{"text_format":"2","workbook":"xlsx","n_sheets":3,"sheets":["CPI2019","changes 2018-2019","CPI Timeseries 2012 - 2019"],"not_rendered":{"charts":0,"images":0,"macros":0,"external_links":0,"defined_names":3,"comments":0,"pivot_tables":0},"unopened":[],"bounds":{"document_bytes":16777216,"sheet_cells":100000,"run_cost":"one","rows_first":2000,"rows_last":500,"rows_between":2000,"halvings":0,"cell_chars":16384,"cell_head_chars":4096},"cells_cut":0,"cells_raw":0,"read":"whole","date_system":"1900"}

{"sheet":"CPI2019","index":0,"n_rows":183,"n_cols":22,"rows_kept":183,"cut":false,"hidden":false,"merged":[]}
["Corruption Perceptions Index 2019: Global Scores "]
[]
["Country","ISO3","Region","CPI score 2019","Rank","standard error ","Number of sources","Lower CI","Upper CI","African Development Bank CPIA","Bertelsmann Foundation Sustainable Governance Index","Bertelsmann Foundation Transformation Index","Economist Intelligence Unit Country Ratings","Freedom House Nations in Transit Ratings","Global Insight Country Risk Ratings","IMD World Competitiveness Yearbook","PERC Asia Risk Guide","PRS International Country Risk Guide","Varieties of Democracy Project","World Bank CPIA","World Economic Forum EOS","World Justice Project Rule of Law Index"]
["Denmark","DNK","WE/EU",87,1,2.5424739999999999,8,82.830349999999996,91.169650000000004,"",97,"",90,"",83,94,"",93,77,"",79,86]
["New Zealand","NZL","AP",87,1,2.2864900000000001,8,83.250150000000005,90.749849999999995,"",97,"",90,"",83,83,"",93,77,"",89,82]
["Finland","FIN","WE/EU",86,3,2.9245109999999999,8,81.203800000000001,90.796199999999999,"",88,"",72,"",83,94,"",93,75,"",93,87]
["Singapore","SGP","AP",85,4,2.0484,9,81.640630000000002,88.359380000000002,"","",73,90,"",83,91,89,85,77,"",89,85]
["Sweden","SWE","WE/EU",85,4,1.9776929999999999,8,81.75658,88.24342,"",88,"",90,"",83,84,"",93,78,"",77,87]
["Switzerland","CHE","WE/EU",85,4,1.580087,7,82.408659999999998,87.591340000000002,"",88,"",90,"",83,88,"",85,77,"",83,""]
["Norway","NOR","WE/EU",84,7,1.646693,7,81.299419999999998,86.700580000000002,"",79,"",90,"",83,81,"",86,78,"","",88]
["Netherlands","NLD","WE/EU",82,8,2.2470289999999999,8,78.314869999999999,85.685130000000001,"",70,"",90,"",83,89,"",85,77,"",81,83]
["Germany","DEU","WE/EU",80,9,3.3097599999999998,8,74.57199,85.42801,"",79,"",90,"",83,91,"",85,77,"",61,78]
["Luxembourg","LUX","WE/EU",80,9,1.954564,7,76.794520000000006,83.205479999999994,"",79,"",72,"",83,81,"",85,75,"",86,""]
["Iceland","ISL","WE/EU",78,11,4.6270509999999998,7,70.411640000000006,85.588359999999994,"",53,"",72,"",83,87,"",85,77,"",87,""]
["Australia","AUS","AP",77,12,1.3179289999999999,9,74.8386,79.1614,"",79,"",72,"",71,81,83,76,76,"",76,78]
["Austria","AUT","WE/EU",77,12,1.5688150000000001,8,74.427149999999997,79.572850000000003,"",79,"",72,"",71,85,"",76,75,"",78,80]
["Canada","CAN","AME",77,12,2.7967909999999998,8,72.413259999999994,81.586740000000006,"",79,"",90,"",71,74,"",85,77,"",64,79]
["United Kingdom","GBR","WE/EU",77,12,3.337237,8,71.526929999999993,82.473070000000007,"",79,"",90,"",71,79,"",85,76,"",58,80]
["Hong Kong","HKG","AP",76,16,3.1520589999999999,8,70.830629999999999,81.169370000000001,"","","",90,"",71,82,61,76,72,"",84,73]
