Hi Everyone,
Below is a sample of a panel data that i am creating to examine the effect of natural resource rents on manufacturing. The preliminary results show that resource rents have negative effect on manufacturing, but im interested in finding out the individual countries where resource rents have the highest effect. I know it has something to do with predictive probabilities or marginal effects but dont know how to approach it - please i need help.
Below are the codes i have used for the analysis"
xtset id year
xtsum lnman rent rent_fact gdp_percapita pop inf_con_prices fdi landlock imports openness
xttrans rent_fact, freq
gen rent_fact=1 if nat_rents < 2
replace rent_fact=2 if nat_rents > 2 & nat_rents <=10
replace rent_fact=3 if nat_rents > 10
gen landlock = inlist (country,"Mali", "Burkina Faso", "Niger", "Chad", "Central African Republic", "South Sudan", "Ethiopia", "Uganda") | inlist(country, "Rwanda", "Burundi", "Malawi", "Zambia", "Zimbabwe", "Botswana", "Lesotho", "Eswatini")
xtreg lnman nat_rents gdp_percapita pop inf_con_prices fdi landlock imports openness, re vce(robust)
xtreg lnman rent i.rent_fact gdp_percapita pop inf_con_prices fdi landlock imports openness BOP , re vce(robust)
xtreg lnman rent i.rent_fact gdp_percapita pop inf_con_prices c.fdi##c.landlock imports openness BOP , re vce(robust)
predict lnman_pred, xb
gen lnman_resid = lnman - lnman_pred
collapse (mean) lnman_resid = lnman_resid, by(country)
sort lnman_resid
------------------ copy up to and including the previous line ------------------
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Below is a sample of a panel data that i am creating to examine the effect of natural resource rents on manufacturing. The preliminary results show that resource rents have negative effect on manufacturing, but im interested in finding out the individual countries where resource rents have the highest effect. I know it has something to do with predictive probabilities or marginal effects but dont know how to approach it - please i need help.
Below are the codes i have used for the analysis"
xtset id year
xtsum lnman rent rent_fact gdp_percapita pop inf_con_prices fdi landlock imports openness
xttrans rent_fact, freq
gen rent_fact=1 if nat_rents < 2
replace rent_fact=2 if nat_rents > 2 & nat_rents <=10
replace rent_fact=3 if nat_rents > 10
gen landlock = inlist (country,"Mali", "Burkina Faso", "Niger", "Chad", "Central African Republic", "South Sudan", "Ethiopia", "Uganda") | inlist(country, "Rwanda", "Burundi", "Malawi", "Zambia", "Zimbabwe", "Botswana", "Lesotho", "Eswatini")
xtreg lnman nat_rents gdp_percapita pop inf_con_prices fdi landlock imports openness, re vce(robust)
xtreg lnman rent i.rent_fact gdp_percapita pop inf_con_prices fdi landlock imports openness BOP , re vce(robust)
xtreg lnman rent i.rent_fact gdp_percapita pop inf_con_prices c.fdi##c.landlock imports openness BOP , re vce(robust)
predict lnman_pred, xb
gen lnman_resid = lnman - lnman_pred
collapse (mean) lnman_resid = lnman_resid, by(country)
sort lnman_resid
Code:
