diff --git a/data/life_expectancy.csv b/data/life_expectancy.csv
new file mode 100644
index 0000000..a4c053f
--- /dev/null
+++ b/data/life_expectancy.csv
@@ -0,0 +1,11321 @@
+Country,Year,GDP,BMI,Alcohol,LifeExpectancy
+Afghanistan,1970,946.5275010270169,,,
+Afghanistan,1971,919.0928945463115,,,
+Afghanistan,1972,747.7739455563161,,,
+Afghanistan,1973,749.2379723517879,,,
+Afghanistan,1974,770.7450572327659,,,
+Afghanistan,1975,800.7535428302443,18.9,,
+Afghanistan,1976,827.9708741724843,19.0,,
+Afghanistan,1977,772.5970478840444,19.2,,
+Afghanistan,1978,819.2379965935437,19.3,,
+Afghanistan,1979,793.972051483133,19.4,,
+Afghanistan,1980,767.5824672062388,19.5,,
+Afghanistan,1981,795.1113815275083,19.6,,
+Afghanistan,1982,829.5001890925149,19.8,,
+Afghanistan,1983,894.1992688054698,19.9,,
+Afghanistan,1984,935.4684516736528,20.0,,
+Afghanistan,1985,958.8687644518586,20.1,,
+Afghanistan,1986,1004.5583540404588,20.2,,
+Afghanistan,1987,911.6698063018819,20.3,,
+Afghanistan,1988,835.2742678178931,20.4,,
+Afghanistan,1989,759.9048175669707,20.5,,
+Afghanistan,1990,703.9467707864809,20.6,,
+Afghanistan,1991,585.1958916318493,20.8,,
+Afghanistan,1992,545.9358576989903,20.9,,
+Afghanistan,1993,375.16949862305773,21.0,,
+Afghanistan,1994,270.14650774183553,21.1,,
+Afghanistan,1995,381.8969784819387,21.2,,
+Afghanistan,1996,347.5169794434791,21.3,,
+Afghanistan,1997,321.0734497280008,21.4,,
+Afghanistan,1998,300.58996893930095,21.5,,
+Afghanistan,1999,279.86068736517313,21.6,,
+Afghanistan,2000,256.7068838216623,21.7,,55.9
+Afghanistan,2001,232.86892273184617,21.8,,56.5
+Afghanistan,2002,367.3326899153852,21.9,,57.4
+Afghanistan,2003,379.42541984870957,22.0,,58.0
+Afghanistan,2004,371.8887097333526,22.1,,58.4
+Afghanistan,2005,393.93341916232646,22.2,0.02,58.9
+Afghanistan,2006,417.3529247075734,22.3,0.03,59.2
+Afghanistan,2007,517.9660896010066,22.4,0.02,59.6
+Afghanistan,2008,472.76491610825093,22.5,0.03,60.2
+Afghanistan,2009,541.0721494256525,22.6,0.01,60.7
+Afghanistan,2010,543.4487739177154,22.7,,61.2
+Afghanistan,2011,572.3496354632692,22.8,,61.7
+Afghanistan,2012,613.6359356718799,22.9,,62.2
+Afghanistan,2013,630.9361832697793,23.0,,62.7
+Afghanistan,2014,628.8115720010962,23.2,,63.0
+Afghanistan,2015,598.8356023339151,23.3,,63.2
+Afghanistan,2016,603.1577786977086,23.4,,62.7
+Afghanistan,2017,629.9685241401519,,,
+Afghanistan,2018,604.894701904531,,,
+Africa,1970,1398.3961543993444,,,
+Africa,1971,1422.0470002286427,,,
+Africa,1972,1456.9012700460908,,,
+Africa,1973,1477.5590149454727,,,
+Africa,1974,1551.1778897324277,,,
+Africa,1975,1543.2817074753996,,,
+Africa,1976,1606.131475881459,,,
+Africa,1977,1634.7581541316704,,,
+Africa,1978,1617.9469000778988,,,
+Africa,1979,1624.0799546660194,,,
+Africa,1980,1630.5904928914345,,,
+Africa,1981,1575.5531252110113,,,
+Africa,1982,1548.374923570899,,,
+Africa,1983,1498.6761581204328,,,
+Africa,1984,1493.862307667693,,,
+Africa,1985,1505.3964987980282,,,
+Africa,1986,1471.2710219986864,,,
+Africa,1987,1444.2064843259045,,,
+Africa,1988,1471.376367423574,,,
+Africa,1989,1477.8263581484316,,,
+Africa,1990,1486.778243071048,,,
+Africa,1991,1481.5682138657737,,,
+Africa,1992,1451.3308945456745,,,
+Africa,1993,1400.7759405982642,,,
+Africa,1994,1391.5747471267273,,,
+Africa,1995,1393.0859755306917,,,
+Africa,1996,1428.4154055054032,,,
+Africa,1997,1441.8539573735216,,,
+Africa,1998,1446.6005686322276,,,
+Africa,1999,1450.259655526794,,,
+Africa,2000,1467.2867408035643,,,
+Africa,2001,1492.1025573919833,,,
+Africa,2002,1535.4270625894296,,,
+Africa,2003,1578.354810224681,,,
+Africa,2004,1630.575307622304,,,
+Africa,2005,1689.9426198090025,,,
+Africa,2006,1745.986931462222,,,
+Africa,2007,1807.4657832483902,,,
+Africa,2008,1870.6573478104674,,,
+Africa,2009,1893.4030931903974,,,
+Africa,2010,1948.7951794111355,,,
+Africa,2011,1884.7886033509549,,,
+Africa,2012,1974.7587116367588,,,
+Africa,2013,1944.9664516091796,,,
+Africa,2014,1953.5754164033403,,,
+Africa,2015,1953.143865633283,,,
+Africa,2016,1938.337070854217,,,
+Africa,2017,1955.4817084755075,,,
+Africa,2018,1967.6004935030678,,,
+Albania,1970,1474.832216869417,,,
+Albania,1971,1497.9800377902693,,,
+Albania,1972,1522.2547323272674,,,
+Albania,1973,1547.5555330897678,,,
+Albania,1974,1573.154240445869,,,
+Albania,1975,1601.0220585889822,23.8,,
+Albania,1976,1629.5611956446814,23.8,,
+Albania,1977,1655.8837891395967,23.9,,
+Albania,1978,1690.7545040571918,23.9,,
+Albania,1979,1721.1477829365383,24.0,,
+Albania,1980,1740.213816355355,24.1,,
+Albania,1981,1803.667210087241,24.1,,
+Albania,1982,1821.4153516617414,24.2,,
+Albania,1983,1806.199803989837,24.2,,
+Albania,1984,1747.1929808057478,24.3,,
+Albania,1985,1739.062135284767,24.3,,
+Albania,1986,1791.3927931393,24.4,,
+Albania,1987,1731.3867025075963,24.4,,
+Albania,1988,1666.2221360242609,24.5,,
+Albania,1989,1798.196956536803,24.5,,
+Albania,1990,1605.0300224312136,24.6,,
+Albania,1991,1157.5874426347768,24.6,,
+Albania,1992,1085.812828719102,24.7,,
+Albania,1993,1208.4815226116734,24.7,,
+Albania,1994,1329.0689876308256,24.8,,
+Albania,1995,1522.3804271816575,24.8,,
+Albania,1996,1668.5742307751484,24.9,,
+Albania,1997,1487.2316518280163,25.0,,
+Albania,1998,1612.8574493694482,25.0,,
+Albania,1999,1813.7606105191865,25.1,,
+Albania,2000,1935.6911279078377,25.2,3.92,73.1
+Albania,2001,2095.914868158045,25.2,4.51,74.0
+Albania,2002,2193.4623796346345,25.3,3.96,73.5
+Albania,2003,2320.791515459697,25.4,4.33,72.9
+Albania,2004,2459.134755976714,25.5,4.42,73.3
+Albania,2005,2610.239439912314,25.6,4.98,73.5
+Albania,2006,2785.780075585789,25.7,5.17,73.9
+Albania,2007,2980.7031426541603,25.8,5.46,74.1
+Albania,2008,3237.6811778248807,25.9,5.56,74.2
+Albania,2009,3379.6317481720052,26.0,5.79,74.4
+Albania,2010,3534.6634869987442,26.1,,74.7
+Albania,2011,3648.6852681859305,26.2,,75.1
+Albania,2012,3718.803074471017,26.3,,75.2
+Albania,2013,3769.395888413688,26.4,,75.7
+Albania,2014,3846.197542492796,26.5,,76.1
+Albania,2015,3939.41312588328,26.6,,76.1
+Albania,2016,4075.7502924098835,26.7,,76.4
+Albania,2017,4234.816978916322,,,
+Albania,2018,4409.0314993282245,,,
+Algeria,1970,2409.8519106105064,,,
+Algeria,1971,2120.660717323332,,,
+Algeria,1972,2522.365961399815,,,
+Algeria,1973,2560.3701411948227,,,
+Algeria,1974,2584.590822159043,,,
+Algeria,1975,2659.639626334354,21.9,,
+Algeria,1976,2745.209756352741,22.0,,
+Algeria,1977,2918.683413157822,22.0,,
+Algeria,1978,3123.3735415679175,22.1,,
+Algeria,1979,3258.725602303842,22.2,,
+Algeria,1980,3186.4330743298074,22.3,,
+Algeria,1981,3182.256119712958,22.4,,
+Algeria,1982,3281.857507362965,22.5,,
+Algeria,1983,3352.6964567956848,22.6,,
+Algeria,1984,3432.8035378184663,22.7,,
+Algeria,1985,3453.819011468038,22.8,,
+Algeria,1986,3366.935178537952,22.9,,
+Algeria,1987,3248.878428188576,23.0,,
+Algeria,1988,3128.3351338081025,23.1,,
+Algeria,1989,3179.7704849253532,23.2,,
+Algeria,1990,3123.9949933181547,23.3,,
+Algeria,1991,3011.495753004912,23.4,,
+Algeria,1992,2994.4888544768974,23.5,,
+Algeria,1993,2867.1933165524842,23.6,,
+Algeria,1994,2783.152632004366,23.7,,
+Algeria,1995,2834.2627351744723,23.8,,
+Algeria,1996,2899.1913758333144,23.9,,
+Algeria,1997,2884.1175231192437,24.0,,
+Algeria,1998,2986.052369185734,24.1,,
+Algeria,1999,3038.2699638167283,24.2,,
+Algeria,2000,3111.1734472682874,24.3,0.25,70.8
+Algeria,2001,3162.808333937409,24.4,0.23,71.2
+Algeria,2002,3297.6097111271856,24.4,0.36,71.7
+Algeria,2003,3490.2200728849557,24.5,0.33,72.0
+Algeria,2004,3592.6407120002764,24.6,0.45,72.8
+Algeria,2005,3752.0920628723934,24.7,0.5,73.4
+Algeria,2006,3760.152274418784,24.7,0.38,74.0
+Algeria,2007,3828.145205559463,24.8,0.34,74.4
+Algeria,2008,3856.403468994611,24.9,0.37,74.8
+Algeria,2009,3851.210144909921,25.0,0.43,75.1
+Algeria,2010,3918.4821772697233,25.1,,75.4
+Algeria,2011,3956.8912155765893,25.1,,75.6
+Algeria,2012,4012.358037054742,25.2,,75.8
+Algeria,2013,4042.919947725766,25.3,,75.9
+Algeria,2014,4112.07163200653,25.4,,76.1
+Algeria,2015,4177.884982818891,25.5,,76.2
+Algeria,2016,4224.033810084226,25.5,,76.4
+Algeria,2017,4192.3321260311795,,,
+Algeria,2018,4166.542766402356,,,
+Americas,1970,13488.882310457746,,,
+Americas,1971,13769.468424087918,,,
+Americas,1972,14283.28289010727,,,
+Americas,1973,14906.156004225499,,,
+Americas,1974,14804.024495511809,,,
+Americas,1975,14653.71213057947,,,
+Americas,1976,15201.470829133945,,,
+Americas,1977,15635.794105391495,,,
+Americas,1978,16157.315076696048,,,
+Americas,1979,16499.794885507952,,,
+Americas,1980,16421.79148192572,,,
+Americas,1981,16496.268601083888,,,
+Americas,1982,15957.70648083944,,,
+Americas,1983,16147.135721917119,,,
+Americas,1984,16892.688568845126,,,
+Americas,1985,17271.40669688879,,,
+Americas,1986,17592.987367973717,,,
+Americas,1987,17916.20372646157,,,
+Americas,1988,18257.231961201775,,,
+Americas,1989,18523.289496207442,,,
+Americas,1990,18506.825224861397,,,
+Americas,1991,18327.094449505974,,,
+Americas,1992,18647.664674590396,,,
+Americas,1993,18931.065282296375,,,
+Americas,1994,19444.064395942725,,,
+Americas,1995,19615.544330233657,,,
+Americas,1996,20034.286762223554,,,
+Americas,1997,20656.651658107818,,,
+Americas,1998,21180.350295870427,,,
+Americas,1999,21685.035171303054,,,
+Americas,2000,22269.71902786225,,,
+Americas,2001,22207.060662267035,,,
+Americas,2002,22253.07139144538,,,
+Americas,2003,22570.539000330125,,,
+Americas,2004,23253.55460786468,,,
+Americas,2005,23838.690069284923,,,
+Americas,2006,24361.212281201275,,,
+Americas,2007,24723.287657830235,,,
+Americas,2008,24635.077726877167,,,
+Americas,2009,23765.433510346524,,,
+Americas,2010,24291.797184109084,,,
+Americas,2011,24592.712603785727,,,
+Americas,2012,24913.286061429033,,,
+Americas,2013,25183.989976320652,,,
+Americas,2014,25495.813435420754,,,
+Americas,2015,25806.64367435911,,,
+Americas,2016,25833.112308065352,,,
+Americas,2017,26146.64854307315,,,
+Americas,2018,26538.98613070209,,,
+Andorra,1970,37209.50829344708,,,
+Andorra,1971,36984.88306177763,,,
+Andorra,1972,38016.357939150934,,,
+Andorra,1973,39032.309974519354,,,
+Andorra,1974,39426.72614163637,,,
+Andorra,1975,38110.65089190695,25.4,,
+Andorra,1976,38041.60530002894,25.5,,
+Andorra,1977,37934.82480442231,25.6,,
+Andorra,1978,37387.72410723354,25.6,,
+Andorra,1979,36241.992480680594,25.7,,
+Andorra,1980,35759.69872515737,25.8,,
+Andorra,1981,34347.64123781966,25.9,,
+Andorra,1982,33340.78409390198,25.9,,
+Andorra,1983,32475.47792131494,26.0,,
+Andorra,1984,31631.651033399463,26.0,,
+Andorra,1985,30991.494790681365,26.1,,
+Andorra,1986,30681.014533134152,26.2,,
+Andorra,1987,31087.744564457764,26.2,,
+Andorra,1988,31389.446721442662,26.2,,
+Andorra,1989,31641.089224541083,26.3,,
+Andorra,1990,31595.96617484841,26.3,,
+Andorra,1991,31164.323649038986,26.4,,
+Andorra,1992,30269.73888326322,26.4,,
+Andorra,1993,28934.047178075663,26.4,,
+Andorra,1994,28817.27970837099,26.5,,
+Andorra,1995,29067.9085915863,26.5,,
+Andorra,1996,30178.441896199973,26.5,,
+Andorra,1997,32931.81010714919,26.6,,
+Andorra,1998,34081.92887325817,26.6,,
+Andorra,1999,35353.30745169541,26.6,,
+Andorra,2000,35207.55663795289,26.7,12.77,
+Andorra,2001,35741.95267290618,26.7,13.08,
+Andorra,2002,36583.671596561384,26.7,12.16,
+Andorra,2003,39278.66503503864,26.8,12.25,
+Andorra,2004,40584.55240598088,26.8,12.23,
+Andorra,2005,42136.95926495581,26.8,11.82,
+Andorra,2006,42892.234683309,26.8,11.89,
+Andorra,2007,42031.886444584154,26.8,11.53,
+Andorra,2008,37881.55886317795,26.8,10.96,
+Andorra,2009,36223.87812912072,26.8,10.86,
+Andorra,2010,34288.40934345135,26.8,,
+Andorra,2011,32969.182452542555,26.8,,
+Andorra,2012,32956.14590596553,26.8,,
+Andorra,2013,33748.92825476999,26.8,,
+Andorra,2014,35197.75596974175,26.7,,
+Andorra,2015,36041.2568514405,26.7,,
+Andorra,2016,37061.232005777674,26.7,,
+Andorra,2017,37845.0438443313,,,
+Andorra,2018,38459.163638599515,,,
+Angola,1970,4522.004277153852,,,
+Angola,1971,4673.973408956528,,,
+Angola,1972,4527.592941463864,,,
+Angola,1973,4707.194350816338,,,
+Angola,1974,4663.326003183254,,,
+Angola,1975,4264.520673808862,18.8,,
+Angola,1976,3900.8655069692163,18.9,,
+Angola,1977,3799.3845881619604,19.0,,
+Angola,1978,3479.338672065295,19.2,,
+Angola,1979,3373.98878320016,19.3,,
+Angola,1980,3337.653872969806,19.4,,
+Angola,1981,3080.3225242458707,19.5,,
+Angola,1982,2972.803426058465,19.6,,
+Angola,1983,2989.1053026059244,19.8,,
+Angola,1984,3057.5092102237936,19.9,,
+Angola,1985,3054.217012993824,20.0,,
+Angola,1986,3041.87467401504,20.1,,
+Angola,1987,3142.4165605634407,20.2,,
+Angola,1988,3203.997931364238,20.3,,
+Angola,1989,3107.8226619699863,20.5,,
+Angola,1990,2991.2197303814814,20.6,,
+Angola,1991,2922.0968373652736,20.7,,
+Angola,1992,2662.703259797409,20.8,,
+Angola,1993,1959.4361878571408,20.9,,
+Angola,1994,1922.641574458291,21.0,,
+Angola,1995,2141.0436821187072,21.1,,
+Angola,1996,2354.137849811886,21.3,,
+Angola,1997,2445.4277946436005,21.4,,
+Angola,1998,2478.8011290270765,21.5,,
+Angola,1999,2451.8992078177657,21.6,,
+Angola,2000,2445.32947781141,21.7,1.47,47.3
+Angola,2001,2440.212169931589,21.8,1.94,48.2
+Angola,2002,2703.2615760249646,21.9,2.08,49.4
+Angola,2003,2691.587472709817,22.0,2.2,50.5
+Angola,2004,2885.0387664114387,22.2,2.41,51.5
+Angola,2005,3203.2905402310166,22.3,3.49,52.7
+Angola,2006,3449.2723892279128,22.4,4.02,53.8
+Angola,2007,3790.382961586039,22.5,4.68,55.0
+Angola,2008,4060.0779856697163,22.6,5.19,56.1
+Angola,2009,3946.0389315193593,22.7,6.12,57.3
+Angola,2010,3988.623132052662,22.8,,58.4
+Angola,2011,3979.814355563217,22.9,,59.5
+Angola,2012,4167.122697531237,23.0,,60.4
+Angola,2013,4220.965328976112,23.1,,61.0
+Angola,2014,4272.454305921466,23.2,,61.7
+Angola,2015,4166.979626088385,23.2,,62.2
+Angola,2016,3924.6175494285767,23.3,,62.6
+Angola,2017,3790.790254374007,,,
+Angola,2018,3624.5871059776564,,,
+Anguilla,1970,6042.022007214412,,,
+Anguilla,1971,5816.324779692927,,,
+Anguilla,1972,6403.404109241799,,,
+Anguilla,1973,6595.073499179321,,,
+Anguilla,1974,6513.192422256343,,,
+Anguilla,1975,6682.41949980822,,,
+Anguilla,1976,6741.788973247588,,,
+Anguilla,1977,6708.873690880082,,,
+Anguilla,1978,7179.863573768764,,,
+Anguilla,1979,7854.148877349629,,,
+Anguilla,1980,8244.657188400071,,,
+Anguilla,1981,8596.284563736346,,,
+Anguilla,1982,8567.48684258598,,,
+Anguilla,1983,8618.862134446006,,,
+Anguilla,1984,8977.26103457469,,,
+Anguilla,1985,9964.870124566916,,,
+Anguilla,1986,10899.065726773812,,,
+Anguilla,1987,11560.04186014943,,,
+Anguilla,1988,12755.34367801089,,,
+Anguilla,1989,13244.68139131234,,,
+Anguilla,1990,16030.421851849229,,,
+Anguilla,1991,12779.563747803548,,,
+Anguilla,1992,16100.64344004354,,,
+Anguilla,1993,17002.868617541815,,,
+Anguilla,1994,18039.21565655208,,,
+Anguilla,1995,17259.816028409852,,,
+Anguilla,1996,17253.54561513805,,,
+Anguilla,1997,18599.40423624054,,,
+Anguilla,1998,19948.36493131132,,,
+Anguilla,1999,20142.80913802273,,,
+Anguilla,2000,19889.821375188938,,,
+Anguilla,2001,19904.618257929193,,,
+Anguilla,2002,18746.485308550255,,,
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+Antigua and Barbuda,1970,4415.148189792921,,,
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+Argentina,1970,10321.560891085826,,,
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+Aruba,1970,4406.033006631622,,,
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+Austria,1970,17976.944385879848,,,
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+Austria,2009,42488.6265231114,25.4,11.87,80.4
+Austria,2010,43077.3459474287,25.4,,80.6
+Austria,2011,44107.990555953475,25.4,,81.0
+Austria,2012,44153.619856168254,25.5,,81.0
+Austria,2013,43886.342929527156,25.5,,81.3
+Austria,2014,43873.886724558346,25.5,,81.7
+Austria,2015,43994.9906890665,25.5,,81.4
+Austria,2016,44558.81084937825,25.6,,81.9
+Austria,2017,45286.42096987052,,,
+Austria,2018,46009.330810539715,,,
+Azerbaijan,1990,2840.873043599641,24.9,,
+Azerbaijan,1991,2776.8250255890357,24.9,,
+Azerbaijan,1992,2116.4773507814753,25.0,,
+Azerbaijan,1993,1603.987051440795,25.1,,
+Azerbaijan,1994,1271.624982044531,25.2,,
+Azerbaijan,1995,1108.1240066249215,25.2,,
+Azerbaijan,1996,1110.576045998432,25.3,,
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+Azerbaijan,1998,1270.414182653815,25.4,,
+Azerbaijan,1999,1353.4992398364902,25.5,,
+Azerbaijan,2000,1490.959139197604,25.6,0.66,66.5
+Azerbaijan,2001,1623.6946886920878,25.6,0.5,67.5
+Azerbaijan,2002,1759.830019513997,25.7,0.55,68.0
+Azerbaijan,2003,1919.908214538537,25.8,0.55,68.1
+Azerbaijan,2004,2075.8463418807432,25.9,0.63,68.7
+Azerbaijan,2005,2628.3927807810296,26.0,0.73,68.7
+Azerbaijan,2006,3496.811391453038,26.0,0.85,69.4
+Azerbaijan,2007,4339.892907198277,26.1,0.95,70.4
+Azerbaijan,2008,4746.434231632036,26.2,1.12,70.4
+Azerbaijan,2009,5131.520438755457,26.3,1.92,70.9
+Azerbaijan,2010,5312.9216834017625,26.4,,71.1
+Azerbaijan,2011,5164.27681008983,26.5,,71.6
+Azerbaijan,2012,5210.581183433039,26.6,,71.9
+Azerbaijan,2013,5444.048928827547,26.7,,72.3
+Azerbaijan,2014,5525.567050085543,26.8,,72.6
+Azerbaijan,2015,5515.707290851381,26.9,,72.9
+Azerbaijan,2016,5284.45582556971,27.1,,73.1
+Azerbaijan,2017,5211.055146459025,,,
+Azerbaijan,2018,5229.375834863494,,,
+Bahamas,1970,27667.498981519457,,,
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+Bahamas,2010,32459.783232603168,27.5,,75.2
+Bahamas,2011,32237.81893463401,27.6,,75.3
+Bahamas,2012,32866.73649130256,27.7,,75.2
+Bahamas,2013,31585.104021818213,27.8,,75.2
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+Bahamas,2015,31405.963560178083,27.9,,75.6
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+Bahamas,2017,30942.920964013865,,,
+Bahamas,2018,31111.049983265104,,,
+Bahrain,1970,22155.65264917776,,,
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+Bahrain,2002,22229.604912865674,25.4,1.87,73.7
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+Bahrain,2009,21030.032628137706,25.0,1.95,76.9
+Bahrain,2010,20955.628177546743,25.0,,77.2
+Bahrain,2011,20747.754836012602,25.0,,77.2
+Bahrain,2012,21160.495985896458,24.9,,77.7
+Bahrain,2013,22050.857310144413,24.9,,78.3
+Bahrain,2014,22647.655753040344,24.9,,78.3
+Bahrain,2015,22688.905626296462,24.8,,78.8
+Bahrain,2016,22608.845344479774,24.8,,79.1
+Bahrain,2017,22375.974338936943,,,
+Bahrain,2018,21840.276643501464,,,
+Bangladesh,1970,508.3750007839321,,,
+Bangladesh,1971,470.9924959934343,,,
+Bangladesh,1972,398.52379753343513,,,
+Bangladesh,1973,405.6174318321936,,,
+Bangladesh,1974,437.38047767173407,,,
+Bangladesh,1975,411.57199632977455,17.5,,
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+Bangladesh,1978,443.96796947153223,17.8,,
+Bangladesh,1979,452.80862329611574,18.0,,
+Bangladesh,1980,444.4200503721049,18.1,,
+Bangladesh,1981,447.5466536305564,18.2,,
+Bangladesh,1982,441.3679327551534,18.4,,
+Bangladesh,1983,451.08711143833665,18.5,,
+Bangladesh,1984,463.330116122162,18.6,,
+Bangladesh,1985,464.9398637034037,18.7,,
+Bangladesh,1986,472.50136308674024,18.8,,
+Bangladesh,1987,479.479903712614,18.9,,
+Bangladesh,1988,480.70373324654224,19.0,,
+Bangladesh,1989,480.53591653868983,19.1,,
+Bangladesh,1990,500.0844684799157,19.2,,
+Bangladesh,1991,505.2013084734118,19.3,,
+Bangladesh,1992,514.929835982143,19.4,,
+Bangladesh,1993,526.9362837630732,19.5,,
+Bangladesh,1994,536.8472099072153,19.6,,
+Bangladesh,1995,551.3907853441759,19.7,,
+Bangladesh,1996,564.7162460536771,19.8,,
+Bangladesh,1997,582.7064646804246,19.9,,
+Bangladesh,1998,600.5611845066885,20.0,,
+Bangladesh,1999,617.1918737504739,20.1,,
+Bangladesh,2000,641.2402925493852,20.2,0.01,65.5
+Bangladesh,2001,662.4423209137991,20.3,0.0,66.0
+Bangladesh,2002,679.2174131790829,20.4,0.0,66.6
+Bangladesh,2003,702.6464497763839,20.4,0.0,67.0
+Bangladesh,2004,734.7420170698218,20.5,0.0,67.4
+Bangladesh,2005,767.02636329156,20.6,0.0,67.8
+Bangladesh,2006,806.9311452691442,20.7,0.0,68.2
+Bangladesh,2007,853.3572286054674,20.8,0.0,68.5
+Bangladesh,2008,894.3708672978842,20.9,0.0,69.0
+Bangladesh,2009,929.0590621424233,21.0,0.0,69.4
+Bangladesh,2010,969.8538720582346,21.1,,69.9
+Bangladesh,2011,1020.8056034238072,21.2,,70.5
+Bangladesh,2012,1074.900670231004,21.3,,70.9
+Bangladesh,2013,1126.4443254577566,21.4,,71.4
+Bangladesh,2014,1181.1419936813193,21.5,,71.8
+Bangladesh,2015,1244.5322904321335,21.6,,72.2
+Bangladesh,2016,1318.5406509918666,21.7,,72.7
+Bangladesh,2017,1399.4527296277602,,,
+Bangladesh,2018,1493.6816627492879,,,
+Barbados,1970,11242.886668021425,,,
+Barbados,1971,11624.49585821826,,,
+Barbados,1972,11703.30259021571,,,
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+Barbados,1981,14049.192500192345,25.5,,
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+Barbados,1989,15817.174793481443,25.8,,
+Barbados,1990,15237.827471807344,25.9,,
+Barbados,1991,14587.386071773064,25.9,,
+Barbados,1992,13517.863831322453,25.9,,
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+Barbados,1998,15975.036657043564,26.3,,
+Barbados,1999,15961.018893413018,26.4,,
+Barbados,2000,16606.440018341982,26.5,7.31,73.4
+Barbados,2001,16154.703421627328,26.6,7.42,73.5
+Barbados,2002,16227.42307975353,26.6,7.59,73.6
+Barbados,2003,16525.126115994895,26.7,7.51,73.8
+Barbados,2004,16699.461190485545,26.8,7.43,74.1
+Barbados,2005,17296.30937060646,26.9,7.84,74.2
+Barbados,2006,18200.75508556214,27.0,8.12,74.3
+Barbados,2007,18440.58993797979,27.1,8.07,74.4
+Barbados,2008,18560.62886090475,27.1,8.63,74.4
+Barbados,2009,17162.070970926794,27.2,8.24,74.6
+Barbados,2010,16703.53436958618,27.3,,74.7
+Barbados,2011,16542.413423847327,27.4,,74.9
+Barbados,2012,16460.05395824347,27.5,,74.8
+Barbados,2013,16186.804186216532,27.5,,75.2
+Barbados,2014,16159.131555312044,27.6,,75.3
+Barbados,2015,16525.0859023426,27.7,,75.5
+Barbados,2016,16930.36753726614,27.8,,75.6
+Barbados,2017,17012.314094366586,,,
+Barbados,2018,16919.34694720464,,,
+Belarus,1990,2904.4987139733303,25.1,,
+Belarus,1991,2861.5276921766567,25.2,,
+Belarus,1992,2587.205113829463,25.2,,
+Belarus,1993,2396.122863637196,25.3,,
+Belarus,1994,2121.789632439941,25.3,,
+Belarus,1995,1905.8942574787625,25.4,,
+Belarus,1996,1965.1981684997731,25.4,,
+Belarus,1997,2197.4080796230046,25.5,,
+Belarus,1998,2392.3854259508826,25.5,,
+Belarus,1999,2486.2484293765247,25.6,,
+Belarus,2000,2644.2114786045877,25.7,12.92,68.3
+Belarus,2001,2786.158090749789,25.8,10.74,67.9
+Belarus,2002,2945.3559368490587,25.8,11.78,67.4
+Belarus,2003,3173.0875837577387,25.9,11.17,67.9
+Belarus,2004,3558.695866364581,26.0,12.08,68.4
+Belarus,2005,3916.901590855296,26.0,11.19,68.3
+Belarus,2006,4328.976303522893,26.1,12.61,69.0
+Belarus,2007,4718.361036531275,26.2,13.91,69.9
+Belarus,2008,5216.941599355707,26.2,14.58,70.1
+Belarus,2009,5235.89537447454,26.3,13.98,70.2
+Belarus,2010,5649.209395255409,26.3,,70.2
+Belarus,2011,5965.797309096048,26.4,,70.5
+Belarus,2012,6068.938943274788,26.4,,72.2
+Belarus,2013,6122.448471616254,26.5,,72.7
+Belarus,2014,6223.971130017477,26.5,,73.3
+Belarus,2015,5980.744507346296,26.6,,73.8
+Belarus,2016,5829.560016252454,26.6,,74.2
+Belarus,2017,5975.020212198093,,,
+Belarus,2018,6155.1491198055355,,,
+Belgium,1970,17918.080493306534,,,
+Belgium,1971,18530.634259611765,,,
+Belgium,1972,19445.13294206261,,,
+Belgium,1973,20576.368577273046,,,
+Belgium,1974,21382.73892866219,,,
+Belgium,1975,21045.9465630883,24.9,,
+Belgium,1976,22182.974442050425,24.9,,
+Belgium,1977,22272.029004492324,24.9,,
+Belgium,1978,22858.135937867803,24.9,,
+Belgium,1979,23351.565436953755,24.9,,
+Belgium,1980,24361.46126182539,24.9,,
+Belgium,1981,24264.910132973986,24.9,,
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+Belgium,1984,25024.01644294166,25.0,,
+Belgium,1985,25411.179022590863,25.0,,
+Belgium,1986,25843.185482299734,25.0,,
+Belgium,1987,26402.742677172744,25.0,,
+Belgium,1988,27603.34813260724,25.1,,
+Belgium,1989,28500.41074886433,25.1,,
+Belgium,1990,29317.12638605122,25.1,,
+Belgium,1991,29756.692625699445,25.1,,
+Belgium,1992,30096.281786608928,25.2,,
+Belgium,1993,29687.276999640486,25.2,,
+Belgium,1994,30532.89093578374,25.2,,
+Belgium,1995,31167.773842196562,25.3,,
+Belgium,1996,31511.684319287244,25.3,,
+Belgium,1997,32657.494567781574,25.4,,
+Belgium,1998,33254.239524589815,25.4,,
+Belgium,1999,34372.37942865919,25.5,,
+Belgium,2000,35556.71565704909,25.5,11.21,77.9
+Belgium,2001,35818.85729801755,25.5,11.01,78.3
+Belgium,2002,36269.036789766906,25.6,11.29,78.4
+Belgium,2003,36455.048235502,25.6,11.28,78.6
+Belgium,2004,37536.85616834761,25.7,12.05,79.2
+Belgium,2005,38165.212186650315,25.7,12.21,79.2
+Belgium,2006,38871.78812532108,25.8,10.94,79.7
+Belgium,2007,40006.85636961411,25.8,13.43,79.8
+Belgium,2008,39882.973815166,25.9,10.51,79.9
+Belgium,2009,38784.933123369345,25.9,10.1,80.1
+Belgium,2010,39608.448015956485,25.9,,80.2
+Belgium,2011,40004.90694728146,26.0,,80.5
+Belgium,2012,40040.679941187605,26.0,,80.4
+Belgium,2013,39976.98276412603,26.0,,80.6
+Belgium,2014,40364.761928028114,26.1,,81.2
+Belgium,2015,40941.89722339257,26.1,,80.9
+Belgium,2016,41317.236022221026,26.1,,81.2
+Belgium,2017,41887.783545274266,,,
+Belgium,2018,42267.606739457,,,
+Belize,1970,2309.5994541344407,,,
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+Belize,1974,2607.1232261958125,,,
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+Belize,1989,3324.4232448071584,26.2,,
+Belize,1990,3625.0800166400645,26.3,,
+Belize,1991,3649.0280748054697,26.4,,
+Belize,1992,3805.4414625351933,26.5,,
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+Belize,1996,3760.7026630630103,26.9,,
+Belize,1997,3754.892859841144,27.0,,
+Belize,1998,3748.7692944548494,27.1,,
+Belize,1999,3928.6740933043607,27.2,,
+Belize,2000,4290.672170168848,27.4,4.7,68.7
+Belize,2001,4355.111561393322,27.5,4.77,68.5
+Belize,2002,4434.110471856278,27.6,4.92,68.8
+Belize,2003,4721.129624411871,27.7,5.63,68.9
+Belize,2004,4820.5838599274275,27.8,6.07,69.1
+Belize,2005,4788.135153608817,27.9,6.1,69.4
+Belize,2006,4889.349334043007,28.0,6.28,69.7
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+Belize,2008,4828.804866999654,28.2,6.95,69.8
+Belize,2009,4718.851664876035,28.3,6.44,69.8
+Belize,2010,4742.876492273872,28.4,,69.8
+Belize,2011,4720.200073803032,28.5,,69.9
+Belize,2012,4723.22759844978,28.6,,69.9
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+Belize,2015,4775.915077036459,28.9,,70.3
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+Belize,2018,4683.35014013225,,,
+Benin,1970,441.51897963753197,,,
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+Bolivia (Plurinational State of),1970,1793.2277557171203,,,
+Bolivia (Plurinational State of),1971,1843.8355805839715,,,
+Bolivia (Plurinational State of),1972,1947.9510272955092,,,
+Bolivia (Plurinational State of),1973,2015.1889497635511,,,
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+Bolivia (Plurinational State of),1982,1957.561060659697,22.5,,
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+Bolivia (Plurinational State of),1988,1675.6068871115779,23.3,,
+Bolivia (Plurinational State of),1989,1702.6862642629196,23.4,,
+Bolivia (Plurinational State of),1990,1744.2958662032722,23.5,,
+Bolivia (Plurinational State of),1991,1797.7309261111368,23.7,,
+Bolivia (Plurinational State of),1992,1789.2267830741284,23.8,,
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+Bolivia (Plurinational State of),1994,1872.7378142595496,24.0,,
+Bolivia (Plurinational State of),1995,1920.2766411093535,24.1,,
+Bolivia (Plurinational State of),1996,1963.641011759563,24.3,,
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+Bolivia (Plurinational State of),1998,2079.6967247328653,24.5,,
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+Bolivia (Plurinational State of),2000,2059.186752985554,24.7,2.3,63.3
+Bolivia (Plurinational State of),2001,2054.333101225257,24.8,2.19,64.0
+Bolivia (Plurinational State of),2002,2066.243564438051,24.9,2.24,64.5
+Bolivia (Plurinational State of),2003,2083.421220610521,25.1,2.32,65.1
+Bolivia (Plurinational State of),2004,2131.3082992016357,25.2,2.61,65.7
+Bolivia (Plurinational State of),2005,2186.1821329474674,25.3,2.8,66.2
+Bolivia (Plurinational State of),2006,2251.274639717364,25.4,3.13,66.8
+Bolivia (Plurinational State of),2007,2313.888784317349,25.5,3.38,67.3
+Bolivia (Plurinational State of),2008,2414.9720934222905,25.6,3.51,68.0
+Bolivia (Plurinational State of),2009,2454.806224830534,25.7,3.64,68.6
+Bolivia (Plurinational State of),2010,2514.4381330368687,25.8,,69.2
+Bolivia (Plurinational State of),2011,2602.717725367963,26.0,,69.8
+Bolivia (Plurinational State of),2012,2692.6077552989605,26.1,,70.3
+Bolivia (Plurinational State of),2013,2830.672915646826,26.2,,70.6
+Bolivia (Plurinational State of),2014,2939.477459557314,26.3,,70.9
+Bolivia (Plurinational State of),2015,3035.972213494818,26.4,,71.2
+Bolivia (Plurinational State of),2016,3118.9155126181126,26.6,,71.5
+Bolivia (Plurinational State of),2017,3203.003876457109,,,
+Bolivia (Plurinational State of),2018,3291.1557748430823,,,
+Bosnia and Herzegovina,1990,754.9534532063694,24.4,,
+Bosnia and Herzegovina,1991,699.1200256858066,24.4,,
+Bosnia and Herzegovina,1992,675.0756427564775,24.4,,
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+Bosnia and Herzegovina,2000,2838.2644897758946,24.8,3.87,74.3
+Bosnia and Herzegovina,2001,2911.218836866204,24.8,4.11,74.7
+Bosnia and Herzegovina,2002,3054.822014306807,24.9,4.08,75.2
+Bosnia and Herzegovina,2003,3171.56162440582,24.9,4.29,74.9
+Bosnia and Herzegovina,2004,3370.0196386698076,25.0,4.38,75.1
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+Bosnia and Herzegovina,2006,3689.882517561102,25.1,4.72,75.3
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+Bosnia and Herzegovina,2009,4026.0489572047777,25.3,4.69,75.9
+Bosnia and Herzegovina,2010,4094.38339761069,25.4,,76.1
+Bosnia and Herzegovina,2011,4183.525941361457,25.4,,76.6
+Bosnia and Herzegovina,2012,4213.658877818643,25.5,,76.7
+Bosnia and Herzegovina,2013,4388.638570775559,25.5,,76.7
+Bosnia and Herzegovina,2014,4516.223789109652,25.6,,76.8
+Bosnia and Herzegovina,2015,4727.300032787486,25.7,,77.1
+Bosnia and Herzegovina,2016,4938.058571561777,25.8,,77.3
+Bosnia and Herzegovina,2017,5147.082974976435,,,
+Bosnia and Herzegovina,2018,5322.904427510189,,,
+Botswana,1970,605.6655881199249,,,
+Botswana,1971,740.0876742094514,,,
+Botswana,1972,906.1069558398686,,,
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+Botswana,1985,2384.946131321457,21.8,,
+Botswana,1986,2464.6289696683357,21.9,,
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+Botswana,1989,3561.267046550635,22.4,,
+Botswana,1990,3689.7370137249045,22.6,,
+Botswana,1991,3845.421638728985,22.7,,
+Botswana,1992,3852.6741514571636,22.9,,
+Botswana,1993,3826.7103213732266,23.0,,
+Botswana,1994,3868.972482861635,23.1,,
+Botswana,1995,4042.0028598169993,23.2,,
+Botswana,1996,4176.5650173936065,23.3,,
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+Botswana,1998,4339.352486990158,23.5,,
+Botswana,1999,4657.066859254971,23.6,,
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+Botswana,2001,4578.392562897958,23.7,5.5,48.1
+Botswana,2002,4770.914630842101,23.8,6.43,47.6
+Botswana,2003,4905.976998774258,23.8,5.63,47.8
+Botswana,2004,4949.881771068912,23.9,4.91,49.2
+Botswana,2005,5078.910433235623,23.9,6.38,52.2
+Botswana,2006,5393.297228450772,24.0,7.14,54.9
+Botswana,2007,5716.541747907131,24.0,6.87,56.9
+Botswana,2008,5946.171362079341,24.1,7.52,58.1
+Botswana,2009,5384.730415513927,24.1,5.36,60.0
+Botswana,2010,5746.986832734549,24.1,,61.2
+Botswana,2011,6009.014279892325,24.2,,61.9
+Botswana,2012,6202.453677246978,24.2,,62.9
+Botswana,2013,6829.035046560833,24.2,,63.6
+Botswana,2014,7023.618929944482,24.3,,64.5
+Botswana,2015,6799.8596661295305,24.3,,65.3
+Botswana,2016,6963.751429255334,24.3,,66.1
+Botswana,2017,7019.483240003885,,,
+Botswana,2018,7172.752272563011,,,
+Brazil,1970,3667.933830121314,,,
+Brazil,1971,3984.6049482458952,,,
+Brazil,1972,4354.218550442965,,,
+Brazil,1973,4846.028882053234,,,
+Brazil,1974,5118.512685507188,,,
+Brazil,1975,5257.11669103149,22.6,,
+Brazil,1976,5660.561858049076,22.7,,
+Brazil,1977,5800.444804543254,22.8,,
+Brazil,1978,5946.148834933215,22.9,,
+Brazil,1979,6199.621824294246,23.0,,
+Brazil,1980,6613.8705717269195,23.1,,
+Brazil,1981,6185.374388065838,23.2,,
+Brazil,1982,6092.355225046318,23.3,,
+Brazil,1983,5779.05585368615,23.4,,
+Brazil,1984,5956.093589917589,23.5,,
+Brazil,1985,6286.329326112366,23.6,,
+Brazil,1986,6618.477196010119,23.6,,
+Brazil,1987,6716.7763470066775,23.7,,
+Brazil,1988,6584.877949020662,23.8,,
+Brazil,1989,6667.581522866072,23.9,,
+Brazil,1990,6263.051535104992,24.0,,
+Brazil,1991,6217.206354592808,24.1,,
+Brazil,1992,6054.730737897634,24.1,,
+Brazil,1993,6242.746346292442,24.2,,
+Brazil,1994,6501.005757427634,24.3,,
+Brazil,1995,6667.38739318969,24.4,,
+Brazil,1996,6703.414381590956,24.5,,
+Brazil,1997,6822.15351851512,24.5,,
+Brazil,1998,6721.0137578164085,24.6,,
+Brazil,1999,6639.026288668526,24.7,,
+Brazil,2000,6826.992407306439,24.8,7.3,69.9
+Brazil,2001,6822.734720793404,24.9,7.18,70.4
+Brazil,2002,6912.7445263755535,25.0,7.02,70.7
+Brazil,2003,6904.641543821001,25.1,6.84,71.1
+Brazil,2004,7206.261720070637,25.2,6.7,71.4
+Brazil,2005,7352.282783470606,25.3,6.76,72.1
+Brazil,2006,7560.701919795984,25.4,6.93,72.4
+Brazil,2007,7936.824511580286,25.5,6.91,72.8
+Brazil,2008,8258.615884072267,25.6,6.83,73.0
+Brazil,2009,8169.262293351053,25.7,6.95,73.2
+Brazil,2010,8702.255419764622,25.8,,73.3