["Belgium","BEL","WE/EU",75,17,1.094819,7,73.204499999999996,76.795500000000004,"",79,"",72,"",71,74,"",76,77,"","",76]
["Estonia","EST","WE/EU",74,18,1.209875,10,72.015810000000002,75.984189999999998,"",79,77,72,77,71,69,"",67,75,"",74,75]
["Ireland","IRL","WE/EU",74,18,3.6109819999999999,7,68.07799,79.92201,"",79,"",55,"",71,84,"",76,76,"",79,""]
["Japan","JPN","AP",73,20,3.5104820000000001,9,67.242810000000006,78.757189999999994,"",53,"",72,"",71,73,80,67,73,"",92,79]
["United Arab Emirates","ARE","MENA",71,21,5.1262939999999997,8,62.592880000000001,79.407120000000006,"","",57,72,"",47,89,"",67,71,"",89,74]
["Uruguay","URY","AME",71,21,2.4722119999999999,7,66.945570000000004,75.054429999999996,"","",77,72,"",59,"","",76,76,"",66,72]
["France","FRA","WE/EU",69,23,2.2802889999999998,8,65.260319999999993,72.739680000000007,"",70,"",72,"",71,78,"",67,71,"",55,70]
["United States of America","USA","AME",69,23,4.1151679999999997,9,62.251130000000003,75.74888,"",70,"",90,"",71,74,48,76,71,"",53,72]
["Bhutan","BTN","AP",68,25,2.7566459999999999,4,63.479100000000003,72.520899999999997,"","",69,"","",71,"","","",72,60,"",""]
["Chile","CHL","AME",67,26,2.5526110000000002,9,62.813720000000004,71.186279999999996,"",62,77,72,"",59,54,"",67,75,"",69,64]
["Seychelles","SYC","SSA",66,27,3.3968579999999999,4,60.42915,71.570849999999993,"","","",72,"",71,"","","",64,"",57,""]
["Taiwan","TWN","AP",65,28,3.034662,8,60.023159999999997,69.976839999999996,"","",77,55,"",71,67,55,59,62,"",73,""]
["Bahamas","BHS","AME",64,29,5.8256160000000001,3,54.445990000000002,73.554010000000005,"","","","","",59,"","",76,"","","",58]
["Barbados","BRB","AME",62,30,6.0596100000000002,4,52.062240000000003,71.937759999999997,"","","","","",71,"","","",72,"",46,61]
["Portugal","PRT","WE/EU",62,30,2.8190930000000001,8,57.376690000000004,66.623310000000004,"",70,"",55,"",59,51,"",67,70,"",54,67]
["Qatar","QAT","MENA",62,30,7.9970689999999998,7,48.884810000000002,75.115200000000002,"","",41,72,"",47,82,"",59,38,"",92,""]
["Spain","ESP","WE/EU",62,30,3.1660870000000001,8,56.80762,67.19238,"",70,"",55,"",59,49,"",59,75,"",57,69]
["Botswana","BWA","SSA",61,34,3.7319270000000002,7,54.879640000000002,67.120360000000005,"","",61,72,"",71,"","",54,67,"",45,57]
["Brunei Darussalam","BRN","AP",60,35,6.1181520000000003,3,49.966230000000003,70.033770000000004,"","","","","",71,"","",50,"","",60,""]
["Israel","ISR","MENA",60,35,1.989104,7,56.737870000000001,63.262129999999999,"",62,"",55,"",59,54,"",59,67,"",66,""]
["Lithuania","LTU","WE/EU",60,35,2.3194729999999999,9,56.196060000000003,63.803939999999997,"",62,73,55,62,59,53,"",50,66,"",58,""]
["Slovenia","SVN","WE/EU",60,35,2.2835079999999999,10,56.255049999999997,63.744950000000003,"",62,65,55,71,71,51,"",59,62,"",51,58]
["Korea, South","KOR","AP",59,39,2.4389259999999999,10,55.000160000000001,62.999839999999999,"",62,61,55,"",59,55,47,54,71,"",54,72]
["Saint Vincent and the Grenadines","VCT","AME",59,39,4.1418100000000004,3,52.207430000000002,65.792569999999998,"","","","","",59,"","","","",52,"",66]
["Cabo Verde","CPV","SSA",58,41,4.2983840000000004,4,50.950650000000003,65.049350000000004,"","","","","",59,"","","",67,60,47,""]