* Example generated by -dataex-. For more info, type help dataex clear input float id int year str52 country double(exports BOP pop nat_rents inf_con_prices imports gdp gdp_percapita fdi domestic_credit) float(landlock lnman openess rent_fact) 5 1990 "Angola" 3.8839e+09 -2.355e+08 11828638 28.9385761970058 . 1.5782e+09 11228764963.235294 949.2863813429149 -3.348e+08 . 0 . .4864382 3 5 1991 "Angola" 3.4493e+09 -5.796e+08 12228691 . 83.7837837837838 1.3472e+09 10603784541.19696 867.1234346502795 6.645e+08 . 0 . .4523385 3 5 1992 "Angola" 3.8328e+09 -734776000 12632507 . 299.509803921569 1988034000 8307810973.588479 657.6533837336071 287956000 . 0 . .7006459 3 5 1993 "Angola" 2.9005e+09 -6.685e+08 13038270 . 1378.52760736196 1.4626e+09 5768720421.613673 442.44523403900007 3.021e+08 . 0 . .7563376 3 5 1994 "Angola" 3.0166e+09 -3.398e+08 13462031 51.6944467877655 949.792531120332 1.4541e+09 4438321017.390678 329.69178405477436 1.703e+08 . 0 . 1.0072954 3 5 1995 "Angola" 3.7227e+09 -295047000 13912253 42.2228681816132 2666.45059288538 1467668000 5538749259.94714 398.1202225079676 472427000 . 0 19.12357 .9371011 3 5 1996 "Angola" 5.095e+09 3266378000 14383350 45.9990809509508 4145.10598220638 2040461000 7526446605.517117 523.2749398100663 180559000 . 0 19.37366 .9480518 3 5 1997 "Angola" 5006760000 -883540000 14871146 39.2644929844579 219.176721172974 2.597e+09 7648377412.832772 514.3098865973592 411660000 . 0 19.62927 .9941664 3 5 1998 "Angola" 3542870000 -1867130000 15366864 18.3781003662254 107.284821528298 2079350000 6506229607.294324 423.39345277568174 1113970000 . 0 19.824936 .8641288 3 5 1999 "Angola" 5156530000 -1710410000 15870753 40.0305505458615 248.195902412868 3109080000 6152922942.980315 387.68941479842294 2471460000 . 0 19.105297 1.343363 3 5 2000 "Angola" 7920710000 795650000 16394062 55.4763565868181 324.996871601321 3039510000 9129594818.607492 556.8842437345603 878620000 . 0 19.39093 1.2005155 3 5 2001 "Angola" 6534320000 -1430930000 16941587 38.5162974696533 152.561022469299 3179180000 8936063723.201212 527.4632018358853 2145470000 . 0 19.662247 1.0869999 3 5 2002 "Angola" 8327889093 -150093385.26 17516139 27.6698307018392 108.897436089429 3760118414.83 15285594828.417973 872.6577716937489 1743504000 . 0 20.14297 .7908104 3 5 2003 "Angola" 9508176643 -719558880.5 18124342 24.1056895826877 98.2241436573305 5480121172 17812704825.195724 982.8056006223964 3576971780 . 0 20.384256 .8414387 3 5 2004 "Angola" 13475002110 681237662.030001 18771125 40.1819667731034 43.5421067519686 5831784555.6 23552047248.430122 1254.6955629153886 2197227820 . 0 20.82102 .8197498 3 5 2005 "Angola" 24109411611 5137882651.4822 19450959 45.8097225779326 22.953513851394 8353237654.472 36970918699.25229 1900.724725153772 -1303836930 . 0 21.0925 .878059 3 5 2006 "Angola" 31862236056 10689818935.61 20162340 43.4787169460548 13.3052101780031 8777632624.254 52381006892.03801 2597.962681516035 -37714860 . 0 21.36113 .7758512 3 5 2007 "Angola" 44396193769 10581250704.88 20909684 46.2764616034126 12.2514974459487 13661464164.47 65266452081.38596 3121.350474803252 -893342152 . 0 21.5202 .8895482 3 5 2008 "Angola" 63913941114 7194246953.019 21691522 55.8747947565139 12.4758291326398 20982185983.481 88538610805.32137 4081.7150039227936 1678971010 . 