diff --git a/owid-covid-data-2020-monthly.csv b/owid-covid-data-2020-monthly.csv
index 5d047d4..b96489a 100644
--- a/owid-covid-data-2020-monthly.csv
+++ b/owid-covid-data-2020-monthly.csv
@@ -1,2073 +1,2073 @@
-,location,month,case_fatality_rate,total_cases,new_cases,total_deaths,new_deaths
-0,Afghanistan,2,0.0,1.0,1.0,,0.0
-1,Afghanistan,3,0.022988505747126436,175.0,174.0,4.0,4.0
-2,Afghanistan,4,0.030737704918032786,2127.0,1952.0,64.0,60.0
-3,Afghanistan,5,0.014830670438039905,15208.0,13081.0,258.0,194.0
-4,Afghanistan,6,0.030308607890054604,31507.0,16299.0,752.0,494.0
-5,Afghanistan,7,0.10314075222954634,36665.0,5158.0,1284.0,532.0
-6,Afghanistan,8,0.07965194109772424,38159.0,1494.0,1403.0,119.0
-7,Afghanistan,9,0.05139765554553652,39268.0,1109.0,1460.0,57.0
-8,Afghanistan,10,0.03616133518776078,41425.0,2157.0,1538.0,78.0
-9,Afghanistan,11,0.0530006186842648,46274.0,4849.0,1795.0,257.0
-10,Afghanistan,12,0.0753998476770754,51526.0,5252.0,2191.0,396.0
-11,Africa,2,0.0,3.0,3.0,,0.0
-12,Africa,3,0.034614053305642094,5781.0,5778.0,200.0,200.0
-13,Africa,4,0.043491447288608515,38753.0,32972.0,1634.0,1434.0
-14,Africa,5,0.0240060850045452,146559.0,107806.0,4222.0,2588.0
-15,Africa,6,0.022930843610407908,404901.0,258342.0,10146.0,5924.0
-16,Africa,7,0.01822703128374801,928080.0,523179.0,19682.0,9536.0
-17,Africa,8,0.03125048202248924,1252235.0,324155.0,29812.0,10130.0
-18,Africa,9,0.026343056160208968,1481935.0,229700.0,35863.0,6051.0
-19,Africa,10,0.02302834232174449,1785474.0,303539.0,42853.0,6990.0
-20,Africa,11,0.023502696419432735,2174323.0,388849.0,51992.0,9139.0
-21,Africa,12,0.022991251177201195,2760459.0,586136.0,65468.0,13476.0
-22,Albania,2,,,0.0,,0.0
-23,Albania,3,0.06172839506172839,243.0,243.0,15.0,15.0
-24,Albania,4,0.03018867924528302,773.0,530.0,31.0,16.0
-25,Albania,5,0.005494505494505495,1137.0,364.0,33.0,2.0
-26,Albania,6,0.02074391988555079,2535.0,1398.0,62.0,29.0
-27,Albania,7,0.03465888361911711,5276.0,2741.0,157.0,95.0
-28,Albania,8,0.029974038234599952,9513.0,4237.0,284.0,127.0
-29,Albania,9,0.024903288201160542,13649.0,4136.0,387.0,103.0
-30,Albania,10,0.0168834763354553,20875.0,7226.0,509.0,122.0
-31,Albania,11,0.017391806783382445,38182.0,17307.0,810.0,301.0
-32,Albania,12,0.018426542167477897,58316.0,20134.0,1181.0,371.0
-33,Algeria,2,0.0,1.0,1.0,,0.0
-34,Algeria,3,0.06153846153846154,716.0,715.0,44.0,44.0
-35,Algeria,4,0.12340425531914893,4006.0,3290.0,450.0,406.0
-36,Algeria,5,0.03767631774313289,9394.0,5388.0,653.0,203.0
-37,Algeria,6,0.0573897629071571,13907.0,4513.0,912.0,259.0
-38,Algeria,7,0.018074846849032572,30394.0,16487.0,1210.0,298.0
-39,Algeria,8,0.02127659574468085,44494.0,14100.0,1510.0,300.0
-40,Algeria,9,0.03212052302444571,51530.0,7036.0,1736.0,226.0
-41,Algeria,10,0.035558328134747345,57942.0,6412.0,1964.0,228.0
-42,Algeria,11,0.018489923585540642,83199.0,25257.0,2431.0,467.0
-43,Algeria,12,0.019803790140759246,99610.0,16411.0,2756.0,325.0
-44,Andorra,3,0.031914893617021274,376.0,376.0,12.0,12.0
-45,Andorra,4,0.08130081300813008,745.0,369.0,42.0,30.0
-46,Andorra,5,0.47368421052631576,764.0,19.0,51.0,9.0
-47,Andorra,6,0.01098901098901099,855.0,91.0,52.0,1.0
-48,Andorra,7,0.0,925.0,70.0,52.0,0.0
-49,Andorra,8,0.00398406374501992,1176.0,251.0,53.0,1.0
-50,Andorra,9,0.0,2050.0,874.0,53.0,0.0
-51,Andorra,10,0.008130081300813009,4756.0,2706.0,75.0,22.0
-52,Andorra,11,0.0005027652086475615,6745.0,1989.0,76.0,1.0
-53,Andorra,12,0.006134969325153374,8049.0,1304.0,84.0,8.0
-54,Angola,3,0.2857142857142857,7.0,7.0,2.0,2.0
-55,Angola,4,0.0,27.0,20.0,2.0,0.0
-56,Angola,5,0.03389830508474576,86.0,59.0,4.0,2.0
-57,Angola,6,0.045454545454545456,284.0,198.0,13.0,9.0
-58,Angola,7,0.04513888888888889,1148.0,864.0,52.0,39.0
-59,Angola,8,0.03718459495351926,2654.0,1506.0,108.0,56.0
-60,Angola,9,0.032355478861087146,4972.0,2318.0,183.0,75.0
-61,Angola,10,0.01731527515858049,10805.0,5833.0,284.0,101.0
-62,Angola,11,0.014766958929395477,15139.0,4334.0,348.0,64.0
-63,Angola,12,0.023612261806130904,17553.0,2414.0,405.0,57.0
-64,Antigua and Barbuda,3,0.0,7.0,7.0,,0.0
-65,Antigua and Barbuda,4,0.17647058823529413,24.0,17.0,3.0,3.0
-66,Antigua and Barbuda,5,0.0,26.0,2.0,3.0,0.0
-67,Antigua and Barbuda,6,0.0,69.0,43.0,3.0,0.0
-68,Antigua and Barbuda,7,0.0,91.0,22.0,3.0,0.0
-69,Antigua and Barbuda,8,0.0,94.0,3.0,3.0,0.0
-70,Antigua and Barbuda,9,0.0,101.0,7.0,3.0,0.0
-71,Antigua and Barbuda,10,0.0,128.0,27.0,3.0,0.0
-72,Antigua and Barbuda,11,0.07692307692307693,141.0,13.0,4.0,1.0
-73,Antigua and Barbuda,12,0.05555555555555555,159.0,18.0,5.0,1.0
-74,Argentina,1,,,0.0,,0.0
-75,Argentina,2,,,0.0,,0.0
-76,Argentina,3,0.025616698292220113,1054.0,1054.0,27.0,27.0
-77,Argentina,4,0.056609365737996444,4428.0,3374.0,218.0,191.0
-78,Argentina,5,0.025839169282781935,16851.0,12423.0,539.0,321.0
-79,Argentina,6,0.01610772038004153,64530.0,47679.0,1307.0,768.0
-80,Argentina,7,0.01763796421922822,191302.0,126772.0,3543.0,2236.0
-81,Argentina,8,0.02259829618474339,417735.0,226433.0,8660.0,5117.0
-82,Argentina,9,0.02483601687540883,751001.0,333266.0,16937.0,8277.0
-83,Argentina,10,0.03381635543117356,1166924.0,415923.0,31002.0,14065.0
-84,Argentina,11,0.02999895189997244,1424533.0,257609.0,38730.0,7728.0
-85,Argentina,12,0.022464810106427972,1625514.0,200981.0,43245.0,4515.0
-86,Armenia,3,0.005639097744360902,532.0,532.0,3.0,3.0
-87,Armenia,4,0.018904823989569754,2066.0,1534.0,32.0,29.0
-88,Armenia,5,0.013719512195121951,9282.0,7216.0,131.0,99.0
-89,Armenia,6,0.01918819188191882,25542.0,16260.0,443.0,312.0
-90,Armenia,7,0.022678351783517837,38550.0,13008.0,738.0,295.0
-91,Armenia,8,0.026954693175301088,43781.0,5231.0,879.0,141.0
-92,Armenia,9,0.012161751292186074,50359.0,6578.0,959.0,80.0
-93,Armenia,10,0.00968216150453693,89813.0,39454.0,1341.0,382.0
-94,Armenia,11,0.018163359890534306,135124.0,45311.0,2164.0,823.0
-95,Armenia,12,0.027136092238007,159409.0,24285.0,2823.0,659.0
-96,Asia,1,0.021000750026786672,9889.0,9333.0,213.0,196.0
-97,Asia,2,0.03644810445476832,83720.0,73831.0,2904.0,2691.0
-98,Asia,3,0.04440107855171907,179033.0,95313.0,7136.0,4232.0
-99,Asia,4,0.03383723616753088,520964.0,341931.0,18706.0,11570.0
-100,Asia,5,0.019625647848705272,1138778.0,617814.0,30831.0,12125.0