["Cyprus","CYP","WE/EU",58,41,3.413456,7,52.40193,63.59807,"",44,"",72,"",59,51,"",59,64,"",58,""]
["Poland","POL","WE/EU",58,41,1.8450500000000001,10,54.974119999999999,61.025880000000001,"",53,57,55,62,59,60,"",51,69,"",53,65]
["Costa Rica","CRI","AME",56,44,3.9710179999999999,7,49.48753,62.51247,"","",69,55,"",47,"","",41,66,"",50,63]
["Czech Republic","CZE","WE/EU",56,44,1.868036,10,52.936419999999998,59.063580000000002,"",62,57,55,62,59,48,"",47,61,"",48,59]
["Georgia","GEO","ECA",56,44,3.8355929999999998,5,49.709629999999997,62.290370000000003,"","",53,"",50,47,"","","",68,"","",61]
["Latvia","LVA","WE/EU",56,44,3.5269140000000001,9,50.215859999999999,61.784140000000001,"",70,57,55,68,59,49,"",41,66,"",43,""]
["Dominica","DMA","AME",55,48,2.1648239999999999,3,51.449689999999997,58.550310000000003,"","","","","",59,"","","","",52,"",54]
["Saint Lucia","LCA","AME",55,48,4.154687,3,48.186309999999999,61.813690000000001,"","","","","",47,"","","","",60,"",58]
["Malta","MLT","WE/EU",54,50,1.551156,6,51.456099999999999,56.543900000000001,"",53,"",55,"",59,"","",50,59,"",51,""]
["Grenada","GRD","AME",53,51,4.3738000000000001,3,45.826970000000003,60.173029999999997,"","","","","",47,"","","","",52,"",62]
["Italy","ITA","WE/EU",53,51,3.2156380000000002,8,47.726349999999996,58.273650000000004,"",62,"",37,"",59,44,"",50,62,"",51,59]
["Malaysia","MYS","AP",53,51,2.2927059999999999,9,49.239960000000004,56.760039999999996,"","",53,55,"",59,56,46,41,60,"",62,49]
["Rwanda","RWA","SSA",53,51,4.754766,7,45.202179999999998,60.797820000000002,49,"",37,"","",59,"","","",56,43,76,50]
["Saudi Arabia","SAU","MENA",53,51,7.561369,7,40.599350000000001,65.400639999999996,"","",37,55,"",22,66,"",59,46,"",84,""]
["Mauritius","MUS","SSA",52,56,3.1246299999999998,6,46.875610000000002,57.124389999999998,"","",49,55,"",59,"","","",38,"",58,51]
["Namibia","NAM","SSA",52,56,3.1326070000000001,7,46.86253,57.13747,"","",41,55,"",59,"","",50,64,"",45,47]
["Oman","OMN","MENA",52,56,9.7789979999999996,6,35.962440000000001,68.037559999999999,"","",21,37,"",47,"","",50,65,"",90,""]
["Slovakia","SVK","WE/EU",50,59,4.570875,9,42.503770000000003,57.496229999999997,"",53,53,55,59,59,26,"",59,59,"",26,""]
["Cuba","CUB","AME",48,60,1.8697060000000001,5,44.933680000000003,51.066319999999997,"","",45,55,"",47,"","",50,45,"","",""]
["Greece","GRC","WE/EU",48,60,2.5682299999999998,8,43.788110000000003,52.211889999999997,"",53,"",37,"",59,44,"",41,51,"",44,53]
["Jordan","JOR","MENA",48,60,3.2924180000000001,8,42.600430000000003,53.399569999999997,"","",37,55,"",35,53,"",50,45,"",62,51]
["Croatia","HRV","WE/EU",47,63,2.417929,10,43.034599999999998,50.965400000000002,"",53,53,55,53,47,37,"",50,46,"",31,50]
["Sao Tome and Principe","STP","SSA",46,64,5.3637430000000004,4,37.20346,54.79654,34,"","","","",47,"","","",60,43,"",""]
["Vanuatu","VUT","AP",46,64,6.3762189999999999,3,35.542999999999999,56.457000000000001,"","","","","",47,"","","",57,35,"",""]
["Argentina","ARG","AME",45,66,3.2886570000000002,8,39.6066,50.3934,"","",61,37,"",47,38,"",37,54,"",36,50]
["Belarus","BLR","ECA",45,66,4.2004599999999996,7,38.111240000000002,51.888759999999998,"","",37,55,33,47,"","",32,49,"","",61]
