79.7,82,0,11.75,267.051312,87,0,57.9,0,96,6.8,99,0.1,1618.4928,479993,0.9,0.9,0.877,13.5 +Luxembourg,2006,Developed,79.4,85,0,11.98,15345.4907,95,8,57.5,0,99,7.75,99,0.1,89739.7117,472637,0.9,0.9,0.88,13.5 +Luxembourg,2005,Developed,78.8,9,0,11.84,1346.246697,95,0,57,0,99,7.95,99,0.1,8289.69641,465158,1,0.9,0.874,13.5 +Luxembourg,2004,Developed,78.7,92,0,12.42,12372.05188,94,0,56.4,0,99,8.2,99,0.1,75716.3518,45895,1,0.9,0.867,13.5 +Luxembourg,2003,Developed,78.6,92,0,12.61,10111.38928,95,1,55.8,0,99,7.67,98,0.1,65445.8853,45163,1,0.9,0.865,13.6 +Luxembourg,2002,Developed,78.3,95,0,12.91,910.5062778,95,0,55.2,0,99,8.27,99,0.1,5293.64115,446175,1,0.9,0.86,13.5 +Luxembourg,2001,Developed,78,96,0,12.89,7877.33656,86,0,54.6,0,99,7.4,99,0.1,48179.4285,441525,1,1,0.854,13.4 +Luxembourg,2000,Developed,77.8,98,0,13.14,8246.130437,77,0,54,0,99,7.48,99,0.1,48735.99549,4363,1,1,0.848,13.5 +Madagascar,2015,Developing,65.5,22,28,,0,69,3,2.5,38,71,,69,0.3,41.8575951,2423488,7.1,7.1,0.511,10.3 +Madagascar,2014,Developing,65.1,225,29,0.01,5.339065673,73,3,2,39,73,3.4,73,0.3,452.4631926,2358981,7.2,7.1,0.509,10.3 +Madagascar,2013,Developing,64.7,23,29,0.87,79.50882493,74,6,19.5,40,73,4.15,74,0.4,461.723722,22961146,7.3,7.2,0.508,10.3 +Madagascar,2012,Developing,64.3,235,30,0.87,59.97914461,7,2,19,42,71,3.46,7,0.4,443.9611,22346573,7.4,7.3,0.506,10.2 +Madagascar,2011,Developing,63.8,241,31,0.97,78.79967196,73,0,18.5,43,73,4.24,73,0.4,454.963464,21743949,7.5,7.4,0.504,10.2 +Madagascar,2010,Developing,63.3,248,32,1.03,76.60442169,7,1,18,45,7,4.86,7,0.5,412.739341,2115164,7.6,7.5,0.503,10.2 +Madagascar,2009,Developing,62.8,254,33,0.91,71.16601203,77,0,17.6,47,76,4.7,77,0.5,415.6893226,2569121,7.7,7.6,0.5,9.7 +Madagascar,2008,Developing,62.3,259,34,0.68,6.448762615,77,3,17.1,49,77,4.5,77,0.5,47.733254,19996469,7.8,7.7,0.491,9.4 +Madagascar,2007,Developing,61.9,261,35,0.71,55.43034455,84,0,16.7,51,83,4.98,84,0.6,377.8482928,19433523,7.9,7.8,0.483,9.1 +Madagascar,2006,Developing,61.4,263,36,0.68,38.41870375,82,2,16.3,54,83,5.11,85,0.6,292.157443,1888268,8,7.9,0.478,9 +Madagascar,2005,Developing,69,265,37,0.72,33.74786198,81,0,15.8,56,8,5.3,85,0.6,274.819723,18336724,8.1,8,0.473,8.9 +Madagascar,2004,Developing,64,267,38,0.81,23.72796328,71,35558,15.4,58,74,4.89,78,0.6,245.1235876,1782997,8.2,8.1,0.466,8.7 +Madagascar,2003,Developing,59.9,268,40,0.93,37.12894787,61,62233,15,60,65,4.81,66,0.7,316.7998965,17279141,8.3,8.3,0.457,8.5 +Madagascar,2002,Developing,59.3,271,41,0.9,47.5262138,51,10795,14.7,63,61,5.29,62,0.7,262.2859481,16765117,8.5,8.4,0.462,8.3 +Madagascar,2001,Developing,58.7,276,42,1.05,42.56331585,,9357,14.3,65,6,5.17,6,0.7,278.555732,1626932,8.6,8.5,0.456,8.2 +Madagascar,2000,Developing,57.9,283,44,1.16,35.66125056,,35256,13.9,68,58,5.8,57,0.6,245.939659,1576686,8.7,8.6,0,8 +Malawi,2015,Developing,58.3,365,26,,0,88,0,19.6,38,88,,88,4.8,362.6575444,1757367,6.4,6.2,0.473,10.8 +Malawi,2014,Developing,57.6,377,27,0.01,59.48744893,91,3,19.2,40,87,11.38,91,5.1,354.7253961,1768838,6.5,6.3,0.466,10.7 +Malawi,2013,Developing,56.7,394,29,0.01,55.83107625,89,1,18.8,42,89,1.96,89,6.3,332.922339,16577147,6.5,6.4,0.459,10.7 +Malawi,2012,Developing,55.3,42,31,0.01,82.76865922,96,11,18.4,46,95,12.6,96,8.3,374.51882,169735,6.6,6.5,0.454,10.7 +Malawi,2011,Developing,54.1,441,32,1.23,13.77617463,97,26,18,50,97,11.67,97,11.2,512.125451,15627618,6.7,6.6,0.444,10.6 +Malawi,2010,Developing,52.9,462,35,1.08,9.728005297,93,118712,17.6,54,86,1.5,93,13.7,458.8681744,1516795,6.8,6.7,0.43,10.2 +Malawi,2009,Developing,51.5,491,36,1.16,7.915071248,93,21,17.3,56,93,1.18,93,14.9,42.7379657,1471462,6.9,6.8,0.415,9.9 +Malawi,2008,Developing,50,525,36,1.27,74.34482999,91,20,16.9,58,92,1.7,91,16.9,372.842678,14271234,7,6.9,0.4,9.6 +Malawi,2007,Developing,48.5,559,37,1.18,4.269511381,87,143,16.6,59,88,9.31,87,19.3,32.2227274,1384969,7.1,7,0.387,9.7 +Malawi,2006,Developing,47.1,587,38,1.18,6.847033785,99,1,16.2,61,99,8.99,99,21.1,297.6971211,13429262,7.3,7.1,0.377,9.6 +Malawi,2005,Developing,46,66,39,1.04,5.670640102,93,184,15.9,62,94,8.2,93,22.4,28.3673842,1339711,7.4,7.2,0.371,9.7 +Malawi,2004,Developing,45.1,615,40,1.11,58.13583343,89,1116,15.5,65,94,7.82,89,23.4,274.2256294,1267638,7.5,7.4,0.366,10 +Malawi,2003,Developing,44.6,613,43,1.08,4.375316094,84,167,15.2,70,85,6.35,84,24.2,26.152517,12336687,7.6,7.5,0.362,10.3 +Malawi,2002,Developing,44,67,46,1.1,3.885394742,64,92,14.8,75,79,4.82,64,24.7,29.9798977,1213711,7.7,7.6,0.388,10.4 +Malawi,2001,Developing,43.5,599,48,1.15,12.79760626,,150,14.4,80,86,5.7,9,25.1,146.7615397,11695863,7.9,7.7,0.387,10.1 +Malawi,2000,Developing,43.1,588,51,1.18,13.76270195,,304,14.1,84,73,6.7,75,25.5,153.2594872,11376172,8,7.9,0.391,10.7 +Malaysia,2015,Developing,75,123,4,,0,99,1318,4.6,4,99,,99,0.1,9643.644683,3723155,7.5,7.3,0.787,13.1 +Malaysia,2014,Developing,74.8,126,4,0.52,721.3655432,96,221,39.5,4,97,4.17,97,0.1,11183.96191,322817,7.6,7.4,0.783,13 +Malaysia,2013,Developing,74.6,128,3,0.53,110.6779711,96,195,38.5,4,97,4.2,97,0.1,1882.27842,2976724,7.8,7.6,0.779,12.9 +Malaysia,2012,Developing,74.5,129,3,0.53,101.609245,97,1868,37.4,4,97,4.1,97,0.1,1779.49641,2917456,7.9,7.7,0.776,12.9 +Malaysia,2011,Developing,74.3,13,3,0.51,9.23002632,96,1569,36.3,4,96,3.89,96,0.1,145.1262,28635128,8,7.8,0.774,13 +Malaysia,2010,Developing,74.1,131,3,0.49,65.56659662,96,73,35.3,4,96,3.99,96,0.1,971.356987,28112289,8.2,8,0.764,12.8 +Malaysia,2009,Developing,74,131,3,0.47,431.5452472,96,153,34.4,4,97,3.97,97,0.1,7326.744435,2765383,8.3,8.2,0.756,12.6 +Malaysia,2008,Developing,73.8,132,3,0.47,438.4519214,97,334,33.4,4,97,3.47,97,0.1,8513.629541,2711169,8.5,8.3,0.747,12.5 +Malaysia,2007,Developing,73.7,133,3,0.43,409.9812523,96,394,32.5,4,97,3.61,97,0.1,7269.17114,26625845,8.7,8.5,0.736,12.3 +Malaysia,2006,Developing,73.6,134,3,0.42,365.9113978,95,564,31.6,4,95,3.65,95,0.1,6222.982955,26143566,8.8,8.6,0.732,12.7 +Malaysia,2005,Developing,73.4,135,3,0.46,297.5913833,96,1407,3.7,4,96,3.29,96,0.1,5593.822995,25659393,9,8.8,0.734,12.9 +Malaysia,2004,Developing,73.2,137,3,0.49,315.6639322,94,5729,29.8,4,95,3.74,95,0.1,4955.477743,2517419,9.2,8.9,0.731,12.7 +Malaysia,2003,Developing,73.1,138,3,0.48,264.2496129,95,632,28.8,4,96,3.95,96,0.1,4463.675893,2468873,9.3,9.1,0.724,12.1 +Malaysia,2002,Developing,72.9,14,4,0.49,216.7029481,95,408,27.9,4,94,3.4,94,0.1,4167.364387,24198811,9.5,9.3,0.723,12 +Malaysia,2001,Developing,72.7,144,4,0.53,210.2417002,95,2198,27,5,95,3.4,96,0.1,3915.11546,2369897,9.7,9.4,0.725,11.9 +Malaysia,2000,Developing,72.4,149,4,0.54,23.37167228,97,6187,26,5,98,3.4,98,0.1,445.17471,2318568,9.8,9.6,0.715,11.6 +Maldives,2015,Developing,78.5,61,0,,0,99,0,27.4,0,99,,99,0.1,8395.785198,49163,13.6,13.6,0.701,12.7 +Maldives,2014,Developing,78.2,62,0,0.01,2051.748615,99,0,26.2,0,99,13.73,99,0.1,7716.2415,41,13.6,13.7,0.693,12.7 +Maldives,2013,Developing,77.9,64,0,0.01,1626.591186,99,0,25.1,0,99,11.16,99,0.1,7112.33575,393,13.7,13.8,0.683,12.4 +Maldives,2012,Developing,77.6,65,0,0.01,1259.940376,99,0,24.1,0,99,9.16,99,0.1,6541.7465,385,13.8,13.9,0.675,12.1 +Maldives,2011,Developing,77.3,67,0,1.92,1079.893546,96,0,23.1,0,96,8.11,96,0.1,6497.55443,377,13.9,14,0.663,11.8 +Maldives,2010,Developing,76.7,73,0,1.83,91.13971812,97,0,22.1,0,97,7.93,96,0.1,633.79498,367,14,14.1,0.653,11.6 +Maldives,2009,Developing,76.3,75,0,1.59,100.503021,98,6,21.2,0,98,9.22,98,0.1,597.1659,36,14.1,14.2,0.651,11.8 +Maldives,2008,Developing,75.9,81,0,1.76,1077.712092,98,0,2.3,0,98,9.3,98,0.1,5828.621374,362,14.2,14.3,0.641,11.8 +Maldives,2007,Developing,75.4,82,0,1.78,6.491488598,98,20,19.5,0,98,6.64,98,0.1,52.862285,349,14.3,14.4,0.632,11.9 +Maldives,2006,Developing,75,88,0,1.62,659.8499118,98,47,18.7,0,98,7.37,98,0.1,4428.522898,333,14.3,14.5,0.622,12 +Maldives,2005,Developing,74.3,93,0,1.47,620.9518909,98,1395,18,0,98,9.52,98,0.1,3488.493769,321,14.4,14.5,0.625,12.1 +Maldives,2004,Developing,73.4,16,0,1.6,611.9093566,97,37,17.3,0,96,5.89,96,0.1,3853.33348,312,14.5,14.6,0.617,12.2 +Maldives,2003,Developing,72.7,112,0,1.75,491.4978908,98,75,16.7,0,98,5.9,98,0.1,3432.247841,34,14.6,14.7,0.601,11.8 +Maldives,2002,Developing,71.8,124,0,1.95,4.299053392,98,926,16.2,0,98,5.78,98,0.1,32.37239,297,14.6,14.7,0.597,12 +Maldives,2001,Developing,78,129,0,1.98,41.30688803,98,0,15.6,0,97,5.84,98,0.1,298.67598,292,14.7,14.8,0.587,11.8 +Maldives,2000,Developing,69.6,139,0,1.83,300.1621026,96,20,15.2,0,98,8,98,0.1,2182.99711,286,14.8,14.8,0.577,11.3 +Mali,2015,Developing,58.2,266,52,,0,64,215,23.8,84,66,,64,1.5,729.725338,1746795,7.7,7.5,0.438,8.4 +Mali,2014,Developing,57.8,272,52,0.01,46.56231672,73,290,23.2,85,74,6.86,73,1.6,825.5729915,16962846,7.9,7.7,0.43,8.2 +Mali,2013,Developing,57.3,275,53,0.01,36.86104319,69,221,22.5,86,7,6.58,69,1.6,777.659139,16477818,8.1,7.9,0.421,8 +Mali,2012,Developing,57.2,27,53,0.01,96.5465827,66,341,21.9,88,72,6.47,66,1.5,777.3476868,16667,8.3,8.1,0.411,7.7 +Mali,2011,Developing,56.8,271,54,0.61,101.8113996,66,24,21.3,90,72,6.59,66,1.5,835.88998,1554989,8.5,8.3,0.404,7.5 +Mali,2010,Developing,56.5,273,54,0.6,9.585584394,72,1719,2.7,91,77,6.35,73,1.5,78.377632,157585,8.8,8.5,0.396,7.3 +Mali,2009,Developing,56,276,55,0.59,84.63438925,71,2939,2.2,93,77,6.85,73,1.6,697.153124,1466597,9,8.8,0.385,7.1 +Mali,2008,Developing,55.5,278,55,0.57,102.1413744,74,98,19.6,94,74,6.74,74,1.6,689.6784228,14138216,9.2,9,0.36,5.8 +Mali,2007,Developing,55,282,56,0.55,81.8405007,74,2,19,96,76,6.97,74,1.7,595.6368319,1367566,9.4,9.3,0.363,6.4 +Mali,2006,Developing,54.3,288,57,0.53,67.70920683,9,128,18.5,98,79,6.56,78,1.8,521.6425796,1322764,9.7,9.5,0.35,6.1 +Mali,2005,Developing,53.6,29,57,0.55,60.21211141,83,33,18,101,78,6.34,77,1.9,487.942556,12798763,9.9,9.7,0.338,5.8 +Mali,2004,Developing,52.8,296,58,0.49,57.11644801,73,172,17.5,103,7,6.28,69,2,439.3572924,1239196,1.1,1,0.333,5.5 +Mali,2003,Developing,52,299,59,0.54,6.660451777,79,232,17,106,67,6.25,63,2.2,391.791281,125128,1.3,1.2,0.318,5.2 +Mali,2002,Developing,51.2,31,60,0.53,3.67646576,,717,16.5,108,65,6.32,61,2.3,334.22416,11638929,1.5,1.5,0.308,4.9 +Mali,2001,Developing,55,34,60,0.51,4.395885717,,4464,16.1,110,56,6.39,49,2.4,36.8473237,11293258,1.8,1.7,0.297,4.6 +Mali,2000,Developing,49.8,37,60,0.47,23.94507124,,1578,15.6,111,53,6.29,43,2.5,269.3483829,196769,11,1.9,0.291,4.4 +Malta,2015,Developed,81.7,54,0,,0,95,2,69.6,0,97,,97,0.1,23819.4636,431874,0.8,0.8,0.853,14.6 +Malta,2014,Developed,81.4,55,0,8.49,409.6000248,9,0,69.2,0,99,9.75,99,0.1,2618.92599,427364,0.8,0.8,0.847,14.3 +Malta,2013,Developed,81.1,57,0,8.58,374.2947283,94,0,68.8,0,99,9.89,99,0.1,2393.1888,423374,0.8,0.7,0.828,14.2 +Malta,2012,Developed,81,58,0,7.67,343.123395,93,0,68.4,0,99,9.95,99,0.1,2193.8836,419455,0.8,0.7,0.821,14.1 +Malta,2011,Developed,87,59,0,6.91,3601.287457,82,3,68,0,96,9.6,96,0.1,22821.847,416268,0.8,0.7,0.826,14.8 +Malta,2010,Developed,83,62,0,7.91,278.0687051,75,0,67.6,0,76,8.3,76,0.1,2187.79469,41458,0.8,0.7,0.819,14.6 +Malta,2009,Developed,82,63,0,7.38,335.5180568,86,1,67.1,0,73,8.33,73,0.1,2675.58259,412477,0.8,0.7,0.815,14.4 +Malta,2008,Developed,80,64,0,7.14,2655.573684,86,1,66.6,0,72,8.15,72,0.1,21928.767,49379,0.7,0.7,0.813,14.6 +Malta,2007,Developed,79.6,65,0,7.45,2578.888314,82,2,66.1,0,76,8.36,74,0.1,19375.5696,46724,0.7,0.7,0.808,14.4 +Malta,2006,Developed,79.3,66,0,8.84,2380.699796,86,1,65.6,0,83,8.93,85,0.1,16671.5672,4538,0.7,0.7,0.809,14.8 +Malta,2005,Developed,79,67,0,6.41,2247.035692,85,6,65,0,94,8.83,92,0.1,15835.34667,43834,0.7,0.7,0.805,14.8 +Malta,2004,Developed,78.7,69,0,6.53,203.3157499,85,4,64.5,0,89,8.46,89,0.1,1519.5497,41268,0.7,0.7,0.797,14.2 +Malta,2003,Developed,78.5,71,0,6.7,1678.392773,89,4,63.9,0,94,8.6,94,0.1,13689.98999,398582,0.7,0.7,0.79,13.8 +Malta,2002,Developed,78.2,75,0,5.73,1552.740429,,7,63.4,0,95,7.86,95,0.1,11843.9392,395969,0.7,0.7,0.786,13.8 +Malta,2001,Developed,77.8,79,0,5.62,130.0150391,,2,62.8,0,95,7.11,95,0.1,1121.78636,39328,0.7,0.7,0.783,13.7 +Malta,2000,Developed,77.5,8,0,5.59,134.3547253,,2,62.3,0,94,6.83,94,0.1,1139.5651,3987,0.8,0.7,0.779,13.8 +Marshall Islands,2013,Developing,,,0,0.01,871.8783173,8,0,81.6,0,79,17.24,79,0.1,3617.752354,,0.1,0.1,,0 +Mauritania,2015,Developing,63.1,25,8,,0,73,1,3.8,12,67,,73,0.9,1158.256469,4182341,7.8,7.5,0.513,8.5 +Mauritania,2014,Developing,63,26,8,0.01,80.92679802,84,14,3.1,12,84,3.77,84,0.9,1326.66882,46392,8,7.7,0.509,8.5 +Mauritania,2013,Developing,62.7,28,8,0.01,8.88028118,8,62,29.4,12,8,3.63,8,1.1,145.57838,394617,8.1,7.9,0.501,8.2 +Mauritania,2012,Developing,62.5,29,8,0.01,62.48419552,8,35,28.8,12,8,3.36,8,1.2,1364.283745,383239,8.3,8.1,0.491,7.8 +Mauritania,2011,Developing,62.2,212,8,0.01,79.27658464,75,234,28.1,12,73,2.87,75,1.2,1393.261593,3717672,8.5,8.3,0.487,7.7 +Mauritania,2010,Developing,62,214,8,0.01,8.353074798,64,1292,27.4,12,52,3.28,64,1.2,123.383675,369543,8.7,8.5,0.484,7.6 +Mauritania,2009,Developing,61.7,215,8,0.01,11.14504291,64,322,26.8,12,63,3.79,64,1.2,146.83851,356288,8.9,8.7,0.476,7.1 +Mauritania,2008,Developing,61.4,217,8,0.02,61.76263795,74,4,26.1,12,73,3.23,74,1.3,1167.535689,347541,9.2,8.9,0.475,7.2 +Mauritania,2007,Developing,61.2,219,8,0.02,7.35400072,74,11,25.5,12,75,3.54,75,1.3,113.3128,3312665,9.4,9.1,0.475,7.4 +Mauritania,2006,Developing,69,221,8,0.01,55.79836969,68,22,24.8,12,68,3.21,68,1.3,944.134851,322653,9.6,9.4,0.466,7.2 +Mauritania,2005,Developing,66,223,8,0.01,55.12187071,42,127,24.2,12,71,4.21,71,1.3,697.7451989,31372,9.8,9.6,0.461,7.2 +Mauritania,2004,Developing,64,224,8,0.01,5.00378288,,5039,23.6,12,68,4.7,7,1.3,62.547286,342823,1,9.8,0.451,6.7 +Mauritania,2003,Developing,63,226,8,0.01,29.65370899,,3611,22.9,12,75,4.53,76,1.3,528.586613,2957117,1.3,1.1,0.447,6.6 +Mauritania,2002,Developing,62,228,7,0.02,4.113190741,,883,22.3,12,91,5.31,89,1.2,46.9542322,2873228,1.5,1.3,0.446,6.5 +Mauritania,2001,Developing,61,229,7,0.01,28.782245,,1398,21.7,12,75,4.34,75,1.2,464.229758,279729,1.7,1.5,0.444,6.5 +Mauritania,2000,Developing,60,23,7,0.03,8.594570232,,0,21.1,11,58,5.26,51,1.1,477.476124,279359,1.9,1.7,0.443,6.4 +Mauritius,2015,Developing,74.6,146,0,,0,97,0,33.3,0,98,,97,0.1,9252.11724,126265,6.9,6.8,0.779,15.2 +Mauritius,2014,Developing,74.2,148,0,0.01,115.2784282,97,0,32.8,0,98,4.81,97,0.1,1153.93822,126934,7,6.9,0.769,14.7 +Mauritius,2013,Developing,74.1,147,0,0.01,917.467628,98,0,32.3,0,98,4.82,98,0.1,9637.265,1258653,7,7,0.765,14.7 +Mauritius,2012,Developing,73.9,154,0,0.01,915.1859205,98,0,31.8,0,98,4.76,98,0.1,9291.227619,1255882,7.1,7,0.756,14.3 +Mauritius,2011,Developing,73.6,158,0,3.03,918.807245,98,2,31.3,0,98,5.2,98,0.1,9197.26972,125244,7.1,7.1,0.748,14.1 +Mauritius,2010,Developing,73.3,163,0,2.95,0.108055973,99,12,3.7,0,99,5.29,99,0.2,8.376432,1254,7.2,7.2,0.74,14 +Mauritius,2009,Developing,72.8,166,0,2.83,624.2361828,99,15,3.2,0,99,4.97,99,0.1,7318.12641,1247429,7.3,7.3,0.734,13.8 +Mauritius,2008,Developing,72.7,166,0,2.49,6.6489825,99,12,29.7,0,99,4.6,99,0.1,83.635,1244121,7.4,7.3,0.728,13.6 +Mauritius,2007,Developing,72.9,161,0,3.24,582.5143743,97,13,29.1,0,96,4.24,97,0.1,6574.654338,123963,7.5,7.4,0.72,13.5 +Mauritius,2006,Developing,71.8,165,0,3.73,502.3844946,97,3,28.6,0,98,4.38,97,0.1,5695.969327,1233996,7.6,7.5,0.713,13.4 +Mauritius,2005,Developing,72.1,168,0,3.94,479.9234077,97,7,28,0,97,4.47,97,0.1,5116.45424,1228254,7.7,7.6,0.704,13 +Mauritius,2004,Developing,71.9,168,0,4.16,509.3899943,98,28,27.5,0,98,4.29,98,0.1,5229.876738,12213,7.8,7.7,0.696,12.8 +Mauritius,2003,Developing,71.5,174,0,4.08,407.779262,97,777,26.9,0,99,4.15,99,0.1,4623.347642,121337,7.9,7.8,0.687,12.6 +Mauritius,2002,Developing,71.5,179,0,4.14,369.6317105,88,0,26.4,0,88,4.24,88,0.1,3957.51296,124621,7.9,7.9,0.683,12.5 +Mauritius,2001,Developing,71.5,177,0,4.38,70.15536981,92,0,25.8,0,93,3.87,92,0.1,3792.182152,1196287,8,8,0.673,12.2 +Mauritius,2000,Developing,71,177,0,4.6,336.3213326,88,0,25.3,0,88,3.78,88,0.1,3861.32414,1186873,8.1,8.1,0.667,12.1 +Mexico,2015,Developing,76.7,122,30,,0,82,0,63.5,35,87,,87,0.1,9143.128494,12589949,1.5,1.5,0.758,13.3 +Mexico,2014,Developing,76.6,122,31,5.26,168.173753,84,3,62.8,36,87,6.3,87,0.1,1452.27766,1242216,1.6,1.5,0.754,13.1 +Mexico,2013,Developing,76.6,12,32,5.23,150.408875,82,0,62.1,37,83,6.3,83,0.1,1298.86766,122535969,1.6,1.5,0.753,12.9 +Mexico,2012,Developing,76.3,123,33,5.29,112.696486,99,0,61.5,38,99,6.21,99,0.1,982.532572,1282837,1.6,1.5,0.748,12.7 +Mexico,2011,Developing,76.1,124,34,5.3,1117.196097,98,3,6.8,39,97,6.4,97,0.1,9834.472689,119917,1.6,1.6,0.745,12.6 +Mexico,2010,Developing,75.6,127,35,5.21,1033.039737,93,0,6.1,40,95,6.39,95,0.1,8959.581416,117318941,1.6,1.6,0.739,12.5 +Mexico,2009,Developing,75.7,13,36,5.27,881.7364327,95,0,59.4,42,95,6.6,95,0.1,7748.12331,11555228,1.7,1.6,0.738,12.5 +Mexico,2008,Developing,75.6,127,37,5.36,159.8772264,97,0,58.7,43,96,6.6,96,0.1,9689.52887,11366189,1.7,1.6,0.735,12.3 +Mexico,2007,Developing,76,123,38,5.35,105.7476131,98,0,57.9,45,98,5.92,98,0.1,933.341687,111836346,1.7,1.7,0.731,12.3 +Mexico,2006,Developing,75.8,125,40,5.11,980.2537444,98,23,57.2,47,98,5.83,98,0.1,8767.92258,1192378,1.8,1.7,0.723,12.2 +Mexico,2005,Developing,75.3,126,42,4.93,998.3498049,98,6,56.4,49,98,6.4,98,0.1,7986.798439,18472228,1.8,1.7,0.719,12.2 +Mexico,2004,Developing,75.4,124,44,4.9,920.8284115,98,64,55.7,52,98,6.11,98,0.1,7199.59665,16995583,1.8,1.8,0.714,12.1 +Mexico,2003,Developing,75,127,46,4.88,781.2062828,98,44,54.9,55,98,6.2,98,0.1,6751.998987,1564453,1.9,1.8,0.708,11.9 +Mexico,2002,Developing,75,127,49,4.77,12.1859723,97,0,54.1,58,98,5.52,97,0.1,716.8219,1435568,1.9,1.8,0.703,11.6 +Mexico,2001,Developing,75,126,52,4.86,13.31109532,97,3,53.2,62,97,5.35,97,0.1,731.378864,136768,1.9,1.9,0.7,11.6 +Mexico,2000,Developing,74.8,129,55,4.99,10.22840118,97,30,52.4,66,97,4.98,97,0.1,672.92113,11719673,2,1.9,0.694,11.4 +Micronesia (Federated States of),2015,Developing,69.4,166,0,,0,78,0,69.4,0,71,,72,0.1,,,0.2,0.2,0.637,11.7 +Micronesia (Federated States of),2014,Developing,69.4,164,0,1.58,0,81,140,68.7,0,76,13.71,77,0.1,,,0.2,0.2,0.639,11.7 +Micronesia (Federated States of),2013,Developing,69.2,166,0,1.67,0,83,0,68.1,0,81,13.38,81,0.1,,,0.2,0.2,0.641,11.7 +Micronesia (Federated States of),2012,Developing,69,168,0,2.98,0,82,0,67.5,0,81,12.77,81,0.1,,,0.2,0.2,0.64,11.7 +Micronesia (Federated States of),2011,Developing,68.9,169,0,1.89,0,83,0,67,0,83,13.76,84,0.1,,,0.2,0.2,0.638,11.7 +Micronesia (Federated States of),2010,Developing,68.7,171,0,1.76,0,88,0,66.4,0,85,13.83,85,0.1,,,0.2,0.2,0.633,11.5 +Micronesia (Federated States of),2009,Developing,68.5,172,0,2.06,0,89,0,65.8,0,81,13.44,91,0.1,,,0.2,0.2,0.629,11.4 +Micronesia (Federated States of),2008,Developing,68.4,174,0,1.97,0,89,0,65.2,0,88,12.94,85,0.1,,,0.2,0.2,0.628,11.2 +Micronesia (Federated States of),2007,Developing,68.2,175,0,1.64,0,9,0,64.7,0,79,11.99,79,0.1,,,0.2,0.2,0.625,11 +Micronesia (Federated States of),2006,Developing,68,176,0,1.73,0,84,0,64.1,0,81,11.92,67,0.1,,,0.2,0.2,0.622,10.9 +Micronesia (Federated States of),2005,Developing,67.9,178,0,1.9,0,91,0,63.6,0,94,12.11,94,0.1,,,0.2,0.2,0.617,10.7 +Micronesia (Federated States of),2004,Developing,67.7,179,0,2.02,0,8,0,63.2,0,82,1.64,78,0.1,,,0.2,0.2,0.616,10.5 +Micronesia (Federated States of),2003,Developing,67.5,18,0,3.15,0,89,0,62.8,0,88,9.69,92,0.1,,,0.2,0.2,0.612,10.4 +Micronesia (Federated States of),2002,Developing,66.2,21,0,2.78,0,85,0,62.4,0,84,8.2,84,0.1,,,0.2,0.2,0.608,10.2 +Micronesia (Federated States of),2001,Developing,67.2,183,0,2.82,0,81,0,62,0,79,8.58,75,0.1,,,0.3,0.2,0.604,10.1 +Micronesia (Federated States of),2000,Developing,67,185,0,2.23,0,87,0,61.5,0,85,7.88,85,0.1,,,0.3,0.3,0,0 +Monaco,2013,Developing,,,0,0.01,0,99,0,,0,99,4.3,99,0.1,,,,,, +Mongolia,2015,Developing,68.8,222,1,,0,99,20359,52.7,1,99,,99,0.1,3944.1839,2976877,2.2,2.3,0.733,14.8 +Mongolia,2014,Developing,68.4,225,1,0.01,281.0023992,99,0,51.5,1,99,4.73,99,0.1,4181.583321,2923896,2.2,2.3,0.729,14.8 +Mongolia,2013,Developing,68.1,227,1,0.01,241.1958645,98,0,5.4,1,98,4.21,98,0.1,4385.379355,286917,2.2,2.3,0.72,14.7 +Mongolia,2012,Developing,67.8,231,1,0.01,253.8285861,99,0,49.2,2,99,4.22,99,0.1,4368.82248,2814226,2.2,2.3,0.712,14.7 +Mongolia,2011,Developing,67.3,235,1,0.01,257.8403154,99,0,48,2,99,4.45,99,0.1,3769.595255,2761516,2.2,2.3,0.701,14.6 +Mongolia,2010,Developing,66.3,25,1,5.8,22.31624272,96,7,46.9,2,96,4.7,96,0.1,265.353659,271265,2.2,2.3,0.693,14.3 +Mongolia,2009,Developing,66.9,235,1,4.61,134.1678932,97,8,45.9,2,96,5.29,95,0.1,1717.898761,2668289,2.2,2.3,0.686,13.8 +Mongolia,2008,Developing,67.4,225,2,4.26,181.0123284,96,31,44.9,2,95,5.58,96,0.1,2139.625631,2628131,2.2,2.3,0.673,13.4 +Mongolia,2007,Developing,65.9,26,2,3.79,126.698109,98,12,43.9,2,99,5.6,95,0.1,1634.81431,259167,2.2,2.4,0.661,13 +Mongolia,2006,Developing,65,271,2,2.91,122.1206485,98,26,43,2,98,4.68,99,0.1,1334.651896,255812,2.2,2.4,0.649,12.7 +Mongolia,2005,Developing,64.5,274,2,2.75,98.68367951,98,0,42.1,2,99,5.9,99,0.1,998.8226671,2526446,2.3,2.4,0.637,11.8 +Mongolia,2004,Developing,64,284,2,1.75,73.24150483,98,0,41.3,2,99,5.99,99,0.1,797.8377432,2496832,2.3,2.4,0.621,11.2 +Mongolia,2003,Developing,64,271,2,1.31,56.05686428,98,18,4.5,2,98,6.18,98,0.1,646.561295,2469286,2.4,2.5,0.609,10.5 +Mongolia,2002,Developing,63.8,263,2,2.43,55.60878216,98,1205,39.8,2,98,5.81,98,0.1,571.51883,2443659,2.4,2.5,0.599,10.1 +Mongolia,2001,Developing,63.2,266,2,2.87,61.84921903,95,10677,39.1,3,95,5.45,95,0.1,524.145924,2419776,2.5,2.6,0.588,9.4 +Mongolia,2000,Developing,62.8,274,2,2.79,56.431387,93,925,38.5,3,94,4.92,94,0.1,474.2133361,2397436,2.6,2.6,0.582,8.9 +Montenegro,2015,Developing,76.1,16,0,,0,82,0,61.8,0,89,,89,0.1,6461.192554,622159,1.8,1.8,0.804,15.1 +Montenegro,2014,Developing,75.9,17,0,0.01,726.0291764,87,0,61.3,0,91,6.42,91,0.1,7378.345289,62181,1.8,1.9,0.803,15.1 +Montenegro,2013,Developing,75.8,19,0,0.01,707.144691,9,0,6.7,0,94,6.43,94,0.1,7186.429787,62127,1.8,1.9,0.799,15.1 +Montenegro,2012,Developing,75.6,11,0,0.01,648.1331781,9,0,6.2,0,94,7.25,94,0.1,6586.71929,6261,1.9,1.9,0.797,15.1 +Montenegro,2011,Developing,75.4,113,0,6.56,666.7374371,91,5,59.7,0,95,6.92,95,0.1,7318.742449,6279,1.9,2,0.792,15.1 +Montenegro,2010,Developing,75.3,115,0,6.56,635.4849381,9,5,59.1,0,93,6.9,94,0.1,6682.281158,619428,2,2,0.787,15 +Montenegro,2009,Developing,75,117,0,6.45,489.6818699,87,0,58.5,0,91,6.7,92,0.1,6698.79439,618294,2,2.1,0.785,14.6 +Montenegro,2008,Developing,74.6,121,0,6.17,709.1311228,93,0,57.8,0,95,6.13,95,0.1,7325.73474,616969,2.1,2.1,0.774,14.2 +Montenegro,2007,Developing,74.2,125,0,4.98,678.5188944,9,0,57.2,0,92,6.74,92,0.1,5957.145693,615875,2.1,2.2,0.762,13.6 +Montenegro,2006,Developing,73.8,13,0,5.38,595.7306923,9,0,56.5,0,9,8.1,9,0.1,4383.59597,61525,2.2,2.2,0.751,13.2 +Montenegro,2005,Developing,73.6,133,0,,527.3076721,,0,55.7,0,,8.46,,0.1,3674.617924,614261,2.3,2.3,0.746,12.8 +Montenegro,2004,Developing,73.5,134,0,0.01,57.12190146,,0,55,0,,8.45,,0.1,338.199535,613353,2.3,2.4,0.74,12.6 +Montenegro,2003,Developing,73.5,134,0,0.01,495.0782963,,0,54.2,0,,8.91,,0.1,2789.1735,612267,2.4,2.4,0,0 +Montenegro,2002,Developing,73.4,136,0,0.01,36.48024032,,0,53.5,0,,8.33,,0.1,216.243274,69828,2.5,2.5,0,0 +Montenegro,2001,Developing,73.3,136,0,0.01,33.66981355,,0,52.7,0,,8.23,,0.1,199.583957,67389,2.5,2.6,0,0 +Montenegro,2000,Developing,73,144,0,0.01,274.5472605,,0,51.9,0,,7.32,,0.1,1627.42893,6495,2.6,2.7,0,0 +Morocco,2015,Developing,74.3,95,17,,0,99,17,58.5,20,99,,99,0.1,2847.285569,3483322,6.4,6.2,0.645,12.1 +Morocco,2014,Developing,74.1,96,18,0.43,198.7343495,99,10,57.5,21,99,5.91,99,0.1,3154.513484,3431882,6.4,6.2,0.64,12.1 +Morocco,2013,Developing,73.9,97,18,0.45,179.8598949,99,92,56.5,21,99,5.94,99,0.1,3111.762887,33824769,6.4,6.2,0.634,12.1 +Morocco,2012,Developing,73.6,99,19,0.55,19.15853732,99,668,55.5,22,99,6.15,99,0.1,294.746728,33333789,6.3,6.2,0.623,11.6 +Morocco,2011,Developing,73.3,14,19,0.54,22.0945504,98,982,54.6,22,98,5.99,99,0.1,339.91616,32858823,6.3,6.2,0.612,11.2 +Morocco,2010,Developing,72.8,11,20,0.56,183.6592186,98,633,53.6,23,99,5.86,99,0.1,2834.2472,3249639,6.3,6.2,0.603,10.7 +Morocco,2009,Developing,72.3,116,20,0.62,188.2902861,98,834,52.7,23,99,5.67,99,0.1,2861.5545,31989897,6.4,6.2,0.596,10.5 +Morocco,2008,Developing,71.8,123,21,0.51,171.3658969,97,1455,51.7,24,99,5.41,99,0.1,2884.94776,31596855,6.4,6.3,0.589,10.3 +Morocco,2007,Developing,71.4,128,21,0.56,157.6431445,95,2248,5.8,25,95,5.48,95,0.1,2494.353552,31225881,6.4,6.3,0.581,10 +Morocco,2006,Developing,71,133,22,0.58,127.7632005,95,1217,49.9,25,97,5.23,97,0.1,2191.478567,3869346,6.4,6.3,0.575,10 +Morocco,2005,Developing,77,137,22,0.47,9.469371264,96,0,49.1,26,98,5.6,98,0.1,213.755559,35217,6.5,6.3,0.569,9.8 +Morocco,2004,Developing,72,142,23,0.56,100.3638322,95,6399,48.2,27,97,5.22,97,0.1,1948.812275,3179285,6.5,6.4,0.561,9.6 +Morocco,2003,Developing,69.9,146,24,0.58,88.16506179,9,10841,47.3,28,91,5.25,91,0.1,1721.973863,29843937,6.6,6.4,0.551,9.3 +Morocco,2002,Developing,69.5,15,25,0.46,66.72933871,92,6000,46.5,29,94,5.31,94,0.1,1413.757176,29512368,6.6,6.5,0.54,8.8 +Morocco,2001,Developing,69,155,26,0.46,71.11645,84,2724,45.7,30,93,4.44,96,0.1,1336.775376,29181832,6.7,6.5,0.53,8.5 +Morocco,2000,Developing,68.6,16,27,0.45,63.42140024,43,7368,44.8,32,95,4.18,95,0.1,1332.382358,28849621,6.7,6.6,0.519,8 +Mozambique,2015,Developing,57.6,355,60,,0,8,79,22.6,81,8,,8,3.9,528.3125597,281691,3.6,3.5,0.414,9.1 +Mozambique,2014,Developing,56.7,375,61,0.01,54.91159475,79,9,22.2,84,79,6.98,79,4.1,623.2871141,27212382,3.6,3.5,0.409,9.1 +Mozambique,2013,Developing,55.3,46,62,1.16,5.813338496,78,8,21.8,87,78,5.9,78,5.1,65.985681,26434372,3.6,3.5,0.405,9.1 +Mozambique,2012,Developing,54.8,48,64,1.19,49.90987221,76,145,21.3,90,73,5.58,76,6.9,566.513873,2567666,3.6,3.5,0.4,9.2 +Mozambique,2011,Developing,54.3,47,66,0.94,40.80617976,76,177,2.9,94,73,6.23,76,9.6,526.5313517,249395,3.7,3.6,0.397,9.5 +Mozambique,2010,Developing,54,47,69,0.96,5.743393664,74,2321,2.5,98,73,5.38,74,10.8,419.2258149,2422145,3.7,3.6,0.39,9.3 +Mozambique,2009,Developing,53.8,4,70,1.18,39.75216936,74,60,2.1,101,74,5.43,74,11.3,463.852618,2352463,3.7,3.6,0.382,9.2 +Mozambique,2008,Developing,53.2,45,72,1.48,0.796915785,75,4,19.7,104,74,4.91,75,12.6,53.127719,22846758,3.7,3.7,0.372,8.8 +Mozambique,2007,Developing,52.1,425,74,1.03,53.9502789,75,267,19.3,108,75,5.25,75,14.1,422.1461573,22188387,3.8,3.7,0.36,8.2 +Mozambique,2006,Developing,51.2,434,78,1.2,58.59644487,75,183,18.9,113,73,6.51,78,16.3,385.7567141,21547463,3.8,3.7,0.353,7.9 +Mozambique,2005,Developing,58,434,80,1.23,67.33378735,75,12598,18.5,117,71,6.87,8,16.2,369.1545359,29237,3.9,3.8,0.341,7.3 +Mozambique,2004,Developing,54,429,82,1.54,46.58195631,76,9396,18.1,120,69,5.91,83,15.9,336.3318145,231275,3.9,3.8,0.332,7 +Mozambique,2003,Developing,51,424,85,1.68,42.52689559,76,28898,17.7,124,67,6.39,85,15.3,283.8911588,19716598,4,3.9,0.318,6.7 +Mozambique,2002,Developing,49.8,416,87,2.16,40.82597077,76,7155,17.3,127,76,6.45,76,14.5,262.884551,19139658,4,4,0.311,6.2 +Mozambique,2001,Developing,49.5,48,90,2.09,37.82511936,25,7085,16.9,132,72,5.64,73,13.4,256.4414872,18588758,4.1,4,0.298,5.8 +Mozambique,2000,Developing,49,43,93,1.14,47.17250718,,7375,16.5,136,69,6.16,7,12.2,277.6486591,1867687,4.2,4.1,0.291,5.4 +Myanmar,2015,Developing,66.6,199,39,,0,89,6,23.8,50,89,,89,0.3,1194.59137,5243669,12.8,13,0.552,9.1 +Myanmar,2014,Developing,66.4,21,40,0.01,45.33788677,88,122,22.9,52,88,2.28,88,0.3,1262.893782,51924182,12.9,13.1,0.547,9.1 +Myanmar,2013,Developing,66.2,22,42,0.7,38.33793462,75,1010,22.1,55,76,2.16,75,0.4,1168.83947,51448196,12.9,13.2,0.54,9.1 +Myanmar,2012,Developing,65.9,25,44,0.55,38.4279083,58,2175,21.3,58,87,2.22,84,0.5,1171.58257,5986514,13,13.2,0.533,9.1 +Myanmar,2011,Developing,65.6,27,47,0.33,21.23698847,4,2046,2.5,61,9,1.87,84,0.5,1186.423937,555331,13,13.3,0.526,9.1 +Myanmar,2010,Developing,65.4,29,49,0.3,17.48293752,92,190,19.8,65,9,1.92,9,0.5,987.7365832,5155896,13.1,13.3,0.515,8.8 +Myanmar,2009,Developing,65.2,211,52,0.28,11.05247903,91,329,19.1,69,9,2.5,9,0.6,741.777116,49869,13.1,13.4,0.504,8.5 +Myanmar,2008,Developing,59.2,296,59,0.3,9.53048032,85,333,18.3,96,85,1.87,85,0.6,643.951373,49479752,13.2,13.4,0.493,8.2 +Myanmar,2007,Developing,64.5,217,58,0.26,0.5305728,85,1088,17.6,78,84,1.68,86,0.6,41.451,49171586,13.2,13.5,0.484,8.1 +Myanmar,2006,Developing,64.2,22,61,0.28,4.632776304,75,760,17,83,82,1.78,82,0.6,296.97284,48846474,13.2,13.5,0.474,8 +Myanmar,2005,Developing,63.9,224,64,0.28,2.793843188,62,314,16.4,87,86,1.83,73,0.5,247.24276,48482614,13.2,13.6,0.465,7.9 +Myanmar,2004,Developing,63.5,228,66,0.44,4.15451614,39,1329,15.7,90,92,1.97,82,0.5,219.8156688,487377,13.3,13.6,0.455,7.8 +Myanmar,2003,Developing,63.2,231,69,0.4,3.824212472,8,830,15.2,93,86,1.97,78,0.5,219.782326,47624894,13.3,13.6,0.445,7.7 +Myanmar,2002,Developing,62.8,235,71,0.41,3.421880938,,736,14.6,96,84,2.5,79,0.4,143.77651,471422,13.3,13.7,0.435,7.6 +Myanmar,2001,Developing,62.5,239,72,0.38,1.917164,,2519,14.1,98,77,1.8,73,0.4,138.9249275,46627994,13.3,13.7,0.427,7.6 +Myanmar,2000,Developing,62.1,243,73,0.35,2.511437292,,845,13.6,100,88,1.84,82,0.4,193.187484,4695462,13.3,13.7,0.417,7.5 +Namibia,2015,Developing,65.8,248,2,,0,92,212,35.7,3,92,,92,2.1,4737.66996,2425561,8.2,8.1,0.637,11.7 +Namibia,2014,Developing,65.9,242,2,0.01,751.3982719,88,477,34.9,3,88,8.93,88,2.2,5421.343953,237992,8.6,8.5,0.632,11.7 +Namibia,2013,Developing,66.1,232,3,0.01,760.6550553,89,1028,34.1,3,89,8.53,89,2.5,5488.131712,231652,9,8.9,0.625,11.6 +Namibia,2012,Developing,65.8,232,3,0.01,796.8734263,84,86,33.3,4,84,8.24,84,3.7,5749.44752,2263934,9.5,9.4,0.619,11.5 +Namibia,2011,Developing,64.3,268,3,7.84,7.896234931,82,79,32.5,4,85,8.78,82,4.7,56.971392,2215621,9.9,9.9,0.612,11.5 +Namibia,2010,Developing,63,299,3,7.58,719.5535161,83,3138,31.8,4,83,7.89,83,6.2,5191.58381,217317,1.4,1.4,0.604,11.4 +Namibia,2009,Developing,62.4,36,3,7.99,575.6748069,,4076,31,4,83,8.5,83,8.7,4153.497885,21374,1.9,1.9,0.598,11.4 +Namibia,2008,Developing,61.7,317,3,6.28,59.55033546,,0,3.2,4,83,7.15,83,11.7,429.6561,216375,11.5,11.4,0.589,11.3 +Namibia,2007,Developing,60,356,3,5.12,62.11039296,,21,29.4,4,81,6.99,86,15.2,422.51968,279915,12,12,0.578,11.3 +Namibia,2006,Developing,57,431,3,4.94,459.1572399,,3,28.7,4,74,7.2,86,19.2,3881.29535,255734,12.6,12.6,0.57,11.4 +Namibia,2005,Developing,55.1,477,3,4.89,457.7200522,,4,27.9,4,86,7.32,86,22.1,3573.146387,232196,13.1,13.1,0.565,11.6 +Namibia,2004,Developing,54.7,483,3,4.8,368.2848258,,4,27.2,4,81,6.47,81,24,3288.257373,29228,13.7,13.7,0.559,11.7 +Namibia,2003,Developing,55,471,3,5.28,294.6571552,,262,26.5,4,82,6.52,79,24.7,2482.36862,1986535,14.2,14.3,0.554,11.7 +Namibia,2002,Developing,55.7,452,3,5.09,203.7322893,,1278,25.8,4,78,6.17,77,24.6,1713.47594,1962147,14.7,14.8,0.556,11.8 +Namibia,2001,Developing,56.5,426,3,5.09,205.8078833,,416,25.1,4,79,6.18,78,23.9,1834.29486,1933596,15.2,15.4,0.556,11.7 +Namibia,2000,Developing,57.4,41,3,5.73,35.80978512,,469,24.5,4,8,6.11,79,22.8,257.99557,1899257,15.7,15.9,0.559,11.5 +Nauru,2013,Developing,,,0,0.01,15.60659587,87,0,87.3,0,87,4.65,87,0.1,136.18321,,0.1,0.1,,9.6 +Nepal,2015,Developing,69.2,165,17,,0,91,1599,19.1,21,9,,91,0.1,743.7653489,28656282,15.7,16.1,0.555,12.2 +Nepal,2014,Developing,69.6,158,18,0.01,8.523486403,92,1279,18.5,22,92,5.8,92,0.1,76.2386977,28323241,15.9,16.3,0.551,12.4 +Nepal,2013,Developing,69.3,162,19,0.27,80.15505125,92,1861,18,24,92,5.69,92,0.1,688.6172788,2798531,16.1,16.5,0.545,12.3 +Nepal,2012,Developing,68.9,167,20,0.26,80.58788376,9,3362,17.4,25,9,5.89,9,0.2,681.7925868,27649925,16.3,16.7,0.538,12.3 +Nepal,2011,Developing,68.4,172,22,0.27,112.1229028,92,2359,16.9,27,92,6.73,92,0.2,692.1166842,27327147,16.5,16.9,0.529,12 +Nepal,2010,Developing,68,178,23,0.24,84.62302524,82,190,16.4,30,83,6.43,82,0.2,592.1835216,2723137,16.7,17.2,0.515,11.1 +Nepal,2009,Developing,67.5,183,25,0.22,6.19357029,89,189,15.9,32,93,6.41,89,0.2,48.7299,2674113,16.9,17.4,0.502,10.5 +Nepal,2008,Developing,67,189,27,0.21,70.27113179,82,2089,15.4,35,82,6.44,82,0.2,473.844449,26475859,17,17.6,0.492,10.1 +Nepal,2007,Developing,66.6,194,29,0.2,52.22906505,82,1415,14.9,38,82,5.84,82,0.2,393.8843518,26214847,17.2,17.8,0.486,10 +Nepal,2006,Developing,66,21,31,0.2,45.87989927,69,2838,14.4,41,91,5.7,89,0.2,348.6314534,2594618,17.4,18,0.476,9.6 +Nepal,2005,Developing,65.4,28,33,0.2,4.259752532,41,5023,13.9,44,78,5.72,75,0.2,317.89198,2564287,17.6,18.2,0.469,9.4 +Nepal,2004,Developing,64.7,218,35,0.21,31.93187316,27,12074,13.4,47,8,5.82,8,0.2,287.4156,2539449,17.8,18.4,0.463,9.3 +Nepal,2003,Developing,64.3,22,38,0.2,2.79096532,2,13344,12.9,50,76,5.48,78,0.1,253.72412,2495623,18,18.6,0.457,9.2 +Nepal,2002,Developing,63.1,238,40,0.19,23.18394594,,6749,12.4,54,72,5.6,72,0.1,246.375621,24566342,18.2,18.8,0.447,8.6 +Nepal,2001,Developing,63.2,23,43,0.09,21.92813881,,10849,11.9,58,73,5.36,72,0.1,248.6183539,24161777,18.3,19,0.446,9 +Nepal,2000,Developing,62.5,238,46,0.08,17.9123368,,9397,11.4,62,74,5.43,74,0.1,231.42554,2374911,18.5,19.2,0.439,8.9 +Netherlands,2015,Developed,81.9,57,1,,0,94,7,62.1,1,95,,95,0.1,44292.88473,16939923,1,0.9,0.923,18.1 +Netherlands,2014,Developed,81.7,58,1,0.01,1491.703605,92,140,61.6,1,96,1.9,96,0.1,52157.4687,168658,1,0.9,0.923,18.1 +Netherlands,2013,Developed,81.4,6,1,8.68,1475.030397,51,2632,61,1,97,11.4,97,0.1,51574.48942,1684432,1,0.9,0.922,18.1 +Netherlands,2012,Developed,81.1,62,1,9.05,1162.656768,2,10,6.5,1,97,11.1,97,0.1,49474.7561,16754962,1,0.9,0.921,18.1 +Netherlands,2011,Developed,81.1,63,1,8.96,1047.370244,2,51,59.9,1,97,1.53,97,0.1,5354.6536,1669374,1,0.9,0.911,17.2 +Netherlands,2010,Developed,88,64,1,9.33,1035.621437,,15,59.3,1,97,1.48,97,0.1,5338.25483,16615394,1,0.9,0.906,17 +Netherlands,2009,Developed,86,65,1,9.23,96.8585885,,15,58.6,1,97,1.29,97,0.1,519.349,1653388,1,0.9,0.906,16.9 +Netherlands,2008,Developed,83,68,1,9.62,10873.40554,,109,57.9,1,97,9.57,97,0.1,56928.8248,16445593,1,0.9,0.905,16.8 +Netherlands,2007,Developed,82,68,1,9.53,9689.732784,,10,57.3,1,97,9.36,97,0.1,51241.31562,16381696,1,1,0.899,16.6 +Netherlands,2006,Developed,79.8,71,1,9.79,8344.010392,,1,56.5,1,96,9.36,96,0.1,44453.97119,1634611,1,1,0.893,16.5 +Netherlands,2005,Developed,79.4,72,1,9.69,6577.508136,,4,55.8,1,96,9.6,96,0.1,41577.169,16319868,1,1,0.888,16.4 +Netherlands,2004,Developed,79.2,77,1,9.56,5170.130703,,11,55,1,98,8.52,98,0.1,39954.64222,16281779,1,1,0.885,16.5 +Netherlands,2003,Developed,78.7,8,1,9.56,4472.6114,,4,54.2,1,98,8.46,98,0.1,35245.1647,1622532,1.1,1,0.881,16.5 +Netherlands,2002,Developed,78.4,81,1,9.68,3455.197053,,3,53.4,1,97,8.34,97,0.1,28817.32321,16148929,1.1,1,0.882,16.9 +Netherlands,2001,Developed,78.3,82,1,9.95,3054.515582,,0,52.6,1,97,7.79,97,0.1,26584.12169,164618,1.1,1.1,0.878,16.7 +Netherlands,2000,Developed,78.1,84,1,10.06,2944.640134,,1019,51.8,1,97,7.42,97,0.1,25921.12794,15925513,1.1,1.1,0.873,16.5 +New Zealand,2015,Developed,81.6,66,0,8.7,0,92,10,67.5,0,92,,92,0.1,3821.8937,,0.4,0.3,0.913,19.2 +New Zealand,2014,Developed,81.5,67,0,9.07,1040.278436,93,280,66.9,0,93,11.3,93,0.1,4453.24673,,0.4,0.3,0.91,19.2 +New Zealand,2013,Developed,81.3,69,0,9.18,10019.0763,93,8,66.4,0,92,11.17,92,0.1,42889.88141,,0.3,0.3,0.908,19.3 +New Zealand,2012,Developed,81.1,7,0,9.2,924.5653683,93,68,65.9,0,93,11.53,93,0.1,3997.25624,,0.3,0.3,0.904,19.5 +New Zealand,2011,Developed,86,72,0,9.47,8342.405764,95,597,65.3,0,95,11.24,95,0.1,38426.5581,,0.3,0.3,0.901,19.7 +New Zealand,2010,Developed,89,71,0,9.62,6664.148708,9,43,64.8,0,93,11.2,93,0.1,33691.34837,,0.3,0.3,0.899,20.3 +New Zealand,2009,Developed,85,73,0,9.24,63.57705167,93,198,64.3,0,92,11.21,92,0.1,282.94193,,0.3,0.3,0.895,19.3 +New Zealand,2008,Developed,81,75,0,9.49,6761.288966,9,0,63.8,0,89,1.7,89,0.1,31287.77865,,0.3,0.3,0.894,19.5 +New Zealand,2007,Developed,81,76,0,9.19,606.3106561,88,25,63.2,0,88,8.35,88,0.1,3259.73471,,0.3,0.3,0.891,19.2 +New Zealand,2006,Developed,79.9,76,0,9.34,496.2228007,87,20,62.6,0,89,8.65,89,0.1,2667.86452,,0.3,0.3,0.888,19.1 +New Zealand,2005,Developed,79.9,78,0,9.31,491.055852,87,20,62.1,0,89,8.25,89,0.1,2775.89515,,0.3,0.3,0.886,18.9 +New Zealand,2004,Developed,79.2,79,0,9.15,442.3774869,88,33,61.5,0,87,7.89,89,0.1,2542.39935,,0.3,0.3,0.884,18.4 +New Zealand,2003,Developed,79.1,82,0,8.91,3661.792922,89,66,6.9,0,86,7.71,9,0.1,21913.7817,,0.3,0.3,0.881,18.2 +New Zealand,2002,Developed,78.7,83,0,9.13,2892.257132,89,21,6.3,0,84,7.89,9,0.1,16874.31232,,0.3,0.3,0.873,17.5 +New Zealand,2001,Developed,78.5,83,0,8.75,2205.98595,9,65,59.6,0,82,7.58,9,0.1,13882.85683,,0.3,0.3,0.868,17.4 +New Zealand,2000,Developed,78.6,87,0,8.91,2143.021083,9,65,58.9,0,82,7.47,9,0.1,13641.1272,,0.3,0.3,0.864,17.2 +Nicaragua,2015,Developing,74.8,145,2,,0,98,0,54,2,99,,98,0.1,295.966488,68235,1.8,1.7,0.642,11.7 +Nicaragua,2014,Developing,74.5,148,2,3.55,473.1238124,98,0,53.2,3,99,9.4,98,0.1,1975.46477,613997,1.8,1.7,0.636,11.6 +Nicaragua,2013,Developing,73.9,157,2,3.58,366.4841804,98,0,52.4,3,99,8.43,98,0.1,1847.19849,5945747,1.8,1.7,0.63,11.5 +Nicaragua,2012,Developing,73.9,157,2,3.63,334.8174246,98,0,51.7,3,99,8.4,98,0.1,1792.3845,587718,1.8,1.7,0.625,11.5 +Nicaragua,2011,Developing,74.5,147,3,3.39,321.6132593,98,0,5.9,3,99,6.39,98,0.1,1682.957924,58782,1.8,1.8,0.62,11.5 +Nicaragua,2010,Developing,73.2,154,3,3.38,302.7045411,98,0,5.2,3,99,6.58,98,0.1,1526.497938,5737723,1.9,1.8,0.614,11.4 +Nicaragua,2009,Developing,73.2,163,3,3.36,292.753101,98,0,49.4,3,99,6.82,98,0.2,1464.497754,5666581,1.9,1.8,0.613,11.3 +Nicaragua,2008,Developing,72.5,169,3,3.64,275.064434,97,0,48.6,3,97,6.98,97,0.2,1518.85386,559456,1.9,1.8,0.607,11.1 +Nicaragua,2007,Developing,72.5,173,3,3.83,253.0007812,93,0,47.9,4,93,6.91,93,0.2,1344.31871,552216,2,1.9,0.601,11 +Nicaragua,2006,Developing,73,17,3,3.69,21.41123529,88,0,47.1,4,88,6.33,88,0.3,124.992617,545211,2,1.9,0.597,11 +Nicaragua,2005,Developing,71.2,194,3,3.7,218.5716179,86,0,46.4,4,87,6.11,86,0.3,1175.116225,5379328,2,1.9,0.592,11 +Nicaragua,2004,Developing,71,194,4,3.81,36.81621175,79,0,45.7,4,8,6.13,79,0.3,191.55157,53973,2.1,2,0.587,11 +Nicaragua,2003,Developing,76,198,4,3.77,2.542436908,86,0,44.9,5,86,6.12,86,0.3,115.565314,524879,2.1,2,0.583,11 +Nicaragua,2002,Developing,75,197,4,3.5,2.092343893,85,0,44.2,5,85,5.71,85,0.4,11.147277,5171734,2.2,2.1,0.577,10.7 +Nicaragua,2001,Developing,73,193,4,3.51,22.35595448,87,0,43.5,5,89,5.26,87,0.4,143.6758,5175,2.2,2.1,0.57,10.4 +Nicaragua,2000,Developing,73,192,4,3.61,15.25518816,83,0,42.8,5,85,5.39,83,0.4,116.2743,526796,2.2,2.1,0.562,10.1 +Niger,2015,Developing,61.8,22,49,,0,65,7693,19.3,87,65,,65,0.4,358.99731,19896965,9.6,9.4,0.351,5.4 +Niger,2014,Developing,61.4,223,49,0.01,3.304039899,68,1142,18.9,88,67,5.82,68,0.5,43.646498,19148219,9.8,9.6,0.345,5.3 +Niger,2013,Developing,69,227,49,0.01,31.50243237,67,1224,18.5,89,56,5.9,67,0.6,416.14838,18426372,1,9.9,0.341,5.3 +Niger,2012,Developing,63,232,49,0.01,29.75517982,71,272,18.1,90,71,6.11,71,0.7,391.515524,17731634,1.3,1.1,0.331,5.1 +Niger,2011,Developing,59.4,241,50,0.15,32.22493445,75,771,17.7,93,4,6.66,75,0.7,375.5819866,1764636,1.5,1.3,0.323,4.8 +Niger,2010,Developing,58.2,252,50,0.12,5.883760536,7,372,17.3,95,75,6.36,7,0.9,348.151511,16425578,1.7,1.6,0.312,4.5 +Niger,2009,Developing,57.1,263,51,0.11,5.665405066,71,801,16.9,99,71,6.98,71,1.1,341.2894618,15813913,11,1.8,0.307,4.2 +Niger,2008,Developing,56,272,52,0.12,40.37835666,,1317,16.5,102,68,6.76,67,1.3,354.8185998,15228525,11.2,11,0.298,4 +Niger,2007,Developing,55.2,276,53,0.1,35.80929749,,282,16.1,106,57,6.94,57,1.4,292.55962,14668338,11.4,11.3,0.293,3.8 +Niger,2006,Developing,54.5,277,54,0.11,43.42193066,,59,15.7,110,52,7.39,51,1.5,258.463873,1413264,11.6,11.5,0.286,3.7 +Niger,2005,Developing,53.7,278,55,0.11,3.751715442,,2183,15.4,114,46,7.15,45,1.6,25.383731,13618449,11.9,11.8,0.278,3.5 +Niger,2004,Developing,52.9,279,56,0.11,20.86118432,,63057,15,118,45,6.61,43,1.6,232.5661574,1312712,12.1,12,0.27,3.1 +Niger,2003,Developing,52.1,28,56,0.1,20.26876572,,54190,14.6,121,44,6.23,41,1.6,215.8548,1265687,12.3,12.2,0.266,3 +Niger,2002,Developing,51.4,282,57,0.1,17.58722718,,31584,14.3,124,43,6.55,39,1.6,177.828384,12262,12.5,12.5,0.261,2.9 +Niger,2001,Developing,56,283,57,0.11,1.817829717,,61208,13.9,127,42,7.1,36,1.6,165.257247,11771976,12.7,12.7,0.255,2.9 +Niger,2000,Developing,50,284,58,0.1,13.35783844,,21319,13.6,128,41,6.1,34,1.5,158.455972,11352973,12.8,12.9,0.253,2.8 +Nigeria,2015,Developing,54.5,344,483,,0,49,12423,25.4,747,49,,49,3.7,2655.157977,181181744,9.8,9.7,0.525,10 +Nigeria,2014,Developing,53.6,362,490,0.01,263.2111031,49,6855,24.7,759,49,3.67,49,3.9,3221.678128,1764652,1.1,9.9,0.521,10 +Nigeria,2013,Developing,53.2,367,498,8.3,194.2032879,46,52852,24.1,773,46,3.7,46,3.9,2996.96432,17182933,1.4,1.2,0.514,9.8 +Nigeria,2012,Developing,52.7,374,505,8.54,204.7186256,42,6447,23.5,788,42,3.3,42,4.4,2755.297787,167297284,1.7,1.6,0.507,9.7 +Nigeria,2011,Developing,52.3,375,513,8.75,187.5733187,46,18843,22.8,802,48,3.69,48,4.7,2527.9423,16287776,11,1.9,0.5,9.6 +Nigeria,2010,Developing,52,374,521,8.9,133.1230872,49,8491,22.2,817,54,3.47,54,4.8,2327.3267,158578261,11.3,11.2,0.492,9.5 +Nigeria,2009,Developing,51.6,376,527,9.05,14.5676468,63,1272,21.6,832,66,4.24,63,4.9,197.661422,15442181,11.7,11.6,0.487,9.3 +Nigeria,2008,Developing,59,386,536,9.3,105.5910629,41,9960,21,848,6,4,53,5,1383.893354,1534739,12,11.9,0.481,9.2 +Nigeria,2007,Developing,55,388,542,9.55,104.4746444,42,2613,2.4,863,54,4.47,42,5.2,1136.829645,14641724,12.3,12.3,0.477,9.1 +Nigeria,2006,Developing,49.8,396,549,9.66,10.35779424,27,704,19.9,879,46,3.66,4,5.3,119.743286,14261494,12.6,12.6,0.466,9 +Nigeria,2005,Developing,49.2,4,556,9.71,6.416252787,18,110927,19.3,893,45,4.11,36,5.4,87.8938738,138939478,12.9,12.9,0.463,8.9 +Nigeria,2004,Developing,48.5,47,563,9.76,57.22555815,,31521,18.8,907,43,4.33,33,5.4,648.815852,135393616,13.2,13.2,0.445,8.5 +Nigeria,2003,Developing,48.1,41,567,9.75,30.19550849,,141258,18.3,918,42,4.5,29,5.4,512.65719,131972533,13.5,13.6,0,8.1 +Nigeria,2002,Developing,47.7,49,571,9.61,17.137754,,42007,17.8,928,4,2.43,25,5.3,459.4572117,12866671,13.8,13.8,0,7.7 +Nigeria,2001,Developing,47.4,48,574,9.58,15.830985,,168107,17.3,936,36,3.25,27,5.1,351.7996666,125463434,14.1,14.1,0,8 +Nigeria,2000,Developing,47.1,45,576,9.23,22.48177606,,212183,16.9,943,31,2.84,29,4.9,379.1193264,1223529,14.3,14.4,0,7.6 +Niue,2013,Developing,,,0,0.01,0,99,0,77.3,0,99,7.2,99,0.1,,,0.1,0.1,, +Norway,2015,Developed,81.8,59,0,5.97,0,,14,61.2,0,95,,95,0.1,7455.24654,518867,0.8,0.7,0.948,17.7 +Norway,2014,Developed,81.6,61,0,6.06,177.6382878,,3,6.8,0,93,9.72,93,0.1,975.49856,5137232,0.8,0.7,0.945,17.7 +Norway,2013,Developed,81.5,62,0,6.21,234.782883,,8,6.3,0,94,9.39,94,0.1,1291.435,579623,0.8,0.7,0.942,17.5 +Norway,2012,Developed,81.3,61,0,6.21,2094.19096,,4,59.8,0,95,9.16,95,0.1,11563.727,518573,0.7,0.7,0.941,17.6 +Norway,2011,Developed,81.1,67,0,6.53,277.3550522,,39,59.4,0,94,9.14,94,0.1,1574.9861,495388,0.7,0.7,0.939,17.6 +Norway,2010,Developed,81,66,0,6.59,15268.06445,,3,58.9,0,93,9.26,93,0.1,87646.75346,4889252,0.7,0.7,0.936,17.4 +Norway,2009,Developed,89,67,0,6.68,142.3749426,,2,58.5,0,94,9.49,94,0.1,817.77681,4828726,0.7,0.7,0.936,17.4 +Norway,2008,Developed,86,67,0,6.75,1707.130633,,4,58,0,94,8.4,94,0.1,9688.5961,4768212,0.7,0.7,0.936,17.6 +Norway,2007,Developed,85,67,0,6.6,14829.41215,,0,57.5,0,93,8.58,93,0.1,85128.65759,479153,0.7,0.7,0.934,17.6 +Norway,2006,Developed,84,7,0,6.47,12829.25408,,0,57,0,94,8.43,94,0.1,74114.69715,466677,0.8,0.7,0.931,17.5 +Norway,2005,Developed,81,73,0,6.37,11792.53465,,0,56.5,0,91,8.89,91,0.1,66775.3944,4623291,0.8,0.7,0.929,17.6 +Norway,2004,Developed,79.8,77,0,6.22,1009.825011,,7,55.9,0,92,9.44,92,0.1,5757.26916,459191,0.8,0.7,0.924,17.5 +Norway,2003,Developed,79.4,78,0,6.04,880.7380617,,8,55.3,0,92,9.85,92,0.1,5111.65445,4564855,0.8,0.7,0.918,17.1 +Norway,2002,Developed,78.9,81,0,5.89,749.6823382,,5,54.6,0,93,9.62,93,0.1,4361.1538,4538159,0.8,0.7,0.916,17.1 +Norway,2001,Developed,78.8,82,0,5.49,6356.827282,,4,54,0,91,8.65,91,0.1,38549.58934,4513751,0.8,0.7,0.917,17.5 +Norway,2000,Developed,78.5,85,0,5.67,6191.211908,,0,53.3,0,91,8.27,9,0.1,38146.71539,449967,0.8,0.7,0.911,17.1 +Oman,2015,Developing,76.6,99,1,,0,99,0,54.6,1,99,,99,0.1,16627.36433,,7.1,6.9,0.795,13.7 +Oman,2014,Developing,76.4,11,1,0.4,166.1913728,99,0,53.5,1,99,3.55,99,0.1,2458.45226,,7.1,6.9,0.796,13.7 +Oman,2013,Developing,76.2,12,1,0.46,1154.893473,98,0,52.8,1,99,2.76,98,0.1,21268.7564,,7,6.8,0.796,13.7 +Oman,2012,Developing,76,14,1,0.51,1055.835493,98,13,52.3,1,99,2.52,98,0.1,22134.916,,7,6.8,0.797,13.7 +Oman,2011,Developing,75.8,15,1,0.54,158.27708,99,5,52,1,99,2.49,99,0.1,2986.36,,6.9,6.8,0.797,13.6 +Oman,2010,Developing,75.6,16,1,0.56,129.2260751,99,3,51.8,1,99,2.74,99,0.1,1928.74739,,6.9,6.8,0.797,13.5 +Oman,2009,Developing,75.4,18,1,0.56,1040.629462,98,19,51.5,1,96,2.83,98,0.1,16784.34616,,6.9,6.8,0.782,12.4 +Oman,2008,Developing,75.2,19,1,0.57,123.0966298,99,18,51.1,1,97,2.1,99,0.1,2275.3536,,6.9,6.8,0.765,11.9 +Oman,2007,Developing,74.9,113,1,0.57,88.45038011,99,24,5.6,1,97,2.43,99,0.1,1585.13226,,7,6.8,0.753,11.5 +Oman,2006,Developing,74.7,115,1,0.58,78.51141,99,13,5.1,1,98,2.31,98,0.1,1448.55,,7,6.8,0.748,11.6 +Oman,2005,Developing,74.3,118,1,0.63,854.0115758,99,25,49.5,1,99,2.59,99,0.1,12376.97936,,7,6.8,0.742,11.5 +Oman,2004,Developing,74,122,1,0.61,70.46762486,99,18,48.9,1,99,2.98,99,0.1,1129.28886,,7.1,6.8,0.734,11.5 +Oman,2003,Developing,73.6,127,1,0.56,65.65631302,99,1,48.1,1,99,3.17,99,0.1,969.8126,,7.1,6.8,0.725,11.2 +Oman,2002,Developing,73.3,13,1,0.54,585.9170945,99,5,47.3,1,99,3.18,99,0.1,8629.11774,,7.1,6.8,0.716,11 +Oman,2001,Developing,72.9,134,1,0.55,564.5425663,99,15,46.5,1,99,3.8,99,0.1,8476.61511,,7.1,6.9,0.705,10.7 +Oman,2000,Developing,72.6,138,1,0.38,62.86657508,99,15,45.9,1,99,3.7,99,0.1,861.18596,,7.2,6.9,0,10.4 +Pakistan,2015,Developing,66.4,161,352,,0,72,386,25.4,433,72,,72,0.1,1431.244865,18938513,19.2,19.6,0.548,8.1 +Pakistan,2014,Developing,66.2,162,359,0.01,62.29361092,72,1370,24.7,442,72,2.61,72,0.1,1316.98966,185546257,19.4,19.8,0.542,7.8 +Pakistan,2013,Developing,66,163,365,0.04,60.18648815,72,8749,23.9,450,72,2.7,72,0.1,1272.44161,181712595,19.6,2,0.538,7.7 +Pakistan,2012,Developing,65.7,165,369,0.04,59.65900139,72,8046,23.2,456,72,2.76,72,0.1,1261.28967,177911533,19.8,2.2,0.529,7.6 +Pakistan,2011,Developing,65.5,167,371,0.04,57.87736282,74,4386,22.5,459,75,3.1,74,0.1,1226.215314,174184265,2,2.4,0.525,7.5 +Pakistan,2010,Developing,65.1,172,372,0.04,0.66751505,82,4321,21.9,461,82,3.2,82,0.1,14.142268,1756182,2.2,2.7,0.521,7.5 +Pakistan,2009,Developing,64.8,175,371,0.03,0.697215581,78,863,21.3,460,7,2.94,71,0.1,16.63999,1674958,2.5,2.9,0.514,7.3 +Pakistan,2008,Developing,64.6,177,369,0.03,5.447133608,65,1129,2.6,460,7,3.26,62,0.1,139.31288,16364463,2.7,21.1,0.513,7.3 +Pakistan,2007,Developing,64.4,178,367,0.03,3.912744517,75,2801,2.1,459,75,3.35,75,0.1,95.4327931,16332974,2.8,21.3,0.505,6.7 +Pakistan,2006,Developing,64.2,179,365,0.03,40.36829999,78,7641,19.5,458,77,3.4,78,0.1,873.772727,15793993,21,21.5,0.501,6.5 +Pakistan,2005,Developing,62.9,2,364,0.04,30.59320769,7,2981,18.9,459,78,2.91,77,0.1,711.4699463,15399667,21.2,21.7,0.487,6.1 +Pakistan,2004,Developing,63.7,183,364,0.01,28.98323119,65,4248,18.4,461,65,2.56,65,0.1,649.848233,15783,21.4,21.8,0.474,5.6 +Pakistan,2003,Developing,63.5,185,366,0.01,24.23455671,63,4740,17.9,466,69,2.61,67,0.1,563.594342,1477341,21.6,22,0.465,5.6 +Pakistan,2002,Developing,63.2,187,371,0.01,22.39387584,,3903,17.4,474,71,2.76,68,0.1,499.8633,144654143,21.8,22.2,0.457,5.5 +Pakistan,2001,Developing,63,189,377,0.01,1.766663097,,3849,16.9,483,68,2.61,65,0.1,51.6568157,14161437,22,22.4,0.45,5.4 +Pakistan,2000,Developing,62.8,19,385,0.02,18.84534312,,2064,16.4,495,65,2.79,62,0.1,533.8624114,138523285,22.2,22.6,0.445,5.3 +Palau,2013,Developing,,,0,,344.6906308,99,0,83.3,0,99,9.27,99,0.1,1932.12237,292,0.1,0.1,0.779,14.2 +Panama,2015,Developing,77.8,118,1,,0,73,0,57.8,1,72,,73,0.1,13134.4367,3969249,1.9,1.8,0.785,13 +Panama,2014,Developing,77.6,119,1,6.74,1842.463782,8,0,57.1,1,8,8.3,8,0.1,12593.7374,393986,1.9,1.8,0.78,13 +Panama,2013,Developing,77.5,118,1,6.89,1694.467075,8,0,56.3,1,81,8.9,8,0.1,11685.97983,3838462,1.9,1.9,0.773,12.9 +Panama,2012,Developing,77.2,12,1,6.95,201.7490628,85,0,55.6,1,87,7.25,85,0.1,1589.82713,3772938,1.9,1.9,0.765,12.8 +Panama,2011,Developing,77.3,121,1,6.9,119.2124275,87,4,54.9,1,91,7.5,87,0.1,927.723171,377782,2,1.9,0.758,12.9 +Panama,2010,Developing,76.5,122,1,6.94,1199.319976,94,0,54.2,2,95,8.5,94,0.1,7937.259931,3643222,2,1.9,0.756,12.8 +Panama,2009,Developing,76.8,127,1,6.87,1092.155356,85,0,53.4,2,85,7.56,85,0.1,7429.628274,3579385,2,1.9,0.755,12.8 +Panama,2008,Developing,76.5,127,1,6.74,956.8229765,86,0,52.7,2,86,6.75,86,0.1,6973.9284,3516268,2,2,0.75,12.8 +Panama,2007,Developing,76.4,124,1,6.16,76.2508038,85,0,51.9,2,84,6.31,85,0.2,668.8667,345387,2.1,2,0.743,12.9 +Panama,2006,Developing,76.2,125,1,5.72,631.1251711,88,0,51.1,2,98,7,88,0.1,5348.518399,339195,2.1,2,0.744,12.9 +Panama,2005,Developing,75.8,122,1,5.53,623.9100503,92,0,5.3,2,88,7.48,92,0.1,4916.54886,333465,2.1,2.1,0.74,12.9 +Panama,2004,Developing,75.8,123,1,5.69,527.60848,95,0,49.5,2,92,8.9,95,0.2,4591.892776,3269541,2.2,2.1,0.733,12.8 +Panama,2003,Developing,75.5,126,1,5.52,58.45976019,98,0,48.6,2,95,7.6,98,0.1,4267.13578,329174,2.2,2.2,0.728,12.8 +Panama,2002,Developing,75.7,125,1,5.52,78.80940216,98,0,47.8,2,99,8.3,99,0.2,4126.14671,3149265,2.3,2.2,0.725,12.6 +Panama,2001,Developing,75.5,124,2,5.43,7.320514461,98,0,46.9,2,95,7.72,99,0.1,446.372833,389684,2.3,2.3,0.721,12.4 +Panama,2000,Developing,75.7,121,2,5.58,9.87102142,,0,45.9,2,99,7.76,98,0.2,46.29935,33347,2.4,2.3,0.716,12.1 +Papua New Guinea,2015,Developing,62.9,275,10,,0,67,38,48.6,12,74,,73,0.6,,7919825,1.3,1.3,0.515,10 +Papua New Guinea,2014,Developing,62.7,278,10,0.01,208.2311603,67,2299,47.9,13,64,4.26,73,0.7,2182.716565,7755785,1.3,1.3,0.511,10 +Papua New Guinea,2013,Developing,62.4,281,10,0.01,25.70881695,73,12,47.2,13,8,4.78,79,0.8,229.95364,7592865,1.3,1.3,0.506,10 +Papua New Guinea,2012,Developing,62.2,284,10,0.01,31.6357652,68,0,46.4,13,81,4.55,74,1,271.318741,743836,1.3,1.3,0.501,9.9 +Papua New Guinea,2011,Developing,62,285,10,0.88,23.40731286,66,0,45.7,13,69,4.94,72,1,177.867119,7269348,1.3,1.3,0.494,9.9 +Papua New Guinea,2010,Developing,61.8,286,10,0.79,18.99961966,56,0,44.9,14,72,4.18,67,1.1,1366.879112,718239,1.4,1.3,0.485,9.6 +Papua New Guinea,2009,Developing,61.6,288,11,0.82,20.53327531,66,0,44.2,14,79,4.36,73,1.1,1166.66337,6947447,1.4,1.3,0.477,9.2 +Papua New Guinea,2008,Developing,61.4,29,11,0.81,103.7277727,59,0,43.4,14,76,4.6,63,1.3,1178.72469,6787187,1.4,1.3,0.469,8.9 +Papua New Guinea,2007,Developing,61.1,295,11,0.71,85.7175381,61,0,42.7,14,72,4.4,71,1.4,956.668952,6627922,1.4,1.3,0.461,8.6 +Papua New Guinea,2006,Developing,68,299,11,0.64,126.6142137,71,1,41.9,14,67,5.92,72,1.5,854.346921,647272,1.4,1.4,0.454,8.2 +Papua New Guinea,2005,Developing,64,37,11,0.84,12.05551997,63,1222,41.1,15,61,6.42,72,1.5,77.5773486,631479,1.4,1.4,0.446,7.9 +Papua New Guinea,2004,Developing,59.9,314,11,0.58,158.001946,6,1385,4.4,15,59,8.39,62,1.5,637.3616215,6161517,1.5,1.4,0.439,7.6 +Papua New Guinea,2003,Developing,59.6,321,11,0.59,124.3789361,67,3863,39.6,14,62,6.79,68,1.4,588.3582595,61724,1.5,1.4,0.433,7.2 +Papua New Guinea,2002,Developing,59.3,327,11,0.61,110.9803062,6,17620,38.9,14,54,7.69,61,1.4,511.665773,5862316,1.5,1.5,0.428,6.9 +Papua New Guinea,2001,Developing,59.1,331,11,0.68,93.37278497,59,4023,38.2,14,52,6.68,55,1.3,539.41528,5716152,1.5,1.5,0.422,6.6 +Papua New Guinea,2000,Developing,58.9,335,11,0.73,62.56273841,57,7135,37.5,14,51,3.98,59,1.1,631.9468526,5572222,1.6,1.5,0.418,6.2 +Paraguay,2015,Developing,74,146,2,,0,93,0,5.2,3,89,,93,0.2,419.367724,6639119,2,1.9,0.692,12.3 +Paraguay,2014,Developing,73.9,147,3,0.01,561.7684701,87,0,49.4,3,83,9.81,87,0.2,4712.822736,6552584,2,1.9,0.688,12.3 +Paraguay,2013,Developing,73.8,148,3,5.03,573.4346982,86,0,48.6,3,8,1.49,86,0.2,4479.95858,646574,2,1.9,0.679,12.3 +Paraguay,2012,Developing,73.6,148,3,5.36,441.8446244,87,0,47.9,3,83,1.33,87,0.1,3855.537735,6379219,2,2,0.679,12.3 +Paraguay,2011,Developing,73.4,15,3,5.79,472.1932825,89,0,47.1,3,84,9.42,89,0.1,3988.11894,6293783,2.1,2,0.675,12.3 +Paraguay,2010,Developing,73.2,152,3,5.65,359.9760397,89,0,46.4,3,85,9.1,89,0.1,3225.591754,629877,2.1,2,0.664,12.4 +Paraguay,2009,Developing,73,155,3,5.39,30.93519548,85,0,45.6,3,81,9.14,85,0.1,2599.596259,6127837,2.1,2,0.663,12.1 +Paraguay,2008,Developing,72.7,157,3,6.14,34.73924576,87,0,44.9,4,85,7.6,89,0.1,359.992184,647117,2.1,2.1,0.654,11.9 +Paraguay,2007,Developing,72.5,159,3,5.61,318.6201852,86,0,44.2,4,95,6.41,95,0.1,2312.192926,5966159,2.2,2.1,0.649,12 +Paraguay,2006,Developing,72.3,161,3,5.61,26.18072382,92,0,43.5,4,98,6.43,98,0.2,189.71539,5882796,2.2,2.2,0.648,12.1 +Paraguay,2005,Developing,72.1,163,3,6.38,20.68037294,92,0,42.8,4,96,6.7,96,0.2,157.145691,5795494,2.3,2.2,0.646,12.3 +Paraguay,2004,Developing,71.9,165,3,6.2,20.60083027,9,0,42,4,92,5.78,92,0.2,148.527976,57374,2.3,2.2,0.639,12.1 +Paraguay,2003,Developing,71.7,166,4,6.64,155.4233076,86,0,41.3,4,86,5.99,86,0.1,1174.779347,56795,2.4,2.3,0.642,12.7 +Paraguay,2002,Developing,71.5,168,4,5.66,152.8293973,,0,4.6,4,87,6.77,87,0.1,1148.229882,558611,2.4,2.3,0.632,12.2 +Paraguay,2001,Developing,71.2,17,4,6.66,233.8488603,,0,39.8,5,9,7.61,89,0.1,1417.26582,546624,2.5,2.4,0.624,11.8 +Paraguay,2000,Developing,79,172,4,6.78,273.5758769,,0,39.1,5,86,8.1,86,0.1,1545.626423,5327,2.5,2.4,0.625,11.6 +Peru,2015,Developing,75.5,123,8,,0,9,4,55.6,10,88,,9,0.1,63.343259,31376671,1.1,1.1,0.737,13.4 +Peru,2014,Developing,75.3,125,8,0.01,973.728675,88,0,54.9,10,78,5.47,88,0.1,6491.5245,3973354,1.1,1.1,0.735,13.4 +Peru,2013,Developing,75.3,125,8,5.38,946.6521165,88,0,54.2,11,71,5.23,88,0.1,6583.116248,3565716,1.1,1.1,0.731,13.4 +Peru,2012,Developing,74.9,129,9,5.14,885.9858185,95,0,53.6,11,94,5.18,95,0.1,6387.785281,3158966,1.1,1.1,0.725,13.4 +Peru,2011,Developing,74.5,133,9,4.83,759.5380695,91,0,52.9,12,91,4.93,91,0.2,5771.565878,29759989,1.1,1.1,0.721,13.4 +Peru,2010,Developing,73.7,14,10,4.72,69.43934508,93,0,52.2,12,92,5.3,93,0.2,522.493191,29373646,1.1,1.1,0.708,13.3 +Peru,2009,Developing,73.8,14,10,4.69,570.4532468,93,0,51.5,13,92,5.36,93,0.3,4166.93387,29157,1.2,1.2,0.706,13.3 +Peru,2008,Developing,73.9,138,11,4.85,58.4989742,93,1,5.8,14,93,4.73,93,0.3,428.87811,2864198,1.2,1.2,0.7,13.2 +Peru,2007,Developing,74,133,11,4.29,516.4037021,93,0,5.2,15,93,4.6,93,0.3,3611.2147,28292724,1.2,1.2,0.696,13.2 +Peru,2006,Developing,74.2,134,12,4.22,448.7670462,94,0,49.5,15,94,4.47,94,0.4,3171.49856,27949944,1.2,1.2,0.693,13 +Peru,2005,Developing,72.8,148,13,4.44,411.5645653,94,0,48.8,16,66,4.72,77,0.4,2754.7829,276141,1.3,1.3,0.692,13 +Peru,2004,Developing,72.2,151,14,4.27,356.9393805,92,0,48.1,18,81,4.56,86,0.4,2448.143899,27273194,1.3,1.3,0.685,12.8 +Peru,2003,Developing,72.1,152,15,4.5,34.70333523,65,0,47.4,19,95,4.6,94,0.4,218.25997,26937738,1.3,1.3,0.686,13.3 +Peru,2002,Developing,72.6,144,16,4.03,40.53777863,,0,46.7,20,95,4.94,95,0.4,259.192958,2661467,1.4,1.4,0.686,13.9 +Peru,2001,Developing,72.4,142,17,4.22,302.5359058,,0,46.1,22,9,4.98,9,0.5,1981.243653,26261363,1.4,1.4,0.677,13.4 +Peru,2000,Developing,71.4,154,18,4.59,297.5112337,,1,45.4,24,93,4.83,98,0.5,1996.719689,25914879,1.4,1.4,0.674,13.5 +Philippines,2015,Developing,68.5,211,52,,0,6,619,25.4,66,79,,6,0.1,2878.33837,11716359,1,9.7,0.679,11.7 +Philippines,2014,Developing,68.4,214,54,4.52,31.27232188,67,58848,24.8,68,77,4.71,67,0.1,2842.938353,112249,1,9.7,0.676,11.7 +Philippines,2013,Developing,68.1,219,55,4.61,24.58973399,89,2920,24.3,69,84,4.56,89,0.1,276.289146,9848132,1,9.7,0.671,11.7 +Philippines,2012,Developing,68.1,217,56,5.02,212.7418488,88,1536,23.7,71,88,4.46,88,0.1,2581.818554,96866642,1,9.7,0.666,11.6 +Philippines,2011,Developing,68,218,57,4.96,191.4949779,87,6538,23.1,72,87,4.29,87,0.1,2352.518156,9527794,1,9.7,0.669,11.5 +Philippines,2010,Developing,67.9,218,58,4.85,198.2563794,77,6368,22.6,74,78,4.37,79,0.1,2129.499242,93726624,1,9.7,0.662,11.4 +Philippines,2009,Developing,68,219,59,4.42,159.5348489,85,1469,22.1,76,86,4.41,87,0.1,1825.341521,9222879,1,9.7,0.661,11.7 +Philippines,2008,Developing,67.5,217,60,4.21,155.4767618,88,341,21.6,78,91,4.5,91,0.1,1919.466195,9751864,1,9.7,0.655,11.5 +Philippines,2007,Developing,67.5,216,62,4.19,137.327474,87,530,21.1,80,87,3.94,87,0.1,1672.685433,8929349,1,9.7,0.648,11.4 +Philippines,2006,Developing,67.3,219,63,4.08,121.3625467,77,9,2.6,82,88,3.95,88,0.1,1391.772325,8789419,1,9.7,0.646,11.5 +Philippines,2005,Developing,67,223,65,4.22,105.7306982,49,118,2.1,84,9,3.91,89,0.1,1194.697155,86274237,1,9.7,0.642,11.6 +Philippines,2004,Developing,67.3,218,66,4.45,13.39905105,48,3025,19.6,86,85,3.23,88,0.1,179.3715,84678493,1,9.7,0.636,11.6 +Philippines,2003,Developing,67.2,217,67,4.44,0.901149288,52,10511,19.2,87,85,3.25,84,0.1,11.553196,8331954,1,9.7,0.631,11.6 +Philippines,2002,Developing,66.8,221,68,4.42,0.09987219,42,7003,18.7,89,77,2.79,79,0.1,1.68135,813526,1,9.7,0.625,11.4 +Philippines,2001,Developing,66.8,221,68,4.54,69.0204245,45,7360,18.3,89,76,3,79,0.1,957.287441,79665315,1,9.7,0.622,11.4 +Philippines,2000,Developing,66.8,219,69,4.73,11.69704463,7,7120,17.8,90,74,3.21,78,0.1,138.91977,77991569,1,9.6,0.618,11.4 +Poland,2015,Developed,77.5,117,2,,0,96,0,61.7,2,92,,98,0.1,12565.9876,37986412,1.9,2,0.852,16.4 +Poland,2014,Developed,77.3,12,2,10.71,243.808475,96,0,61.1,2,94,6.35,98,0.1,14341.675,3811735,1.9,2.1,0.85,16.4 +Poland,2013,Developed,77.1,12,2,11.63,23.43533487,96,84,6.4,2,95,6.4,99,0.1,1378.54911,384196,2,2.1,0.838,15.4 +Poland,2012,Developed,76.8,125,2,10.81,230.040097,97,71,59.7,2,95,6.62,99,0.1,13145.1484,3863164,2,2.1,0.834,15.3 +Poland,2011,Developed,76.7,128,2,10.93,250.0773782,98,0,59.1,2,96,6.7,99,0.1,13893.18768,3863255,2,2.2,0.829,15.4 +Poland,2010,Developed,76.3,13,2,10.59,220.4916851,98,13,58.4,2,96,6.88,99,0.1,12599.52486,3842794,2.1,2.2,0.822,15.1 +Poland,2009,Developed,75.7,136,2,10.7,1299.159757,98,115,57.8,3,96,7.12,99,0.1,11527.59323,3815163,2.1,2.3,0.818,15.1 +Poland,2008,Developed,75.5,14,2,11.4,15.71474837,98,0,57.2,3,96,6.88,99,0.1,141.44688,38125759,2.2,2.3,0.813,15 +Poland,2007,Developed,75.3,144,2,10.9,14.3042452,98,40,56.6,3,99,6.28,99,0.1,1126.31852,381256,2.2,2.4,0.808,15 +Poland,2006,Developed,75.2,144,2,10.4,9.1455559,98,120,56,3,99,6.17,99,0.1,94.7726,38141267,2.3,2.4,0.803,15 +Poland,2005,Developed,75,144,2,9.5,79.41502672,98,13,55.5,3,99,6.2,99,0.1,821.251569,38165445,2.3,2.5,0.797,14.8 +Poland,2004,Developed,74.9,143,2,9.19,648.0743453,98,11,55,3,99,6.19,99,0.1,6681.178818,38182222,2.4,2.5,0.8,15.5 +Poland,2003,Developed,74.7,142,3,9.06,542.0235,97,48,54.5,3,98,6.22,99,0.1,5693.52416,382457,2.4,2.6,0.796,15.3 +Poland,2002,Developed,74.5,145,3,8.02,516.0554391,98,34,54,3,98,6.32,99,0.1,5196.932921,3823364,2.5,2.6,0.79,15 +Poland,2001,Developed,74.2,149,3,7.74,466.7383106,95,133,53.6,3,98,5.86,98,0.1,4981.198619,3824876,2.5,2.7,0.784,14.7 +Poland,2000,Developed,73.7,153,3,8.4,412.4323974,99,77,53.1,4,98,5.5,98,0.1,4492.72764,38258629,2.5,2.8,0.777,14.6 +Portugal,2015,Developed,81.1,76,0,,0,98,8,61.6,0,98,,98,0.1,1922.681,135876,0.7,0.5,0.841,16.6 +Portugal,2014,Developed,89,78,0,9.88,271.2545531,98,0,6.9,0,98,9.5,98,0.1,2277.53613,14162,0.7,0.5,0.837,16.8 +Portugal,2013,Developed,86,79,0,10,2698.01817,98,1,6.2,0,98,9.55,98,0.1,21618.73534,1457295,0.7,0.5,0.827,16.3 +Portugal,2012,Developed,83,81,0,11.96,331.457035,98,23,59.5,0,98,9.74,98,0.1,2577.4264,1514844,0.7,0.5,0.824,16.3 +Portugal,2011,Developed,82,85,0,11.92,3108.288623,97,2,58.8,0,97,1.7,97,0.1,23196.18375,155756,0.7,0.5,0.818,16.2 +Portugal,2010,Developed,79.6,88,0,12.25,3119.349824,97,5,58.1,0,97,1.44,98,0.1,22538.6548,15731,0.7,0.5,0.812,16 +Portugal,2009,Developed,79.3,9,0,12.03,337.1023516,96,3,57.3,0,96,1.42,96,0.1,2363.97161,1568247,0.7,0.5,0.809,16 +Portugal,2008,Developed,79,92,0,12.35,3652.869332,97,1,56.5,0,97,9.9,97,0.1,24815.6884,1558177,0.7,0.5,0.804,15.8 +Portugal,2007,Developed,78.7,94,0,12.57,333.3569124,97,0,55.7,0,96,9.62,97,0.1,2278.5845,1542964,0.7,0.5,0.797,15.4 +Portugal,2006,Developed,78.5,96,0,13.11,2884.020194,97,0,54.9,0,97,9.67,97,0.1,19821.44463,1522288,0.7,0.5,0.793,15.4 +Portugal,2005,Developed,77.7,11,0,13.33,2813.985285,94,7,54.1,1,93,9.98,93,0.1,18784.9485,15333,0.7,0.6,0.79,15.4 +Portugal,2004,Developed,78,99,0,13.45,276.0999798,94,5,53.3,1,95,9.84,95,0.1,1845.5881,1483861,0.7,0.6,0.792,15.9 +Portugal,2003,Developed,77.3,15,0,14.21,2283.891796,94,8,52.5,1,96,9.54,99,0.1,15772.7334,1458821,0.7,0.6,0.789,15.8 +Portugal,2002,Developed,77.2,17,1,12,1904.00231,82,8,51.7,1,96,9.15,98,0.1,12882.28897,1419631,0.8,0.6,0.788,15.9 +Portugal,2001,Developed,76.9,11,1,12.22,1657.328352,7,0,5.9,1,96,9.1,97,0.1,11729.14616,1362722,0.8,0.6,0.782,15.7 +Portugal,2000,Developed,76.6,11,1,11.89,167.3280168,58,45,5.1,1,96,9.14,96,0.1,1152.39681,1289898,0.8,0.6,0.777,15.5 +Qatar,2015,Developing,78.2,68,0,,0,99,18,69.3,0,99,,99,0.1,66346.52267,,5.2,4.9,0.855,13.4 +Qatar,2014,Developing,78.1,69,0,1.15,5063.513104,89,46,68.4,0,99,2.19,89,0.1,86852.7119,,5.2,4.8,0.854,13.4 +Qatar,2013,Developing,77.9,7,0,1.2,515.0734795,97,73,67.7,0,99,2.15,97,0.1,8834.87958,,5.1,4.7,0.843,13.4 +Qatar,2012,Developing,77.8,72,0,1.13,5163.32918,93,160,67,0,93,2.16,92,0.1,88564.82298,,5.1,4.7,0.837,13.4 +Qatar,2011,Developing,77.5,74,0,1.16,4409.17067,93,101,66.5,0,92,1.93,93,0.1,85948.746,,5.1,4.6,0.827,12.4 +Qatar,2010,Developing,77.3,76,0,1.16,37.76848819,97,295,66,0,98,2.9,97,0.1,736.22784,,5,4.6,0.825,12 +Qatar,2009,Developing,77,79,0,1.11,3688.694288,99,112,65.6,0,98,2.63,99,0.1,61478.23813,,5,4.6,0.828,11.8 +Qatar,2008,Developing,76.8,82,0,1.37,5484.143308,97,0,65.2,0,98,1.87,97,0.1,82967.37228,,5,4.5,0.825,11.7 +Qatar,2007,Developing,76.7,83,0,1.24,44.18506273,94,361,65.1,0,97,2.31,94,0.1,675.61258,,4.9,4.5,0.83,12.6 +Qatar,2006,Developing,76.6,83,0,1.28,448.5952989,96,144,65,0,95,2.58,96,0.1,6256.55926,,4.9,4.5,0.835,13.7 +Qatar,2005,Developing,76.6,84,0,1.18,4582.476081,97,74,65.1,0,98,3.1,97,0.1,51488.49529,,4.8,4.5,0.83,13.7 +Qatar,2004,Developing,76.6,84,0,1.11,4064.743869,97,29,65,0,95,3.61,96,0.1,41818.35256,,4.8,4.5,0.826,13.5 +Qatar,2003,Developing,76.5,85,0,1,4049.972347,93,24,64.7,0,93,4.14,92,0.1,34176.98183,,4.8,4.5,0.815,12.8 +Qatar,2002,Developing,76.4,85,0,0.87,188.6782945,98,34,64.1,0,96,2.71,96,0.1,2999.65492,,4.8,4.5,0.807,12.2 +Qatar,2001,Developing,76.3,87,0,0.76,170.0494537,93,23,63.3,0,93,2.56,93,0.1,2843.63635,,4.8,4.5,0.809,12.6 +Qatar,2000,Developing,76.2,88,0,0.5,1559.287158,89,46,62.4,0,91,2.18,8,0.1,29986.2915,,4.8,4.5,0.808,13 +Republic of Korea,2015,Developing,82.3,64,1,,0,98,7,31.7,2,98,,98,0.1,,,1.5,1,, +Republic of Korea,2014,Developing,82,66,1,0.01,0,99,442,31.2,2,99,7.37,99,0.1,,,1.5,1,, +Republic of Korea,2013,Developing,81.7,68,1,9.33,0,99,107,3.8,2,99,7.2,99,0.1,,,1.5,1,, +Republic of Korea,2012,Developing,81.2,69,1,9.56,0,99,2,3.4,2,99,7.1,99,0.1,,,1.5,1,, +Republic of Korea,2011,Developing,81.1,72,2,9.34,0,99,42,3,2,98,6.83,99,0.1,,,1.5,1,, +Republic of Korea,2010,Developing,87,74,2,9.23,0,94,114,29.5,2,95,6.79,94,0.1,,,1.5,1,, +Republic of Korea,2009,Developing,86,75,2,8.97,0,94,17,29.1,2,95,6.66,94,0.1,,,1.5,1,, +Republic of Korea,2008,Developing,83,75,2,9.31,0,94,2,28.6,2,92,6.16,94,0.1,,,1.5,1,, +Republic of Korea,2007,Developing,79.8,77,2,9.05,0,91,194,28.2,2,91,5.99,91,0.1,,,1.5,1,, +Republic of Korea,2006,Developing,79.4,79,2,8.83,0,99,28,27.7,2,98,5.76,98,0.1,,,1.5,1,, +Republic of Korea,2005,Developing,78.7,84,2,9.03,0,99,7,27.2,3,96,5.33,96,0.1,,,1.6,1,, +Republic of Korea,2004,Developing,78.2,89,3,9.18,0,92,11,26.7,3,9,4.96,88,0.1,,,1.6,1,, +Republic of Korea,2003,Developing,77.6,95,3,9.66,0,91,33,26.2,3,94,4.93,97,0.1,,,1.6,1,, +Republic of Korea,2002,Developing,77.1,99,3,9.55,0,92,62,25.7,4,99,4.61,97,0.1,,,1.6,1.1,, +Republic of Korea,2001,Developing,76.7,17,3,11.45,0,89,23060,25.2,4,99,4.76,97,0.1,,,1.6,1.1,, +Republic of Korea,2000,Developing,76,116,4,10.33,0,93,32647,24.7,4,99,4.23,97,0.1,,,1.6,1.1,, +Republic of Moldova,2015,Developing,72.1,157,1,,0,88,0,53.4,1,88,,87,0.1,,,2.7,2.8,, +Republic of Moldova,2014,Developing,71.8,162,1,9.99,0,92,2,52.7,1,92,1.32,9,0.1,,,2.7,2.8,, +Republic of Moldova,2013,Developing,71.7,163,1,10.49,0,91,27,52.1,1,92,1.5,9,0.1,,,2.7,2.9,, +Republic of Moldova,2012,Developing,79,175,1,10.68,0,94,11,51.5,1,92,11.87,92,0.1,,,2.7,2.9,, +Republic of Moldova,2011,Developing,77,177,1,9.45,0,96,0,5.9,1,96,1.61,93,0.1,,,2.8,3,, +Republic of Moldova,2010,Developing,68.8,219,1,8.25,0,98,0,5.4,1,97,12.8,9,0.1,,,2.8,3,, +Republic of Moldova,2009,Developing,69,218,1,8.45,0,89,0,49.9,1,87,12.49,85,0.1,,,2.9,3.1,, +Republic of Moldova,2008,Developing,68.9,228,1,9.07,0,97,0,49.5,1,96,11.41,9,0.1,,,2.9,3.1,, +Republic of Moldova,2007,Developing,68.3,237,1,9.66,0,95,10,49.1,1,93,1.88,92,0.1,,,3,3.2,, +Republic of Moldova,2006,Developing,68,242,1,8.36,0,98,34,48.7,1,98,1.63,97,0.1,,,3.1,3.3,, +Republic of Moldova,2005,Developing,67.3,248,1,10.78,0,99,6,48.3,1,99,9.15,98,0.1,,,3.1,3.3,, +Republic of Moldova,2004,Developing,68,225,1,12.27,0,99,4,47.9,1,98,8.49,98,0.1,,,3.2,3.4,, +Republic of Moldova,2003,Developing,67.6,226,1,8.15,0,99,87,47.6,1,98,8.24,98,0.1,,,3.3,3.5,, +Republic of Moldova,2002,Developing,67.5,225,1,6.71,0,99,4929,47.2,1,98,8.31,97,0.1,,,3.4,3.6,, +Republic of Moldova,2001,Developing,67.6,228,1,10.98,0,94,457,46.8,1,98,7,97,0.1,,,3.5,3.6,, +Republic of Moldova,2000,Developing,67.1,235,1,9.89,0,92,687,46.5,2,97,6.65,95,0.1,,,3.6,3.7,, +Romania,2015,Developed,75,133,2,,0,9,4,6.7,2,89,,89,0.1,8958.788593,19815481,2.5,2.7,0.798,14.7 +Romania,2014,Developed,74.8,135,2,0.01,1.576409172,94,59,59.9,2,94,5.57,94,0.1,12.27733,1998979,2.6,2.8,0.797,14.7 +Romania,2013,Developed,74.6,138,2,9.59,1230.748231,96,1159,59.2,2,88,5.6,92,0.1,9585.266593,19983693,2.7,2.9,0.794,14.7 +Romania,2012,Developed,74.4,138,2,9.58,1078.358105,96,7450,58.4,2,92,5.48,91,0.1,8558.39766,25835,2.8,3,0.797,15.3 +Romania,2011,Developed,74.3,139,2,9.1,10.32588862,96,4189,57.7,2,89,5.53,89,0.1,92.277825,2147528,2.9,3.1,0.798,15.7 +Romania,2010,Developed,73.4,153,2,9,983.2518091,98,193,56.9,2,94,5.83,94,0.1,8297.483621,2246871,3,3.2,0.797,15.8 +Romania,2009,Developed,73.1,158,2,10.4,14.96373588,95,8,56.3,3,95,5.56,95,0.1,822.18329,2367487,3,3.3,0.795,15.4 +Romania,2008,Developed,73.1,159,2,11.9,128.0805702,97,12,55.6,3,95,5.33,96,0.1,1136.47356,2537875,3.1,3.5,0.78,14.7 +Romania,2007,Developed,72.9,154,3,10.6,919.1673438,99,353,55,3,96,5.21,96,0.1,8214.185378,2882982,3.2,3.6,0.766,14.1 +Romania,2006,Developed,72.5,157,3,8.51,665.6427546,99,3196,54.4,4,97,5.6,97,0.1,5828.745662,2119376,3.2,3.7,0.755,13.7 +Romania,2005,Developed,71.9,162,3,7.68,615.4030781,98,5043,53.9,4,97,5.47,97,0.1,4676.315183,21319685,3.3,3.8,0.745,13.4 +Romania,2004,Developed,71.7,165,4,9.82,431.3250367,99,117,53.4,4,97,5.43,97,0.1,3552.92452,21451748,3.4,3.9,0.733,12.9 +Romania,2003,Developed,71.1,174,4,8.78,375.1740323,98,9,52.9,4,97,5.3,97,0.1,2774.95586,21574326,3.5,4,0.722,12.5 +Romania,2002,Developed,77,178,4,9.62,37.82275031,99,14,52.4,5,98,4.57,98,0.1,2124.873613,2173496,3.7,4.1,0.714,12 +Romania,2001,Developed,78,179,4,9.78,180.1095132,98,10,51.9,5,99,4.36,99,0.1,1839.72945,2213197,3.8,4.2,0.708,11.7 +Romania,2000,Developed,77,175,4,10.16,152.6368899,98,35,51.4,5,99,4.33,99,0.1,1668.162731,22442971,4,4.3,0.703,11.5 +Russian Federation,2015,Developing,75,222,13,,0,97,843,6.5,15,97,,97,0.1,9329.298351,1449687,2.3,2.3,0.805,15 +Russian Federation,2014,Developing,73,225,13,10.12,1340.553699,97,4711,59.9,15,97,7.7,97,0.1,14125.961,143819666,2.3,2.3,0.803,14.9 +Russian Federation,2013,Developing,70,229,14,10.58,1529.497771,97,2339,59.3,16,98,7.9,97,0.2,15543.67653,14356911,2.3,2.3,0.799,14.6 +Russian Federation,2012,Developing,69.6,237,14,10.99,178.8225911,97,2123,58.7,16,98,6.88,97,0.3,15154.45687,14321676,2.3,2.4,0.792,14.3 +Russian Federation,2011,Developing,69.4,242,14,11.04,184.764931,97,629,58.1,17,97,6.61,97,0.3,14212.687,14296868,2.3,2.4,0.785,14 +Russian Federation,2010,Developing,68.4,256,15,11.05,162.8088054,97,129,57.5,17,98,6.83,97,0.2,1674.98771,142849449,2.3,2.5,0.773,13.7 +Russian Federation,2009,Developing,68.2,261,15,11.21,137.0063357,98,101,57,18,98,7.44,98,0.3,8562.89598,142785342,2.3,2.5,0.776,14 +Russian Federation,2008,Developing,67.5,278,16,12.04,161.7301654,98,27,56.6,18,98,6.22,98,0.3,11635.2637,14274235,2.3,2.5,0.769,13.9 +Russian Federation,2007,Developing,67.3,282,16,12.19,11.02617159,98,173,56.1,19,98,5.38,98,0.3,911.25385,1428588,2.4,2.6,0.761,13.8 +Russian Federation,2006,Developing,66.4,3,17,11.79,12.25184084,98,1147,55.7,20,98,5.3,98,0.3,692.194398,14349528,2.4,2.7,0.754,13.8 +Russian Federation,2005,Developing,65,327,18,11.57,625.5081805,97,454,55.3,20,98,5.21,98,0.3,5323.473877,143518523,2.4,2.7,0.748,13.7 +Russian Federation,2004,Developing,64.9,321,19,11.5,46.51559476,96,2444,55,21,98,5.19,97,0.3,412.372294,1446754,2.5,2.8,0.741,13.6 +Russian Federation,2003,Developing,64.6,322,20,11.32,333.2148711,94,3291,54.7,22,97,5.61,96,0.4,2975.132778,144648257,2.6,2.8,0.733,13.2 +Russian Federation,2002,Developing,64.8,313,20,10.87,266.5416917,81,580,54.5,24,97,5.99,97,0.3,2375.5944,1453646,2.7,2.9,0.727,12.8 +Russian Federation,2001,Developing,65.1,38,21,10.47,2.642527148,43,2072,54.2,25,97,5.67,96,0.3,21.362386,14597683,2.8,3,0.72,12.5 +Russian Federation,2000,Developing,65,37,22,10.18,224.4600248,,4800,54,26,97,5.42,96,0.2,1771.58662,146596557,2.9,3,0.709,12.1 +Rwanda,2015,Developing,66.1,227,11,,0,98,1,21.4,15,99,,98,0.4,71.348397,11629553,5.7,5.7,0.493,10.8 +Rwanda,2014,Developing,65.7,23,12,0.01,7.549797238,98,10,2.8,16,98,7.53,98,0.4,76.5699517,11345357,5.8,5.8,0.488,10.8 +Rwanda,2013,Developing,65.2,233,12,0.01,11.71090655,98,17,2.1,17,98,7.69,98,0.5,688.8768557,1165151,5.9,5.9,0.485,10.8 +Rwanda,2012,Developing,64.6,239,13,0.01,9.774676411,98,75,19.5,18,98,7.68,98,0.7,678.796973,1788853,6.1,6.1,0.475,10.5 +Rwanda,2011,Developing,63.8,247,14,8.34,9.074569426,97,31,18.9,20,93,7.71,97,1.3,617.317648,151671,6.3,6.2,0.464,10.2 +Rwanda,2010,Developing,62.8,26,16,7.92,63.78723633,97,121,18.3,23,93,7.91,97,2.3,563.491487,1246842,6.5,6.3,0.454,10 +Rwanda,2009,Developing,61,288,17,7.11,9.165614959,97,5,17.7,25,93,7.2,97,2.8,539.1538211,9977446,6.6,6.4,0.447,10.2 +Rwanda,2008,Developing,68,282,18,6.39,0.661540371,97,6,17.1,28,97,7.66,97,3.7,5.6687264,978169,6.7,6.6,0.438,10.4 +Rwanda,2007,Developing,59.6,295,20,6.78,7.409771603,97,26,16.5,30,98,8.49,97,5,44.853339,944742,6.8,6.7,0.424,10.1 +Rwanda,2006,Developing,57.6,328,22,6.88,78.47020226,99,494,15.9,34,99,1.2,99,6.2,342.3656294,92658,6.8,6.8,0.404,9.3 +Rwanda,2005,Developing,55.3,37,24,7.01,39.44666715,95,129,15.4,38,95,6.83,95,7.1,287.931877,8991735,6.8,7,0.388,8.8 +Rwanda,2004,Developing,53.4,397,26,6.75,31.93566186,89,386,14.9,42,89,6.24,89,7.7,236.9114381,8818438,6.9,7.1,0.371,8.2 +Rwanda,2003,Developing,52,48,29,6.66,33.30286123,96,1064,14.5,46,96,6.34,96,8.1,212.6619491,868346,7,7.3,0.359,7.6 +Rwanda,2002,Developing,57,415,31,7.82,1.9659778,88,2738,14.1,50,85,4.18,88,8,196.59778,853625,7.2,7.4,0.343,7.2 +Rwanda,2001,Developing,48.6,438,33,5.72,0.388253772,,896,13.7,54,76,4.38,77,8.1,21.569654,832946,7.4,7.5,0.332,7.1 +Rwanda,2000,Developing,48.3,426,34,7.13,18.41791804,,2095,13.2,57,9,4.22,9,8.5,216.172747,82573,7.6,7.7,0.318,6.6 +Saint Kitts and Nevis,2013,Developing,,,0,8.54,0,97,0,5.2,0,96,6.14,96,0.1,,,3.7,3.6,0.749,13.4 +Saint Lucia,2015,Developing,75.2,138,0,,0,99,0,47.5,0,99,,99,0.1,,,4.3,4.3,0.735,13.1 +Saint Lucia,2014,Developing,75,139,0,9.97,0,99,0,46.7,0,99,6.72,99,0.1,,,4.3,4.3,0.723,13.1 +Saint Lucia,2013,Developing,74.8,141,0,9.73,0,99,0,45.9,0,99,7.85,99,0.1,,,4.3,4.3,0.734,13.1 +Saint Lucia,2012,Developing,74.7,142,0,9.99,0,98,0,45.2,0,98,8.35,98,0.1,,,4.3,4.3,0.735,13 +Saint Lucia,2011,Developing,74.6,143,0,10.43,0,99,0,44.5,0,99,7.58,99,0.1,,,4.3,4.3,0.733,12.9 +Saint Lucia,2010,Developing,74.2,147,0,10.87,0,97,0,43.8,0,97,8.1,97,0.1,,,4.3,4.3,0.724,12.8 +Saint Lucia,2009,Developing,74.3,147,0,11.09,0,95,0,43,0,95,8.12,95,0.1,,,4.3,4.4,0.717,12.7 +Saint Lucia,2008,Developing,74.1,149,0,12.09,0,96,0,42.2,0,96,7.43,96,0.1,,,4.3,4.4,0.71,12.6 +Saint Lucia,2007,Developing,73.9,151,0,12.68,0,99,0,41.3,0,99,6.81,99,0.1,,,4.3,4.4,0.707,12.8 +Saint Lucia,2006,Developing,73.5,155,0,13.45,0,85,0,4.4,0,85,6.37,85,0.1,,,4.3,4.4,0.694,12.4 +Saint Lucia,2005,Developing,73.1,16,0,12.32,0,95,0,39.6,0,95,6.25,95,0.2,,,4.4,4.4,0.689,12.2 +Saint Lucia,2004,Developing,72.6,166,0,11.93,0,91,0,39,0,91,6.2,91,0.2,,,4.4,4.4,0.686,12.3 +Saint Lucia,2003,Developing,72.2,171,0,12.55,0,84,0,38.4,0,91,6.1,9,0.2,,,4.4,4.4,0.684,12.4 +Saint Lucia,2002,Developing,72,174,0,11.85,0,14,0,37.9,0,9,6.33,74,0.1,,,4.4,4.5,0.681,12.5 +Saint Lucia,2001,Developing,71.8,178,0,12.03,0,,0,37.3,0,99,6.1,99,0.3,,,4.5,4.5,0.684,12.6 +Saint Lucia,2000,Developing,71.6,183,0,11.69,0,,0,36.8,0,7,5.53,7,0.4,,,4.5,4.5,0,12.8 +Saint Vincent and the Grenadines,2015,Developing,73.2,156,0,,0,98,0,54.1,0,97,,98,0.1,,,3.5,3.4,0.72,13.3 +Saint Vincent and