+Brazil,2011,8965.6207845078,26.0,,73.6
+Brazil,2012,9056.580119860817,26.1,,74.0
+Brazil,2013,9247.573013154231,26.2,,74.3
+Brazil,2014,9214.97747089557,26.3,,74.7
+Brazil,2015,8813.989375499514,26.5,,74.9
+Brazil,2016,8452.730399194317,26.6,,75.1
+Brazil,2017,8473.981564820997,,,
+Brazil,2018,8501.782218057644,,,
+British Virgin Islands,1970,7571.409486104289,,,
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+British Virgin Islands,2004,47209.23834496798,,,
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+British Virgin Islands,2008,44590.04993532452,,,
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+British Virgin Islands,2010,41311.63479856334,,,
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+British Virgin Islands,2013,39732.29989513723,,,
+British Virgin Islands,2014,40207.46996519193,,,
+British Virgin Islands,2015,40283.07604967069,,,
+British Virgin Islands,2016,42845.74808354804,,,
+British Virgin Islands,2017,43558.02125620813,,,
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+Brunei Darussalam,1970,38385.179825517276,,,
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+Brunei Darussalam,1991,35238.42954408581,24.4,,
+Brunei Darussalam,1992,35879.89530798859,24.5,,
+Brunei Darussalam,1993,34994.00898270023,24.6,,
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+Brunei Darussalam,2013,32924.01686873339,26.8,,76.7
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+Brunei Darussalam,2015,31164.32914878042,27.0,,76.2
+Brunei Darussalam,2016,30037.866019729827,27.2,,76.4
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+Brunei Darussalam,2018,29802.42788368533,,,
+Bulgaria,1970,1750.2653356342703,,,
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+Bulgaria,1991,3877.7794500700593,24.9,,
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+Bulgaria,2005,5144.269146625313,25.6,10.22,72.5
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+Bulgaria,2007,5939.669869152784,25.8,10.66,73.0
+Bulgaria,2008,6345.180084672017,25.8,10.73,73.3
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+Bulgaria,2012,6494.56980755752,26.1,,74.3
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+Bulgaria,2018,7953.013898125533,,,
+Burkina Faso,1970,257.6766875744215,,,
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+Burkina Faso,1991,370.3544463586354,20.2,,
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+Burkina Faso,1994,358.72344223394936,20.4,,
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+Burkina Faso,2017,692.8935819725976,,,
+Burkina Faso,2018,719.2248196722122,,,
+Burundi,1970,297.1829353488915,,,
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+Cabo Verde,1970,961.5046307147085,,,
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+Cambodia,1970,539.8203527355847,,,
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+Cameroon,1970,1057.0575625406518,,,
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+Chile,1992,6390.846662396155,26.1,,
+Chile,1993,6726.95070416846,26.1,,
+Chile,1994,6999.797658477845,26.2,,
+Chile,1995,7628.190123494421,26.3,,
+Chile,1996,8077.713449080666,26.3,,
+Chile,1997,8495.485710404571,26.4,,
+Chile,1998,8657.827270656639,26.5,,
+Chile,1999,8487.086131480024,26.6,,
+Chile,2000,8764.293888689277,26.6,6.24,77.1
+Chile,2001,8958.804480983898,26.7,6.1,77.1
+Chile,2002,9056.245817400522,26.8,6.06,77.6
+Chile,2003,9299.903693542015,26.9,6.37,77.7
+Chile,2004,9849.660842268266,26.9,6.32,77.7
+Chile,2005,10349.63813946994,27.0,7.57,78.0
+Chile,2006,10887.866034952911,27.1,7.33,78.4
+Chile,2007,11300.55310988849,27.2,7.39,78.3
+Chile,2008,11574.72680982593,27.3,7.31,79.0
+Chile,2009,11273.616438286806,27.3,7.67,78.7
+Chile,2010,11809.138451032539,27.4,,78.3
+Chile,2011,12406.419629092454,27.5,,79.0
+Chile,2012,12941.039235320184,27.6,,79.0
+Chile,2013,13333.350190238283,27.7,,79.2
+Chile,2014,13425.691158532003,27.8,,79.3
+Chile,2015,13574.171830724703,27.9,,79.4
+Chile,2016,13619.250124125214,28.0,,79.5
+Chile,2017,13598.277098723,,,
+Chile,2018,13950.156518845364,,,
+"China, Hong Kong SAR",1970,6976.685682555712,,,
+"China, Hong Kong SAR",1971,7361.795924029748,,,
+"China, Hong Kong SAR",1972,8018.874820174029,,,
+"China, Hong Kong SAR",1973,8861.74596205484,,,
+"China, Hong Kong SAR",1974,8907.686551923573,,,
+"China, Hong Kong SAR",1975,8749.529574382454,,,
+"China, Hong Kong SAR",1976,9888.061214009123,,,
+"China, Hong Kong SAR",1977,10710.639037067132,,,
+"China, Hong Kong SAR",1978,11231.399492365634,,,
+"China, Hong Kong SAR",1979,12162.805846909896,,,
+"China, Hong Kong SAR",1980,13054.279716695064,,,
+"China, Hong Kong SAR",1981,13967.878837646362,,,
+"China, Hong Kong SAR",1982,14134.413184384028,,,
+"China, Hong Kong SAR",1983,14758.430927383431,,,
+"China, Hong Kong SAR",1984,15999.36712674125,,,
+"China, Hong Kong SAR",1985,15879.067285884192,,,
+"China, Hong Kong SAR",1986,17351.03529115768,,,
+"China, Hong Kong SAR",1987,19347.243875166492,,,
+"China, Hong Kong SAR",1988,20643.84734354022,,,
+"China, Hong Kong SAR",1989,20781.556828760895,,,
+"China, Hong Kong SAR",1990,21269.99202396943,,,
+"China, Hong Kong SAR",1991,22203.31797336184,,,
+"China, Hong Kong SAR",1992,23327.44549343338,,,
+"China, Hong Kong SAR",1993,24508.234290930457,,,
+"China, Hong Kong SAR",1994,25678.807370911036,,,
+"China, Hong Kong SAR",1995,25922.790056150396,,,
+"China, Hong Kong SAR",1996,26583.857914311477,,,
+"China, Hong Kong SAR",1997,27432.47790555331,,,
+"China, Hong Kong SAR",1998,25347.660687217347,,,
+"China, Hong Kong SAR",1999,25562.861991220296,,,
+"China, Hong Kong SAR",2000,27172.517854082904,,,
+"China, Hong Kong SAR",2001,27085.2718440824,,,
+"China, Hong Kong SAR",2002,27381.953089063376,,,
+"China, Hong Kong SAR",2003,28122.733453465047,,,
+"China, Hong Kong SAR",2004,30479.305113945957,,,
+"China, Hong Kong SAR",2005,32610.27541776374,,,
+"China, Hong Kong SAR",2006,34736.815572874206,,,
+"China, Hong Kong SAR",2007,36777.34996130988,,,
+"China, Hong Kong SAR",2008,37331.539761197906,,,
+"China, Hong Kong SAR",2009,36188.57397920573,,,
+"China, Hong Kong SAR",2010,38406.446811190996,,,
+"China, Hong Kong SAR",2011,40024.29671321199,,,
+"China, Hong Kong SAR",2012,40472.28102300489,,,
+"China, Hong Kong SAR",2013,41480.734798605336,,,
+"China, Hong Kong SAR",2014,42352.412091378676,,,
+"China, Hong Kong SAR",2015,43053.96532385324,,,
+"China, Hong Kong SAR",2016,43641.5066338177,,,
+"China, Hong Kong SAR",2017,44932.05579260518,,,
+"China, Hong Kong SAR",2018,45870.48586022912,,,
+"China, Macao Special Administrative Region",1970,9654.273745850507,,,
+"China, Macao Special Administrative Region",1971,10305.244746092696,,,
+"China, Macao Special Administrative Region",1972,11113.254150925526,,,
+"China, Macao Special Administrative Region",1973,12072.541719291643,,,
+"China, Macao Special Administrative Region",1974,13161.754194749321,,,
+"China, Macao Special Administrative Region",1975,14354.480216751534,,,
+"China, Macao Special Administrative Region",1976,15637.731108574364,,,
+"China, Macao Special Administrative Region",1977,17040.294705828688,,,
+"China, Macao Special Administrative Region",1978,18514.99963623391,,,
+"China, Macao Special Administrative Region",1979,19886.079106779292,,,
+"China, Macao Special Administrative Region",1980,21267.35446769515,,,
+"China, Macao Special Administrative Region",1981,22514.27093549733,,,
+"China, Macao Special Administrative Region",1982,23179.0438609323,,,
+"China, Macao Special Administrative Region",1983,24547.009042179856,,,
+"China, Macao Special Administrative Region",1984,25548.02476530736,,,
+"China, Macao Special Administrative Region",1985,24683.298544827805,,,
+"China, Macao Special Administrative Region",1986,25258.70434934423,,,
+"China, Macao Special Administrative Region",1987,27689.575149603806,,,
+"China, Macao Special Administrative Region",1988,28680.745764737883,,,
+"China, Macao Special Administrative Region",1989,29034.73030614431,,,
+"China, Macao Special Administrative Region",1990,30346.05895023811,,,
+"China, Macao Special Administrative Region",1991,30583.11891708444,,,
+"China, Macao Special Administrative Region",1992,33819.8914938694,,,
+"China, Macao Special Administrative Region",1993,34815.79254792408,,,
+"China, Macao Special Administrative Region",1994,35566.55621514941,,,
+"China, Macao Special Administrative Region",1995,36003.46818295496,,,
+"China, Macao Special Administrative Region",1996,35136.42437317259,,,
+"China, Macao Special Administrative Region",1997,34341.72962152924,,,
+"China, Macao Special Administrative Region",1998,32110.576246850527,,,
+"China, Macao Special Administrative Region",1999,30696.39585268124,,,
+"China, Macao Special Administrative Region",2000,31747.34700790731,,,
+"China, Macao Special Administrative Region",2001,31906.65612742561,,,
+"China, Macao Special Administrative Region",2002,33918.45800948962,,,
+"China, Macao Special Administrative Region",2003,36937.82820147639,,,
+"China, Macao Special Administrative Region",2004,45685.361627343336,,,
+"China, Macao Special Administrative Region",2005,48216.35565043964,,,
+"China, Macao Special Administrative Region",2006,53425.275298818255,,,
+"China, Macao Special Administrative Region",2007,59845.71925856875,,,
+"China, Macao Special Administrative Region",2008,60588.37051407552,,,
+"China, Macao Special Administrative Region",2009,60087.225012954106,,,
+"China, Macao Special Administrative Region",2010,73614.75404019693,,,
+"China, Macao Special Administrative Region",2011,87517.90845140723,,,
+"China, Macao Special Administrative Region",2012,93363.75529460474,,,
+"China, Macao Special Administrative Region",2013,101423.07632543784,,,
+"China, Macao Special Administrative Region",2014,98025.61527758802,,,
+"China, Macao Special Administrative Region",2015,75341.360464169,,,
+"China, Macao Special Administrative Region",2016,73384.54028001105,,,
+"China, Macao Special Administrative Region",2017,79245.13845690612,,,
+"China, Macao Special Administrative Region",2018,81787.15694693061,,,
+China,1970,279.5393402275219,,,
+China,1971,291.65079947732175,,,
+China,1972,295.5171603083781,,,
+China,1973,311.69362145165655,,,
+China,1974,312.2011814425515,,,
+China,1975,332.8495359589267,21.0,,
+China,1976,321.81050394797796,21.1,,
+China,1977,340.7713357721101,21.1,,
+China,1978,375.03724363339927,21.2,,
+China,1979,397.81345649709203,21.2,,
+China,1980,422.9866885901164,21.3,,
+China,1981,438.49904616161774,21.4,,
+China,1982,471.570167490366,21.4,,
+China,1983,515.0942091454541,21.5,,
+China,1984,584.5258986202242,21.5,,
+China,1985,652.2947330172511,21.6,,
+China,1986,698.0616327751019,21.7,,
+China,1987,764.7190462972217,21.7,,
+China,1988,834.3659988615599,21.8,,
+China,1989,853.9805919598006,21.8,,
+China,1990,873.3781466215198,21.9,,
+China,1991,941.4643792278956,21.9,,
+China,1992,1063.0753868647537,22.0,,
+China,1993,1198.6443244286847,22.0,,
+China,1994,1342.5662280212534,22.1,,
+China,1995,1476.5449538556782,22.1,,
+China,1996,1609.1632638952412,22.2,,
+China,1997,1743.3651183202676,22.2,,
+China,1998,1865.390684603616,22.3,,
+China,1999,1993.3708093601495,22.4,,
+China,2000,2147.4665890734395,22.4,3.01,72.1
+China,2001,2311.1108683189686,22.5,2.81,72.7
+China,2002,2506.3359258576693,22.5,2.88,73.2
+China,2003,2741.250941711727,22.6,2.89,73.5
+China,2004,3000.7397632161055,22.7,2.96,73.9
+China,2005,3323.341184649598,22.8,2.92,74.2
+China,2006,3724.7408522346273,22.8,3.28,74.4
+China,2007,4230.827317798072,22.9,3.89,74.7
+China,2008,4613.166239503207,23.0,4.27,74.7
+China,2009,5018.567619860506,23.1,4.88,75.1
+China,2010,5509.163483962933,23.2,,75.2
+China,2011,6001.629934229492,23.3,,75.4
+China,2012,6437.5303014891215,23.4,,75.6
+China,2013,6899.214211450179,23.5,,75.8
+China,2014,7362.877214211914,23.6,,76.0
+China,2015,7829.959886387229,23.7,,76.2
+China,2016,8314.69758369566,23.8,,76.4
+China,2017,8832.959923745047,,,
+China,2018,9369.330419137836,,,
+Colombia,1970,2353.44686883651,,,
+Colombia,1971,2434.3537094121325,,,
+Colombia,1972,2561.396193661871,,,
+Colombia,1973,2673.274220363991,,,
+Colombia,1974,2765.160278654269,,,
+Colombia,1975,2767.4279492014603,22.0,,
+Colombia,1976,2834.375366242478,22.2,,
+Colombia,1977,2886.9637758699773,22.3,,
+Colombia,1978,3062.2305300057965,22.4,,
+Colombia,1979,3155.905256344508,22.5,,
+Colombia,1980,3213.155483303168,22.6,,
+Colombia,1981,3215.0695080539745,22.8,,
+Colombia,1982,3175.665332986719,22.9,,
+Colombia,1983,3156.857351898882,23.0,,
+Colombia,1984,3193.9968831848228,23.1,,
+Colombia,1985,3225.0706900006635,23.2,,
+Colombia,1986,3343.5461694165588,23.3,,
+Colombia,1987,3452.7076319740627,23.5,,
+Colombia,1988,3522.2254142171537,23.6,,
+Colombia,1989,3571.21889437786,23.7,,
+Colombia,1990,3651.565453698055,23.8,,
+Colombia,1991,3652.303337294891,23.9,,
+Colombia,1992,3726.709369686175,24.0,,
+Colombia,1993,3864.438495123879,24.1,,
+Colombia,1994,3987.4821665859104,24.2,,
+Colombia,1995,4118.628097944936,24.3,,
+Colombia,1996,4129.05040321402,24.4,,
+Colombia,1997,4197.39571754951,24.6,,
+Colombia,1998,4150.83515457845,24.7,,
+Colombia,1999,3911.5731519193573,24.7,,
+Colombia,2000,3961.929490947657,24.8,4.52,71.1
+Colombia,2001,3965.7630429736814,24.9,4.31,71.2
+Colombia,2002,4003.46618308763,25.0,4.32,71.4
+Colombia,2003,4099.306743368877,25.1,4.14,72.1
+Colombia,2004,4257.162556436219,25.2,4.13,72.5
+Colombia,2005,4397.767259044046,25.3,4.27,72.9
+Colombia,2006,4635.780069409164,25.4,4.43,73.0
+Colombia,2007,4892.496603071466,25.4,4.54,73.4
+Colombia,2008,4992.777981141791,25.5,4.35,73.4
+Colombia,2009,4997.060077698846,25.6,4.24,73.5
+Colombia,2010,5159.812456591456,25.7,,73.5
+Colombia,2011,5486.319577842171,25.8,,74.2
+Colombia,2012,5649.361263964588,25.9,,74.3
+Colombia,2013,5854.026848430875,26.0,,74.4
+Colombia,2014,6069.185550619214,26.0,,74.7
+Colombia,2015,6175.876131512906,26.1,,74.9
+Colombia,2016,6219.1492774748285,26.2,,75.1
+Colombia,2017,6208.495605601529,,,
+Colombia,2018,6277.11437425799,,,
+Comoros,1970,1181.6165876248738,,,
+Comoros,1971,1208.100675958251,,,
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+Comoros,1973,1273.3092155357479,,,
+Comoros,1974,1281.069531109638,,,
+Comoros,1975,1327.182721395723,19.6,,
+Comoros,1976,1287.6914420329865,19.7,,
+Comoros,1977,1290.5996112604762,19.8,,
+Comoros,1978,1280.0445878509515,20.0,,
+Comoros,1979,1351.483162427415,20.1,,
+Comoros,1980,1402.3337984838429,20.2,,
+Comoros,1981,1411.695825081345,20.4,,
+Comoros,1982,1458.9102591893734,20.5,,
+Comoros,1983,1487.6120144230194,20.6,,
+Comoros,1984,1506.7502017508496,20.8,,
+Comoros,1985,1494.191667358528,20.9,,
+Comoros,1986,1480.6441825083684,21.1,,
+Comoros,1987,1461.3706889850218,21.2,,
+Comoros,1988,1456.9019793201196,21.3,,
+Comoros,1989,1391.2128920558757,21.5,,
+Comoros,1990,1362.2955591896914,21.6,,
+Comoros,1991,1346.393607764831,21.7,,
+Comoros,1992,1419.148232447884,21.8,,
+Comoros,1993,1420.0748670083626,22.0,,
+Comoros,1994,1307.3056654192615,22.1,,
+Comoros,1995,1317.1262555013393,22.2,,
+Comoros,1996,1264.2843244248677,22.3,,
+Comoros,1997,1282.6560942129006,22.4,,
+Comoros,1998,1263.5935365133012,22.5,,
+Comoros,1999,1255.0693359687589,22.6,,
+Comoros,2000,1253.1123842961072,22.8,0.08,59.5
+Comoros,2001,1250.730114154353,22.9,0.1,59.6
+Comoros,2002,1248.9608510869894,23.0,0.13,59.6
+Comoros,2003,1245.1640538743811,23.1,0.26,59.7
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+Comoros,2005,1243.7495343244545,23.3,0.24,60.1
+Comoros,2006,1247.0898782515906,23.4,0.24,60.4
+Comoros,2007,1021.5817694282124,23.5,0.15,60.7
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+Comoros,2009,1077.842267278147,23.7,0.18,61.4
+Comoros,2010,1102.6643704863216,23.8,,61.8
+Comoros,2011,1139.7020320983474,23.9,,62.3
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+Comoros,2016,1300.7060449356152,24.5,,63.9
+Comoros,2017,1308.9897582668532,,,
+Comoros,2018,1317.8403978849337,,,
+Congo,1970,1437.4397350162235,,,
+Congo,1971,1522.4641951158833,,,
+Congo,1972,1539.6482403912955,,,
+Congo,1973,1754.4401410050853,,,
+Congo,1974,1689.3979794445704,,,
+Congo,1975,1626.217682848098,19.5,,
+Congo,1976,1654.31839804329,19.6,,
+Congo,1977,1488.4044114087665,19.7,,
+Congo,1978,1532.7071394936406,19.9,,
+Congo,1979,1656.3354022654034,20.0,,
+Congo,1980,1812.7225669092034,20.1,,
+Congo,1981,2134.0959696569967,20.2,,
+Congo,1982,2561.174410894894,20.3,,
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+Congo,1984,2737.275532905784,20.6,,
+Congo,1985,2630.233396322265,20.7,,
+Congo,1986,2381.918034160131,20.8,,
+Congo,1987,2321.6278817137345,20.9,,
+Congo,1988,2298.9546372802947,21.0,,
+Congo,1989,2276.575318602916,21.1,,
+Congo,1990,2237.39390759487,21.2,,
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+Congo,1992,2225.05544648207,21.4,,
+Congo,1993,2143.076650196956,21.5,,
+Congo,1994,1969.59505543942,21.5,,
+Congo,1995,1991.2115563345992,21.6,,
+Congo,1996,2058.9663389554084,21.7,,
+Congo,1997,1951.7129226693728,21.8,,
+Congo,1998,1964.149491429781,21.9,,
+Congo,1999,1858.3995622680925,22.0,,
+Congo,2000,1942.2682779210927,22.0,2.05,53.1
+Congo,2001,1959.543134912844,22.1,2.05,53.2
+Congo,2002,1992.1073268157484,22.2,2.33,53.3
+Congo,2003,1951.3006983428127,22.3,2.26,54.0
+Congo,2004,1961.357056055384,22.4,2.03,54.8
+Congo,2005,2045.886898307988,22.5,2.28,56.0
+Congo,2006,2237.245003430521,22.5,2.68,57.5
+Congo,2007,2018.6750476736413,22.6,2.91,58.6
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+Congo,2009,2260.713614200686,22.7,3.45,60.9
+Congo,2010,2520.980942386027,22.8,,61.6
+Congo,2011,2479.912496372112,22.9,,62.2
+Congo,2012,2648.3804012175224,22.9,,62.8
+Congo,2013,2518.641758519007,23.0,,63.1
+Congo,2014,2696.7684546329274,23.1,,63.3
+Congo,2015,2284.0440023603282,23.1,,63.6
+Congo,2016,2164.4204503133815,23.2,,64.3
+Congo,2017,2044.0976320370996,,,
+Congo,2018,2012.4283500898753,,,
+Cook Islands,1970,5230.014583648994,,,
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+Cook Islands,2012,14988.245900558013,32.6,,
+Cook Islands,2013,15202.578395790222,32.7,,
+Cook Islands,2014,16151.932149066923,32.8,,
+Cook Islands,2015,17182.61476601625,32.9,,
+Cook Islands,2016,18089.3726241892,32.9,,
+Cook Islands,2017,19830.826695270873,,,
+Cook Islands,2018,20940.800485963857,,,
+Costa Rica,1970,4601.995467357586,,,
+Costa Rica,1971,4787.102550209963,,,
+Costa Rica,1972,5050.748102618489,,,
+Costa Rica,1973,5307.881355710573,,,
+Costa Rica,1974,5466.1746949206245,,,
+Costa Rica,1975,5442.745990591008,22.5,,
+Costa Rica,1976,5597.180515092458,22.6,,
+Costa Rica,1977,5938.141021820559,22.8,,
+Costa Rica,1978,6144.885174662433,22.9,,
+Costa Rica,1979,6278.075754122194,23.0,,
+Costa Rica,1980,6157.1867235668,23.1,,
+Costa Rica,1981,5857.265918260703,23.3,,
+Costa Rica,1982,5284.708629555633,23.4,,
+Costa Rica,1983,5289.778387758902,23.5,,
+Costa Rica,1984,5561.743843103781,23.6,,
+Costa Rica,1985,5453.439311747381,23.8,,
+Costa Rica,1986,5604.374540928812,23.9,,
+Costa Rica,1987,5719.556321760936,24.0,,
+Costa Rica,1988,5764.223928416661,24.2,,
+Costa Rica,1989,5934.315256137271,24.3,,
+Costa Rica,1990,5986.685029763181,24.4,,
+Costa Rica,1991,5964.099913587095,24.6,,
+Costa Rica,1992,6345.274987318945,24.7,,
+Costa Rica,1993,6622.159431942186,24.9,,
+Costa Rica,1994,6746.200240313517,25.0,,
+Costa Rica,1995,6852.478691624425,25.1,,
+Costa Rica,1996,6771.470543698682,25.3,,
+Costa Rica,1997,6981.86782080339,25.4,,
+Costa Rica,1998,7301.171266464714,25.5,,
+Costa Rica,1999,7429.811210542682,25.6,,
+Costa Rica,2000,7564.804707765505,25.8,4.24,77.4
+Costa Rica,2001,7689.70118105778,25.9,4.25,77.4
+Costa Rica,2002,7813.347609168497,26.0,4.16,78.2
+Costa Rica,2003,8022.349958932625,26.1,4.05,77.9
+Costa Rica,2004,8249.199022543204,26.2,4.08,77.8
+Costa Rica,2005,8447.856115401431,26.3,4.11,78.7
+Costa Rica,2006,8934.38934834847,26.4,4.19,78.3
+Costa Rica,2007,9534.2158829956,26.5,4.25,79.3
+Costa Rica,2008,9846.745916246458,26.6,4.29,79.2
+Costa Rica,2009,9626.903670141759,26.7,4.14,79.4
+Costa Rica,2010,9978.598166230126,26.8,,78.3
+Costa Rica,2011,10283.23660166142,26.9,,79.0
+Costa Rica,2012,10650.281959132812,27.0,,79.2
+Costa Rica,2013,10767.66375482761,27.1,,79.4
+Costa Rica,2014,11022.321249640521,27.2,,79.4
+Costa Rica,2015,11299.136177059223,27.3,,79.4
+Costa Rica,2016,11654.982628824706,27.3,,79.6
+Costa Rica,2017,11927.713291543578,,,
+Costa Rica,2018,12124.261617765753,,,
+Croatia,1990,9548.545462627202,24.8,,
+Croatia,1991,7560.799546019791,24.9,,
+Croatia,1992,6713.467017330346,24.9,,
+Croatia,1993,6221.091758509082,25.0,,
+Croatia,1994,6642.495832135069,25.1,,
+Croatia,1995,7159.493133342726,25.1,,
+Croatia,1996,7646.505396539901,25.2,,
+Croatia,1997,8239.386355045488,25.3,,
+Croatia,1998,8480.182767688431,25.4,,
+Croatia,1999,8477.77685332742,25.5,,
+Croatia,2000,8811.810023208913,25.6,13.24,74.4
+Croatia,2001,9148.05432011277,25.7,13.69,74.8
+Croatia,2002,9642.907696781722,25.8,13.88,74.9
+Croatia,2003,10202.823102900285,25.9,12.99,74.8
+Croatia,2004,10639.450436467263,26.0,12.42,75.5
+Croatia,2005,11113.203003381483,26.1,10.72,75.3
+Croatia,2006,11688.420284670688,26.2,10.98,75.9
+Croatia,2007,12327.528955645537,26.3,11.36,75.8
+Croatia,2008,12572.649596459541,26.4,11.36,76.0
+Croatia,2009,11677.875961356905,26.6,11.11,76.3
+Croatia,2010,11537.95911355696,26.7,,76.7
+Croatia,2011,11542.389313817304,26.8,,77.2
+Croatia,2012,11329.337366495152,26.9,,77.3
+Croatia,2013,11317.9911125393,27.0,,77.8
+Croatia,2014,11362.256136535747,27.1,,78.0
+Croatia,2015,11701.417358312396,27.3,,77.5
+Croatia,2016,12178.87595310343,27.4,,78.3
+Croatia,2017,12638.505687037314,,,
+Croatia,2018,13061.692567054162,,,
+Cuba,1970,2656.0141487517735,,,
+Cuba,1971,2833.418597751957,,,
+Cuba,1972,2918.424978006982,,,
+Cuba,1973,2968.189479753491,,,
+Cuba,1974,2951.701632083683,,,
+Cuba,1975,3188.4877336577283,22.6,,
+Cuba,1976,3323.6480970791276,22.7,,
+Cuba,1977,3578.6784383800536,22.8,,
+Cuba,1978,3784.167172959677,22.9,,
+Cuba,1979,3799.243948071232,23.0,,
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+Cuba,1981,4279.512762542852,23.1,,
+Cuba,1982,4641.743521361081,23.2,,
+Cuba,1983,4872.837893490164,23.3,,
+Cuba,1984,5232.846017406951,23.4,,
+Cuba,1985,5281.511595963743,23.5,,
+Cuba,1986,5241.907992357473,23.5,,
+Cuba,1987,5064.889314893441,23.6,,
+Cuba,1988,5196.562981043238,23.7,,
+Cuba,1989,5178.876974681701,23.8,,
+Cuba,1990,4982.057211674155,23.8,,
+Cuba,1991,4417.428420555874,23.9,,
+Cuba,1992,3883.000761491369,24.0,,
+Cuba,1993,3289.0692803233237,24.0,,
+Cuba,1994,3297.6256474053807,24.1,,
+Cuba,1995,3363.2049629658486,24.2,,
+Cuba,1996,3609.915943818009,24.2,,
+Cuba,1997,3693.0690836714034,24.3,,
+Cuba,1998,3682.632304043514,24.4,,
+Cuba,1999,3894.395360682758,24.5,,
+Cuba,2000,4109.286940703357,24.5,3.93,76.6
+Cuba,2001,4225.647590089982,24.6,4.05,76.6
+Cuba,2002,4272.4967001268515,24.7,4.1,77.7
+Cuba,2003,4422.906812391694,24.8,4.39,77.4
+Cuba,2004,4669.307739241295,24.8,4.36,77.4
+Cuba,2005,5187.089965716192,24.9,4.48,77.1
+Cuba,2006,5813.218698011873,25.0,4.17,78.0
+Cuba,2007,6240.907044957246,25.0,4.12,78.2
+Cuba,2008,6506.105125195961,25.1,4.25,78.0
+Cuba,2009,6606.533009597591,25.2,3.97,78.2
+Cuba,2010,6764.980885035824,25.2,,78.0
+Cuba,2011,6947.847569927153,25.3,,78.8
+Cuba,2012,7144.326851470513,25.4,,78.8
+Cuba,2013,7323.956644771702,25.4,,78.8
+Cuba,2014,7384.85357129129,25.5,,78.6
+Cuba,2015,7700.428943643798,25.6,,78.8
+Cuba,2016,7732.941888337187,25.6,,79.0
+Cuba,2017,7869.953672080353,,,
+Cuba,2018,8047.702924486339,,,
+Curaçao,2005,23136.000934346346,,,
+Curaçao,2006,23039.987142882845,,,
+Curaçao,2007,22954.698645117245,,,
+Curaçao,2008,22723.980151245894,,,
+Curaçao,2009,21924.527617811375,,,
+Curaçao,2010,21380.0066882025,,,
+Curaçao,2011,21069.930965738742,,,
+Curaçao,2012,20700.622543090918,,,
+Curaçao,2013,20277.29807358593,,,
+Curaçao,2014,19840.368961416883,,,
+Curaçao,2015,19718.29783948778,,,
+Curaçao,2016,19377.685035012106,,,
+Curaçao,2017,18929.602293316468,,,
+Curaçao,2018,18433.650607407028,,,
+Cyprus,1970,6071.692762732383,,,
+Cyprus,1971,6778.936763391889,,,
+Cyprus,1972,7164.581074787927,,,
+Cyprus,1973,7265.064634192926,,,
+Cyprus,1974,7365.332679498287,,,
+Cyprus,1975,6182.730727223783,23.7,,
+Cyprus,1976,7356.943799780962,23.8,,
+Cyprus,1977,8524.233017354669,23.9,,
+Cyprus,1978,9137.2689327585,24.1,,
+Cyprus,1979,9967.426180072442,24.2,,
+Cyprus,1980,10445.409227483888,24.4,,
+Cyprus,1981,10630.333882396904,24.5,,
+Cyprus,1982,11173.303445517886,24.6,,
+Cyprus,1983,11615.918148577022,24.8,,
+Cyprus,1984,12470.668604827666,24.9,,
+Cyprus,1985,12903.915730388413,25.0,,
+Cyprus,1986,13238.80845554672,25.1,,
+Cyprus,1987,14019.602181203716,25.2,,
+Cyprus,1988,15020.777292981316,25.3,,
+Cyprus,1989,16001.030862163308,25.4,,
+Cyprus,1990,16886.601568593473,25.5,,
+Cyprus,1991,16557.589735215177,25.6,,
+Cyprus,1992,17653.14435099536,25.7,,
+Cyprus,1993,17344.924223197846,25.7,,
+Cyprus,1994,17968.041987719134,25.8,,
+Cyprus,1995,19396.042207057773,25.9,,
+Cyprus,1996,19335.007945230234,26.0,,
+Cyprus,1997,19564.455881365313,26.0,,
+Cyprus,1998,20500.05502946266,26.1,,
+Cyprus,1999,21289.49932974435,26.2,,
+Cyprus,2000,22325.346516176116,26.3,9.56,77.4
+Cyprus,2001,22952.962766524714,26.3,10.16,78.5
+Cyprus,2002,23528.900675724242,26.4,11.68,78.2
+Cyprus,2003,23869.161312642937,26.5,10.62,78.3
+Cyprus,2004,24719.58238899288,26.5,13.03,78.4
+Cyprus,2005,25548.5976872214,26.6,11.41,78.0
+Cyprus,2006,26310.338783733376,26.6,11.48,79.1
+Cyprus,2007,27069.039221487354,26.7,11.58,78.8
+Cyprus,2008,27360.56881035337,26.7,12.03,79.3
+Cyprus,2009,26098.962894384622,26.7,10.81,79.5
+Cyprus,2010,25937.591900936994,26.7,,79.8
+Cyprus,2011,25385.659522812573,26.8,,80.1
+Cyprus,2012,24140.04412549615,26.8,,80.0
+Cyprus,2013,22610.787256022802,26.8,,80.3
+Cyprus,2014,22434.72964501199,26.8,,80.2
+Cyprus,2015,23323.372131360455,26.8,,80.5
+Cyprus,2016,24782.829923424684,26.8,,80.7
+Cyprus,2017,25766.74393210573,,,
+Cyprus,2018,26596.738201563778,,,
+Czechia,1990,11581.747328709513,26.5,,
+Czechia,1991,10231.016300962301,26.5,,
+Czechia,1992,10172.726287104324,26.5,,
+Czechia,1993,10173.459841615728,26.5,,
+Czechia,1994,10467.134412664343,26.4,,
+Czechia,1995,11121.317060276557,26.4,,
+Czechia,1996,11599.778674019097,26.4,,
+Czechia,1997,11544.150197896952,26.4,,
+Czechia,1998,11523.024199101808,26.5,,
+Czechia,1999,11707.223742041457,26.5,,
+Czechia,2000,12226.95363619831,26.5,13.9,75.0
+Czechia,2001,12605.105207154093,26.5,13.64,75.4
+Czechia,2002,12836.834055987898,26.5,13.77,75.6
+Czechia,2003,13316.391550449276,26.6,13.87,75.5
+Czechia,2004,13969.355406954906,26.6,13.42,76.0
+Czechia,2005,14854.869233179345,26.6,13.66,76.1
+Czechia,2006,15810.611241624312,26.7,13.58,76.8
+Czechia,2007,16601.437555173037,26.7,13.83,77.0
+Czechia,2008,16935.990508289964,26.7,13.65,77.3
+Czechia,2009,16025.952971919965,26.8,13.43,77.4
+Czechia,2010,16315.058173414782,26.8,,77.6
+Czechia,2011,16557.969742697012,26.9,,77.9
+Czechia,2012,16402.594717609703,26.9,,78.2
+Czechia,2013,16315.180618015433,27.0,,78.3
+Czechia,2014,16750.9177626649,27.0,,78.9
+Czechia,2015,17623.143491915213,27.0,,78.6
+Czechia,2016,18025.319243980823,27.1,,79.2
+Czechia,2017,18770.688194783743,,,
+Czechia,2018,19281.232323781147,,,
+Côte d'Ivoire,1970,1787.4684508876994,,,
+Côte d'Ivoire,1971,1873.2914358439484,,,
+Côte d'Ivoire,1972,1866.0197287892518,,,
+Côte d'Ivoire,1973,1887.0041097957787,,,
+Côte d'Ivoire,1974,1878.6904406363576,,,
+Côte d'Ivoire,1975,1941.4031588266475,20.1,,
+Côte d'Ivoire,1976,2076.6164727123496,20.2,,
+Côte d'Ivoire,1977,2077.505078873767,20.3,,
+Côte d'Ivoire,1978,2182.603885277231,20.5,,
+Côte d'Ivoire,1979,2126.945751235294,20.6,,
+Côte d'Ivoire,1980,1811.9312919825575,20.7,,
+Côte d'Ivoire,1981,1794.9068624518088,20.8,,
+Côte d'Ivoire,1982,1722.3249029168353,21.0,,
+Côte d'Ivoire,1983,1586.3926718894456,21.1,,
+Côte d'Ivoire,1984,1481.1595336911876,21.2,,
+Côte d'Ivoire,1985,1487.256164343516,21.3,,
+Côte d'Ivoire,1986,1477.7485679585045,21.4,,
+Côte d'Ivoire,1987,1418.8141507978385,21.5,,
+Côte d'Ivoire,1988,1383.2504267376305,21.6,,
+Côte d'Ivoire,1989,1492.8586138078815,21.6,,
+Côte d'Ivoire,1990,1422.257626730604,21.7,,
+Côte d'Ivoire,1991,1372.6979725789645,21.8,,
+Côte d'Ivoire,1992,1316.2391105368333,21.9,,
+Côte d'Ivoire,1993,1265.629528515605,22.0,,
+Côte d'Ivoire,1994,1249.1142014602096,22.1,,
+Côte d'Ivoire,1995,1293.4863760498079,22.2,,
+Côte d'Ivoire,1996,1336.9188176043365,22.3,,
+Côte d'Ivoire,1997,1369.4069084360065,22.4,,
+Côte d'Ivoire,1998,1397.2772900429466,22.5,,
+Côte d'Ivoire,1999,1385.0571365099506,22.6,,
+Côte d'Ivoire,2000,1321.6141624483366,22.7,4.65,49.2
+Côte d'Ivoire,2001,1291.941250629021,22.7,4.67,49.2
+Côte d'Ivoire,2002,1242.4899692751153,22.8,4.56,49.0
+Côte d'Ivoire,2003,1199.966597554555,22.9,4.65,49.1
+Côte d'Ivoire,2004,1189.6763933358397,23.0,0.85,49.4
+Côte d'Ivoire,2005,1184.8345346769115,23.1,0.85,50.1
+Côte d'Ivoire,2006,1177.1160816654806,23.2,0.81,50.7
+Côte d'Ivoire,2007,1171.8792763926447,23.3,0.91,51.2
+Côte d'Ivoire,2008,1175.158919637333,23.3,0.97,51.9
+Côte d'Ivoire,2009,1185.931941350218,23.4,0.99,52.1
+Côte d'Ivoire,2010,1181.94194272249,23.5,,52.5
+Côte d'Ivoire,2011,1105.624804836536,23.5,,52.9
+Côte d'Ivoire,2012,1188.017611550135,23.6,,52.9
+Côte d'Ivoire,2013,1266.569083625763,23.6,,53.1
+Côte d'Ivoire,2014,1343.5635577442754,23.7,,53.4
+Côte d'Ivoire,2015,1425.9519240421398,23.7,,53.9
+Côte d'Ivoire,2016,1501.0697276623057,23.8,,54.6
+Côte d'Ivoire,2017,1576.0137138404423,,,
+Côte d'Ivoire,2018,1650.4912710894737,,,
+Democratic People's Republic of Korea,1970,596.3958994018301,,,
+Democratic People's Republic of Korea,1971,640.6764408889912,,,
+Democratic People's Republic of Korea,1972,688.7843508316747,,,
+Democratic People's Republic of Korea,1973,741.6149293012407,,,
+Democratic People's Republic of Korea,1974,800.331119737273,,,
+Democratic People's Republic of Korea,1975,866.0480411855381,21.7,,
+Democratic People's Republic of Korea,1976,886.3071938881421,21.8,,
+Democratic People's Republic of Korea,1977,909.3618060132404,21.9,,
+Democratic People's Republic of Korea,1978,934.4395055733718,21.9,,
+Democratic People's Republic of Korea,1979,960.3530329078692,22.0,,
+Democratic People's Republic of Korea,1980,986.1968342414829,22.0,,
+Democratic People's Republic of Korea,1981,1007.7425253468898,22.1,,
+Democratic People's Republic of Korea,1982,1028.9354598777393,22.1,,
+Democratic People's Republic of Korea,1983,1050.1159611353366,22.2,,
+Democratic People's Republic of Korea,1984,1071.869998443225,22.2,,
+Democratic People's Republic of Korea,1985,1094.6241877783095,22.3,,
+Democratic People's Republic of Korea,1986,1093.7513420803111,22.4,,
+Democratic People's Republic of Korea,1987,1093.3575471075903,22.4,,
+Democratic People's Republic of Korea,1988,1026.8020175752915,22.5,,
+Democratic People's Republic of Korea,1989,994.5565702553182,22.5,,
+Democratic People's Republic of Korea,1990,925.3876885692783,22.5,,
+Democratic People's Republic of Korea,1991,856.7208172201981,22.6,,
+Democratic People's Republic of Korea,1992,782.8046402741686,22.6,,
+Democratic People's Republic of Korea,1993,735.6605332012082,22.7,,
+Democratic People's Republic of Korea,1994,711.5671843664175,22.7,,
+Democratic People's Republic of Korea,1995,673.8291121398116,22.8,,
+Democratic People's Republic of Korea,1996,642.5515147343772,22.8,,
+Democratic People's Republic of Korea,1997,594.414511805492,22.9,,
+Democratic People's Republic of Korea,1998,583.8428678680398,22.9,,
+Democratic People's Republic of Korea,1999,613.8857105254183,23.0,,
+Democratic People's Republic of Korea,2000,610.8050745119647,23.0,3.54,65.2
+Democratic People's Republic of Korea,2001,628.6554251301754,23.1,2.54,66.5
+Democratic People's Republic of Korea,2002,631.7309282240569,23.1,3.09,67.6
+Democratic People's Republic of Korea,2003,639.077633914794,23.2,3.13,68.2
+Democratic People's Republic of Korea,2004,648.2570892239999,23.2,3.13,68.5
+Democratic People's Republic of Korea,2005,667.8133583553802,23.3,3.2,68.7
+Democratic People's Republic of Korea,2006,656.8228161775762,23.3,3.27,68.7
+Democratic People's Republic of Korea,2007,645.4474591230182,23.4,3.12,68.6
+Democratic People's Republic of Korea,2008,662.1113826423982,23.5,3.15,68.7
+Democratic People's Republic of Korea,2009,652.9204068570548,23.5,3.34,69.0
+Democratic People's Republic of Korea,2010,646.6468570731658,23.6,,69.6
+Democratic People's Republic of Korea,2011,648.5113539486996,23.7,,70.2
+Democratic People's Republic of Korea,2012,653.6241039869817,23.8,,70.8
+Democratic People's Republic of Korea,2013,657.216586444858,23.9,,71.2
+Democratic People's Republic of Korea,2014,660.6723956362249,23.9,,71.5
+Democratic People's Republic of Korea,2015,649.8556560020608,24.0,,71.8
+Democratic People's Republic of Korea,2016,671.6927900247098,24.1,,71.9
+Democratic People's Republic of Korea,2017,645.1863787904716,,,
+Democratic People's Republic of Korea,2018,615.5247870263798,,,
+Democratic Republic of the Congo,1970,1290.7415530664832,,,
+Democratic Republic of the Congo,1971,1331.45434444637,,,
+Democratic Republic of the Congo,1972,1298.2825694607286,,,
+Democratic Republic of the Congo,1973,1367.09334724863,,,
+Democratic Republic of the Congo,1974,1372.4522901338494,,,
+Democratic Republic of the Congo,1975,1268.6980086830256,18.4,,