-101,Asia,6,0.02242062505465413,2305204.0,1166426.0,56983.0,26152.0
-102,Asia,7,0.01995817836865507,4296518.0,1991314.0,96726.0,39743.0
-103,Asia,8,0.01628510956537665,7113877.0,2817359.0,142607.0,45881.0
-104,Asia,9,0.014771672034560817,10668654.0,3554777.0,195117.0,52510.0
-105,Asia,10,0.015827783109042662,13714627.0,3045973.0,243328.0,48211.0
-106,Asia,11,0.015872076904150312,16791288.0,3076661.0,292161.0,48833.0
-107,Asia,12,0.014689384013888546,20695037.0,3080524.0,337412.0,45251.0
-108,Australia,1,0.0,9.0,9.0,,0.0
-109,Australia,2,0.0,25.0,16.0,,0.0
-110,Australia,3,0.003970004411116012,4559.0,4534.0,18.0,18.0
-111,Australia,4,0.03398278205709107,6766.0,2207.0,93.0,75.0
-112,Australia,5,0.022935779816513763,7202.0,436.0,103.0,10.0
-113,Australia,6,0.001392757660167131,7920.0,718.0,104.0,1.0
-114,Australia,7,0.010363247863247863,17280.0,9360.0,201.0,97.0
-115,Australia,8,0.05340203770933365,25819.0,8539.0,657.0,456.0
-116,Australia,9,0.18089271730618636,27096.0,1277.0,888.0,231.0
-117,Australia,10,0.03807615230460922,27595.0,499.0,907.0,19.0
-118,Australia,11,0.0031545741324921135,27912.0,317.0,908.0,1.0
-119,Australia,12,0.001949317738791423,28425.0,513.0,909.0,1.0
-120,Austria,2,0.0,9.0,9.0,,0.0
-121,Austria,3,0.012584799921345001,10180.0,10171.0,128.0,128.0
-122,Austria,4,0.08649468892261002,15452.0,5272.0,584.0,456.0
-123,Austria,5,0.0656763096168882,16731.0,1279.0,668.0,84.0
-124,Austria,6,0.035748792270531404,17766.0,1035.0,705.0,37.0
-125,Austria,7,0.0038644470868014267,21130.0,3364.0,718.0,13.0
-126,Austria,8,0.0023779327837666455,27438.0,6308.0,733.0,15.0
-127,Austria,9,0.003798561151079137,44813.0,17375.0,799.0,66.0
-128,Austria,10,0.005157040191642268,104925.0,60112.0,1109.0,310.0
-129,Austria,11,0.011688099543178374,282456.0,177531.0,3184.0,2075.0
-130,Austria,12,0.03877027527150678,360815.0,78359.0,6222.0,3038.0
-131,Azerbaijan,3,0.016778523489932886,298.0,298.0,5.0,5.0
-132,Azerbaijan,4,0.012616201859229747,1804.0,1506.0,24.0,19.0
-133,Azerbaijan,5,0.01056910569105691,5494.0,3690.0,63.0,39.0
-134,Azerbaijan,6,0.012468827930174564,17524.0,12030.0,213.0,150.0
-135,Azerbaijan,7,0.01637174306813432,31878.0,14354.0,448.0,235.0
-136,Azerbaijan,8,0.018872064955014263,36435.0,4557.0,534.0,86.0
-137,Azerbaijan,9,0.015023721665788086,40229.0,3794.0,591.0,57.0
-138,Azerbaijan,10,0.009242021276595744,55269.0,15040.0,730.0,139.0
-139,Azerbaijan,11,0.010044456582760557,121176.0,65907.0,1392.0,662.0
-140,Azerbaijan,12,0.01280710389237521,218700.0,97524.0,2641.0,1249.0
-141,Bahamas,3,0.0,14.0,14.0,,0.0
-142,Bahamas,4,0.16417910447761194,81.0,67.0,11.0,11.0
-143,Bahamas,5,0.0,102.0,21.0,11.0,0.0
-144,Bahamas,6,0.0,104.0,2.0,11.0,0.0
-145,Bahamas,7,0.006382978723404255,574.0,470.0,14.0,3.0
-146,Bahamas,8,0.021911138161898967,2217.0,1643.0,50.0,36.0
-147,Bahamas,9,0.024134312696747113,4123.0,1906.0,96.0,46.0
-148,Bahamas,10,0.018525665766113468,6714.0,2591.0,144.0,48.0
-149,Bahamas,11,0.022974607013301087,7541.0,827.0,163.0,19.0
-150,Bahamas,12,0.021212121212121213,7871.0,330.0,170.0,7.0
-151,Bahrain,2,0.0,41.0,41.0,,0.0
-152,Bahrain,3,0.0076045627376425855,567.0,526.0,4.0,4.0
-153,Bahrain,4,0.0016174686615446825,3040.0,2473.0,8.0,4.0
-154,Bahrain,5,0.001316104331179708,11398.0,8358.0,19.0,11.0
-155,Bahrain,6,0.004427083333333333,26758.0,15360.0,87.0,68.0
-156,Bahrain,7,0.00421822272215973,40982.0,14224.0,147.0,60.0
-157,Bahrain,8,0.003912647861692447,51972.0,10990.0,190.0,43.0
-158,Bahrain,9,0.00322887994918484,70864.0,18892.0,251.0,61.0
-159,Bahrain,10,0.006492904183285409,81645.0,10781.0,321.0,70.0
-160,Bahrain,11,0.003765769158350593,86956.0,5311.0,341.0,20.0
-161,Bahrain,12,0.0019234131841230984,92675.0,5719.0,352.0,11.0
-162,Bangladesh,3,0.09803921568627451,51.0,51.0,5.0,5.0
-163,Bangladesh,4,0.021402310924369748,7667.0,7616.0,168.0,163.0
-164,Bangladesh,5,0.012206858126931064,47153.0,39486.0,650.0,482.0
-165,Bangladesh,6,0.01217329400996644,145483.0,98330.0,1847.0,1197.0
-166,Bangladesh,7,0.013712599535680966,237661.0,92178.0,3111.0,1264.0
-167,Bangladesh,8,0.015530629853321829,312996.0,75335.0,4281.0,1170.0
-168,Bangladesh,9,0.019214389002238378,363479.0,50483.0,5251.0,970.0
-169,Bangladesh,10,0.015201900237529691,407684.0,44205.0,5923.0,672.0
-170,Bangladesh,11,0.012594326439351593,464932.0,57248.0,6644.0,721.0
-171,Bangladesh,12,0.0188356869364733,513510.0,48578.0,7559.0,915.0
-172,Barbados,3,0.0,34.0,34.0,,0.0
-173,Barbados,4,0.14893617021276595,81.0,47.0,7.0,7.0
-174,Barbados,5,0.0,92.0,11.0,7.0,0.0
-175,Barbados,6,0.0,97.0,5.0,7.0,0.0
-176,Barbados,7,0.0,110.0,13.0,7.0,0.0
-177,Barbados,8,0.0,174.0,64.0,7.0,0.0
-178,Barbados,9,0.0,190.0,16.0,7.0,0.0
-179,Barbados,10,0.0,237.0,47.0,7.0,0.0
-180,Barbados,11,0.0,276.0,39.0,7.0,0.0
-181,Barbados,12,0.0,383.0,107.0,7.0,0.0
-182,Belarus,2,0.0,1.0,1.0,,0.0
-183,Belarus,3,0.006622516556291391,152.0,151.0,1.0,1.0
-184,Belarus,4,0.006342342342342342,14027.0,13875.0,89.0,88.0
-185,Belarus,5,0.005117599635458656,42556.0,28529.0,235.0,146.0
-186,Belarus,6,0.008025764236785604,62118.0,19562.0,392.0,157.0
-187,Belarus,7,0.029349736379613356,67808.0,5690.0,559.0,167.0
-188,Belarus,8,0.03023543990086741,71843.0,4035.0,681.0,122.0
-189,Belarus,9,0.022392457277548614,78631.0,6788.0,833.0,152.0
-190,Belarus,10,0.007405168505364969,98482.0,19851.0,980.0,147.0
-191,Belarus,11,0.004663959124852614,136647.0,38165.0,1158.0,178.0
-192,Belarus,12,0.004615091000572549,194284.0,57637.0,1424.0,266.0
-193,Belgium,2,0.0,1.0,1.0,,0.0
-194,Belgium,3,0.05519023015500235,12775.0,12774.0,705.0,705.0
-195,Belgium,4,0.1927316472694718,48519.0,35744.0,7594.0,6889.0
-196,Belgium,5,0.18992090853782195,58381.0,9862.0,9467.0,1873.0
-197,Belgium,6,0.09192383453709783,61427.0,3046.0,9747.0,280.0
-198,Belgium,7,0.012834516657564172,68751.0,7324.0,9841.0,94.0
-199,Belgium,8,0.003275705186533212,85236.0,16485.0,9895.0,54.0
-200,Belgium,9,0.0036428227360308287,118452.0,33216.0,10016.0,121.0
-201,Belgium,10,0.005177345813879406,429229.0,310777.0,11625.0,1609.0
-202,Belgium,11,0.033892354640957086,577345.0,148116.0,16645.0,5020.0
-203,Belgium,12,0.04169137105754074,646496.0,69151.0,19528.0,2883.0
-204,Belize,3,0.0,3.0,3.0,,0.0