0 21.843306 .9588599 3 5 2009 "Angola" 40827945315.81 -7571651745.69 22507674 30.8048903827259 13.7302839288409 22659935299.34 70307166934.33105 3123.697585735916 2205298180 . 0 22.002056 .9030072 3 5 2010 "Angola" 50594853215.38 7505954235.08 23364185 40.1868423825762 14.4696564932576 16666858026.86 81699526880.8079 3496.7847960803215 -3227211182.45 . 0 22.03446 .8232815 3 5 2011 "Angola" 67310283732.3282 13084636207.4109 24259111 41.0931732666277 13.4824679218512 20228447301.57 109436566876.41864 4511.153227190339 -3023770965.83688 . 0 22.24083 .7999039 3 5 2012 "Angola" 71093269879.5401 13841185161.0098 25188292 36.288877976934 10.2779049218839 23703843194.26 124998210652.24281 4962.552071900818 -1464627990.88284 . 0 22.42875 .7583877 3 5 2013 "Angola" 68246518070.6135 8145070111.69022 26147002 30.8504654159641 8.77781429332618 26330987036.3 133401582620.49359 5101.983876411284 -7120017424.4614 . 0 22.585756 .7089684 3 5 2014 "Angola" 59169884894.9568 -3747517596.21103 27128337 23.7586260592338 7.28038730361125 28580270905.54 137244439121.37398 5059.080441288163 3657514667.49327 . 0 22.60075 .6393713 3 5 2015 "Angola" 33181130225.6441 -10272841902.6133 28127721 10.8292890562817 9.35383972513758 20692537061.32 87219300384.50717 3100.830685305332 10028215162.6394 25.24010830549836 0 22.324377 .6176805 3 5 2016 "Angola" 27588875075.4791 -3085195463.21077 29154746 10.8922202726371 30.6989578589225 13040490877.77 49840491178.151764 1709.5155340455294 -179517618.92 21.098409900147345 0 21.936863 .8151879 3 5 2017 "Angola" 34613454927.6954 -632867147.90334 30208628 16.436781826354 29.8425777887099 14463243323.9856 68972769395.62737 2283.214232557247 -7397295409.18991 17.000685058629436 0 22.235926 .7115373 3 5 2018 "Angola" 40757766796.592 7402606519.27953 31273533 27.5331192785728 19.6305943641961 15797847354.35 77792944471.94943 2487.500995552675 -6456076413.12033 14.93527048877287 0 22.27377 .7270018 3 5 2019 "Angola" 34725561391.1333 5137394880.2235 32353588 26.13835473684 17.0797044074954 14127058396.87 69309110145.76874 2142.2387571285367 -4098478747.63755 15.340921560583464 0 22.17108 .7048513 3 5 2020 "Angola" 20937437117.7636 871917831.29993 33428486 25.5179628326171 22.2715643068877 9543140272.92 53619073505.137726 1603.9934774532633 -1866468113.07454 12.860046979703327 0 22.03287 .5684652 3 5 2021 "Angola" 33581489802.6561 8399451648.83264 34503774 . 25.7542656453085 11794847513.83 67404287260.31994 1953.5337572150786 -4355116552.71589 . 0 21.971455 .6731966 3 17 1990 "Burundi" 72750983.5455325 -69444226.8249421 5483793 13.3710325428176 7.00216956651126 189021758.435864 1132101252.5181746 206.44492826738258 1255434.74294 8.614541103167973 1 18.711948 .23122732 3 17 1991 "Burundi" 92957742.5991129 -33275378.9796943 5594828 12.6945459298565 8.99693873494325 195925810.469522 1167398478.3459036 208.6567233784316 892500.106741913 10.748473322070053 1 18.815102 .24745925 3 17 1992 "Burundi" 76955327.8242556 -59608454.3644824 5743085 14.0206683897655 1.8233333333331 181773957.126489 1083037670.60484 188.58116684758105 600088.333002617 10.721010833138939 1 18.349545 .23889223 3 17 1993 "Burundi" 73861108.8228025 -28115989.7849905 