+Democratic Republic of the Congo,1976,1167.8484873261852,18.5,,
+Democratic Republic of the Congo,1977,1143.3146261342958,18.6,,
+Democratic Republic of the Congo,1978,1051.5319345152132,18.7,,
+Democratic Republic of the Congo,1979,1026.952946945577,18.8,,
+Democratic Republic of the Congo,1980,1021.8093007058304,18.9,,
+Democratic Republic of the Congo,1981,1019.4724113030346,19.0,,
+Democratic Republic of the Congo,1982,990.0208110395571,19.1,,
+Democratic Republic of the Congo,1983,979.7289887856579,19.2,,
+Democratic Republic of the Congo,1984,1008.598225672716,19.3,,
+Democratic Republic of the Congo,1985,987.4914643109464,19.4,,
+Democratic Republic of the Congo,1986,1007.0238295327513,19.5,,
+Democratic Republic of the Congo,1987,1006.2621147721219,19.5,,
+Democratic Republic of the Congo,1988,982.4803789109642,19.6,,
+Democratic Republic of the Congo,1989,940.4464612629115,19.7,,
+Democratic Republic of the Congo,1990,849.5502535095246,19.8,,
+Democratic Republic of the Congo,1991,749.9245005990068,19.9,,
+Democratic Republic of the Congo,1992,645.5519260076603,20.0,,
+Democratic Republic of the Congo,1993,537.2757648297195,20.1,,
+Democratic Republic of the Congo,1994,497.88792250663425,20.2,,
+Democratic Republic of the Congo,1995,485.41578233414094,20.3,,
+Democratic Republic of the Congo,1996,467.1785293792586,20.3,,
+Democratic Republic of the Congo,1997,430.1724617223933,20.4,,
+Democratic Republic of the Congo,1998,413.5352018188454,20.5,,
+Democratic Republic of the Congo,1999,386.6551623658471,20.6,,
+Democratic Republic of the Congo,2000,350.8722829166248,20.7,0.55,51.7
+Democratic Republic of the Congo,2001,334.1202930096545,20.8,0.47,52.2
+Democratic Republic of the Congo,2002,334.0131052962289,20.9,0.52,52.4
+Democratic Republic of the Congo,2003,341.986493719595,21.0,0.48,53.2
+Democratic Republic of the Congo,2004,353.730429670864,21.1,0.34,54.0
+Democratic Republic of the Congo,2005,363.6668104409233,21.1,0.37,54.8
+Democratic Republic of the Congo,2006,370.88499956793515,21.2,0.44,55.5
+Democratic Republic of the Congo,2007,381.4545772600349,21.3,0.87,56.1
+Democratic Republic of the Congo,2008,392.07376023778625,21.4,1.13,56.7
+Democratic Republic of the Congo,2009,390.11116802746955,21.5,1.01,57.1
+Democratic Republic of the Congo,2010,404.1505147108853,21.6,,57.8
+Democratic Republic of the Congo,2011,417.7561230751953,21.6,,58.3
+Democratic Republic of the Congo,2012,432.6772584512336,21.7,,58.6
+Democratic Republic of the Congo,2013,453.9978031409035,21.8,,59.1
+Democratic Republic of the Congo,2014,480.76294323744344,21.9,,59.6
+Democratic Republic of the Congo,2015,497.31661373338255,21.9,,60.1
+Democratic Republic of the Congo,2016,492.8061631549528,22.0,,60.5
+Democratic Republic of the Congo,2017,494.65409667038796,,,
+Democratic Republic of the Congo,2018,506.653745792391,,,
+Denmark,1970,26914.387143728116,,,
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+Denmark,2018,56759.12409348613,,,
+Djibouti,1970,3254.3811895541016,,,
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+Djibouti,2010,1744.7956079820506,23.9,,61.6
+Djibouti,2011,1937.4247172945843,23.9,,62.1
+Djibouti,2012,2155.5807885965132,23.9,,62.6
+Djibouti,2013,2401.6597423082007,23.9,,63.0
+Djibouti,2014,2527.1873602425817,24.0,,63.1
+Djibouti,2015,2675.605374662515,24.0,,63.6
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+Djibouti,2017,2910.099530806391,,,
+Djibouti,2018,3026.9589579745457,,,
+Dominica,1970,1911.6546100967898,,,
+Dominica,1971,2038.4809590051284,,,
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+Dominica,1974,2528.164381893555,,,
+Dominica,1975,2595.16159112158,22.7,,
+Dominica,1976,2754.0200842850522,22.8,,
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+Dominica,1978,3090.374720965705,23.0,,
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+Dominica,1985,3743.386789672202,23.9,,
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+Dominica,1989,4832.324646972403,24.4,,
+Dominica,1990,5110.506826288264,24.6,,
+Dominica,1991,5205.542876611113,24.7,,
+Dominica,1992,5334.987935546108,24.8,,
+Dominica,1993,5299.579540205043,24.9,,
+Dominica,1994,5359.392286829391,25.0,,
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+Dominica,1996,5665.7008946834085,25.2,,
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+Dominica,1998,6054.665456261749,25.4,,
+Dominica,1999,6123.994006325219,25.5,,
+Dominica,2000,6179.347413668838,25.6,8.74,
+Dominica,2001,6199.311286569535,25.7,8.54,
+Dominica,2002,6057.697683540371,25.8,8.69,
+Dominica,2003,6497.525326275792,25.9,8.02,
+Dominica,2004,6642.101711120293,25.9,8.92,
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+Dominica,2007,7292.828021467051,26.2,8.89,
+Dominica,2008,7859.392354223716,26.3,9.48,
+Dominica,2009,7768.11532219817,26.4,8.63,
+Dominica,2010,7550.419787940489,26.5,,
+Dominica,2011,7559.808473135022,26.6,,
+Dominica,2012,7468.283290479264,26.7,,
+Dominica,2013,7487.195848575758,26.8,,
+Dominica,2014,7807.334676457598,26.8,,
+Dominica,2015,7597.735830600417,26.9,,
+Dominica,2016,7776.029556660494,27.0,,
+Dominica,2017,7199.563336026562,,,
+Dominica,2018,7345.43594770977,,,
+Dominican Republic,1970,1630.239036235058,,,
+Dominican Republic,1971,1757.674740361509,,,
+Dominican Republic,1972,1888.0493160345743,,,
+Dominican Republic,1973,2075.262116407414,,,
+Dominican Republic,1974,2142.90221895207,,,
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+Dominican Republic,1976,2286.5671384153834,22.2,,
+Dominican Republic,1977,2341.91051995461,22.3,,
+Dominican Republic,1978,2335.0968734758294,22.5,,
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+Dominican Republic,1980,2515.39025699463,22.7,,
+Dominican Republic,1981,2564.698545624661,22.9,,
+Dominican Republic,1982,2551.6089348343708,23.0,,
+Dominican Republic,1983,2612.9011658458307,23.1,,
+Dominican Republic,1984,2590.440728208665,23.2,,
+Dominican Republic,1985,2483.5011099960952,23.3,,
+Dominican Republic,1986,2519.241109639945,23.4,,
+Dominican Republic,1987,2719.3104807371546,23.5,,
+Dominican Republic,1988,2723.901230470279,23.6,,
+Dominican Republic,1989,2789.1316466248845,23.7,,
+Dominican Republic,1990,2599.25346193991,23.8,,
+Dominican Republic,1991,2569.866103027839,23.9,,
+Dominican Republic,1992,2787.1611595007917,24.0,,
+Dominican Republic,1993,2933.772248910024,24.1,,
+Dominican Republic,1994,2947.733486904792,24.2,,
+Dominican Republic,1995,3055.7715115429187,24.3,,
+Dominican Republic,1996,3218.7269958019465,24.4,,
+Dominican Republic,1997,3419.7547149799334,24.6,,
+Dominican Republic,1998,3601.5787641701136,24.7,,
+Dominican Republic,1999,3784.076008118858,24.8,,
+Dominican Republic,2000,3937.6973981740052,24.9,6.72,69.7
+Dominican Republic,2001,3949.599184764434,25.0,6.36,69.8
+Dominican Republic,2002,4117.690441828698,25.1,6.65,69.9
+Dominican Republic,2003,4049.0874451158097,25.2,6.53,70.0
+Dominican Republic,2004,4045.473156334795,25.3,5.31,69.9
+Dominican Republic,2005,4360.522573692693,25.4,5.75,70.4
+Dominican Republic,2006,4762.27447108499,25.5,5.84,70.7
+Dominican Republic,2007,5099.385302913112,25.6,5.92,71.0
+Dominican Republic,2008,5196.712344687928,25.7,5.91,71.4
+Dominican Republic,2009,5180.881425952306,25.8,5.63,71.7
+Dominican Republic,2010,5544.410947753306,25.9,,72.0
+Dominican Republic,2011,5649.329960500316,26.0,,72.3
+Dominican Republic,2012,5734.065532869759,26.1,,72.5
+Dominican Republic,2013,5943.402325498469,26.2,,72.8
+Dominican Republic,2014,6323.641786018796,26.3,,73.0
+Dominican Republic,2015,6691.7172632792,26.4,,73.3
+Dominican Republic,2016,7054.5547700911775,26.5,,73.5
+Dominican Republic,2017,7294.729988135936,,,
+Dominican Republic,2018,7718.049249277888,,,
+Eastern Africa,1970,517.0962657868503,,,
+Eastern Africa,1971,528.0774790840383,,,
+Eastern Africa,1972,538.8051565366148,,,
+Eastern Africa,1973,536.0979756627672,,,
+Eastern Africa,1974,535.6165348530403,,,
+Eastern Africa,1975,526.8079278625904,,,
+Eastern Africa,1976,529.4418422249449,,,
+Eastern Africa,1977,525.4091530507803,,,
+Eastern Africa,1978,520.0641184078333,,,
+Eastern Africa,1979,519.7801024448443,,,
+Eastern Africa,1980,525.2216080914395,,,
+Eastern Africa,1981,520.9277944833765,,,
+Eastern Africa,1982,516.0131817511066,,,
+Eastern Africa,1983,507.99276606583334,,,
+Eastern Africa,1984,492.9189487762381,,,
+Eastern Africa,1985,487.8480654505861,,,
+Eastern Africa,1986,493.63924924430114,,,
+Eastern Africa,1987,502.3689834739831,,,
+Eastern Africa,1988,509.03228028007373,,,
+Eastern Africa,1989,512.4723606261481,,,
+Eastern Africa,1990,513.2955948990818,,,
+Eastern Africa,1991,505.08667309679953,,,
+Eastern Africa,1992,486.6407602616933,,,
+Eastern Africa,1993,493.2989060777384,,,
+Eastern Africa,1994,485.2149486046096,,,
+Eastern Africa,1995,494.29584453196605,,,
+Eastern Africa,1996,512.9559506200692,,,
+Eastern Africa,1997,514.799016874264,,,
+Eastern Africa,1998,515.4988552111806,,,
+Eastern Africa,1999,517.4254586272167,,,
+Eastern Africa,2000,515.3774374840509,,,
+Eastern Africa,2001,525.557924507393,,,
+Eastern Africa,2002,522.3698085036519,,,
+Eastern Africa,2003,524.8618747465667,,,
+Eastern Africa,2004,541.9631585851063,,,
+Eastern Africa,2005,561.4682003871844,,,
+Eastern Africa,2006,580.5200429995688,,,
+Eastern Africa,2007,605.8996274098464,,,
+Eastern Africa,2008,652.2342022869834,,,
+Eastern Africa,2009,679.324859287926,,,
+Eastern Africa,2010,712.960538131579,,,
+Eastern Africa,2011,744.166224631566,,,
+Eastern Africa,2012,744.5781200636795,,,
+Eastern Africa,2013,774.5134056016028,,,
+Eastern Africa,2014,804.1464649671705,,,
+Eastern Africa,2015,828.6294597061237,,,
+Eastern Africa,2016,846.854955687594,,,
+Eastern Africa,2017,870.9870788873984,,,
+Eastern Africa,2018,898.7986632378083,,,
+Eastern Asia,1970,1796.5076734330585,,,
+Eastern Asia,1971,1848.9450063963666,,,
+Eastern Asia,1972,1949.5563345809662,,,
+Eastern Asia,1973,2068.6176584081313,,,
+Eastern Asia,1974,2024.1275836583384,,,
+Eastern Asia,1975,2067.9727601861687,,,
+Eastern Asia,1976,2115.428721144045,,,
+Eastern Asia,1977,2197.0643371767205,,,
+Eastern Asia,1978,2309.4872214872116,,,
+Eastern Asia,1979,2417.6921737859907,,,
+Eastern Asia,1980,2469.5894836341995,,,
+Eastern Asia,1981,2551.028057103423,,,
+Eastern Asia,1982,2629.6547902258,,,
+Eastern Asia,1983,2734.1077155307876,,,
+Eastern Asia,1984,2879.7119170925516,,,
+Eastern Asia,1985,3025.2260561416374,,,
+Eastern Asia,1986,3131.9043405396465,,,
+Eastern Asia,1987,3292.991255334835,,,
+Eastern Asia,1988,3494.731912834375,,,
+Eastern Asia,1989,3606.0387231220698,,,
+Eastern Asia,1990,3732.010596332626,,,
+Eastern Asia,1991,3879.6046780994966,,,
+Eastern Asia,1992,4006.292160391068,,,
+Eastern Asia,1993,4116.685883928807,,,
+Eastern Asia,1994,4285.73751058017,,,
+Eastern Asia,1995,4489.8730059631125,,,
+Eastern Asia,1996,4699.741490674843,,,
+Eastern Asia,1997,4857.151465112323,,,
+Eastern Asia,1998,4881.888715039237,,,
+Eastern Asia,1999,5026.184543196701,,,
+Eastern Asia,2000,5269.432391621082,,,
+Eastern Asia,2001,5421.990880994823,,,
+Eastern Asia,2002,5627.077545240961,,,
+Eastern Asia,2003,5878.988320233373,,,
+Eastern Asia,2004,6197.87011341896,,,
+Eastern Asia,2005,6547.951663023359,,,
+Eastern Asia,2006,6968.9262062554135,,,
+Eastern Asia,2007,7495.054810526897,,,
+Eastern Asia,2008,7801.8029544429255,,,
+Eastern Asia,2009,7983.732533919502,,,
+Eastern Asia,2010,8583.066121362695,,,
+Eastern Asia,2011,9036.548408017336,,,
+Eastern Asia,2012,9462.363594790146,,,
+Eastern Asia,2013,9934.992540563846,,,
+Eastern Asia,2014,10371.194900722056,,,
+Eastern Asia,2015,10813.0713932607,,,
+Eastern Asia,2016,11266.91837245882,,,
+Eastern Asia,2017,11798.108368369356,,,
+Eastern Asia,2018,12308.212790092848,,,
+Eastern Europe,1970,2968.5323140265164,,,
+Eastern Europe,1971,3116.635595497132,,,
+Eastern Europe,1972,3210.6507048690473,,,
+Eastern Europe,1973,3408.3203615353036,,,
+Eastern Europe,1974,3572.1440422859373,,,
+Eastern Europe,1975,3688.279883704113,,,
+Eastern Europe,1976,3889.0169072281715,,,
+Eastern Europe,1977,4074.736786644452,,,
+Eastern Europe,1978,4250.201826820212,,,
+Eastern Europe,1979,4364.890217412794,,,
+Eastern Europe,1980,4457.446564081775,,,
+Eastern Europe,1981,4529.292673457315,,,
+Eastern Europe,1982,4720.552115158764,,,
+Eastern Europe,1983,4891.930048710055,,,
+Eastern Europe,1984,5058.211634949398,,,
+Eastern Europe,1985,5099.886963180888,,,
+Eastern Europe,1986,5162.689701440997,,,
+Eastern Europe,1987,5233.737039475881,,,
+Eastern Europe,1988,5424.044135969947,,,
+Eastern Europe,1989,5624.1858223113895,,,
+Eastern Europe,1990,6370.280669813694,,,
+Eastern Europe,1991,5916.574170559176,,,
+Eastern Europe,1992,5289.233725448985,,,
+Eastern Europe,1993,4983.133898673751,,,
+Eastern Europe,1994,4603.8925716103,,,
+Eastern Europe,1995,4575.601124525574,,,
+Eastern Europe,1996,4563.8704888538805,,,
+Eastern Europe,1997,4640.323874778766,,,
+Eastern Europe,1998,4584.092397802711,,,
+Eastern Europe,1999,4788.128438707401,,,
+Eastern Europe,2000,5147.691452258412,,,
+Eastern Europe,2001,5391.287215314589,,,
+Eastern Europe,2002,5640.935449846612,,,
+Eastern Europe,2003,5998.297680568381,,,
+Eastern Europe,2004,6442.495909279679,,,
+Eastern Europe,2005,6827.023880823907,,,
+Eastern Europe,2006,7358.817190864442,,,
+Eastern Europe,2007,7931.668172478014,,,
+Eastern Europe,2008,8336.949513879885,,,
+Eastern Europe,2009,7866.674757317465,,,
+Eastern Europe,2010,8131.750972130995,,,
+Eastern Europe,2011,8458.763062178921,,,
+Eastern Europe,2012,8658.960120334767,,,
+Eastern Europe,2013,8794.017050628116,,,
+Eastern Europe,2014,8921.718690164851,,,
+Eastern Europe,2015,8924.14484642551,,,
+Eastern Europe,2016,9064.187948396118,,,
+Eastern Europe,2017,9350.47427532687,,,
+Eastern Europe,2018,9662.333245606911,,,
+Ecuador,1970,2858.266533742163,,,
+Ecuador,1971,2951.543977566187,,,
+Ecuador,1972,3011.917369399498,,,
+Ecuador,1973,3335.8726969779555,,,
+Ecuador,1974,3607.0211165811015,,,
+Ecuador,1975,3893.450690354826,22.3,,
+Ecuador,1976,4068.9162974261103,22.4,,
+Ecuador,1977,4024.509024686581,22.6,,
+Ecuador,1978,4142.737248693358,22.7,,
+Ecuador,1979,4186.064073638209,22.8,,
+Ecuador,1980,4229.853273159074,22.9,,
+Ecuador,1981,4353.666692572137,23.1,,
+Ecuador,1982,4270.137540199786,23.2,,
+Ecuador,1983,4149.565146348445,23.3,,
+Ecuador,1984,4153.108332669476,23.4,,
+Ecuador,1985,4210.527069873203,23.6,,
+Ecuador,1986,4250.290306554058,23.7,,
+Ecuador,1987,4136.934466458886,23.8,,
+Ecuador,1988,4275.895198767727,23.9,,
+Ecuador,1989,4216.766425526333,24.0,,
+Ecuador,1990,4269.781643328216,24.2,,
+Ecuador,1991,4350.306679474707,24.3,,
+Ecuador,1992,4341.280858573965,24.4,,
+Ecuador,1993,4327.860963842041,24.5,,
+Ecuador,1994,4412.901291644423,24.6,,
+Ecuador,1995,4414.928643380123,24.7,,
+Ecuador,1996,4396.219406337969,24.9,,
+Ecuador,1997,4491.202825071003,25.0,,
+Ecuador,1998,4543.999832371529,25.1,,
+Ecuador,1999,4243.8701543729885,25.2,,
+Ecuador,2000,4209.344979485012,25.3,4.01,72.7
+Ecuador,2001,4299.199771110056,25.4,4.19,73.3
+Ecuador,2002,4397.423038222859,25.5,3.98,73.7
+Ecuador,2003,4440.72979468167,25.7,4.04,74.5
+Ecuador,2004,4725.233137863604,25.8,4.09,74.6
+Ecuador,2005,4892.688491283108,25.9,3.9,74.5
+Ecuador,2006,5023.287755818872,26.0,3.88,74.7
+Ecuador,2007,5048.143495652069,26.1,3.99,75.0
+Ecuador,2008,5280.714003133818,26.2,4.12,74.9
+Ecuador,2009,5224.834093045456,26.4,4.2,75.4
+Ecuador,2010,5323.736418203953,26.5,,75.3
+Ecuador,2011,5654.9284409922175,26.6,,75.6
+Ecuador,2012,5885.099100238454,26.7,,75.7
+Ecuador,2013,6084.443519405656,26.9,,76.1
+Ecuador,2014,6218.236076766768,27.0,,76.3
+Ecuador,2015,6124.491642620722,27.1,,76.3
+Ecuador,2016,5947.001989988377,27.3,,76.5
+Ecuador,2017,5981.130836215396,,,
+Ecuador,2018,5957.380020887545,,,
+Egypt,1970,818.0702098808664,,,
+Egypt,1971,827.0944712265184,,,
+Egypt,1972,840.1632696666226,,,
+Egypt,1973,827.8833956509663,,,
+Egypt,1974,830.1990219615022,,,
+Egypt,1975,853.4064468028547,24.6,,
+Egypt,1976,948.8878641367405,24.7,,
+Egypt,1977,999.770057675768,24.8,,
+Egypt,1978,1054.2049733140777,24.9,,
+Egypt,1979,1135.4220657345336,25.1,,
+Egypt,1980,1218.3821089966877,25.2,,
+Egypt,1981,1233.0815057365621,25.3,,
+Egypt,1982,1321.3430230626507,25.4,,
+Egypt,1983,1489.4307752826714,25.6,,
+Egypt,1984,1598.9063638542732,25.7,,
+Egypt,1985,1662.155506864479,25.8,,
+Egypt,1986,1650.2758302215207,25.9,,
+Egypt,1987,1732.4347255713571,26.0,,
+Egypt,1988,1776.1805491664322,26.2,,
+Egypt,1989,1831.8178010201289,26.3,,
+Egypt,1990,1891.881611284775,26.4,,
+Egypt,1991,1948.1606277563337,26.5,,
+Egypt,1992,2033.9737349077366,26.6,,
+Egypt,1993,2050.1900998941746,26.8,,
+Egypt,1994,2088.7453670185405,26.9,,
+Egypt,1995,2140.5608364814243,27.0,,
+Egypt,1996,2205.262193464105,27.1,,
+Egypt,1997,2280.087194012184,27.3,,
+Egypt,1998,2324.9761713956323,27.4,,
+Egypt,1999,2418.967962803151,27.5,,
+Egypt,2000,2500.4512153946653,27.6,0.14,69.2
+Egypt,2001,2539.8218963025333,27.8,0.13,69.0
+Egypt,2002,2571.8814169150205,27.9,0.14,69.0
+Egypt,2003,2603.142207604753,28.0,0.14,68.9
+Egypt,2004,2661.2277605065788,28.1,0.14,69.3
+Egypt,2005,2730.4787670596534,28.2,0.15,69.6
+Egypt,2006,2866.1123748558916,28.3,0.17,69.7
+Egypt,2007,3015.961303474115,28.4,0.19,69.8
+Egypt,2008,3174.816813807001,28.6,0.21,69.8
+Egypt,2009,3261.809109574674,28.7,0.19,69.7
+Egypt,2010,3362.3010322482655,28.8,,69.7
+Egypt,2011,3350.064285692415,28.9,,70.1
+Egypt,2012,3349.6300925713426,29.1,,69.9
+Egypt,2013,3346.0807997627776,29.2,,70.7
+Egypt,2014,3366.7213613315516,29.3,,70.6
+Egypt,2015,3437.2112297361946,29.5,,70.3
+Egypt,2016,3510.4929488378034,29.6,,70.5
+Egypt,2017,3581.6008288686057,,,
+Egypt,2018,3696.0124174264906,,,
+El Salvador,1970,2232.140871698458,,,
+El Salvador,1971,2280.1340715048777,,,
+El Salvador,1972,2345.054482752938,,,
+El Salvador,1973,2403.5083354754356,,,
+El Salvador,1974,2496.8875863955354,,,
+El Salvador,1975,2576.202878485298,22.6,,
+El Salvador,1976,2619.1270520995836,22.7,,
+El Salvador,1977,2719.001798977596,22.9,,
+El Salvador,1978,2836.6399223497338,23.0,,
+El Salvador,1979,2735.686528532668,23.1,,
+El Salvador,1980,2454.4363522609756,23.2,,
+El Salvador,1981,2215.1572779384,23.4,,
+El Salvador,1982,2059.780339190467,23.5,,
+El Salvador,1983,2046.4552361908684,23.6,,
+El Salvador,1984,2065.1075324518824,23.8,,
+El Salvador,1985,2077.8467649045556,23.9,,
+El Salvador,1986,2063.6409726123793,24.0,,
+El Salvador,1987,2091.853426062189,24.2,,
+El Salvador,1988,2098.437123219945,24.3,,
+El Salvador,1989,2093.0107832288018,24.4,,
+El Salvador,1990,2135.6305172993784,24.6,,
+El Salvador,1991,2182.1476300752142,24.7,,
+El Salvador,1992,2314.6379215053416,24.9,,
+El Salvador,1993,2451.6505532229235,25.0,,
+El Salvador,1994,2566.588018324184,25.1,,
+El Salvador,1995,2698.4108064219595,25.3,,
+El Salvador,1996,2714.8493756068083,25.4,,
+El Salvador,1997,2802.379927072654,25.6,,
+El Salvador,1998,2881.617048483223,25.7,,
+El Salvador,1999,2956.994456383814,25.8,,
+El Salvador,2000,2998.5420981272114,26.0,2.65,68.8
+El Salvador,2001,3029.6815146223203,26.1,2.76,68.6
+El Salvador,2002,3082.327746347852,26.2,2.85,69.5
+El Salvador,2003,3136.4276092859673,26.4,2.91,69.8
+El Salvador,2004,3178.709965769436,26.5,2.78,70.1
+El Salvador,2005,3276.5458993681996,26.6,2.68,70.4
+El Salvador,2006,3389.4547272523396,26.7,2.67,70.8
+El Salvador,2007,3504.388511120111,26.8,2.73,71.2
+El Salvador,2008,3533.9902659191284,26.9,2.59,71.5
+El Salvador,2009,3408.858916252234,27.0,2.48,71.8
+El Salvador,2010,3440.7682438956836,27.1,,72.2
+El Salvador,2011,3501.92308352794,27.2,,72.5
+El Salvador,2012,3552.152523027215,27.3,,72.8
+El Salvador,2013,3601.496309565212,27.4,,73.0
+El Salvador,2014,3635.97122072496,27.5,,73.2
+El Salvador,2015,3705.5776202964566,27.6,,73.4
+El Salvador,2016,3780.049900135512,27.7,,73.7
+El Salvador,2017,3847.6304443954295,,,
+El Salvador,2018,3925.3162235002496,,,
+Equatorial Guinea,1970,913.2978593966484,,,
+Equatorial Guinea,1971,968.8037949168125,,,
+Equatorial Guinea,1972,1022.135730516668,,,
+Equatorial Guinea,1973,1143.8409607800475,,,
+Equatorial Guinea,1974,1231.2245349237935,,,
+Equatorial Guinea,1975,1363.3674152392944,20.0,,
+Equatorial Guinea,1976,1410.5400185113797,20.1,,
+Equatorial Guinea,1977,1550.0518140330125,20.2,,
+Equatorial Guinea,1978,1487.686275873537,20.3,,
+Equatorial Guinea,1979,1399.9639539397465,20.4,,
+Equatorial Guinea,1980,1421.044453020786,20.5,,
+Equatorial Guinea,1981,1420.9071441378933,20.5,,
+Equatorial Guinea,1982,1348.8441876552897,20.6,,
+Equatorial Guinea,1983,1308.0032200469332,20.7,,
+Equatorial Guinea,1984,1228.1984972913565,20.8,,
+Equatorial Guinea,1985,1305.707354071075,20.9,,
+Equatorial Guinea,1986,1216.856469271345,21.0,,
+Equatorial Guinea,1987,1224.52838841621,21.1,,
+Equatorial Guinea,1988,1218.914066953735,21.3,,
+Equatorial Guinea,1989,1169.4111620945462,21.4,,
+Equatorial Guinea,1990,1163.1232160127613,21.5,,
+Equatorial Guinea,1991,1130.0349913731782,21.6,,
+Equatorial Guinea,1992,1239.0455262203823,21.8,,
+Equatorial Guinea,1993,1311.4633979544599,21.9,,
+Equatorial Guinea,1994,1385.190007398773,22.0,,
+Equatorial Guinea,1995,1492.2682235675625,22.1,,
+Equatorial Guinea,1996,1934.3061217726208,22.2,,
+Equatorial Guinea,1997,3631.883419685103,22.3,,
+Equatorial Guinea,1998,4105.492987971887,22.4,,
+Equatorial Guinea,1999,4855.6387124959665,22.5,,
+Equatorial Guinea,2000,5270.116168314712,22.6,6.7,52.8
+Equatorial Guinea,2001,8487.364448211305,22.7,6.79,53.2
+Equatorial Guinea,2002,9785.19656190892,22.8,7.12,53.5
+Equatorial Guinea,2003,10657.451830676446,22.9,7.87,53.8
+Equatorial Guinea,2004,12662.238418449042,23.0,8.11,54.1
+Equatorial Guinea,2005,13189.693767690605,23.1,7.82,54.4
+Equatorial Guinea,2006,13269.806704716733,23.2,8.7,54.9
+Equatorial Guinea,2007,14605.308362553025,23.3,8.31,55.2
+Equatorial Guinea,2008,16422.39751445268,23.4,7.71,55.9
+Equatorial Guinea,2009,15890.6294093376,23.4,7.2,56.3
+Equatorial Guinea,2010,13827.754064068076,23.5,,57.0
+Equatorial Guinea,2011,14084.841318539757,23.6,,57.3
+Equatorial Guinea,2012,14599.748886428157,23.7,,57.5
+Equatorial Guinea,2013,13408.301352484268,23.8,,58.1
+Equatorial Guinea,2014,12913.72332633691,23.9,,59.0
+Equatorial Guinea,2015,11274.928503877707,23.9,,59.4
+Equatorial Guinea,2016,9912.605426810249,24.0,,59.5
+Equatorial Guinea,2017,9237.4726402829,,,
+Equatorial Guinea,2018,8488.046782623955,,,
+Eritrea,1990,695.8865470589287,19.5,,
+Eritrea,1991,774.9672437023751,19.6,,
+Eritrea,1992,865.8909127107534,19.6,,
+Eritrea,1993,985.7184805469064,19.7,,
+Eritrea,1994,1122.8293244328781,19.8,,
+Eritrea,1995,1366.4552775320772,19.8,,
+Eritrea,1996,1403.1581783761353,19.9,,
+Eritrea,1997,1532.2443161675735,20.0,,
+Eritrea,1998,1644.8592119827997,20.0,,
+Eritrea,1999,1653.9719183499997,20.1,,
+Eritrea,2000,1617.2976818441289,20.1,0.88,43.9
+Eritrea,2001,1368.3577253664992,20.2,0.67,57.3
+Eritrea,2002,1424.3820177899013,20.2,0.89,57.7
+Eritrea,2003,1399.5475844260386,20.3,0.62,58.1
+Eritrea,2004,1302.858991861776,20.3,0.72,58.7
+Eritrea,2005,1271.8061461102884,20.4,1.18,59.4
+Eritrea,2006,1219.9688939014234,20.4,1.29,60.1
+Eritrea,2007,1205.0300356336913,20.4,1.75,60.8
+Eritrea,2008,1063.6284589879397,20.5,0.66,61.3
+Eritrea,2009,1084.6246436227086,20.5,0.85,61.8
+Eritrea,2010,1090.7626965404763,20.5,,62.3
+Eritrea,2011,1169.358947929877,20.6,,62.9
+Eritrea,2012,1237.6166537000074,20.6,,63.3
+Eritrea,2013,1282.7874621978772,20.6,,63.7
+Eritrea,2014,1307.6242756134645,20.6,,64.2
+Eritrea,2015,1328.8571309731874,20.7,,64.6
+Eritrea,2016,1339.922344918415,20.7,,65.0
+Eritrea,2017,1392.1026603581495,,,
+Eritrea,2018,1433.7028040089424,,,
+Estonia,1990,9384.396455234395,24.9,,
+Estonia,1991,8728.610660042985,25.0,,
+Estonia,1992,7004.878851558625,25.0,,
+Estonia,1993,6748.090038123752,25.0,,
+Estonia,1994,6754.24403676745,25.1,,
+Estonia,1995,7182.569051994784,25.1,,
+Estonia,1996,7618.374111472674,25.2,,
+Estonia,1997,8661.568331547582,25.2,,
+Estonia,1998,9057.99854280511,25.3,,
+Estonia,1999,9037.907272860157,25.4,,
+Estonia,2000,9984.590729806267,25.4,9.03,70.9
+Estonia,2001,10636.818866333213,25.5,10.1,70.9
+Estonia,2002,11434.303456854956,25.6,12.16,71.3
+Estonia,2003,12387.503453060963,25.7,11.64,72.1
+Estonia,2004,13316.453986750408,25.8,15.52,72.4
+Estonia,2005,14665.373675696532,25.8,16.58,73.0
+Estonia,2006,16165.612388535174,25.9,17.87,73.2
+Estonia,2007,17455.475269796098,26.0,17.47,73.3
+Estonia,2008,16619.384708644076,26.0,16.61,74.4
+Estonia,2009,14262.476920823628,26.1,14.66,75.2
+Estonia,2010,14692.908483992693,26.1,,75.9
+Estonia,2011,15838.514061151716,26.2,,76.3
+Estonia,2012,16387.28750779937,26.2,,76.5
+Estonia,2013,16659.475206096016,26.3,,77.1
+Estonia,2014,17193.449379308604,26.3,,77.2
+Estonia,2015,17523.322557244188,26.4,,77.7
+Estonia,2016,17968.27274886389,26.4,,77.8
+Estonia,2017,18959.756785291145,,,
+Estonia,2018,19809.461057596993,,,
+Ethiopia,1990,264.41470643323817,19.1,,
+Ethiopia,1991,236.81343944334668,19.2,,
+Ethiopia,1992,208.11153316642262,19.3,,
+Ethiopia,1993,227.63504134034451,19.4,,
+Ethiopia,1994,227.5223439414657,19.4,,
+Ethiopia,1995,233.547594201568,19.5,,
+Ethiopia,1996,256.88698846639363,19.6,,
+Ethiopia,1997,256.288717648696,19.7,,
+Ethiopia,1998,238.798808325235,19.7,,
+Ethiopia,1999,243.96356704181173,19.8,,
+Ethiopia,2000,251.4258733580968,19.8,0.19,50.8
+Ethiopia,2001,264.5689878553862,19.9,0.2,52.1
+Ethiopia,2002,260.9843801947441,20.0,0.16,52.6
+Ethiopia,2003,248.16734637572566,20.0,0.14,53.3
+Ethiopia,2004,273.9957701542124,20.1,0.21,54.3
+Ethiopia,2005,297.9234514079227,20.1,0.21,55.5
+Ethiopia,2006,321.18788671729607,20.2,0.29,56.7
+Ethiopia,2007,348.28650045562404,20.2,0.31,58.1
+Ethiopia,2008,375.4290173713617,20.2,0.32,59.4
+Ethiopia,2009,397.36850312646004,20.3,0.32,60.6
+Ethiopia,2010,434.9619165539876,20.3,,61.6
+Ethiopia,2011,478.53230415328807,20.4,,62.6
+Ethiopia,2012,505.40946226281477,20.4,,63.4
+Ethiopia,2013,543.3143605536462,20.5,,64.0
+Ethiopia,2014,582.5376254116458,20.5,,64.5
+Ethiopia,2015,625.5602841223391,20.5,,65.0
+Ethiopia,2016,654.8866288003236,20.6,,65.5
+Ethiopia,2017,698.2782200101045,,,
+Ethiopia,2018,726.5452945061427,,,
+Europe,1970,10372.197064759837,,,
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+Europe,1973,11696.159650848567,,,
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+Europe,1975,11827.334270236062,,,
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+Europe,1978,12991.041954291906,,,
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+Europe,1981,13605.94757059581,,,
+Europe,1982,13744.58806824686,,,
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+Europe,1990,17965.729646323714,,,
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+Europe,2018,27286.616581711463,,,
+Fiji,1970,2450.134478552011,,,
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+Fiji,1977,3065.2496661038304,23.5,,
+Fiji,1978,3068.758746921963,23.6,,
+Fiji,1979,3375.0828921535795,23.8,,
+Fiji,1980,3245.3256502199038,23.9,,
+Fiji,1981,3371.864477071915,24.0,,
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+Fiji,1988,3047.999963529654,24.9,,
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+Fiji,1990,3710.887471073146,25.1,,
+Fiji,1991,3578.19315388864,25.2,,
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+Fiji,1994,3818.280078742363,25.6,,
+Fiji,1995,3864.1935581909706,25.7,,
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+Fiji,1998,3888.060854233383,26.0,,
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+Fiji,2011,4619.454732760873,27.3,,69.3
+Fiji,2012,4675.876873198615,27.3,,69.4
+Fiji,2013,4894.1937534395565,27.4,,69.5
+Fiji,2014,5163.400152743247,27.5,,69.7
+Fiji,2015,5390.685551718407,27.6,,69.8
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+Fiji,2017,5767.166307352817,,,
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+Finland,1970,17090.523806702462,,,
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+Former Czechoslovakia,1970,6294.315938387344,,,
+Former Czechoslovakia,1971,6581.410141974498,,,
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+Former Czechoslovakia,1981,9156.158744083337,,,
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+Former Czechoslovakia,1985,9898.905208834687,,,
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+Former Ethiopia,1970,323.7907031246166,,,
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+Former Ethiopia,1973,333.302561029892,,,
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+Former Ethiopia,1977,320.8677211621977,,,
+Former Ethiopia,1978,312.65933053224586,,,
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+Former Ethiopia,1981,339.6060211805262,,,
+Former Ethiopia,1982,334.2342930370966,,,
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+Former Ethiopia,1984,313.80945214722567,,,
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+Former Ethiopia,1986,296.3563511984562,,,
+Former Ethiopia,1987,313.4031238826097,,,
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+Former Netherlands Antilles,1970,9772.597763134647,,,
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+Former Netherlands Antilles,1980,20203.175521481495,,,
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+Former Netherlands Antilles,1983,19392.581535782523,,,
+Former Netherlands Antilles,1984,18815.068755658223,,,
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+Former Netherlands Antilles,1989,18504.359140963465,,,
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+Former Netherlands Antilles,1991,18968.41749750389,,,
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+Former Netherlands Antilles,1995,22057.45042504634,,,
+Former Netherlands Antilles,1996,22575.023323564365,,,
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+Former Netherlands Antilles,1998,22729.68103386923,,,
+Former Netherlands Antilles,1999,22624.309823057865,,,
+Former Netherlands Antilles,2000,22426.31716482884,,,
+Former Netherlands Antilles,2001,22952.65963985426,,,
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+Former Netherlands Antilles,2003,23665.49276172202,,,
+Former Netherlands Antilles,2004,23883.568101258566,,,
+Former Netherlands Antilles,2005,23924.257951901218,,,
+Former Netherlands Antilles,2006,24078.661537049775,,,
+Former Netherlands Antilles,2007,24442.904992120693,,,
+Former Netherlands Antilles,2008,24298.98520821656,,,
+Former Netherlands Antilles,2009,23628.867261035495,,,
+Former Sudan,1970,989.5670075126058,,,
+Former Sudan,1971,981.7546305508745,,,
+Former Sudan,1972,904.0358425599849,,,
+Former Sudan,1973,882.1087281869357,,,
+Former Sudan,1974,952.6272594977794,,,
+Former Sudan,1975,1067.458651410003,20.3,,
+Former Sudan,1976,1205.3069629029849,20.8,,
+Former Sudan,1977,1238.6639686467443,20.6,,
+Former Sudan,1978,1126.870119755126,20.7,,
+Former Sudan,1979,1034.753625688112,20.9,,
+Former Sudan,1980,1015.3770734980484,20.9,,
+Former Sudan,1981,1054.0965821523118,20.6,,
+Former Sudan,1982,1039.4803229280885,20.8,,
+Former Sudan,1983,954.6318451496836,20.9,,
+Former Sudan,1984,866.1432078489617,21.6,,
+Former Sudan,1985,885.498439034106,21.6,,
+Former Sudan,1986,982.739639713588,21.7,,
+Former Sudan,1987,953.1610828720947,21.8,,
+Former Sudan,1988,1011.44845872118,21.9,,
+Former Sudan,1989,931.8101078082997,21.7,,
+Former Sudan,1990,976.3235330983991,22.4,,
+Former Sudan,1991,1013.9929608501259,22.5,,
+Former Sudan,1992,1033.2208256883243,22.7,,
+Former Sudan,1993,1016.8117130238128,22.7,,
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+Former Sudan,1996,1117.6635823141494,23.0,,
+Former Sudan,1997,1153.7846226203258,22.7,,
+Former Sudan,1998,1215.2899192083157,23.1,,
+Former Sudan,1999,1232.4092043715596,23.8,,
+Former Sudan,2000,1299.2899286008876,23.9,,
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+Former Sudan,2002,1443.1967222831477,23.2,,
+Former Sudan,2003,1507.1228541814928,23.5,,
+Former Sudan,2004,1541.4565679494287,24.0,,
+Former Sudan,2005,1634.574843395866,23.7,,
+Former Sudan,2006,1693.7594516021045,23.5,,
+Former Sudan,2007,1742.7269434860998,24.0,,
+Former USSR,1970,2681.8010734966692,,,
+Former USSR,1971,2795.6853107347024,,,
+Former USSR,1972,2848.5397267377707,,,
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+Former USSR,1974,3158.7646453435846,,,
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+Former USSR,1976,3382.8258253398594,,,
+Former USSR,1977,3527.38353200327,,,
+Former USSR,1978,3676.197191546872,,,
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+Former USSR,1980,3917.7897140970626,,,
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+Former USSR,1986,4719.568016419398,,,
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+Former USSR,1988,4979.196817016937,,,
+Former USSR,1989,5278.13725911941,,,
+Former USSR,1990,5688.37439106504,,,
+Former Yugoslavia,1970,4096.7727216203175,,,
+Former Yugoslavia,1971,4436.487512967107,,,
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+Former Yugoslavia,1973,4567.5292582274715,,,
+Former Yugoslavia,1974,5199.649142970279,,,
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+Former Yugoslavia,1976,5397.194189862505,,,
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+Former Yugoslavia,1978,6275.502537305753,,,
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+Former Yugoslavia,1986,6780.155412052986,,,
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+Former Yugoslavia,1988,6715.719326653199,,,