the Grenadines,2014,Developing,73.1,157,0,7.01,0,98,0,53.1,0,97,8.63,98,0.1,,,3.5,3.4,0.72,13.3 +Saint Vincent and the Grenadines,2013,Developing,72.7,161,0,7.07,0,97,0,52.2,0,97,5.21,97,0.1,,,3.5,3.4,0.717,13.3 +Saint Vincent and the Grenadines,2012,Developing,72.8,159,0,6.93,0,96,0,51.2,0,96,8.48,96,0.1,,,3.5,3.5,0.713,13.3 +Saint Vincent and the Grenadines,2011,Developing,72.7,16,0,7.02,0,96,0,5.3,0,96,4.99,96,0.1,,,3.5,3.5,0.712,13.3 +Saint Vincent and the Grenadines,2010,Developing,72.5,162,0,7,0,99,0,49.3,0,99,4.71,99,0.1,,,3.5,3.5,0.711,13.3 +Saint Vincent and the Grenadines,2009,Developing,72.3,165,0,6.85,0,99,0,48.4,0,99,5.13,99,0.2,,,3.6,3.5,0.709,13.3 +Saint Vincent and the Grenadines,2008,Developing,72.1,167,0,6.92,0,99,0,47.5,0,99,4.7,99,0.3,,,3.6,3.6,0.704,13.3 +Saint Vincent and the Grenadines,2007,Developing,71.9,17,0,5.89,0,99,0,46.6,0,99,3.92,99,0.3,,,3.6,3.6,0.702,13.3 +Saint Vincent and the Grenadines,2006,Developing,71.7,173,0,5.93,0,99,0,45.7,0,99,3.88,99,0.3,,,3.7,3.6,0.695,13.3 +Saint Vincent and the Grenadines,2005,Developing,71.4,177,0,6.04,0,99,0,44.7,0,93,3.66,99,0.2,,,3.7,3.7,0.692,13.3 +Saint Vincent and the Grenadines,2004,Developing,71.2,181,0,5.42,0,99,0,43.8,0,99,3.72,99,0.4,,,3.8,3.7,0.689,13.2 +Saint Vincent and the Grenadines,2003,Developing,71,184,0,5.1,0,31,0,42.9,0,99,3.91,99,0.4,,,3.8,3.8,0.682,13 +Saint Vincent and the Grenadines,2002,Developing,79,186,0,4.94,0,,0,42,0,99,3.93,99,0.4,,,3.9,3.8,0.677,12.9 +Saint Vincent and the Grenadines,2001,Developing,79,186,0,4.73,0,,0,41,0,99,3.64,99,0.7,,,3.9,3.9,0.673,12.8 +Saint Vincent and the Grenadines,2000,Developing,79,186,0,4.8,0,,0,4.1,0,99,3.73,98,0.7,,,4,3.9,0,12.7 +Samoa,2015,Developing,74,125,0,,0,59,0,74.7,0,61,,66,0.1,4149.363444,193759,0.2,0.1,0.702,12.9 +Samoa,2014,Developing,73.8,128,0,0.01,660.2777923,56,0,74.3,0,58,7.22,63,0.1,4178.973369,19229,0.2,0.1,0.701,12.9 +Samoa,2013,Developing,73.6,131,0,0.01,698.3522786,6,0,73.8,0,62,6.91,67,0.1,4219.65123,19757,0.2,0.1,0.7,12.9 +Samoa,2012,Developing,73.2,136,0,0.01,492.0552263,64,1,73.4,0,62,5.2,64,0.1,4234.554443,189194,0.2,0.1,0.698,12.9 +Samoa,2011,Developing,73,139,0,2.15,558.7206486,58,0,72.9,0,6,5.8,65,0.1,3942.9827,187665,0.2,0.1,0.693,12.9 +Samoa,2010,Developing,72.6,144,0,3.01,434.7940679,57,8,72.5,0,57,5.7,62,0.1,3453.487434,18625,0.2,0.2,0.69,12.9 +Samoa,2009,Developing,76,172,0,2.88,42.12368374,44,0,72,0,45,5.4,49,0.1,335.112838,184826,0.2,0.2,0.691,12.9 +Samoa,2008,Developing,72.5,146,0,3.97,47.35260547,12,0,71.4,0,54,4.52,26,0.1,359.82223,183526,0.2,0.2,0.688,12.9 +Samoa,2007,Developing,72.2,149,0,3.85,47.73638191,46,0,7.9,0,49,5.25,53,0.1,322.543121,182286,0.2,0.2,0.682,12.9 +Samoa,2006,Developing,72,153,0,3.52,40.22855669,35,0,7.3,0,37,4.68,39,0.1,287.963899,18194,0.2,0.2,0.677,12.7 +Samoa,2005,Developing,71.6,16,0,3.63,287.4671305,41,0,69.7,0,55,4.47,49,0.1,2571.262348,179929,0.2,0.2,0.671,12.6 +Samoa,2004,Developing,71.4,162,0,3.62,310.6117683,54,0,68.9,0,26,4.45,55,0.1,2351.33814,178781,0.2,0.2,0.665,12.4 +Samoa,2003,Developing,79,169,0,4.17,24.99717134,83,0,68.2,0,82,4.71,83,0.1,197.29417,177662,0.2,0.2,0.659,12.3 +Samoa,2002,Developing,76,174,0,3.3,208.1688437,86,0,67.4,0,85,5.1,86,0.1,1631.41727,176582,0.2,0.2,0.653,12.1 +Samoa,2001,Developing,75,175,0,3.43,199.4118322,89,0,66.5,0,83,5.16,85,0.1,1555.47451,175566,0.2,0.2,0.645,12 +Samoa,2000,Developing,72,18,0,3,21.2543002,89,0,65.6,0,94,5.31,95,0.1,154.68923,17461,0.2,0.2,0.64,12.1 +San Marino,2013,Developing,,,0,0.01,0,69,0,,0,69,6.5,69,0.1,,,,,,15.1 +Sao Tome and Principe,2015,Developing,67.5,19,0,,0,96,0,3.9,0,96,,96,0.2,1624.63963,195553,5.5,5.3,0.565,11.2 +Sao Tome and Principe,2014,Developing,67.3,191,0,0.01,225.7307751,95,0,3.1,0,95,8.35,95,0.2,1821.878734,191266,5.6,5.4,0.562,11.1 +Sao Tome and Principe,2013,Developing,67.1,192,0,0.01,200.6600988,97,0,29.3,0,97,9.76,97,0.2,1619.532678,18745,5.7,5.5,0.559,11 +Sao Tome and Principe,2012,Developing,66.9,194,0,0.01,8.198047581,96,0,28.5,0,96,8.6,96,0.5,138.949959,182889,5.9,5.7,0.553,10.8 +Sao Tome and Principe,2011,Developing,66.6,198,0,5.69,7.495401346,96,0,27.7,0,96,5.44,96,0.5,134.326189,1788,6,5.9,0.546,10.6 +Sao Tome and Principe,2010,Developing,66.2,24,0,5.58,63.04032682,98,0,26.9,0,98,5.24,98,0.5,1129.754961,174776,6.1,6,0.542,10.6 +Sao Tome and Principe,2009,Developing,65.8,21,0,4.13,11.13608747,98,0,26.2,0,99,6.65,98,0.9,199.57146,17813,6.3,6.2,0.533,10.1 +Sao Tome and Principe,2008,Developing,65.4,215,0,4.36,62.8565863,99,0,25.4,0,99,5.66,99,0.9,1126.46212,166913,6.5,6.4,0.531,10.4 +Sao Tome and Principe,2007,Developing,65.1,217,0,4.14,49.93698173,87,0,24.7,0,98,7.44,97,1.2,894.927988,16311,6.7,6.6,0.527,10.3 +Sao Tome and Principe,2006,Developing,64.7,22,0,5.46,47.08931143,75,0,24,0,97,7.84,97,1.2,843.89447,159328,6.9,6.8,0.521,10.2 +Sao Tome and Principe,2005,Developing,64.3,222,0,5.27,10.8139134,96,0,23.4,0,97,1.4,97,1.6,81.86157,15563,7,7,0.514,10 +Sao Tome and Principe,2004,Developing,63.8,224,0,5.78,9.013493879,7,0,22.8,0,99,9.94,96,1.6,693.345683,151969,7.2,7.2,0.509,9.8 +Sao Tome and Principe,2003,Developing,63.4,225,0,6.54,86.42744056,43,0,22.2,0,94,11.12,94,1.6,649.342153,148372,7.4,7.4,0.504,9.7 +Sao Tome and Principe,2002,Developing,63.1,226,0,5.8,50.80181435,,0,21.7,0,92,1.21,92,1.4,555.8185378,144889,7.6,7.6,0.501,9.6 +Sao Tome and Principe,2001,Developing,62.8,225,0,5.02,3.841228575,,0,21.1,0,9,1.28,92,1.5,51.216381,141622,7.8,7.8,0.497,9.4 +Sao Tome and Principe,2000,Developing,62.6,224,0,5.07,0,,0,2.7,0,87,8.86,82,1.5,,13866,8,8.1,0.488,9.3 +Saudi Arabia,2015,Developing,74.5,88,7,,0,98,219,68.2,8,97,,98,0.1,2732.86172,,7.8,7.6,0.845,16.1 +Saudi Arabia,2014,Developing,74.4,88,7,0.09,2017.643131,98,154,67.3,9,98,4.68,98,0.1,24575.434,,7.7,7.5,0.841,15.8 +Saudi Arabia,2013,Developing,74.3,89,8,0.09,2047.113102,98,1164,66.4,9,98,4.25,98,0.1,24934.38614,,7.6,7.5,0.83,15.2 +Saudi Arabia,2012,Developing,74.1,9,8,0.09,196.3808305,98,294,65.6,9,98,3.86,98,0.1,2533.9462,,7.5,7.4,0.818,14.5 +Saudi Arabia,2011,Developing,73.9,92,8,0.09,173.5755595,98,362,64.7,9,98,3.57,98,0.1,2377.74739,,7.4,7.4,0.804,13.9 +Saudi Arabia,2010,Developing,73.7,94,8,0.09,1197.946328,98,334,63.9,9,98,3.49,98,0.1,19259.58726,,7.3,7.4,0.792,13.3 +Saudi Arabia,2009,Developing,73.4,97,8,0.09,117.9227998,98,82,63.1,10,98,4.9,98,0.1,1694.2931,,7.3,7.3,0.787,13 +Saudi Arabia,2008,Developing,73.3,98,9,0.09,15.50666857,98,158,62.4,10,98,2.87,98,0.1,237.83234,,7.2,7.3,0.779,12.8 +Saudi Arabia,2007,Developing,73.2,99,9,0.1,1307.89002,96,4648,61.6,10,96,3.49,96,0.1,16472.1665,,7.2,7.3,0.773,12.7 +Saudi Arabia,2006,Developing,73.2,1,9,0.08,1395.454965,96,807,6.9,10,96,3.55,96,0.1,15334.66994,,7.2,7.3,0.767,12.5 +Saudi Arabia,2005,Developing,73.1,11,9,0.05,1117.048134,97,373,6.2,10,96,3.42,96,0.1,13739.82945,,7.2,7.3,0.761,12.4 +Saudi Arabia,2004,Developing,73.1,12,9,0.06,816.4795082,96,1880,59.4,11,96,3.58,96,0.1,11138.8746,,7.2,7.3,0.754,12.3 +Saudi Arabia,2003,Developing,73,13,9,0.05,832.3688708,95,1208,58.5,11,95,4.2,95,0.1,9567.458285,,7.2,7.3,0.747,12.2 +Saudi Arabia,2002,Developing,72.9,15,10,0.05,688.0972667,97,311,57.7,11,95,4.28,95,0.1,8655.311531,,7.3,7.3,0.745,12.1 +Saudi Arabia,2001,Developing,72.8,17,10,0.05,710.4952397,95,155,56.9,12,97,4.49,97,0.1,8643.4944,,7.3,7.3,0.742,12 +Saudi Arabia,2000,Developing,72.6,11,10,0.05,782.1799815,93,0,56.2,12,95,4.24,95,0.1,9126.954277,,7.3,7.4,0.737,11.8 +Senegal,2015,Developing,66.7,188,19,,0,89,58,24.3,26,85,,89,0.3,98.7256145,14976994,9.5,9.3,0.491,9.5 +Senegal,2014,Developing,66.4,192,19,0.26,12.80528533,89,32,23.8,27,85,4.66,89,0.3,152.443873,14546111,9.7,9.5,0.483,9.1 +Senegal,2013,Developing,66,196,20,0.26,11.8385319,92,17,23.2,28,89,4.51,92,0.3,148.912351,141232,9.9,9.7,0.474,8.7 +Senegal,2012,Developing,65.6,2,20,0.28,10.20659464,91,46,22.7,29,83,4.31,91,0.4,136.4518,1373513,1,9.9,0.463,8.3 +Senegal,2011,Developing,64.9,26,20,0.32,1.431051664,92,18,22.2,31,89,4.42,92,0.4,18.25321,13391,1.2,1.1,0.455,7.9 +Senegal,2010,Developing,64.3,212,21,0.28,1.020071763,89,428,21.7,32,76,4.62,89,0.4,11.631377,12916229,1.4,1.3,0.449,7.7 +Senegal,2009,Developing,63.5,219,21,0.3,1.177477677,86,999,21.2,33,83,4.81,86,0.5,12.566464,1255917,1.6,1.5,0.444,7.5 +Senegal,2008,Developing,62.8,225,22,0.28,1.08833088,88,6,2.8,34,87,4.94,88,0.6,11.33678,1223957,1.8,1.7,0.435,7.1 +Senegal,2007,Developing,62.1,23,22,0.32,8.309152927,94,11,2.3,36,93,4.72,94,0.7,95.3978522,11873557,11,1.9,0.425,6.8 +Senegal,2006,Developing,61.3,236,23,0.34,10.43022617,89,3,19.9,38,89,5.44,89,0.7,89.838296,11556763,11.2,11.1,0.422,6.6 +Senegal,2005,Developing,65,242,23,0.33,96.03725103,84,0,19.5,40,84,5.35,84,0.7,773.8698713,11251266,11.4,11.3,0.415,6.4 +Senegal,2004,Developing,59.7,247,24,0.35,66.02236299,54,31,19.1,42,87,5.68,87,0.7,733.581811,1955944,11.6,11.5,0.408,6.2 +Senegal,2003,Developing,59,251,25,0.33,62.21977893,,1519,18.7,44,73,5.4,73,0.7,642.7663113,16799,11.8,11.7,0.401,5.9 +Senegal,2002,Developing,58.4,252,25,0.36,49.73511396,,18184,18.3,47,6,5.6,6,0.7,513.26227,1396861,12,11.9,0.397,5.7 +Senegal,2001,Developing,57.9,251,26,0.34,6.064221202,,24789,17.9,49,49,4.98,52,0.6,481.287397,1134497,12.1,12.1,0.381,5.4 +Senegal,2000,Developing,57.5,25,27,0.29,5.397368532,,5839,17.5,50,49,4.63,52,0.5,473.45338,988452,12.3,12.3,0.378,5.2 +Serbia,2015,Developing,75.6,121,1,,0,94,383,6,1,95,,95,0.1,5237.255334,795383,2,2,0.775,14.4 +Serbia,2014,Developing,75.4,123,1,9.09,8.617208431,92,37,59.4,1,93,1.37,93,0.1,62.173221,713576,2.1,2.1,0.771,14.3 +Serbia,2013,Developing,75.3,122,1,9.16,880.6403367,91,1,58.9,1,97,1.12,95,0.1,6353.826383,7164132,2.1,2.1,0.766,14.1 +Serbia,2012,Developing,74.9,126,1,9.38,742.5109709,97,0,58.3,1,93,9.89,91,0.1,5659.3824,719977,2.1,2.1,0.767,14 +Serbia,2011,Developing,74.6,127,1,9.56,915.3190791,94,370,57.7,1,94,9.72,94,0.1,6423.291783,723499,2.2,2.2,0.757,13.5 +Serbia,2010,Developing,74.4,128,1,9.65,774.4396617,89,20,57,1,91,1.9,91,0.1,5411.87744,7291436,2.2,2.3,0.755,13.6 +Serbia,2009,Developing,74.1,131,1,9.85,820.8109098,93,1,56.4,1,97,9.9,95,0.1,5821.35397,73287,2.3,2.3,0.754,13.6 +Serbia,2008,Developing,74,132,1,9.54,96.33237912,93,2,55.8,1,95,1.5,95,0.1,671.773913,735222,2.3,2.4,0.749,13.5 +Serbia,2007,Developing,73.8,132,1,9.3,772.8700353,99,201,55.1,1,93,1.2,94,0.1,5458.121718,7381579,2.4,2.4,0.743,13.5 +Serbia,2006,Developing,73.6,133,1,8.58,541.8243468,93,2,54.5,1,97,8.99,92,0.1,4129.758741,7411569,2.5,2.5,0.739,13.4 +Serbia,2005,Developing,73,135,1,9.6,503.1115947,65,2,53.9,1,98,8.7,98,0.1,3528.1318,744769,2.5,2.6,0.73,13.2 +Serbia,2004,Developing,73,134,1,7.42,462.7076756,89,11,53.3,1,96,8.24,88,0.1,3331.228766,7463157,2.6,2.6,0.72,13.1 +Serbia,2003,Developing,73,134,1,7.25,389.7515212,,15,52.8,1,89,8.13,89,0.1,2832.49652,748591,2.7,2.7,0.715,13 +Serbia,2002,Developing,72.9,133,1,6.95,292.6142378,,63,52.2,1,95,8.9,95,0.1,2149.9944,7496522,2.7,2.8,0.715,13.2 +Serbia,2001,Developing,73.1,135,1,7.53,222.5065705,,35,51.7,1,93,6.89,93,0.1,1634.87561,753433,2.8,2.8,0.709,13.1 +Serbia,2000,Developing,72.6,141,1,7.38,11.85928108,,38,51.2,2,98,6.53,95,0.1,87.1365252,7516346,2.8,2.9,0.702,13 +Seychelles,2015,Developing,73.2,168,0,,0,98,0,37.4,0,97,,97,0.1,1539.464,93419,5.7,6,0.781,14.1 +Seychelles,2014,Developing,73,17,0,0.01,151.1045552,99,0,36.2,0,99,3.37,99,0.1,1557.77892,91359,5.7,6,0.766,13.2 +Seychelles,2013,Developing,72.9,172,0,0.01,1521.672751,99,0,35.5,0,98,3.58,98,0.1,15687.34795,89949,5.7,6.1,0.762,13.5 +Seychelles,2012,Developing,72.7,174,0,0.01,177.2633961,99,0,34.8,0,98,4.8,98,0.1,12845.17363,8833,5.7,6.1,0.755,13.5 +Seychelles,2011,Developing,72.6,177,0,9.72,1121.475547,99,0,34.2,0,99,3.38,99,0.1,12189.9516,87441,5.7,6.1,0.744,13.3 +Seychelles,2010,Developing,72.4,18,0,6.51,16.49232317,99,0,33.5,0,99,3.59,99,0.1,184.68447,8977,5.8,6.2,0.74,13.2 +Seychelles,2009,Developing,72.3,182,0,4.94,75.2256582,99,0,32.4,0,99,2.64,99,0.1,976.9566,87298,5.8,6.2,0.739,13.2 +Seychelles,2008,Developing,72.2,184,0,6.33,701.8526364,99,0,31.8,0,99,2.64,99,0.1,11122.8627,86956,5.9,6.3,0.739,13.2 +Seychelles,2007,Developing,72.2,185,0,8.12,916.4741775,99,1,31.2,0,99,3.3,99,0.1,12154.82994,8533,5.9,6.3,0.733,13.1 +Seychelles,2006,Developing,72.2,185,0,8.12,102.373909,99,10,3.7,0,99,3.73,99,0.1,1214.39987,846,5.9,6.3,0.728,13.1 +Seychelles,2005,Developing,72.2,185,0,7.82,21.4653132,99,0,3.1,0,99,3.91,99,0.1,1192.5174,82858,6,6.4,0.712,12.1 +Seychelles,2004,Developing,72.1,186,0,7.91,12.94324581,99,0,29.2,0,99,4.17,99,0.1,1176.65871,82475,6,6.4,0.715,12.3 +Seychelles,2003,Developing,72.1,185,0,7.41,843.1186662,99,0,28.7,0,99,4.64,99,0.1,8524.961236,82781,6.1,6.5,0.713,12.1 +Seychelles,2002,Developing,72.1,186,0,11.15,562.3601848,99,0,28.1,0,99,4.21,99,0.1,8331.261997,83723,6.1,6.6,0.712,12.1 +Seychelles,2001,Developing,72,187,0,6.72,643.7035752,96,0,27.6,0,96,4.45,96,0.1,7663.1378,8122,6.2,6.6,0.714,12.2 +Seychelles,2000,Developing,71.8,188,0,8.24,601.7608115,98,0,27.1,0,98,4.62,98,0.1,7578.85153,81131,6.3,6.7,0,12.3 +Sierra Leone,2015,Developing,51,413,22,,0,86,607,24.4,30,86,,86,0.5,587.538233,723725,7.4,7.3,0.431,9.5 +Sierra Leone,2014,Developing,48.1,463,23,0.01,1.443286353,83,1006,23.8,32,83,11.9,83,0.6,78.4394757,779162,7.5,7.4,0.426,9.5 +Sierra Leone,2013,Developing,54,47,23,0.01,1.321464076,92,15,23.3,33,92,11.59,92,0.8,71.8186998,692279,7.7,7.6,0.413,9.3 +Sierra Leone,2012,Developing,49.7,411,25,0.01,54.56033696,91,678,22.7,35,91,11.24,91,0.9,561.8984239,676613,7.9,7.8,0.401,9.1 +Sierra Leone,2011,Developing,48.9,418,26,3.78,54.6659175,89,1865,22.2,38,88,11.98,89,1.3,445.525,6611692,8.1,8,0.392,8.9 +Sierra Leone,2010,Developing,48.1,424,27,3.84,5.347717533,86,1089,21.7,40,84,1.32,86,1.6,45.128418,645872,8.3,8.2,0.384,8.7 +Sierra Leone,2009,Developing,47.1,433,28,3.97,49.8371267,84,31,21.2,42,81,13.13,84,1.7,394.5932439,63126,8.5,8.4,0.375,8.5 +Sierra Leone,2008,Developing,46.2,441,29,3.91,5.379606465,77,44,2.7,44,75,1.29,77,1.9,46.3759178,6165372,8.7,8.7,0.367,8.3 +Sierra Leone,2007,Developing,45.3,45,29,3.86,45.57108889,63,0,2.2,45,63,1.12,64,2.2,358.8274716,615417,8.9,8.9,0.357,8.2 +Sierra Leone,2006,Developing,44.3,464,30,3.8,38.00075788,,33,19.7,46,65,1.68,64,2.2,322.313468,5848692,9.1,9.1,0.348,8 +Sierra Leone,2005,Developing,43.3,48,30,3.83,42.08892911,,29,19.2,47,67,12.25,65,2.2,287.6891942,5658379,9.3,9.3,0.341,7.8 +Sierra Leone,2004,Developing,42.3,496,30,3.99,38.52454761,,7,18.8,47,69,11.66,65,2.1,263.145817,5439695,9.5,9.5,0.332,7.6 +Sierra Leone,2003,Developing,41.5,57,30,4.07,38.61473209,,586,18.4,47,66,11.69,73,1.9,263.7618312,5199549,9.7,9.8,0.322,7.4 +Sierra Leone,2002,Developing,48,513,30,4.06,36.59114895,,568,17.9,48,54,11.96,53,1.7,249.939542,4957216,9.9,1,0.306,7.2 +Sierra Leone,2001,Developing,41,519,30,4.21,33.34691455,,649,17.5,48,38,11.83,38,1.5,227.779471,4739147,1.1,1.2,0.302,7 +Sierra Leone,2000,Developing,39,533,29,3.97,20.39568283,,3575,17.2,48,46,13.63,44,1.2,139.3147734,4564297,1.3,1.4,0.292,6.7 +Singapore,2015,Developed,83.1,55,0,1.79,0,96,0,33.2,0,96,,96,0.1,53629.73746,,2.2,2.2,0.924,15.4 +Singapore,2014,Developed,82.9,56,0,1.83,7971.646361,96,0,32.9,0,96,4.92,96,0.1,56336.7234,,2.2,2.2,0.922,15.4 +Singapore,2013,Developed,82.7,57,0,1.83,714.3441019,97,138,32.7,0,97,4.53,97,0.1,5629.18914,,2.2,2.2,0.92,15.4 +Singapore,2012,Developed,82.5,59,0,1.89,6041.858981,97,42,32.4,0,97,4.22,97,0.1,54431.16199,,2.2,2.1,0.917,15.4 +Singapore,2011,Developed,82.2,6,0,1.8,638.0001097,96,148,32.1,0,96,3.93,96,0.1,53166.67581,,2.1,2.1,0.911,15.2 +Singapore,2010,Developed,82,61,0,1.84,4540.543752,96,50,31.8,0,96,3.96,96,0.1,46569.67951,,2.1,2.1,0.889,14.5 +Singapore,2009,Developed,81.7,62,0,1.73,462.9306986,96,16,31.5,0,97,4.27,97,0.1,38577.55822,,2.1,2.1,0.887,14.4 +Singapore,2008,Developed,81.4,64,0,1.7,3404.13099,97,18,31.2,0,97,3.91,97,0.1,39721.4818,,2.1,2.1,0.88,14.2 +Singapore,2007,Developed,81.1,65,0,1.6,3082.973535,96,15,3.9,0,97,3.46,97,0.1,39223.58187,,2.1,2,0.873,14.1 +Singapore,2006,Developed,87,66,0,1.55,2639.376955,95,23,3.5,0,95,3.66,95,0.1,33579.85948,,2.1,2,0.839,13.9 +Singapore,2005,Developed,82,69,0,1.49,2356.731479,96,33,3.2,0,96,3.74,96,0.1,29869.85398,,2.1,2,0.821,12.6 +Singapore,2004,Developed,79.7,71,0,1.45,204.2481892,94,96,29.9,0,95,3.17,95,0.1,2745.27136,,2.1,2,0.82,12.7 +Singapore,2003,Developed,79.3,73,0,1.43,2263.068326,95,33,29.6,0,96,3.63,96,0.1,23573.6284,,2.1,2,0.819,12.7 +Singapore,2002,Developed,79,74,0,2.16,142.0989818,95,211,29.2,0,94,2.84,94,0.1,2216.83279,,2.1,2,0.818,12.6 +Singapore,2001,Developed,78.7,76,0,2.08,1003.366877,95,408,28.9,0,95,2.37,96,0.1,21577.7823,,2.1,2,0.82,12.7 +Singapore,2000,Developed,78.3,78,0,2.03,1855.828806,97,141,28.5,0,98,2.71,98,0.1,23792.677,,2.1,2,0.81,12.5 +Slovakia,2015,Developed,76.7,19,0,,0,96,1,59.1,0,96,,96,0.1,,,1.2,1.2,0.842,15 +Slovakia,2014,Developed,76.4,113,0,10.6,0,97,0,58.4,0,97,8.5,97,0.1,,,1.2,1.2,0.841,15.1 +Slovakia,2013,Developed,76.1,114,0,9.89,0,98,0,57.8,0,98,8,98,0.1,,,1.2,1.3,0.838,15 +Slovakia,2012,Developed,75.8,118,0,10.12,0,99,0,57.2,0,99,8.15,99,0.1,,,1.2,1.3,0.835,15 +Slovakia,2011,Developed,75.6,122,0,10.24,0,99,0,56.5,0,99,7.96,99,0.1,,,1.2,1.3,0.829,15 +Slovakia,2010,Developed,75.1,124,0,10.13,0,99,0,55.9,0,99,8.51,99,0.1,,,1.3,1.3,0.822,15 +Slovakia,2009,Developed,75,131,0,10.63,0,99,0,55.3,0,99,9.15,99,0.1,,,1.3,1.4,0.82,14.9 +Slovakia,2008,Developed,74.7,136,0,11.37,0,99,0,54.8,0,99,8.2,99,0.1,,,1.3,1.4,0.813,14.8 +Slovakia,2007,Developed,74.4,14,0,10.58,0,99,0,54.2,0,99,7.76,99,0.1,,,1.3,1.4,0.802,14.5 +Slovakia,2006,Developed,74.3,138,0,10.28,0,99,0,53.7,0,99,7.35,99,0.1,,,1.4,1.5,0.793,14.3 +Slovakia,2005,Developed,74,141,0,10.81,0,99,0,53.1,0,99,7.4,99,0.1,,,1.4,1.5,0.784,14 +Slovakia,2004,Developed,74.1,138,0,10.03,0,99,2,52.6,0,99,7.21,99,0.1,,,1.4,1.5,0.776,13.8 +Slovakia,2003,Developed,73.8,144,0,9.85,0,99,1,52.1,0,98,5.82,99,0.1,,,1.5,1.6,0.771,13.6 +Slovakia,2002,Developed,73.7,145,0,10.78,0,99,0,51.6,0,98,5.63,99,0.1,,,1.5,1.6,0.763,13.3 +Slovakia,2001,Developed,73.3,145,0,10.73,0,99,0,51.1,1,99,5.5,99,0.1,,,1.5,1.6,0.763,13.3 +Slovakia,2000,Developed,73,147,0,11.06,0,98,0,5.7,1,98,5.5,99,0.1,,,1.6,1.7,0.761,13 +Slovenia,2015,Developed,88,74,0,,0,,18,6.1,0,95,,95,0.1,2729.86383,263531,1.4,1.3,0.888,17.3 +Slovenia,2014,Developed,87,76,0,10.46,31.13492794,,52,59.5,0,95,9.23,95,0.1,242.67286,26198,1.4,1.4,0.888,17.6 +Slovenia,2013,Developed,85,78,0,9.53,259.7786785,,1,58.9,0,95,9.29,95,0.1,2315.31799,259953,1.4,1.4,0.878,16.8 +Slovenia,2012,Developed,82,81,0,10.95,3283.024864,,2,58.2,0,96,9.37,96,0.1,22486.47167,257159,1.5,1.5,0.877,16.8 +Slovenia,2011,Developed,79.8,84,0,10.61,3343.026219,,22,57.6,0,96,9.8,96,0.1,24985.24827,252843,1.6,1.6,0.876,17 +Slovenia,2010,Developed,79.5,87,0,10.32,3187.496219,,2,57,0,96,9.7,96,0.1,23437.4722,248583,1.6,1.6,0.872,16.9 +Slovenia,2009,Developed,79.1,9,0,10.52,3505.389434,,0,56.4,0,96,9.38,96,0.1,24633.79785,239669,1.7,1.7,0.873,16.9 +Slovenia,2008,Developed,78.9,96,0,10.94,392.9588536,,0,55.8,0,97,8.47,97,0.1,2751.8127,221316,1.7,1.7,0.869,16.9 +Slovenia,2007,Developed,78.3,12,0,11.02,3256.724028,,0,55.2,0,97,7.98,97,0.1,23841.31792,218122,1.8,1.8,0.865,16.8 +Slovenia,2006,Developed,78.1,17,0,12.26,2724.17807,,0,54.7,0,97,8.42,97,0.1,19726.1265,26868,1.8,1.9,0.858,16.7 +Slovenia,2005,Developed,77.5,14,0,11.14,2503.714258,,0,54.1,0,95,8.5,95,0.1,18169.1891,2474,1.9,2,0.853,16.3 +Slovenia,2004,Developed,77.2,113,0,10,235.3785281,,0,53.5,0,94,8.47,94,0.1,1726.9151,199712,2,2,0.85,16.6 +Slovenia,2003,Developed,76.5,119,0,11.58,203.3252124,,0,52.9,0,95,8.77,95,0.1,1488.47154,1995733,2,2.1,0.843,16.1 +Slovenia,2002,Developed,76.6,117,0,9.29,1617.473418,,0,52.3,0,93,8.62,93,0.1,11814.9994,199453,2.1,2.2,0.835,15.6 +Slovenia,2001,Developed,76.2,124,0,10.8,196.3026243,,0,51.8,0,93,8.57,92,0.1,1479.29634,19926,2.2,2.2,0.824,14.7 +Slovenia,2000,Developed,76,122,0,11.9,161.4473853,,0,51.2,0,93,8.26,91,0.1,1227.73677,1988925,2.2,2.3,0.818,14.6 +Solomon Islands,2015,Developing,69.2,177,0,,0,98,0,5.5,0,99,,98,0.1,1922.41388,587482,1.1,1.2,0.514,9.6 +Solomon Islands,2014,Developing,68.8,183,0,0.01,3.718438799,88,0,49.7,0,94,5.5,88,0.1,29.652622,57554,1.1,1.2,0.512,9.6 +Solomon Islands,2013,Developing,68.8,182,0,0.01,24.73328608,94,0,48.9,0,99,5.42,94,0.1,188.5159,563513,1.1,1.2,0.509,9.5 +Solomon Islands,2012,Developing,68.7,184,0,0.01,247.9492284,99,0,48.1,0,99,5.48,99,0.1,1858.689868,551531,1.2,1.2,0.505,9.4 +Solomon Islands,2011,Developing,68.5,186,0,0.99,229.6687488,99,0,47.2,0,99,5.8,99,0.1,1642.837974,539614,1.2,1.2,0.497,9.4 +Solomon Islands,2010,Developing,68.3,188,0,1.1,29.5207994,9,0,46.4,0,94,7.47,9,0.1,1272.44825,52779,1.2,1.2,0.492,9.3 +Solomon Islands,2009,Developing,68.1,192,0,1.21,244.3976438,92,0,45.5,0,98,7.92,92,0.1,1158.282672,51679,1.2,1.2,0.494,9.3 +Solomon Islands,2008,Developing,68,193,0,1.09,19.74929219,89,0,44.7,0,94,5.97,89,0.1,125.79167,54477,1.2,1.2,0.489,9.2 +Solomon Islands,2007,Developing,67.6,2,0,0.85,28.90135229,9,0,43.8,0,93,6.42,9,0.1,146.931125,49294,1.2,1.2,0.482,9 +Solomon Islands,2006,Developing,67.6,2,0,0.99,240.4851202,99,0,43,0,99,6.66,99,0.1,948.6592511,481422,1.3,1.3,0.47,8.4 +Solomon Islands,2005,Developing,67.4,24,0,0.9,25.31155956,83,0,42.1,0,9,7.83,89,0.1,88.874858,469885,1.3,1.3,0.465,8.3 +Solomon Islands,2004,Developing,67.1,29,0,1.18,195.5259417,81,0,41.3,0,89,5.64,9,0.1,818.442619,458324,1.3,1.3,0.459,8.1 +Solomon Islands,2003,Developing,66.8,215,0,1.18,16.83170578,79,0,4.4,0,84,6,84,0.1,744.7657423,446769,1.3,1.3,0.453,8 +Solomon Islands,2002,Developing,66.5,22,0,1.08,156.2847968,75,0,39.6,0,78,6.9,78,0.1,784.9562874,435262,1.4,1.4,0.446,7.3 +Solomon Islands,2001,Developing,66.2,227,0,0.7,325.1114746,83,0,38.7,0,88,6.44,84,0.1,944.81684,423853,1.4,1.4,0.442,6.6 +Solomon Islands,2000,Developing,65.8,235,0,0.71,4.24926073,81,0,37.9,0,88,4.56,86,0.1,154.518572,41269,1.4,1.4,0.455,7.2 +Somalia,2015,Developing,55,312,50,,0,42,7497,24.3,80,47,,42,0.7,426.98537,,6.6,6.4,, +Somalia,2014,Developing,54.3,321,51,0.01,0,42,10229,23.8,80,47,,42,0.8,417.89143,,6.7,6.5,, +Somalia,2013,Developing,54.2,318,51,0.01,0,42,3173,23.3,81,47,,42,0.8,47.5432354,,6.8,6.6,, +Somalia,2012,Developing,53.1,336,51,0.01,0,,9983,22.9,82,47,,42,0.8,,,6.8,6.7,, +Somalia,2011,Developing,53.1,329,51,0.01,0,,17298,22.4,82,49,,41,0.8,,,6.9,6.7,, +Somalia,2010,Developing,52.4,336,52,0.01,0,,115,22,83,49,,45,0.8,,,7,6.8,, +Somalia,2009,Developing,52.2,335,52,0.01,0,,13,21.5,84,41,,42,0.8,,,7.1,6.9,, +Somalia,2008,Developing,51.9,336,52,0.01,0,,1081,21.1,84,4,,31,0.9,,,7.2,7,, +Somalia,2007,Developing,51.5,34,52,0.01,0,,1149,2.7,84,4,,4,0.9,,,7.3,7.1,, +Somalia,2006,Developing,51.5,337,51,0.01,0,,7,2.2,83,26,,26,0.9,,,7.4,7.2,, +Somalia,2005,Developing,51.6,334,50,0.01,0,,0,19.8,82,35,,35,0.9,,,7.5,7.3,, +Somalia,2004,Developing,51.2,341,49,0.01,0,,12008,19.4,80,3,,3,0.9,,,7.6,7.4,, +Somalia,2003,Developing,51.1,344,48,0.01,0,,8257,19,78,4,,4,0.9,,,7.7,7.5,, +Somalia,2002,Developing,58,348,47,0.01,0,,9559,18.6,77,4,,4,0.9,,,7.8,7.6,, +Somalia,2001,Developing,57,352,46,0.01,0,,3571,18.2,75,33,,33,0.8,,,7.9,7.7,, +Somalia,2000,Developing,55,355,45,0.01,0,,3965,17.8,74,37,,33,0.8,,,8,7.9,, +South Africa,2015,Developing,62.9,328,42,,0,75,17,51.1,52,75,,75,3.6,5769.77258,5511976.68,4.4,5.3,0.665,13 +South Africa,2014,Developing,62,347,42,7.38,922.0507313,8,66,5.3,52,77,8.8,77,3.7,6479.625659,54146734.74,4.9,5.9,0.66,13 +South Africa,2013,Developing,69,371,43,7.34,978.5905287,7,25,49.5,54,73,8.78,73,4.5,6876.953821,53311955.61,5.4,6.5,0.652,12.8 +South Africa,2012,Developing,59.2,48,43,7.38,1089.954838,68,32,48.7,56,65,8.79,65,7.6,7548.163698,5256515.8,6,7.3,0.644,12.8 +South Africa,2011,Developing,58.9,413,43,7.38,123.753335,76,92,47.9,58,69,8.61,69,8.5,849.954224,51729345.36,6.6,8,0.638,12.8 +South Africa,2010,Developing,58,428,43,7.28,1038.885632,71,12499,47.2,62,72,8.5,72,11,7362.76139,5979432.36,7.3,8.9,0.63,12.8 +South Africa,2009,Developing,56.5,449,46,7.6,782.5987144,74,5857,46.4,70,75,8.39,76,19,5888.6284,5255813.11,8.1,9.8,0.622,12.8 +South Africa,2008,Developing,55.3,473,50,8.19,780.0336423,76,39,45.7,75,77,7.75,79,23.5,5786.59972,49557573.3,8.9,1.7,0.616,12.9 +South Africa,2007,Developing,54.5,486,51,8.48,805.490079,83,31,45,79,79,7.53,82,26.4,6125.39984,48883844.99,9.7,11.7,0.612,12.9 +South Africa,2006,Developing,54,496,54,8.5,732.1255305,83,81,44.3,82,79,7.57,82,28.1,5631.73485,4823384.48,1.6,12.8,0.609,12.9 +South