-205,Belize,4,0.13333333333333333,18.0,15.0,2.0,2.0
-206,Belize,5,,18.0,0.0,2.0,0.0
-207,Belize,6,0.0,24.0,6.0,2.0,0.0
-208,Belize,7,0.0,48.0,24.0,2.0,0.0
-209,Belize,8,0.011470281543274244,1007.0,959.0,13.0,11.0
-210,Belize,9,0.014213197969543147,1992.0,985.0,27.0,14.0
-211,Belize,10,0.02140468227424749,3487.0,1495.0,59.0,32.0
-212,Belize,11,0.03760033798056612,5854.0,2367.0,148.0,89.0
-213,Belize,12,0.02031694433157253,10776.0,4922.0,248.0,100.0
-214,Benin,3,0.0,9.0,9.0,,0.0
-215,Benin,4,0.01818181818181818,64.0,55.0,1.0,1.0
-216,Benin,5,0.011904761904761904,232.0,168.0,3.0,2.0
-217,Benin,6,0.01861427094105481,1199.0,967.0,21.0,18.0
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-1129,Malawi,3,,,0.0,,0.0
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-1182,Marshall Islands,10,0.0,2.0,2.0,,0.0
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-1185,Mauritania,3,0.16666666666666666,6.0,6.0,1.0,1.0
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-1205,Mexico,1,,,0.0,,0.0
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-1347,Niger,7,0.03389830508474576,1134.0,59.0,69.0,2.0
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-1349,Niger,9,0.0,1197.0,21.0,69.0,0.0
-1350,Niger,10,0.0,1220.0,23.0,69.0,0.0
-1351,Niger,11,0.009146341463414634,1548.0,328.0,72.0,3.0
-1352,Niger,12,0.018028169014084508,3323.0,1775.0,104.0,32.0
-1353,Nigeria,2,0.0,1.0,1.0,,0.0
-1354,Nigeria,3,0.014925373134328358,135.0,134.0,2.0,2.0
-1355,Nigeria,4,0.031163049526989426,1932.0,1797.0,58.0,56.0
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-1357,Nigeria,6,0.01950811228431625,25694.0,15532.0,590.0,303.0
-1358,Nigeria,7,0.016554963624906913,43151.0,17457.0,879.0,289.0
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-1360,Nigeria,9,0.020454545454545454,58848.0,4840.0,1112.0,99.0
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-1363,Nigeria,12,0.005785536159600997,87607.0,20050.0,1289.0,116.0
-1364,North America,1,0.0,12.0,11.0,,0.0
-1365,North America,2,0.02702702702702703,49.0,37.0,1.0,1.0
-1366,North America,3,0.027539070111851593,205321.0,205272.0,5654.0,5653.0
-1367,North America,4,0.06955477668570673,1173105.0,967784.0,72968.0,67314.0
-1368,North America,5,0.06299226351555914,2031893.0,858788.0,127065.0,54097.0
-1369,North America,6,0.03765800857693964,3099873.0,1067980.0,167283.0,40218.0
-1370,North America,7,0.02158997587023275,5386675.0,2286802.0,216655.0,49372.0
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-1372,North America,9,0.02624398095222868,8671532.0,1501068.0,306766.0,39394.0
-1373,North America,10,0.01804740028862307,10976961.0,2305429.0,348373.0,41607.0
-1374,North America,11,0.011563528550089183,15923548.0,4946587.0,405573.0,57200.0
-1375,North America,12,0.015066782495384949,23032896.0,7109348.0,512688.0,107115.0
-1376,North Macedonia,2,0.0,1.0,1.0,,0.0
-1377,North Macedonia,3,0.027439024390243903,329.0,328.0,9.0,9.0
-1378,North Macedonia,4,0.05985915492957746,1465.0,1136.0,77.0,68.0
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-1382,North Macedonia,8,0.03261778645107332,14341.0,3587.0,603.0,117.0
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-1384,North Macedonia,10,0.01875689591761677,31572.0,13595.0,994.0,255.0
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-1387,Norway,2,0.0,15.0,15.0,,0.0
-1388,Norway,3,0.008430609597924773,4641.0,4626.0,39.0,39.0
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-1390,Norway,5,0.037037037037037035,8440.0,702.0,236.0,26.0
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-1397,Norway,12,0.007751360214653052,49567.0,13417.0,436.0,104.0
-1398,Oceania,1,0.0,9.0,9.0,,0.0
-1399,Oceania,2,0.0,26.0,17.0,,0.0
-1400,Oceania,3,0.0036637099884303894,5212.0,5186.0,19.0,19.0
-1401,Oceania,4,0.03040209218698921,8271.0,3059.0,112.0,93.0
-1402,Oceania,5,0.028199566160520606,8732.0,461.0,125.0,13.0
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-1404,Oceania,7,0.010566356720202874,18941.0,9464.0,226.0,100.0
-1405,Oceania,8,0.05045519359438412,28058.0,9117.0,686.0,460.0
-1406,Oceania,9,0.162534435261708,29510.0,1452.0,922.0,236.0
-1407,Oceania,10,0.028064992614475627,30187.0,677.0,941.0,19.0
-1408,Oceania,11,0.001976284584980237,30693.0,506.0,942.0,1.0
-1409,Oceania,12,0.004016064257028112,31440.0,747.0,945.0,3.0
-1410,Oman,2,0.0,6.0,6.0,,0.0
-1411,Oman,3,0.005376344086021506,192.0,186.0,1.0,1.0
-1412,Oman,4,0.00463821892393321,2348.0,2156.0,11.0,10.0
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-1420,Oman,12,0.014705882352941176,128867.0,5168.0,1499.0,76.0
-1421,Pakistan,2,0.0,4.0,4.0,,0.0
-1422,Pakistan,3,0.012771996215704825,2118.0,2114.0,27.0,27.0
-1423,Pakistan,4,0.024381095273818456,18114.0,15996.0,417.0,390.0
-1424,Pakistan,5,0.02071909616163103,72460.0,54346.0,1543.0,1126.0
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-1426,Pakistan,7,0.023999383049278938,278305.0,64835.0,5951.0,1556.0
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-1435,Palestine,6,0.0025252525252525255,2428.0,1980.0,8.0,5.0
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-1442,Panama,3,0.02540220152413209,1181.0,1181.0,30.0,30.0
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-1447,Panama,8,0.020955060232272955,92982.0,27726.0,2002.0,581.0
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-1452,Papua New Guinea,3,0.0,1.0,1.0,,0.0
-1453,Papua New Guinea,4,0.0,8.0,7.0,,0.0
-1454,Papua New Guinea,5,,8.0,0.0,,0.0
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-1460,Papua New Guinea,11,0.0,656.0,67.0,7.0,0.0
-1461,Papua New Guinea,12,0.016129032258064516,780.0,124.0,9.0,2.0
-1462,Paraguay,3,0.046153846153846156,65.0,65.0,3.0,3.0
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-1482,Philippines,1,0.0,1.0,1.0,,0.0
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-1560,Saint Kitts and Nevis,4,0.0,15.0,7.0,,0.0
-1561,Saint Kitts and Nevis,5,,15.0,0.0,,0.0
-1562,Saint Kitts and Nevis,6,,15.0,0.0,,0.0
-1563,Saint Kitts and Nevis,7,0.0,17.0,2.0,,0.0
-1564,Saint Kitts and Nevis,8,,17.0,0.0,,0.0
-1565,Saint Kitts and Nevis,9,0.0,19.0,2.0,,0.0
-1566,Saint Kitts and Nevis,10,,19.0,0.0,,0.0
-1567,Saint Kitts and Nevis,11,0.0,22.0,3.0,,0.0