5555220 14.238648580744 9.67934658067928 172843726.830876 938632612.0263591 168.96407559491055 473679.874783755 14.031198004634298 1 18.185938 .26283428 3 17 1994 "Burundi" 80653045.0700044 -16884183.4462969 5586408 17.0617153397151 14.852814983397 172593875.228813 925030590.153683 165.5859346746036 3957.84890911789 14.736116741993802 1 18.27573 .2737714 3 17 1995 "Burundi" 112889502.817733 10446132.7487663 5932783 24.02891350754 19.2632536382538 175558291.542797 1000428393.885281 168.62716770279326 1981922.46479085 12.265663713531112 1 18.229761 .28832427 3 17 1996 "Burundi" 40413326.873954 -40010349.6873073 5930507 28.9246630235986 26.4367816091951 100014313.39734 869033856.3170933 146.53618254174444 0 14.233409350057013 1 17.813719 .16159053 3 17 1997 "Burundi" 87472476.5326226 6129686.08465521 5923862 23.6215639521918 31.1115898319694 96069022.1157417 972896267.915425 164.2334456669357 0 11.871703617269546 1 18.367304 .18865475 3 17 1998 "Burundi" 64030789.9032047 -48635466.082532 6035340 27.0192383766191 12.5004107653378 123484187.233282 893770806.0776415 148.0895535425745 0 13.535207396301848 1 18.33853 .20980208 3 17 1999 "Burundi" 54983253.8538316 -21105733.6142841 6180180 15.4172437374682 3.38542427340455 97296573.1396251 808077223.3657464 130.753023919327 -475191.305312188 15.390206411945542 1 18.33052 .1884471 3 17 2000 "Burundi" 49052598.9583815 -50162533.186557 6307659 15.0609351881394 24.4320242102151 107858715.460542 870486065.8831366 138.00461722536627 11683246.0768 17.080014445038298 1 18.368267 .18025713 3 17 2001 "Burundi" 39154897.9149439 -36713166.2826267 6465729 18.812078087963 9.29618771341885 108259696.675311 876794723.0685855 135.60647578464634 -11440.9127038289 16.302832343421493 1 18.377651 .16812897 3 17 2002 "Burundi" 31015982.6448049 -3284988.16813338 6648938 24.3014254632118 -1.36568005328061 104798697.1069 825394490.1591105 124.13929715679565 0 20.31026273327474 1 18.331951 .1645452 3 17 2003 "Burundi" 37528126.2123367 -23902939.1660971 6860846 40.4921952056171 10.6474645658306 130047292.678872 784654423.6204764 114.36700716215994 0 20.13272615790254 1 18.277384 .2135659 3 17 2004 "Burundi" 48482605.1412481 -32368607.5029521 7120496 30.4545201859667 8.17642937482059 145429103.460805 915257323.3960996 128.53842251945645 44690.7076028704 17.350747747931692 1 18.467607 .2118658 3 17 2005 "Burundi" 60801764.337049 -5698160.23298074 7388874 26.4632869634632 13.2520699188223 188911994.721288 1117113045.6522198 151.1885363929903 584701.692574561 14.543668331893228 1 18.704123 .2235349 3 17 2006 "Burundi" 58676450.910458 -133539415.109128 7658190 23.9491794668622 2.74542000214246 244704991.40954 1273375020.2686229 166.27623763168882 31593.7781888499 15.830880219864113 1 18.698414 .2382499 3 17 2007 "Burundi" 58836291.4957643 -111307028.885154 7944609 32.3563567648798 8.41206285772541 254120717.538455 1356199364.858818 170.70687366223032 500245.093059071 14.7745242569166 1 18.83057 .2307603 3 17 2008 "Burundi" 69648172.7600437 -259356226.222548 8278109 33.0482440418152 24.4069510353914 335469828.067885 1611835901.906298 194.71064006360606 3833208.34759484 13.662915151645173 1 18.859577 .2513395 3 17 2009 "Burundi" 68414018.2832445 -161180586.838638 8709366 30.3366575654188 10.5554355299529 343026862.618249 1781455092.0711389 204.54475010823276 348404.534569828 14.630270740389385 1 18.945807 .23095776 3 17 2010 "Burundi" 101236293.907907 -300982004.173613 9126605 23.8533749014014 6.49326591473996 438394337.32052 2032135246.5000358 222.66058917856483 780582.003631939 18.36191802872957 1 19.051357 .2655486 3 17 2011 "Burundi" 123982004.747279 -283583270.335852 9455733 24.9876673095543 9.59216605979671 552470250.21014 2235820867.8274293 236.45135367373732 3354999.1805922 21.55991025467329 1 19.15476 .3025521 3 17 2012 "Burundi" 134698608.194335 -261157248.520261 9795479 17.5280473681697 18.1610453065451 711045615.506699 2333341374.896569 238.20594938711713 604919.651526489 20.204925460313536 1 19.143616 .36246055 3 17 2013 "Burundi" 94050454.7162038 -258429277.175128 10149577 17.4953130756186 7.93795807492412 675595584.180775 2451606684.317083 241.54767083564988 116727136.517749 19.3898209324084 1 19.27094 .3139354 3 17 2014 "Burundi" 131793726.805257 -395077161.965288 10494913 17.4462810682205 4.4053523418529 655137799.942241 2705783272.0744286 257.8185519093325 81747197.2345183 19.2934120175417 1 19.42842 .29083318 3 17 2015 "Burundi" 120838349.384343 -373243823.096405 10727148 15.5324953465325 5.54468891259786 603828555.493942 3104003611.429569 289.3596332808654 49622865.7705811 16.38809242048558 1 19.411413 .233462 3 17 2016 "Burundi" 124686434.805031 -339695286.751492 10903327 18.4481964113134 5.55768961400965 527176200.875121 2639321161.4110208 242.0656705435892 55420.3566564864 17.169907257375332 1 19.325247 .24698117 3 17 2017 "Burundi" 172637712.507699 -373388923.277553 11155593 18.2770822739274 16.0525353030392 647771297.037977 2712324133.7977605 243.13580943637515 316473.449369742 15.463733539857666 1 . .3024746 3 17 2018 "Burundi" 180189335.845191 -362644693.882423 11493472 12.6036911469817 -2.8146980766847 676112757.365816 2660123597.707625 231.44647654839417 983747.12499426 18.032643917196186 1 . .3219031 3 17 2019 "Burundi" . . 11874838 12.8511121762816 -.686772170797229 . 2576518846.3900027 216.97296808512274 1044957.4151 20.70449901840223 1 . . 3 17 2020 "Burundi" . . 12220227 12.4085159262879 7.32110643415513 . 2649671998.861917 216.82674134137747 8473943.201 23.637703210162172 1 . . 3 17 2021 "Burundi" . . 12551213 . 8.4045384507634 . 2779813489.0244703 221.47767622336346 7898029.6924 . 1 . . 3 19 1990 "Benin" 237493803.31485 -18141163.3766882 5133419 7.73593239392921 . 323369028.589727 1959965243.76269 381.8050394410996 -2954844.09146129 19.12768903769605 0 18.789255 .28615957 2 19 1991 "Benin" 373533212.798458 -216384278.774854 5293046 7.04316737304076 . 673368833.121115 1986437859.9034622 375.2920076461573 393822.32951725 15.383810263628625 0 18.773005 .5270248 2 19 1992 "Benin" 345078690.541192 -72712868.1184051 5457778 8.90094618262247 . 