+Former Yugoslavia,1989,6796.401776049777,,,
+Former Yugoslavia,1990,6000.715780629754,,,
+France,1970,17519.430204993216,,,
+France,1971,18305.172172370232,,,
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+France,2017,37608.75940723219,,,
+France,2018,38161.45843554509,,,
+French Polynesia,1970,13145.387441431436,,,
+French Polynesia,1971,14222.819335078813,,,
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+French Polynesia,1978,15779.423875267319,,,
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+French Polynesia,2017,20011.556042750013,,,
+French Polynesia,2018,20390.428998337586,,,
+Gabon,1970,5847.375539033658,,,
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+Gabon,2009,6629.689418134771,24.6,8.12,61.7
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+Iceland,2007,54004.41926350113,25.9,7.53,81.3
+Iceland,2008,54074.98532505029,26.0,7.19,81.5
+Iceland,2009,49579.877979572935,26.0,7.24,81.7
+Iceland,2010,47238.777906083946,26.0,,81.9
+Iceland,2011,47659.5590840131,26.1,,82.3
+Iceland,2012,47954.55019025973,26.1,,82.4
+Iceland,2013,49702.64049750685,26.1,,82.5
+Iceland,2014,50520.50621265385,26.2,,82.4
+Iceland,2015,52655.47382621857,26.2,,82.4
+Iceland,2016,55813.211618235866,26.2,,82.4
+Iceland,2017,58000.89462259446,,,
+Iceland,2018,60257.528601459446,,,
+India,1970,370.4405330726537,,,
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+India,1973,361.0437731233585,,,
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+Iran (Islamic Republic of),1970,5138.958098636838,,,
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+Iraq,1970,2658.171043220753,,,
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+Ireland,1970,12278.516128528623,,,
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+Ireland,2014,50336.0429943127,27.3,,81.4
+Ireland,2015,62655.4564539435,27.4,,81.4
+Ireland,2016,64360.06376573921,27.5,,81.5
+Ireland,2017,68760.40651207794,,,
+Ireland,2018,73368.40292419371,,,
+Israel,1970,14993.143272328176,,,
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+Israel,2002,29936.10200909356,26.3,2.79,78.7
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+Israel,2005,31240.69544861841,26.6,2.46,79.8
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+Israel,2013,36506.20895708219,27.1,,82.2
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+Israel,2015,37577.6773018728,27.2,,82.0
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+Israel,2017,39168.09165744089,,,
+Israel,2018,39850.45806257961,,,
+Italy,1970,15833.608079921463,,,
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+Italy,1972,16488.526578125067,,,
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+Italy,2001,33007.74467708803,25.4,9.68,80.0
+Italy,2002,32913.68913278795,25.5,9.25,80.3
+Italy,2003,32740.558028356612,25.5,9.3,80.2
+Italy,2004,32986.6980747242,25.6,8.98,81.0
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+Italy,2008,33462.62407025493,25.7,7.96,81.7
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+Italy,2010,32019.45780492381,25.7,,82.0
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+Italy,2014,30156.135824208523,25.6,,82.8
+Italy,2015,30306.122125123125,25.6,,82.4
+Italy,2016,30651.15260915279,25.6,,82.8
+Italy,2017,31171.709814866237,,,
+Italy,2018,31437.13145406644,,,
+Jamaica,1970,5096.216337901315,,,
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+Jamaica,1978,4547.496959073512,22.8,,
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+Jamaica,1981,4137.001691551005,23.2,,
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+Jamaica,1984,4045.312310437739,23.5,,
+Jamaica,1985,3809.3542331729727,23.6,,
+Jamaica,1986,3836.2563970748147,23.7,,
+Jamaica,1987,4102.477022076435,23.9,,
+Jamaica,1988,4196.080252178579,24.0,,
+Jamaica,1989,4456.824692337709,24.1,,
+Jamaica,1990,4668.149197729146,24.2,,
+Jamaica,1991,4671.450142008989,24.3,,
+Jamaica,1992,5108.577975942477,24.4,,
+Jamaica,1993,5159.746701914989,24.5,,
+Jamaica,1994,5155.016658408133,24.7,,
+Jamaica,1995,5157.370364330823,24.8,,
+Jamaica,1996,5123.149738107549,24.9,,
+Jamaica,1997,5023.095585850039,25.1,,
+Jamaica,1998,4914.0276470679755,25.2,,
+Jamaica,1999,4917.74864103574,25.3,,
+Jamaica,2000,4910.664780464918,25.5,3.77,72.6
+Jamaica,2001,4936.370646177478,25.6,3.72,72.6
+Jamaica,2002,4936.202273566468,25.8,3.61,72.8
+Jamaica,2003,5085.842672864918,25.9,3.43,73.0
+Jamaica,2004,5123.711714306425,26.1,3.32,73.1
+Jamaica,2005,5141.2297955967615,26.2,3.36,73.3
+Jamaica,2006,5262.60973838293,26.4,3.35,73.7
+Jamaica,2007,5311.960208952758,26.5,3.31,74.0
+Jamaica,2008,5242.993087905617,26.6,3.35,74.3
+Jamaica,2009,4990.118034510694,26.8,3.24,74.6
+Jamaica,2010,4891.824925016989,26.9,,74.9
+Jamaica,2011,4949.230933715812,27.1,,75.1
+Jamaica,2012,4890.818234872719,27.2,,75.3
+Jamaica,2013,4886.840539767866,27.4,,75.5
+Jamaica,2014,4892.5181241061655,27.5,,75.7
+Jamaica,2015,4910.535176180596,27.6,,75.8
+Jamaica,2016,4952.024653724389,27.8,,76.0
+Jamaica,2017,4976.689705495264,,,
+Jamaica,2018,5049.082017785012,,,
+Japan,1970,13629.911062636394,,,
+Japan,1971,14069.53858640794,,,
+Japan,1972,15034.476363282625,,,
+Japan,1973,16011.915543293346,,,
+Japan,1974,15602.878272913778,,,
+Japan,1975,15886.261813325562,22.0,,
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+Japan,1977,16880.357560856875,22.1,,
+Japan,1978,17609.049324290485,22.1,,
+Japan,1979,18417.682547211985,22.2,,
+Japan,1980,18783.991714633863,22.2,,
+Japan,1981,19423.674780796155,22.2,,
+Japan,1982,19920.704961582116,22.2,,
+Japan,1983,20481.69162049542,22.2,,
+Japan,1984,21269.261447207155,22.2,,
+Japan,1985,22254.878918072925,22.2,,
+Japan,1986,22877.760292350427,22.3,,
+Japan,1987,23850.309324416095,22.3,,
+Japan,1988,25363.081291233477,22.3,,
+Japan,1989,26493.616385948604,22.3,,
+Japan,1990,27690.16402368998,22.3,,
+Japan,1991,28539.163012326317,22.3,,
+Japan,1992,28688.98840018368,22.4,,
+Japan,1993,28455.01013553351,22.4,,
+Japan,1994,28658.770494159053,22.4,,
+Japan,1995,29371.8518312131,22.4,,
+Japan,1996,30215.759471228623,22.4,,
+Japan,1997,30481.050386219784,22.4,,
+Japan,1998,30083.82811687638,22.5,,
+Japan,1999,29958.859585182738,22.5,,
+Japan,2000,30743.772280584526,22.5,7.96,81.3
+Japan,2001,30822.855502947044,22.5,8.01,81.6
+Japan,2002,30815.973148848327,22.5,7.86,81.9
+Japan,2003,31246.52483250135,22.5,7.82,82.0
+Japan,2004,31899.088956226304,22.6,7.69,82.2
+Japan,2005,32398.654847651313,22.6,7.98,82.1
+Japan,2006,32833.99683009803,22.6,7.48,82.5
+Japan,2007,33358.604919787744,22.6,7.28,82.7
+Japan,2008,32982.36974795443,22.6,7.06,82.8
+Japan,2009,31191.894036994097,22.7,6.98,83.1
+Japan,2010,32502.622232100286,22.7,,83.0
+Japan,2011,32476.069195523036,22.7,,82.9
+Japan,2012,32980.966395648175,22.7,,83.3
+Japan,2013,33669.34962769312,22.7,,83.5
+Japan,2014,33833.89545404329,22.7,,83.8
+Japan,2015,34296.76181677269,22.7,,84.0
+Japan,2016,34565.58204972441,22.7,,84.2
+Japan,2017,35304.262094296544,,,
+Japan,2018,35666.68954958674,,,
+Jordan,1970,2919.384751698551,,,
+Jordan,1971,2803.356271421998,,,
+Jordan,1972,2845.956895179813,,,
+Jordan,1973,2569.7919740752563,,,
+Jordan,1974,2493.900147953361,,,
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+Jordan,1980,3975.2895778960838,25.6,,
+Jordan,1981,4494.019544935289,25.7,,
+Jordan,1982,4624.645313160065,25.8,,
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+Jordan,1984,4341.871344558555,26.0,,
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+Jordan,1986,4115.677961715362,26.3,,
+Jordan,1987,4054.644039207706,26.4,,
+Jordan,1988,3956.3210469693913,26.5,,
+Jordan,1989,3383.501316063085,26.7,,
+Jordan,1990,3216.561380851696,26.8,,
+Jordan,1991,3099.1658985667086,26.9,,
+Jordan,1992,3350.3972983266963,27.0,,
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+Jordan,1994,3314.5150604766136,27.2,,
+Jordan,1995,3382.6676191443244,27.3,,
+Jordan,1996,3348.0620207894394,27.4,,
+Jordan,1997,3376.470431597442,27.5,,
+Jordan,1998,3411.033469307294,27.6,,
+Jordan,1999,3465.1267543980557,27.7,,
+Jordan,2000,3548.263698783226,27.8,0.47,71.7
+Jordan,2001,3667.3526515533918,27.9,0.52,71.9
+Jordan,2002,3806.384594993433,28.0,0.51,72.0
+Jordan,2003,3879.7762328023014,28.0,0.5,72.2
+Jordan,2004,4101.796866154657,28.1,0.5,72.3
+Jordan,2005,4293.318343475803,28.2,0.51,72.3
+Jordan,2006,4465.799184829096,28.3,0.55,72.6
+Jordan,2007,4627.243022179122,28.3,0.56,72.8
+Jordan,2008,4733.430622166154,28.4,0.58,73.0
+Jordan,2009,4702.91335843221,28.5,0.56,73.2
+Jordan,2010,4583.186353276993,28.5,,73.4
+Jordan,2011,4463.992752191152,28.6,,73.5
+Jordan,2012,4318.142214692122,28.7,,73.7
+Jordan,2013,4197.090335397572,28.8,,73.9
+Jordan,2014,4145.045748826272,28.8,,74.0
+Jordan,2015,4092.4134131481874,28.9,,74.1
+Jordan,2016,4051.3162138801576,29.0,,74.3
+Jordan,2017,4039.132882639611,,,
+Jordan,2018,4043.3756886092956,,,
+Kazakhstan,1990,5746.061900004184,25.1,,
+Kazakhstan,1991,5119.890802059477,25.2,,
+Kazakhstan,1992,4868.522376579682,25.2,,
+Kazakhstan,1993,4452.005905906635,25.3,,
+Kazakhstan,1994,3931.027518835296,25.3,,
+Kazakhstan,1995,3648.60914421818,25.4,,
+Kazakhstan,1996,3714.211299552545,25.4,,
+Kazakhstan,1997,3834.0611635137643,25.4,,
+Kazakhstan,1998,3815.1251462915607,25.5,,
+Kazakhstan,1999,3961.8397500277224,25.5,,
+Kazakhstan,2000,4380.446108535149,25.6,5.81,63.9
+Kazakhstan,2001,4978.039207946134,25.6,5.55,64.3
+Kazakhstan,2002,5439.33293433614,25.7,5.78,64.6
+Kazakhstan,2003,5898.0284982476,25.7,6.22,64.3
+Kazakhstan,2004,6399.864908947938,25.7,6.23,64.6
+Kazakhstan,2005,6950.9516689903185,25.8,6.57,64.6
+Kazakhstan,2006,7621.653746397094,25.8,6.76,64.9
+Kazakhstan,2007,8219.459486984966,25.9,3.99,65.1
+Kazakhstan,2008,8403.852715681349,25.9,3.42,66.3
+Kazakhstan,2009,8409.659617816233,26.0,3.16,67.5
+Kazakhstan,2010,8903.46214893892,26.0,,67.4
+Kazakhstan,2011,9555.77988264033,26.1,,68.1
+Kazakhstan,2012,9855.47007787031,26.1,,68.6
+Kazakhstan,2013,10273.780301108678,26.2,,69.5
+Kazakhstan,2014,10535.114045786546,26.3,,70.2
+Kazakhstan,2015,10493.298232191648,26.3,,70.6
+Kazakhstan,2016,10453.975781230984,26.4,,71.1
+Kazakhstan,2017,10729.135334338158,,,
+Kazakhstan,2018,11022.952143272849,,,
+Kenya,1970,927.1591188304047,,,
+Kenya,1971,952.7300715543956,,,
+Kenya,1972,964.9498857809832,,,
+Kenya,1973,978.5229238241425,,,
+Kenya,1974,989.0880112895044,,,
+Kenya,1975,949.2181536620182,19.2,,
+Kenya,1976,950.9882748960351,19.4,,
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+Kenya,1980,1064.5062474012552,19.9,,
+Kenya,1981,1062.7230525360571,20.0,,
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+Kenya,1983,1034.063197178207,20.2,,
+Kenya,1984,1013.0683830898151,20.3,,
+Kenya,1985,1017.5414650549862,20.5,,
+Kenya,1986,1051.0538092897843,20.6,,
+Kenya,1987,1073.7599541337086,20.7,,
+Kenya,1988,1100.5926564499982,20.8,,
+Kenya,1989,1113.007364897727,20.9,,
+Kenya,1990,1121.2902205979403,21.0,,
+Kenya,1991,1100.1108038489217,21.1,,
+Kenya,1992,1056.7217648103347,21.2,,
+Kenya,1993,1027.650884562595,21.3,,
+Kenya,1994,1022.8011220727448,21.4,,
+Kenya,1995,1036.408903527704,21.5,,
+Kenya,1996,1048.365924467893,21.6,,
+Kenya,1997,1021.6744417492641,21.7,,
+Kenya,1998,1026.8169342347203,21.8,,
+Kenya,1999,1019.8303773111624,21.9,,
+Kenya,2000,997.1445951483311,22.0,1.51,53.2
+Kenya,2001,1013.6551295678888,22.1,1.64,53.2
+Kenya,2002,992.1710594291488,22.2,1.67,53.3
+Kenya,2003,993.7026869035368,22.2,1.5,53.5
+Kenya,2004,1016.3840687045698,22.3,0.69,54.1
+Kenya,2005,1047.3887478929414,22.4,0.88,55.2
+Kenya,2006,1083.3512714807678,22.5,0.86,56.6
+Kenya,2007,1125.960837065985,22.6,1.2,58.4
+Kenya,2008,1097.7758113194932,22.7,1.32,59.9
+Kenya,2009,1103.3062649132107,22.8,1.17,61.5
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+Kenya,2017,1415.0642961481294,,,
+Kenya,2018,1470.200406253131,,,
+Eswatini,1970,1004.7681615749782,,,
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+Eswatini,2017,3741.6128163884696,,,
+Eswatini,2018,3790.911998580401,,,
+Kiribati,1970,2656.5927021724583,,,
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+Kiribati,2017,1562.8563266267188,,,
+Kiribati,2018,1575.9779347374647,,,
+Kosovo,1990,4539.885514384722,,,
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+Kosovo,2013,3488.0238845149,,,
+Kosovo,2014,3502.3941820382206,,,
+Kosovo,2015,3615.3488588367745,,,
+Kosovo,2016,3732.6509632083553,,,
+Kosovo,2017,3904.060831584349,,,
+Kosovo,2018,4065.3030019044763,,,
+Kuwait,1970,75311.41682707296,,,
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+Kuwait,1990,16360.226077553574,27.6,,
+Kuwait,1991,9955.56891415459,27.7,,
+Kuwait,1992,19330.870903641106,27.7,,
+Kuwait,1993,27895.246894222753,27.8,,
+Kuwait,1994,32371.774257459187,27.8,,
+Kuwait,1995,33908.322903998414,27.9,,
+Kuwait,1996,34472.51886945321,28.0,,
+Kuwait,1997,33611.086025448705,28.0,,
+Kuwait,1998,32540.82116358709,28.1,,
+Kuwait,1999,29985.66153803792,28.2,,
+Kuwait,2000,29955.490466252715,28.3,0.01,73.3
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+Kuwait,2002,29596.799494576087,28.4,0.01,73.4
+Kuwait,2003,34327.64944374303,28.5,0.01,73.4
+Kuwait,2004,37174.32469465749,28.6,0.02,73.4
+Kuwait,2005,39855.6601851843,28.7,0.01,73.5
+Kuwait,2006,40982.92642596711,28.7,0.01,73.5
+Kuwait,2007,41177.289212682044,28.8,0.03,73.6
+Kuwait,2008,39783.61884712918,28.9,0.03,73.8
+Kuwait,2009,34805.76867971941,29.0,0.1,73.9
+Kuwait,2010,32040.338538212716,29.0,,74.1
+Kuwait,2011,33172.00966941882,29.1,,74.2
+Kuwait,2012,33460.61118572462,29.2,,74.3
+Kuwait,2013,32141.35785349054,29.3,,74.4
+Kuwait,2014,30861.872383794544,29.4,,74.6
+Kuwait,2015,29874.03252111973,29.5,,74.6
+Kuwait,2016,29805.971806605954,29.6,,74.8
+Kuwait,2017,28064.516216921915,,,
+Kuwait,2018,27854.866843854983,,,
+Kyrgyzstan,1990,1208.4585357854137,23.8,,
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+Kyrgyzstan,1998,672.517751359165,24.5,,
+Kyrgyzstan,1999,686.4418016045057,24.6,,
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+Kyrgyzstan,2010,970.712353579524,25.8,,68.6
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+Kyrgyzstan,2017,1179.049215436353,,,
+Kyrgyzstan,2018,1197.7191635681281,,,
+Lao People's Democratic Republic,1970,389.71148401642733,,,
+Lao People's Democratic Republic,1971,398.21609290063213,,,
+Lao People's Democratic Republic,1972,400.56682897078986,,,
+Lao People's Democratic Republic,1973,423.8318113503924,,,
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+Lao People's Democratic Republic,1976,454.4552708051548,18.8,,
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+Lao People's Democratic Republic,1978,439.90532215108004,19.0,,
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+Lao People's Democratic Republic,1986,604.7755043733843,19.7,,
+Lao People's Democratic Republic,1987,579.1585867552344,19.8,,
+Lao People's Democratic Republic,1988,551.2450276420565,19.9,,
+Lao People's Democratic Republic,1989,611.5186073093612,20.0,,
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+Lao People's Democratic Republic,1991,643.1963087076989,20.2,,
+Lao People's Democratic Republic,1992,660.6847805029099,20.3,,
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+Lao People's Democratic Republic,1994,716.162182116965,20.5,,
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+Lao People's Democratic Republic,2003,1058.2927423346623,21.4,3.43,59.7
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+Lao People's Democratic Republic,2006,1143.065998540806,21.7,3.71,61.6
+Lao People's Democratic Republic,2007,1329.027850888831,21.8,5.03,62.2
+Lao People's Democratic Republic,2008,1408.4018538870585,22.0,5.15,62.8
+Lao People's Democratic Republic,2009,1488.9418650975717,22.1,5.25,63.3
+Lao People's Democratic Republic,2010,1584.1051227736846,22.2,,63.7
+Lao People's Democratic Republic,2011,1684.9430829556954,22.3,,64.1
+Lao People's Democratic Republic,2012,1790.6731550092568,22.4,,64.5
+Lao People's Democratic Republic,2013,1905.7798988580848,22.6,,64.8
+Lao People's Democratic Republic,2014,2020.4379172290191,22.7,,65.1
+Lao People's Democratic Republic,2015,2134.7123633341184,22.8,,65.5
+Lao People's Democratic Republic,2016,2249.700093626476,22.9,,65.8
+Lao People's Democratic Republic,2017,2367.685958766889,,,
+Lao People's Democratic Republic,2018,2476.976482608449,,,
+Latin America and the Caribbean,1970,4636.832177645705,,,
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+Latin America and the Caribbean,2008,8255.182794170416,,,
+Latin America and the Caribbean,2009,7984.463498458677,,,
+Latin America and the Caribbean,2010,8357.693580633977,,,
+Latin America and the Caribbean,2011,8633.402789413314,,,
+Latin America and the Caribbean,2012,8769.766148898862,,,
+Latin America and the Caribbean,2013,8913.296634329135,,,
+Latin America and the Caribbean,2014,8904.677869049574,,,
+Latin America and the Caribbean,2015,8823.508962646532,,,
+Latin America and the Caribbean,2016,8632.811043026028,,,
+Latin America and the Caribbean,2017,8622.797852407848,,,
+Latin America and the Caribbean,2018,8583.896959660533,,,
+Latvia,1990,9231.041215333124,25.1,,
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+Lebanon,1970,9519.70025601317,,,
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+Libya,2012,21587.68124358881,27.7,,72.9
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+Libya,2014,5094.776927995767,27.9,,72.5
+Libya,2015,2752.3846603819898,28.0,,72.0
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+Libya,2018,4290.879764020192,,,
+Liechtenstein,1970,76974.44289507202,,,
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+Liechtenstein,2014,168328.49621681374,,,
+Liechtenstein,2015,167294.18574066932,,,
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+Lithuania,1990,8358.846238016695,26.0,,
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+Lithuania,2018,16373.467197816415,,,
+Luxembourg,1970,33345.69361487184,,,
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+Luxembourg,2000,88065.60223228822,25.6,13.21,78.4
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+Luxembourg,2002,92133.72623314976,25.7,12.88,78.7
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+Luxembourg,2009,96252.2690499287,26.1,11.98,81.4
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+Luxembourg,2011,98957.83207546666,26.1,,81.5
+Luxembourg,2012,96463.52404325908,26.2,,81.8
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+Luxembourg,2015,101888.61923652899,26.3,,82.4
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+Luxembourg,2017,103856.49561601409,,,
+Luxembourg,2018,104901.23116118606,,,
+Madagascar,1970,839.8369278028304,,,
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+Madagascar,1979,714.0614257568169,19.0,,
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+Madagascar,1985,563.4930698419596,19.5,,
+Madagascar,1986,558.5140909036069,19.6,,
+Madagascar,1987,549.4040806660015,19.7,,
+Madagascar,1988,552.3008120794856,19.8,,
+Madagascar,1989,558.695592389026,19.9,,
+Madagascar,1990,559.7908279422028,20.0,,
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+Madagascar,1992,500.37635958676316,20.1,,
+Madagascar,1993,495.78849400862964,20.2,,
+Madagascar,1994,480.6050929692379,20.3,,
+Madagascar,1995,474.002366019796,20.4,,
+Madagascar,1996,469.30713459987,20.4,,
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+Madagascar,1998,474.7594744778518,20.5,,
+Madagascar,1999,481.6623178666758,20.6,,
+Madagascar,2000,488.9844274848625,20.6,1.17,58.4
+Madagascar,2001,502.51850069633946,20.7,1.05,59.1
+Madagascar,2002,425.74503923798227,20.7,0.8,59.7
+Madagascar,2003,453.5077197012917,20.8,0.83,60.2
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+Madagascar,2005,470.52186748962134,20.9,0.74,61.0
+Madagascar,2006,479.92809820509336,20.9,0.59,61.5
+Madagascar,2007,495.3628722688647,20.9,0.64,61.9
+Madagascar,2008,513.733138272428,21.0,0.61,62.4
+Madagascar,2009,479.55991635215054,21.0,0.83,62.9
+Madagascar,2010,469.2405224630874,21.1,,63.5
+Madagascar,2011,463.66280589404226,21.1,,64.0
+Madagascar,2012,464.743085654218,21.1,,64.5
+Madagascar,2013,462.7078592187435,21.2,,64.9
+Madagascar,2014,465.41644780174073,21.2,,65.3
+Madagascar,2015,467.2352720647595,21.3,,65.7
+Madagascar,2016,473.00515961529555,21.3,,66.1
+Madagascar,2017,478.61063292264487,,,
+Madagascar,2018,487.27515956637467,,,
+Malawi,1970,240.80765651237292,,,
+Malawi,1971,268.2898767459334,,,
+Malawi,1972,287.8686782104824,,,
+Malawi,1973,286.69679375577135,,,
+Malawi,1974,299.6965127929483,,,
+Malawi,1975,307.470348390597,19.2,,
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+Malawi,1978,337.06059484749034,19.5,,
+Malawi,1979,338.0334178996688,19.6,,
+Malawi,1980,359.3650526357628,19.7,,
+Malawi,1981,312.42585520358136,19.8,,
+Malawi,1982,309.5202186029853,19.9,,
+Malawi,1983,314.33510136099494,20.1,,
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+Malawi,1987,285.96747260178057,20.5,,
+Malawi,1988,278.424070433716,20.6,,
+Malawi,1989,275.7258012429415,20.7,,
+Malawi,1990,278.77710203540715,20.8,,
+Malawi,1991,294.3927262076655,20.9,,
+Malawi,1992,268.6860216440664,21.0,,
+Malawi,1993,296.87529129267807,21.1,,
+Malawi,1994,261.518660189949,21.2,,
+Malawi,1995,282.25402924292376,21.3,,
+Malawi,1996,304.045800767048,21.4,,
+Malawi,1997,308.1330302080999,21.5,,
+Malawi,1998,303.34382513265166,21.6,,
+Malawi,1999,298.56077123004104,21.7,,
+Malawi,2000,295.2672820190856,21.7,1.36,45.9
+Malawi,2001,274.143874961698,21.8,1.3,46.5
+Malawi,2002,274.6555342880934,21.9,1.25,47.1
+Malawi,2003,283.3945395039564,22.0,1.22,47.8
+Malawi,2004,291.430010923434,22.1,1.25,48.6
+Malawi,2005,293.2304192708307,22.1,1.45,49.6
+Malawi,2006,298.7830933176322,22.2,1.94,50.9
+Malawi,2007,318.4313145622811,22.3,1.93,52.5
+Malawi,2008,333.1188645853399,22.4,1.9,54.3
+Malawi,2009,350.63780770431396,22.4,1.73,56.1
+Malawi,2010,364.13606855606827,22.5,,57.6
+Malawi,2011,371.0296693376428,22.6,,59.0
+Malawi,2012,358.3995914708669,22.6,,60.2
+Malawi,2013,370.165464024023,22.7,,61.6
+Malawi,2014,382.2969295062812,22.8,,62.6
+Malawi,2015,384.0728421681544,22.8,,63.4
+Malawi,2016,383.8291717637567,22.9,,64.2
+Malawi,2017,393.2351288859454,,,
+Malawi,2018,398.3519502525519,,,
+Malaysia,1970,1579.1120462837437,,,
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+Malaysia,2013,9179.366202329667,25.4,,74.8
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+Malaysia,2018,11057.44083186853,,,
+Maldives,1970,1645.999678538884,,,
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+Mexico,2006,9137.150862355442,27.2,5.2,75.5
+Mexico,2007,9208.655289662971,27.3,4.24,75.7
+Mexico,2008,9175.722100552046,27.4,4.27,75.3
+Mexico,2009,8563.319079494777,27.5,4.37,75.4
+Mexico,2010,8873.070552628196,27.5,,75.2
+Mexico,2011,9070.688106308351,27.6,,75.7
+Mexico,2012,9274.519631519343,27.7,,76.0
+Mexico,2013,9277.250923452244,27.7,,76.3
+Mexico,2014,9416.334442588286,27.8,,76.2
+Mexico,2015,9605.972555033384,27.9,,76.2
+Mexico,2016,9768.374031523606,28.0,,76.6
+Mexico,2017,9855.170347365378,,,
+Mexico,2018,9939.206560860128,,,
+Micronesia,1970,3948.2671611385285,,,
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+Micronesia (Federated States of),1970,1661.1481038637849,,,
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+Micronesia (Federated States of),2001,2933.37545338773,28.8,2.83,67.2
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+Micronesia (Federated States of),2003,3013.5478810276777,28.9,3.16,67.4
+Micronesia (Federated States of),2004,2936.4675502018536,29.0,2.03,67.6
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+Micronesia (Federated States of),2008,2951.4196367993836,29.2,1.97,68.3
+Micronesia (Federated States of),2009,3003.0893195103663,29.3,2.05,68.5
+Micronesia (Federated States of),2010,3066.927843647786,29.3,,68.7
+Micronesia (Federated States of),2011,3152.856360558661,29.4,,68.8
+Micronesia (Federated States of),2012,3058.7272408218355,29.4,,69.0
+Micronesia (Federated States of),2013,2898.537890382165,29.5,,69.1
+Micronesia (Federated States of),2014,2794.544026276789,29.6,,69.3
+Micronesia (Federated States of),2015,2893.61311354975,29.6,,69.3
+Micronesia (Federated States of),2016,2879.0327822887875,29.7,,69.6
+Micronesia (Federated States of),2017,2914.627461270065,,,
+Micronesia (Federated States of),2018,2924.445336262251,,,
+Middle Africa,1970,1708.195553724301,,,
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+Monaco,1970,72384.50544277154,,,
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+Mongolia,1970,1028.5584054631931,,,
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+Mongolia,2018,4245.861838633457,,,
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+Morocco,1970,974.2804091654183,,,
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+New Caledonia,2015,32362.597158984365,,,
+New Caledonia,2016,32667.64056993986,,,
+New Caledonia,2017,32849.324648139656,,,
+New Caledonia,2018,33039.1532891639,,,
+New Zealand,1970,21017.4850899727,,,
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+New Zealand,1979,23003.96968112387,24.4,,
+New Zealand,1980,23215.57097403061,24.5,,
+New Zealand,1981,24156.388187622622,24.5,,
+New Zealand,1982,24199.765798472217,24.6,,
+New Zealand,1983,24833.10272220502,24.7,,
+New Zealand,1984,25804.23384999186,24.8,,
+New Zealand,1985,26018.706599926958,24.9,,
+New Zealand,1986,26543.49213049425,25.0,,
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+New Zealand,1990,25381.534726764472,25.4,,
+New Zealand,1991,24616.925994201072,25.6,,
+New Zealand,1992,24523.00746266512,25.7,,
+New Zealand,1993,25675.89127859784,25.8,,
+New Zealand,1994,26576.72030786835,25.9,,
+New Zealand,1995,27402.517381354883,26.0,,
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+New Zealand,1997,28572.750588691804,26.3,,
+New Zealand,1998,28636.121389927994,26.4,,
+New Zealand,1999,29853.923046980253,26.5,,
+New Zealand,2000,30214.009816891943,26.7,8.83,78.8
+New Zealand,2001,30968.732272708832,26.8,8.69,78.7
+New Zealand,2002,32082.169795193593,26.9,9.09,79.0
+New Zealand,2003,33047.946630203194,27.0,8.92,79.3
+New Zealand,2004,33640.298089670716,27.1,9.17,79.5
+New Zealand,2005,34295.22206693979,27.2,9.32,80.1
+New Zealand,2006,34752.93611943548,27.3,9.36,80.1
+New Zealand,2007,35658.06981670513,27.4,9.2,80.3
+New Zealand,2008,34736.79600107614,27.5,9.48,80.4
+New Zealand,2009,35032.395017886316,27.6,9.24,80.7
+New Zealand,2010,34991.289042616314,27.6,,81.2
+New Zealand,2011,35539.217531917886,27.7,,81.0
+New Zealand,2012,36021.68521887983,27.8,,81.4
+New Zealand,2013,36353.56890084299,27.8,,81.9
+New Zealand,2014,37271.92439835005,27.9,,81.9
+New Zealand,2015,38458.40251433685,28.0,,82.0
+New Zealand,2016,39524.97360309785,28.0,,82.2
+New Zealand,2017,40735.95233327716,,,
+New Zealand,2018,41524.31517869889,,,
+Nicaragua,1970,2392.9766008967003,,,
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+Nicaragua,1976,2738.4101170566937,23.0,,
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+Nicaragua,1981,1886.6916062123353,23.6,,
+Nicaragua,1982,1819.8467257353147,23.7,,
+Nicaragua,1983,1853.0701612746975,23.8,,
+Nicaragua,1984,1777.3512685286512,23.9,,
+Nicaragua,1985,1663.0924532192396,24.0,,
+Nicaragua,1986,1607.9426534381466,24.1,,
+Nicaragua,1987,1561.2443197925945,24.3,,
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+Nicaragua,1989,1286.1113353752405,24.5,,
+Nicaragua,1990,1257.5704404603403,24.6,,
+Nicaragua,1991,1227.4991875309058,24.7,,
+Nicaragua,1992,1204.8746006310594,24.9,,
+Nicaragua,1993,1173.8159502529375,25.0,,
+Nicaragua,1994,1187.294011069634,25.1,,
+Nicaragua,1995,1232.3079123966913,25.2,,
+Nicaragua,1996,1285.7973856046715,25.3,,
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+Nicaragua,1998,1338.6851669750815,25.6,,
+Nicaragua,1999,1409.7946832117902,25.7,,
+Nicaragua,2000,1444.960973397559,25.8,3.58,69.7
+Nicaragua,2001,1465.7506712863765,25.9,3.48,70.1
+Nicaragua,2002,1455.8740921314748,26.0,3.46,70.5
+Nicaragua,2003,1472.0433205305783,26.1,3.72,70.9
+Nicaragua,2004,1529.1997183080073,26.2,3.75,71.3
+Nicaragua,2005,1573.0603314754076,26.3,3.65,71.8
+Nicaragua,2006,1616.0674848106776,26.4,3.64,72.3
+Nicaragua,2007,1674.9293504887683,26.5,3.77,72.7
+Nicaragua,2008,1708.821835136274,26.5,3.59,73.2
+Nicaragua,2009,1630.0942794585792,26.6,3.32,73.6
+Nicaragua,2010,1679.0313773383905,26.7,,73.9
+Nicaragua,2011,1761.2086182575727,26.8,,74.2
+Nicaragua,2012,1850.6986676319339,26.9,,74.5
+Nicaragua,2013,1916.2813870543473,27.0,,74.7
+Nicaragua,2014,1981.7436722781424,27.1,,75.0
+Nicaragua,2015,2049.848035689274,27.2,,75.2
+Nicaragua,2016,2115.935621156455,27.2,,75.5
+Nicaragua,2017,2186.811647137403,,,
+Nicaragua,2018,2077.130412611465,,,
+Niger,1970,783.0718039200985,,,
+Niger,1971,804.8232811483826,,,
+Niger,1972,742.396730826876,,,
+Niger,1973,599.0117348347036,,,
+Niger,1974,633.654849795795,,,
+Niger,1975,598.8318823246418,18.5,,
+Niger,1976,585.9261043389853,18.6,,
+Niger,1977,613.4747479970333,18.7,,
+Niger,1978,676.2371713235128,18.8,,
+Niger,1979,703.8832326712446,18.9,,
+Niger,1980,668.6078035827969,19.0,,
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+Niger,1985,505.1942550121582,19.5,,
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+Niger,1989,457.8976108164104,19.9,,
+Niger,1990,440.4472718211669,19.9,,
+Niger,1991,428.0644738319883,20.0,,
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+Niger,1993,405.01693610567975,20.2,,
+Niger,1994,401.8750037698404,20.3,,
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+Niger,1996,406.97792029717067,20.4,,
+Niger,1997,394.86841425195644,20.5,,
+Niger,1998,429.5537005716195,20.6,,
+Niger,1999,418.5731867166806,20.7,,
+Niger,2000,393.3064570018696,20.8,0.09,48.2
+Niger,2001,407.76787946864425,20.9,0.09,48.9
+Niger,2002,413.8392766440975,20.9,0.09,49.7
+Niger,2003,412.412339600631,21.0,0.1,50.4
+Niger,2004,394.13116127548165,21.1,0.1,51.2
+Niger,2005,407.88696858961026,21.2,0.1,52.1
+Niger,2006,415.6007139091668,21.3,0.1,52.9
+Niger,2007,412.8729809712359,21.3,0.1,53.8
+Niger,2008,435.68081782340147,21.4,0.11,54.5
+Niger,2009,416.4059238663577,21.5,0.1,55.4
+Niger,2010,434.2381514904043,21.5,,56.3
+Niger,2011,427.24448410342717,21.6,,57.1
+Niger,2012,459.5995545326043,21.6,,57.8
+Niger,2013,465.2736553207207,21.7,,58.3
+Niger,2014,481.1687591735512,21.7,,58.9
+Niger,2015,482.9268584104843,21.8,,59.2
+Niger,2016,491.0729773119757,21.8,,59.8
+Niger,2017,496.1974256261695,,,
+Niger,2018,511.07076761807167,,,
+Nigeria,1970,1555.0338721417645,,,
+Nigeria,1971,1735.6671189820654,,,
+Nigeria,1972,1816.966919037123,,,
+Nigeria,1973,1881.4647308704107,,,
+Nigeria,1974,2031.9497166345902,,,
+Nigeria,1975,1991.3277333523088,20.0,,
+Nigeria,1976,2072.3746930970874,20.1,,
+Nigeria,1977,2177.567946591817,20.2,,
+Nigeria,1978,2051.297464518986,20.3,,
+Nigeria,1979,1936.356385499771,20.4,,
+Nigeria,1980,1923.6837983774976,20.5,,
+Nigeria,1981,1855.384230353534,20.6,,
+Nigeria,1982,1684.779450101418,20.7,,
+Nigeria,1983,1463.1780528438494,20.8,,
+Nigeria,1984,1410.7240622985937,20.9,,
+Nigeria,1985,1456.3407466145495,21.0,,
+Nigeria,1986,1419.7874459499308,21.1,,
+Nigeria,1987,1427.2533788903606,21.2,,
+Nigeria,1988,1492.1498501005026,21.3,,
+Nigeria,1989,1481.5727757029838,21.4,,
+Nigeria,1990,1613.8872661083608,21.5,,
+Nigeria,1991,1578.9551750862367,21.6,,
+Nigeria,1992,1610.942004714042,21.7,,
+Nigeria,1993,1539.1410614869492,21.7,,
+Nigeria,1994,1473.9920592357057,21.8,,
+Nigeria,1995,1436.6993289894094,21.9,,
+Nigeria,1996,1460.1833440914472,22.0,,
+Nigeria,1997,1466.1238555579057,22.1,,
+Nigeria,1998,1466.9624743585698,22.1,,
+Nigeria,1999,1439.152824042091,22.2,,
+Nigeria,2000,1473.9679741810746,22.3,11.47,47.3
+Nigeria,2001,1522.4698958563858,22.4,11.17,47.6
+Nigeria,2002,1712.1311383342427,22.5,11.09,47.9
+Nigeria,2003,1791.8785467349846,22.5,11.33,48.3
+Nigeria,2004,1908.1642911902488,22.6,11.33,48.8
+Nigeria,2005,1979.1789909858107,22.7,11.24,49.5
+Nigeria,2006,2045.010782835107,22.8,11.18,50.2
+Nigeria,2007,2123.1725311465375,22.8,11.04,50.9
+Nigeria,2008,2207.5158585470485,22.9,10.79,51.4
+Nigeria,2009,2322.261632186669,22.9,10.58,51.9
+Nigeria,2010,2442.0565491237007,23.0,,52.4
+Nigeria,2011,2503.7262973724223,23.0,,52.8
+Nigeria,2012,2540.602550825849,23.1,,53.2
+Nigeria,2013,2638.510231596347,23.1,,53.8
+Nigeria,2014,2731.2267685093207,23.2,,54.3
+Nigeria,2015,2730.427139223997,23.2,,54.8
+Nigeria,2016,2616.6122864597824,23.2,,55.2
+Nigeria,2017,2570.026563785886,,,
+Nigeria,2018,2552.7016203075955,,,
+Northern Africa,1970,1737.7628458475533,,,
+Northern Africa,1971,1654.499304994576,,,
+Northern Africa,1972,1764.9348020315776,,,
+Northern Africa,1973,1760.3903522580333,,,
+Northern Africa,1974,1900.3346234701467,,,
+Northern Africa,1975,1965.7728677157356,,,
+Northern Africa,1976,2203.0113570086874,,,
+Northern Africa,1977,2319.2026385437384,,,
+Northern Africa,1978,2366.3726273981974,,,
+Northern Africa,1979,2470.1911529453782,,,
+Northern Africa,1980,2476.1968254302287,,,
+Northern Africa,1981,2277.9410881017147,,,
+Northern Africa,1982,2338.8086318375085,,,
+Northern Africa,1983,2358.274277129896,,,
+Northern Africa,1984,2353.1171353650175,,,
+Northern Africa,1985,2432.122002180304,,,
+Northern Africa,1986,2345.9033843603966,,,
+Northern Africa,1987,2244.5586686895103,,,
+Northern Africa,1988,2294.420612300471,,,
+Northern Africa,1989,2337.8874423779594,,,
+Northern Africa,1990,2376.5939703606623,,,
+Northern Africa,1991,2470.8315161745027,,,