-1568,Saint Kitts and Nevis,12,0.0,32.0,10.0,,0.0
-1569,Saint Lucia,3,0.0,13.0,13.0,,0.0
-1570,Saint Lucia,4,0.0,17.0,4.0,,0.0
-1571,Saint Lucia,5,0.0,18.0,1.0,,0.0
-1572,Saint Lucia,6,0.0,19.0,1.0,,0.0
-1573,Saint Lucia,7,0.0,25.0,6.0,,0.0
-1574,Saint Lucia,8,0.0,26.0,1.0,,0.0
-1575,Saint Lucia,9,0.0,27.0,1.0,,0.0
-1576,Saint Lucia,10,0.0,78.0,51.0,,0.0
-1577,Saint Lucia,11,0.011049723756906077,259.0,181.0,2.0,2.0
-1578,Saint Lucia,12,0.031914893617021274,353.0,94.0,5.0,3.0
-1579,Saint Vincent and the Grenadines,3,0.0,1.0,1.0,,0.0
-1580,Saint Vincent and the Grenadines,4,0.0,16.0,15.0,,0.0
-1581,Saint Vincent and the Grenadines,5,0.0,26.0,10.0,,0.0
-1582,Saint Vincent and the Grenadines,6,0.0,29.0,3.0,,0.0
-1583,Saint Vincent and the Grenadines,7,0.0,54.0,25.0,,0.0
-1584,Saint Vincent and the Grenadines,8,0.0,60.0,6.0,,0.0
-1585,Saint Vincent and the Grenadines,9,0.0,64.0,4.0,,0.0
-1586,Saint Vincent and the Grenadines,10,0.0,74.0,10.0,,0.0
-1587,Saint Vincent and the Grenadines,11,0.0,85.0,11.0,,0.0
-1588,Saint Vincent and the Grenadines,12,0.0,121.0,36.0,,0.0
-1589,Samoa,11,0.0,2.0,2.0,,0.0
-1590,Samoa,12,,2.0,0.0,,0.0
-1591,San Marino,2,0.0,1.0,1.0,,0.0
-1592,San Marino,3,0.11063829787234042,236.0,235.0,26.0,26.0
-1593,San Marino,4,0.04504504504504504,569.0,333.0,41.0,15.0
-1594,San Marino,5,0.00980392156862745,671.0,102.0,42.0,1.0
-1595,San Marino,6,0.0,698.0,27.0,42.0,0.0
-1596,San Marino,7,0.0,699.0,1.0,42.0,0.0
-1597,San Marino,8,0.0,715.0,16.0,42.0,0.0
-1598,San Marino,9,0.0,732.0,17.0,42.0,0.0
-1599,San Marino,10,0.0,928.0,196.0,42.0,0.0
-1600,San Marino,11,0.005847953216374269,1612.0,684.0,46.0,4.0
-1601,San Marino,12,0.015931372549019607,2428.0,816.0,59.0,13.0
-1602,Sao Tome and Principe,4,0.0,14.0,14.0,,0.0
-1603,Sao Tome and Principe,5,0.0255863539445629,483.0,469.0,12.0,12.0
-1604,Sao Tome and Principe,6,0.004329004329004329,714.0,231.0,13.0,1.0
-1605,Sao Tome and Principe,7,0.012738853503184714,871.0,157.0,15.0,2.0
-1606,Sao Tome and Principe,8,0.0,896.0,25.0,15.0,0.0
-1607,Sao Tome and Principe,9,0.0,911.0,15.0,15.0,0.0
-1608,Sao Tome and Principe,10,0.029411764705882353,945.0,34.0,16.0,1.0
-1609,Sao Tome and Principe,11,0.021739130434782608,991.0,46.0,17.0,1.0
-1610,Sao Tome and Principe,12,0.0,1014.0,23.0,17.0,0.0
-1611,Saudi Arabia,3,0.006397952655150352,1563.0,1563.0,10.0,10.0
-1612,Saudi Arabia,4,0.007173194903256253,22753.0,21190.0,162.0,152.0
-1613,Saudi Arabia,5,0.0054553017213796635,85261.0,62508.0,503.0,341.0
-1614,Saudi Arabia,6,0.010856179306947576,190823.0,105562.0,1649.0,1146.0
-1615,Saudi Arabia,7,0.014303848052467032,275905.0,85082.0,2866.0,1217.0
-1616,Saudi Arabia,8,0.025860987784383074,315772.0,39867.0,3897.0,1031.0
-1617,Saudi Arabia,9,0.04624860617002071,334605.0,18833.0,4768.0,871.0
-1618,Saudi Arabia,10,0.05001183245247298,347282.0,12677.0,5402.0,634.0
-1619,Saudi Arabia,11,0.04901766223457035,357360.0,10078.0,5896.0,494.0
-1620,Saudi Arabia,12,0.06076937372235644,362741.0,5381.0,6223.0,327.0
-1621,Senegal,2,,,0.0,,0.0
-1622,Senegal,3,0.0,175.0,175.0,,0.0
-1623,Senegal,4,0.011873350923482849,933.0,758.0,9.0,9.0
-1624,Senegal,5,0.012168141592920354,3645.0,2712.0,42.0,33.0
-1625,Senegal,6,0.022236340533672173,6793.0,3148.0,112.0,70.0
-1626,Senegal,7,0.027042744984006977,10232.0,3439.0,205.0,93.0
-1627,Senegal,8,0.02337969813554306,13611.0,3379.0,284.0,79.0
-1628,Senegal,9,0.019693654266958426,14982.0,1371.0,311.0,27.0
-1629,Senegal,10,0.02050473186119874,15616.0,634.0,324.0,13.0
-1630,Senegal,11,0.019027484143763214,16089.0,473.0,333.0,9.0
-1631,Senegal,12,0.025237627007538514,19140.0,3051.0,410.0,77.0
-1632,Serbia,2,,,0.0,,0.0
-1633,Serbia,3,0.017777777777777778,900.0,900.0,16.0,16.0
-1634,Serbia,4,0.020101122209890247,9009.0,8109.0,179.0,163.0
-1635,Serbia,5,0.02663337494798169,11412.0,2403.0,243.0,64.0
-1636,Serbia,6,0.010786802030456852,14564.0,3152.0,277.0,34.0
-1637,Serbia,7,0.02693847834000728,25552.0,10988.0,573.0,296.0
-1638,Serbia,8,0.023915271609156134,31406.0,5854.0,713.0,140.0
-1639,Serbia,9,0.016783216783216783,33551.0,2145.0,749.0,36.0
-1640,Serbia,10,0.005297321495187644,46954.0,13403.0,820.0,71.0
-1641,Serbia,11,0.006101927088197752,175438.0,128484.0,1604.0,784.0
-1642,Serbia,12,0.009890143705572823,337923.0,162485.0,3211.0,1607.0
-1643,Seychelles,3,0.0,10.0,10.0,,0.0
-1644,Seychelles,4,0.0,11.0,1.0,,0.0
-1645,Seychelles,5,,11.0,0.0,,0.0
-1646,Seychelles,6,0.0,81.0,70.0,,0.0
-1647,Seychelles,7,0.0,114.0,33.0,,0.0
-1648,Seychelles,8,0.0,136.0,22.0,,0.0
-1649,Seychelles,9,0.0,144.0,8.0,,0.0
-1650,Seychelles,10,0.0,153.0,9.0,,0.0
-1651,Seychelles,11,0.0,183.0,30.0,,0.0
-1652,Seychelles,12,0.0,256.0,73.0,,0.0
-1653,Sierra Leone,3,0.0,1.0,1.0,,0.0
-1654,Sierra Leone,4,0.056910569105691054,124.0,123.0,7.0,7.0
-1655,Sierra Leone,5,0.052917232021709636,861.0,737.0,46.0,39.0
-1656,Sierra Leone,6,0.02329450915141431,1462.0,601.0,60.0,14.0
-1657,Sierra Leone,7,0.019390581717451522,1823.0,361.0,67.0,7.0
-1658,Sierra Leone,8,0.01507537688442211,2022.0,199.0,70.0,3.0
-1659,Sierra Leone,9,0.009569377990430622,2231.0,209.0,72.0,2.0
-1660,Sierra Leone,10,0.014814814814814815,2366.0,135.0,74.0,2.0
-1661,Sierra Leone,11,0.0,2412.0,46.0,74.0,0.0
-1662,Sierra Leone,12,0.010050251256281407,2611.0,199.0,76.0,2.0
-1663,Singapore,1,0.0,13.0,13.0,,0.0
-1664,Singapore,2,0.0,102.0,89.0,,0.0
-1665,Singapore,3,0.0036407766990291263,926.0,824.0,3.0,3.0
-1666,Singapore,4,0.000787246604999016,16169.0,15243.0,15.0,12.0
-1667,Singapore,5,0.00042746460058776383,34884.0,18715.0,23.0,8.0
-1668,Singapore,6,0.0003324836528870664,43907.0,9023.0,26.0,3.0
-1669,Singapore,7,0.00012051096649795132,52205.0,8298.0,27.0,1.0
-1670,Singapore,8,0.0,56812.0,4607.0,27.0,0.0
-1671,Singapore,9,0.0,57765.0,953.0,27.0,0.0
-1672,Singapore,10,0.004,58015.0,250.0,28.0,1.0
-1673,Singapore,11,0.0049261083743842365,58218.0,203.0,29.0,1.0
-1674,Singapore,12,0.0,58599.0,381.0,29.0,0.0
-1675,Slovakia,3,0.0,363.0,363.0,,0.0
-1676,Slovakia,4,0.022265246853823813,1396.0,1033.0,23.0,23.0
-1677,Slovakia,5,0.04,1521.0,125.0,28.0,5.0
-1678,Slovakia,6,0.0,1667.0,146.0,28.0,0.0
-1679,Slovakia,7,0.0016,2292.0,625.0,29.0,1.0
-1680,Slovakia,8,0.0024615384615384616,3917.0,1625.0,33.0,4.0