["Montenegro","MNE","ECA",45,66,4.8362920000000003,5,37.068480000000001,52.931519999999999,"","",53,"",47,47,"","","",26,"",51,""]
["Senegal","SEN","SSA",45,66,2.0631460000000001,9,41.616439999999997,48.383560000000003,42,"",45,55,"",47,"","",35,54,43,42,43]
["Hungary","HUN","WE/EU",44,70,2.5771709999999999,10,39.773440000000001,48.226559999999999,"",35,37,55,47,59,38,"",50,45,"",38,40]
["Romania","ROU","WE/EU",44,70,2.7648480000000002,10,39.465649999999997,48.534350000000003,"",53,45,37,59,47,37,"",41,29,"",43,51]
["South Africa","ZAF","SSA",44,70,3.4421279999999999,8,38.354909999999997,49.645090000000003,"","",53,55,"",47,27,"",46,49,"",32,43]
["Suriname","SUR","AME",44,70,4.7630290000000004,4,36.188630000000003,51.811369999999997,"","","","","",35,"","",41,57,"","",45]
["Bulgaria","BGR","WE/EU",43,74,2.768014,10,38.460459999999998,47.539540000000002,"",44,57,37,53,47,32,"",50,33,"",40,36]
["Jamaica","JAM","AME",43,74,3.5835080000000001,7,37.123049999999999,48.876950000000001,"","",37,37,"",35,"","",41,61,"",38,50]
["Tunisia","TUN","MENA",43,74,3.9410790000000002,7,36.536630000000002,49.463369999999998,"","",33,37,"",47,"","",41,64,"",41,35]
["Armenia","ARM","ECA",42,77,4.3105979999999997,6,34.930619999999998,49.069380000000002,"","",45,"",39,47,"","",32,32,"",60,""]
["Bahrain","BHR","MENA",42,77,7.6457930000000003,6,29.460899999999999,54.539099999999998,"","",33,37,"",35,"","",41,27,"",79,""]
["Solomon Islands","SLB","AP",42,77,8.6896509999999996,3,27.74897,56.25103,"","","","","",59,"","","",31,35,"",""]
["Benin","BEN","SSA",41,80,2.6392449999999998,7,36.671639999999996,45.328360000000004,42,"",41,"","",35,"","","",54,43,40,33]
["China","CHN","AP",41,80,2.1009229999999999,8,37.554490000000001,44.445509999999999,"","",41,37,"",47,51,36,32,40,"","",41]
["Ghana","GHA","SSA",41,80,2.756812,9,36.478830000000002,45.521169999999998,47,"",41,55,"",35,"","",50,33,43,30,36]
["India","IND","AP",41,80,1.6049260000000001,9,38.367919999999998,43.632080000000002,"","",45,37,"",47,44,34,41,46,"",43,35]
["Morocco","MAR","MENA",41,80,3.1505179999999999,7,35.833150000000003,46.166849999999997,"","",29,37,"",35,"","",50,44,"",52,39]
["Burkina Faso","BFA","SSA",40,85,2.5428519999999999,8,35.829720000000002,44.170279999999998,44,"",33,"","",47,"","",41,48,43,27,37]
["Guyana","GUY","AME",40,85,3.337288,5,34.526850000000003,45.473149999999997,"","","","","",35,"","",41,53,35,"",38]
["Indonesia","IDN","AP",40,85,3.7566839999999999,9,33.839039999999997,46.160960000000003,"","",37,37,"",47,48,36,59,28,"",46,21]
["Kuwait","KWT","MENA",40,85,1.879429,6,36.917740000000002,43.082259999999998,"","",41,37,"",35,"","",41,41,"",48,""]
["Lesotho","LSO","SSA",40,85,3.9494220000000002,6,33.522950000000002,46.477049999999998,37,"",37,"","",59,"","","",39,35,32,""]
["Trinidad and Tobago","TTO","AME",40,85,5.3781270000000001,7,31.179870000000001,48.820129999999999,"","",37,37,"",35,"","",32,72,"",30,40]
["Serbia","SRB","ECA",39,91,2.484553,8,34.925330000000002,43.074669999999998,"","",45,37,53,35,"","",32,35,"",40,35]
["Turkey","TUR","ECA",39,91,3.3370190000000002,9,33.527290000000001,44.472709999999999,"",26,37,37,"",47,45,"",41,25,"",57,38]