+Northern Africa,1992,2465.304692028762,,,
+Northern Africa,1993,2404.97413501118,,,
+Northern Africa,1994,2432.11723284752,,,
+Northern Africa,1995,2422.928354194385,,,
+Northern Africa,1996,2498.3281128451263,,,
+Northern Africa,1997,2542.5877904795843,,,
+Northern Africa,1998,2580.303968019465,,,
+Northern Africa,1999,2626.7921530816525,,,
+Northern Africa,2000,2690.4145457355357,,,
+Northern Africa,2001,2748.3760026619284,,,
+Northern Africa,2002,2783.026651481374,,,
+Northern Africa,2003,2914.600289825641,,,
+Northern Africa,2004,2992.6053555758367,,,
+Northern Africa,2005,3120.690742364685,,,
+Northern Africa,2006,3242.4391821779886,,,
+Northern Africa,2007,3354.9638984871467,,,
+Northern Africa,2008,3599.572829436086,,,
+Northern Africa,2009,3669.399050050091,,,
+Northern Africa,2010,3774.4244597421125,,,
+Northern Africa,2011,3318.052730184281,,,
+Northern Africa,2012,3688.408125815434,,,
+Northern Africa,2013,3378.4791328979313,,,
+Northern Africa,2014,3274.4595538688473,,,
+Northern Africa,2015,3267.1721682897723,,,
+Northern Africa,2016,3305.8123440702184,,,
+Northern Africa,2017,3409.709235092744,,,
+Northern Africa,2018,3463.982410571988,,,
+Northern America,1970,24445.217976979242,,,
+Northern America,1971,25023.374114069447,,,
+Northern America,1972,26093.842519598817,,,
+Northern America,1973,27330.338572609362,,,
+Northern America,1974,27011.620049673977,,,
+Northern America,1975,26741.05019004652,,,
+Northern America,1976,27928.493582261126,,,
+Northern America,1977,28915.49848596179,,,
+Northern America,1978,30181.391482246323,,,
+Northern America,1979,30857.385972649467,,,
+Northern America,1980,30552.152538229635,,,
+Northern America,1981,31056.51932145208,,,
+Northern America,1982,30172.386559341394,,,
+Northern America,1983,31205.813041047862,,,
+Northern America,1984,33109.69416773032,,,
+Northern America,1985,34176.53041821757,,,
+Northern America,1986,34981.273522002986,,,
+Northern America,1987,35856.594172688376,,,
+Northern America,1988,36994.094623472076,,,
+Northern America,1989,37932.81013056564,,,
+Northern America,1990,38211.81279142686,,,
+Northern America,1991,37735.260826414546,,,
+Northern America,1992,38602.44903095079,,,
+Northern America,1993,39267.52418818342,,,
+Northern America,1994,40439.58417542602,,,
+Northern America,1995,41070.818098439886,,,
+Northern America,1996,42055.318715842,,,
+Northern America,1997,43386.477302254636,,,
+Northern America,1998,44756.00515504366,,,
+Northern America,1999,46342.40050512751,,,
+Northern America,2000,47759.61713789828,,,
+Northern America,2001,47779.284528961136,,,
+Northern America,2002,48204.86453418574,,,
+Northern America,2003,49104.68133668478,,,
+Northern America,2004,50492.168328741056,,,
+Northern America,2005,51776.50269388085,,,
+Northern America,2006,52740.62981811903,,,
+Northern America,2007,53216.21068634798,,,
+Northern America,2008,52673.230366437856,,,
+Northern America,2009,50833.07205588879,,,
+Northern America,2010,51684.45944886818,,,
+Northern America,2011,52099.893349070626,,,
+Northern America,2012,52816.81725073044,,,
+Northern America,2013,53391.716040993,,,
+Northern America,2014,54346.80991480452,,,
+Northern America,2015,55428.314336431446,,,
+Northern America,2016,55922.34083978224,,,
+Northern America,2017,56891.53612074435,,,
+Northern America,2018,58131.409332647476,,,
+Northern Europe,1970,20031.330854474934,,,
+Northern Europe,1971,20595.963805945976,,,
+Northern Europe,1972,21406.223828117756,,,
+Northern Europe,1973,22587.56479004614,,,
+Northern Europe,1974,22335.904168090135,,,
+Northern Europe,1975,22234.06364292314,,,
+Northern Europe,1976,22847.14341066559,,,
+Northern Europe,1977,23283.10375036735,,,
+Northern Europe,1978,24122.635706145207,,,
+Northern Europe,1979,25047.708946982046,,,
+Northern Europe,1980,24912.931246285592,,,
+Northern Europe,1981,24837.260007094523,,,
+Northern Europe,1982,25299.739415069722,,,
+Northern Europe,1983,26174.212190895265,,,
+Northern Europe,1984,26937.898956284535,,,
+Northern Europe,1985,27961.00730844572,,,
+Northern Europe,1986,28791.80976264682,,,
+Northern Europe,1987,29942.02261269558,,,
+Northern Europe,1988,31164.777475815845,,,
+Northern Europe,1989,31856.577520820156,,,
+Northern Europe,1990,30096.521639722472,,,
+Northern Europe,1991,29730.161392303857,,,
+Northern Europe,1992,29608.38336788901,,,
+Northern Europe,1993,29961.28940841257,,,
+Northern Europe,1994,31098.63873152802,,,
+Northern Europe,1995,32210.67697991062,,,
+Northern Europe,1996,33064.23274103386,,,
+Northern Europe,1997,34403.98111069602,,,
+Northern Europe,1998,35629.01065919083,,,
+Northern Europe,1999,36823.478076981046,,,
+Northern Europe,2000,38187.23292621643,,,
+Northern Europe,2001,39114.48768143421,,,
+Northern Europe,2002,39894.8988082103,,,
+Northern Europe,2003,40866.49661193964,,,
+Northern Europe,2004,41950.19738063708,,,
+Northern Europe,2005,43071.33070376212,,,
+Northern Europe,2006,44184.36800066834,,,
+Northern Europe,2007,45104.407531682366,,,
+Northern Europe,2008,44519.77834786932,,,
+Northern Europe,2009,42114.22961749558,,,
+Northern Europe,2010,42723.98815767942,,,
+Northern Europe,2011,43149.757982683775,,,
+Northern Europe,2012,43341.86624071464,,,
+Northern Europe,2013,43809.73792611946,,,
+Northern Europe,2014,44714.549370872526,,,
+Northern Europe,2015,46072.621701897166,,,
+Northern Europe,2016,46802.37104041188,,,
+Northern Europe,2017,47707.882827271096,,,
+Northern Europe,2018,48431.27544468034,,,
+Norway,1970,26628.909939719353,,,
+Norway,1971,27928.94480982042,,,
+Norway,1972,29204.928741466894,,,
+Norway,1973,30320.062446049793,,,
+Norway,1974,31312.36478460731,,,
+Norway,1975,32680.237240556355,24.3,,
+Norway,1976,34417.02371679005,24.3,,
+Norway,1977,35699.62602284404,24.3,,
+Norway,1978,36945.30613743522,24.4,,
+Norway,1979,38431.159259686094,24.4,,
+Norway,1980,40055.50957946994,24.4,,
+Norway,1981,40567.661635200064,24.4,,
+Norway,1982,40537.698225994005,24.5,,
+Norway,1983,42016.075221593615,24.5,,
+Norway,1984,44411.72493666567,24.5,,
+Norway,1985,46710.59518286781,24.6,,
+Norway,1986,48409.72566166615,24.6,,
+Norway,1987,49050.941772508086,24.7,,
+Norway,1988,48704.69824210258,24.7,,
+Norway,1989,48975.69095590484,24.8,,
+Norway,1990,49673.35941264933,24.8,,
+Norway,1991,50939.55769894092,24.9,,
+Norway,1992,52475.045842412714,25.0,,
+Norway,1993,53666.77236641868,25.0,,
+Norway,1994,56057.455684559754,25.1,,
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+Norway,1996,60602.40726655867,25.3,,
+Norway,1997,63414.49685786286,25.4,,
+Norway,1998,64680.40270196942,25.5,,
+Norway,1999,65591.24497981466,25.5,,
+Norway,2000,67311.84185748755,25.6,5.67,78.8
+Norway,2001,68347.22394650574,25.7,5.49,79.0
+Norway,2002,68986.82517636786,25.8,5.89,79.1
+Norway,2003,69247.77011404539,25.9,6.04,79.7
+Norway,2004,71556.40038454528,26.0,6.22,80.1
+Norway,2005,72893.71655089341,26.0,6.37,80.3
+Norway,2006,73994.01914981968,26.1,6.47,80.5
+Norway,2007,75460.18333835666,26.2,6.6,80.6
+Norway,2008,74999.37805386356,26.3,6.75,80.8
+Norway,2009,72851.63607738813,26.3,6.68,81.0
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+Norway,2011,72264.22397991293,26.4,,81.3
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+Oceania,1970,19488.343382799598,,,
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+Oman,1970,5304.2629045651465,,,
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+Pakistan,1970,584.7004026036477,,,
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+Palau,1970,11190.450596901193,,,
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+Panama,1970,3903.0768503881404,,,
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+Panama,2009,9840.332935152823,26.4,6.14,76.9
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+Paraguay,1970,1931.0967470223864,,,
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+Peru,1981,3868.036685232467,23.5,,
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+Peru,1983,3295.4613630864196,23.6,,
+Peru,1984,3335.0631120264957,23.7,,
+Peru,1985,3325.7997434782724,23.8,,
+Peru,1986,3556.9855332301836,23.9,,
+Peru,1987,3816.0049693309506,24.0,,
+Peru,1988,3380.222326931523,24.0,,
+Peru,1989,2900.865502984591,24.1,,
+Peru,1990,2699.226921312375,24.2,,
+Peru,1991,2703.8862258012173,24.3,,
+Peru,1992,2637.2303156096546,24.4,,
+Peru,1993,2723.1887825609547,24.4,,
+Peru,1994,3001.52922690423,24.5,,
+Peru,1995,3164.5771984165085,24.6,,
+Peru,1996,3193.4008218171293,24.7,,
+Peru,1997,3338.578111414916,24.8,,
+Peru,1998,3267.5572678902518,24.9,,
+Peru,1999,3262.9631048758906,24.9,,
+Peru,2000,3302.547280214332,25.0,4.76,71.3
+Peru,2001,3280.8771814540996,25.1,4.09,71.7
+Peru,2002,3421.2869010463482,25.2,3.93,72.1
+Peru,2003,3528.4672886178287,25.3,4.59,72.5
+Peru,2004,3669.633450892285,25.4,4.54,72.9
+Peru,2005,3866.41022624249,25.5,4.65,73.2
+Peru,2006,4122.606918387892,25.6,4.48,73.5
+Peru,2007,4437.312312642101,25.7,4.51,73.8
+Peru,2008,4803.418416608877,25.8,4.95,74.1
+Peru,2009,4817.207515219531,25.9,5.04,74.3
+Peru,2010,5176.347612291762,26.0,,74.6
+Peru,2011,5459.358438840001,26.1,,74.8
+Peru,2012,5746.931718070028,26.2,,75.0
+Peru,2013,6028.679181638958,26.3,,75.2
+Peru,2014,6107.382858641785,26.4,,75.4
+Peru,2015,6227.509974540135,26.5,,75.6
+Peru,2016,6378.553661102752,26.7,,75.9
+Peru,2017,6431.4551778905925,,,
+Peru,2018,6573.280386188647,,,
+Philippines,1970,1383.278238202874,,,
+Philippines,1971,1416.971156901449,,,
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+Philippines,1973,1536.7910050023609,,,
+Philippines,1974,1547.0232908387093,,,
+Philippines,1975,1587.9760168294094,19.8,,
+Philippines,1976,1680.5424370210364,19.9,,
+Philippines,1977,1726.5808455419985,20.0,,
+Philippines,1978,1766.9132098836874,20.1,,
+Philippines,1979,1816.290258483293,20.2,,
+Philippines,1980,1858.2722668068552,20.3,,
+Philippines,1981,1869.9583508946596,20.4,,
+Philippines,1982,1885.3185968381822,20.5,,
+Philippines,1983,1868.9038006568503,20.6,,
+Philippines,1984,1685.5352957718173,20.7,,
+Philippines,1985,1520.6752927130312,20.9,,
+Philippines,1986,1530.9018119689124,21.0,,
+Philippines,1987,1554.841905666771,21.1,,
+Philippines,1988,1616.607196008168,21.2,,
+Philippines,1989,1672.9398216540264,21.3,,
+Philippines,1990,1680.4574430699136,21.5,,
+Philippines,1991,1629.6744554441434,21.6,,
+Philippines,1992,1595.8101534192335,21.7,,
+Philippines,1993,1591.0711071539179,21.7,,
+Philippines,1994,1622.2231932551947,21.8,,
+Philippines,1995,1659.1091404133692,21.9,,
+Philippines,1996,1716.3128112421896,22.0,,
+Philippines,1997,1765.0379345463343,22.0,,
+Philippines,1998,1716.2905583149686,22.1,,
+Philippines,1999,1730.848575058091,22.2,,
+Philippines,2000,1768.6001141596926,22.2,4.72,66.9
+Philippines,2001,1781.3852821834319,22.3,4.53,66.9
+Philippines,2002,1807.929424258017,22.3,4.39,66.8
+Philippines,2003,1859.247721199738,22.4,4.42,67.2
+Philippines,2004,1944.9322958000914,22.4,4.42,67.4
+Philippines,2005,1999.7136001118072,22.5,4.19,67.1
+Philippines,2006,2067.144396469211,22.5,4.05,67.3
+Philippines,2007,2166.5297912747765,22.6,4.14,67.8
+Philippines,2008,2219.3526325065454,22.6,4.15,67.9
+Philippines,2009,2208.1053977658075,22.7,4.34,67.9
+Philippines,2010,2337.3645023282847,22.7,,68.3
+Philippines,2011,2382.25989569847,22.8,,68.5
+Philippines,2012,2498.542582347191,22.9,,68.6
+Philippines,2013,2630.1571926509787,22.9,,68.7
+Philippines,2014,2746.1925488345432,23.0,,69.0
+Philippines,2015,2867.1494734559487,23.1,,69.2
+Philippines,2016,3018.686428042041,23.2,,69.3
+Philippines,2017,3174.053838313051,,,
+Philippines,2018,3325.4854055051032,,,
+Poland,1970,3882.1496833136544,,,
+Poland,1971,4138.1768366416645,,,
+Poland,1972,4298.224280774465,,,
+Poland,1973,4442.512492274551,,,
+Poland,1974,4719.677597969036,,,
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+Poland,1978,5881.3361788662205,24.9,,
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+Poland,1980,5635.507579604706,25.0,,
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+Poland,1982,4740.768839163669,25.0,,
+Poland,1983,4958.77945037013,25.1,,
+Poland,1984,5194.700162974624,25.1,,
+Poland,1985,5344.528150247126,25.1,,
+Poland,1986,5536.708128692991,25.1,,
+Poland,1987,5617.321855583643,25.1,,
+Poland,1988,5825.726883642981,25.2,,
+Poland,1989,5814.214617094194,25.2,,
+Poland,1990,5125.587449474629,25.2,,
+Poland,1991,4750.6353016797775,25.2,,
+Poland,1992,4855.496530522692,25.2,,
+Poland,1993,5023.36418775625,25.2,,
+Poland,1994,5277.100287225007,25.2,,
+Poland,1995,5633.805616401809,25.2,,
+Poland,1996,5967.104056512663,25.3,,
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+Poland,1998,6636.299614154807,25.3,,
+Poland,1999,6943.700047953296,25.4,,
+Poland,2000,7262.408817616893,25.4,8.4,73.7
+Poland,2001,7358.199922045188,25.5,7.74,74.2
+Poland,2002,7516.419136061131,25.5,8.02,74.6
+Poland,2003,7793.661653672934,25.6,9.06,74.8
+Poland,2004,8202.934339099118,25.7,9.19,75.0
+Poland,2005,8496.289892662888,25.7,9.07,75.0
+Poland,2006,9024.739979285217,25.8,9.74,75.3
+Poland,2007,9659.887063352591,25.9,10.39,75.4
+Poland,2008,10069.496611050075,26.0,10.8,75.6
+Poland,2009,10354.789644793633,26.1,10.17,75.8
+Poland,2010,10734.474934763217,26.1,,76.3
+Poland,2011,11285.702282177852,26.2,,76.6
+Poland,2012,11485.100337645741,26.3,,76.7
+Poland,2013,11666.018599415173,26.4,,77.0
+Poland,2014,12074.33465505942,26.5,,77.6
+Poland,2015,12556.669949610974,26.6,,77.4
+Poland,2016,12956.676201412294,26.7,,77.8
+Poland,2017,13609.351421787658,,,
+Poland,2018,14321.875008974288,,,
+Polynesia,1970,5538.091339863367,,,
+Polynesia,1971,5991.722167619086,,,
+Polynesia,1972,5675.817891271194,,,
+Polynesia,1973,5985.201407817109,,,
+Polynesia,1974,6562.970731256102,,,
+Polynesia,1975,6191.84290631869,,,
+Polynesia,1976,6548.55966101493,,,
+Polynesia,1977,6604.133982420538,,,
+Polynesia,1978,7087.8524911354825,,,
+Polynesia,1979,7343.017836276787,,,
+Polynesia,1980,7261.5928421194685,,,
+Polynesia,1981,7583.065198304923,,,
+Polynesia,1982,8124.7485707872365,,,
+Polynesia,1983,8395.92682451656,,,
+Polynesia,1984,8704.146913672828,,,
+Polynesia,1985,9058.554177330321,,,
+Polynesia,1986,9639.447299258356,,,
+Polynesia,1987,10087.928020491849,,,
+Polynesia,1988,9856.624231232972,,,
+Polynesia,1989,10136.35464269473,,,
+Polynesia,1990,10188.190566179184,,,
+Polynesia,1991,10592.405151458264,,,
+Polynesia,1992,10535.851788465921,,,
+Polynesia,1993,10541.74133924441,,,
+Polynesia,1994,10460.748244348253,,,
+Polynesia,1995,10442.237808160375,,,
+Polynesia,1996,10463.108408713555,,,
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+Polynesia,1998,10726.18163542855,,,
+Polynesia,1999,11005.740845124645,,,
+Polynesia,2000,11488.795461115307,,,
+Polynesia,2001,11613.558349080298,,,
+Polynesia,2002,11760.331532602539,,,
+Polynesia,2003,12054.238816026405,,,
+Polynesia,2004,12206.20787920171,,,
+Polynesia,2005,12300.075393258443,,,
+Polynesia,2006,12321.016434733378,,,
+Polynesia,2007,12468.637821729419,,,
+Polynesia,2008,12387.462322098192,,,
+Polynesia,2009,11900.457487290241,,,
+Polynesia,2010,11642.907964391947,,,
+Polynesia,2011,11356.76152677595,,,
+Polynesia,2012,11191.706537738033,,,
+Polynesia,2013,11182.290854439289,,,
+Polynesia,2014,11281.446802257418,,,
+Polynesia,2015,11488.34888485416,,,
+Polynesia,2016,11693.268224155207,,,
+Polynesia,2017,11972.255875232077,,,
+Polynesia,2018,12166.964429234373,,,
+Portugal,1970,7681.407797647426,,,
+Portugal,1971,8145.00280730309,,,
+Portugal,1972,8708.687483014624,,,
+Portugal,1973,9554.94119164154,,,
+Portugal,1974,9522.974494509726,,,
+Portugal,1975,8977.597359443054,24.0,,
+Portugal,1976,9462.894025084332,24.0,,
+Portugal,1977,9856.64464267414,24.1,,
+Portugal,1978,10005.24229218624,24.1,,
+Portugal,1979,10451.117847984076,24.2,,
+Portugal,1980,10829.621517495047,24.2,,
+Portugal,1981,10926.520036936334,24.3,,
+Portugal,1982,11103.368204897317,24.4,,
+Portugal,1983,11048.135359121816,24.4,,
+Portugal,1984,10820.49839314702,24.5,,
+Portugal,1985,11115.37831681143,24.5,,
+Portugal,1986,11578.88909099933,24.6,,
+Portugal,1987,12333.127942091967,24.7,,
+Portugal,1988,13276.680088948358,24.7,,
+Portugal,1989,14143.750545237921,24.8,,
+Portugal,1990,14695.754223677317,24.8,,
+Portugal,1991,15305.700491486201,24.9,,
+Portugal,1992,15417.638989874149,25.0,,
+Portugal,1993,15034.120177158826,25.0,,
+Portugal,1994,15106.031305672632,25.1,,
+Portugal,1995,15680.742836652498,25.2,,
+Portugal,1996,16161.856276960652,25.2,,
+Portugal,1997,16805.88322426084,25.3,,
+Portugal,1998,17545.80604805729,25.4,,
+Portugal,1999,18159.35249677768,25.5,,
+Portugal,2000,18774.311699226706,25.5,12.77,76.9
+Portugal,2001,19057.157829862397,25.6,12.63,77.2
+Portugal,2002,19121.730896264973,25.6,12.5,77.5
+Portugal,2003,18864.560990310263,25.7,12.22,77.6
+Portugal,2004,19126.244022083847,25.7,12.26,78.3
+Portugal,2005,19206.859927179987,25.8,11.97,78.6
+Portugal,2006,19455.41024832782,25.8,11.81,78.9
+Portugal,2007,19885.899249523103,25.8,11.54,79.3
+Portugal,2008,19907.639824445367,25.8,11.47,79.6
+Portugal,2009,19270.208069853466,25.8,11.5,79.8
+Portugal,2010,19619.850248859977,25.8,,80.0
+Portugal,2011,19335.74723696539,25.8,,80.5
+Portugal,2012,18627.147918516177,25.8,,80.5
+Portugal,2013,18549.18655849359,25.7,,80.9
+Portugal,2014,18794.478912004008,25.7,,81.2
+Portugal,2015,19223.29735244163,25.7,,81.3
+Portugal,2016,19692.82460248788,25.6,,81.5
+Portugal,2017,20456.648153651076,,,
+Portugal,2018,21022.116247659513,,,
+Puerto Rico,1970,12315.881785479733,,,
+Puerto Rico,1971,12930.552667661996,,,
+Puerto Rico,1972,13682.285640093323,,,
+Puerto Rico,1973,14266.51307055384,,,
+Puerto Rico,1974,14035.2912019186,,,
+Puerto Rico,1975,13447.98167580138,,,
+Puerto Rico,1976,13914.222810858917,,,
+Puerto Rico,1977,14565.819438261278,,,
+Puerto Rico,1978,15263.18258367705,,,
+Puerto Rico,1979,15934.875720941043,,,
+Puerto Rico,1980,15941.762942714904,,,
+Puerto Rico,1981,15902.766032024769,,,
+Puerto Rico,1982,15240.830445767064,,,
+Puerto Rico,1983,15150.582609411094,,,
+Puerto Rico,1984,16102.186801210817,,,
+Puerto Rico,1985,16281.24654552912,,,
+Puerto Rico,1986,17459.55134653142,,,
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+Puerto Rico,1988,19197.204948698523,,,
+Puerto Rico,1989,19978.87702935145,,,
+Puerto Rico,1990,20552.507984263062,,,
+Puerto Rico,1991,20828.09770102203,,,
+Puerto Rico,1992,21566.455050568984,,,
+Puerto Rico,1993,22347.14195721494,,,
+Puerto Rico,1994,23062.93374489267,,,
+Puerto Rico,1995,23902.951983911054,,,
+Puerto Rico,1996,24263.812348027153,,,
+Puerto Rico,1997,25266.84808998516,,,
+Puerto Rico,1998,26505.1770268672,,,
+Puerto Rico,1999,27809.791755133625,,,
+Puerto Rico,2000,28647.153527470055,,,
+Puerto Rico,2001,30445.05807882466,,,
+Puerto Rico,2002,30774.41055731004,,,
+Puerto Rico,2003,30878.746055646283,,,
+Puerto Rico,2004,31917.745697404072,,,
+Puerto Rico,2005,31370.70329794187,,,
+Puerto Rico,2006,30997.769605915873,,,
+Puerto Rico,2007,30700.39881082916,,,
+Puerto Rico,2008,30203.58888749564,,,
+Puerto Rico,2009,29708.51147587208,,,
+Puerto Rico,2010,29723.74938533855,,,
+Puerto Rico,2011,29783.41537504957,,,
+Puerto Rico,2012,29988.321381072303,,,
+Puerto Rico,2013,30175.438068663323,,,
+Puerto Rico,2014,30249.506450826528,,,
+Puerto Rico,2015,30570.73775742137,,,
+Puerto Rico,2016,31089.241016169675,,,
+Puerto Rico,2017,31405.791618006024,,,
+Puerto Rico,2018,31084.18378202131,,,
+Qatar,1970,85662.92229772433,,,
+Qatar,1971,86423.3237900224,,,
+Qatar,1972,87843.40943253446,,,
+Qatar,1973,89318.90901205526,,,
+Qatar,1974,87579.50071101495,,,
+Qatar,1975,86690.797992701,25.7,,
+Qatar,1976,88845.54616523325,25.7,,
+Qatar,1977,78471.6371337424,25.8,,
+Qatar,1978,81139.74566170998,25.9,,
+Qatar,1979,79880.03956398524,26.0,,
+Qatar,1980,72540.98494241168,26.0,,
+Qatar,1981,66005.79710955104,26.1,,
+Qatar,1982,54985.40551863815,26.1,,
+Qatar,1983,48383.04803971297,26.2,,
+Qatar,1984,45893.613541180115,26.3,,
+Qatar,1985,41333.386882134284,26.3,,
+Qatar,1986,40599.696797866294,26.4,,
+Qatar,1987,38269.490014874704,26.5,,
+Qatar,1988,38568.716395420844,26.5,,
+Qatar,1989,39363.752031324795,26.6,,
+Qatar,1990,39460.965896453024,26.7,,
+Qatar,1991,37923.19623002257,26.8,,
+Qatar,1992,41534.714122807825,26.9,,
+Qatar,1993,40487.096212831806,27.0,,
+Qatar,1994,40611.06493011578,27.1,,
+Qatar,1995,41066.9814719629,27.2,,
+Qatar,1996,42117.64390718163,27.3,,
+Qatar,1997,53449.71830098251,27.4,,
+Qatar,1998,57695.639610321676,27.5,,
+Qatar,1999,58171.197482728334,27.5,,
+Qatar,2000,60510.00944169688,27.6,0.55,76.2
+Qatar,2001,60564.2486161185,27.7,0.75,76.3
+Qatar,2002,62295.304566989646,27.8,0.83,76.5
+Qatar,2003,60734.67589742106,27.9,0.92,76.6
+Qatar,2004,65530.30174108297,28.0,1.0,76.7
+Qatar,2005,61316.86196767857,28.0,1.08,76.8
+Qatar,2006,65465.43466942177,28.1,1.13,76.7
+Qatar,2007,64832.646082804684,28.2,1.16,76.7
+Qatar,2008,64696.42794689121,28.3,1.15,76.7
+Qatar,2009,62878.28765707413,28.4,1.09,76.9
+Qatar,2010,65436.5091449951,28.5,,77.2
+Qatar,2011,67434.80992587763,28.6,,77.4
+Qatar,2012,65445.693990952306,28.7,,77.6
+Qatar,2013,64223.141377146,28.8,,77.7
+Qatar,2014,63448.75885778925,29.0,,77.9
+Qatar,2015,63039.063486421794,29.1,,78.0
+Qatar,2016,62232.02363621836,29.2,,78.1
+Qatar,2017,61582.93308038206,,,
+Qatar,2018,61222.881888042575,,,
+Republic of Korea,1970,2044.745242854413,,,
+Republic of Korea,1971,2213.482555068688,,,
+Republic of Korea,1972,2325.34130223943,,,
+Republic of Korea,1973,2619.506637975269,,,
+Republic of Korea,1974,2815.6618857298745,,,
+Republic of Korea,1975,2985.7556063375714,20.5,,
+Republic of Korea,1976,3324.404547607343,20.6,,
+Republic of Korea,1977,3677.981984076126,20.8,,
+Republic of Korea,1978,4017.3489879657595,20.9,,
+Republic of Korea,1979,4303.478215816822,21.0,,
+Republic of Korea,1980,4170.85660112298,21.2,,
+Republic of Korea,1981,4405.878746683455,21.3,,
+Republic of Korea,1982,4700.265700703278,21.4,,
+Republic of Korea,1983,5246.002679125631,21.6,,
+Republic of Korea,1984,5714.983603625558,21.7,,
+Republic of Korea,1985,6081.185038580657,21.8,,
+Republic of Korea,1986,6688.227610268534,21.9,,
+Republic of Korea,1987,7446.019389637732,22.0,,
+Republic of Korea,1988,8253.233618681728,22.2,,
+Republic of Korea,1989,8749.313811526443,22.3,,
+Republic of Korea,1990,9512.091274706412,22.4,,
+Republic of Korea,1991,10386.916451300945,22.5,,
+Republic of Korea,1992,10908.875928757001,22.6,,
+Republic of Korea,1993,11527.795282264029,22.7,,
+Republic of Korea,1994,12452.821008034929,22.7,,
+Republic of Korea,1995,13502.303247549664,22.8,,
+Republic of Korea,1996,14382.145232180663,22.9,,
+Republic of Korea,1997,15087.12617608127,23.0,,
+Republic of Korea,1998,14131.776257398657,23.0,,
+Republic of Korea,1999,15597.311500179081,23.1,,
+Republic of Korea,2000,16859.37397323711,23.1,10.33,76.3
+Republic of Korea,2001,17556.29518287043,23.2,11.45,77.0
+Republic of Korea,2002,18796.970357010785,23.2,9.55,77.4
+Republic of Korea,2003,19283.569739027298,23.3,9.66,77.8
+Republic of Korea,2004,20188.534348033052,23.3,9.18,78.3
+Republic of Korea,2005,20968.58580314003,23.3,9.03,78.7
+Republic of Korea,2006,21991.440770444122,23.4,8.83,79.3
+Republic of Korea,2007,23193.602222043155,23.4,9.05,79.7
+Republic of Korea,2008,23820.696768015074,23.5,9.31,80.2
+Republic of Korea,2009,23929.24162607347,23.5,8.97,80.6
+Republic of Korea,2010,25455.358175893743,23.5,,80.7
+Republic of Korea,2011,26266.04761602141,23.6,,81.1
+Republic of Korea,2012,26749.622099055927,23.6,,81.3
+Republic of Korea,2013,27439.908922676495,23.6,,81.8
+Republic of Korea,2014,28171.945706162787,23.7,,82.2
+Republic of Korea,2015,28840.69345301652,23.7,,82.3
+Republic of Korea,2016,29597.20540929198,23.8,,82.7
+Republic of Korea,2017,30464.871885404813,,,
+Republic of Korea,2018,31230.72076975838,,,
+Republic of Moldova,1990,2575.445163850954,25.3,,
+Republic of Moldova,1991,2120.5761593779393,25.3,,
+Republic of Moldova,1992,1503.9903431164112,25.4,,
+Republic of Moldova,1993,1488.3275888225896,25.4,,
+Republic of Moldova,1994,1031.0650616783942,25.5,,
+Republic of Moldova,1995,1021.1458007316423,25.6,,
+Republic of Moldova,1996,966.5599871141154,25.6,,
+Republic of Moldova,1997,989.2989403479684,25.7,,
+Republic of Moldova,1998,931.4517978803565,25.7,,
+Republic of Moldova,1999,906.2565617618199,25.8,,
+Republic of Moldova,2000,930.4598057792394,25.9,6.76,67.4
+Republic of Moldova,2001,991.2745817825679,26.0,6.34,68.0
+Republic of Moldova,2002,1070.9564463571858,26.0,5.84,67.9
+Republic of Moldova,2003,1143.2451560687457,26.1,6.27,68.0
+Republic of Moldova,2004,1228.9907054931953,26.2,7.61,68.4
+Republic of Moldova,2005,1323.9348672030565,26.3,11.81,67.7
+Republic of Moldova,2006,1391.6395278552493,26.4,7.94,68.3
+Republic of Moldova,2007,1438.964435325944,26.4,7.81,68.7
+Republic of Moldova,2008,1558.250853848248,26.5,7.72,69.3
+Republic of Moldova,2009,1470.4141105752205,26.6,6.24,69.2
+Republic of Moldova,2010,1579.1340102503043,26.6,,68.8
+Republic of Moldova,2011,1673.8441607671587,26.7,,70.5
+Republic of Moldova,2012,1665.3430402861616,26.8,,70.6
+Republic of Moldova,2013,1816.496819353458,26.8,,71.3
+Republic of Moldova,2014,1907.8692563861123,26.9,,70.8
+Republic of Moldova,2015,1902.680598654912,27.0,,70.8
+Republic of Moldova,2016,1988.8595559439823,27.0,,71.5
+Republic of Moldova,2017,2085.3968583549713,,,
+Republic of Moldova,2018,2147.4397168483088,,,
+Republic of North Macedonia,1990,3375.6016947141056,25.2,,
+Republic of North Macedonia,1991,3274.739068443276,25.2,,
+Republic of North Macedonia,1992,3014.673904931575,25.3,,
+Republic of North Macedonia,1993,2984.716041989841,25.3,,
+Republic of North Macedonia,1994,2933.1726940931626,25.3,,
+Republic of North Macedonia,1995,2898.2084049869172,25.4,,
+Republic of North Macedonia,1996,2923.4245479568376,25.4,,
+Republic of North Macedonia,1997,2950.464799429166,25.5,,
+Republic of North Macedonia,1998,3031.280604909606,25.5,,
+Republic of North Macedonia,1999,3143.5303874019046,25.6,,
+Republic of North Macedonia,2000,3269.7131270124646,25.6,4.49,73.0
+Republic of North Macedonia,2001,3156.9775279073197,25.7,4.4,73.3
+Republic of North Macedonia,2002,3194.614877040299,25.8,4.67,73.2
+Republic of North Macedonia,2003,3258.463945012681,25.8,5.18,73.6
+Republic of North Macedonia,2004,3404.764667975995,25.9,4.98,73.9
+Republic of North Macedonia,2005,3560.0248265895875,25.9,4.24,74.0
+Republic of North Macedonia,2006,3737.7168001176506,26.0,3.79,74.1
+Republic of North Macedonia,2007,3975.254710429538,26.1,3.84,73.9
+Republic of North Macedonia,2008,4188.950054174097,26.1,4.02,74.5
+Republic of North Macedonia,2009,4170.444063975157,26.2,3.67,74.7
+Republic of North Macedonia,2010,4306.977454820987,26.3,,74.8
+Republic of North Macedonia,2011,4404.043686905486,26.4,,75.0
+Republic of North Macedonia,2012,4380.176091769142,26.4,,75.1
+Republic of North Macedonia,2013,4504.404214678964,26.5,,75.6
+Republic of North Macedonia,2014,4664.057919407716,26.6,,75.6
+Republic of North Macedonia,2015,4840.271971756381,26.7,,75.7
+Republic of North Macedonia,2016,4974.755042811692,26.8,,75.9
+Republic of North Macedonia,2017,5025.54578546506,,,
+Republic of North Macedonia,2018,5188.828580816362,,,
+Romania,1970,2130.1214377862048,,,
+Romania,1971,2379.863075527086,,,
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+Romania,1974,3162.9277742683794,,,
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+Romania,1989,5164.692949364627,24.1,,
+Romania,1990,4869.9348221141245,24.2,,
+Romania,1991,4246.7050848406725,24.2,,
+Romania,1992,3887.784389770252,24.3,,
+Romania,1993,3967.39637979304,24.3,,
+Romania,1994,4148.569541041093,24.4,,
+Romania,1995,4473.939613424241,24.5,,
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+Romania,1998,4429.710678826216,24.7,,
+Romania,1999,4446.305227900689,24.7,,
+Romania,2000,4588.81237908886,24.8,9.0,71.1
+Romania,2001,4860.777316046724,24.9,12.07,71.1
+Romania,2002,5169.978774569411,25.0,13.15,71.1
+Romania,2003,5323.381466826894,25.1,11.55,71.5
+Romania,2004,5917.3377166170985,25.3,11.77,72.1
+Romania,2005,6240.008968325674,25.4,9.63,72.3
+Romania,2006,6799.098661018457,25.5,9.89,72.8
+Romania,2007,7360.296851917627,25.6,11.06,73.3
+Romania,2008,8124.409447972934,25.8,12.38,73.4
+Romania,2009,7747.388172302468,25.9,11.01,73.4
+Romania,2010,7505.561831715673,26.0,,73.6
+Romania,2011,7707.089725057394,26.2,,74.4
+Romania,2012,7909.669506518552,26.3,,74.5
+Romania,2013,8226.167068947852,26.4,,75.1
+Romania,2014,8547.86484832067,26.6,,74.9
+Romania,2015,8928.149046591176,26.7,,74.9
+Romania,2016,9417.69349415829,26.9,,75.2
+Romania,2017,10160.47201542731,,,
+Romania,2018,10642.259116603358,,,
+Russian Federation,1990,7943.526319234388,25.5,,
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+Russian Federation,1993,5857.359816684783,25.6,,
+Russian Federation,1994,5114.307293337556,25.6,,
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+Russian Federation,1998,4567.235137162483,25.7,,
+Russian Federation,1999,4872.00709803051,25.7,,
+Russian Federation,2000,5380.145765520596,25.7,10.21,65.0
+Russian Federation,2001,5676.3172451613655,25.8,10.47,65.0
+Russian Federation,2002,5970.77024883149,25.8,10.87,64.8
+Russian Federation,2003,6433.182921425191,25.9,11.32,64.6
+Russian Federation,2004,6920.198886236285,25.9,11.5,65.1
+Russian Federation,2005,7382.375735581467,26.0,11.59,65.2
+Russian Federation,2006,7999.2620826755865,26.0,11.83,66.7
+Russian Federation,2007,8690.310451980597,26.0,12.24,67.6
+Russian Federation,2008,9147.487963527872,26.1,12.09,67.9
+Russian Federation,2009,8427.475863096177,26.1,11.25,68.7
+Russian Federation,2010,8797.674051436607,26.1,,68.9
+Russian Federation,2011,9158.539969915819,26.1,,69.9
+Russian Federation,2012,9474.1906425228,26.1,,70.2
+Russian Federation,2013,9621.18500637052,26.2,,70.7
+Russian Federation,2014,9665.789084971711,26.2,,71.1
+Russian Federation,2015,9421.873091229183,26.2,,71.5
+Russian Federation,2016,9434.006484656222,26.2,,71.9
+Russian Federation,2017,9571.019220023105,,,
+Russian Federation,2018,9773.133644214451,,,
+Rwanda,1970,320.8057885946664,,,
+Rwanda,1971,315.1104386291995,,,
+Rwanda,1972,306.7707943372847,,,
+Rwanda,1973,308.10226388394386,,,
+Rwanda,1974,301.4079448931815,,,
+Rwanda,1975,286.03778560843216,18.4,,
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+Rwanda,1980,398.48740732590636,19.0,,
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+Rwanda,1982,400.4423225529929,19.2,,
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+Rwanda,1984,378.9777242566087,19.4,,
+Rwanda,1985,379.96553513752843,19.5,,
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+Rwanda,1988,344.9671915092289,19.7,,
+Rwanda,1989,346.93770084652834,19.8,,
+Rwanda,1990,338.06096623755275,19.9,,
+Rwanda,1991,335.13727590168793,20.0,,
+Rwanda,1992,377.76662405305984,20.1,,
+Rwanda,1993,369.33824280350564,20.2,,
+Rwanda,1994,199.4854551376126,20.3,,
+Rwanda,1995,270.9111787598808,20.4,,
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+Rwanda,1997,323.50682061657363,20.6,,
+Rwanda,1998,325.7344075703645,20.7,,
+Rwanda,1999,321.9182702617341,20.8,,
+Rwanda,2000,329.786333422953,20.9,8.71,45.7
+Rwanda,2001,344.90601230660184,21.0,9.27,46.5
+Rwanda,2002,381.28918476035136,21.1,9.16,48.8
+Rwanda,2003,383.7822430623877,21.2,8.65,51.2
+Rwanda,2004,406.53048484536396,21.2,7.83,51.9
+Rwanda,2005,436.6352088453091,21.3,9.25,54.1
+Rwanda,2006,466.20380540019397,21.4,8.79,57.8
+Rwanda,2007,489.2680287664461,21.5,7.84,58.8
+Rwanda,2008,529.544737174849,21.5,7.51,59.9
+Rwanda,2009,547.8425483629038,21.6,7.3,59.9
+Rwanda,2010,572.9134666130615,21.7,,61.6
+Rwanda,2011,603.6408290139393,21.7,,65.2
+Rwanda,2012,639.8672550039696,21.8,,66.0
+Rwanda,2013,653.4454324766646,21.9,,63.7
+Rwanda,2014,685.9717026235409,21.9,,67.2
+Rwanda,2015,728.0874823389044,22.0,,67.6
+Rwanda,2016,751.820602598815,22.1,,68.0
+Rwanda,2017,776.9317519395217,,,
+Rwanda,2018,821.8992765103719,,,
+Saint Kitts and Nevis,1970,3203.8092062311475,,,
+Saint Kitts and Nevis,1971,3439.2964139081273,,,
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+Saint Kitts and Nevis,1974,3971.7248545445923,,,
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+Saint Kitts and Nevis,1987,8678.609676245735,25.9,,
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+Saint Kitts and Nevis,1990,10690.037342635382,26.2,,
+Saint Kitts and Nevis,1991,10459.524673573413,26.3,,
+Saint Kitts and Nevis,1992,10820.820958887374,26.5,,
+Saint Kitts and Nevis,1993,11433.791951914303,26.6,,
+Saint Kitts and Nevis,1994,11900.53477741513,26.7,,
+Saint Kitts and Nevis,1995,12404.937809615018,26.8,,
+Saint Kitts and Nevis,1996,13005.782375912953,26.9,,
+Saint Kitts and Nevis,1997,13770.420615647907,27.0,,
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+Saint Kitts and Nevis,2001,15741.745948234135,27.6,9.28,
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+Saint Kitts and Nevis,2003,14945.135489068898,27.8,9.27,
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+Saint Kitts and Nevis,2005,16650.724250620387,28.1,11.1,
+Saint Kitts and Nevis,2006,17000.311139011672,28.2,11.81,
+Saint Kitts and Nevis,2007,16945.370169376492,28.3,10.97,
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+Saint Kitts and Nevis,2009,16963.189458660712,28.6,9.92,
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+Saint Kitts and Nevis,2017,17878.32763090108,,,
+Saint Kitts and Nevis,2018,18262.12612566342,,,