-1681,Slovakia,9,0.002410025706940874,10141.0,6224.0,48.0,15.0
-1682,Slovakia,10,0.003598257685752162,57664.0,47523.0,219.0,171.0
-1683,Slovakia,11,0.01284574743603025,105929.0,48265.0,839.0,620.0
-1684,Slovakia,12,0.017646099926644388,179543.0,73614.0,2138.0,1299.0
-1685,Slovenia,2,,,0.0,,0.0
-1686,Slovenia,3,0.018703241895261846,802.0,802.0,15.0,15.0
-1687,Slovenia,4,0.12121212121212122,1429.0,627.0,91.0,76.0
-1688,Slovenia,5,0.38636363636363635,1473.0,44.0,108.0,17.0
-1689,Slovenia,6,0.023622047244094488,1600.0,127.0,111.0,3.0
-1690,Slovenia,7,0.014388489208633094,2156.0,556.0,119.0,8.0
-1691,Slovenia,8,0.01925722145804677,2883.0,727.0,133.0,14.0
-1692,Slovenia,9,0.006056287851799074,5690.0,2807.0,150.0,17.0
-1693,Slovenia,10,0.006569521613027222,34307.0,28617.0,338.0,188.0
-1694,Slovenia,11,0.026429276989423472,75814.0,41507.0,1435.0,1097.0
-1695,Slovenia,12,0.02723466701195563,122152.0,46338.0,2697.0,1262.0
-1696,Solomon Islands,10,0.0,8.0,8.0,,0.0
-1697,Solomon Islands,11,0.0,17.0,9.0,,0.0
-1698,Solomon Islands,12,,17.0,0.0,,0.0
-1699,Somalia,3,0.0,5.0,5.0,,0.0
-1700,Somalia,4,0.04697986577181208,601.0,596.0,28.0,28.0
-1701,Somalia,5,0.03636363636363636,1976.0,1375.0,78.0,50.0
-1702,Somalia,6,0.012658227848101266,2924.0,948.0,90.0,12.0
-1703,Somalia,7,0.010416666666666666,3212.0,288.0,93.0,3.0
-1704,Somalia,8,0.05102040816326531,3310.0,98.0,98.0,5.0
-1705,Somalia,9,0.0035971223021582736,3588.0,278.0,99.0,1.0
-1706,Somalia,10,0.014164305949008499,3941.0,353.0,104.0,5.0
-1707,Somalia,11,0.01764705882352941,4451.0,510.0,113.0,9.0
-1708,Somalia,12,0.06463878326996197,4714.0,263.0,130.0,17.0
-1709,South Africa,2,,,0.0,,0.0
-1710,South Africa,3,0.003695491500369549,1353.0,1353.0,5.0,5.0
-1711,South Africa,4,0.022822543083372147,5647.0,4294.0,103.0,98.0
-1712,South Africa,5,0.021452877644621986,32683.0,27036.0,683.0,580.0
-1713,South Africa,6,0.016654573680036446,151209.0,118526.0,2657.0,1974.0
-1714,South Africa,7,0.01563861580120126,493183.0,341974.0,8005.0,5348.0
-1715,South Africa,8,0.04589938591641889,627041.0,133858.0,14149.0,6144.0
-1716,South Africa,9,0.05465347371981902,674339.0,47298.0,16734.0,2585.0
-1717,South Africa,10,0.04973294465204547,725452.0,51113.0,19276.0,2542.0
-1718,South Africa,11,0.034995042756227536,790004.0,64552.0,21535.0,2259.0
-1719,South Africa,12,0.025954775656262048,1057161.0,267157.0,28469.0,6934.0
-1720,South America,2,0.0,4.0,4.0,,0.0
-1721,South America,3,0.025952512424075095,14492.0,14488.0,376.0,376.0
-1722,South America,4,0.0508860102689103,180235.0,165743.0,8810.0,8434.0
-1723,South America,5,0.04334748540783895,901684.0,721449.0,40083.0,31273.0
-1724,South America,6,0.03413406856962824,2228423.0,1326739.0,85370.0,45287.0
-1725,South America,7,0.031068413068334067,4101837.0,1873414.0,143574.0,58204.0
-1726,South America,8,0.02666323006246801,6301683.0,2199846.0,202229.0,58655.0
-1727,South America,9,0.02883682617915457,8064429.0,1762746.0,253061.0,50832.0
-1728,South America,10,0.02602358475239259,9664785.0,1600356.0,294708.0,41647.0
-1729,South America,11,0.020919268695611233,11130276.0,1465491.0,325365.0,30657.0
-1730,South America,12,0.018065946567707568,13194159.0,2063883.0,362651.0,37286.0
-1731,South Korea,1,0.0,11.0,10.0,,0.0
-1732,South Korea,2,0.005097164702134438,3150.0,3139.0,16.0,16.0
-1733,South Korea,3,0.022001205545509342,9786.0,6636.0,162.0,146.0
-1734,South Korea,4,0.08704453441295547,10774.0,988.0,248.0,86.0
-1735,South Korea,5,0.03155006858710562,11503.0,729.0,271.0,23.0
-1736,South Korea,6,0.008166295471417966,12850.0,1347.0,282.0,11.0
-1737,South Korea,7,0.01278600269179004,14336.0,1486.0,301.0,19.0
-1738,South Korea,8,0.00393431406089634,20182.0,5846.0,324.0,23.0
-1739,South Korea,9,0.024548152144591315,23889.0,3707.0,415.0,91.0
-1740,South Korea,10,0.018572469045884922,26635.0,2746.0,466.0,51.0
-1741,South Korea,11,0.007484096295372334,34652.0,8017.0,526.0,60.0
-1742,South Korea,12,0.01441899915182358,61769.0,27117.0,917.0,391.0
-1743,South Sudan,4,0.0,35.0,35.0,,0.0
-1744,South Sudan,5,0.010427528675703858,994.0,959.0,10.0,10.0
-1745,South Sudan,6,0.027640671273445213,2007.0,1013.0,38.0,28.0
-1746,South Sudan,7,0.025396825396825397,2322.0,315.0,46.0,8.0
-1747,South Sudan,8,0.004878048780487805,2527.0,205.0,47.0,1.0
-1748,South Sudan,9,0.011299435028248588,2704.0,177.0,49.0,2.0
-1749,South Sudan,10,0.04477611940298507,2905.0,201.0,58.0,9.0
-1750,South Sudan,11,0.014705882352941176,3109.0,204.0,61.0,3.0
-1751,South Sudan,12,0.004454342984409799,3558.0,449.0,63.0,2.0
-1752,Spain,2,0.0,45.0,45.0,,0.0
-1753,Spain,3,0.08827885437743799,95923.0,95878.0,8464.0,8464.0
-1754,Spain,4,0.13682857920893185,213435.0,117512.0,24543.0,16079.0
-1755,Spain,5,0.09921671018276762,239479.0,26044.0,27127.0,2584.0
-1756,Spain,6,0.12540849673202614,249271.0,9792.0,28355.0,1228.0
-1757,Spain,7,0.0022929352118417367,288522.0,39251.0,28445.0,90.0
-1758,Spain,8,0.003722696402349486,462858.0,174336.0,29094.0,649.0
-1759,Spain,9,0.008804230731564,769188.0,306330.0,31791.0,2697.0
-1760,Spain,10,0.009812960695334822,1185678.0,416490.0,35878.0,4087.0
-1761,Spain,11,0.01987204573316411,1648187.0,462509.0,45069.0,9191.0
-1762,Spain,12,0.020594263026728267,1928265.0,280078.0,50837.0,5768.0
-1763,Sri Lanka,1,0.0,1.0,1.0,,0.0
-1764,Sri Lanka,2,,1.0,0.0,,0.0
-1765,Sri Lanka,3,0.014084507042253521,143.0,142.0,2.0,2.0
-1766,Sri Lanka,4,0.009615384615384616,663.0,520.0,7.0,5.0
-1767,Sri Lanka,5,0.003092783505154639,1633.0,970.0,10.0,3.0
-1768,Sri Lanka,6,0.0024154589371980675,2047.0,414.0,11.0,1.0
-1769,Sri Lanka,7,0.0,2815.0,768.0,11.0,0.0
-1770,Sri Lanka,8,0.004273504273504274,3049.0,234.0,12.0,1.0
-1771,Sri Lanka,9,0.0030211480362537764,3380.0,331.0,13.0,1.0
-1772,Sri Lanka,10,0.0009611423863792394,10663.0,7283.0,20.0,7.0
-1773,Sri Lanka,11,0.007355148604022816,23987.0,13324.0,118.0,98.0
-1774,Sri Lanka,12,0.004453189726594863,43299.0,19312.0,204.0,86.0
-1775,Sudan,3,0.2857142857142857,7.0,7.0,2.0,2.0
-1776,Sudan,4,0.07880434782608696,375.0,368.0,31.0,29.0
-1777,Sudan,5,0.0576271186440678,4800.0,4425.0,286.0,255.0
-1778,Sudan,6,0.06255468066491689,9372.0,4572.0,572.0,286.0
-1779,Sudan,7,0.07884005437245128,11579.0,2207.0,746.0,174.0