560537952.362982 1695315305.7030787 310.62372007492405 954317.43364815 11.674476617866235 0 18.718063 .53418773 2 19 1993 "Benin" 393479252.084553 -58751760.311602 5706181 5.67380521177207 .44059921493181 561358073.092387 2274557914.074811 398.61299774311595 -21635980.3291014 10.514544707075855 0 18.944902 .4197903 2 19 1994 "Benin" 397904595.779931 10551783.9561519 5923394 9.07150184312047 38.5308661668537 451503566.092773 1598075932.354319 269.79058498460836 -7107468.70636541 8.452625140601434 0 18.673132 .5315193 2 19 1995 "Benin" 419936213.605216 -166966769.151903 6046511 9.13619432042747 14.4625482180894 622454732.655873 2169627250.9337907 358.82300568605444 -7738379.60727878 7.4284051541475815 0 18.981718 .480447 2 19 1996 "Benin" 522869180.501224 -40955332.7482757 6203860 8.29680725676242 4.91423972637199 557799715.364446 2361116587.860794 380.5883091915024 -14661253.7760882 8.47764074613428 0 19.090487 .457694 2 19 1997 "Benin" 424023277.085973 -153955311.442302 6387026 7.92878639017232 3.46629590564781 576868370.94501 2268301537.65128 355.1420547922116 12183267.3373419 5.41528298944634 0 19.07349 .4412516 2 19 1998 "Benin" 414271319.345114 -132511170.183925 6584183 7.48501027611046 5.7533145841706 572394752.516266 2455092582.3092666 372.8773307651483 11294143.499927 6.9132109867838505 0 19.09409 .4018855 2 19 1999 "Benin" 421600058.373024 -155633708.764094 6788589 3.23284787358724 .326722893396868 633010349.564244 3677394291.515164 541.7023024247253 9314781.87697622 7.142326952492292 0 19.99824 .28678197 2 19 2000 "Benin" 393306762.291777 -80783378.7502869 6998023 3.39024118567369 4.16540442290282 516053905.127868 3519991326.484636 502.9979647801437 -12794843.6146595 7.7614297383202535 0 20.01446 .25834173 2 19 2001 "Benin" 373840199.82531 -74992412.599646 7212041 3.16973051888205 3.98429547767895 553311368.576379 3666222600.09828 508.34744285262383 16739539.3415636 5.13608000150082 0 20.16698 .25289014 2 19 2002 "Benin" 449946156.535667 -156932556.338637 7431783 3.38833760630793 2.4891623549154 681154361.704346 4194342849.4657445 564.3790796186789 -19395622.6954977 4.833189688857743 0 20.301855 .26967287 2 19 2003 "Benin" 542039308.700978 -331950912.889118 7659208 4.17522066893314 1.48724246145442 820366945.133698 5349258334.31914 698.408808628665 10638088.2576383 7.671284647733784 0 20.55168 .25469068 2 19 2004 "Benin" 569568439.232025 -289010635.811171 7894554 3.12542829256931 .873890830868505 841241050.019154 6190270756.13743 784.119122642955 -40774605.0603669 7.804471975938261 0 20.63627 .22790755 2 19 2005 "Benin" 578343031.80628 -226174696.216712 8149419 3.04609464446911 5.36452085832342 863706926.736069 6567654493.508306 805.9046287236312 -8788860.12677506 9.034310335713116 0 20.75205 .2195685 2 19 2006 "Benin" 736112437.205128 -217198381.152853 8402631 3.04876209362755 3.78217696540374 1042891033.74154 7034111651.496404 837.1320425110188 -12363482.3642044 10.335066664497823 0 20.80572 .25291088 2 19 2007 "Benin" 1048143874.18628 -534763829.039847 8647761 3.62691504634563 1.29806813334154 1603710667.19552 8169048690.05254 944.6432076525404 139189943.015454 12.30918320744781 0 20.8389 .3246222 2 19 2008 "Benin" 1287372077.71432 -538190532.962479 8906469 3.64875464695243 7.94729876067859 1897358568.13261 9787735426.008968 1098.9467796956312 48210757.8531253 12.780565908830033 0 20.90475 .3253797 2 19 2009 "Benin" 1229494122.82181 -651546427.808673 9172514 3.70291832819171 .896072355749072 1744766053.01014 9738626993.276962 1061.7184114711586 -18807407.3780513 15.129711649095768 0 20.8972 .3054086 2 19 2010 "Benin" 1282783670.83005 -530854983.685416 9445710 3.42233006971996 2.20783532536522 1776908236.66796 9535345011.48797 1009.4894943300154 53507087.7359341 15.834837680315658 0 20.836094 .320879 2 19 2011 "Benin" 1252444989.30808 -516838833.489276 9726380 3.47876903315435 2.70423907747279 1802712673.59977 10693321370.03598 1099.4143113919033 161302390.821902 16.574340444037077 0 20.95017 .2857071 2 19 2012 "Benin" 1442539724.86132 -576935937.945258 10014078 3.91643001416052 6.74468253340715 2001978083.54423 11141358105.985321 1112.5695352068678 281548556.296849 15.647592407948274 0 20.90014 .309165 2 19 2013 "Benin" 1982438622.57512 -673366862.290826 10308730 3.51561852901866 .428888888888863 2594443522.766 12517845127.677475 1214.295565765858 360343380.324674 16.45394984826445 0 21.03601 .3656286 2 19 2014 "Benin" 2566617492.68619 -885799913.31055 10614844 3.70461529956937 -.548757550948147 3278021817.73935 13284527850.263166 1251.5047654269029 405737369.105165 16.73710913563559 0 21.045216 .4399584 2 19 2015 "Benin" 2392374854.60175 -679200532.34774 10932783 4.30435329785485 .218785923536177 2916041759.46246 11388160997.108948 1041.6525231598348 149755663.330268 16.735706436467574 0 20.856815 .4661347 2 19 2016 "Benin" 2835518188.30016 -354241236.026214 11260085 4.45599386355762 -.794050173906725 2946203943.43433 11821065852.12709 1049.8203034992268 131790853.840786 17.482372279853337 0 20.883667 .4891033 2 19 2017 "Benin" 2980590514.4966 -531029511.357372 11596779 4.10749745388018 1.76941247391975 3324208323.3684 12701655845.961237 1095.2744590511932 200902719.348049 16.577919509506557 0 20.92368 .4963761 2 19 2018 "Benin" 3344316327.72822 -648824804.895274 11940683 2.46040412481133 .644803622440778 3899915261.40392 14262408079.701374 1194.4382142714428 194073683.196869 16.746415437675378 0 20.990837 .50792485 2 19 2019 "Benin" 3056477195.61364 -575592817.829551 12290444 2.4825328579817 -.70502663454275 3500936737.07258 14391686309.032972 1170.9655329809868 218207871.715646 17.61070253651927 0 21.07381 .455639 2 19 2020 "Benin" 2995822076.06079 -273966712.893496 12643123 2.32162334142658 3.02272119663756 3152060630.04817 15651545208.878334 1237.949295350392 174019952.063054 15.537120761512426 0 21.13947 .3927972 2 19 2021 "Benin" . . 12996895 . 1.73353962694033 . 17144918952.468235 1319.1549945174008 242350119.8924 . 0 21.24026 . 3 20 1990 "Burkina Faso" . . 9131361 6.81625243788072 -.50430338891893 . 3101300641.875116 339.63180755586336 460000 16.906943025204374 1 19.941093 . 2 20 1991 "Burkina Faso" . . 9365064 7.26046395607044 2.16260052713424 . 3135045684.1006017 334.75966465371744 570000 12.464128680603874 1 19.854263 . 2 20 1992 "Burkina Faso" . . 9598555 6.3859432549159 -1.99113580736895 . 3356692517.8641725 349.7081089668364 3113052.1 10.926078058660943 1 20.001337 . 2 20 1993 "Burkina Faso" . . 9840075 5.60307109862179 .553455723541917 . 3199536227.9481826 325.15364242123997 3178381.3 9.773838344995504 1 19.936266 . 2 end
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