+Saint Lucia,1970,2873.672955306535,,,
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+Saint Lucia,1998,7807.535324826357,26.5,,
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+Saint Lucia,2010,9225.721526540907,28.7,,74.7
+Saint Lucia,2011,9527.345695709746,28.9,,75.0
+Saint Lucia,2012,9432.79254727561,29.1,,74.9
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+Saint Lucia,2014,9283.626719574353,29.6,,75.1
+Saint Lucia,2015,9262.256146201245,29.8,,75.4
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+Saint Lucia,2017,9698.325381236296,,,
+Saint Lucia,2018,9731.171800478158,,,
+Saint Vincent and the Grenadines,1970,2117.037508837838,,,
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+Saint Vincent and the Grenadines,2001,5081.846752442492,25.6,5.07,70.9
+Saint Vincent and the Grenadines,2002,5390.013779692407,25.7,5.21,70.9
+Saint Vincent and the Grenadines,2003,5791.996014504302,25.8,5.47,70.9
+Saint Vincent and the Grenadines,2004,6022.069069737354,25.9,5.77,70.9
+Saint Vincent and the Grenadines,2005,6166.817009490531,26.0,6.37,71.2
+Saint Vincent and the Grenadines,2006,6642.532274588309,26.1,6.22,71.5
+Saint Vincent and the Grenadines,2007,6868.341909729996,26.3,6.2,71.9
+Saint Vincent and the Grenadines,2008,6985.220688604824,26.4,7.17,72.0
+Saint Vincent and the Grenadines,2009,6845.036948342962,26.5,6.98,72.2
+Saint Vincent and the Grenadines,2010,6617.960610854251,26.6,,72.1
+Saint Vincent and the Grenadines,2011,6586.177416811704,26.7,,72.1
+Saint Vincent and the Grenadines,2012,6670.364720807873,26.8,,71.9
+Saint Vincent and the Grenadines,2013,6780.813266581518,26.9,,71.8
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+Saint Vincent and the Grenadines,2016,7032.160616203604,27.2,,72.0
+Saint Vincent and the Grenadines,2017,7078.708844765205,,,
+Saint Vincent and the Grenadines,2018,7206.633115069976,,,
+Samoa,1970,2291.183785093338,,,
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+Sao Tome and Principe,1970,1169.4612398263075,,,
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+Sao Tome and Principe,2017,1628.5521890335863,,,
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+Saudi Arabia,1970,21336.253276901472,,,
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+Saudi Arabia,1990,17453.4135236814,26.7,,
+Saudi Arabia,1991,19427.85902894048,26.8,,
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+Saudi Arabia,2002,16094.712705243293,27.6,0.06,73.0
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+Saudi Arabia,2005,18683.37755630233,27.8,0.05,73.3
+Saudi Arabia,2006,18669.62257332223,27.8,0.08,73.3
+Saudi Arabia,2007,18496.325299000087,27.9,0.09,73.4
+Saudi Arabia,2008,19117.93122020503,27.9,0.08,73.5
+Saudi Arabia,2009,18202.699162902325,28.0,0.09,73.6
+Saudi Arabia,2010,18568.374604780056,28.1,,73.8
+Saudi Arabia,2011,19813.26032408828,28.1,,74.0
+Saudi Arabia,2012,20249.80866980482,28.2,,74.2
+Saudi Arabia,2013,20175.554670624806,28.3,,74.3
+Saudi Arabia,2014,20327.67890396653,28.3,,74.4
+Saudi Arabia,2015,20627.932782344928,28.4,,74.6
+Saudi Arabia,2016,20503.379245186567,28.5,,74.8
+Saudi Arabia,2017,19946.95778103058,,,
+Saudi Arabia,2018,20024.84767764794,,,
+Senegal,1970,1055.3106628932621,,,
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+Senegal,1972,1055.551886364377,,,
+Senegal,1973,967.0985502655444,,,
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+Senegal,1990,959.8986898476584,21.3,,
+Senegal,1991,927.8376202017424,21.3,,
+Senegal,1992,920.5299442266062,21.4,,
+Senegal,1993,874.2148832915159,21.5,,
+Senegal,1994,874.3981666999128,21.6,,
+Senegal,1995,891.5809925585568,21.7,,
+Senegal,1996,914.6897074418885,21.7,,
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+Senegal,1998,952.4301357905796,21.9,,
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+Senegal,2001,1018.1922268976385,22.2,0.24,57.3
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+Senegal,2010,1151.2881351240108,22.7,,63.9
+Senegal,2011,1139.5945618899436,22.8,,64.5
+Senegal,2012,1152.685585291229,22.8,,65.1
+Senegal,2013,1164.1158309294956,22.9,,65.5
+Senegal,2014,1178.0233937545079,22.9,,66.0
+Senegal,2015,1218.3261754167781,22.9,,66.4
+Senegal,2016,1260.0570687579225,23.0,,66.8
+Senegal,2017,1312.7456733192491,,,
+Senegal,2018,1363.315112401453,,,
+Serbia,1990,4879.0416237712025,24.9,,
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+Serbia,2017,6049.966923731351,,,
+Serbia,2018,6334.977165689389,,,
+Seychelles,1970,3617.347500403771,,,
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+Sierra Leone,1981,744.1650847672415,20.4,,
+Sierra Leone,1982,740.9378201786857,20.5,,
+Sierra Leone,1983,723.8947525377511,20.6,,
+Sierra Leone,1984,737.6014669950097,20.7,,
+Sierra Leone,1985,735.3828483538078,20.8,,
+Sierra Leone,1986,724.901905388946,20.9,,
+Sierra Leone,1987,731.4686085781818,21.0,,
+Sierra Leone,1988,728.1369162667855,21.1,,
+Sierra Leone,1989,735.5416274351517,21.2,,
+Sierra Leone,1990,750.8033450825002,21.3,,
+Sierra Leone,1991,686.2048664774267,21.3,,
+Sierra Leone,1992,620.1450043149455,21.4,,
+Sierra Leone,1993,623.1716757722355,21.5,,
+Sierra Leone,1994,647.8533446016658,21.6,,
+Sierra Leone,1995,583.6940123394119,21.6,,
+Sierra Leone,1996,438.1291861993552,21.7,,
+Sierra Leone,1997,359.1515505930775,21.8,,
+Sierra Leone,1998,352.3900371747357,21.9,,
+Sierra Leone,1999,317.900343793035,22.0,,
+Sierra Leone,2000,321.2080900874777,22.0,3.75,39.8
+Sierra Leone,2001,366.03821497040013,22.1,3.98,40.9
+Sierra Leone,2002,443.0089502653016,22.2,3.9,41.7
+Sierra Leone,2003,462.3579677186068,22.2,3.87,42.5
+Sierra Leone,2004,471.7381092964633,22.3,3.81,43.4
+Sierra Leone,2005,474.51002627962487,22.4,3.65,44.2
+Sierra Leone,2006,478.97518175189185,22.4,3.68,45.2
+Sierra Leone,2007,503.71394424370135,22.5,3.67,46.2
+Sierra Leone,2008,518.4631239036668,22.5,3.83,47.1
+Sierra Leone,2009,523.1083176661277,22.6,3.98,48.1
+Sierra Leone,2010,538.8041304593747,22.6,,49.2
+Sierra Leone,2011,559.9480401715508,22.6,,50.2
+Sierra Leone,2012,630.6142569121196,22.6,,51.1
+Sierra Leone,2013,744.4570187917656,22.6,,51.7
+Sierra Leone,2014,761.4082031220025,22.7,,49.6
+Sierra Leone,2015,592.3255596174121,22.7,,51.4
+Sierra Leone,2016,616.4145219704706,22.7,,53.1
+Sierra Leone,2017,626.0273230332044,,,
+Sierra Leone,2018,641.1052486222617,,,
+Singapore,1970,6782.717319895067,,,
+Singapore,1971,7462.85624724946,,,
+Singapore,1972,8316.546711908411,,,
+Singapore,1973,9076.960188050256,,,
+Singapore,1974,9504.439984758023,,,
+Singapore,1975,9795.790524523649,23.0,,
+Singapore,1976,10390.284517853173,23.0,,
+Singapore,1977,11042.078238332366,23.0,,
+Singapore,1978,11867.665456215147,23.0,,
+Singapore,1979,12814.839697449848,23.1,,
+Singapore,1980,13871.200506428526,23.1,,
+Singapore,1981,15048.59764944914,23.1,,
+Singapore,1982,15759.754034699743,23.1,,
+Singapore,1983,16688.647011461348,23.1,,
+Singapore,1984,17720.760274337343,23.2,,
+Singapore,1985,17201.976683030272,23.2,,
+Singapore,1986,17071.30466958767,23.2,,
+Singapore,1987,18541.61650770641,23.2,,
+Singapore,1988,20198.787385082243,23.3,,
+Singapore,1989,21770.777467787775,23.3,,
+Singapore,1990,23355.63413368615,23.3,,
+Singapore,1991,24208.916615849997,23.3,,
+Singapore,1992,25126.703094926423,23.3,,
+Singapore,1993,27125.632256150708,23.4,,
+Singapore,1994,29121.14767191739,23.4,,
+Singapore,1995,30193.099215912323,23.4,,
+Singapore,1996,31465.788745158123,23.4,,
+Singapore,1997,33039.80246063589,23.4,,
+Singapore,1998,31396.096132670165,23.4,,
+Singapore,1999,32517.771042905562,23.4,,
+Singapore,2000,34759.519126316336,23.4,2.02,78.5
+Singapore,2001,34020.869054212926,23.5,2.08,79.1
+Singapore,2002,35218.130269655056,23.5,2.16,79.2
+Singapore,2003,36559.21588671329,23.5,1.43,79.5
+Singapore,2004,39590.21979581568,23.5,1.44,80.2
+Singapore,2005,41672.562548229864,23.5,1.49,80.4
+Singapore,2006,43956.753758974104,23.5,1.55,80.8
+Singapore,2007,46115.124944069394,23.5,1.59,80.8
+Singapore,2008,45001.543000248355,23.5,1.69,81.2
+Singapore,2009,43011.547845406945,23.5,1.73,81.7
+Singapore,2010,47977.054109416655,23.5,,81.8
+Singapore,2011,49817.275696231234,23.6,,82.0
+Singapore,2012,50920.94914254509,23.6,,82.2
+Singapore,2013,52617.05493111709,23.6,,82.4
+Singapore,2014,54069.93574631902,23.6,,82.6
+Singapore,2015,54765.04729316519,23.6,,82.7
+Singapore,2016,55710.280438827984,23.6,,82.9
+Singapore,2017,57347.32091709916,,,
+Singapore,2018,58691.95594698276,,,
+Sint Maarten (Dutch part),2005,27245.012269628645,,,
+Sint Maarten (Dutch part),2006,28544.17326863671,,,
+Sint Maarten (Dutch part),2007,29745.87727048283,,,
+Sint Maarten (Dutch part),2008,30092.349912199596,,,
+Sint Maarten (Dutch part),2009,29824.22404254678,,,
+Sint Maarten (Dutch part),2010,29688.623069097335,,,
+Sint Maarten (Dutch part),2011,29005.47090160234,,,
+Sint Maarten (Dutch part),2012,28451.302853173212,,,
+Sint Maarten (Dutch part),2013,27790.629142540176,,,
+Sint Maarten (Dutch part),2014,27292.501101052057,,,
+Sint Maarten (Dutch part),2015,26681.960093214235,,,
+Sint Maarten (Dutch part),2016,26245.75901970637,,,
+Sint Maarten (Dutch part),2017,24602.527778219308,,,
+Sint Maarten (Dutch part),2018,22245.084705175886,,,
+Slovakia,1990,8356.161664673547,25.2,,
+Slovakia,1991,7113.150454718356,25.2,,
+Slovakia,1992,6619.525243269576,25.3,,
+Slovakia,1993,6722.449182312992,25.3,,
+Slovakia,1994,7118.73538293757,25.3,,
+Slovakia,1995,7517.093559732892,25.3,,
+Slovakia,1996,8000.848391447848,25.4,,
+Slovakia,1997,8464.879666099756,25.4,,
+Slovakia,1998,8803.303352310215,25.4,,
+Slovakia,1999,8789.981129908054,25.4,,
+Slovakia,2000,8890.04320092116,25.5,11.33,73.2
+Slovakia,2001,9177.978655302903,25.5,11.12,73.6
+Slovakia,2002,9591.623326856641,25.6,11.16,73.9
+Slovakia,2003,10119.614439391924,25.6,10.23,74.0
+Slovakia,2004,10654.712589994573,25.7,10.52,74.3
+Slovakia,2005,11361.300833560535,25.7,11.06,74.2
+Slovakia,2006,12326.89834434073,25.8,10.89,74.5
+Slovakia,2007,13662.103330199805,25.8,10.96,74.6
+Slovakia,2008,14421.936200998407,25.9,11.87,74.9
+Slovakia,2009,13630.644185694908,26.0,11.13,75.3
+Slovakia,2010,14402.056776650155,26.0,,75.5
+Slovakia,2011,14801.87871390605,26.1,,75.9
+Slovakia,2012,15065.915781315636,26.2,,76.2
+Slovakia,2013,15147.861318039773,26.2,,76.6
+Slovakia,2014,15544.503082379319,26.3,,76.9
+Slovakia,2015,16273.638368212338,26.4,,77.1
+Slovakia,2016,16599.68271736516,26.4,,77.4
+Slovakia,2017,17085.919528715727,,,
+Slovakia,2018,17758.44474922714,,,
+Slovenia,1990,13551.464283009416,24.9,,
+Slovenia,1991,12336.97632538157,25.0,,
+Slovenia,1992,11676.972319931663,25.0,,
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+Slovenia,1994,12712.287465743259,25.1,,
+Slovenia,1995,13262.344088852416,25.1,,
+Slovenia,1996,13704.798863079624,25.2,,
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+Slovenia,1998,14877.817544518522,25.3,,
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+Slovenia,2000,16243.992786920206,25.4,12.8,76.1
+Slovenia,2001,16768.650286311622,25.4,11.58,76.4
+Slovenia,2002,17358.186388862716,25.5,9.87,76.7
+Slovenia,2003,17866.684465523635,25.6,11.55,76.6
+Slovenia,2004,18623.41796435311,25.6,10.01,77.3
+Slovenia,2005,19284.66496751715,25.7,11.19,77.6
+Slovenia,2006,20316.926569634776,25.8,12.26,78.2
+Slovenia,2007,21630.430317529816,25.9,11.02,78.3
+Slovenia,2008,22268.614781065015,25.9,10.94,79.0
+Slovenia,2009,20478.84229864939,26.0,10.52,79.1
+Slovenia,2010,20657.20040554746,26.1,,79.5
+Slovenia,2011,20754.37797765953,26.2,,79.9
+Slovenia,2012,20142.399300193214,26.2,,80.0
+Slovenia,2013,19883.99043905681,26.3,,80.3
+Slovenia,2014,20391.139923137565,26.4,,80.9
+Slovenia,2015,20804.458220562723,26.5,,80.6
+Slovenia,2016,21422.76763295245,26.6,,80.9
+Slovenia,2017,22434.58993908579,,,
+Slovenia,2018,23342.273380807866,,,
+Solomon Islands,1970,1065.6999780998437,,,
+Solomon Islands,1971,1080.4894568240588,,,
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+Solomon Islands,1978,1425.5145197588713,22.3,,
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+Solomon Islands,1980,1517.8486449068012,22.6,,
+Solomon Islands,1981,1565.87614577848,22.7,,
+Solomon Islands,1982,1498.2085645662692,22.9,,
+Solomon Islands,1983,1346.7029779968843,23.0,,
+Solomon Islands,1984,1398.4540462463265,23.1,,
+Solomon Islands,1985,1394.6662780151241,23.3,,
+Solomon Islands,1986,1344.3299493897657,23.4,,
+Solomon Islands,1987,1337.377479717879,23.5,,
+Solomon Islands,1988,1370.5025069723101,23.6,,
+Solomon Islands,1989,1424.4138063821003,23.8,,
+Solomon Islands,1990,1478.2666207868442,23.9,,
+Solomon Islands,1991,1473.8482427863846,24.0,,
+Solomon Islands,1992,1595.4931072554014,24.1,,
+Solomon Islands,1993,1577.065540486837,24.2,,
+Solomon Islands,1994,1656.7794759897486,24.3,,
+Solomon Islands,1995,1771.6035463294056,24.4,,
+Solomon Islands,1996,1750.210511427992,24.5,,
+Solomon Islands,1997,1672.5751735047552,24.6,,
+Solomon Islands,1998,1678.7461231103505,24.7,,
+Solomon Islands,1999,1607.8747406836267,24.8,,
+Solomon Islands,2000,1342.326408422008,24.9,0.71,66.5
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+Solomon Islands,2002,1138.525715991333,25.1,1.09,67.2
+Solomon Islands,2003,1180.9353727556656,25.2,1.2,67.5
+Solomon Islands,2004,1244.4782041757892,25.3,1.21,67.9
+Solomon Islands,2005,1370.3762774092643,25.3,1.13,68.2
+Solomon Islands,2006,1392.122905182259,25.4,1.01,68.5
+Solomon Islands,2007,1586.299016499282,25.5,0.82,68.5
+Solomon Islands,2008,1608.37313393684,25.6,1.07,69.1
+Solomon Islands,2009,1575.1324262898345,25.7,1.2,69.3
+Solomon Islands,2010,1700.874684169313,25.8,,69.7
+Solomon Islands,2011,1764.207109690202,25.9,,70.0
+Solomon Islands,2012,1763.4065126869064,25.9,,70.2
+Solomon Islands,2013,1768.0628222395053,26.0,,70.4
+Solomon Islands,2014,1759.3655549669952,26.1,,70.5
+Solomon Islands,2015,1756.1157787884445,26.2,,70.9
+Solomon Islands,2016,1764.9216559778488,26.3,,71.1
+Solomon Islands,2017,1782.3441237408047,,,
+Solomon Islands,2018,1803.3642022006654,,,
+Somalia,1970,233.37024587157867,,,
+Somalia,1971,236.45229129904735,,,
+Somalia,1972,271.0591914868059,,,
+Somalia,1973,235.90140908323988,,,
+Somalia,1974,229.80192756874504,,,
+Somalia,1975,246.77359526734537,19.6,,
+Somalia,1976,219.64583162847083,19.8,,
+Somalia,1977,222.4227441845283,19.9,,
+Somalia,1978,210.24106179730336,20.0,,
+Somalia,1979,182.20582777950074,20.1,,
+Somalia,1980,174.00441371924663,20.2,,
+Somalia,1981,178.37339821694334,20.3,,
+Somalia,1982,180.6201142251591,20.4,,
+Somalia,1983,159.4562244153614,20.5,,
+Somalia,1984,164.7599453134985,20.6,,
+Somalia,1985,179.54096536920144,20.7,,
+Somalia,1986,173.39004080372231,20.8,,
+Somalia,1987,187.38953516408483,20.9,,
+Somalia,1988,182.54972627997154,21.0,,
+Somalia,1989,178.95805572418828,21.1,,
+Somalia,1990,173.856799729143,21.2,,
+Somalia,1991,170.96006125016083,21.3,,
+Somalia,1992,150.00441411524673,21.4,,
+Somalia,1993,149.58447192037377,21.5,,
+Somalia,1994,117.26301467784046,21.6,,
+Somalia,1995,115.39975408416306,21.7,,
+Somalia,1996,116.91849345226606,21.8,,
+Somalia,1997,110.12613619736553,21.8,,
+Somalia,1998,108.77776653956991,21.9,,
+Somalia,1999,108.07813095862002,22.0,,
+Somalia,2000,107.32232477983166,22.1,0.0,51.1
+Somalia,2001,106.75802890330073,22.2,0.0,51.3
+Somalia,2002,106.8357644566798,22.2,0.0,51.3
+Somalia,2003,107.0368768720137,22.3,0.0,51.4
+Somalia,2004,106.82166035531586,22.4,0.0,51.4
+Somalia,2005,106.69166987015205,22.5,0.0,51.6
+Somalia,2006,106.03433387564232,22.5,0.0,51.6
+Somalia,2007,105.68642955132844,22.6,0.0,51.7
+Somalia,2008,105.41766149697168,22.7,0.0,52.2
+Somalia,2009,105.2001532531315,22.7,0.0,52.7
+Somalia,2010,105.01208555592105,22.8,,53.0
+Somalia,2011,104.84852114489304,22.9,,53.7
+Somalia,2012,104.70489569924838,22.9,,53.9
+Somalia,2013,104.56387329887022,23.0,,54.8
+Somalia,2014,105.52580727396237,23.1,,55.1
+Somalia,2015,105.44017128102577,23.1,,55.6
+Somalia,2016,107.52856964870668,23.2,,55.4
+Somalia,2017,106.95903142019547,,,
+Somalia,2018,107.1957627212323,,,
+South Africa,1970,4733.685376179082,,,
+South Africa,1971,4806.547769952624,,,
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+South Africa,1974,5004.973787045476,,,
+South Africa,1975,4960.0018523130375,24.1,,
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+South Africa,1977,4820.819657839456,24.3,,
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+South Africa,1979,4904.995840625809,24.4,,
+South Africa,1980,5096.148068896385,24.5,,
+South Africa,1981,5227.233660519088,24.6,,
+South Africa,1982,5066.033610718998,24.7,,
+South Africa,1983,4837.190291323636,24.7,,
+South Africa,1984,4948.476579270126,24.8,,
+South Africa,1985,4763.2774123832705,24.9,,
+South Africa,1986,4647.911620895276,25.0,,
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+South Africa,1988,4718.769718475221,25.1,,
+South Africa,1989,4720.27695993762,25.2,,
+South Africa,1990,4593.980685113472,25.3,,
+South Africa,1991,4436.477356631064,25.4,,
+South Africa,1992,4234.6035175730485,25.5,,
+South Africa,1993,4182.883575079807,25.5,,
+South Africa,1994,4219.128079658419,25.6,,
+South Africa,1995,4259.0584816959,25.7,,
+South Africa,1996,4357.79480893796,25.8,,
+South Africa,1997,4395.462208018984,25.9,,
+South Africa,1998,4347.928740333241,25.9,,
+South Africa,1999,4384.584422209648,26.0,,
+South Africa,2000,4502.850308306421,26.1,7.7,59.0
+South Africa,2001,4564.753243439148,26.2,7.56,57.9
+South Africa,2002,4672.746475157827,26.3,7.47,56.8
+South Africa,2003,4752.0346829646005,26.4,7.32,55.8
+South Africa,2004,4908.330984429931,26.5,7.2,54.9
+South Africa,2005,5103.781370810767,26.6,7.17,54.4
+South Africa,2006,5322.110523351218,26.6,7.3,54.4
+South Africa,2007,5535.4472510216165,26.7,7.5,54.8
+South Africa,2008,5636.3852878996,26.8,7.46,55.6
+South Africa,2009,5473.001654917043,26.9,7.25,56.8
+South Africa,2010,5557.89208557988,26.9,,58.0
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+South Africa,2012,5688.042878355575,27.1,,60.7
+South Africa,2013,5736.622866902293,27.1,,61.9
+South Africa,2014,5750.7730276640805,27.2,,62.8
+South Africa,2015,5730.934174366495,27.2,,63.3
+South Africa,2016,5669.734570520812,27.3,,63.6
+South Africa,2017,5669.033884722371,,,
+South Africa,2018,5636.264139618829,,,
+South America,1970,4756.49615264951,,,
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+South America,1983,5905.5233424910675,,,
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+South America,1985,6040.220260161394,,,
+South America,1986,6333.441734213174,,,
+South America,1987,6442.884977554333,,,
+South America,1988,6352.713396542085,,,
+South America,1989,6211.723346058816,,,
+South America,1990,6006.243792646524,,,
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+South America,1993,6383.300306948361,,,
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+South America,1995,6687.536989997544,,,
+South America,1996,6763.22824476774,,,
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+South America,1998,6951.685944737656,,,
+South America,1999,6737.646747418116,,,
+South America,2000,6832.812848301177,,,
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+South America,2004,7080.404100807899,,,
+South America,2005,7370.763616377722,,,
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+South America,2007,8145.25874880161,,,
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+South America,2010,8710.809514634037,,,
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+South America,2015,9095.839418181964,,,
+South America,2016,8744.786321371816,,,
+South America,2017,8690.841732022047,,,
+South America,2018,8596.245649140366,,,
+South Sudan,2008,1802.5348284287436,,,54.3
+South Sudan,2009,1775.609728581388,,,55.0
+South Sudan,2010,1692.1843688578888,,,55.9
+South Sudan,2011,1638.2615411271593,,,56.4
+South Sudan,2012,798.922719500462,,,57.0
+South Sudan,2013,1013.8128762396769,,,57.1
+South Sudan,2014,1210.5531011839914,,,57.3
+South Sudan,2015,1233.3344974947522,,,58.2
+South Sudan,2016,1224.111866124964,,,58.6
+South Sudan,2017,1206.9347677954759,,,
+South Sudan,2018,1240.5613576825237,,,
+South-Eastern Asia,1970,745.3473059337838,,,
+South-Eastern Asia,1971,780.378041510398,,,
+South-Eastern Asia,1972,813.6291893806207,,,
+South-Eastern Asia,1973,865.2548395223231,,,
+South-Eastern Asia,1974,892.4356732026779,,,
+South-Eastern Asia,1975,909.0175487277872,,,
+South-Eastern Asia,1976,964.9899263890218,,,
+South-Eastern Asia,1977,1019.4982766778139,,,
+South-Eastern Asia,1978,1068.108645914027,,,
+South-Eastern Asia,1979,1115.9563896283396,,,
+South-Eastern Asia,1980,1160.781336584885,,,
+South-Eastern Asia,1981,1200.7028604506143,,,
+South-Eastern Asia,1982,1222.9159933056123,,,
+South-Eastern Asia,1983,1268.9465570147665,,,
+South-Eastern Asia,1984,1291.3286494908941,,,
+South-Eastern Asia,1985,1269.8609898926584,,,
+South-Eastern Asia,1986,1290.8363636434867,,,
+South-Eastern Asia,1987,1337.9957707615224,,,
+South-Eastern Asia,1988,1411.9595140611334,,,
+South-Eastern Asia,1989,1506.9999006058986,,,
+South-Eastern Asia,1990,1598.7647186198121,,,
+South-Eastern Asia,1991,1677.6868456011084,,,
+South-Eastern Asia,1992,1761.4127386172931,,,
+South-Eastern Asia,1993,1861.0612427860087,,,
+South-Eastern Asia,1994,1972.1862514773134,,,
+South-Eastern Asia,1995,2091.4831574432537,,,
+South-Eastern Asia,1996,2208.796876237027,,,
+South-Eastern Asia,1997,2261.4721025152776,,,
+South-Eastern Asia,1998,2064.7316646086383,,,
+South-Eastern Asia,1999,2107.0326741645035,,,
+South-Eastern Asia,2000,2200.2233997108942,,,
+South-Eastern Asia,2001,2232.1935104910294,,,
+South-Eastern Asia,2002,2313.7431388374857,,,
+South-Eastern Asia,2003,2412.7568449990476,,,
+South-Eastern Asia,2004,2537.9045230018232,,,
+South-Eastern Asia,2005,2649.814265113059,,,
+South-Eastern Asia,2006,2775.429086038497,,,
+South-Eastern Asia,2007,2925.4250570547074,,,
+South-Eastern Asia,2008,3014.630241985922,,,
+South-Eastern Asia,2009,3035.2512306949193,,,
+South-Eastern Asia,2010,3235.2811641206945,,,
+South-Eastern Asia,2011,3351.000198974969,,,
+South-Eastern Asia,2012,3507.366517807416,,,
+South-Eastern Asia,2013,3639.456165290535,,,
+South-Eastern Asia,2014,3759.226862071229,,,
+South-Eastern Asia,2015,3888.9465228428744,,,
+South-Eastern Asia,2016,4027.4518246158186,,,
+South-Eastern Asia,2017,4191.6435722758815,,,
+South-Eastern Asia,2018,4356.514761830967,,,
+Southern Africa,1970,4328.570110873426,,,
+Southern Africa,1971,4397.159686396183,,,
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+Southern Africa,1979,4518.325245450188,,,
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+Southern Africa,1983,4460.803197880259,,,
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+Southern Africa,1985,4398.502696236404,,,
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+Southern Africa,1994,3979.48908260067,,,
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+Southern Africa,2004,4671.930267346427,,,
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+Southern Africa,2007,5279.382875458557,,,
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+Southern Africa,2010,5318.230921345924,,,
+Southern Africa,2011,5421.048299297548,,,
+Southern Africa,2012,5469.452730129336,,,
+Southern Africa,2013,5543.353353567213,,,
+Southern Africa,2014,5572.259155578844,,,
+Southern Africa,2015,5557.267376594871,,,
+Southern Africa,2016,5510.202923609192,,,
+Southern Africa,2017,5507.716906725923,,,
+Southern Africa,2018,5482.8523334456095,,,
+Southern Asia,1970,596.3865174159155,,,
+Southern Asia,1971,612.1187537331945,,,
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+Southern Asia,1975,657.7026434196947,,,
+Southern Asia,1976,698.6559491105531,,,
+Southern Asia,1977,696.9562055612308,,,
+Southern Asia,1978,669.9001553143002,,,
+Southern Asia,1979,614.8164737069253,,,
+Southern Asia,1980,580.166488079151,,,
+Southern Asia,1981,581.2623135055647,,,
+Southern Asia,1982,616.177030474809,,,
+Southern Asia,1983,649.4144591204425,,,
+Southern Asia,1984,639.4590219064745,,,
+Southern Asia,1985,651.584094635134,,,
+Southern Asia,1986,642.3598527350459,,,
+Southern Asia,1987,646.1650037638973,,,
+Southern Asia,1988,662.3834837578323,,,
+Southern Asia,1989,682.2581374786873,,,
+Southern Asia,1990,714.2662537841502,,,
+Southern Asia,1991,728.342953305315,,,
+Southern Asia,1992,748.9533677872213,,,
+Southern Asia,1993,753.2391154658043,,,
+Southern Asia,1994,767.9417302617519,,,
+Southern Asia,1995,798.4540937310962,,,
+Southern Asia,1996,837.2242547655204,,,
+Southern Asia,1997,848.8249756557835,,,
+Southern Asia,1998,872.0968077220416,,,
+Southern Asia,1999,913.0430673239391,,,
+Southern Asia,2000,932.9963698605961,,,
+Southern Asia,2001,951.0182716888332,,,
+Southern Asia,2002,978.7683099944898,,,
+Southern Asia,2003,1033.296311353321,,,
+Southern Asia,2004,1084.5608729013718,,,
+Southern Asia,2005,1139.3218649509024,,,
+Southern Asia,2006,1202.0993776466335,,,
+Southern Asia,2007,1272.3221949385356,,,
+Southern Asia,2008,1286.5170300450668,,,
+Southern Asia,2009,1342.694069189114,,,
+Southern Asia,2010,1418.3966853069521,,,
+Southern Asia,2011,1465.597492109549,,,
+Southern Asia,2012,1495.104502410493,,,
+Southern Asia,2013,1551.6405387337554,,,
+Southern Asia,2014,1633.0272816460226,,,
+Southern Asia,2015,1712.33041427765,,,
+Southern Asia,2016,1832.6540752490946,,,
+Southern Asia,2017,1928.4317699768462,,,
+Southern Asia,2018,2003.1622245419312,,,
+Southern Europe,1970,11640.28711807634,,,
+Southern Europe,1971,11955.682863771468,,,
+Southern Europe,1972,12490.04858574937,,,
+Southern Europe,1973,13281.881759010954,,,
+Southern Europe,1974,13819.172972998458,,,
+Southern Europe,1975,13591.109773108448,,,
+Southern Europe,1976,14272.712392909774,,,
+Southern Europe,1977,14602.249226012425,,,
+Southern Europe,1978,14976.546813353812,,,
+Southern Europe,1979,15478.130096662228,,,
+Southern Europe,1980,15821.540143727374,,,
+Southern Europe,1981,15808.473643554396,,,
+Southern Europe,1982,15821.39725535305,,,
+Southern Europe,1983,15894.512883813315,,,
+Southern Europe,1984,16210.319767382716,,,
+Southern Europe,1985,16562.664549436788,,,
+Southern Europe,1986,17000.00107183622,,,
+Southern Europe,1987,17551.20601283779,,,
+Southern Europe,1988,18249.41283404433,,,
+Southern Europe,1989,18916.096571002367,,,
+Southern Europe,1990,19148.01828226461,,,
+Southern Europe,1991,19358.441234966016,,,
+Southern Europe,1992,19354.03608726031,,,
+Southern Europe,1993,19057.826925651003,,,
+Southern Europe,1994,19464.2690314685,,,
+Southern Europe,1995,20030.28684516429,,,
+Southern Europe,1996,20440.99896232402,,,
+Southern Europe,1997,21028.44278205851,,,
+Southern Europe,1998,21641.506812054708,,,
+Southern Europe,1999,22202.232262599962,,,
+Southern Europe,2000,23082.850743426723,,,
+Southern Europe,2001,23601.451104541837,,,
+Southern Europe,2002,23781.92563361448,,,
+Southern Europe,2003,23947.894784438762,,,
+Southern Europe,2004,24330.506088835707,,,
+Southern Europe,2005,24606.977200923524,,,
+Southern Europe,2006,25169.986150778932,,,
+Southern Europe,2007,25669.860320551597,,,
+Southern Europe,2008,25544.340360523667,,,
+Southern Europe,2009,24284.385483311802,,,
+Southern Europe,2010,24381.71446329786,,,
+Southern Europe,2011,24211.116409055172,,,
+Southern Europe,2012,23422.939429169626,,,
+Southern Europe,2013,23054.67183933375,,,
+Southern Europe,2014,23205.360128931898,,,
+Southern Europe,2015,23654.08767485144,,,
+Southern Europe,2016,24153.12304591516,,,
+Southern Europe,2017,24729.132198413623,,,
+Southern Europe,2018,25156.317795693507,,,
+Spain,1970,11408.242016835513,,,
+Spain,1971,11804.97954154877,,,
+Spain,1972,12620.923225319113,,,
+Spain,1973,13446.718134859359,,,
+Spain,1974,14039.329495970678,,,
+Spain,1975,13956.988788656314,24.8,,
+Spain,1976,14260.096193530406,24.8,,
+Spain,1977,14508.893053759575,24.9,,
+Spain,1978,14572.665319059892,25.0,,
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+Spain,1980,14640.719649248958,25.1,,
+Spain,1981,14515.906274444644,25.1,,
+Spain,1982,14605.405323778206,25.2,,
+Spain,1983,14785.146103117098,25.3,,
+Spain,1984,14981.391378011765,25.3,,
+Spain,1985,15270.932108430161,25.4,,
+Spain,1986,15718.338098149838,25.4,,
+Spain,1987,16548.145610012718,25.5,,
+Spain,1988,17353.654169466485,25.5,,
+Spain,1989,18154.17880030149,25.6,,
+Spain,1990,18800.306789358307,25.6,,
+Spain,1991,19231.595200965916,25.7,,
+Spain,1992,19355.247191784958,25.7,,
+Spain,1993,19096.06517077806,25.8,,
+Spain,1994,19488.878097283,25.8,,
+Spain,1995,19962.18341379524,25.9,,
+Spain,1996,20430.871298159895,25.9,,
+Spain,1997,21120.482663966377,26.0,,
+Spain,1998,21957.12518045529,26.0,,
+Spain,1999,22799.674103687667,26.1,,
+Spain,2000,23778.10035193299,26.1,11.61,79.4
+Spain,2001,24417.41537805307,26.1,12.01,79.7
+Spain,2002,24725.131875473944,26.2,10.41,79.9
+Spain,2003,25057.80542830412,26.2,11.04,79.8
+Spain,2004,25415.552687928895,26.2,11.32,80.4
+Spain,2005,25918.363924822625,26.2,11.92,80.4
+Spain,2006,26553.765204788568,26.2,11.86,81.1
+Spain,2007,27086.73004513968,26.2,11.05,81.1
+Spain,2008,26947.551611741746,26.2,10.24,81.5
+Spain,2009,25646.8849718039,26.2,9.99,81.8
+Spain,2010,25498.507850188285,26.2,,82.1
+Spain,2011,25208.55140936932,26.1,,82.4
+Spain,2012,24473.52810460429,26.1,,82.4
+Spain,2013,24190.343862965434,26.0,,82.9
+Spain,2014,24605.13806706308,26.0,,83.0
+Spain,2015,25606.81275444936,26.0,,82.7
+Spain,2016,26404.40965127888,25.9,,83.1
+Spain,2017,27160.2248743364,,,
+Spain,2018,27771.71705280438,,,
+Sri Lanka,1970,749.4411825919308,,,
+Sri Lanka,1971,737.845876889257,,,
+Sri Lanka,1972,746.3391202991295,,,
+Sri Lanka,1973,758.0972143475792,,,
+Sri Lanka,1974,773.463487806381,,,
+Sri Lanka,1975,785.0039152343512,19.5,,
+Sri Lanka,1976,799.7470021474833,19.5,,
+Sri Lanka,1977,817.3730569328385,19.6,,
+Sri Lanka,1978,872.3137228127259,19.7,,
+Sri Lanka,1979,909.276074724132,19.8,,
+Sri Lanka,1980,949.4366709160944,19.9,,
+Sri Lanka,1981,986.5595070158453,19.9,,
+Sri Lanka,1982,1022.4305383567554,20.0,,
+Sri Lanka,1983,1055.8045382438906,20.1,,
+Sri Lanka,1984,1093.5708825469003,20.2,,
+Sri Lanka,1985,1132.2598376757066,20.3,,
+Sri Lanka,1986,1163.9150587754043,20.3,,
+Sri Lanka,1987,1166.0829205214065,20.4,,
+Sri Lanka,1988,1181.8562223232952,20.5,,
+Sri Lanka,1989,1189.0860631965782,20.6,,
+Sri Lanka,1990,1247.3074621756498,20.7,,
+Sri Lanka,1991,1291.7855319007788,20.8,,
+Sri Lanka,1992,1333.065266960126,20.8,,
+Sri Lanka,1993,1410.306226157015,20.9,,
+Sri Lanka,1994,1476.0071323588595,21.0,,
+Sri Lanka,1995,1544.947275017088,21.1,,
+Sri Lanka,1996,1592.140482094126,21.2,,
+Sri Lanka,1997,1685.2601873636502,21.3,,
+Sri Lanka,1998,1756.389348775064,21.3,,
+Sri Lanka,1999,1821.7841614388633,21.4,,
+Sri Lanka,2000,1918.957071636844,21.5,1.45,71.6
+Sri Lanka,2001,1879.2555061334313,21.6,1.68,72.9
+Sri Lanka,2002,1939.3455666994814,21.7,1.62,73.9
+Sri Lanka,2003,2037.2818979084695,21.8,1.69,74.1
+Sri Lanka,2004,2130.138911903609,21.9,1.56,69.2
+Sri Lanka,2005,2244.8212411892905,22.0,1.97,74.3
+Sri Lanka,2006,2398.43291895448,22.1,1.96,73.8
+Sri Lanka,2007,2542.5934994038334,22.2,2.29,73.6
+Sri Lanka,2008,2674.746264736221,22.3,2.1,72.2
+Sri Lanka,2009,2750.2020726994992,22.4,2.05,71.9
+Sri Lanka,2010,2950.3905874767165,22.5,,74.7
+Sri Lanka,2011,3176.920034368481,22.6,,74.8
+Sri Lanka,2012,3444.7894093848645,22.7,,75.0
+Sri Lanka,2013,3539.2794531674886,22.8,,75.0
+Sri Lanka,2014,3692.4324270558222,22.9,,75.1
+Sri Lanka,2015,3855.1737357991024,23.0,,75.2
+Sri Lanka,2016,4006.460441452499,23.1,,75.3
+Sri Lanka,2017,4122.517330275934,,,
+Sri Lanka,2018,4234.625497926587,,,
+State of Palestine,1970,997.7083334442838,,,
+State of Palestine,1971,1116.8270559282985,,,
+State of Palestine,1972,1266.21216567647,,,
+State of Palestine,1973,1170.331528065302,,,
+State of Palestine,1974,1373.289986039036,,,
+State of Palestine,1975,1341.2081081611902,,,
+State of Palestine,1976,1500.9421883548032,,,
+State of Palestine,1977,1446.9335192222948,,,
+State of Palestine,1978,1593.1916166955286,,,
+State of Palestine,1979,1529.4646132052515,,,
+State of Palestine,1980,1706.8328213234413,,,
+State of Palestine,1981,1555.4009273045242,,,
+State of Palestine,1982,1639.7661846394665,,,
+State of Palestine,1983,1529.413883376824,,,
+State of Palestine,1984,1556.461840410141,,,
+State of Palestine,1985,1497.558720661266,,,
+State of Palestine,1986,1729.4095338835048,,,
+State of Palestine,1987,1628.5269945471473,,,
+State of Palestine,1988,1550.9706937405722,,,
+State of Palestine,1989,1527.6503042335246,,,
+State of Palestine,1990,1747.0195065683345,,,
+State of Palestine,1991,1605.0464125546212,,,
+State of Palestine,1992,1904.3538542844178,,,
+State of Palestine,1993,2014.6053790338362,,,
+State of Palestine,1994,2233.6535694344357,,,
+State of Palestine,1995,2286.0386410190217,,,
+State of Palestine,1996,2209.3159813632074,,,
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+State of Palestine,1998,2647.3661643260393,,,
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+State of Palestine,2000,2439.685744088948,,,
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+State of Palestine,2003,2067.8490086043466,,,
+State of Palestine,2004,2240.4212108270763,,,
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+State of Palestine,2006,2362.6441737189216,,,
+State of Palestine,2007,2390.761514830452,,,
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+State of Palestine,2009,2647.2899458519787,,,