-1780,Sudan,8,0.04782608695652174,13189.0,1610.0,823.0,77.0
-1781,Sudan,9,0.028446389496717725,13646.0,457.0,836.0,13.0
-1782,Sudan,10,0.006329113924050633,13804.0,158.0,837.0,1.0
-1783,Sudan,11,0.097146899316199,18045.0,4241.0,1249.0,412.0
-1784,Sudan,12,0.02937625754527163,25500.0,7455.0,1468.0,219.0
-1785,Suriname,3,0.0,9.0,9.0,,0.0
-1786,Suriname,4,1.0,10.0,1.0,1.0,1.0
-1787,Suriname,5,0.0,23.0,13.0,1.0,0.0
-1788,Suriname,6,0.024390243902439025,515.0,492.0,13.0,12.0
-1789,Suriname,7,0.01145374449339207,1650.0,1135.0,26.0,13.0
-1790,Suriname,8,0.018875838926174497,4034.0,2384.0,71.0,45.0
-1791,Suriname,9,0.03914590747330961,4877.0,843.0,104.0,33.0
-1792,Suriname,10,0.02147239263803681,5203.0,326.0,111.0,7.0
-1793,Suriname,11,0.05504587155963303,5312.0,109.0,117.0,6.0
-1794,Suriname,12,0.005567928730512249,6210.0,898.0,122.0,5.0
-1795,Sweden,2,0.0,14.0,14.0,,0.0
-1796,Sweden,3,0.07987551867219916,4834.0,4820.0,385.0,385.0
-1797,Sweden,4,0.13126975606846783,21601.0,16767.0,2586.0,2201.0
-1798,Sweden,5,0.10603751465416178,38661.0,17060.0,4395.0,1809.0
-1799,Sweden,6,0.03205412978847008,67924.0,29263.0,5333.0,938.0
-1800,Sweden,7,0.04479895104895105,77076.0,9152.0,5743.0,410.0
-1801,Sweden,8,0.01068054224291387,84379.0,7303.0,5821.0,78.0
-1802,Sweden,9,0.008486562942008486,92863.0,8484.0,5893.0,72.0
-1803,Sweden,10,0.0014289343325288963,124355.0,31492.0,5938.0,45.0
-1804,Sweden,11,0.00625557782006163,243129.0,118774.0,6681.0,743.0
-1805,Sweden,12,0.010532818532818533,437379.0,194250.0,8727.0,2046.0
-1806,Switzerland,1,,,0.0,,0.0
-1807,Switzerland,2,0.0,18.0,18.0,,0.0
-1808,Switzerland,3,0.02610478085247483,16605.0,16587.0,433.0,433.0
-1809,Switzerland,4,0.10045451043833295,29586.0,12981.0,1737.0,1304.0
-1810,Switzerland,5,0.14341692789968652,30862.0,1276.0,1920.0,183.0
-1811,Switzerland,6,0.05046948356807512,31714.0,852.0,1963.0,43.0
-1812,Switzerland,7,0.00511654349061967,35232.0,3518.0,1981.0,18.0
-1813,Switzerland,8,0.003599712023038157,42177.0,6945.0,2006.0,25.0
-1814,Switzerland,9,0.006123367852318776,53282.0,11105.0,2074.0,68.0
-1815,Switzerland,10,0.002208598678802405,154251.0,100969.0,2297.0,223.0
-1816,Switzerland,11,0.014569988600922342,327072.0,172821.0,4815.0,2518.0
-1817,Switzerland,12,0.022599501692966206,452296.0,125224.0,7645.0,2830.0
-1818,Syria,3,0.2,10.0,10.0,2.0,2.0
-1819,Syria,4,0.030303030303030304,43.0,33.0,3.0,1.0
-1820,Syria,5,0.02531645569620253,122.0,79.0,5.0,2.0
-1821,Syria,6,0.025477707006369428,279.0,157.0,9.0,4.0
-1822,Syria,7,0.07112970711297072,757.0,478.0,43.0,34.0
-1823,Syria,8,0.03436254980079681,2765.0,2008.0,112.0,69.0
-1824,Syria,9,0.06132404181184669,4200.0,1435.0,200.0,88.0
-1825,Syria,10,0.05759162303664921,5728.0,1528.0,288.0,88.0
-1826,Syria,11,0.05974988420565076,7887.0,2159.0,417.0,129.0
-1827,Syria,12,0.08288694671553426,11434.0,3547.0,711.0,294.0
-1828,Taiwan,1,0.0,10.0,9.0,,0.0
-1829,Taiwan,2,0.034482758620689655,39.0,29.0,1.0,1.0
-1830,Taiwan,3,0.014134275618374558,322.0,283.0,5.0,4.0
-1831,Taiwan,4,0.009345794392523364,429.0,107.0,6.0,1.0
-1832,Taiwan,5,0.07692307692307693,442.0,13.0,7.0,1.0
-1833,Taiwan,6,0.0,447.0,5.0,7.0,0.0
-1834,Taiwan,7,0.0,467.0,20.0,7.0,0.0
-1835,Taiwan,8,0.0,488.0,21.0,7.0,0.0
-1836,Taiwan,9,0.0,514.0,26.0,7.0,0.0
-1837,Taiwan,10,0.0,555.0,41.0,7.0,0.0
-1838,Taiwan,11,0.0,675.0,120.0,7.0,0.0
-1839,Taiwan,12,0.0,799.0,124.0,7.0,0.0
-1840,Tajikistan,4,0.0,15.0,15.0,,0.0
-1841,Tajikistan,5,0.012005108556832695,3930.0,3915.0,47.0,47.0
-1842,Tajikistan,6,0.0025380710659898475,5900.0,1970.0,52.0,5.0
-1843,Tajikistan,7,0.005301524188204109,7409.0,1509.0,60.0,8.0
-1844,Tajikistan,8,0.0068143100511073255,8583.0,1174.0,68.0,8.0
-1845,Tajikistan,9,0.006745362563237774,9769.0,1186.0,76.0,8.0
-1846,Tajikistan,10,0.004807692307692308,11017.0,1248.0,82.0,6.0
-1847,Tajikistan,11,0.0033984706881903144,12194.0,1177.0,86.0,4.0
-1848,Tajikistan,12,0.003629764065335753,13296.0,1102.0,90.0,4.0
-1849,Tanzania,3,0.05263157894736842,19.0,19.0,1.0,1.0
-1850,Tanzania,4,0.03253796095444685,480.0,461.0,16.0,15.0
-1851,Tanzania,5,0.1724137931034483,509.0,29.0,21.0,5.0
-1852,Tanzania,6,,509.0,0.0,21.0,0.0
-1853,Tanzania,7,,509.0,0.0,21.0,0.0
-1854,Tanzania,8,,509.0,0.0,21.0,0.0
-1855,Tanzania,9,,509.0,0.0,21.0,0.0
-1856,Tanzania,10,,509.0,0.0,21.0,0.0
-1857,Tanzania,11,,509.0,0.0,21.0,0.0
-1858,Tanzania,12,,509.0,0.0,21.0,0.0
-1859,Thailand,1,0.0,19.0,15.0,,0.0
-1860,Thailand,2,0.0,42.0,23.0,,0.0
-1861,Thailand,3,0.006215040397762586,1651.0,1609.0,10.0,10.0
-1862,Thailand,4,0.03376822716807368,2954.0,1303.0,54.0,44.0
-1863,Thailand,5,0.023622047244094488,3081.0,127.0,57.0,3.0
-1864,Thailand,6,0.011111111111111112,3171.0,90.0,58.0,1.0
-1865,Thailand,7,0.0,3310.0,139.0,58.0,0.0
-1866,Thailand,8,0.0,3412.0,102.0,58.0,0.0
-1867,Thailand,9,0.006369426751592357,3569.0,157.0,59.0,1.0
-1868,Thailand,10,0.0,3784.0,215.0,59.0,0.0
-1869,Thailand,11,0.004464285714285714,4008.0,224.0,60.0,1.0
-1870,Thailand,12,0.0009508716323296355,7163.0,3155.0,63.0,3.0
-1871,Timor,3,0.0,1.0,1.0,,0.0
-1872,Timor,4,0.0,24.0,23.0,,0.0
-1873,Timor,5,,24.0,0.0,,0.0
-1874,Timor,6,,24.0,0.0,,0.0
-1875,Timor,7,,24.0,0.0,,0.0
-1876,Timor,8,0.0,27.0,3.0,,0.0
-1877,Timor,9,0.0,28.0,1.0,,0.0
-1878,Timor,10,0.0,30.0,2.0,,0.0
-1879,Timor,11,,30.0,0.0,,0.0
-1880,Timor,12,0.0,44.0,14.0,,0.0
-1881,Togo,3,0.029411764705882353,34.0,34.0,1.0,1.0
-1882,Togo,4,0.0975609756097561,116.0,82.0,9.0,8.0
-1883,Togo,5,0.012269938650306749,442.0,326.0,13.0,4.0
-1884,Togo,6,0.004807692307692308,650.0,208.0,14.0,1.0
-1885,Togo,7,0.01718213058419244,941.0,291.0,19.0,5.0
-1886,Togo,8,0.0196078431372549,1400.0,459.0,28.0,9.0
-1887,Togo,9,0.052083333333333336,1784.0,384.0,48.0,20.0
-1888,Togo,10,0.016453382084095063,2331.0,547.0,57.0,9.0
-1889,Togo,11,0.01088646967340591,2974.0,643.0,64.0,7.0
-1890,Togo,12,0.006069802731411229,3633.0,659.0,68.0,4.0
-1891,Trinidad and Tobago,3,0.034482758620689655,87.0,87.0,3.0,3.0
-1892,Trinidad and Tobago,4,0.1724137931034483,116.0,29.0,8.0,5.0
-1893,Trinidad and Tobago,5,0.0,117.0,1.0,8.0,0.0
-1894,Trinidad and Tobago,6,0.0,130.0,13.0,8.0,0.0
-1895,Trinidad and Tobago,7,0.0,169.0,39.0,8.0,0.0
-1896,Trinidad and Tobago,8,0.00880503144654088,1759.0,1590.0,22.0,14.0