Africa,2005,Developing,53.8,498,55,8.69,709.3170967,79,615,43.6,84,75,7.77,79,29.5,5414.634326,476667.24,11.6,13.9,0.609,12.9 +South Africa,2004,Developing,53.7,497,55,6.96,622.043809,76,830,42.9,83,73,7.93,74,29.7,4863.51688,4717.99,12.6,15,0.611,12.9 +South Africa,2003,Developing,54,485,55,6.93,519.1563781,71,244,42.2,82,7,8.26,69,28.9,3775.68275,46418193.9,13.5,16.1,0.613,12.9 +South Africa,2002,Developing,54.9,459,54,7.04,346.5316007,72,1043,41.6,79,7,8.9,7,26.6,2518.398261,45855482.88,14.5,17.1,0.62,12.9 +South Africa,2001,Developing,56,429,52,7.38,365.2585722,72,1166,4.9,76,71,8.31,71,24,2681.781,45312937,15.4,18.1,0.629,13 +South Africa,2000,Developing,57.3,397,51,7.3,45.96380839,73,1459,4.1,73,71,8.7,73,21.3,337.2253,44896856,16.3,19.1,0.635,13 +South Sudan,2015,Developing,57.3,332,26,,0,31,878,,39,41,,31,3.4,758.725782,11882136,,,0.421,4.9 +South Sudan,2014,Developing,56.6,343,26,,46.0744686,,441,,39,44,2.74,39,3.5,1151.861715,1153971,,,0.421,4.9 +South Sudan,2013,Developing,56.4,345,26,,47.44453,,525,,40,5,2.62,45,3.6,1186.11325,1117749,,,0.417,4.9 +South Sudan,2012,Developing,56,347,26,,38.3382324,,1952,,40,64,2.77,59,3.8,958.45581,1818258,,,0.419,4.9 +South Sudan,2011,Developing,55.4,355,27,,0,,1256,,41,66,,61,3.9,176.9713,1448857,,,0.429,4.9 +South Sudan,2010,Developing,55,359,27,,0,,0,,41,,,,4,1562.239346,167192,,,0,0 +South Sudan,2009,Developing,54.3,369,27,,0,,0,,42,,,,4.2,1264.78998,967667,,,0,0 +South Sudan,2008,Developing,53.6,377,27,,0,,0,,42,,,,4.2,1678.711862,9263136,,,0,0 +South Sudan,2007,Developing,53.1,381,27,,0,,0,,43,,,,4.2,,88568,,,0,0 +South Sudan,2006,Developing,52.5,383,28,,0,,0,,43,,,,4.1,,8468152,,,0,0 +South Sudan,2005,Developing,51.9,383,28,,0,,0,,44,,,,3.9,,818877,,,0,0 +South Sudan,2004,Developing,51.4,383,29,,0,,0,,45,,,,3.8,,7787655,,,0,0 +South Sudan,2003,Developing,58,383,29,,0,,0,,46,,,,3.5,,751642,,,0,0 +South Sudan,2002,Developing,52,382,30,,0,,0,,48,,,,3.3,,7237276,,,0,0 +South Sudan,2001,Developing,49.6,381,30,,0,,0,,49,,,,3,,6974442,,,0,0 +South Sudan,2000,Developing,48.9,38,31,,0,,0,,50,,,,2.7,,67656,,,0,0 +Spain,2015,Developed,82.8,56,1,,0,97,115,66.6,1,97,,97,0.1,25683.84565,46447697,0.6,0.5,0.882,17.7 +Spain,2014,Developed,82.6,58,1,0.01,42.98847625,96,154,66,1,97,9.3,97,0.1,296.47225,4648882,0.6,0.5,0.877,17.6 +Spain,2013,Developed,82.4,6,1,9.25,423.680459,95,131,65.4,2,96,9.1,96,0.1,2921.9342,466245,0.6,0.5,0.874,17.5 +Spain,2012,Developed,82,61,1,9.35,4255.781693,96,1204,64.8,2,97,9.39,97,0.1,28562.29324,4677355,0.6,0.5,0.871,17.2 +Spain,2011,Developed,82.1,63,1,9.62,4873.8188,97,3802,64.1,2,97,9.48,97,0.1,31834.21816,46742697,0.6,0.5,0.867,16.9 +Spain,2010,Developed,81.9,64,1,9.78,578.7417172,97,302,63.5,2,97,9.56,97,0.1,3736.228,46576897,0.6,0.5,0.86,16.4 +Spain,2009,Developed,81.6,66,2,9.99,5047.254058,96,41,62.9,2,96,9.52,96,0.1,32333.4661,46362946,0.6,0.5,0.858,16.3 +Spain,2008,Developed,81.3,7,2,10.24,5596.535203,97,297,62.3,2,97,8.8,97,0.1,35578.73619,4595416,0.6,0.5,0.854,16.1 +Spain,2007,Developed,89,72,2,11.05,510.9327012,96,267,61.7,2,96,8.36,96,0.1,3279.414,4522683,0.6,0.5,0.849,16 +Spain,2006,Developed,88,73,2,11.86,4460.390006,97,362,61.1,2,98,8.23,98,0.1,28482.6948,44397319,0.6,0.5,0.844,15.9 +Spain,2005,Developed,81,77,2,11.92,405.4475981,96,22,6.5,2,96,8.12,96,0.1,2651.71745,43653155,0.6,0.5,0.837,15.8 +Spain,2004,Developed,81,79,2,11.96,3715.370095,97,26,59.9,2,97,8.5,97,0.1,24918.64584,42921895,0.6,0.5,0.833,15.6 +Spain,2003,Developed,79.4,83,2,12.09,3205.019918,81,256,59.3,2,99,7.99,98,0.1,21495.7741,42187645,0.6,0.5,0.83,15.6 +Spain,2002,Developed,79.5,83,2,12.26,228.3543024,82,67,58.8,2,98,7.25,98,0.1,1719.53541,41431558,0.6,0.5,0.828,15.7 +Spain,2001,Developed,79.4,84,2,9.86,2044.169761,83,0,58.2,2,95,7.24,96,0.1,15323.6114,485412,0.6,0.5,0.825,15.7 +Spain,2000,Developed,79.1,86,2,11.12,1934.398154,77,152,57.6,2,95,7.21,95,0.1,14676.769,4567864,0.6,0.5,0.82,15.7 +Sri Lanka,2015,Developing,74.9,138,3,,0,99,1568,23.4,3,99,,99,0.1,3844.89123,2966,15.1,15,0.764,14 +Sri Lanka,2014,Developing,74.7,141,3,2.37,42.7308283,99,1686,22.7,3,99,3.5,99,0.1,382.54994,2771,15.2,15,0.76,14 +Sri Lanka,2013,Developing,74.6,142,3,2.56,41.62053588,99,2107,21.9,3,99,3.68,99,0.1,361.289374,2585,15.2,15.1,0.757,13.8 +Sri Lanka,2012,Developing,74.5,143,3,2.8,20.76877311,99,51,21.2,4,99,3.21,99,0.1,335.521375,2425,15.3,15.2,0.752,13.7 +Sri Lanka,2011,Developing,74.5,141,3,3.03,20.83302367,99,60,2.5,4,99,3.28,99,0.1,322.992615,2271,15.3,15.3,0.746,13.6 +Sri Lanka,2010,Developing,74.5,138,3,2.31,191.7267589,99,79,19.8,4,99,3.43,99,0.1,2819.511161,2119,15.3,15.3,0.739,13.5 +Sri Lanka,2009,Developing,71.8,183,4,2.05,13.39092189,97,21,19.2,4,97,3.37,97,0.1,216.681584,19968,15.3,15.4,0.735,13.4 +Sri Lanka,2008,Developing,72.3,172,4,2.1,17.81424344,98,33,18.5,4,98,3.44,98,0.1,254.489192,19817,15.4,15.4,0.731,13.3 +Sri Lanka,2007,Developing,73.7,146,4,2.29,127.6377505,98,44,17.9,5,98,3.76,98,0.1,1644.816372,19668,15.4,15.5,0.725,13.2 +Sri Lanka,2006,Developing,73.8,145,4,1.96,120.2471713,98,0,17.2,5,98,4.6,98,0.1,1448.7611,1952,15.4,15.5,0.718,13.1 +Sri Lanka,2005,Developing,74.2,138,4,1.97,97.76637062,99,3,16.6,5,99,4.6,99,0.1,1259.87591,19373,15.4,15.5,0.712,12.9 +Sri Lanka,2004,Developing,69.1,197,6,1.56,15.35342268,62,35,16.1,10,97,4.28,97,0.1,174.6692,19228,15.4,15.5,0.705,12.8 +Sri Lanka,2003,Developing,73.9,146,5,1.69,72.4280894,32,65,15.6,5,98,3.95,99,0.1,989.4547732,1983,15.4,15.5,0.697,12.7 +Sri Lanka,2002,Developing,73.7,149,5,1.62,59.63595674,,139,15.1,5,98,3.89,98,0.1,873.1472436,18939,15.4,15.6,0.699,12.6 +Sri Lanka,2001,Developing,72.7,16,5,1.68,53.61278637,,309,14.6,6,98,3.81,98,0.1,837.699787,18797,15.4,15.6,0.686,12.5 +Sri Lanka,2000,Developing,71.5,175,5,1.45,60.4909815,,16527,14.1,6,99,3.77,99,0.1,875.412178,18655,15.3,15.5,0.677,12.4 +Sudan,2015,Developing,64.1,225,58,,0,93,3585,,85,93,,93,0.3,2513.884661,3864783,,,0.488,7.2 +Sudan,2014,Developing,63.8,229,59,0.01,253.6086508,94,676,,86,94,8.43,94,0.3,2176.89829,37737913,,,0.485,7.2 +Sudan,2013,Developing,63.5,232,60,0.01,227.8353208,93,2813,,88,93,8.42,93,0.3,1955.66799,36849918,,,0.478,7 +Sudan,2012,Developing,63.2,235,61,0.01,220.522192,92,8523,,89,92,8.2,92,0.3,1892.894352,3599192,,,0.468,6.8 +Sudan,2011,Developing,62.7,241,61,2.12,196.6892153,93,5616,,91,93,8.3,93,0.3,1666.857757,35167314,,,0.463,7 +Sudan,2010,Developing,62.5,243,62,1.77,172.0097884,75,680,,92,9,7.97,9,0.3,1476.47887,34385963,,,0.461,7 +Sudan,2009,Developing,62,248,63,1.99,17.0536929,72,68,,94,81,8.4,81,0.3,1226.884381,3365619,,,0.456,6.8 +Sudan,2008,Developing,61.8,251,64,2.01,128.6362711,78,129,,95,85,8.17,86,0.3,1291.528826,32955496,,,0.444,6.3 +Sudan,2007,Developing,61.4,254,65,2.01,86.13166944,78,327,,97,84,4.72,84,0.3,1115.6952,32282526,,,0.44,6.4 +Sudan,2006,Developing,61,26,66,1.9,60.3368571,6,228,,99,77,3.93,78,0.2,893.8793645,316764,,,0.43,6.2 +Sudan,2005,Developing,67,261,66,1.55,37.59039592,22,1374,,101,78,3.18,78,0.2,679.7539949,3911914,,,0.423,6.1 +Sudan,2004,Developing,59.7,278,68,1.59,37.04479956,,9562,,102,74,3.39,74,0.2,565.569459,3186341,,,0.415,5.7 +Sudan,2003,Developing,59.6,278,69,1.74,35.35264737,,4381,,104,69,3.18,69,0.2,477.738478,29435944,,,0.409,5.6 +Sudan,2002,Developing,59.4,277,70,1.59,30.62287548,,4529,,106,6,2.95,6,0.2,412.1517561,28679565,,,0.403,5.6 +Sudan,2001,Developing,58.9,283,71,1.81,28.88069657,,4362,,108,66,2.96,66,0.2,377.5254454,279455,,,0.399,5.6 +Sudan,2000,Developing,58.6,284,71,1.76,30.86000992,,2875,,109,62,3.23,62,0.1,361.35843,2725535,,,0.394,5.5 +Suriname,2015,Developing,71.6,176,0,,0,89,0,58.3,0,89,,89,0.4,8818.982566,55328,3.5,3.5,0.723,12.7 +Suriname,2014,Developing,71.4,178,0,6.32,1132.432517,85,0,57.7,0,85,5.69,85,0.4,9564.46383,547928,3.5,3.5,0.722,12.7 +Suriname,2013,Developing,71.2,179,0,6.02,1122.972967,86,0,57,0,86,5.96,86,0.4,9484.56898,54254,3.5,3.5,0.719,12.7 +Suriname,2012,Developing,71.3,178,0,5.73,1168.324095,84,0,56.3,0,84,6.9,84,0.9,9272.413453,53777,3.5,3.4,0.708,12.7 +Suriname,2011,Developing,76,187,0,5.64,989.1263558,86,0,55.5,0,86,5.93,86,0.1,8318.97692,531589,3.5,3.4,0.704,12.5 +Suriname,2010,Developing,73,19,0,5.26,99.08095375,86,0,54.8,0,96,5.81,96,0.5,833.31332,52613,3.5,3.4,0.7,12.3 +Suriname,2009,Developing,70,196,0,5.13,885.0739766,87,0,54.1,0,85,6.14,87,0.6,7443.85178,52619,3.5,3.4,0.696,12.1 +Suriname,2008,Developing,69.8,196,0,4.94,815.4355995,84,0,53.3,0,85,5.92,85,1.2,6858.163158,515148,3.5,3.4,0.691,11.9 +Suriname,2007,Developing,69.5,22,0,4.72,685.0299083,84,0,52.6,0,84,5.92,84,0.8,5761.39536,5975,3.5,3.4,0.684,11.7 +Suriname,2006,Developing,69.3,199,0,4.52,72.800168,84,0,51.8,0,84,6.22,84,0.6,527.92,5437,3.5,3.4,0.678,11.5 +Suriname,2005,Developing,68.9,25,0,4.47,418.9206608,83,0,51.1,0,84,6.78,83,0.6,3595.8855,498946,3.5,3.4,0.672,11.3 +Suriname,2004,Developing,68.3,214,0,4.55,4.23257668,,0,5.4,0,84,6.88,85,0.9,36.48773,49363,3.5,3.5,0,11.1 +Suriname,2003,Developing,68,223,0,4.53,32.3662077,,0,49.7,0,74,6.62,75,1,263.1399,488332,3.5,3.5,0,10.9 +Suriname,2002,Developing,67.9,221,0,4.41,250.7112373,,0,49,0,74,7.14,73,1.6,2232.513244,48344,3.5,3.5,0,11 +Suriname,2001,Developing,67.7,219,0,4.23,191.2135044,,0,48.3,0,65,8.38,68,1.8,1598.77512,47774,3.6,3.5,0,11 +Suriname,2000,Developing,67.4,224,0,4.29,268.1837972,,0,47.6,0,7,9.65,71,0.4,1888.61829,47239,3.6,3.6,0,11.1 +Swaziland,2015,Developing,58.9,373,2,,0,9,0,32.3,3,84,,9,7.1,3136.92511,131911,4,4.1,0.541,11.4 +Swaziland,2014,Developing,58.4,382,2,0.01,574.3895102,98,0,31.8,3,98,9.25,98,7.3,3464.35169,129597,4.3,4.3,0.541,11.4 +Swaziland,2013,Developing,57.6,393,2,0.01,708.9556648,98,0,31.2,3,98,9.66,98,9.8,3598.75972,1271456,4.5,4.6,0.539,11.4 +Swaziland,2012,Developing,56.5,412,2,0.01,720.2333929,95,0,3.7,3,92,8.76,95,12.2,3851.51547,1248158,4.8,4.9,0.534,11.3 +Swaziland,2011,Developing,55,438,2,5.2,735.7090978,91,0,3.2,3,85,8.61,91,15.7,3934.27325,1225258,5.1,5.2,0.526,11.2 +Swaziland,2010,Developing,53.6,459,2,4.93,56.93670561,89,313,29.7,4,89,8.47,89,21.6,369.239336,122843,5.4,5.6,0.523,11 +Swaziland,2009,Developing,52.6,46,3,4.9,47.6164523,88,26,29.3,4,89,8.46,88,33.7,332.517125,118675,5.8,5.9,0.519,10.8 +Swaziland,2008,Developing,51.4,477,3,4.87,413.0063027,9,1,28.9,4,89,8.19,88,40.2,2842.438422,1158897,6.1,6.3,0.514,10.6 +Swaziland,2007,Developing,50,51,3,5.55,43.3664999,92,0,28.5,4,88,7.5,87,40.7,347.48798,1138434,6.5,6.7,0.508,10.5 +Swaziland,2006,Developing,47.8,564,3,5.53,437.0802438,93,0,28.2,4,88,6.81,87,43.7,2937.36723,112514,6.9,7.1,0.502,9.9 +Swaziland,2005,Developing,46,63,3,5.08,372.1651473,95,0,27.8,4,88,6.8,86,49.1,2873.862141,115873,7.3,7.5,0.495,9.7 +Swaziland,2004,Developing,45.6,69,3,5.78,37.43857664,93,0,27.4,4,88,5.88,86,50.3,2529.633557,19553,7.7,7.9,0.492,9.4 +Swaziland,2003,Developing,45.9,6,3,5.65,2.819124474,9,350,27.1,4,87,5.71,85,50.6,22.99449,187392,8.2,8.4,0.493,9.1 +Swaziland,2002,Developing,46.4,587,3,5.52,131.0421269,88,37,26.7,4,87,5.16,85,49.9,1324.996228,1893,8.6,8.8,0.502,9.2 +Swaziland,2001,Developing,47.1,568,3,6.72,143.6197316,86,49,26.3,4,87,5.11,84,48.8,1437.634951,172927,9,9.2,0.506,9.3 +Swaziland,2000,Developing,48.4,536,3,7.19,25.21683318,83,10,25.9,4,87,5.26,84,46.4,1637.4567,161468,9.4,9.6,0.516,9.4 +Sweden,2015,Developed,82.4,53,0,,0,67,22,59.5,0,98,,98,0.1,5585.25847,9799186,1.5,1.4,0.909,15.9 +Sweden,2014,Developed,82.3,54,0,7.3,1142.212403,67,26,59,0,98,11.93,98,0.1,5918.19898,969611,1.5,1.3,0.906,15.8 +Sweden,2013,Developed,81.9,57,0,7.3,1212.666327,67,51,58.5,0,98,11.97,98,0.1,6283.24522,96379,1.4,1.3,0.904,15.8 +Sweden,2012,Developed,81.7,57,0,7.4,10947.02327,53,30,58.1,0,98,11.8,98,0.1,57134.777,9519374,1.4,1.3,0.903,15.8 +Sweden,2011,Developed,81.7,58,0,7.4,11477.6671,42,26,57.7,0,98,11.7,98,0.1,59593.28711,9449213,1.4,1.3,0.901,16 +Sweden,2010,Developed,81.5,58,0,7.2,778.2477467,,6,57.3,0,98,9.47,98,0.1,5276.25591,9378126,1.3,1.3,0.895,15.8 +Sweden,2009,Developed,81.4,62,0,7.3,682.1070608,,3,56.9,0,98,9.94,98,0.1,4627.592,9298515,1.3,1.3,0.898,15.8 +Sweden,2008,Developed,81.1,62,0,6.9,8105.590882,,25,56.5,0,98,9.23,98,0.1,55746.84238,9219637,1.3,1.3,0.897,15.7 +Sweden,2007,Developed,89,63,0,6.9,7593.391622,,1,56.1,0,98,8.92,98,0.1,53324.37937,914892,1.3,1.3,0.895,15.8 +Sweden,2006,Developed,88,64,0,6.5,6369.516139,,19,55.7,0,98,8.95,98,0.1,46256.4716,9855,1.3,1.3,0.892,15.9 +Sweden,2005,Developed,85,66,0,6.5,599.0392403,,13,55.3,0,98,9.6,98,0.1,4385.35315,929572,1.3,1.3,0.89,16 +Sweden,2004,Developed,83,7,0,6.6,5793.363644,,5,54.9,0,99,9.9,99,0.1,42442.2245,8993531,1.3,1.3,0.888,16 +Sweden,2003,Developed,82,69,0,6.9,5067.411418,,3,54.4,0,99,9.31,99,0.1,36961.42537,8958229,1.3,1.3,0.882,15.9 +Sweden,2002,Developed,79.9,71,0,6.9,3998.09987,,9,53.9,0,99,9.23,99,0.1,29571.7446,8924958,1.3,1.3,0.88,15.9 +Sweden,2001,Developed,79.8,73,0,6.6,3554.546434,,5,53.4,0,99,8.86,99,0.1,26969.24457,889596,1.3,1.3,0.877,15.9 +Sweden,2000,Developed,79.6,73,0,6.2,3689.7273,,59,52.8,0,99,8.18,99,0.1,29283.55,887219,1.4,1.3,0.873,15.9 +Switzerland,2015,Developed,83.4,49,0,,0,,35,57.4,0,97,,97,0.1,8989.8424,8282396,0.4,0.3,0.938,16 +Switzerland,2014,Developed,83.2,51,0,9.61,19479.91161,,23,57,0,96,11.66,96,0.1,85814.58857,8188649,0.4,0.3,0.936,15.9 +Switzerland,2013,Developed,83,52,0,9.73,19099.04506,,175,56.6,0,96,11.71,96,0.1,84658.88768,889346,0.4,0.3,0.934,15.8 +Switzerland,2012,Developed,82.7,54,0,9.86,18379.32974,,61,56.2,0,96,11.59,96,0.1,83164.38795,7996861,0.5,0.3,0.932,15.7 +Switzerland,2011,Developed,82.6,55,0,9.99,18822.86732,,621,55.8,0,96,11.21,96,0.1,87998.44468,7912398,0.5,0.3,0.932,15.6 +Switzerland,2010,Developed,82.3,57,0,10.01,2198.590865,,77,55.4,0,96,11.7,95,0.1,74276.71842,782499,0.5,0.4,0.92,15.4 +Switzerland,2009,Developed,82.1,6,0,10.15,14714.82588,,958,55,0,96,11,95,0.1,69672.471,7743831,0.5,0.4,0.916,15.3 +Switzerland,2008,Developed,82,6,0,10.29,2084.255535,,2022,54.6,0,96,1.29,95,0.1,72119.5687,7647675,0.5,0.4,0.914,15.3 +Switzerland,2007,Developed,81.7,63,0,10.44,11892.33429,,1015,54.1,0,94,1.21,94,0.1,63223.46778,7551117,0.5,0.4,0.911,15.3 +Switzerland,2006,Developed,81.5,65,0,10.24,10598.08187,,0,53.7,0,94,1.39,94,0.1,57348.92788,7483934,0.6,0.4,0.904,15.2 +Switzerland,2005,Developed,81.1,66,0,10.15,10055.34981,,60,53.2,0,94,1.86,94,0.1,54797.54663,7437115,0.6,0.4,0.899,15.2 +Switzerland,2004,Developed,81,69,0,10.55,9495.540576,,39,52.8,0,95,1.96,93,0.1,53255.97631,7389625,0.6,0.4,0.895,15.1 +Switzerland,2003,Developed,85,72,0,10.82,842.2768087,,574,52.3,0,95,1.93,93,0.1,4796.56497,73391,0.6,0.5,0.889,15 +Switzerland,2002,Developed,84,74,0,10.85,6853.628494,,0,51.8,0,95,1.61,93,0.1,41336.72192,7284753,0.6,0.5,0.89,15.2 +Switzerland,2001,Developed,82,75,0,11.12,6478.346135,,700,51.3,0,95,1.28,93,0.1,38538.64447,7229854,0.7,0.5,0.888,15.2 +Switzerland,2000,Developed,79.7,78,0,11.26,5834.582046,,0,5.8,0,95,9.91,93,0.1,37813.23426,718425,0.7,0.5,0.879,15.1 +Syrian Arab Republic,2015,Developing,64.5,293,6,,0,41,45,57.1,8,5,,41,0.1,,18734987,6.3,6.1,0.553,9 +Syrian Arab Republic,2014,Developing,64.4,294,7,0.01,0,47,594,56.2,8,52,3.25,43,0.1,,19239,6.3,6.1,0.575,9 +Syrian Arab Republic,2013,Developing,63.6,37,7,0.01,0,71,740,55.2,9,5,3.25,41,0.1,,1989141,6.3,6.1,0.635,13 +Syrian Arab Republic,2012,Developing,62.8,32,7,0.01,0,43,13,54.2,9,47,3.25,45,0.1,,24271,6.3,6.1,0.645,12.5 +Syrian Arab Republic,2011,Developing,71.7,163,7,0.76,0,66,13,53.2,8,6,3.23,72,0.1,,2863993,6.3,6.1,0.646,12 +Syrian Arab Republic,2010,Developing,73.7,127,7,0.78,0,84,26,52.3,9,83,3.28,8,0.1,,2118834,6.4,6.1,0.65,11.7 +Syrian Arab Republic,2009,Developing,73.8,124,7,0.81,0,84,22,51.3,9,83,3.55,8,0.1,,2824893,6.4,6.2,0.648,11.8 +Syrian Arab Republic,2008,Developing,73.8,122,8,0.8,0,83,19,5.4,9,83,3.4,79,0.1,,2325443,6.4,6.2,0.651,11.6 +Syrian Arab Republic,2007,Developing,73.8,121,8,0.83,17.98136184,83,403,49.4,9,83,3.72,8,0.1,258.3529,1963286,6.4,6.2,0.644,11.5 +Syrian Arab Republic,2006,Developing,73.7,123,8,0.97,122.6523334,83,517,48.5,10,83,3.78,8,0.1,1762.24617,18914977,6.4,6.3,0.636,11.4 +Syrian Arab Republic,2005,Developing,73.5,127,9,0.92,116.2585943,83,375,47.6,10,83,4.11,8,0.1,1577.457182,18294611,6.5,6.3,0.624,11 +Syrian Arab Republic,2004,Developing,73.2,131,9,0.93,10.21129783,82,189,46.8,10,84,4.48,81,0.1,148.852738,1786638,6.5,6.3,0.61,10.6 +Syrian Arab Republic,2003,Developing,73,134,9,1.29,94.75639211,81,801,46,11,85,5.12,83,0.1,1253.39143,17415266,6.6,6.4,0.599,10.3 +Syrian Arab Republic,2002,Developing,72.8,135,9,1.25,91.70356833,8,538,45.3,11,86,4.94,84,0.1,1263.13455,178791,6.6,6.5,0.596,10.2 +Syrian Arab Republic,2001,Developing,72.7,135,10,1.29,93.50075111,8,290,44.6,11,83,4.92,82,0.1,1258.421953,16766899,6.7,6.5,0.589,10.1 +Syrian Arab Republic,2000,Developing,72.6,136,10,1.41,81.7274712,79,146,43.9,12,86,4.92,84,0.1,1177.629268,1641848,6.8,6.6,0.588,10 +Tajikistan,2015,Developing,69.7,161,10,,0,96,3,4.7,11,96,,96,0.2,918.6771543,8548651,3.6,3.7,0.625,11.3 +Tajikistan,2014,Developing,69.6,162,10,0.01,7.829008596,97,0,39.9,11,94,6.88,97,0.2,114.45919,8362745,3.6,3.7,0.622,11.3 +Tajikistan,2013,Developing,69.3,163,10,0.01,1.0419164,96,1,39,11,97,6.75,96,0.2,14.214412,817789,3.6,3.7,0.617,11.2 +Tajikistan,2012,Developing,68.8,164,10,0.01,71.50892145,94,16,38.2,12,96,6.39,94,0.2,954.725253,799562,3.6,3.7,0.613,11.1 +Tajikistan,2011,Developing,68.1,166,10,0.32,51.9919227,96,1,37.4,12,97,5.98,96,0.2,834.5412953,7815949,3.7,3.7,0.608,11.1 +Tajikistan,2010,Developing,67.3,171,10,0.32,43.34099958,93,0,36.6,12,95,6.4,93,0.2,738.3475227,764163,3.7,3.8,0.603,11.1 +Tajikistan,2009,Developing,66.7,174,10,0.3,35.71613793,93,0,35.9,12,93,5.93,93,0.2,666.3458569,7472819,3.7,3.8,0.601,11.1 +Tajikistan,2008,Developing,66.4,178,10,0.32,4.153362912,86,0,35.3,12,87,5.58,86,0.3,76.914128,739728,3.8,3.8,0.592,10.8 +Tajikistan,2007,Developing,66.1,181,10,0.35,2.272404904,84,2,34.7,12,85,5.35,86,0.3,52.35956,7152385,3.8,3.8,0.586,10.9 +Tajikistan,2006,Developing,65.9,183,10,0.38,2.626234903,88,3,34.1,12,76,5.7,83,0.3,44.2872665,7557,3.8,3.9,0.579,10.7 +Tajikistan,2005,Developing,65.5,194,10,0.37,19.83672308,81,0,33.5,12,79,5.89,84,0.3,337.359236,6854176,3.8,3.9,0.572,10.6 +Tajikistan,2004,Developing,65.9,177,11,0.38,2.093721752,81,4,33,13,82,5.7,86,0.3,39.281834,6712841,3.9,3.9,0.563,10.5 +Tajikistan,2003,Developing,65.2,182,11,0.36,13.25723997,58,2144,32.5,14,82,4.46,85,0.3,236.314438,6576877,4,4,0.553,10.1 +Tajikistan,2002,Developing,64.3,193,12,0.6,10.68147485,39,927,32.1,15,84,4.48,85,0.3,189.3878519,6447688,4,4,0.543,9.8 +Tajikistan,2001,Developing,64,194,13,0.86,1.142003812,,38,31.6,16,84,4.59,85,0.3,17.8159721,6327125,4.1,4.1,0.535,9.7 +Tajikistan,2000,Developing,63.7,198,14,0.37,8.943006492,,192,31.3,17,86,4.64,83,0.3,138.436633,621625,4.2,4.1,0.529,9.6 +Thailand,2015,Developing,74.9,148,8,,0,99,154,33.6,9,99,,99,0.1,5814.863134,686576,7.7,7.7,0.738,13.6 +Thailand,2014,Developing,74.6,152,8,6.41,789.0772949,99,0,32.4,10,99,4.12,99,0.1,5941.8471,68416772,7.8,7.8,0.737,13.6 +Thailand,2013,Developing,74.5,153,9,6.5,788.6873403,99,2641,31.3,10,99,4,99,0.1,6171.262444,6814365,7.9,7.9,0.733,13.6 +Thailand,2012,Developing,74.3,154,9,6.56,801.0504655,98,5197,3.1,11,99,4.17,99,0.1,5859.915622,67843979,8,8.1,0.729,13.7 +Thailand,2011,Developing,74.1,155,10,6.07,748.4451054,98,3156,29,11,99,4.12,99,0.2,5491.159981,675313,8.1,8.2,0.72,13.3 +Thailand,2010,Developing,73.9,158,10,5.95,71.6850913,98,2583,27.9,12,99,3.81,99,0.2,575.32176,672888,8.2,8.3,0.711,13.1 +Thailand,2009,Developing,73.7,16,11,5.88,547.2101411,98,6071,26.8,12,99,4.11,99,0.3,4212.5492,66881867,8.3,8.5,0.706,13 +Thailand,2008,Developing,73.5,162,11,5.92,609.9511632,98,7790,25.7,13,99,3.92,99,0.3,4378.68746,6654576,8.5,8.6,0.7,12.9 +Thailand,2007,Developing,73.3,165,12,6.2,520.7639087,96,3893,24.6,14,98,3.56,98,0.4,3972.26475,66195615,8.6,8.8,0.687,12.3 +Thailand,2006,Developing,73,168,13,6.18,433.9210918,96,3588,23.6,15,98,3.49,98,0.5,3368.952576,65824164,8.7,8.9,0.686,12.4 +Thailand,2005,Developing,72.5,177,13,6.26,321.1953005,96,3526,22.6,15,98,3.55,98,0.5,2893.651356,6542547,8.9,9.1,0.682,12 +Thailand,2004,Developing,71.6,189,14,6.17,301.3597791,96,4165,21.7,16,98,3.51,98,0.5,2659.83918,652231,9,9.2,0.674,11.9 +Thailand,2003,Developing,71.7,189,15,6.14,282.8364612,96,4519,2.9,18,98,3.58,98,0.6,2358.93629,64554952,9.1,9.3,0.666,11.8 +Thailand,2002,Developing,71.4,192,16,5.93,27.63810304,95,10315,2.2,19,97,3.7,96,0.7,296.54617,6473164,9.2,9.5,0.657,11.5 +Thailand,2001,Developing,71.2,194,17,5.92,176.0625201,95,7319,19.4,20,97,3.32,96,0.8,1893.145377,63543322,9.3,9.6,0.649,11.2 +Thailand,2000,Developing,71.1,194,18,5.88,0.27564826,95,4074,18.7,21,97,3.4,97,0.8,27.564826,6295821,9.4,9.7,0.64,10.9 +The former Yugoslav republic of Macedonia,2015,Developing,75.7,12,0,,0,92,1,6.3,0,92,,91,0.1,,,2.1,2.1,0.746,12.9 +The former Yugoslav republic of Macedonia,2014,Developing,75.5,12,0,1.13,0,97,116,59.7,0,96,6.48,95,0.1,,,2.2,2.2,0.743,12.9 +The former Yugoslav republic of Macedonia,2013,Developing,75.3,14,0,1.03,0,97,4,59.1,0,98,6.7,98,0.1,,,2.2,2.2,0.741,12.9 +The former Yugoslav republic of Macedonia,2012,Developing,75.1,15,0,1.23,0,98,7,58.5,0,97,6.76,95,0.1,,,2.2,2.2,0.739,12.9 +The former Yugoslav republic of Macedonia,2011,Developing,74.9,17,0,1.16,0,96,701,57.9,0,97,6.61,96,0.1,,,2.2,2.3,0.735,12.9 +The former Yugoslav republic of Macedonia,2010,Developing,74.7,18,0,1.47,0,9,217,57.4,0,95,6.83,95,0.1,,,2.3,2.3,0.732,13 +The former Yugoslav republic of Macedonia,2009,Developing,74.4,111,0,1.77,0,95,5,56.9,0,96,6.74,96,0.1,,,2.3,2.4,0.73,13 +The former Yugoslav republic of Macedonia,2008,Developing,74.2,111,0,1.72,0,97,27,56.4,0,96,6.85,95,0.1,,,2.4,2.4,0.714,12.2 +The former Yugoslav republic of Macedonia,2007,Developing,73.5,12,0,1.75,0,96,1,55.9,0,96,6.9,95,0.1,,,2.4,2.5,0.709,12.2 +The former Yugoslav republic of Macedonia,2006,Developing,73.7,122,0,1.74,0,89,3,55.4,0,92,7.61,93,0.1,,,2.5,2.5,0.703,12.1 +The former Yugoslav republic of Macedonia,2005,Developing,73.6,12,0,1.75,0,53,5,54.9,0,98,7.95,97,0.1,,,2.5,2.6,0,11.9 +The former Yugoslav republic of Macedonia,2004,Developing,73.5,12,0,2.07,0,,9,54.5,0,95,8.64,94,0.1,,,2.6,2.6,0,11.9 +The former Yugoslav republic of Macedonia,2003,Developing,73.2,126,0,2.4,0,,18,54.1,0,96,9.17,96,0.1,,,2.7,2.7,0,11.9 +The former Yugoslav republic of Macedonia,2002,Developing,72.8,128,0,2.53,0,,19,53.6,0,97,9.1,96,0.1,,,2.7,2.7,0,11.9 +The former Yugoslav republic of Macedonia,2001,Developing,73.1,126,0,3.27,0,,27,53.2,0,91,8.18,91,0.1,,,2.8,2.8,0,11.8 +The former Yugoslav republic of Macedonia,2000,Developing,72.6,125,0,2.86,0,,36,52.7,0,96,8.52,95,0.1,,,2.8,2.8,0,11.7 +Timor-Leste,2015,Developing,68.3,152,2,,0,76,43,17.4,2,75,,76,0.1,1161.76935,124977,1.9,11.1,0.603,12.5 +Timor-Leste,2014,Developing,68,155,2,0.01,28.14578503,77,47,17,2,76,1.48,77,0.1,1153.51578,1212814,1.9,11.1,0.612,12.5 +Timor-Leste,2013,Developing,67.7,158,2,0.01,3.379874844,82,4,16.6,2,82,1.29,82,0.1,117.765674,1184366,11.1,11.2,0.62,12.5 +Timor-Leste,2012,Developing,67.4,159,2,0.01,30.17998548,83,16,16.2,2,83,1.1,83,0.1,1117.77724,115676,11.2,11.3,0.618,12.5 +Timor-Leste,2011,Developing,67.2,161,2,0.5,2.726570602,67,763,15.8,3,66,0.76,67,0.1,114.56179,1131523,11.3,11.4,0.607,12.5 +Timor-Leste,2010,Developing,66.9,163,2,0.1,38.58376645,72,50,15.5,3,72,0.92,72,0.1,849.8626972,119591,11.5,11.5,0.599,12.4 +Timor-Leste,2009,Developing,66.6,165,2,0.09,36.199487,72,10,15.1,3,78,1.2,72,0.1,757.3114436,19221,11.6,11.6,0.599,12.1 +Timor-Leste,2008,Developing,66.2,168,2,0.06,36.69198927,79,0,14.7,3,79,0.74,79,0.1,643.71911,17811,11.7,11.7,0.566,11.7 +Timor-Leste,2007,Developing,65.8,173,2,0.05,11.75766897,,0,14.2,3,7,0.37,7,0.1,524.8959363,164973,11.8,11.8,0.541,11.3 +Timor-Leste,2006,Developing,64.9,186,2,0.04,28.12560496,,90,13.9,3,62,0.65,63,0.1,441.53226,148621,11.9,11.9,0.511,11 +Timor-Leste,2005,Developing,63.7,26,3,0.36,7.127144699,,203,13.5,3,55,1.5,55,0.1,478.331859,126484,12,11.9,0.492,10.6 +Timor-Leste,2004,Developing,62.3,229,3,0.38,8.415788935,,41,13.2,3,57,1.31,57,0.1,467.5438297,996698,12,12,0.484,10.2 +Timor-Leste,2003,Developing,61,25,3,0.44,46.3913277,,94,12.9,4,55,2.48,55,0.1,471.4565823,96852,12.1,12.1,0.485,9.8 +Timor-Leste,2002,Developing,62,261,3,0.48,5.649123424,,0,12.6,4,38,3.89,54,0.1,48.61552,923825,12.1,12.1,0.475,9.8 +Timor-Leste,2001,Developing,59.4,269,3,0.5,6.556583478,,0,12.3,4,,3.75,,0.1,56.4249869,892531,12.1,12.2,0.47,9.8 +Timor-Leste,2000,Developing,58.7,276,3,0.5,49.06967155,,0,11.9,4,,3.26,,0.1,422.28633,87167,12.2,12.2,0,0 +Togo,2015,Developing,59.9,287,13,,0,88,20,24.3,20,88,,88,1,551.138346,741682,6.5,6.2,0.484,12 +Togo,2014,Developing,59.7,285,13,0.01,4.877350139,87,577,23.7,20,85,5.25,87,1,62.1318489,7228915,6.6,6.4,0.475,12 +Togo,2013,Developing,59.4,287,14,0.01,48.73047089,84,564,23.1,20,84,5.12,84,1.5,579.43485,742948,6.8,6.6,0.47,12 +Togo,2012,Developing,58.9,294,14,0.01,41.60027954,84,238,22.6,21,84,5.11,84,1.7,563.6894247,6859482,7,6.8,0.464,12 +Togo,2011,Developing,58.3,34,14,1.44,39.08258546,85,187,22,21,85,5.21,85,2.6,562.3393592,6679282,7.1,7,0.457,11.5 +Togo,2010,Developing,57.4,323,14,1.21,41.96145465,83,120,21.4,21,83,5.37,83,3.8,487.9238913,652952,7.3,7.2,0.449,11 +Togo,2009,Developing,56.7,336,14,1.24,77.09551224,78,425,2.9,22,78,6.64,78,4.3,499.6468713,633472,7.5,7.4,0.442,10.6 +Togo,2008,Developing,56.2,344,14,1.33,69.35924758,24,187,2.4,22,8,5.73,81,4.8,513.391914,6161796,7.7,7.6,0.441,10.1 +Togo,2007,Developing,55.9,344,14,1.37,0.675682939,,8,19.8,22,72,5.55,82,5.1,42.764743,5997385,7.9,7.8,0.443,10.6 +Togo,2006,Developing,55.7,345,15,1.37,6.226048785,,26,19.3,22,85,5.56,84,5,377.33629,5837792,8.1,8,0.436,10.2 +Togo,2005,Developing,55,357,15,1.14,36.62174288,,38,18.9,22,8,5.17,82,5,372.1721837,5683268,8.4,8.3,0.435,10.1 +Togo,2004,Developing,54.9,355,15,1.01,3.989928468,,61,18.4,22,71,5.6,71,5.1,349.9937253,5534598,8.6,8.5,0.432,10 +Togo,2003,Developing,54.7,355,15,1.02,2.995959823,,295,17.9,22,72,5,72,5.2,31.437144,539141,8.8,8.7,0.428,9.9 +Togo,2002,Developing,54.7,351,15,1,1.995182912,,363,17.5,22,58,4.7,59,5.3,28.832123,5251472,9,8.9,0.428,9.7 +Togo,2001,Developing,54.6,345,14,0.95,2.048574874,,1833,17.1,22,51,4.29,5,5.3,26.6394652,511177,9.2,9.1,0.426,9.4 +Togo,2000,Developing,54.6,339,14,1.1,2.02964427,,3578,16.6,22,63,4.35,64,5.1,26.3932935,497367,9.4,9.3,0.425,9.3 +Tonga,2015,Developing,73.5,133,0,,0,78,0,75.2,0,8,,78,0.1,493.775387,16364,0.1,0.1,0.718,14.3 +Tonga,2014,Developing,73.3,135,0,0.01,565.9672173,8,0,74.8,0,82,5.18,8,0.1,4192.349758,15782,0.1,0.1,0.716,14.3 +Tonga,2013,Developing,73.2,137,0,0.01,584.9449886,82,0,74.3,0,84,4.98,82,0.1,4266.557174,15328,0.1,0.1,0.718,14.3 +Tonga,2012,Developing,73,138,0,0.01,63.80294988,77,0,73.8,0,79,4.51,77,0.1,451.542462,14951,0.1,0.1,0.717,14.4 +Tonga,2011,Developing,72.9,14,0,0.96,7.033980828,82,0,73.3,0,84,4.6,82,0.1,445.18866,14577,0.1,0.1,0.712,14.4 +Tonga,2010,Developing,72.8,142,0,1.24,471.8307668,82,0,72.7,0,84,4.59,82,0.1,3547.59975,14137,0.1,0.1,0.707,14.4 +Tonga,2009,Developing,72.5,147,0,1.08,4.783805563,84,0,72.1,0,86,4.67,84,0.1,37.846563,1364,0.1,0.1,0.703,14.5 +Tonga,2008,Developing,72.6,145,0,1.1,569.6255035,84,0,71.5,0,88,5.13,86,0.1,3392.64743,135,0.1,0.1,0.698,14.5 +Tonga,2007,Developing,72.5,146,0,2.05,568.8692813,87,0,7.8,0,88,5.82,87,0.1,2932.315883,12357,0.1,0.1,0.698,14.5 +Tonga,2006,Developing,72.4,148,0,1.79,503.5881956,89,0,7.1,0,89,5.61,88,0.1,2892.522663,11689,0.1,0.1,0.695,14.6 +Tonga,2005,Developing,72.3,15,0,1.57,689.9440223,89,0,69.4,0,9,6.52,89,0.1,2594.74999,1141,0.1,0.1,0.694,14.6 +Tonga,2004,Developing,72.2,151,0,1.8,423.2953509,9,0,68.6,0,91,4.87,9,0.1,2284.37858,146,0.1,0.1,0.693,14.6 +Tonga,2003,Developing,72,153,0,1.79,45.85105771,85,0,67.8,0,91,5.9,9,0.1,229.714718,99789,0.1,0.1,0.683,13.7 +Tonga,2002,Developing,71.9,155,0,1.51,310.8203382,88,0,67,0,85,5.3,84,0.1,1842.44421,99184,0.1,0.1,0.679,13.5 +Tonga,2001,Developing,71.8,157,0,1.35,330.1007394,91,4,66.2,0,91,5.66,89,0.1,1837.977391,98611,0.1,0.1,0.674,13.2 +Tonga,2000,Developing,71.6,158,0,1.24,40.49128897,93,0,65.5,0,91,4.75,91,0.1,263.27236,9882,0.1,0.1,0.676,13.7 +Trinidad and Tobago,2015,Developing,71.2,17,0,,0,9,0,47.1,0,88,,96,0.3,17321.83373,13692,5.7,5.9,0.779,12.7 +Trinidad and Tobago,2014,Developing,71.1,171,0,6.94,1578.872339,92,0,46,0,94,5.93,92,0.3,19325.24283,1354493,5.8,6,0.778,12.7 +Trinidad and Tobago,2013,Developing,71,172,0,6.71,167.2657906,92,0,45,0,94,5.98,92,0.3,1967.83283,1348248,5.8,6,0.773,12.7 +Trinidad and Tobago,2012,Developing,78,174,0,6.7,1486.236406,92,0,44,0,91,5.78,92,0.4,19152.531,1341588,5.9,6.1,0.772,12.6 +Trinidad and Tobago,2011,Developing,76,176,0,6.5,144.9850711,9,0,43,0,91,5.6,9,0.4,1953.9767,1334788,5.9,6.2,0.774,12.6 +Trinidad and Tobago,2010,Developing,74,179,0,6.5,1389.772683,9,0,42,0,91,5.29,9,0.4,16683.94578,13281,5.9,6.3,0.772,12.5 +Trinidad and Tobago,2009,Developing,71,183,0,6.37,128.0896289,9,0,41.1,0,9,6.47,9,0.2,1458.8796,1321618,6,6.4,0.773,12.5 +Trinidad and Tobago,2008,Developing,69.9,185,0,6.41,1902.693048,9,0,4.2,0,91,4.4,9,0.3,21188.11857,1315372,6.1,6.4,0.767,12.4 +Trinidad and Tobago,2007,Developing,69.7,187,0,6.37,136.8836683,89,0,39.3,0,9,4.82,88,0.7,1653.1844,13926,6.1,6.5,0.76,12.4 +Trinidad and Tobago,2006,Developing,69.6,188,0,6.35,103.3710689,89,0,38.4,0,89,4.49,92,0.6,1495.96337,133144,6.2,6.6,0.751,12.3 +Trinidad and Tobago,2005,Developing,69.5,189,0,6.12,1187.949491,95,0,37.6,0,95,5.31,95,0.5,12323.1275,1296934,6.3,6.7,0.745,12.3 +Trinidad and Tobago,2004,Developing,69.4,19,0,5.82,11.85100131,94,0,36.8,0,94,5.22,94,1,129.51914,129535,6.3,6.8,0.736,12.2 +Trinidad and Tobago,2003,Developing,69.3,191,0,5.53,78.72216127,76,0,36,1,91,5.13,91,0.5,884.518666,128452,6.4,6.9,0.729,12 +Trinidad and Tobago,2002,Developing,69.2,192,0,5.12,72.03911741,5,0,35.2,1,96,5,96,2,749.626612,1277837,6.5,7,0.721,11.9 +Trinidad and Tobago,2001,Developing,69.1,194,0,4.55,516.7112481,,0,34.4,1,91,4.4,91,1.2,6935.721451,127238,6.6,7.1,0.715,11.8 +Trinidad and Tobago,2000,Developing,69.1,197,0,4.68,43.59522964,,0,33.6,1,9,4.17,9,0.9,643.947262,1267984,6.7,7.2,0.709,11.7 +Tunisia,2015,Developing,75.3,1,3,,0,98,16,61.2,3,98,,98,0.1,3828.91589,11273661,6.5,6.4,0.723,14.6 +Tunisia,2014,Developing,75.1,12,3,1.39,604.8701316,98,15,6.2,3,98,7,98,0.1,4271.68172,1114398,6.5,6.4,0.722,14.7 +Tunisia,2013,Developing,74.9,13,3,1.29,594.6453102,98,16,59.3,3,98,7.26,98,0.1,4199.47253,1114558,6.4,6.3,0.72,14.7 +Tunisia,2012,Developing,74.9,13,3,1.3,585.8776761,97,48,58.3,3,97,7.18,97,0.1,4137.55421,1886668,6.4,6.3,0.717,14.6 +Tunisia,2011,Developing,74.8,13,3,1.29,623.2120325,98,11,57.4,3,98,7.15,98,0.1,4256.91279,1761467,6.4,6.3,0.714,14.5 +Tunisia,2010,Developing,74.8,12,3,1.28,64.85616718,98,1,56.5,3,98,6.54,98,0.1,414.15177,1639931,6.3,6.3,0.71,14.4 +Tunisia,2009,Developing,74.7,12,3,1.4,585.6307861,99,1,55.6,3,99,6.18,99,0.1,4129.977335,1521834,6.3,6.3,0.706,14.4 +Tunisia,2008,Developing,74.7,12,3,1.37,53.08451654,99,2,54.7,3,99,5.63,99,0.1,431.9326,147336,6.3,6.3,0.701,14.3 +Tunisia,2007,Developing,74.6,12,3,1.24,469.6282925,98,4,53.9,4,98,5.64,98,0.1,3778.184171,129887,6.3,6.3,0.695,14.3 +Tunisia,2006,Developing,74.4,12,3,1.46,420.1153538,99,3,53.1,4,99,5.64,99,0.1,3371.71231,1196136,6.3,6.3,0.689,14.2 +Tunisia,2005,Developing,74.2,14,3,1.37,379.5139945,97,15,52.2,4,98,5.57,98,0.1,3194.562243,112482,6.4,6.3,0.683,13.9 +Tunisia,2004,Developing,74,15,3,1.36,379.7659054,96,1,51.4,4,97,5.63,97,0.1,3112.83529,11761,6.4,6.3,0.673,13.6 +Tunisia,2003,Developing,73.7,17,4,1.34,321.7694175,92,22,5.6,4,95,5.36,95,0.1,2761.969249,9939678,6.4,6.3,0.667,13.5 +Tunisia,2002,Developing,73.5,19,4,1.17,262.8184944,93,98,49.7,5,96,5.32,96,0.1,2346.5937,9864326,6.5,6.4,0.662,13.3 +Tunisia,2001,Developing,73.2,11,4,1.19,257.2878697,94,231,48.9,5,98,5.29,98,0.1,2254.933126,978571,6.5,6.4,0.654,13.1 +Tunisia,2000,Developing,72.9,112,4,1.21,264.7842196,94,47,48.1,5,97,5.4,97,0.1,2213.91488,9699197,6.6,6.5,0.646,12.8 +Turkey,2015,Developing,75.8,16,15,,0,97,342,66.1,18,97,,97,0.1,1979.52569,78271472,4.9,4.8,0.764,14.5 +Turkey,2014,Developing,75.5,17,16,1.45,181.9083783,96,565,65.3,19,96,5.41,96,0.1,12127.22522,773628,4.9,4.7,0.759,14.5 +Turkey,2013,Developing,75.2,19,17,1.41,188.1440348,97,7405,64.5,20,98,5.38,98,0.1,12542.93565,75787333,4.9,4.7,0.754,14.4 +Turkey,2012,Developing,74.8,112,19,1.54,20.75120211,97,349,63.7,22,97,5.24,97,0.1,1172.3843,74569867,4.9,4.7,0.75,14.3 +Turkey,2011,Developing,74.5,114,20,1.53,1275.877569,96,111,62.8,23,97,5.29,97,0.1,11341.13395,7349455,4.9,4.7,0.737,13.8 +Turkey,2010,Developing,74.2,116,21,1.49,32.78235828,96,7,61.9,25,97,5.61,97,0.1,1672.5693,72326914,4.9,4.7,0.715,13 +Turkey,2009,Developing,73.9,118,23,1.4,106.9482898,94,4,61.1,27,96,6.8,96,0.1,936.499911,71339185,4.9,4.8,0.709,12.5 +Turkey,2008,Developing,73.5,121,25,1.39,22.67271848,92,0,6.2,29,96,6.7,96,0.1,185.68975,74432,5,4.8,0.705,12.5 +Turkey,2007,Developing,73.2,124,26,1.26,115.5801103,96,3,59.3,31,96,6.4,96,0.1,979.49246,69597281,5,4.8,0.697,12.3 +Turkey,2006,Developing,72.8,126,28,1.29,103.523776,82,34,58.5,34,9,5.81,9,0.1,834.869161,6876345,5,4.8,0.687,11.9 +Turkey,2005,Developing,72.4,129,30,1.29,832.9552058,85,6200,57.6,36,9,5.45,9,0.1,7384.354661,679346,5,4.9,0.681,11.9 +Turkey,2004,Developing,72,132,33,1.35,1.132766775,77,8927,56.8,39,85,5.37,85,0.1,64.72953,677855,5.1,4.9,0.675,12 +Turkey,2003,Developing,71.6,135,35,1.42,459.1113061,68,5844,55.9,43,69,5.34,68,0.1,4718.51291,668583,5.1,5,0.668,11.9 +Turkey,2002,Developing,71.2,138,38,1.47,35.55729,72,7823,55.1,46,78,5.36,78,0.1,366.57,6514354,5.2,5,0.658,11.5 +Turkey,2001,Developing,78,14,41,1.49,256.4341746,77,30509,54.3,50,88,5.16,88,0.1,3119.63716,64191474,5.2,5.1,0.653,11.1 +Turkey,2000,Developing,74,143,44,1.54,421.2956602,71,16244,53.5,54,85,4.95,85,0.1,4316.553895,6324121,5.3,5.2,0.641,10.7 +Turkmenistan,2015,Developing,66.3,215,6,,0,99,0,48.6,7,99,,99,0.1,6432.668768,5565284,3.3,3.3,0.688,10.8 +Turkmenistan,2014,Developing,66,217,7,2.9,691.1333535,97,0,47.7,8,98,2.7,98,0.1,7962.365824,5466241,3.3,3.3,0.683,10.8 +Turkmenistan,2013,Developing,65.4,228,7,2.93,63.7481117,98,0,46.7,8,98,2.12,98,0.1,734.42525,5366277,3.2,3.3,0.678,10.7 +Turkmenistan,2012,Developing,65.6,22,7,2.75,579.4128244,98,0,45.9,8,98,1.96,97,0.1,6675.262954,5267839,3.2,3.3,0.672,10.7 +Turkmenistan,2011,Developing,65.6,217,7,2.55,490.4181326,97,0,45,8,97,1.98,97,0.1,5649.978486,517461,3.2,3.3,0.665,10.6 +Turkmenistan,2010,Developing,65.8,211,7,2.48,385.325164,96,0,44.2,8,96,1.99,96,0.1,4439.23,58721,3.2,3.3,0,10.6 +Turkmenistan,2009,Developing,65.6,215,6,2.35,37.88466056,97,0,43.4,8,97,1.88,96,0.1,436.459223,5795,3.2,3.3,0,10.5 +Turkmenistan,2008,Developing,64.5,235,6,2.4,34.23979419,96,0,42.7,8,96,1.93,96,0.1,394.467675,4935762,3.2,3.3,0,10.5 +Turkmenistan,2007,Developing,64.1,241,6,2.58,0.358651421,98,59,42,8,98,2.16,98,0.1,26.371428,487137,3.3,3.3,0,10.4 +Turkmenistan,2006,Developing,63.7,245,6,2.71,29.27235366,98,48,41.3,8,98,2.9,98,0.1,2136.66815,48115,3.3,3.3,0,10.4 +Turkmenistan,2005,Developing,63.3,248,6,2.85,2.19888585,99,0,4.7,8,99,3.51,99,0.1,174.51475,4754641,3.4,3.4,0,10.3 +Turkmenistan,2004,Developing,63.5,238,6,2.86,186.1013972,96,1,4,8,98,4.3,97,0.1,1453.917166,473398,3.4,3.4,0,10.3 +Turkmenistan,2003,Developing,63.4,231,7,2.88,179.6156482,97,1,39.4,8,66,3.85,83,0.1,1283.885977,4655741,3.5,3.4,0,10.3 +Turkmenistan,2002,Developing,63.3,229,7,2.33,130.3784829,96,11,38.7,8,99,3.34,98,0.1,967.917468,4612,3.5,3.5,0,10.2 +Turkmenistan,2001,Developing,64,221,7,2.35,106.180706,,9,38.1,9,94,3.87,95,0.1,774.4763388,45648,3.6,3.5,0,10.2 +Turkmenistan,2000,Developing,63.8,224,7,2.9,88.2436347,,113,37.5,9,98,3.94,97,0.1,643.17518,4516131,3.6,3.6,0,0 +Tuvalu,2013,Developing,,,0,0.01,78.28120317,9,0,79.3,0,9,16.61,9,0.1,3542.13589,1819,0.2,0.1,,0 +Uganda,2015,Developing,62.3,291,66,,0,78,478,18.5,93,82,,78,3.1,693.8963829,414487,5.6,5.6,0.488,10 +Uganda,2014,Developing,61.5,38,68,0.01,14.16770158,78,314,18.1,97,82,7.22,78,3.2,719.172669,38833338,5.7,5.6,0.483,10 +Uganda,2013,Developing,67,325,71,0.01,90.76144414,78,7878,17.6,103,82,7.47,78,4,662.492293,37553726,5.7,5.7,0.478,10 +Uganda,2012,Developing,60,339,73,0.01,92.88697859,78,2027,17.2,109,82,7.58,78,4.6,647.74741,3636796,5.8,5.8,0.477,10 +Uganda,2011,Developing,59.3,347,76,10.22,94.49686776,82,3312,16.7,114,82,9.9,82,6.8,584.3962137,3593648,5.9,5.9,0.477,10.7 +Uganda,2010,Developing,58.4,362,79,10.03,116.202964,8,1313,16.3,119,79,11.2,8,8,594.9972557,33915133,6,6,0.473,10.9 +Uganda,2009,Developing,57.5,378,82,9.63,87.04534954,79,1601,15.9,124,78,8.43,79,8.1,647.17732,32771895,6.1,6.1,0.464,10.8 +Uganda,2008,Developing,56.3,41,84,9.79,72.85023656,71,1319,15.6,130,69,9.1,71,8.2,449.6928183,31663896,6.2,6.2,0.453,10.6 +Uganda,2007,Developing,55.5,41,88,9.65,6.002527685,73,3776,15.2,137,7,9.76,73,8.4,41.858631,359487,6.3,6.3,0.442,10.3 +Uganda,2006,Developing,54.9,41,93,9.81,50.83901418,64,5736,14.8,145,62,9.86,64,8.6,336.4593923,2955662,6.4,6.4,0.434,10.6 +Uganda,2005,Developing,53.2,446,99,10.09,44.52614001,64,22,14.5,155,59,9.36,64,8.7,315.788227,2854394,6.5,6.5,0.429,10.9 +Uganda,2004,Developing,51.3,485,104,9.89,36.60609252,62,141,14.2,164,58,8.9,62,8.9,288.236949,27568436,6.6,6.6,0.427,11.6 +Uganda,2003,Developing,51,53,109,10.16,4.426792406,44,29429,13.9,173,57,7.54,59,9.4,237.9995917,2662482,6.7,6.7,0.418,11.5 +Uganda,2002,Developing,48.8,523,112,10.42,2.690897842,29,49871,13.6,181,57,7.78,57,10,24.2423229,2571848,6.8,6.8,0.404,11 +Uganda,2001,Developing,47.7,539,115,10.57,26.97625217,,48543,13.3,187,56,7.26,55,10.8,234.984775,24854892,6.9,6.9,0.396,10.8 +Uganda,2000,Developing,46.6,554,116,10.47,22.59447461,,42554,13,191,55,6.77,52,11.6,257.63369,2439274,7,7,0.382,9.8 +Ukraine,2015,Developing,71.3,195,4,,0,22,105,61.3,5,51,,23,0.2,2124.662666,4515429,2.3,2.4,0.748,15.3 +Ukraine,2014,Developing,78,23,4,8.06,5.663849328,22,0,6.7,5,45,7.1,23,0.2,314.658296,45271947,2.3,2.4,0.746,15.2 +Ukraine,2013,Developing,71,198,4,8.44,52.42529588,46,0,6.1,5,72,7.67,76,0.2,429.71554,454896,2.3,2.4,0.744,15.2 +Ukraine,2012,Developing,77,25,5,8.44,453.7830847,46,12746,59.6,5,72,7.47,76,0.2,3855.42128,455933,2.4,2.4,0.739,15.1 +Ukraine,2011,Developing,75,24,5,8.48,415.1627705,21,1333,59,5,54,6.98,5,0.2,3569.75727,45761,2.4,2.5,0.734,14.9 +Ukraine,2010,Developing,69.8,212,5,8.39,375.6835376,48,39,58.5,6,57,7.81,52,0.2,2965.142365,45877,2.4,2.5,0.728,14.9 +Ukraine,2009,Developing,69.2,231,5,8.71,324.5491348,66,0,58,6,74,7.8,71,0.3,2545.48341,46533,2.5,2.6,0.734,14.9 +Ukraine,2008,Developing,67.7,273,5,9.46,456.4586664,84,48,57.6,6,91,6.63,9,0.4,3891.37823,462582,2.5,2.6,0.73,14.9 +Ukraine,2007,Developing,67.5,277,5,8.86,46.19685449,92,1005,57.2,6,98,6.36,98,0.7,368.68998,465935,2.5,2.7,0.723,14.8 +Ukraine,2006,Developing,67.7,267,5,7.99,29.38172706,96,42724,56.8,6,99,6.39,98,0.8,233.18831,4678775,2.6,2.7,0.716,14.7 +Ukraine,2005,Developing,67,278,5,7.31,217.4345257,97,2392,56.4,6,95,6.41,96,0.9,1828.717626,471515,2.7,2.8,0.707,14.5 +Ukraine,2004,Developing,67.4,267,5,6.79,180.3537859,98,146,56.1,6,99,6.61,99,1,1367.352433,474516,2.7,2.8,0.7,14.6 +Ukraine,2003,Developing,67.6,256,6,5.92,21.22386354,77,411,55.7,6,99,6.93,97,0.9,148.522488,4781295,2.8,2.9,0.691,14.3 +Ukraine,2002,Developing,67.6,256,6,4.89,115.738974,48,7587,55.4,7,99,6.25,99,0.9,879.475486,48225,2.9,3,0.683,13.9 +Ukraine,2001,Developing,67.7,253,6,4.31,8.897421459,7,16970,55.1,7,99,5.66,99,0.8,78.738243,48683865,2.9,3,0.673,13.2 +Ukraine,2000,Developing,67.5,257,6,4.49,7.883791474,4,817,54.8,8,99,5.59,99,0.7,635.789635,49175848,3,3.1,0.669,13.3 +United Arab Emirates,2015,Developing,77.1,75,1,,0,99,347,64.2,1,99,,99,0.1,3911.74689,,5.3,5.1,0.836,13.3 +United Arab Emirates,2014,Developing,76.9,77,1,1.91,3862.68271,99,344,62.4,1,99,3.64,99,0.1,44449.7435,,5.2,5,0.832,13.3 +United Arab Emirates,2013,Developing,76.7,78,1,1.82,377.2009132,98,0,6.5,1,98,3.49,98,0.1,4335.64268,,5.2,5,0.829,13.3 +United Arab Emirates,2012,Developing,76.5,8,1,1.75,3663.764502,96,132,58.6,1,96,3.45,96,0.1,42112.23565,,5.1,5,0.826,13.3 +United Arab Emirates,2011,Developing,76.3,81,1,1.73,387.774991,95,0,57.1,1,95,3.7,95,0.1,4462.3129,,5.1,4.9,0.824,13.3 +United Arab Emirates,2010,Developing,76.2,82,1,1.69,308.0660742,94,87,55.8,1,94,3.93,94,0.1,3549.14832,,5.1,4.9,0.826,13.3 +United Arab Emirates,2009,Developing,76,84,1,1.73,292.4022672,93,0,55.1,1,94,4.5,93,0.1,3372.57517,,5.1,4.9,0.831,13.2 +United Arab Emirates,2008,Developing,75.8,85,1,1.86,4003.908598,92,55,54.8,1,94,2.93,92,0.1,45758.9554,,5.1,4.9,0.829,13.1 +United Arab Emirates,2007,Developing,75.6,87,1,1.69,3759.457226,92,0,55.1,1,94,2.57,92,0.1,42672.61323,,5.1,4.9,0.826,12.9 +United Arab Emirates,2006,Developing,75.4,89,1,1.74,3749.941617,92,0,55.8,1,94,2.33,92,0.1,42372.22166,,5.1,4.9,0.823,12.8 +United Arab Emirates,2005,Developing,75.3,92,1,1.79,3427.320332,92,29,56.6,1,94,2.32,94,0.1,39439.8197,,5.1,4.9,0.818,12.6 +United Arab Emirates,2004,Developing,75.1,95,1,1.77,2972.448675,92,22,57,1,94,2.46,94,0.1,36161.1761,,5.2,4.9,0.813,12.4 +United Arab Emirates,2003,Developing,74.9,98,1,1.74,277.1818332,92,42,56.8,1,94,2.65,94,0.1,3323.52318,,5.2,5,0.808,12.3 +United Arab Emirates,2002,Developing,74.7,11,1,1.72,2598.842827,92,53,56,1,94,2.72,94,0.1,31311.35936,,5.3,5,0.803,12.1 +United Arab Emirates,2001,Developing,74.5,14,1,1.67,243.7539129,92,30,55,1,94,2.48,94,0.1,3161.52935,,5.3,5.1,0.798,12 +United Arab Emirates,2000,Developing,74.2,17,1,1.64,262.9589578,92,69,54.1,1,94,2.38,94,0.1,3371.26869,,5.4,5.1,0.791,11.8 +United Kingdom of Great Britain and Northern Ireland,2015,Developed,81.2,69,3,10.66,0,,91,66.6,4,96,,96,0.1,,,0.8,0.6,, +United Kingdom of Great Britain and Northern Ireland,2014,Developed,81,71,3,10.37,0,,133,66,4,95,9.12,95,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2013,Developed,87,72,3,10.32,0,,1919,65.4,4,95,9.34,95,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2012,Developed,86,72,3,10.42,0,,2092,64.8,4,95,9.41,95,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2011,Developed,86,74,3,10.68,0,,1112,64.2,4,95,9.34,95,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2010,Developed,82,77,3,10.88,0,,443,63.6,4,94,9.51,94,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2009,Developed,81,78,4,10.79,0,,1212,63.1,4,93,9.81,93,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2008,Developed,79.6,8,4,11.47,0,,1445,62.5,4,92,8.85,92,0.1,,,0.8,0.5,, +United Kingdom of Great Britain and Northern Ireland,2007,Developed,79.5,8,4,11.84,0,,1022,61.9,4,92,8.42,92,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2006,Developed,79.3,82,4,11.61,0,,764,61.3,4,92,8.36,92,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2005,Developed,79,82,4,12.05,0,,79,6.7,4,91,8.24,91,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2004,Developed,78.8,83,4,12.22,0,,189,6.1,4,92,7.98,92,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2003,Developed,78.3,86,4,11.85,0,,460,59.5,4,91,7.81,91,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2002,Developed,78.2,87,4,11.44,0,,314,58.8,4,91,7.57,91,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2001,Developed,78,88,4,10.91,0,,73,58.2,4,91,7.31,91,0.1,,,0.7,0.5,, +United Kingdom of Great Britain and Northern Ireland,2000,Developed,77.8,89,4,10.59,0,,104,57.5,5,91,6.94,91,0.1,,,0.7,0.5,, +United Republic of Tanzania,2015,Developing,61.8,279,85,,0,98,30,23.8,119,96,,98,1.4,,,6.7,6.5,, +United Republic of Tanzania,2014,Developing,67,34,86,0.01,0,97,88,23.2,121,97,5.58,97,1.4,,,6.8,6.6,, +United Republic of Tanzania,2013,Developing,59.7,323,86,4.2,0,91,185,22.5,124,91,5.57,91,2.1,,,6.8,6.7,, +United Republic of Tanzania,2012,Developing,58.6,348,87,3.98,0,92,1668,21.9,126,9,5.72,92,2.4,,,6.9,6.8,, +United Republic of Tanzania,2011,Developing,58.3,348,88,4.04,0,9,1622,21.3,128,88,5.72,9,3.1,,,7,6.9,, +United Republic of Tanzania,2010,Developing,57.5,36,89,4.19,0,91,167,2.7,131,94,5.3,91,4.6,,,7.1,7.1,, +United Republic of Tanzania,2009,Developing,56.9,368,91,3.97,0,85,1574,2.2,135,88,3.97,85,6.4,,,7.2,7.2,, +United Republic of Tanzania,2008,Developing,56.2,376,92,3.44,0,86,3413,19.6,138,89,4.21,86,7.4,,,7.3,7.3,, +United Republic of Tanzania,2007,Developing,54.5,411,94,4.4,0,83,7726,19.1,141,88,4.72,83,8.5,,,7.5,7.4,, +United Republic of Tanzania,2006,Developing,53.1,437,96,4.07,0,9,2362,18.6,145,91,6.86,9,9.4,,,7.6,7.5,, +United Republic of Tanzania,2005,Developing,52.2,449,97,3.94,0,9,23,18.1,149,91,4.66,9,10,,,7.7,7.6,, +United Republic of Tanzania,2004,Developing,51.5,454,100,3.81,0,95,1419,17.7,154,95,4.1,95,10.8,,,7.8,7.8,, +United Republic of Tanzania,2003,Developing,58,459,103,2.34,0,95,1673,17.2,160,97,4.6,95,11.5,,,7.9,7.9,, +United Republic of Tanzania,2002,Developing,52,46,106,3.37,0,89,5131,16.8,166,91,3.59,89,12.1,,,8,8,, +United Republic of Tanzania,2001,Developing,49.6,46,110,4.09,0,,11847,16.4,173,65,3.28,87,12.5,,,8.2,8.1,, +United Republic of Tanzania,2000,Developing,49.2,457,114,3.89,0,,14649,16,181,64,2.64,79,12.8,,,8.3,8.3,, +United States of America,2015,Developed,79.3,13,23,,0,92,188,69.6,26,93,,95,0.1,,,0.8,0.6,, +United States of America,2014,Developed,79.1,14,23,8.82,0,92,667,69.1,27,93,17.14,95,0.1,,,0.8,0.6,, +United States of America,2013,Developed,78.9,16,23,8.82,0,91,187,68.6,27,93,16.9,94,0.1,,,0.7,0.6,, +United States of America,2012,Developed,78.8,16,24,8.82,0,9,55,68,28,93,17.2,94,0.1,,,0.7,0.6,, +United States of America,2011,Developed,78.7,16,25,8.67,0,91,220,67.5,29,94,17.6,96,0.1,,,0.7,0.6,, +United States of America,2010,Developed,78.7,15,25,8.55,0,92,63,66.9,30,93,17.2,95,0.1,,,0.7,0.6,, +United States of America,2009,Developed,78.5,18,26,8.71,0,92,71,66.3,31,93,17,95,0.1,,,0.7,0.6,, +United States of America,2008,Developed,78.2,18,27,8.74,0,94,140,65.7,31,94,16.2,96,0.1,,,0.7,0.6,, +United States of America,2007,Developed,78.1,11,27,8.74,0,93,43,65.1,32,93,15.57,96,0.1,,,0.7,0.6,, +United States of America,2006,Developed,77.8,113,28,8.63,0,93,55,64.4,33,93,15.27,96,0.1,,,0.7,0.6,, +United States of America,2005,Developed,77.5,112,28,8.52,0,93,66,63.8,33,92,15.15,96,0.1,,,0.7,0.6,, +United States of America,2004,Developed,77.5,111,28,8.48,0,92,37,63.1,33,92,15.14,96,0.1,,,0.7,0.6,, +United States of America,2003,Developed,77.2,114,28,8.4,0,92,56,62.4,33,91,15.6,96,0.1,,,0.7,0.6,, +United States of America,2002,Developed,77,115,28,8.33,0,88,41,61.7,33,9,14.55,94,0.1,,,0.8,0.6,, +United States of America,2001,Developed,76.9,115,28,8.25,0,89,116,6.9,33,89,13.73,94,0.1,,,0.8,0.6,, +United States of America,2000,Developed,76.8,114,28,8.21,0,9,85,6.1,33,9,13.7,94,0.1,,,0.8,0.7,, +Uruguay,2015,Developing,77,116,0,,0,95,0,64,0,95,,95,0.1,15524.84247,3431552,1.5,1.4,0.794,15.5 +Uruguay,2014,Developing,76.8,117,0,6.03,463.6397821,95,0,63.4,0,95,8.58,95,0.1,16737.89827,3419546,1.5,1.4,0.791,15.5 +Uruguay,2013,Developing,76.8,117,0,5.82,482.8039445,94,0,62.9,0,94,8.68,94,0.1,16881.2568,3485,1.5,1.4,0.788,15.5 +Uruguay,2012,Developing,76.5,118,0,5.77,339.7190493,95,0,62.3,0,95,8.74,95,0.1,1592.6819,3396777,1.5,1.5,0.784,15.5 +Uruguay,2011,Developing,77,111,0,5.97,417.9117441,95,0,61.8,1,95,8.55,95,0.1,14166.4998,3385624,1.5,1.5,0.78,15.5 +Uruguay,2010,Developing,76.3,118,0,6.21,2331.532804,95,0,61.2,1,95,8.63,95,0.1,11938.212,3374415,1.5,1.5,0.777,15.6 +Uruguay,2009,Developing,76.6,118,0,6.67,1871.736563,95,0,6.7,1,95,8.78,95,0.1,9415.17386,3362755,1.5,1.5,0.774,15.5 +Uruguay,2008,Developing,76.4,119,1,6.76,24.73142261,94,0,6.1,1,94,8.17,94,0.1,962.312164,335824,1.6,1.5,0.77,15.7 +Uruguay,2007,Developing,75.4,124,1,6.67,14.47305874,94,0,59.5,1,94,8.23,94,0.1,79.69746,3339741,1.6,1.5,0.76,15.3 +Uruguay,2006,Developing,76.2,117,1,6.58,1712.225506,95,0,58.9,1,95,11.17,95,0.1,5877.87678,333143,1.6,1.6,0.756,15.2 +Uruguay,2005,Developing,75.7,123,1,6.35,152.5448405,96,0,58.3,1,96,11.15,96,0.1,522.951116,3325612,1.6,1.6,0.753,15.5 +Uruguay,2004,Developing,75.4,122,1,5.66,882.356362,94,0,57.7,1,95,11.59,94,0.1,4117.38853,332496,1.7,1.6,0.75,15.5 +Uruguay,2003,Developing,75.4,121,1,5.11,160.8400141,91,0,57,1,91,6.52,91,0.1,3622.52284,3325637,1.7,1.6,0.747,15 +Uruguay,2002,Developing,75.4,124,1,5.86,27.46880965,95,0,56.3,1,93,7.18,95,0.1,488.768855,3327773,1.7,1.7,0.746,14.7 +Uruguay,2001,Developing,75.2,123,1,6.48,421.4804282,94,0,55.7,1,94,7.46,94,0.1,6281.37747,332713,1.8,1.7,0.742,14.2 +Uruguay,2000,Developing,75.1,131,1,6.65,645.9583816,92,0,55,1,92,7.82,9,0.1,6871.897677,3321245,1.8,1.7,0.738,14 +Uzbekistan,2015,Developing,69.4,184,15,,0,99,22,44.7,17,99,,99,0.1,2137.576852,312989,3,3.1,0.697,12.1 +Uzbekistan,2014,Developing,69.2,184,16,0.01,0.442802404,99,8,43.9,18,99,5.84,99,0.1,25.448414,37577,3,3.1,0.69,12.1 +Uzbekistan,2013,Developing,69.1,185,17,0.01,19.1624696,99,0,43,19,99,6.32,99,0.1,197.551233,32432,3,3.1,0.681,12 +Uzbekistan,2012,Developing,68.8,184,18,0.01,16.71406295,99,0,42.2,21,99,6.49,99,0.1,174.468298,297745,3,3.1,0.673,12 +Uzbekistan,2011,Developing,68.5,183,19,2.83,140.6905284,99,476,41.4,22,99,5.65,99,0.1,1564.966945,293394,3,3.1,0.664,12 +Uzbekistan,2010,Developing,68.3,183,20,2.73,119.4571154,99,117,4.7,23,99,5.34,99,0.2,1377.8214,285624,3,3.1,0.657,11.9 +Uzbekistan,2009,Developing,68,183,21,2.56,92.81479759,98,0,4,24,99,6.31,98,0.2,1213.265328,277674,3.1,3.1,0.651,11.8 +Uzbekistan,2008,Developing,67.9,184,22,2.36,13.89021225,91,2,39.3,25,98,5.92,98,0.3,182.28625,27328,3.1,3.1,0.644,11.9 +Uzbekistan,2007,Developing,67.8,184,22,2.15,9.290983645,99,863,38.7,26,98,5.81,96,0.3,83.476942,26868,3.1,3.1,0.631,11.8 +Uzbekistan,2006,Developing,67.6,185,23,1.96,77.27092119,98,823,38.1,27,94,5.49,96,0.4,654.2838373,2648825,3.2,3.2,0.626,11.8 +Uzbekistan,2005,Developing,67.3,192,24,1.78,40.13342094,99,737,37.5,28,99,5.11,99,0.3,546.776852,26167,3.2,3.2,0.62,11.7 +Uzbekistan,2004,Developing,67.8,183,24,1.59,34.41887163,99,75,37,29,99,5.11,99,0.3,465.1198869,2586435,3.2,3.2,0.613,11.6 +Uzbekistan,2003,Developing,67.2,183,25,1.54,28.52135777,99,85,36.4,30,99,5.17,98,0.3,396.129969,2556765,3.3,3.3,0.607,11.3 +Uzbekistan,2002,Developing,67.1,186,27,1.47,24.99438738,62,25,35.9,32,99,5.44,99,0.2,383.3494997,2527185,3.3,3.3,0.6,11 +Uzbekistan,2001,Developing,67.4,185,28,1.53,43.66385568,,22,35.3,34,99,5.28,99,0.2,456.734892,2496445,3.4,3.3,0.594,10.7 +Uzbekistan,2000,Developing,67.1,189,30,1.6,48.50941741,,80,34.8,36,99,5.29,99,0.1,558.221144,24654,3.4,3.4,0,10.6 +Vanuatu,2015,Developing,72,13,0,,0,64,39,53.3,0,65,,64,0.1,285.83414,26463,1.5,1.4,0.598,10.8 +Vanuatu,2014,Developing,71.7,134,0,0.01,564.8167043,64,10,52.5,0,65,5.2,64,0.1,3148.36513,25885,1.5,1.4,0.596,10.8 +Vanuatu,2013,Developing,71.6,135,0,0.01,447.545645,64,0,51.7,0,65,3.92,64,0.1,3167.34356,253142,1.5,1.4,0.591,10.8 +Vanuatu,2012,Developing,71.4,138,0,0.01,427.9885222,64,0,5.8,0,65,3.7,64,0.1,3158.58688,247485,1.5,1.4,0.592,10.8 +Vanuatu,2011,Developing,71.2,141,0,0.85,457.9731742,63,0,49.9,0,65,3.85,65,0.1,3275.91684,241871,1.5,1.4,0.591,10.8 +Vanuatu,2010,Developing,71,145,0,0.91,471.8626525,62,0,49.1,0,66,4.71,65,0.1,2965.82434,236295,1.5,1.4,0.59,10.8 +Vanuatu,2009,Developing,78,149,0,0.83,361.0940984,62,0,48.2,0,66,3.9,66,0.1,2643.441423,23785,1.5,1.5,0.589,10.7 +Vanuatu,2008,Developing,75,153,0,1.18,345.339056,61,0,47.4,0,66,3.66,67,0.1,2697.961375,22534,1.5,1.5,0.582,10.7 +Vanuatu,2007,Developing,73,157,0,1.01,342.4908556,6,0,46.6,0,67,3.67,67,0.1,2393.367265,219953,1.6,1.5,0.579,10.7 +Vanuatu,2006,Developing,71,161,0,1,43.19780767,59,0,45.7,0,67,3.96,68,0.1,247.97823,214634,1.6,1.5,0.572,10.6 +Vanuatu,2005,Developing,69.9,165,0,0.88,337.2942846,61,3,44.9,0,67,3.87,68,0.1,1886.433359,2937,1.6,1.5,0,10.6 +Vanuatu,2004,Developing,69.6,169,0,0.85,334.1673373,63,0,44.1,0,67,4.12,69,0.1,1787.94723,24143,1.6,1.5,0,10.7 +Vanuatu,2003,Developing,69.4,173,0,1.2,27.29839073,64,165,43.3,0,67,4.2,69,0.1,158.52724,198964,1.6,1.6,0,10.4 +Vanuatu,2002,Developing,69.3,176,0,1.24,171.1373611,66,101,42.6,0,67,3.52,7,0.1,1353.934819,193956,1.7,1.6,0,10.2 +Vanuatu,2001,Developing,69.1,179,0,0.91,163.105292,68,7,41.9,0,67,3.37,7,0.1,1362.61731,18929,1.7,1.6,0,10.1 +Vanuatu,2000,Developing,69,18,0,1.21,21.90075232,7,9,41.1,0,67,3.28,71,0.1,1469.849149,18563,1.7,1.7,0,9.6 +Venezuela (Bolivarian Republic of),2015,Developing,74.1,157,9,,0,87,0,62.1,10,87,,87,0.1,,,1.6,1.5,0.769,14.3 +Venezuela (Bolivarian Republic of),2014,Developing,73.9,158,9,6.47,0,78,0,61.5,10,79,5.26,78,0.1,,,1.6,1.5,0.771,14.2 +Venezuela (Bolivarian Republic of),2013,Developing,73.8,159,9,6.71,0,82,0,61,10,82,4.94,82,0.1,,,1.6,1.5,0.77,14.2 +Venezuela (Bolivarian Republic of),2012,Developing,73.7,161,9,6.7,0,81,1,6.4,10,73,4.8,81,0.1,,,1.6,1.5,0.767,14.1 +Venezuela (Bolivarian Republic of),2011,Developing,73.8,158,9,6.74,0,78,0,59.9,10,78,5.24,78,0.1,,,1.6,1.5,0.756,14.1 +Venezuela (Bolivarian Republic of),2010,Developing,73.7,158,9,7.22,0,78,0,59.3,10,74,5.4,78,0.1,,,1.6,1.5,0.754,14 +Venezuela (Bolivarian Republic of),2009,Developing,73.6,166,9,7.59,0,84,0,58.8,10,75,5.81,84,0.1,,,1.6,1.5,0.754,14 +Venezuela (Bolivarian Republic of),2008,Developing,73.2,168,9,8.18,0,53,0,58.2,10,76,3.98,5,0.1,,,1.6,1.5,0.745,13.4 +Venezuela (Bolivarian Republic of),2007,Developing,73.4,165,9,8.7,0,62,32,57.6,10,67,5.25,62,0.1,,,1.6,1.5,0.728,12.9 +Venezuela (Bolivarian Republic of),2006,Developing,73.6,163,9,8.27,0,71,78,57.1,11,73,4.85,71,0.1,,,1.6,1.6,0.714,12.4 +Venezuela (Bolivarian Republic of),2005,Developing,73.6,158,9,7.92,0,88,0,56.5,11,8,4.69,87,0.1,,,1.7,1.6,0.7,11.8 +Venezuela (Bolivarian Republic of),2004,Developing,73.3,161,10,7.55,0,82,0,55.9,11,83,4.78,86,0.1,,,1.7,1.6,0.687,11.6 +Venezuela (Bolivarian Republic of),2003,Developing,72.4,172,10,6.3,0,72,0,55.3,12,86,4.93,68,0.1,,,1.7,1.6,0.688,11.6 +Venezuela (Bolivarian Republic of),2002,Developing,73.1,167,10,6.89,0,6,2392,54.7,12,81,4.93,65,0.1,,,1.7,1.7,0.684,11 +Venezuela (Bolivarian Republic of),2001,Developing,72.5,169,10,8.05,0,53,115,54.1,12,87,5.21,7,0.1,,,1.8,1.7,0.672,10.4 +Venezuela (Bolivarian Republic of),2000,Developing,72.5,168,11,8.01,0,5,22,53.4,13,86,4.91,77,0.1,,,1.8,1.7,0.67,10.6 +Viet Nam,2015,Developing,76,127,28,,0,97,256,17.5,35,97,,97,0.1,,,14.2,14.5,0.678,12.6 +Viet Nam,2014,Developing,75.9,128,28,4.09,0,95,15033,16.7,35,96,7.7,95,0.1,,,14.3,14.7,0.675,12.5 +Viet Nam,2013,Developing,75.7,129,28,4,0,59,1123,16,35,93,7.17,59,0.1,,,14.3,14.9,0.668,12.3 +Viet Nam,2012,Developing,75.6,13,29,4.12,0,97,578,15.3,36,97,6.96,97,0.1,,,14.4,15,0.662,12.2 +Viet Nam,2011,Developing,75.4,131,29,3.94,0,95,750,14.7,36,96,6.2,95,0.1,,,14.4,15.2,0.655,12 +Viet Nam,2010,Developing,75.2,133,29,3.93,0,88,2809,14,35,94,6.36,93,0.1,,,14.5,15.4,0.647,11.9 +Viet Nam,2009,Developing,75,134,29,3.86,0,94,6582,13.4,35,97,6.4,96,0.1,,,14.6,15.5,0.641,11.7 +Viet Nam,2008,Developing,74.9,135,28,3.58,0,87,352,12.9,35,93,5.53,93,0.2,,,14.7,15.7,0.633,11.6 +Viet Nam,2007,Developing,74.7,136,28,3.01,0,67,17,12.3,35,92,6.9,92,0.2,,,14.9,15.8,0.625,11.4 +Viet Nam,2006,Developing,74.6,136,28,2.56,0,93,1978,11.8,35,94,5.56,94,0.2,,,15.1,15.9,0.618,11.3 +Viet Nam,2005,Developing,74.4,136,29,2.7,0,94,410,11.3,36,94,5.38,95,0.2,,,15.3,16,0.609,11.1 +Viet Nam,2004,Developing,74.2,136,29,2.86,0,94,217,1.9,36,96,5.9,96,0.2,,,15.4,16.1,0.601,11 +Viet Nam,2003,Developing,74,137,30,2.19,0,78,2297,1.4,37,96,4.84,99,0.2,,,15.6,16.2,0.592,10.9 +Viet Nam,2002,Developing,73.8,137,30,2.03,0,,6755,1,39,92,4.7,75,0.2,,,15.6,16.3,0.584,10.7 +Viet Nam,2001,Developing,73.6,138,32,1.84,0,,12058,9.6,41,96,5.17,96,0.1,,,15.7,16.4,0.576,10.6 +Viet Nam,2000,Developing,73.4,139,33,1.6,0,,16512,9.2,43,96,4.89,96,0.1,,,15.8,16.4,0.569,10.4 +Yemen,2015,Developing,65.7,224,37,,0,69,468,41.3,47,63,,69,0.1,,,13.6,13.4,0.499,9 +Yemen,2014,Developing,65.4,228,37,0.01,0,73,815,4.4,47,67,5.64,73,0.1,,,13.7,13.5,0.5,9 +Yemen,2013,Developing,65.4,226,36,0.04,0,73,400,39.6,46,67,5.78,73,0.1,,,13.7,13.5,0.498,9 +Yemen,2012,Developing,64.7,236,36,0.04,0,67,2177,38.7,46,68,5.73,67,0.1,,,13.7,13.6,0.494,9 +Yemen,2011,Developing,64.6,234,35,0.04,0,69,2676,37.9,45,69,5.4,69,0.1,,,13.7,13.6,0.493,8.6 +Yemen,2010,Developing,64.4,233,35,0.06,0,76,510,37.2,45,77,5.17,76,0.1,,,13.7,13.7,0.488,8.5 +Yemen,2009,Developing,64.1,235,36,0.03,0,76,130,36.4,46,76,5.32,76,0.1,,,13.8,13.7,0.483,8.4 +Yemen,2008,Developing,63.8,238,37,0.04,0,78,7,35.7,47,78,5.12,78,0.1,,,13.8,13.7,0.48,8.5 +Yemen,2007,Developing,63.4,24,38,0.05,0,79,13,35.1,49,79,4.92,79,0.1,,,13.8,13.8,0.477,8.6 +Yemen,2006,Developing,63,242,39,0.04,0,78,8079,34.5,51,78,4.82,78,0.1,,,13.9,13.8,0.475,8.7 +Yemen,2005,Developing,62.6,245,40,0.04,0,8,6285,33.9,53,8,4.58,79,0.1,,,13.9,13.8,0.47,8.6 +Yemen,2004,Developing,62.2,247,42,0.06,0,43,12708,33.3,56,72,4.9,72,0.1,,,13.9,13.9,0.464,8.4 +Yemen,2003,Developing,61.9,249,43,0.04,0,38,8536,32.7,58,61,5,61,0.1,,,14,13.9,0.457,8.2 +Yemen,2002,Developing,61.5,25,45,0.07,0,31,890,32.2,61,64,4.22,65,0.1,,,14,14,0.45,8 +Yemen,2001,Developing,61.1,251,46,0.08,0,19,485,31.7,63,73,4.34,73,0.1,,,14,14,0.444,7.9 +Yemen,2000,Developing,68,252,48,0.07,0,14,0,31.2,66,74,4.14,74,0.1,,,14.1,14.1,0.436,7.7 +Zambia,2015,Developing,61.8,33,27,,0,9,9,23.4,40,9,,9,4.1,1313.889646,161587,6.3,6.1,0.576,12.5 +Zambia,2014,Developing,61.1,314,28,0.01,196.6675768,86,9,22.8,41,78,4.99,86,4.3,1738.8822,1562974,6.3,6.2,0.57,12.5 +Zambia,2013,Developing,63,328,29,2.41,20.62306285,79,35,22.3,42,74,4.99,79,4.8,185.793359,1515321,6.4,6.2,0.565,12.5 +Zambia,2012,Developing,59.2,349,29,2.59,196.9152496,78,896,21.7,43,7,4.91,78,5.6,1734.93612,14699937,6.5,6.3,0.554,12.3 +Zambia,2011,Developing,58.2,366,29,2.57,183.0461695,81,13234,21.2,44,83,4.26,81,6.3,1644.619672,14264756,6.6,6.4,0.543,12 +Zambia,2010,Developing,58,363,30,2.47,184.3649102,83,15754,2.7,45,8,4.41,83,6.8,1463.213573,138533,6.7,6.5,0.533,11.8 +Zambia,2009,Developing,57.4,368,30,2.3,143.8698873,94,26,2.2,47,93,4.73,94,9.1,1139.11233,13456417,6.7,6.6,0.518,11.6 +Zambia,2008,Developing,55.7,45,31,2.12,153.6783754,87,140,19.7,49,9,4.87,87,11.9,1369.68249,1382517,6.8,6.7,0.504,11.4 +Zambia,2007,Developing,52.6,487,32,2.08,10.85148218,8,535,19.2,51,77,4.37,8,13.6,114.587985,12725974,6.9,6.8,0.492,11.1 +Zambia,2006,Developing,58,526,33,2.25,1.860003739,81,459,18.8,52,83,6.11,81,15.9,13.154199,12383446,7,6.9,0.479,10.9 +Zambia,2005,Developing,49.3,554,34,2.33,121.879331,82,45,18.4,55,84,7.56,82,17,691.3178164,1252156,7.1,7,0.467,10.7 +Zambia,2004,Developing,47.9,578,36,2.46,8.369851529,,35,18,59,84,7.33,83,17.6,53.2772217,11731746,7.2,7.1,0.456,10.5 +Zambia,2003,Developing,46.4,64,39,2.33,65.78997404,,881,17.6,62,85,8.18,83,18.2,429.1583434,11421984,7.3,7.2,0.443,10.2 +Zambia,2002,Developing,45.5,69,41,2.44,54.04348047,,25036,17.3,66,85,6.93,84,18.4,377.135244,111249,7.4,7.3,0.433,10 +Zambia,2001,Developing,44.6,611,43,2.61,46.83027463,,16997,17.1,70,86,6.56,85,18.6,378.2736238,1824125,7.4,7.4,0.424,9.8 +Zambia,2000,Developing,43.8,614,44,2.62,45.61688038,,30930,16.8,72,85,7.16,85,18.7,341.955625,1531221,7.5,7.5,0.418,9.6 +Zimbabwe,2015,Developing,67,336,22,,0,87,0,31.8,32,88,,87,6.2,118.69383,15777451,5.6,5.5,0.507,10.3 +Zimbabwe,2014,Developing,59.2,371,23,6.5,10.82259524,91,0,31.3,34,92,6.44,91,6.3,127.47462,15411675,5.9,5.7,0.498,10.3 +Zimbabwe,2013,Developing,58,399,25,6.39,10.66670728,95,0,3.8,36,95,6.88,95,6.8,111.227396,155456,6.2,6,0.488,10.4 +Zimbabwe,2012,Developing,56.6,429,26,6.09,92.60233636,97,0,3.3,39,95,6.69,95,8.8,955.648466,1471826,6.5,6.4,0.464,9.8 +Zimbabwe,2011,Developing,54.9,464,28,6,63.75053034,94,0,29.9,42,93,6.31,93,13.3,839.927936,14386649,6.8,6.7,0.452,10.1 +Zimbabwe,2010,Developing,52.4,527,29,5.21,53.30858081,9,9696,29.4,44,89,5.37,89,15.7,713.63562,1486317,7.1,7,0.436,10 +Zimbabwe,2009,Developing,50,587,30,4.64,1.040021112,73,853,29,45,69,6.26,73,18.1,65.824121,1381599,7.5,7.4,0.419,9.9 +Zimbabwe,2008,Developing,48.2,632,30,3.56,20.84342867,75,0,28.6,46,75,4.96,75,20.5,325.678573,13558469,7.8,7.8,0.421,9.7 +Zimbabwe,2007,Developing,46.6,67,29,3.88,29.81456607,72,242,28.2,46,73,4.47,73,23.7,396.9982166,1332999,8.2,8.2,0.414,9.6 +Zimbabwe,2006,Developing,45.4,7,28,4.57,34.26216876,68,212,27.9,45,71,5.12,7,26.8,414.796232,13124267,8.6,8.6,0.408,9.5 +Zimbabwe,2005,Developing,44.6,717,28,4.14,8.7174087,65,420,27.5,43,69,6.44,68,30.3,444.76575,129432,9,9,0.406,9.3 +Zimbabwe,2004,Developing,44.3,723,27,4.36,0,68,31,27.1,42,67,7.13,65,33.6,454.366654,12777511,9.4,9.4,0.407,9.2 +Zimbabwe,2003,Developing,44.5,715,26,4.06,0,7,998,26.7,41,7,6.52,68,36.7,453.3511552,12633897,9.8,9.9,0.418,9.5 +Zimbabwe,2002,Developing,44.8,73,25,4.43,0,73,304,26.3,40,73,6.53,71,39.8,57.34834,125525,1.2,1.3,0.427,10 +Zimbabwe,2001,Developing,45.3,686,25,1.72,0,76,529,25.9,39,76,6.16,75,42.1,548.587312,12366165,1.6,1.7,0.427,9.8 +Zimbabwe,2000,Developing,46,665,24,1.68,0,79,1483,25.5,39,78,7.1,78,43.5,547.3588785,12222251,11,11.2,0.434,9.8 diff --git a/Prediction Models/Life Expectancy Prediction/life-expectancy-prediction.ipynb b/Prediction Models/Life Expectancy Prediction/life-expectancy-prediction.ipynb new file mode 100644 index 00000000..fd8bb022 --- /dev/null +++ b/Prediction Models/Life Expectancy Prediction/life-expectancy-prediction.ipynb @@ -0,0 +1,2351 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importing Libraries" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.836908Z", + "iopub.status.busy": "2024-10-30T11:39:03.836294Z", + "iopub.status.idle": "2024-10-30T11:39:03.845204Z", + "shell.execute_reply": "2024-10-30T11:39:03.843443Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.836813Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import seaborn as sns\n", + "import datetime as dt\n", + "import warnings\n", + "import seaborn as sns\n", + "warnings.filterwarnings('ignore')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.848081Z", + "iopub.status.busy": "2024-10-30T11:39:03.847489Z", + "iopub.status.idle": "2024-10-30T11:39:03.862263Z", + "shell.execute_reply": "2024-10-30T11:39:03.860145Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.848018Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import LabelEncoder, Normalizer, StandardScaler, MinMaxScaler, RobustScaler,OneHotEncoder\n", + "from sklearn.model_selection import cross_val_score,train_test_split\n", + "from sklearn.metrics import accuracy_score,mean_squared_error,r2_score\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.pipeline import make_pipeline,Pipeline\n", + "from sklearn.base import BaseEstimator,TransformerMixin\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.ensemble import RandomForestRegressor,GradientBoostingRegressor,ExtraTreesRegressor,AdaBoostRegressor\n", + "from sklearn.svm import SVR\n", + "from sklearn.tree import DecisionTreeRegressor\n", + "from xgboost import XGBRegressor,XGBRFRegressor" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reading CSV Data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.867051Z", + "iopub.status.busy": "2024-10-30T11:39:03.866324Z", + "iopub.status.idle": "2024-10-30T11:39:03.921507Z", + "shell.execute_reply": "2024-10-30T11:39:03.920172Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.866987Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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CountryYearStatusLife expectancyAdult Mortalityinfant deathsAlcoholpercentage expenditureHepatitis BMeasles...PolioTotal expenditureDiphtheriaHIV/AIDSGDPPopulationthinness 1-19 yearsthinness 5-9 yearsIncome composition of resourcesSchooling
0Afghanistan2015Developing65.0263.0620.0171.27962465.01154...6.08.1665.00.1584.25921033736494.017.217.30.47910.1
1Afghanistan2014Developing59.9271.0640.0173.52358262.0492...58.08.1862.00.1612.696514327582.017.517.50.47610.0
2Afghanistan2013Developing59.9268.0660.0173.21924364.0430...62.08.1364.00.1631.74497631731688.017.717.70.4709.9
3Afghanistan2012Developing59.5272.0690.0178.18421567.02787...67.08.5267.00.1669.9590003696958.017.918.00.4639.8
4Afghanistan2011Developing59.2275.0710.017.09710968.03013...68.07.8768.00.163.5372312978599.018.218.20.4549.5
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5 rows × 22 columns

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" + ], + "text/plain": [ + " Country Year Status Life expectancy Adult Mortality \\\n", + "0 Afghanistan 2015 Developing 65.0 263.0 \n", + "1 Afghanistan 2014 Developing 59.9 271.0 \n", + "2 Afghanistan 2013 Developing 59.9 268.0 \n", + "3 Afghanistan 2012 Developing 59.5 272.0 \n", + "4 Afghanistan 2011 Developing 59.2 275.0 \n", + "\n", + " infant deaths Alcohol percentage expenditure Hepatitis B Measles ... \\\n", + "0 62 0.01 71.279624 65.0 1154 ... \n", + "1 64 0.01 73.523582 62.0 492 ... \n", + "2 66 0.01 73.219243 64.0 430 ... \n", + "3 69 0.01 78.184215 67.0 2787 ... \n", + "4 71 0.01 7.097109 68.0 3013 ... \n", + "\n", + " Polio Total expenditure Diphtheria HIV/AIDS GDP Population \\\n", + "0 6.0 8.16 65.0 0.1 584.259210 33736494.0 \n", + "1 58.0 8.18 62.0 0.1 612.696514 327582.0 \n", + "2 62.0 8.13 64.0 0.1 631.744976 31731688.0 \n", + "3 67.0 8.52 67.0 0.1 669.959000 3696958.0 \n", + "4 68.0 7.87 68.0 0.1 63.537231 2978599.0 \n", + "\n", + " thinness 1-19 years thinness 5-9 years \\\n", + "0 17.2 17.3 \n", + "1 17.5 17.5 \n", + "2 17.7 17.7 \n", + "3 17.9 18.0 \n", + "4 18.2 18.2 \n", + "\n", + " Income composition of resources Schooling \n", + "0 0.479 10.1 \n", + "1 0.476 10.0 \n", + "2 0.470 9.9 \n", + "3 0.463 9.8 \n", + "4 0.454 9.5 \n", + "\n", + "[5 rows x 22 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df=pd.read_csv('Prediction Models/Life Expectancy Prediction/Dataset/Life Expectancy Data.csv)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# EDA" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.923611Z", + "iopub.status.busy": "2024-10-30T11:39:03.923172Z", + "iopub.status.idle": "2024-10-30T11:39:03.931480Z", + "shell.execute_reply": "2024-10-30T11:39:03.930153Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.923567Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(2938, 22)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.934147Z", + "iopub.status.busy": "2024-10-30T11:39:03.933285Z", + "iopub.status.idle": "2024-10-30T11:39:03.952506Z", + "shell.execute_reply": "2024-10-30T11:39:03.950323Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.934076Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2938 entries, 0 to 2937\n", + "Data columns (total 22 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Country 2938 non-null object \n", + " 1 Year 2938 non-null int64 \n", + " 2 Status 2938 non-null object \n", + " 3 Life expectancy 2928 non-null float64\n", + " 4 Adult Mortality 2928 non-null float64\n", + " 5 infant deaths 2938 non-null int64 \n", + " 6 Alcohol 2744 non-null float64\n", + " 7 percentage expenditure 2938 non-null float64\n", + " 8 Hepatitis B 2385 non-null float64\n", + " 9 Measles 2938 non-null int64 \n", + " 10 BMI 2904 non-null float64\n", + " 11 under-five deaths 2938 non-null int64 \n", + " 12 Polio 2919 non-null float64\n", + " 13 Total expenditure 2712 non-null float64\n", + " 14 Diphtheria 2919 non-null float64\n", + " 15 HIV/AIDS 2938 non-null float64\n", + " 16 GDP 2490 non-null float64\n", + " 17 Population 2286 non-null float64\n", + " 18 thinness 1-19 years 2904 non-null float64\n", + " 19 thinness 5-9 years 2904 non-null float64\n", + " 20 Income composition of resources 2771 non-null float64\n", + " 21 Schooling 2775 non-null float64\n", + "dtypes: float64(16), int64(4), object(2)\n", + "memory usage: 505.1+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Normalizing feature names" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.954703Z", + "iopub.status.busy": "2024-10-30T11:39:03.954235Z", + "iopub.status.idle": "2024-10-30T11:39:03.966266Z", + "shell.execute_reply": "2024-10-30T11:39:03.964882Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.954660Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df.rename(columns=lambda x: x.replace(' ', ''), inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.968673Z", + "iopub.status.busy": "2024-10-30T11:39:03.968232Z", + "iopub.status.idle": "2024-10-30T11:39:03.988010Z", + "shell.execute_reply": "2024-10-30T11:39:03.986542Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.968618Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Country', 'Year', 'Status', 'Lifeexpectancy', 'AdultMortality',\n", + " 'infantdeaths', 'Alcohol', 'percentageexpenditure', 'HepatitisB',\n", + " 'Measles', 'BMI', 'under-fivedeaths', 'Polio', 'Totalexpenditure',\n", + " 'Diphtheria', 'HIV/AIDS', 'GDP', 'Population', 'thinness1-19years',\n", + " 'thinness5-9years', 'Incomecompositionofresources', 'Schooling'],\n", + " dtype='object')" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:03.989811Z", + "iopub.status.busy": "2024-10-30T11:39:03.989305Z", + "iopub.status.idle": "2024-10-30T11:39:04.003066Z", + "shell.execute_reply": "2024-10-30T11:39:04.001018Z", + "shell.execute_reply.started": "2024-10-30T11:39:03.989752Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Country', 'Status']\n", + "['Year', 'Lifeexpectancy', 'AdultMortality', 'infantdeaths', 'Alcohol', 'percentageexpenditure', 'HepatitisB', 'Measles', 'BMI', 'under-fivedeaths', 'Polio', 'Totalexpenditure', 'Diphtheria', 'HIV/AIDS', 'GDP', 'Population', 'thinness1-19years', 'thinness5-9years', 'Incomecompositionofresources', 'Schooling']\n" + ] + } + ], + "source": [ + "num_col=[]\n", + "cat_col=[]\n", + "for col in df.columns:\n", + " if df[col].dtype=='object':\n", + " cat_col.append(col)\n", + " else:\n", + " num_col.append(col) \n", + "print(cat_col)\n", + "print(num_col) " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:04.007097Z", + "iopub.status.busy": "2024-10-30T11:39:04.006650Z", + "iopub.status.idle": "2024-10-30T11:39:04.024685Z", + "shell.execute_reply": "2024-10-30T11:39:04.023248Z", + "shell.execute_reply.started": "2024-10-30T11:39:04.007054Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Country 0\n", + "Year 0\n", + "Status 0\n", + "Lifeexpectancy 10\n", + "AdultMortality 10\n", + "infantdeaths 0\n", + "Alcohol 194\n", + "percentageexpenditure 0\n", + "HepatitisB 553\n", + "Measles 0\n", + "BMI 34\n", + "under-fivedeaths 0\n", + "Polio 19\n", + "Totalexpenditure 226\n", + "Diphtheria 19\n", + "HIV/AIDS 0\n", + "GDP 448\n", + "Population 652\n", + "thinness1-19years 34\n", + "thinness5-9years 34\n", + "Incomecompositionofresources 167\n", + "Schooling 163\n", + "dtype: int64" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- 14 columns have missing data" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:04.026928Z", + 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"output_type": "execute_result" + } + ], + "source": [ + "missing_values_percentage = df.isnull().sum() / len(df) * 100\n", + "missing_values_percentage" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- calculating percentage of missing data in each column" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:04.044391Z", + "iopub.status.busy": "2024-10-30T11:39:04.043897Z", + "iopub.status.idle": "2024-10-30T11:39:04.137704Z", + "shell.execute_reply": "2024-10-30T11:39:04.136197Z", + "shell.execute_reply.started": "2024-10-30T11:39:04.044327Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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YearLifeexpectancyAdultMortalityinfantdeathsAlcoholpercentageexpenditureHepatitisBMeaslesBMIunder-fivedeathsPolioTotalexpenditureDiphtheriaHIV/AIDSGDPPopulationthinness1-19yearsthinness5-9yearsIncomecompositionofresourcesSchooling
count2938.0000002928.0000002928.0000002938.0000002744.0000002938.0000002385.0000002938.0000002904.0000002938.0000002919.0000002712.000002919.0000002938.0000002490.0000002.286000e+032904.0000002904.0000002771.0000002775.000000
mean2007.51872069.224932164.79644830.3039484.602861738.25129580.9404612419.59224038.32124742.03573982.5501885.9381982.3240841.7421037483.1584691.275338e+074.8397044.8703170.62755111.992793
std4.6138419.523867124.292079117.9265014.0524131987.91485825.07001611467.27248920.044034160.44554823.4280462.4983223.7169125.07778514270.1693426.101210e+074.4201954.5088820.2109043.358920
min2000.00000036.3000001.0000000.0000000.0100000.0000001.0000000.0000001.0000000.0000003.0000000.370002.0000000.1000001.6813503.400000e+010.1000000.1000000.0000000.000000
25%2004.00000063.10000074.0000000.0000000.8775004.68534377.0000000.00000019.3000000.00000078.0000004.2600078.0000000.100000463.9356261.957932e+051.6000001.5000000.49300010.100000
50%2008.00000072.100000144.0000003.0000003.75500064.91290692.00000017.00000043.5000004.00000093.0000005.7550093.0000000.1000001766.9475951.386542e+063.3000003.3000000.67700012.300000
75%2012.00000075.700000228.00000022.0000007.702500441.53414497.000000360.25000056.20000028.00000097.0000007.4925097.0000000.8000005910.8063357.420359e+067.2000007.2000000.77900014.300000
max2015.00000089.000000723.0000001800.00000017.87000019479.91161099.000000212183.00000087.3000002500.00000099.00000017.6000099.00000050.600000119172.7418001.293859e+0927.70000028.6000000.94800020.700000
\n", + "