+State of Palestine,2010,2732.5957415751086,,,
+State of Palestine,2011,2927.0909419085806,,,
+State of Palestine,2012,3038.2360506349883,,,
+State of Palestine,2013,3113.494493971764,,,
+State of Palestine,2014,3041.8148781149243,,,
+State of Palestine,2015,3084.9829747905023,,,
+State of Palestine,2016,3281.306154428264,,,
+State of Palestine,2017,3249.6655415888054,,,
+State of Palestine,2018,3211.2415044358613,,,
+Sub-Saharan Africa,1970,1293.0519024593584,,,
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+Sub-Saharan Africa,1974,1443.624499693134,,,
+Sub-Saharan Africa,1975,1413.4341407699712,,,
+Sub-Saharan Africa,1976,1423.0822375004482,,,
+Sub-Saharan Africa,1977,1425.2868025719702,,,
+Sub-Saharan Africa,1978,1389.3053168146732,,,
+Sub-Saharan Africa,1979,1365.943398330626,,,
+Sub-Saharan Africa,1980,1372.8206962542547,,,
+Sub-Saharan Africa,1981,1361.4994351995126,,,
+Sub-Saharan Africa,1982,1307.4640095257873,,,
+Sub-Saharan Africa,1983,1236.658646786942,,,
+Sub-Saharan Africa,1984,1232.0456169920972,,,
+Sub-Saharan Africa,1985,1223.3431938507074,,,
+Sub-Saharan Africa,1986,1205.5986848559965,,,
+Sub-Saharan Africa,1987,1201.7577914219876,,,
+Sub-Saharan Africa,1988,1222.898446567609,,,
+Sub-Saharan Africa,1989,1219.1974086491664,,,
+Sub-Saharan Africa,1990,1220.3843904048877,,,
+Sub-Saharan Africa,1991,1186.8496065609918,,,
+Sub-Saharan Africa,1992,1150.8730117594037,,,
+Sub-Saharan Africa,1993,1104.9439624265638,,,
+Sub-Saharan Africa,1994,1086.9379336432255,,,
+Sub-Saharan Africa,1995,1093.5593782410044,,,
+Sub-Saharan Africa,1996,1119.3771533202882,,,
+Sub-Saharan Africa,1997,1126.2007744650878,,,
+Sub-Saharan Africa,1998,1123.927358082521,,,
+Sub-Saharan Africa,1999,1117.9977522799757,,,
+Sub-Saharan Africa,2000,1124.6391851841006,,,
+Sub-Saharan Africa,2001,1143.0718927058995,,,
+Sub-Saharan Africa,2002,1191.7279755514983,,,
+Sub-Saharan Africa,2003,1213.4000513145568,,,
+Sub-Saharan Africa,2004,1261.8358959065206,,,
+Sub-Saharan Africa,2005,1306.0415201872706,,,
+Sub-Saharan Africa,2006,1348.0796919751353,,,
+Sub-Saharan Africa,2007,1399.731237631762,,,
+Sub-Saharan Africa,2008,1443.3206677681167,,,
+Sub-Saharan Africa,2009,1458.8743350493864,,,
+Sub-Saharan Africa,2010,1506.3094322594172,,,
+Sub-Saharan Africa,2011,1540.373106140828,,,
+Sub-Saharan Africa,2012,1566.205483530976,,,
+Sub-Saharan Africa,2013,1605.7253675025413,,,
+Sub-Saharan Africa,2014,1643.235527955818,,,
+Sub-Saharan Africa,2015,1646.6385377480021,,,
+Sub-Saharan Africa,2016,1621.6799717699182,,,
+Sub-Saharan Africa,2017,1621.1921974607008,,,
+Sub-Saharan Africa,2018,1626.1641242674104,,,
+Sudan,2008,1717.5950270046205,,,62.5
+Sudan,2009,1849.3726169793042,,,62.8
+Sudan,2010,1962.2674696840493,,,63.2
+Sudan,2011,1990.4690044935357,,,63.5
+Sudan,2012,1980.9847119882513,,,64.0
+Sudan,2013,2042.3330285132292,,,64.3
+Sudan,2014,2131.2214604961096,,,64.6
+Sudan,2015,2157.5106440257273,,,64.8
+Sudan,2016,2188.520480041313,,,65.1
+Sudan,2017,2294.8408243770996,,,
+Sudan,2018,2188.5933454906885,,,
+Suriname,1970,4845.454579501866,,,
+Suriname,1971,5137.4171657710185,,,
+Suriname,1972,5395.678686416214,,,
+Suriname,1973,5653.156006426168,,,
+Suriname,1974,5297.526270928705,,,
+Suriname,1975,5867.838950058491,23.0,,
+Suriname,1976,6420.778621448971,23.1,,
+Suriname,1977,7088.936883885841,23.2,,
+Suriname,1978,7466.551372341776,23.4,,
+Suriname,1979,7013.008138183164,23.6,,
+Suriname,1980,6399.486434773984,23.7,,
+Suriname,1981,6841.550566138273,23.9,,
+Suriname,1982,6540.411675693783,24.0,,
+Suriname,1983,6259.930998706822,24.1,,
+Suriname,1984,6100.728909705588,24.2,,
+Suriname,1985,6878.925945176934,24.3,,
+Suriname,1986,6661.064727540679,24.4,,
+Suriname,1987,6060.453289865513,24.5,,
+Suriname,1988,6452.607428261665,24.5,,
+Suriname,1989,6605.261907236206,24.6,,
+Suriname,1990,6219.626291075419,24.7,,
+Suriname,1991,6269.001436300909,24.7,,
+Suriname,1992,6178.132912492644,24.8,,
+Suriname,1993,5664.756959331948,24.9,,
+Suriname,1994,5761.557012689871,24.9,,
+Suriname,1995,5674.073466919903,25.0,,
+Suriname,1996,5651.565507547488,25.1,,
+Suriname,1997,5897.6633638667545,25.2,,
+Suriname,1998,5960.686215583849,25.2,,
+Suriname,1999,5806.878049000669,25.3,,
+Suriname,2000,5856.758646685757,25.4,4.46,67.7
+Suriname,2001,6029.910694450176,25.5,4.41,67.6
+Suriname,2002,6124.683164578827,25.6,4.58,67.7
+Suriname,2003,6433.358653020526,25.6,4.7,67.9
+Suriname,2004,6867.232361770996,25.7,4.66,68.3
+Suriname,2005,7054.004626614218,25.8,4.52,68.7
+Suriname,2006,7374.522702759759,25.9,4.57,69.2
+Suriname,2007,7661.3017516130585,25.9,4.69,69.6
+Suriname,2008,7887.5135476776795,26.0,4.82,69.8
+Suriname,2009,8032.438405506921,26.1,4.93,70.1
+Suriname,2010,8351.10586736289,26.1,,70.4
+Suriname,2011,8739.501589181797,26.2,,70.7
+Suriname,2012,8874.610944980273,26.3,,71.0
+Suriname,2013,9033.805480457186,26.3,,71.1
+Suriname,2014,8958.829598717584,26.4,,71.2
+Suriname,2015,8562.152454302553,26.5,,71.6
+Suriname,2016,8003.874369446372,26.5,,71.8
+Suriname,2017,8064.852855789406,,,
+Suriname,2018,8197.369901529975,,,
+Sweden,1970,24166.518290086737,,,
+Sweden,1971,24271.628063983222,,,
+Sweden,1972,24731.70106479284,,,
+Sweden,1973,25635.570690430744,,,
+Sweden,1974,26383.051357865388,,,
+Sweden,1975,26979.419971385723,23.6,,
+Sweden,1976,27178.99616998688,23.6,,
+Sweden,1977,26656.172710213006,23.7,,
+Sweden,1978,27035.51945018168,23.7,,
+Sweden,1979,27997.275812581818,23.8,,
+Sweden,1980,28417.30023503196,23.8,,
+Sweden,1981,28515.1666081497,23.9,,
+Sweden,1982,28857.597166640033,23.9,,
+Sweden,1983,29395.415445594863,24.0,,
+Sweden,1984,30609.32921996648,24.0,,
+Sweden,1985,31206.206242625707,24.1,,
+Sweden,1986,31941.584133767177,24.1,,
+Sweden,1987,32871.46590224339,24.2,,
+Sweden,1988,33538.4894094987,24.2,,
+Sweden,1989,34229.042882073765,24.3,,
+Sweden,1990,34273.29187764107,24.3,,
+Sweden,1991,33653.66612061981,24.4,,
+Sweden,1992,33027.87820645468,24.5,,
+Sweden,1993,32123.625117817293,24.6,,
+Sweden,1994,33204.237161509256,24.6,,
+Sweden,1995,34382.65765866903,24.7,,
+Sweden,1996,34848.093966566936,24.8,,
+Sweden,1997,35888.94029850191,24.9,,
+Sweden,1998,37409.75966406757,25.0,,
+Sweden,1999,39012.67634792749,25.1,,
+Sweden,2000,40875.018596618196,25.1,6.2,79.7
+Sweden,2001,41399.73666431017,25.2,6.5,80.0
+Sweden,2002,42200.209309597216,25.3,6.88,80.1
+Sweden,2003,42999.33342205035,25.4,6.88,80.3
+Sweden,2004,44663.85988781799,25.4,6.51,80.4
+Sweden,2005,45713.37723250147,25.5,6.53,80.6
+Sweden,2006,47514.83956830167,25.6,6.81,80.9
+Sweden,2007,48786.87915352591,25.6,6.98,81.0
+Sweden,2008,48281.44290631052,25.7,7.02,81.2
+Sweden,2009,45855.4543270642,25.7,7.31,81.5
+Sweden,2010,48293.752245805095,25.8,,81.5
+Sweden,2011,49365.44168579086,25.8,,81.8
+Sweden,2012,48662.76298307524,25.9,,81.8
+Sweden,2013,48807.49467538023,25.9,,82.1
+Sweden,2014,49764.896097480225,26.0,,82.3
+Sweden,2015,51577.39075941276,26.0,,82.1
+Sweden,2016,52440.37788732393,26.0,,82.4
+Sweden,2017,53331.64007137229,,,
+Sweden,2018,54153.49470419452,,,
+Switzerland,1970,53421.26641597398,,,
+Switzerland,1971,55131.462379005636,,,
+Switzerland,1972,56455.99335927157,,,
+Switzerland,1973,57796.51680137854,,,
+Switzerland,1974,58363.97241724253,,,
+Switzerland,1975,53985.03173355499,23.7,,
+Switzerland,1976,53236.08602210148,23.7,,
+Switzerland,1977,54653.80197913079,23.7,,
+Switzerland,1978,55049.54512097172,23.7,,
+Switzerland,1979,56556.884483837996,23.7,,
+Switzerland,1980,59188.64464959935,23.7,,
+Switzerland,1981,60020.94557995999,23.7,,
+Switzerland,1982,58996.221994133026,23.8,,
+Switzerland,1983,59043.209504156606,23.8,,
+Switzerland,1984,60444.95697498272,23.9,,
+Switzerland,1985,62282.87090460611,23.9,,
+Switzerland,1986,63071.77773135002,24.0,,
+Switzerland,1987,63702.20225858652,24.1,,
+Switzerland,1988,65387.09058321408,24.2,,
+Switzerland,1989,67736.54690553957,24.2,,
+Switzerland,1990,69639.79173898401,24.3,,
+Switzerland,1991,68324.61317483374,24.4,,
+Switzerland,1992,67549.96503937764,24.5,,
+Switzerland,1993,66718.16531299033,24.5,,
+Switzerland,1994,66888.69879252973,24.6,,
+Switzerland,1995,66661.69105160021,24.6,,
+Switzerland,1996,66616.849894285,24.7,,
+Switzerland,1997,67881.85254672481,24.7,,
+Switzerland,1998,69682.12717283596,24.7,,
+Switzerland,1999,70631.41287044421,24.8,,
+Switzerland,2000,73116.7652156968,24.8,11.26,79.8
+Switzerland,2001,73711.01881201255,24.8,11.12,80.3
+Switzerland,2002,73409.5162179121,24.9,10.85,80.5
+Switzerland,2003,72953.7651860119,24.9,10.82,80.6
+Switzerland,2004,74412.1745862513,24.9,10.54,81.1
+Switzerland,2005,76075.06559388385,25.0,10.15,81.2
+Switzerland,2006,78354.79120470276,25.0,10.24,81.6
+Switzerland,2007,80721.32695096688,25.0,10.44,81.8
+Switzerland,2008,81532.05890234826,25.0,10.29,82.1
+Switzerland,2009,78779.08156699217,25.1,10.15,82.1
+Switzerland,2010,80159.69623330442,25.1,,82.4
+Switzerland,2011,80503.05333335929,25.1,,82.7
+Switzerland,2012,80287.181669859,25.1,,82.8
+Switzerland,2013,80756.9471339268,25.1,,82.9
+Switzerland,2014,81755.63365717987,25.1,,83.3
+Switzerland,2015,81939.34290262438,25.2,,83.0
+Switzerland,2016,82523.97237235469,25.2,,83.3
+Switzerland,2017,83254.97428387878,,,
+Switzerland,2018,84844.51209677532,,,
+Syrian Arab Republic,1970,812.6212008539551,,,
+Syrian Arab Republic,1971,863.2520922973144,,,
+Syrian Arab Republic,1972,1042.9123651157686,,,
+Syrian Arab Republic,1973,921.5783053243329,,,
+Syrian Arab Republic,1974,1105.3976437849603,,,
+Syrian Arab Republic,1975,1276.9453575345417,24.3,,
+Syrian Arab Republic,1976,1369.8489993169007,24.4,,
+Syrian Arab Republic,1977,1307.7738512046617,24.5,,
+Syrian Arab Republic,1978,1374.86198357543,24.6,,
+Syrian Arab Republic,1979,1377.019140269679,24.7,,
+Syrian Arab Republic,1980,1489.3531124020471,24.8,,
+Syrian Arab Republic,1981,1574.1861445035463,25.0,,
+Syrian Arab Republic,1982,1551.0383371039006,25.1,,
+Syrian Arab Republic,1983,1518.0228303014203,25.2,,
+Syrian Arab Republic,1984,1406.1015488028106,25.3,,
+Syrian Arab Republic,1985,1442.2615789168706,25.4,,
+Syrian Arab Republic,1986,1326.6263749400523,25.5,,
+Syrian Arab Republic,1987,1309.4989870080417,25.6,,
+Syrian Arab Republic,1988,1437.8827550566643,25.7,,
+Syrian Arab Republic,1989,1157.4327026804813,25.8,,
+Syrian Arab Republic,1990,1174.9550872877985,25.9,,
+Syrian Arab Republic,1991,1231.264587067062,26.0,,
+Syrian Arab Republic,1992,1357.6820632890474,26.1,,
+Syrian Arab Republic,1993,1388.2663658537188,26.2,,
+Syrian Arab Republic,1994,1447.2828016460676,26.3,,
+Syrian Arab Republic,1995,1506.3228084300515,26.4,,
+Syrian Arab Republic,1996,1608.509118300611,26.5,,
+Syrian Arab Republic,1997,1642.4341342395217,26.6,,
+Syrian Arab Republic,1998,1706.1763624223083,26.7,,
+Syrian Arab Republic,1999,1602.962936430855,26.8,,
+Syrian Arab Republic,2000,1574.7669277032553,26.9,0.93,73.0
+Syrian Arab Republic,2001,1599.8271694359519,27.0,0.95,73.1
+Syrian Arab Republic,2002,1693.4235121479053,27.0,0.9,73.2
+Syrian Arab Republic,2003,1671.0945025701444,27.1,0.86,73.2
+Syrian Arab Republic,2004,1745.0985909418102,27.2,0.61,73.3
+Syrian Arab Republic,2005,1799.7209882594168,27.3,0.79,73.4
+Syrian Arab Republic,2006,1821.2907474226324,27.4,0.75,73.5
+Syrian Arab Republic,2007,1845.3481303017977,27.5,0.74,73.6
+Syrian Arab Republic,2008,1854.64309915512,27.5,0.75,73.7
+Syrian Arab Republic,2009,1914.108545715263,27.6,0.76,73.8
+Syrian Arab Republic,2010,1965.4255539141518,27.7,,73.8
+Syrian Arab Republic,2011,2083.0505087018782,27.8,,72.7
+Syrian Arab Republic,2012,1582.6657679813632,27.9,,65.0
+Syrian Arab Republic,2013,1217.6815301923061,28.0,,61.6
+Syrian Arab Republic,2014,1086.9409348108534,28.1,,60.0
+Syrian Arab Republic,2015,1060.7139723840974,28.2,,63.0
+Syrian Arab Republic,2016,1049.51397306485,28.3,,63.8
+Syrian Arab Republic,2017,1100.5791438716647,,,
+Syrian Arab Republic,2018,1137.271024993861,,,
+Tajikistan,1990,1343.6361969986674,23.3,,
+Tajikistan,1991,1221.2385641281985,23.4,,
+Tajikistan,1992,851.0277058355076,23.4,,
+Tajikistan,1993,699.906902781078,23.5,,
+Tajikistan,1994,542.4998953250653,23.6,,
+Tajikistan,1995,468.1698097685179,23.7,,
+Tajikistan,1996,383.9305446514164,23.7,,
+Tajikistan,1997,384.67915159182314,23.8,,
+Tajikistan,1998,399.0321168310494,23.9,,
+Tajikistan,1999,407.5446129499269,24.0,,
+Tajikistan,2000,434.4959306018417,24.1,0.81,65.5
+Tajikistan,2001,468.2554900907024,24.2,0.8,66.1
+Tajikistan,2002,510.1476216142257,24.3,0.8,66.4
+Tajikistan,2003,556.9216198565009,24.4,0.74,67.0
+Tajikistan,2004,603.0701535910879,24.5,0.7,67.6
+Tajikistan,2005,631.5515065679084,24.6,0.65,67.4
+Tajikistan,2006,660.2366780903725,24.7,0.56,67.9
+Tajikistan,2007,697.3388083747599,24.8,0.54,68.4
+Tajikistan,2008,734.8987818326863,25.0,0.56,69.0
+Tajikistan,2009,748.3668925742951,25.1,0.66,69.7
+Tajikistan,2010,780.0624616865101,25.2,,69.7
+Tajikistan,2011,781.2213277455353,25.4,,70.0
+Tajikistan,2012,821.2516907113286,25.5,,70.1
+Tajikistan,2013,862.0174235290339,25.6,,70.3
+Tajikistan,2014,898.1350780089231,25.8,,70.4
+Tajikistan,2015,929.0933447074666,25.9,,70.6
+Tajikistan,2016,969.623395137507,26.1,,70.8
+Tajikistan,2017,1012.7133088190246,,,
+Tajikistan,2018,1058.6856761939043,,,
+Thailand,1970,940.9992543739909,,,
+Thailand,1971,959.6287004293234,,,
+Thailand,1972,970.7067612492674,,,
+Thailand,1973,1037.1797383795863,,,
+Thailand,1974,1053.6615834714326,,,
+Thailand,1975,1076.6924760853465,20.4,,
+Thailand,1976,1149.104821812401,20.5,,
+Thailand,1977,1233.598663511577,20.6,,
+Thailand,1978,1332.1569880418747,20.7,,
+Thailand,1979,1373.0457106143422,20.9,,
+Thailand,1980,1409.203027983044,21.0,,
+Thailand,1981,1463.0486314769025,21.1,,
+Thailand,1982,1512.2654759531938,21.2,,
+Thailand,1983,1567.4986398663432,21.3,,
+Thailand,1984,1627.7897718303484,21.4,,
+Thailand,1985,1672.920947061618,21.5,,
+Thailand,1986,1733.7335079182487,21.6,,
+Thailand,1987,1864.7732600328354,21.7,,
+Thailand,1988,2076.1723987892256,21.8,,
+Thailand,1989,2292.5517845741647,21.9,,
+Thailand,1990,2512.5966374287364,22.0,,
+Thailand,1991,2692.09864052371,22.1,,
+Thailand,1992,2911.6943268197497,22.2,,
+Thailand,1993,3136.2156742242933,22.3,,
+Thailand,1994,3356.099640551469,22.4,,
+Thailand,1995,3592.500566989941,22.5,,
+Thailand,1996,3753.70301285671,22.6,,
+Thailand,1997,3607.363552208173,22.6,,
+Thailand,1998,3292.0208652905735,22.7,,
+Thailand,1999,3403.1154139198984,22.8,,
+Thailand,2000,3517.802011391939,22.9,5.81,70.6
+Thailand,2001,3605.3691592077544,23.0,5.84,70.9
+Thailand,2002,3795.4117175634833,23.0,5.86,71.2
+Thailand,2003,4037.9705654207605,23.1,6.07,71.5
+Thailand,2004,4262.519781045771,23.2,6.1,71.4
+Thailand,2005,4412.445031065727,23.3,6.19,72.3
+Thailand,2006,4603.7528549963845,23.4,6.1,72.8
+Thailand,2007,4826.872063331712,23.5,6.12,73.2
+Thailand,2008,4884.417672604839,23.6,7.54,73.4
+Thailand,2009,4826.321871666798,23.7,6.74,73.7
+Thailand,2010,5163.598205816181,23.8,,74.0
+Thailand,2011,5182.0431674507045,23.9,,74.3
+Thailand,2012,5531.35051322795,24.0,,74.6
+Thailand,2013,5654.286446970217,24.1,,74.8
+Thailand,2014,5685.400773030737,24.2,,75.1
+Thailand,2015,5840.043680881993,24.3,,75.3
+Thailand,2016,6013.590969566497,24.4,,75.5
+Thailand,2017,6234.0252046411815,,,
+Thailand,2018,6470.999452225382,,,
+Timor-Leste,1990,983.5709026936328,19.2,,
+Timor-Leste,1991,1057.823010900205,19.2,,
+Timor-Leste,1992,1133.1510971682767,19.3,,
+Timor-Leste,1993,1212.1645204868255,19.4,,
+Timor-Leste,1994,1298.6559115755142,19.5,,
+Timor-Leste,1995,1393.7899480537324,19.5,,
+Timor-Leste,1996,1524.4197930233047,19.6,,
+Timor-Leste,1997,1575.3988984366479,19.7,,
+Timor-Leste,1998,1533.5613342873298,19.7,,
+Timor-Leste,1999,982.1593623444687,19.8,,
+Timor-Leste,2000,1102.1394761897222,19.9,0.5,59.1
+Timor-Leste,2001,1181.0654605898267,20.0,0.5,59.7
+Timor-Leste,2002,1074.358153407305,20.0,0.48,60.2
+Timor-Leste,2003,1034.288511975403,20.1,0.44,60.8
+Timor-Leste,2004,1653.7954805724498,20.2,0.39,61.9
+Timor-Leste,2005,2194.6948283398733,20.3,0.35,63.1
+Timor-Leste,2006,3044.234162245974,20.3,0.04,64.3
+Timor-Leste,2007,3142.809105049055,20.4,0.05,65.4
+Timor-Leste,2008,3392.357745792951,20.5,0.06,66.1
+Timor-Leste,2009,3131.48750182681,20.6,0.09,66.6
+Timor-Leste,2010,3040.3163189068728,20.7,,67.1
+Timor-Leste,2011,3328.9210906696394,20.8,,67.4
+Timor-Leste,2012,3434.9063207748673,20.9,,67.6
+Timor-Leste,2013,3000.347441328924,21.0,,67.8
+Timor-Leste,2014,2183.2186223475323,21.1,,68.0
+Timor-Leste,2015,2585.1538783685055,21.2,,68.3
+Timor-Leste,2016,2554.3439146452683,21.3,,68.6
+Timor-Leste,2017,2275.780026350122,,,
+Timor-Leste,2018,2294.2110800379187,,,
+Togo,1970,724.5249773516433,,,
+Togo,1971,751.5905171353413,,,
+Togo,1972,756.29084093713,,,
+Togo,1973,707.2332756305052,,,
+Togo,1974,720.6308942947687,,,
+Togo,1975,700.1683645697768,19.1,,
+Togo,1976,681.6029508173731,19.3,,
+Togo,1977,704.0588278222166,19.4,,
+Togo,1978,757.6097517431658,19.5,,
+Togo,1979,782.8032118657007,19.6,,
+Togo,1980,725.8683498129967,19.7,,
+Togo,1981,658.7831402403963,19.8,,
+Togo,1982,611.8803673495323,20.0,,
+Togo,1983,558.9813105130546,20.1,,
+Togo,1984,570.3974400480358,20.2,,
+Togo,1985,571.2044042956264,20.3,,
+Togo,1986,570.5273648084136,20.4,,
+Togo,1987,538.9366397687052,20.5,,
+Togo,1988,575.9589484197604,20.6,,
+Togo,1989,583.0950395311013,20.7,,
+Togo,1990,601.8175885037728,20.9,,
+Togo,1991,589.3332634536441,21.0,,
+Togo,1992,558.0299089480053,21.1,,
+Togo,1993,457.2764446549848,21.2,,
+Togo,1994,509.4180771107372,21.3,,
+Togo,1995,530.3099231724112,21.4,,
+Togo,1996,554.8621739896234,21.5,,
+Togo,1997,558.3859989319465,21.6,,
+Togo,1998,528.3266596345276,21.7,,
+Togo,1999,525.390779346611,21.9,,
+Togo,2000,505.1188360400387,22.0,1.08,54.9
+Togo,2001,495.3792195626728,22.1,0.88,54.9
+Togo,2002,501.0279894914036,22.2,0.86,55.0
+Togo,2003,521.2961736759434,22.4,0.89,55.1
+Togo,2004,503.2487040131949,22.5,1.61,55.3
+Togo,2005,467.4651449456599,22.6,1.84,55.4
+Togo,2006,467.2603963663979,22.7,2.01,55.9
+Togo,2007,449.4866536812074,22.8,1.52,56.1
+Togo,2008,455.20839817788413,22.9,1.44,56.4
+Togo,2009,467.55049947319173,23.0,1.16,57.0
+Togo,2010,482.87010567766725,23.1,,57.8
+Togo,2011,500.1914857697161,23.2,,58.6
+Togo,2012,518.9281499670067,23.2,,59.2
+Togo,2013,536.322857641644,23.3,,59.6
+Togo,2014,553.4901838380873,23.4,,59.9
+Togo,2015,570.4783266688939,23.5,,60.2
+Togo,2016,587.2135171558944,23.6,,60.6
+Togo,2017,594.6896300246631,,,
+Togo,2018,608.7562391393279,,,
+Tonga,1970,1406.1387701469246,,,
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+Tonga,1991,2883.0849516803514,30.4,,
+Tonga,1992,2885.71439130718,30.5,,
+Tonga,1993,2988.6339786253634,30.6,,
+Tonga,1994,3130.684104828553,30.8,,
+Tonga,1995,3249.0804477798397,30.9,,
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+Tonga,1998,3282.172103325333,31.1,,
+Tonga,1999,3406.921365506468,31.2,,
+Tonga,2000,3496.2730287379586,31.2,1.22,71.5
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+Tonga,2002,3696.199658984168,31.4,1.5,71.8
+Tonga,2003,3752.5536925938277,31.4,1.79,72.0
+Tonga,2004,3716.0048144486846,31.5,1.79,72.1
+Tonga,2005,3749.0497682597716,31.6,1.89,72.3
+Tonga,2006,3689.300225754669,31.6,1.79,72.4
+Tonga,2007,3505.4637641756617,31.7,2.05,72.5
+Tonga,2008,3586.2541862647495,31.7,1.1,72.6
+Tonga,2009,3650.859238196233,31.8,1.08,72.4
+Tonga,2010,3777.7562163004054,31.8,,72.7
+Tonga,2011,3898.869770433215,31.9,,72.8
+Tonga,2012,3965.169792286866,31.9,,72.9
+Tonga,2013,3878.0093623186635,32.0,,73.0
+Tonga,2014,4082.051152643006,32.1,,73.1
+Tonga,2015,3973.3404830515824,32.1,,73.3
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+Tonga,2017,4793.076498707494,,,
+Tonga,2018,4716.209027995808,,,
+Trinidad and Tobago,1970,7033.552604574363,,,
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+Trinidad and Tobago,1978,9224.980798587807,23.8,,
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+Trinidad and Tobago,1986,7992.631290814796,24.5,,
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+Trinidad and Tobago,1988,7202.664750973128,24.6,,
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+Trinidad and Tobago,1990,7150.028401023583,24.8,,
+Trinidad and Tobago,1991,7294.20944727833,24.9,,
+Trinidad and Tobago,1992,7130.039850488137,25.0,,
+Trinidad and Tobago,1993,6987.596018352753,25.1,,
+Trinidad and Tobago,1994,7202.3077299155575,25.2,,
+Trinidad and Tobago,1995,7459.3432723975875,25.3,,
+Trinidad and Tobago,1996,7963.4555356245955,25.4,,
+Trinidad and Tobago,1997,8560.363297287953,25.6,,
+Trinidad and Tobago,1998,9245.003435390065,25.7,,
+Trinidad and Tobago,1999,9965.008228646167,25.8,,
+Trinidad and Tobago,2000,10625.787694322808,25.9,4.81,69.4
+Trinidad and Tobago,2001,11030.272765649708,26.0,4.7,69.3
+Trinidad and Tobago,2002,11853.0060430607,26.1,5.25,69.7
+Trinidad and Tobago,2003,13497.638542440773,26.2,5.44,69.6
+Trinidad and Tobago,2004,14496.576885924085,26.4,5.52,69.9
+Trinidad and Tobago,2005,15321.030073792583,26.5,5.75,69.9
+Trinidad and Tobago,2006,17310.67194822387,26.6,6.05,70.5
+Trinidad and Tobago,2007,18003.22163179822,26.7,6.03,70.5
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+Trinidad and Tobago,2009,17628.25106416895,26.9,5.93,71.0
+Trinidad and Tobago,2010,18115.01583517024,27.0,,70.9
+Trinidad and Tobago,2011,17953.287875174385,27.1,,71.1
+Trinidad and Tobago,2012,18068.617111294847,27.2,,71.2
+Trinidad and Tobago,2013,18350.155634261817,27.3,,71.4
+Trinidad and Tobago,2014,18067.35568500041,27.4,,71.6
+Trinidad and Tobago,2015,18289.587261027154,27.5,,71.7
+Trinidad and Tobago,2016,17048.026272072213,27.6,,71.8
+Trinidad and Tobago,2017,16575.65782298183,,,
+Trinidad and Tobago,2018,16466.198468133396,,,
+Tunisia,1970,1120.787884260946,,,
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+Tunisia,1978,1656.8548246666999,23.0,,
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+Tunisia,1980,1803.0000678208717,23.2,,
+Tunisia,1981,1851.0997201021983,23.3,,
+Tunisia,1982,1790.4461545494557,23.4,,
+Tunisia,1983,1821.0684736005405,23.5,,
+Tunisia,1984,1871.9976048626004,23.6,,
+Tunisia,1985,1925.5530015965228,23.7,,
+Tunisia,1986,1839.76529224894,23.8,,
+Tunisia,1987,1884.2129402749044,23.9,,
+Tunisia,1988,1871.1308524321635,24.0,,
+Tunisia,1989,1892.707047926695,24.1,,
+Tunisia,1990,1981.8066105444059,24.2,,
+Tunisia,1991,2013.8790793593714,24.3,,
+Tunisia,1992,2124.1957182312162,24.4,,
+Tunisia,1993,2125.7282856318225,24.5,,
+Tunisia,1994,2151.3167079117443,24.6,,
+Tunisia,1995,2163.842445255046,24.7,,
+Tunisia,1996,2283.079363781671,24.8,,
+Tunisia,1997,2374.5230947997698,24.8,,
+Tunisia,1998,2462.2999192012753,24.9,,
+Tunisia,1999,2582.291861623762,25.0,,
+Tunisia,2000,2667.0238879776825,25.1,1.2,72.8
+Tunisia,2001,2771.945933040855,25.2,1.18,73.2
+Tunisia,2002,2796.9805039415232,25.3,1.15,73.4
+Tunisia,2003,2928.0171360524887,25.4,1.19,73.7
+Tunisia,2004,3078.670173725065,25.4,1.22,73.9
+Tunisia,2005,3175.045890341619,25.5,1.25,74.1
+Tunisia,2006,3323.514926953591,25.6,1.32,74.2
+Tunisia,2007,3495.873561114305,25.7,1.17,74.4
+Tunisia,2008,3613.31106805656,25.7,1.28,74.6
+Tunisia,2009,3686.7474814811408,25.8,1.36,74.7
+Tunisia,2010,3756.753737702057,25.9,,74.9
+Tunisia,2011,3648.1319969203882,25.9,,75.1
+Tunisia,2012,3753.6976383689926,26.0,,75.3
+Tunisia,2013,3803.186131973002,26.1,,75.4
+Tunisia,2014,3855.4941884736045,26.2,,75.6
+Tunisia,2015,3861.6436604510955,26.3,,75.8
+Tunisia,2016,3861.964676906438,26.3,,76.0
+Tunisia,2017,3892.157645552275,,,
+Tunisia,2018,3943.3503565809724,,,
+Turkey,1970,3332.0901183571245,,,
+Turkey,1971,3434.474630806906,,,
+Turkey,1972,3602.1233320913334,,,
+Turkey,1973,3631.761393231979,,,
+Turkey,1974,3745.1835729191666,,,
+Turkey,1975,3921.1449300117224,23.6,,
+Turkey,1976,4233.092025950484,23.7,,
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+Turkey,1983,4191.807082540444,24.6,,
+Turkey,1984,4376.400272319064,24.7,,
+Turkey,1985,4467.343315707378,24.8,,
+Turkey,1986,4685.8853069657125,25.0,,
+Turkey,1987,5032.684733149081,25.1,,
+Turkey,1988,5045.319056370893,25.3,,
+Turkey,1989,4968.416223687362,25.4,,
+Turkey,1990,5334.709293770011,25.6,,
+Turkey,1991,5293.927400433082,25.7,,
+Turkey,1992,5519.311277618139,25.8,,
+Turkey,1993,5867.933522893879,26.0,,
+Turkey,1994,5460.058282759693,26.1,,
+Turkey,1995,5760.413827732019,26.2,,
+Turkey,1996,6066.772694382123,26.3,,
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+Turkey,1998,6516.177113594993,26.5,,
+Turkey,1999,6198.528104392143,26.6,,
+Turkey,2000,6510.52407261802,26.7,1.66,70.9
+Turkey,2001,6031.544559986976,26.8,1.6,71.3
+Turkey,2002,6325.469349184257,26.9,1.59,71.7
+Turkey,2003,6584.796157345199,26.9,1.53,72.0
+Turkey,2004,7120.568377309728,27.0,1.48,72.4
+Turkey,2005,7660.094009373759,27.1,1.39,72.7
+Turkey,2006,8102.875363588514,27.2,1.39,73.1
+Turkey,2007,8409.577504680434,27.2,1.37,73.5
+Turkey,2008,8379.887306752466,27.3,1.51,73.8
+Turkey,2009,7884.574918008875,27.4,1.52,74.2
+Turkey,2010,8434.841918584467,27.5,,74.6
+Turkey,2011,9229.799156592218,27.5,,74.9
+Turkey,2012,9515.416653855562,27.6,,75.2
+Turkey,2013,10150.121426627247,27.7,,75.6
+Turkey,2014,10494.337766780918,27.7,,75.9
+Turkey,2015,10948.690281322142,27.8,,76.1
+Turkey,2016,11113.519178442642,27.9,,76.4
+Turkey,2017,11754.061699526146,,,
+Turkey,2018,11906.710516153538,,,
+Turkmenistan,1990,3594.611478294865,23.8,,
+Turkmenistan,1991,3333.8518188786466,23.9,,
+Turkmenistan,1992,2754.467520706075,24.0,,
+Turkmenistan,1993,2718.4478520332123,24.1,,
+Turkmenistan,1994,2191.1719542345068,24.2,,
+Turkmenistan,1995,1988.5912627383134,24.2,,
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+Turkmenistan,1998,1919.6027528199436,24.5,,
+Turkmenistan,1999,2209.9706522358633,24.6,,
+Turkmenistan,2000,2305.0307418828243,24.7,2.89,63.5
+Turkmenistan,2001,2379.8892646527916,24.8,2.36,64.0
+Turkmenistan,2002,2362.241927211279,24.9,2.41,63.8
+Turkmenistan,2003,2415.5349869864667,25.0,2.57,64.3
+Turkmenistan,2004,2510.579612050146,25.1,2.58,64.7
+Turkmenistan,2005,2807.3810375669195,25.2,2.63,64.5
+Turkmenistan,2006,3079.3485610412336,25.3,2.54,65.0
+Turkmenistan,2007,3377.682773910336,25.4,2.23,65.1
+Turkmenistan,2008,3824.2670577907356,25.6,2.12,65.3
+Turkmenistan,2009,4000.304146117394,25.7,2.0,66.3
+Turkmenistan,2010,4298.686675058978,25.8,,66.6
+Turkmenistan,2011,4848.649423498318,25.9,,66.8
+Turkmenistan,2012,5288.5745941373425,26.1,,67.2
+Turkmenistan,2013,5719.130932149286,26.2,,67.3
+Turkmenistan,2014,6195.449433768475,26.3,,67.4
+Turkmenistan,2015,6477.941233711014,26.4,,67.8
+Turkmenistan,2016,6761.623664839127,26.6,,68.2
+Turkmenistan,2017,7079.919373353652,,,
+Turkmenistan,2018,7395.817725605005,,,
+Turks and Caicos Islands,1970,4268.2819614143045,,,
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+Turks and Caicos Islands,1973,5293.348507407299,,,
+Turks and Caicos Islands,1974,5657.730447181696,,,
+Turks and Caicos Islands,1975,6057.845149973314,,,
+Turks and Caicos Islands,1976,6523.594494851481,,,
+Turks and Caicos Islands,1977,7034.76901278303,,,
+Turks and Caicos Islands,1978,7586.68846121613,,,
+Turks and Caicos Islands,1979,8143.90895247333,,,
+Turks and Caicos Islands,1980,8697.960649005836,,,
+Turks and Caicos Islands,1981,9219.000471664265,,,
+Turks and Caicos Islands,1982,9704.653739233074,,,
+Turks and Caicos Islands,1983,10206.47688362228,,,
+Turks and Caicos Islands,1984,10765.705570361702,,,
+Turks and Caicos Islands,1985,11420.028635688213,,,
+Turks and Caicos Islands,1986,12159.871080722834,,,
+Turks and Caicos Islands,1987,12974.409956733867,,,
+Turks and Caicos Islands,1988,13887.207713218882,,,
+Turks and Caicos Islands,1989,14820.557741756942,,,
+Turks and Caicos Islands,1990,15609.927504044932,,,
+Turks and Caicos Islands,1991,16277.320295755919,,,
+Turks and Caicos Islands,1992,16799.340069384794,,,
+Turks and Caicos Islands,1993,17644.750249659497,,,
+Turks and Caicos Islands,1994,18801.39767811572,,,
+Turks and Caicos Islands,1995,19172.77504788003,,,
+Turks and Caicos Islands,1996,20115.779211806857,,,
+Turks and Caicos Islands,1997,20824.927152731478,,,
+Turks and Caicos Islands,1998,22247.85771557443,,,
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+Turks and Caicos Islands,2000,22947.007872682116,,,
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+Turks and Caicos Islands,2002,21567.61946518607,,,
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+Turks and Caicos Islands,2004,22858.100609787445,,,
+Turks and Caicos Islands,2005,24770.639389663927,,,
+Turks and Caicos Islands,2006,27999.39142857174,,,
+Turks and Caicos Islands,2007,28610.751921666306,,,
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+Turks and Caicos Islands,2009,23712.377912344706,,,
+Turks and Caicos Islands,2010,23413.649332535602,,,
+Turks and Caicos Islands,2011,23969.2524673011,,,
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+Turks and Caicos Islands,2014,23845.56239510574,,,
+Turks and Caicos Islands,2015,24832.606097662654,,,
+Turks and Caicos Islands,2016,25515.28824143964,,,
+Turks and Caicos Islands,2017,26207.612610762193,,,
+Turks and Caicos Islands,2018,27189.01240339607,,,
+Tuvalu,1970,1932.2271871242779,,,
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+Tuvalu,2018,3654.5372377602966,,,
+Uganda,1970,406.42885525358395,,,
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+Uganda,1979,273.3003965085662,19.1,,
+Uganda,1980,256.13269397422,19.2,,
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+Uruguay,2008,12021.64562563761,26.5,6.54,76.2
+Uruguay,2009,12496.42401459261,26.6,6.45,76.3
+Uruguay,2010,13433.068514195853,26.7,,76.0
+Uruguay,2011,14086.00908573987,26.8,,76.3
+Uruguay,2012,14541.04173043157,26.9,,76.2
+Uruguay,2013,15168.395393225132,27.0,,76.5
+Uruguay,2014,15609.046379785268,27.1,,76.9
+Uruguay,2015,15613.780945634973,27.3,,76.8
+Uruguay,2016,15821.4180216794,27.4,,77.1
+Uruguay,2017,16172.32349718443,,,
+Uruguay,2018,16374.072921972316,,,
+Uzbekistan,1990,1450.2257384275774,23.8,,
+Uzbekistan,1991,1409.4732129107051,23.9,,
+Uzbekistan,1992,1222.9058636363882,24.0,,
+Uzbekistan,1993,1168.2348284131635,24.1,,
+Uzbekistan,1994,1083.9843998635906,24.2,,
+Uzbekistan,1995,1052.7909130727892,24.3,,
+Uzbekistan,1996,1050.6684339904537,24.4,,
+Uzbekistan,1997,1085.8910327484134,24.5,,
+Uzbekistan,1998,1115.0150881899465,24.6,,
+Uzbekistan,1999,1146.1448916965392,24.7,,
+Uzbekistan,2000,1174.7671910284964,24.8,3.03,67.3
+Uzbekistan,2001,1211.0761706207018,24.9,2.92,67.8
+Uzbekistan,2002,1245.9353694892975,25.0,2.73,67.7
+Uzbekistan,2003,1282.5581126142101,25.1,2.92,68.1
+Uzbekistan,2004,1360.8146369529231,25.2,2.82,68.9
+Uzbekistan,2005,1436.2898692627623,25.3,1.76,68.4
+Uzbekistan,2006,1521.5066836096528,25.5,1.81,69.1
+Uzbekistan,2007,1641.1831146947668,25.6,1.75,69.7
+Uzbekistan,2008,1761.546898005451,25.7,1.72,70.4
+Uzbekistan,2009,1874.48120844543,25.9,1.7,71.0
+Uzbekistan,2010,2001.6856084174494,26.0,,70.9
+Uzbekistan,2011,2123.1816662289693,26.2,,71.0
+Uzbekistan,2012,2243.2101104296044,26.3,,71.2
+Uzbekistan,2013,2374.388078329656,26.4,,71.6
+Uzbekistan,2014,2503.5572272332347,26.6,,71.9
+Uzbekistan,2015,2646.2522484483993,26.7,,72.1
+Uzbekistan,2016,2761.784852752978,26.9,,72.3
+Uzbekistan,2017,2838.2399284344856,,,
+Uzbekistan,2018,2936.170243648869,,,
+Vanuatu,1970,1386.0916730651588,,,
+Vanuatu,1971,1379.8402318981732,,,
+Vanuatu,1972,1374.5431793879839,,,
+Vanuatu,1973,1556.8828525672707,,,
+Vanuatu,1974,2029.3531975892838,,,
+Vanuatu,1975,1876.3678665514115,22.5,,
+Vanuatu,1976,1854.6020065166463,22.7,,
+Vanuatu,1977,1781.578875962807,22.8,,
+Vanuatu,1978,2033.2862244723267,22.9,,
+Vanuatu,1979,2052.8431433241926,23.1,,
+Vanuatu,1980,1769.59389882276,23.2,,
+Vanuatu,1981,1797.4285717336697,23.3,,
+Vanuatu,1982,1942.2468526859934,23.5,,
+Vanuatu,1983,2503.7989821190977,23.6,,
+Vanuatu,1984,2615.681318531728,23.8,,
+Vanuatu,1985,2584.906423467921,23.9,,
+Vanuatu,1986,2475.0087778362067,24.0,,
+Vanuatu,1987,2429.2743554012554,24.1,,
+Vanuatu,1988,2386.2631819479307,24.3,,
+Vanuatu,1989,2407.9462398650426,24.4,,
+Vanuatu,1990,2457.9099096292916,24.5,,
+Vanuatu,1991,2680.243901564304,24.6,,
+Vanuatu,1992,2584.3540329975654,24.7,,
+Vanuatu,1993,2623.329080175713,24.8,,
+Vanuatu,1994,2618.2072919704538,24.9,,
+Vanuatu,1995,2675.0049306615683,25.0,,
+Vanuatu,1996,2686.575154420164,25.1,,
+Vanuatu,1997,2699.975881987253,25.2,,
+Vanuatu,1998,2710.10235778049,25.3,,
+Vanuatu,1999,2682.135358804281,25.4,,
+Vanuatu,2000,2765.3481182633477,25.4,0.82,68.9
+Vanuatu,2001,2647.837754921268,25.5,0.76,69.1
+Vanuatu,2002,2540.252940596817,25.5,0.9,69.3
+Vanuatu,2003,2541.1886731863133,25.6,0.88,69.5
+Vanuatu,2004,2575.6113495118843,25.7,0.85,69.7
+Vanuatu,2005,2645.385940320506,25.7,0.89,69.9
+Vanuatu,2006,2801.2196924773593,25.8,1.0,70.2
+Vanuatu,2007,2877.5968180662526,25.8,1.01,70.5
+Vanuatu,2008,2991.8952891188906,25.8,1.17,70.8
+Vanuatu,2009,3016.5441616343055,25.9,0.83,71.0
+Vanuatu,2010,2988.2826583588544,25.9,,71.2
+Vanuatu,2011,2944.5836751470256,26.0,,71.4
+Vanuatu,2012,2914.03958499886,26.0,,71.5
+Vanuatu,2013,2888.797857872482,26.0,,71.6
+Vanuatu,2014,2874.1558537738056,26.1,,71.5
+Vanuatu,2015,2801.937320667982,26.1,,71.8
+Vanuatu,2016,2824.1956809565145,26.2,,72.0
+Vanuatu,2017,2874.661184595523,,,
+Vanuatu,2018,2894.221665712605,,,
+Venezuela (Bolivarian Republic of),1970,11271.84193773536,,,
+Venezuela (Bolivarian Republic of),1971,11272.262210343291,,,
+Venezuela (Bolivarian Republic of),1972,11301.01885579047,,,