-1897,Trinidad and Tobago,9,0.01948051948051948,4531.0,2772.0,76.0,54.0
-1898,Trinidad and Tobago,10,0.02756244616709733,5692.0,1161.0,108.0,32.0
-1899,Trinidad and Tobago,11,0.012282497441146366,6669.0,977.0,120.0,12.0
-1900,Trinidad and Tobago,12,0.014553014553014554,7150.0,481.0,127.0,7.0
-1901,Tunisia,3,0.025380710659898477,394.0,394.0,10.0,10.0
-1902,Tunisia,4,0.051666666666666666,994.0,600.0,41.0,31.0
-1903,Tunisia,5,0.08433734939759036,1077.0,83.0,48.0,7.0
-1904,Tunisia,6,0.020618556701030927,1174.0,97.0,50.0,2.0
-1905,Tunisia,7,0.0,1535.0,361.0,50.0,0.0
-1906,Tunisia,8,0.011904761904761904,3803.0,2268.0,77.0,27.0
-1907,Tunisia,9,0.012867898699520876,18413.0,14610.0,265.0,188.0
-1908,Tunisia,10,0.025410628019323672,59813.0,41400.0,1317.0,1052.0
-1909,Tunisia,11,0.05257603636757225,96769.0,36956.0,3260.0,1943.0
-1910,Tunisia,12,0.033419083807321046,139140.0,42371.0,4676.0,1416.0
-1911,Turkey,3,0.015815534698100656,13531.0,13531.0,214.0,214.0
-1912,Turkey,4,0.02774835244157378,120204.0,106673.0,3174.0,2960.0
-1913,Turkey,5,0.031231423476153458,163942.0,43738.0,4540.0,1366.0
-1914,Turkey,6,0.0164330997664331,199906.0,35964.0,5131.0,591.0
-1915,Turkey,7,0.018083766590241225,230873.0,30967.0,5691.0,560.0
-1916,Turkey,8,0.01729495669893021,270133.0,39260.0,6370.0,679.0
-1917,Turkey,9,0.03760560478054811,318663.0,48530.0,8195.0,1825.0
-1918,Turkey,10,0.03627610045146727,375367.0,56704.0,10252.0,2057.0
-1919,Turkey,11,0.013260968574464856,638847.0,263480.0,13746.0,3494.0
-1920,Turkey,12,0.009556912855956496,2208652.0,746580.0,20881.0,7135.0
-1921,Uganda,3,0.0,44.0,44.0,,0.0
-1922,Uganda,4,0.0,83.0,39.0,,0.0
-1923,Uganda,5,0.0,417.0,334.0,,0.0
-1924,Uganda,6,0.0,889.0,472.0,,0.0
-1925,Uganda,7,0.011320754716981131,1154.0,265.0,3.0,3.0
-1926,Uganda,8,0.01595159515951595,2972.0,1818.0,32.0,29.0
-1927,Uganda,9,0.008338181113050224,8129.0,5157.0,75.0,43.0
-1928,Uganda,10,0.008245533669262483,12495.0,4366.0,111.0,36.0
-1929,Uganda,11,0.011803114013058764,20459.0,7964.0,205.0,94.0
-1930,Uganda,12,0.00311716473537982,35216.0,14757.0,251.0,46.0
-1931,Ukraine,3,0.02635658914728682,645.0,645.0,17.0,17.0
-1932,Ukraine,4,0.024997438787009527,10406.0,9761.0,261.0,244.0
-1933,Ukraine,5,0.0336951605608322,23672.0,13266.0,708.0,447.0
-1934,Ukraine,6,0.02154573255490687,45254.0,21582.0,1173.0,465.0
-1935,Ukraine,7,0.02080305927342256,71404.0,26150.0,1717.0,544.0
-1936,Ukraine,8,0.016841147018661812,124132.0,52728.0,2605.0,888.0
-1937,Ukraine,9,0.01789312841862834,214446.0,90314.0,4221.0,1616.0
-1938,Ukraine,10,0.017189156444040586,399330.0,184884.0,7399.0,3178.0
-1939,Ukraine,11,0.015104259616501376,752343.0,353013.0,12731.0,5332.0
-1940,Ukraine,12,0.019572453937499627,1086997.0,334654.0,19281.0,6550.0
-1941,United Arab Emirates,1,0.0,4.0,4.0,,0.0
-1942,United Arab Emirates,2,0.0,21.0,17.0,,0.0
-1943,United Arab Emirates,3,0.00933125972006221,664.0,643.0,6.0,6.0
-1944,United Arab Emirates,4,0.008377760853008377,12481.0,11817.0,105.0,99.0
-1945,United Arab Emirates,5,0.007202391737633629,34557.0,22076.0,264.0,159.0
-1946,United Arab Emirates,6,0.0036144578313253013,48667.0,14110.0,315.0,51.0
-1947,United Arab Emirates,7,0.003040797364642284,60506.0,11839.0,351.0,36.0
-1948,United Arab Emirates,8,0.0033933161953727505,70231.0,9725.0,384.0,33.0
-1949,United Arab Emirates,9,0.0014608289160649443,94190.0,23959.0,419.0,35.0
-1950,United Arab Emirates,10,0.0019771586149483597,132629.0,38439.0,495.0,76.0
-1951,United Arab Emirates,11,0.00212525185614529,168860.0,36231.0,572.0,77.0
-1952,United Arab Emirates,12,0.0024896052564036754,207822.0,38962.0,669.0,97.0
-1953,United Kingdom,1,0.0,2.0,2.0,,0.0
-1954,United Kingdom,2,0.0,61.0,59.0,,0.0
-1955,United Kingdom,3,0.06339990710636322,38815.0,38754.0,2457.0,2457.0
-1956,United Kingdom,4,0.1736045614335934,178771.0,139956.0,26754.0,24297.0
-1957,United Kingdom,5,0.13676873857404023,257539.0,78768.0,37527.0,10773.0
-1958,United Kingdom,6,0.10665895870217147,285216.0,27677.0,40479.0,2952.0
-1959,United Kingdom,7,0.04060887776472391,304793.0,19577.0,41274.0,795.0
-1960,United Kingdom,8,0.009462300991288676,338083.0,33290.0,41589.0,315.0
-1961,United Kingdom,9,0.005468517810894578,455848.0,117765.0,42233.0,644.0
-1962,United Kingdom,10,0.007893413865715354,1014795.0,558947.0,46645.0,4412.0
-1963,United Kingdom,11,0.01922638829872314,1633736.0,618941.0,58545.0,11900.0
-1964,United Kingdom,12,0.01748059997750722,2496235.0,862499.0,73622.0,15077.0
-1965,United States,1,0.0,8.0,7.0,,0.0
-1966,United States,2,0.058823529411764705,25.0,17.0,1.0,1.0
-1967,United States,3,0.027923401776612785,192301.0,192276.0,5370.0,5369.0
-1968,United States,4,0.06847954019160184,1081019.0,888718.0,66229.0,60859.0
-1969,United States,5,0.05795366827645208,1798713.0,717694.0,107822.0,41593.0
-1970,United States,6,0.023429866914561615,2642081.0,843368.0,127582.0,19760.0
-1971,United States,7,0.013774579837389927,4566931.0,1924850.0,154096.0,26514.0
-1972,United States,8,0.02030833736671004,6025593.0,1458662.0,183719.0,29623.0
-1973,United States,9,0.019375098964633044,7231832.0,1206239.0,207090.0,23371.0
-1974,United States,10,0.012718617454937598,9158771.0,1926939.0,231598.0,24508.0
-1975,United States,11,0.008724440108183146,13655220.0,4496449.0,270827.0,39229.0
-1976,United States,12,0.012641487022223513,20061903.0,6406683.0,351817.0,80990.0
-1977,Uruguay,3,0.0029585798816568047,338.0,338.0,1.0,1.0
-1978,Uruguay,4,0.05245901639344262,643.0,305.0,17.0,16.0
-1979,Uruguay,5,0.027777777777777776,823.0,180.0,22.0,5.0
-1980,Uruguay,6,0.04424778761061947,936.0,113.0,27.0,5.0
-1981,Uruguay,7,0.024390243902439025,1264.0,328.0,35.0,8.0
-1982,Uruguay,8,0.027190332326283987,1595.0,331.0,44.0,9.0
-1983,Uruguay,9,0.008869179600886918,2046.0,451.0,48.0,4.0
-1984,Uruguay,10,0.00927643784786642,3124.0,1078.0,58.0,10.0
-1985,Uruguay,11,0.006952067325283571,5857.0,2733.0,77.0,19.0
-1986,Uruguay,12,0.007841954456341426,19119.0,13262.0,181.0,104.0
-1987,Uzbekistan,3,0.011627906976744186,172.0,172.0,2.0,2.0
-1988,Uzbekistan,4,0.003749330476700589,2039.0,1867.0,9.0,7.0
-1989,Uzbekistan,5,0.003787878787878788,3623.0,1584.0,15.0,6.0
-1990,Uzbekistan,6,0.002254098360655738,8503.0,4880.0,26.0,11.0