" + ], + "text/plain": [ + " Year Lifeexpectancy AdultMortality infantdeaths Alcohol \\\n", + "count 2938.000000 2928.000000 2928.000000 2938.000000 2744.000000 \n", + "mean 2007.518720 69.224932 164.796448 30.303948 4.602861 \n", + "std 4.613841 9.523867 124.292079 117.926501 4.052413 \n", + "min 2000.000000 36.300000 1.000000 0.000000 0.010000 \n", + "25% 2004.000000 63.100000 74.000000 0.000000 0.877500 \n", + "50% 2008.000000 72.100000 144.000000 3.000000 3.755000 \n", + "75% 2012.000000 75.700000 228.000000 22.000000 7.702500 \n", + "max 2015.000000 89.000000 723.000000 1800.000000 17.870000 \n", + "\n", + " percentageexpenditure HepatitisB Measles BMI \\\n", + "count 2938.000000 2385.000000 2938.000000 2904.000000 \n", + "mean 738.251295 80.940461 2419.592240 38.321247 \n", + "std 1987.914858 25.070016 11467.272489 20.044034 \n", + "min 0.000000 1.000000 0.000000 1.000000 \n", + "25% 4.685343 77.000000 0.000000 19.300000 \n", + "50% 64.912906 92.000000 17.000000 43.500000 \n", + "75% 441.534144 97.000000 360.250000 56.200000 \n", + "max 19479.911610 99.000000 212183.000000 87.300000 \n", + "\n", + " under-fivedeaths Polio Totalexpenditure Diphtheria \\\n", + "count 2938.000000 2919.000000 2712.00000 2919.000000 \n", + "mean 42.035739 82.550188 5.93819 82.324084 \n", + "std 160.445548 23.428046 2.49832 23.716912 \n", + "min 0.000000 3.000000 0.37000 2.000000 \n", + "25% 0.000000 78.000000 4.26000 78.000000 \n", + "50% 4.000000 93.000000 5.75500 93.000000 \n", + "75% 28.000000 97.000000 7.49250 97.000000 \n", + "max 2500.000000 99.000000 17.60000 99.000000 \n", + "\n", + " HIV/AIDS GDP Population thinness1-19years \\\n", + "count 2938.000000 2490.000000 2.286000e+03 2904.000000 \n", + "mean 1.742103 7483.158469 1.275338e+07 4.839704 \n", + "std 5.077785 14270.169342 6.101210e+07 4.420195 \n", + "min 0.100000 1.681350 3.400000e+01 0.100000 \n", + "25% 0.100000 463.935626 1.957932e+05 1.600000 \n", + "50% 0.100000 1766.947595 1.386542e+06 3.300000 \n", + "75% 0.800000 5910.806335 7.420359e+06 7.200000 \n", + "max 50.600000 119172.741800 1.293859e+09 27.700000 \n", + "\n", + " thinness5-9years Incomecompositionofresources Schooling \n", + "count 2904.000000 2771.000000 2775.000000 \n", + "mean 4.870317 0.627551 11.992793 \n", + "std 4.508882 0.210904 3.358920 \n", + "min 0.100000 0.000000 0.000000 \n", + "25% 1.500000 0.493000 10.100000 \n", + "50% 3.300000 0.677000 12.300000 \n", + "75% 7.200000 0.779000 14.300000 \n", + "max 28.600000 0.948000 20.700000 " + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:04.139707Z", + "iopub.status.busy": "2024-10-30T11:39:04.139286Z", + "iopub.status.idle": "2024-10-30T11:39:04.149226Z", + "shell.execute_reply": "2024-10-30T11:39:04.147710Z", + "shell.execute_reply.started": 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"iopub.status.busy": "2024-10-30T11:39:04.169254Z", + "iopub.status.idle": "2024-10-30T11:39:04.188833Z", + "shell.execute_reply": "2024-10-30T11:39:04.187445Z", + "shell.execute_reply.started": "2024-10-30T11:39:04.169699Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "AdultMortality -0.696359\n", + "HIV/AIDS -0.556556\n", + "thinness1-19years -0.477183\n", + "thinness5-9years -0.471584\n", + "under-fivedeaths -0.222529\n", + "infantdeaths -0.196557\n", + "Measles -0.157586\n", + "Population -0.021538\n", + "Year 0.170033\n", + "Totalexpenditure 0.218086\n", + "HepatitisB 0.256762\n", + "percentageexpenditure 0.381864\n", + "Alcohol 0.404877\n", + "GDP 0.461455\n", + "Polio 0.465556\n", + "Diphtheria 0.479495\n", + "BMI 0.567694\n", + "Incomecompositionofresources 0.724776\n", + "Schooling 0.751975\n", + "Lifeexpectancy 1.000000\n", + "Name: Lifeexpectancy, dtype: float64" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr_data = df[[ 'Year', 'AdultMortality',\n", + " 'infantdeaths', 'Alcohol', 'percentageexpenditure', 'HepatitisB',\n", + " 'Measles', 'BMI', 'under-fivedeaths', 'Polio', 'Totalexpenditure',\n", + " 'Diphtheria', 'HIV/AIDS', 'GDP', 'Population', 'thinness1-19years',\n", + " 'thinness5-9years', 'Incomecompositionofresources', 'Schooling','Lifeexpectancy']].corr()['Lifeexpectancy'].sort_values()\n", + "corr_data" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:04.192670Z", + "iopub.status.busy": "2024-10-30T11:39:04.192257Z", + "iopub.status.idle": "2024-10-30T11:39:05.521280Z", + "shell.execute_reply": "2024-10-30T11:39:05.520136Z", + "shell.execute_reply.started": "2024-10-30T11:39:04.192630Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr = df[num_col].corr()\n", + "mask = np.triu(corr)\n", + "mask=mask\n", + "plt.figure(figsize=(12, 6))\n", + "sns.heatmap(corr, annot=True,mask=mask, cmap='Blues', fmt='.2f')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### From Prevoius plot we got alot of information\n", + "- Life Expectancy and the population rose over the years\n", + "- The More Gdp and Total Expendture the more the life expectany rate\n", + "- The Thinness 1-19 and Thinness 5-9 have the same distribution so we will likley chose one of them for our model\n", + "- The more the country is vacinated the more the life expectancy \n", + "- The BMI Column is not making Sense our median BMI is about 50 that means that more than half the population of our data is severly obese and in need of medical care\n", + "- Under 5 death and infant death are practically the same column so we choose the more genralized column the under 5 column" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:05.523360Z", + "iopub.status.busy": "2024-10-30T11:39:05.522829Z", + "iopub.status.idle": "2024-10-30T11:39:05.531488Z", + "shell.execute_reply": "2024-10-30T11:39:05.530049Z", + "shell.execute_reply.started": "2024-10-30T11:39:05.523305Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df.drop(columns=['thinness5-9years','BMI','infantdeaths'],inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- dropping columns which are highly co-related with others" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:05.533703Z", + "iopub.status.busy": "2024-10-30T11:39:05.533135Z", + "iopub.status.idle": "2024-10-30T11:39:05.856513Z", + "shell.execute_reply": "2024-10-30T11:39:05.855096Z", + "shell.execute_reply.started": "2024-10-30T11:39:05.533646Z" + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Skewness: -0.638605\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Skewness: %f\" % df['Lifeexpectancy'].skew())\n", + "df['Lifeexpectancy'].hist()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:05.858334Z", + "iopub.status.busy": "2024-10-30T11:39:05.857844Z", + "iopub.status.idle": "2024-10-30T11:39:09.755772Z", + "shell.execute_reply": "2024-10-30T11:39:09.754069Z", + "shell.execute_reply.started": "2024-10-30T11:39:05.858289Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "to_remove = ['thinness5-9years','BMI','infantdeaths']\n", + "\n", + "# Removing elements\n", + "for item in to_remove:\n", + " if item in num_col:\n", + " num_col.remove(item)\n", + "\n", + "df[num_col].drop(columns='Year').hist(bins=20,figsize=(12,10))\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Time Analysis of different features**" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:09.758060Z", + "iopub.status.busy": "2024-10-30T11:39:09.757532Z", + "iopub.status.idle": "2024-10-30T11:39:13.795600Z", + "shell.execute_reply": "2024-10-30T11:39:13.794263Z", + "shell.execute_reply.started": "2024-10-30T11:39:09.758002Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig,axes=plt.subplots(nrows=len(df[num_col].columns)//2 ,ncols=2,figsize=(20,18))\n", + "for idx,col in enumerate(df[num_col].drop(columns='Year').columns):\n", + " row_idx=idx//2\n", + " col_idx=idx%2\n", + " sns.lineplot(x='Year',y=df[col],data=df,ax=axes[row_idx,col_idx],markers=True,ci=None)\n", + "fig.delaxes(axes[6,1])\n", + "plt.tight_layout()\n", + "plt.show() " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- With years Life Expectancy, Schooling, Income composition of resources is increasing\n", + "- while HIV/AIDS, under 5 deaths, Measeles and Adult Mortality is decreasing" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:13.797436Z", + "iopub.status.busy": "2024-10-30T11:39:13.797015Z", + "iopub.status.idle": "2024-10-30T11:39:13.961806Z", + "shell.execute_reply": "2024-10-30T11:39:13.959958Z", + "shell.execute_reply.started": "2024-10-30T11:39:13.797394Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['Status'].value_counts().plot.pie(autopct='%1.1f%%')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "_kg_hide-output": true, + "collapsed": true, + "execution": { + "iopub.execute_input": "2024-10-30T11:39:13.966512Z", + "iopub.status.busy": "2024-10-30T11:39:13.964533Z", + "iopub.status.idle": "2024-10-30T11:39:28.311373Z", + "shell.execute_reply": "2024-10-30T11:39:28.309918Z", + "shell.execute_reply.started": "2024-10-30T11:39:13.966415Z" + }, + "jupyter": { + "outputs_hidden": true + }, + "trusted": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: pycountry-convert in /opt/conda/lib/python3.10/site-packages (0.7.2)\n", + "Requirement already satisfied: pprintpp>=0.3.0 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (0.4.0)\n", + "Requirement already satisfied: pycountry>=16.11.27.1 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (24.6.1)\n", + "Requirement already satisfied: pytest>=3.4.0 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (8.3.3)\n", + "Requirement already satisfied: pytest-mock>=1.6.3 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (3.14.0)\n", + "Requirement already satisfied: pytest-cov>=2.5.1 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (6.0.0)\n", + "Requirement already satisfied: repoze.lru>=0.7 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (0.7)\n", + "Requirement already satisfied: wheel>=0.30.0 in /opt/conda/lib/python3.10/site-packages (from pycountry-convert) (0.43.0)\n", + "Requirement already satisfied: iniconfig in /opt/conda/lib/python3.10/site-packages (from pytest>=3.4.0->pycountry-convert) (2.0.0)\n", + "Requirement already satisfied: packaging in /opt/conda/lib/python3.10/site-packages (from pytest>=3.4.0->pycountry-convert) (21.3)\n", + "Requirement already satisfied: pluggy<2,>=1.5 in /opt/conda/lib/python3.10/site-packages (from pytest>=3.4.0->pycountry-convert) (1.5.0)\n", + "Requirement already satisfied: exceptiongroup>=1.0.0rc8 in /opt/conda/lib/python3.10/site-packages (from pytest>=3.4.0->pycountry-convert) (1.2.0)\n", + "Requirement already satisfied: tomli>=1 in /opt/conda/lib/python3.10/site-packages (from pytest>=3.4.0->pycountry-convert) (2.0.1)\n", + "Requirement already satisfied: coverage>=7.5 in /opt/conda/lib/python3.10/site-packages (from coverage[toml]>=7.5->pytest-cov>=2.5.1->pycountry-convert) (7.6.4)\n", + "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /opt/conda/lib/python3.10/site-packages (from packaging->pytest>=3.4.0->pycountry-convert) (3.1.2)\n" + ] + } + ], + "source": [ + "!pip install pycountry-convert" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.314332Z", + "iopub.status.busy": "2024-10-30T11:39:28.313733Z", + "iopub.status.idle": "2024-10-30T11:39:28.323790Z", + "shell.execute_reply": "2024-10-30T11:39:28.322477Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.314271Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "from pycountry_convert import country_alpha2_to_continent_code, country_name_to_country_alpha2, convert_continent_code_to_continent_name\n", + "def map_country2continent(cname:str):\n", + " try:\n", + " code = country_alpha2_to_continent_code(country_name_to_country_alpha2(cname))\n", + " continent = convert_continent_code_to_continent_name(code)\n", + " return continent\n", + " except Exception as e:\n", + " if str(e) == '\"Invalid Country Alpha-2 code: \\'TL\\'\"':\n", + " continent = 'Asia'\n", + " return continent" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Instead of using 193 countries using their respective continents for generalized view" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.326166Z", + "iopub.status.busy": "2024-10-30T11:39:28.325599Z", + "iopub.status.idle": "2024-10-30T11:39:28.351196Z", + "shell.execute_reply": "2024-10-30T11:39:28.350071Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.326092Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df['Country'].replace('Republic of Korea', 'South Korea', inplace=True)\n", + "df['Continent'] = df['Country'].apply(map_country2continent)\n", + "df.drop(columns=['Country'], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.353743Z", + "iopub.status.busy": "2024-10-30T11:39:28.353189Z", + "iopub.status.idle": "2024-10-30T11:39:28.366244Z", + "shell.execute_reply": "2024-10-30T11:39:28.365020Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.353696Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Asia', 'Europe', 'Africa', 'North America', 'South America',\n", + " 'Oceania', None], dtype=object)" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Continent'].unique()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.368193Z", + "iopub.status.busy": "2024-10-30T11:39:28.367741Z", + "iopub.status.idle": "2024-10-30T11:39:28.381147Z", + "shell.execute_reply": "2024-10-30T11:39:28.380017Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.368111Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "df_train,df_test=train_test_split(df,test_size=0.2,random_state=42)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.383345Z", + "iopub.status.busy": "2024-10-30T11:39:28.382861Z", + "iopub.status.idle": "2024-10-30T11:39:28.399057Z", + "shell.execute_reply": "2024-10-30T11:39:28.397882Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.383302Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "#encoding continent\n", + "continent_enc = LabelEncoder()\n", + "df_train['Continent'] = continent_enc.fit_transform(df_train['Continent'])\n", + "df_test['Continent'] = continent_enc.transform(df_test['Continent'])\n", + "\n", + "#encoding year\n", + "year_enc = LabelEncoder()\n", + "df_train['Year'] = year_enc.fit_transform(df_train['Year'])\n", + "df_test['Year'] = year_enc.transform(df_test['Year'])\n", + "\n", + "#encoding status\n", + "status_enc = LabelEncoder()\n", + "df_train['Status'] = status_enc.fit_transform(df_train['Status'])\n", + "df_test['Status'] = status_enc.transform(df_test['Status'])" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.406455Z", + "iopub.status.busy": "2024-10-30T11:39:28.405975Z", + "iopub.status.idle": "2024-10-30T11:39:28.418389Z", + "shell.execute_reply": "2024-10-30T11:39:28.417188Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.406412Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "#Outlier Equation\n", + "def outlier_threshhold(dataframe,column,q1=0.25,q3=0.75):\n", + " Q1=dataframe[column].quantile(q1)\n", + " Q3=dataframe[column].quantile(q3)\n", + " iqr=Q3-Q1\n", + " up_limit=Q3+1.5*iqr\n", + " low_limit=Q1-1.5*iqr\n", + " return low_limit,up_limit\n", + "\n", + "#Outlier Percentage \n", + "def outlier_percentage(dataframe,column):\n", + " low_limit,up_limit=outlier_threshhold(dataframe,column)\n", + " outliers= [x for x in dataframe[col] if (x>up_limit) | (xup_limit) | (dataframe[column]up_limit),column]=up_limit\n", + " dataframe2.loc[(dataframe2[column]up_limit),column]=up_limit \n", + "for column in (df_train[num_col].drop(columns='Year').columns):\n", + " replace_with_threshholds(df_train,df_test,column)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.555485Z", + "iopub.status.busy": "2024-10-30T11:39:28.554970Z", + "iopub.status.idle": "2024-10-30T11:39:28.565475Z", + "shell.execute_reply": "2024-10-30T11:39:28.564259Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.555427Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "X_train, y_train = df_train.drop(columns=['Lifeexpectancy']), df_train['Lifeexpectancy']\n", + "X_test, y_test = df_test.drop(columns=['Lifeexpectancy']), df_test['Lifeexpectancy']" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.567546Z", + "iopub.status.busy": "2024-10-30T11:39:28.567064Z", + "iopub.status.idle": "2024-10-30T11:39:28.582483Z", + "shell.execute_reply": "2024-10-30T11:39:28.581195Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.567502Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "num_attribs=df_train[num_col].drop(columns=['Year','Lifeexpectancy']).columns\n", + "cat_attribs=['Status','Continent', 'Year']" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.584505Z", + "iopub.status.busy": "2024-10-30T11:39:28.584059Z", + "iopub.status.idle": "2024-10-30T11:39:28.592716Z", + "shell.execute_reply": "2024-10-30T11:39:28.591355Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.584463Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "num_pipeline=make_pipeline(SimpleImputer(strategy='median'),StandardScaler())\n", + "cat_pipeline=make_pipeline(SimpleImputer(strategy='most_frequent'))\n", + "preprocessing=ColumnTransformer([\n", + " ('num',num_pipeline,num_attribs),\n", + " ('cat',cat_pipeline,cat_attribs)\n", + " ])" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.595043Z", + "iopub.status.busy": "2024-10-30T11:39:28.594635Z", + "iopub.status.idle": "2024-10-30T11:39:28.635878Z", + "shell.execute_reply": "2024-10-30T11:39:28.634654Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.595001Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "X_1=pd.DataFrame(preprocessing.fit_transform(X_train))\n", + "X_1_test=pd.DataFrame(preprocessing.transform(X_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.638214Z", + "iopub.status.busy": "2024-10-30T11:39:28.637789Z", + "iopub.status.idle": "2024-10-30T11:39:28.646974Z", + "shell.execute_reply": "2024-10-30T11:39:28.645348Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.638170Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "y_train.fillna(y_train.median(),inplace=True)\n", + "y_test.fillna(y_train.median(),inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Finding Feature Importance" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:28.649774Z", + "iopub.status.busy": "2024-10-30T11:39:28.648899Z", + "iopub.status.idle": "2024-10-30T11:39:30.416535Z", + "shell.execute_reply": "2024-10-30T11:39:30.415218Z", + "shell.execute_reply.started": "2024-10-30T11:39:28.649727Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "#Split your data into Train and validation Data\n", + "X_train_1,X_valid,y_train_1,y_valid=train_test_split(X_1,y_train,test_size=0.2,random_state=42)\n", + "#Create and train a Random Forest regressor\n", + "model=RandomForestRegressor(random_state=42)\n", + "model.fit(X_train_1,y_train_1)\n", + "feature_importance=model.feature_importances_\n", + "#Create a DataFrame to associate feature names with their importances\n", + "feature_importance_df=pd.DataFrame({'Feature':X_train.columns,'Importance':feature_importance})\n", + "#Sort feature by importance\n", + "feature_importance_df=feature_importance_df.sort_values(by='Importance',ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:30.418705Z", + "iopub.status.busy": "2024-10-30T11:39:30.418238Z", + "iopub.status.idle": "2024-10-30T11:39:30.434978Z", + "shell.execute_reply": "2024-10-30T11:39:30.433359Z", + "shell.execute_reply.started": "2024-10-30T11:39:30.418656Z" + }, + "trusted": 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" + ], + "text/plain": [ + " Feature Importance\n", + "9 Totalexpenditure 0.590301\n", + "13 Population 0.170587\n", + "0 Year 0.106853\n", + "16 Schooling 0.032810\n", + "5 HepatitisB 0.021376\n", + "17 Continent 0.013091\n", + "14 thinness1-19years 0.012195\n", + "12 GDP 0.011723\n", + "1 Status 0.008530\n", + "7 under-fivedeaths 0.006361\n", + "6 Measles 0.005227\n", + "11 HIV/AIDS 0.004307\n", + "10 Diphtheria 0.004245\n", + "8 Polio 0.003336\n", + "4 percentageexpenditure 0.003319\n", + "2 AdultMortality 0.003293\n", + "3 Alcohol 0.002153\n", + "15 Incomecompositionofresources 0.000294" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "feature_importance_df" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:30.437203Z", + "iopub.status.busy": "2024-10-30T11:39:30.436738Z", + "iopub.status.idle": "2024-10-30T11:39:30.897229Z", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "plt.barh(feature_importance_df['Feature'], feature_importance_df['Importance'])\n", + "plt.xlabel('Feature Importance')\n", + "plt.ylabel('Feature Name')\n", + "plt.title('Feature Importance')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Training" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:30.899702Z", + "iopub.status.busy": "2024-10-30T11:39:30.899063Z", + "iopub.status.idle": "2024-10-30T11:39:36.474846Z", + "shell.execute_reply": "2024-10-30T11:39:36.473803Z", + "shell.execute_reply.started": "2024-10-30T11:39:30.899636Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "model_name=[]\n", + "r2score=[]\n", + "rmse=[]\n", + "models=[\n", + " GradientBoostingRegressor(random_state=42),\n", + " SVR(),\n", + " RandomForestRegressor(random_state=42),\n", + " LinearRegression(),\n", + " ExtraTreesRegressor(random_state=42),\n", + " AdaBoostRegressor(random_state=42),\n", + " DecisionTreeRegressor(random_state=42),\n", + " XGBRegressor(random_state=42),\n", + " XGBRFRegressor(random_state=42)\n", + "]\n", + "\n", + "for model in models:\n", + " model.fit(X_1 , y_train)\n", + " y_pred = model.predict(X_1_test)\n", + " model_name.append(model.__class__.__name__)\n", + " r2score.append(str(r2_score( y_test , y_pred ) * 100 ))\n", + " rmse.append(str(mean_squared_error( y_test , y_pred,squared=False )))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:36.478052Z", + "iopub.status.busy": "2024-10-30T11:39:36.477149Z", + "iopub.status.idle": "2024-10-30T11:39:36.488542Z", + "shell.execute_reply": "2024-10-30T11:39:36.487434Z", + "shell.execute_reply.started": "2024-10-30T11:39:36.477995Z" + }, + "trusted": true + }, + "outputs": [], + "source": [ + "models_df = pd.DataFrame({\"Model-Name\":model_name, \"R2_score\": r2score ,'RMSE':rmse})\n", + "models_df = models_df.astype({\"R2_score\": float, \"RMSE\": float})\n", + "models_df=models_df.sort_values(\"R2_score\", ascending = False)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:36.490623Z", + "iopub.status.busy": "2024-10-30T11:39:36.490191Z", + "iopub.status.idle": "2024-10-30T11:39:36.509221Z", + "shell.execute_reply": "2024-10-30T11:39:36.508031Z", + "shell.execute_reply.started": "2024-10-30T11:39:36.490579Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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Model-NameR2_scoreRMSE
4ExtraTreesRegressor97.3380191.517597
2RandomForestRegressor96.8134251.660412
7XGBRegressor96.7342581.680911
0GradientBoostingRegressor94.7328122.134732
8XGBRFRegressor94.4719462.186956
6DecisionTreeRegressor92.6029732.529778
5AdaBoostRegressor90.1093032.925279
1SVR87.4185903.299275
3LinearRegression85.7073323.516499
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" + ], + "text/plain": [ + " Model-Name R2_score RMSE\n", + "4 ExtraTreesRegressor 97.338019 1.517597\n", + "2 RandomForestRegressor 96.813425 1.660412\n", + "7 XGBRegressor 96.734258 1.680911\n", + "0 GradientBoostingRegressor 94.732812 2.134732\n", + "8 XGBRFRegressor 94.471946 2.186956\n", + "6 DecisionTreeRegressor 92.602973 2.529778\n", + "5 AdaBoostRegressor 90.109303 2.925279\n", + "1 SVR 87.418590 3.299275\n", + "3 LinearRegression 85.707332 3.516499" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "models_df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Model Comparison" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:36.511025Z", + "iopub.status.busy": "2024-10-30T11:39:36.510582Z", + "iopub.status.idle": "2024-10-30T11:39:36.940642Z", + "shell.execute_reply": "2024-10-30T11:39:36.939572Z", + "shell.execute_reply.started": "2024-10-30T11:39:36.510984Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "sns.pointplot(x='Model-Name',y='R2_score',data=models_df)\n", + "plt.xticks(rotation=90)\n", + "plt.title('Model Comparison: R2 Score')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": { + "execution": { + "iopub.execute_input": "2024-10-30T11:39:36.942431Z", + "iopub.status.busy": "2024-10-30T11:39:36.942019Z", + "iopub.status.idle": "2024-10-30T11:39:37.418352Z", + "shell.execute_reply": "2024-10-30T11:39:37.417181Z", + "shell.execute_reply.started": "2024-10-30T11:39:36.942390Z" + }, + "trusted": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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