+Venezuela (Bolivarian Republic of),1973,11664.668108720087,,,
+Venezuela (Bolivarian Republic of),1974,12021.337605806837,,,
+Venezuela (Bolivarian Republic of),1975,12390.58857969111,23.9,,
+Venezuela (Bolivarian Republic of),1976,13097.339539959406,24.0,,
+Venezuela (Bolivarian Republic of),1977,13585.213890212548,24.2,,
+Venezuela (Bolivarian Republic of),1978,13488.995290361856,24.3,,
+Venezuela (Bolivarian Republic of),1979,13292.930072235284,24.4,,
+Venezuela (Bolivarian Republic of),1980,12675.621673537735,24.5,,
+Venezuela (Bolivarian Republic of),1981,12300.901582776147,24.6,,
+Venezuela (Bolivarian Republic of),1982,12060.325954936694,24.7,,
+Venezuela (Bolivarian Republic of),1983,11088.3005822037,24.8,,
+Venezuela (Bolivarian Republic of),1984,10657.171223799112,24.9,,
+Venezuela (Bolivarian Republic of),1985,10404.767525992005,25.0,,
+Venezuela (Bolivarian Republic of),1986,10799.99849150012,25.1,,
+Venezuela (Bolivarian Republic of),1987,10904.133204094664,25.2,,
+Venezuela (Bolivarian Republic of),1988,11251.266039181077,25.3,,
+Venezuela (Bolivarian Republic of),1989,10036.062248807626,25.3,,
+Venezuela (Bolivarian Republic of),1990,10431.460091665085,25.4,,
+Venezuela (Bolivarian Republic of),1991,11182.343273055041,25.5,,
+Venezuela (Bolivarian Republic of),1992,11593.87699597189,25.6,,
+Venezuela (Bolivarian Republic of),1993,11371.782019115095,25.7,,
+Venezuela (Bolivarian Republic of),1994,10867.948940418684,25.8,,
+Venezuela (Bolivarian Republic of),1995,11062.237625952092,25.9,,
+Venezuela (Bolivarian Republic of),1996,10816.1655144477,25.9,,
+Venezuela (Bolivarian Republic of),1997,11277.499455883973,26.0,,
+Venezuela (Bolivarian Republic of),1998,11091.699734044503,26.1,,
+Venezuela (Bolivarian Republic of),1999,10231.208140571072,26.2,,
+Venezuela (Bolivarian Republic of),2000,10409.967396971828,26.2,8.09,72.2
+Venezuela (Bolivarian Republic of),2001,10565.032509540893,26.3,8.15,72.1
+Venezuela (Bolivarian Republic of),2002,9455.277426171255,26.3,6.99,72.7
+Venezuela (Bolivarian Republic of),2003,8567.978176940484,26.4,6.39,72.0
+Venezuela (Bolivarian Republic of),2004,9961.28281539618,26.4,7.58,73.0
+Venezuela (Bolivarian Republic of),2005,10807.876612353317,26.5,7.98,73.4
+Venezuela (Bolivarian Republic of),2006,11690.097047142228,26.5,8.37,73.5
+Venezuela (Bolivarian Republic of),2007,12527.986826407656,26.5,8.89,73.3
+Venezuela (Bolivarian Republic of),2008,13003.913004573636,26.5,8.41,73.2
+Venezuela (Bolivarian Republic of),2009,12410.021041640666,26.6,7.75,73.5
+Venezuela (Bolivarian Republic of),2010,12049.48060616348,26.6,,73.6
+Venezuela (Bolivarian Republic of),2011,12358.085122950046,26.6,,73.7
+Venezuela (Bolivarian Republic of),2012,12843.066621316833,26.6,,73.6
+Venezuela (Bolivarian Republic of),2013,12831.918502601253,26.6,,73.9
+Venezuela (Bolivarian Republic of),2014,12224.673487677625,26.6,,73.9
+Venezuela (Bolivarian Republic of),2015,11449.321335656243,26.7,,73.9
+Venezuela (Bolivarian Republic of),2016,9571.684608859003,26.7,,74.1
+Venezuela (Bolivarian Republic of),2017,8194.864871318949,,,
+Venezuela (Bolivarian Republic of),2018,6839.674843094986,,,
+Viet Nam,1970,333.32307405086857,,,
+Viet Nam,1971,337.6112136379446,,,
+Viet Nam,1972,336.186670778918,,,
+Viet Nam,1973,323.90624551864295,,,
+Viet Nam,1974,324.60343921277985,,,
+Viet Nam,1975,327.01942996587917,18.2,,
+Viet Nam,1976,355.2064781355978,18.2,,
+Viet Nam,1977,394.84753607501176,18.3,,
+Viet Nam,1978,393.3440203101209,18.4,,
+Viet Nam,1979,410.78265785551537,18.4,,
+Viet Nam,1980,387.75414087339215,18.5,,
+Viet Nam,1981,401.0642928262326,18.6,,
+Viet Nam,1982,423.8920981832075,18.6,,
+Viet Nam,1983,443.543940098508,18.7,,
+Viet Nam,1984,469.76813816648735,18.8,,
+Viet Nam,1985,484.88953295692016,18.8,,
+Viet Nam,1986,489.9275168305355,18.9,,
+Viet Nam,1987,491.30941183581234,19.0,,
+Viet Nam,1988,505.1186736464447,19.0,,
+Viet Nam,1989,517.4372337939054,19.1,,
+Viet Nam,1990,532.3239272743598,19.2,,
+Viet Nam,1991,552.291709200058,19.2,,
+Viet Nam,1992,587.7979249957448,19.3,,
+Viet Nam,1993,622.8006267612343,19.4,,
+Viet Nam,1994,665.4167451546335,19.5,,
+Viet Nam,1995,716.6478918636726,19.5,,
+Viet Nam,1996,771.6515144161586,19.6,,
+Viet Nam,1997,823.0369415381551,19.7,,
+Viet Nam,1998,859.5317313407008,19.8,,
+Viet Nam,1999,890.0708010780403,19.9,,
+Viet Nam,2000,940.0909524024496,19.9,0.71,73.3
+Viet Nam,2001,994.5541613529829,20.0,0.76,73.6
+Viet Nam,2002,1054.623248175693,20.1,0.82,73.9
+Viet Nam,2003,1121.4918196477397,20.2,0.93,74.3
+Viet Nam,2004,1194.960483211334,20.3,1.13,74.5
+Viet Nam,2005,1273.3455335477795,20.4,1.19,74.7
+Viet Nam,2006,1349.5637875556479,20.6,1.35,74.9
+Viet Nam,2007,1432.2057741434924,20.7,1.51,75.0
+Viet Nam,2008,1498.8385668787619,20.8,1.78,75.2
+Viet Nam,2009,1564.3474610651315,20.9,1.97,75.3
+Viet Nam,2010,1648.262268600804,21.0,,75.4
+Viet Nam,2011,1733.3116777952007,21.2,,75.5
+Viet Nam,2012,1805.361482179083,21.3,,75.7
+Viet Nam,2013,1883.308718941013,21.5,,75.8
+Viet Nam,2014,1975.0788947843253,21.6,,76.0
+Viet Nam,2015,2085.101637740856,21.7,,76.2
+Viet Nam,2016,2191.820175620006,21.9,,76.3
+Viet Nam,2017,2317.368962683102,,,
+Viet Nam,2018,2456.791164107548,,,
+Western Africa,1970,1194.2632771209614,,,
+Western Africa,1971,1297.7870764041832,,,
+Western Africa,1972,1338.9955846790592,,,
+Western Africa,1973,1366.4139474369174,,,
+Western Africa,1974,1456.1032712021251,,,
+Western Africa,1975,1425.3103217709242,,,
+Western Africa,1976,1477.0862546956405,,,
+Western Africa,1977,1535.15442164662,,,
+Western Africa,1978,1484.83764655826,,,
+Western Africa,1979,1426.2004934047595,,,
+Western Africa,1980,1395.4049399539433,,,
+Western Africa,1981,1351.8584266002197,,,
+Western Africa,1982,1253.3371241919008,,,
+Western Africa,1983,1115.4845465914493,,,
+Western Africa,1984,1076.9021337064382,,,
+Western Africa,1985,1107.1890743031186,,,
+Western Africa,1986,1090.1920165466045,,,
+Western Africa,1987,1089.9998467150494,,,
+Western Africa,1988,1127.8695475273428,,,
+Western Africa,1989,1129.700406253608,,,
+Western Africa,1990,1191.6154650761698,,,
+Western Africa,1991,1169.6316896816504,,,
+Western Africa,1992,1178.6397706067662,,,
+Western Africa,1993,1135.6774742693772,,,
+Western Africa,1994,1102.0760247672215,,,
+Western Africa,1995,1089.9726588553906,,,
+Western Africa,1996,1110.1141808841849,,,
+Western Africa,1997,1117.3138906375916,,,
+Western Africa,1998,1124.8131873792402,,,
+Western Africa,1999,1116.8027077386055,,,
+Western Africa,2000,1129.1431998409062,,,
+Western Africa,2001,1158.7266302357064,,,
+Western Africa,2002,1257.8881406706466,,,
+Western Africa,2003,1301.8708780865222,,,
+Western Africa,2004,1362.7939244813422,,,
+Western Africa,2005,1406.162403358306,,,
+Western Africa,2006,1445.8712368496267,,,
+Western Africa,2007,1491.5445525413559,,,
+Western Africa,2008,1546.4235838737561,,,
+Western Africa,2009,1607.4101161601166,,,
+Western Africa,2010,1680.6057953166517,,,
+Western Africa,2011,1722.3695705070745,,,
+Western Africa,2012,1764.4896155543756,,,
+Western Africa,2013,1833.48584059467,,,
+Western Africa,2014,1891.7527874758841,,,
+Western Africa,2015,1897.3301880125248,,,
+Western Africa,2016,1852.90492149403,,,
+Western Africa,2017,1849.9148783947294,,,
+Western Africa,2018,1858.9175664603592,,,
+Western Asia,1970,6154.383461457172,,,
+Western Asia,1971,6650.264647379573,,,
+Western Asia,1972,7262.800088383022,,,
+Western Asia,1973,7796.751516266422,,,
+Western Asia,1974,8233.78503584619,,,
+Western Asia,1975,7813.462141749133,,,
+Western Asia,1976,8433.159530862062,,,
+Western Asia,1977,8701.991696471336,,,
+Western Asia,1978,8517.874652655999,,,
+Western Asia,1979,9111.921476504087,,,
+Western Asia,1980,9167.890159938064,,,
+Western Asia,1981,8940.853652509393,,,
+Western Asia,1982,7882.900169660904,,,
+Western Asia,1983,7322.728774789669,,,
+Western Asia,1984,7279.026285614738,,,
+Western Asia,1985,7010.752674176577,,,
+Western Asia,1986,7170.898811822601,,,
+Western Asia,1987,7283.418306677098,,,
+Western Asia,1988,7344.069744776108,,,
+Western Asia,1989,7176.105090752764,,,
+Western Asia,1990,7080.330222252755,,,
+Western Asia,1991,6914.111359779683,,,
+Western Asia,1992,7165.47341568729,,,
+Western Asia,1993,7333.187565387433,,,
+Western Asia,1994,7224.804945978937,,,
+Western Asia,1995,7359.741179685421,,,
+Western Asia,1996,7656.746980947753,,,
+Western Asia,1997,7936.83210002032,,,
+Western Asia,1998,8149.298108400263,,,
+Western Asia,1999,8011.085484193684,,,
+Western Asia,2000,8370.845659795808,,,
+Western Asia,2001,8127.67433386002,,,
+Western Asia,2002,8090.191286033849,,,
+Western Asia,2003,8291.736371541367,,,
+Western Asia,2004,8927.174684304811,,,
+Western Asia,2005,9293.170238175078,,,
+Western Asia,2006,9694.612776550013,,,
+Western Asia,2007,9925.64980105604,,,
+Western Asia,2008,10109.752717811649,,,
+Western Asia,2009,9739.070587931263,,,
+Western Asia,2010,10051.232133860374,,,
+Western Asia,2011,10601.033768802086,,,
+Western Asia,2012,10841.011296875855,,,
+Western Asia,2013,11123.66597223676,,,
+Western Asia,2014,11282.134833776228,,,
+Western Asia,2015,11493.090959260235,,,
+Western Asia,2016,11637.38672470347,,,
+Western Asia,2017,11705.953978345715,,,
+Western Asia,2018,11769.21344363825,,,
+Western Europe,1970,19327.152080906337,,,
+Western Europe,1971,20005.166868609995,,,
+Western Europe,1972,20754.71172711533,,,
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+Western Europe,1974,22228.301590533825,,,
+Western Europe,1975,21844.872240410135,,,
+Western Europe,1976,22713.360501485557,,,
+Western Europe,1977,23381.181552504815,,,
+Western Europe,1978,24023.478618794554,,,
+Western Europe,1979,24862.57895659706,,,
+Western Europe,1980,25349.368872775416,,,
+Western Europe,1981,25471.928358137713,,,
+Western Europe,1982,25565.382766215615,,,
+Western Europe,1983,25891.34765187211,,,
+Western Europe,1984,26439.564193892595,,,
+Western Europe,1985,26955.589438881376,,,
+Western Europe,1986,27486.640438119386,,,
+Western Europe,1987,27890.68916904133,,,
+Western Europe,1988,28881.328540357867,,,
+Western Europe,1989,29923.654378892687,,,
+Western Europe,1990,31007.415652805194,,,
+Western Europe,1991,31737.135404408687,,,
+Western Europe,1992,32074.344780156287,,,
+Western Europe,1993,31728.318924245552,,,
+Western Europe,1994,32323.527716966273,,,
+Western Europe,1995,32780.43493350412,,,
+Western Europe,1996,33096.99135006723,,,
+Western Europe,1997,33791.39713033262,,,
+Western Europe,1998,34693.30181328254,,,
+Western Europe,1999,35592.724434301206,,,
+Western Europe,2000,36735.9025849635,,,
+Western Europe,2001,37253.843950322065,,,
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+Western Europe,2004,37788.81757890769,,,
+Western Europe,2005,38223.521604375994,,,
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+Western Europe,2010,40057.97483848037,,,
+Western Europe,2011,41034.46801296064,,,
+Western Europe,2012,41003.677060657494,,,
+Western Europe,2013,41050.9340105137,,,
+Western Europe,2014,41556.83178555744,,,
+Western Europe,2015,42002.771186495884,,,
+Western Europe,2016,42565.203581565795,,,
+Western Europe,2017,43361.938345692986,,,
+Western Europe,2018,43961.177979542685,,,
+World,1970,4883.660561380187,,,
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+Zambia,1970,1288.657074243862,,,
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diff --git a/src/lecture1.ipynb b/src/lecture1.ipynb
new file mode 100644
index 0000000..1c18b31
--- /dev/null
+++ b/src/lecture1.ipynb
@@ -0,0 +1,1003 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Lecture 1\n",
+ "## Machine Learning Examples"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 2
+ },
+ "outputs": [],
+ "source": [
+ "IRdisplay::display_html('')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Organization of this Course"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "IRdisplay::display_html('')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "## The Life Expectancy Dataset\n",
+ "Run the following cell with `Shift + Enter` to watch the video."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "IRdisplay::display_html('')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "In this section you will load the life expectancy dataset,\n",
+ "look at it and produce some plots.\n",
+ "You will learn about the `R` functions `file.path`, `read.csv`, `str`, `?`,\n",
+ "`<-`, `$`, `:`, `c`, `pdf`, `par`, `plot`.\n",
+ "\n",
+ "Let us load the life expectancy dataset from the csv file.\n",
+ "You can run the following cell by clicking it and pressing `Shift + Enter`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data <- read.csv(file.path(\"..\", \"data\", \"life_expectancy.csv\"))\n",
+ "str(data)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- We used the function `file.path`, to generate a valid path\n",
+ " in an operating system independent way.\n",
+ "- We used the function `read.csv` and assign the output to the variable `data`.\n",
+ "- In `R` the it is common to use `<-` for (left-)assignment,\n",
+ " but `=` can also be used.\n",
+ "- On the second line we used the function `str`\n",
+ " to look at the names and data types of the columns of `data`;\n",
+ " if you just want to extract the names, you can use the function `names`.\n",
+ "- In `R` the dot `.` does not have any special meaning\n",
+ " and can be used in any variable or function name.\n",
+ "- `R` has usually excellent documentation. You can access it with `?`, e.g."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "?read.csv"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "?\"<-\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Let us actually look at the data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "data$LifeExpectancy"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "- The output consists of a list with the life expectancies\n",
+ " measured in different countries and in different years.\n",
+ "- We can access the data in the columns of `data` by using the extraction\n",
+ " operator `$`. Type `?\"$\"` in the empty field below and have a look at the\n",
+ " examples at the bottom of the documentation.\n",
+ "- We could have also accessed this data with `data[,6]`. Try it out."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let us continue to explore the data.\n",
+ "First we look at rows 30 to 40."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "data[30:40,]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Do you wonder what `NA` means? Look it up with `?NA`.\n",
+ "\n",
+ "With the following command we look at rows 13, 33, 41 and 72."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data[c(13, 33, 41, 72),]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "The combine function `c` is important to know.\n",
+ "You may want to have a look at its documentation\n",
+ "or play with some examples, like"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x <- c(1, 2, 3)\n",
+ "y <- c(4, 5, 6)\n",
+ "x + y\n",
+ "c(x, y)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Before you move on to the next video, you find in the cell below\n",
+ "the code to generate the figures used in the slides.\n",
+ "The first and the last line are commented out,\n",
+ "such that the plots are shown in this notebook\n",
+ "instead of being printed to the pdf.\n",
+ "Use the documentation, if you want to know more\n",
+ "about the usage of the functions `pdf`, `par` and `plot`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pdf(\"life_expectancy_example_plots.pdf\", width = 5.8, height = 2.8)\n",
+ "par(mfcol = c(1, 3), cex = .7)\n",
+ "plot(data$GDP, data$LifeExpectancy, xlab = \"GDP per capita [USD]\",\n",
+ " ylab = \"Life Expectancy [Years]\",\n",
+ " xlim = c(0, 100000))\n",
+ "plot(data$BMI, data$LifeExpectancy, xlab = \"BMI [kg/m^2]\",\n",
+ " ylab = \"Life Expectancy [Years]\")\n",
+ "plot(data$Year, data$LifeExpectancy, ylab = \"Life Expectancy [Years]\",\n",
+ " xlab = \"Year\", xlim = c(1999, 2016))\n",
+ "# dev.off()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "## Error Decomposition and Parametric versus Non-parametric Methods"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "IRdisplay::display_html('')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "### Artificial Data Generation Process\n",
+ "\n",
+ "With the following code we define the custom function `f`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "f <- function(x) {x^2}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "You may want to look at the documentation `?\"function\"`,\n",
+ "evaluate `f` at different points or create your own function."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "f(3)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "In the slides you saw data generated with the following function `myfunc`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "myfunc <- function(x) {sin(2*x) + 2*(x - 0.5)^3 - 0.5*x}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "We will generate `N = 60` data points."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(12)\n",
+ "N <- 60\n",
+ "x <- sort(runif(N))\n",
+ "error <- .06*rnorm(N)\n",
+ "y <- myfunc(x) + error\n",
+ "par(mfcol = c(1, 1))\n",
+ "plot(x, y)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the first line we set the pseudo-random number generator seed to 12.\n",
+ "This means that we will obtain the same pseudo-random numbers,\n",
+ "every time we run the code above.\n",
+ "The functions `runif` and `rnorm` generate uniformly and normally distributed\n",
+ "pseudo-random numbers, respectively. And the function `sort`, well, does the\n",
+ "obvious :)\n",
+ "\n",
+ "You may want to convince yourself that\n",
+ "running the cell above always gives the same data.\n",
+ "What happens, if you remove the first line or replace it by `set.seed(123)`?\n",
+ "\n",
+ "If you feel you don't understand something in the code above,\n",
+ "it would be a good idea to insert a cell below\n",
+ "(you can use e.g. the + button above) and experiment a bit."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "### Parametric Method\n",
+ "\n",
+ "As an example of a parametric method to estimate the function `myfunc`,\n",
+ "we will fit a linear function to the data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "linear.fit <- lm(y ~ x)\n",
+ "plot(x, y)\n",
+ "curve(myfunc, 0, 1, col = 'blue', add = TRUE, lw = 2)\n",
+ "abline(linear.fit, col = \"dark green\", lw = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "The cryptically looking `linear.fit <- lm(y ~ x)` means simply:\n",
+ "\"fit a linear model with response `y` and predictor `x`\n",
+ "and assign the result to variable `linear.fit`\".\n",
+ "The functions `curve` and `abline` plot the true function\n",
+ "and the fitted line.\n",
+ "\n",
+ "### Non-Parametric Method\n",
+ "\n",
+ "As an example of a non-parametric method to estimate the function `myfunc`,\n",
+ "we define the `kNN` method with three mandatory arguments and one optional\n",
+ "argument with default value `k = 2`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "kNN <- function(x0, x, y, k = 2) { # test point x0, predictor values x, response values y, default k = 2 nearest neighbours\n",
+ " d = abs(x - x0) # compute all distances between the test point and the data\n",
+ " o = order(d) # compute the order of the distances (smallest to largest)\n",
+ " mean(y[o[1:k]]) # take the average response of the k nearest neighbours\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "If you feel comfortable with the `kNN` function you can skip this paragraph and\n",
+ "move to the next cell. Otherwise, create a new cell below and experiment a bit,\n",
+ "e.g. `tmp.x <- c(5, 2, 3, 1)`, `tmp.x0 <- 1.4`, `abs(tmp.x - tmp.x0)`,\n",
+ "`order(tmp.x)`, `kNN(tmp.x0, tmp.x, c(1, 2, 3, 4), k = 1)`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "grid <- seq(0, 1, length.out = 1000)\n",
+ "y.hat <- sapply(grid, kNN, x, y, k = 1)\n",
+ "plot(x, y)\n",
+ "curve(myfunc, 0, 1, col = 'blue', add = TRUE, lw = 2)\n",
+ "lines(grid, y.hat, col = 'red', lw = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "With the `seq` function we generated 100 evenly spaced points in the interval\n",
+ "[0, 1]. The `sapply` function lets us apply the function kNN to all values of\n",
+ "grid; from the third argument onward, the `sapply` function passes the arguments\n",
+ "to the function `kNN`, i.e. you can change the `k` to 50, for example, if you\n",
+ "want to see the figure of the slide on the curse of dimensionality.\n",
+ "It is highly recommendable to execute the cell above for different values of `k`\n",
+ "between 1 and 50 and observe how well the curve fits the data.\n",
+ "We call kNN with `k = 1` a flexible method, because it can fit very rough\n",
+ "data with many jumps and kNN with `k = 50` an inflexible method, because it can\n",
+ "fit only rather smooth data.\n",
+ "We will later assess more formally the kNN method with different values of `k`.\n",
+ "If you want to better understand the `sapply` function, it may be worthwile to\n",
+ "experiment a bit, e.g. `tmp.f <- function(x, y) { x + y }; tmp.x <- c(1, 2, 3);\n",
+ "sapply(tmp.x, tmp.f, 2)` or look at its documentation.\n",
+ "\n",
+ "Take a little moment to think about the definitions of the reducible and the\n",
+ "irreducible error as well as parametric and non-parametric methods.\n",
+ "When you are ready, move over to [the quiz](https://moodle.epfl.ch).\n",
+ "\n",
+ "## Assessing Model Accuracy"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ " "
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "IRdisplay::display_html(' ')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "### Assessing Model Accuracy with Artificial Data\n",
+ "Let us generate a test set with the same generative process as above."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "set.seed(42)\n",
+ "N.test <- 10^3\n",
+ "x.test <- sort(runif(N.test))\n",
+ "error.test <- 0.06 * rnorm(N.test)\n",
+ "y.test <- myfunc(x.test) + error.test"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Now we compute the training error for the linear model. To do so we first\n",
+ "compute the predicted responses `y.pred`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "y.pred <- predict(linear.fit, data.frame(x = x))\n",
+ "1/length(y) * sum((y - y.pred)^2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "and the test error for the linear model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "y.test.pred <- predict(linear.fit, data.frame(x = x.test))\n",
+ "1/length(y.test) * sum((y.test - y.test.pred)^2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "The predict function takes as first argument some fitted model, like the\n",
+ "`linear.fit` we obtained above. As a second argument it expects a `data.frame`\n",
+ "with some values in a column called `x`.\n",
+ "\n",
+ "Let us do the same with the kNN method."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "y.pred.kNN <- sapply(x, kNN, x, y, k = 5)\n",
+ "1/length(y) * sum((y - y.pred.kNN)^2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y.test.pred.kNN <- sapply(x.test, kNN, x, y, k = 5)\n",
+ "1/length(y.test) * sum((y.test - y.test.pred.kNN)^2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "As expected, the kNN method has a much lower training and test error than the\n",
+ "linear method.\n",
+ "\n",
+ "Let us now investigate how the training and test errors depend on the choice of\n",
+ "`k`. To do so, we will define the following `assess.kNN` function, and evaluate\n",
+ "it with different `k`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "assess.kNN <- function(k, data.train, data.test) {\n",
+ " x <- data.train$x\n",
+ " y <- data.train$y\n",
+ " x.test <- data.test$x\n",
+ " y.test <- data.test$y\n",
+ " y.pred <- sapply(x, kNN, x, y, k = k)\n",
+ " error.train <- 1/length(y) * sum((y - y.pred)^2)\n",
+ " y.test.pred <- sapply(x.test, kNN, x, y, k = k)\n",
+ " error.test <- 1/length(y.test) * sum((y.test - y.test.pred)^2)\n",
+ " c(error.train, error.test)\n",
+ "}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "This function takes `k`, a training set and a test set as input and returns both\n",
+ "the training and the test error.\n",
+ "\n",
+ "We will evaluate this function now for different values of `k`."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "ks <- seq(1, 20)\n",
+ "errors.kNN <- sapply(ks, assess.kNN, data.frame(x, y), data.frame(x = x.test, y = y.test))\n",
+ "plot(ks, errors.kNN[1,], col = \"red\", ylab = \"MSE\", xlab = \"k\", type = \"b\")\n",
+ "points(ks, errors.kNN[2,], col = \"blue\", type = \"b\")\n",
+ "abline(h = 0.0036, lty = 2)\n",
+ "legend(\"bottomright\", legend = c(\"training error\", \"test error\", \"irreducible error\"),\n",
+ " col = c(\"red\", \"blue\", \"black\"), lty = c(1, 1, 2))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We repeat here three important observations we made saw already in the video:\n",
+ "1. The test error is always above the irreducible error.\n",
+ "2. The very flexible method with `k=1` can perfectly fit the training data\n",
+ "(zero training error) but its test error is higher than the one of a less\n",
+ "flexible method, with `k = 5` for example.\n",
+ "3. Training and test error increase with decreasing flexibility of the method."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "### Assessing Model Accuracy with Real Data\n",
+ "\n",
+ "For real dataset we cannot easily generate an additional test set, typically.\n",
+ "Common practice is therefore to split the dataset into two parts.\n",
+ "We will do this for the life expectancy dataset.\n",
+ "For now, we will only look at the GDP as input and the life expectancy as\n",
+ "output."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "data1 <- na.omit(data[, c(\"GDP\", \"LifeExpectancy\")])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "The function `na.omit` removes all rows where either the BMI or the life\n",
+ "expectancy is not available (na).\n",
+ "\n",
+ "Now we split into training and test set."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "set.seed(199)\n",
+ "idx.train <- sample(nrow(data1), nrow(data1)/2)\n",
+ "data1.train <- data1[idx.train,]\n",
+ "data1.test <- data1[-idx.train,]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "There are `n = nrow(data1)` data points in total. The first line above samples\n",
+ "`n/2` indices from the indices 1 to n (without replacement). In the second and\n",
+ "third line we extract every row with index occurring in `idx.train` or its\n",
+ "complement `-idx.train` to form the training set `data.train` and the test set\n",
+ "`data1.test`.\n",
+ "\n",
+ "Next we fit a linear model to the training set, define a function to compute\n",
+ "the MSE and compute the training and test error."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fit <- lm(LifeExpectancy ~ GDP, data1.train)\n",
+ "mse <- function(fit, data) {\n",
+ " 1/nrow(data) * sum((data$LifeExpectancy - predict(fit, data))^2)\n",
+ "}\n",
+ "c(mse(fit, data1.train), mse(fit, data1.test))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Interestingly, the training error is higher than the test error. This is an\n",
+ "indication that the model is not flexible enough. This we can also see in the\n",
+ "plot."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "plot(data1)\n",
+ "abline(fit, col = 'dark green', lw = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Instead of linear fits, we could use a quadratic fit."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "q.fit <- lm(LifeExpectancy ~ poly(GDP, 2), data1.train)\n",
+ "c(mse(q.fit, data1.train), mse(q.fit, data1.test))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We used the function `poly(GDP, 2)` to form a polynomial of degree 2, i.e.\n",
+ "$$\\beta_0 + \\beta_1 \\mathrm{GDP} + \\beta_2 \\mathrm{GDP}^2$$.\n",
+ "Still the training error is higher than the test error, but they both decreased.\n",
+ "How does the plot look like?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "plot(data1)\n",
+ "grid <- seq(min(data1$GDP), max(data1$GDP), length.out = 1000)\n",
+ "lines(grid, predict(q.fit, data.frame(GDP = grid)), col = 'orange', lw = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Hm, also a quadratic model does not seem ideal.\n",
+ "Let us move on to polynomials of arbitrary degree.\n",
+ "To do so we create the function `poly.fit` that takes the degree `d` and\n",
+ "training and test sets as input, and returns the training error, the test error\n",
+ "and the fit object."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "poly.fit <- function(d, data.train, data.test) {\n",
+ " fit <- lm(LifeExpectancy ~ poly(GDP, d), data.train)\n",
+ " c(mse(fit, data.train), mse(fit, data.test), fit)\n",
+ "}\n",
+ "ds <- 1:14\n",
+ "results.poly <- sapply(ds, poly.fit, data1.train, data1.test)\n",
+ "plot(ds, results.poly[1,], col = \"red\", ylab = \"MSE\", xlab = \"d\", type = \"b\")\n",
+ "points(ds, results.poly[2,], col = \"blue\", type = \"b\")\n",
+ "legend(\"topright\", legend = c(\"training error\", \"test error\"),\n",
+ " col = c(\"red\", \"blue\"), lty = c(1, 1))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "Here, a polynomial of degree `d = 1` is the least flexible method and it\n",
+ "underfits the data, while the polynomial with degree `d = 14` is the most\n",
+ "flexible method we considered and it overfits the data. We see again the\n",
+ "typical U-shaped curve of the test error: first it decreases with increasing\n",
+ "flexibility, but at some point it starts to increase again. In contrast, the\n",
+ "training error decreases continually.\n",
+ "\n",
+ "Let us look at how well the best performing polynomial (with degree `d = 11`)\n",
+ "fits the data:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "plot(data1)\n",
+ "grid <- seq(min(data1$GDP), max(data1$GDP), length.out = 1000)\n",
+ "lines(grid, predict(lm(LifeExpectancy ~ poly(GDP, 11), data1.train),\n",
+ " data.frame(GDP = grid)), col = 'orange', lw = 2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "source": [
+ "In my opinion, this does not look like coming very close to the true generating\n",
+ "function. The downswing for very high GDPs looks wrong and also the wiggles for\n",
+ "the high GDPs where there is only little data does not look convincing. Maybe we\n",
+ "have to try our luck with other methods.\n",
+ "\n",
+ "Take a little moment to think about the definitions of the test and training\n",
+ "error and the flexibility of methods.\n",
+ "When you are ready, move over to [the quiz](https://moodle.epfl.ch).\n",
+ "\n",
+ "## Exercises\n",
+ "\n",
+ "**Q1.** For each of parts (a) through (d), indicate whether we would generally\n",
+ "expect the performance of a flexible statistical learning method to be better or\n",
+ "worse than an inflexible method. Justify your answer.\n",
+ "\n",
+ "a) The sample size $n$ is extremely large, and the number of predictors $p$ is small?\n",
+ "\n",
+ "b) The number of predictors $p$ is extremely large, and the number of\n",
+ "observations $n$ is small ?\n",
+ "\n",
+ "c) The relationship between the predictors and response is highly non-linear?\n",
+ "\n",
+ "d) The variance of the error terms, i.e. $\\sigma^2 = \\mathrm{var}(\\epsilon)$ is extremely high?\n",
+ "\n",
+ "**Q2.** Describe the differences between a parametric and a non-parametric\n",
+ "machine learning approach. What are the advantages of a parametric approach (as\n",
+ "opposed to a nonparametric approach)? What are its disadvantages?\n",
+ "\n",
+ "**Q3.** In this exercise you will look at a [Parkinsons Telemonitoring Data\n",
+ "Set](https://archive.ics.uci.edu/ml/datasets/Parkinsons+Telemonitoring).\n",
+ "Navigate to that page to find some information about the dataset (if you click\n",
+ "on the link in the previous sentence it will typically open a new browser tab).\n",
+ "You can load the data with the following command."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 93,
+ "metadata": {
+ "lines_to_next_cell": 0
+ },
+ "outputs": [],
+ "source": [
+ "data.parkinsons <- read.csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/parkinsons/telemonitoring/parkinsons_updrs.data\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In order to make progress in progamming in R I recommend you to refrain from\n",
+ "copy-pasting as much as possible.\n",
+ "\n",
+ "We will only focus on the PPE feature and the total UPDRS as a response here.\n",
+ "\n",
+ "a) Plot the PPE feature against the total UPDRS response.\n",
+ "\n",
+ "b) Create a training and a test set.\n",
+ "\n",
+ "c) Fit kNN to the training data for different values of k and compute the\n",
+ "training and the test error. For which value of k do you neither see\n",
+ "underfitting nor overfitting?\n",
+ "\n",
+ "d) Estimate an upper bound for the irreducible error of this dataset."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "R",
+ "language": "R",
+ "name": "ir"
+ },
+ "language_info": {
+ "codemirror_mode": "r",
+ "file_extension": ".r",
+ "mimetype": "text/x-r-source",
+ "name": "R",
+ "pygments_lexer": "r",
+ "version": "4.0.2"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
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