-1991,Uzbekistan,7,0.007416483941699987,24009.0,15506.0,141.0,115.0
-1992,Uzbekistan,8,0.010008946544397226,41893.0,17884.0,320.0,179.0
-1993,Uzbekistan,9,0.010118726389638424,56717.0,14824.0,470.0,150.0
-1994,Uzbekistan,10,0.009397944199706314,66932.0,10215.0,566.0,96.0
-1995,Uzbekistan,11,0.007140538786108407,73094.0,6162.0,610.0,44.0
-1996,Uzbekistan,12,0.0010085728693898135,77060.0,3966.0,614.0,4.0
-1997,Vanuatu,11,0.0,1.0,1.0,,0.0
-1998,Vanuatu,12,,1.0,0.0,,0.0
-1999,Vatican,3,0.0,6.0,6.0,,0.0
-2000,Vatican,4,0.0,11.0,5.0,,0.0
-2001,Vatican,5,0.0,12.0,1.0,,0.0
-2002,Vatican,6,,12.0,0.0,,0.0
-2003,Vatican,7,,12.0,0.0,,0.0
-2004,Vatican,8,,12.0,0.0,,0.0
-2005,Vatican,9,,12.0,0.0,,0.0
-2006,Vatican,10,0.0,27.0,15.0,,0.0
-2007,Vatican,11,,27.0,0.0,,0.0
-2008,Vatican,12,,27.0,0.0,,0.0
-2009,Venezuela,3,0.022222222222222223,135.0,135.0,3.0,3.0
-2010,Venezuela,4,0.06565656565656566,333.0,198.0,16.0,13.0
-2011,Venezuela,5,-0.0016992353440951572,1510.0,1177.0,14.0,-2.0
-2012,Venezuela,6,0.008560851457658492,5832.0,4322.0,51.0,37.0
-2013,Venezuela,7,0.008868309527546695,18574.0,12742.0,164.0,113.0
-2014,Venezuela,8,0.007885202813099382,46728.0,28154.0,386.0,222.0
-2015,Venezuela,9,0.008522927379023737,75122.0,28394.0,628.0,242.0
-2016,Venezuela,10,0.010064531407258303,92013.0,16891.0,798.0,170.0
-2017,Venezuela,11,0.009536653501589443,102394.0,10381.0,897.0,99.0
-2018,Venezuela,12,0.011734145467574347,113558.0,11164.0,1028.0,131.0
-2019,Vietnam,1,0.0,2.0,2.0,,0.0
-2020,Vietnam,2,0.0,16.0,14.0,,0.0
-2021,Vietnam,3,0.0,212.0,196.0,,0.0
-2022,Vietnam,4,0.0,270.0,58.0,,0.0
-2023,Vietnam,5,0.0,328.0,58.0,,0.0
-2024,Vietnam,6,0.0,355.0,27.0,,0.0
-2025,Vietnam,7,0.014778325123152709,558.0,203.0,3.0,3.0
-2026,Vietnam,8,0.06378600823045268,1044.0,486.0,34.0,31.0
-2027,Vietnam,9,0.02,1094.0,50.0,35.0,1.0
-2028,Vietnam,10,0.0,1180.0,86.0,35.0,0.0
-2029,Vietnam,11,0.0,1347.0,167.0,35.0,0.0
-2030,Vietnam,12,0.0,1465.0,118.0,35.0,0.0
-2031,World,1,0.020917822838847386,9927.0,9370.0,213.0,196.0
-2032,World,2,0.03586730804615829,86013.0,76086.0,2942.0,2729.0
-2033,World,3,0.052655103123524116,875794.0,789781.0,44528.0,41586.0
-2034,World,4,0.08023402126823222,3279849.0,2404055.0,237415.0,192887.0
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-2036,World,6,0.031182364297647328,10457836.0,4269657.0,508162.0,133138.0
-2037,World,7,0.023409411284664453,17604278.0,7146442.0,675456.0,167294.0
-2038,World,8,0.02220937560772057,25507787.0,7903509.0,850988.0,175532.0
-2039,World,9,0.019278850955684067,34008138.0,8500351.0,1014865.0,163877.0
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-2042,World,12,0.018299010902498435,83521859.0,19303557.0,1824666.0,353236.0
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-2045,Yemen,6,0.2778443113772455,1158.0,835.0,312.0,232.0
-2046,Yemen,7,0.3175438596491228,1728.0,570.0,493.0,181.0
-2047,Yemen,8,0.3173913043478261,1958.0,230.0,566.0,73.0
-2048,Yemen,9,0.27631578947368424,2034.0,76.0,587.0,21.0
-2049,Yemen,10,0.41379310344827586,2063.0,29.0,599.0,12.0
-2050,Yemen,11,0.42857142857142855,2077.0,14.0,605.0,6.0
-2051,Yemen,12,0.22727272727272727,2099.0,22.0,610.0,5.0
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-2053,Zambia,4,0.04225352112676056,106.0,71.0,3.0,3.0
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-2062,Zimbabwe,3,0.125,8.0,8.0,1.0,1.0
-2063,Zimbabwe,4,0.09375,40.0,32.0,4.0,3.0
-2064,Zimbabwe,5,0.0,178.0,138.0,4.0,0.0
-2065,Zimbabwe,6,0.007263922518159807,591.0,413.0,7.0,3.0
-2066,Zimbabwe,7,0.023273855702094646,3169.0,2578.0,67.0,60.0
-2067,Zimbabwe,8,0.04056490384615385,6497.0,3328.0,202.0,135.0
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-2069,Zimbabwe,10,0.02835538752362949,8367.0,529.0,243.0,15.0
-2070,Zimbabwe,11,0.020846493998736577,9950.0,1583.0,276.0,33.0
-2071,Zimbabwe,12,0.02221087567015573,13867.0,3917.0,363.0,87.0
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diff --git a/parta1.py b/parta1.py
index 8cd9c8f..4e27bcd 100644
--- a/parta1.py
+++ b/parta1.py
@@ -1,6 +1,11 @@
 import pandas as pd
 import argparse
 
+# parse input arguments
+parser = argparse.ArgumentParser()
+parser.add_argument('path_to_csv', help = 'path to the csv file')
+args = parser.parse_args()
+
 all_covid_data = pd.read_csv('data/owid-covid-data.csv', encoding = 'ISO-8859-1')
 
 # filter out data past 2020
@@ -24,7 +29,7 @@ new_deaths_grouped = pd.DataFrame(new_deaths_grouped.to_records())
 new_cases_grouped.sort_values(by = ['location', 'date'], inplace = True)
 new_deaths_grouped.sort_values(by = ['location', 'date'], inplace = True)
 
-# merge new_deaths and new_cases
+# merge new_deaths_grouped and new_cases_grouped
 aggregated_data = new_cases_grouped.merge(new_deaths_grouped, how = 'outer', left_on = ['location', 'date'], right_on = ['location', 'date'])
 
 # filter out all entries that aren't at the end of the month
@@ -41,12 +46,14 @@ total_deaths.date = total_deaths.date.dt.month
 # merge total_deaths and total_cases into aggregated_data
 aggregated_data = aggregated_data.merge(total_cases, how = 'outer', left_on = ['location', 'date'], right_on = ['location', 'date'])
 aggregated_data = aggregated_data.merge(total_deaths, how = 'outer', left_on = ['location', 'date'], right_on = ['location', 'date'])
-aggregated_data.rename(columns = {'date': 'month'}, inplace = True)
 
 # compute case fatality rate for each month
 aggregated_data['case_fatality_rate'] = (aggregated_data['new_deaths'] / aggregated_data['new_cases'])
-aggregated_data = aggregated_data.reindex(columns = ['location', 'month', 'case_fatality_rate', 'total_cases', 'new_cases', 'total_deaths', 'new_deaths'])
 
-# output results to csv and stdout
+# format aggregated_data and output results
+aggregated_data = aggregated_data.reindex(columns = ['location', 'date', 'case_fatality_rate', 'total_cases', 'new_cases', 'total_deaths', 'new_deaths'])
+aggregated_data.rename(columns = {'date': 'month'}, inplace = True)
+aggregated_data.set_index(['location', 'month'], inplace = True)
+
 print(aggregated_data.head(5))
-aggregated_data.to_csv('owid-covid-data-2020-monthly.csv')
+aggregated_data.to_csv(args.path_to_csv)