["Ecuador","ECU","AME",38,93,2.19252,7,34.404269999999997,41.595730000000003,"","",49,37,"",35,"","",37,41,"",33,32]
["Sri Lanka","LKA","AP",38,93,2.113032,7,34.53463,41.46537,"","",45,37,"",35,"","",32,42,"",43,30]
["Timor-Leste","TLS","AP",38,93,4.4953799999999999,4,30.627579999999998,45.372430000000001,"","",45,"","",35,"","","",46,27,"",""]
["Colombia","COL","AME",37,96,2.4939450000000001,8,32.909930000000003,41.090069999999997,"","",45,37,"",47,26,"",41,35,"",31,35]
["Ethiopia","ETH","SSA",37,96,1.5160149999999999,9,34.513739999999999,39.486260000000001,37,"",33,37,"",47,"","",32,41,35,34,36]
["Gambia","GMB","SSA",37,96,5.9803280000000001,7,27.192260000000001,46.807740000000003,11,"",33,"","",47,"","",34,58,27,50,""]
["Tanzania","TZA","SSA",37,96,1.9185920000000001,9,33.85351,40.14649,39,"",41,37,"",35,"","",32,46,27,42,34]
["Vietnam","VNM","AP",37,96,2.8411339999999998,8,32.340539999999997,41.659460000000003,"","",37,20,"",47,"",37,41,42,"",40,34]
["Bosnia and Herzegovina","BIH","ECA",36,101,1.9526920000000001,7,32.797580000000004,39.202419999999996,"","",37,37,44,35,"","","",32,"",29,40]
["Kosovo","KSV","ECA",36,101,0.81468419999999997,5,34.663919999999997,37.336080000000003,"","",37,"",36,35,"","","",39,35,"",""]
["Panama","PAN","AME",36,101,1.3744190000000001,7,33.745950000000001,38.254049999999999,"","",37,37,"",35,"","",32,42,"",31,36]
["Peru","PER","AME",36,101,3.065588,8,30.972439999999999,41.027569999999997,"","",49,37,"",35,24,"",41,44,"",26,32]
["Thailand","THA","AP",36,101,2.4480409999999999,9,31.985209999999999,40.014789999999998,"","",37,37,"",35,45,38,32,20,"",43,38]
["Albania","ALB","ECA",35,106,2.5076689999999999,8,30.887419999999999,39.112580000000001,"","",37,37,42,35,"","",41,20,"",37,28]
["Algeria","DZA","MENA",35,106,2.5902620000000001,7,30.75197,39.24803,"","",37,37,"",35,"","",32,23,"",46,36]
["Brazil","BRA","AME",35,106,4.0602879999999999,8,28.34113,41.65887,"","",61,37,"",35,28,"",32,31,"",22,38]
["Cote d'Ivoire","CIV","SSA",35,106,2.4886680000000001,9,30.918579999999999,39.081409999999998,32,"",29,37,"",47,"","",32,48,35,28,29]
["Egypt","EGY","MENA",35,106,4.8634329999999997,7,27.023969999999998,42.976030000000002,"","",29,37,"",35,"","",32,20,"",62,31]
["North Macedonia","MKD","ECA",35,106,3.5627399999999998,7,29.157109999999999,40.8429,"","",41,20,47,35,"","","",28,"",32,42]
["Mongolia","MNG","AP",35,106,1.887561,9,31.904399999999999,38.095599999999997,"","",37,37,"",47,28,"",35,31,35,28,36]
["El Salvador","SLV","AME",34,113,2.5636540000000001,7,29.79561,38.204389999999997,"","",45,37,"",35,"","",32,25,"",28,38]
["Kazakhstan","KAZ","ECA",34,113,4.1766059999999996,9,27.150369999999999,40.849629999999998,"","",33,20,24,35,55,"",43,17,"",47,36]
["Nepal","NPL","AP",34,113,1.759387,6,31.114599999999999,36.885399999999997,"","",29,"","",35,"","","",29,35,40,35]
["Philippines","PHL","AP",34,113,1.585877,9,31.399159999999998,36.600839999999998,"","",33,37,"",35,29,39,41,30,"",32,27]
["Eswatini","SWZ","SSA",34,113,6.0758640000000002,4,24.03558,43.964419999999997,"","",17,"","",35,"","","",42,"",43,""]
["Zambia","ZMB","SSA",34,113,1.9736670000000001,9,30.763190000000002,37.236809999999998,39,"",29,37,"",35,"","",35,43,27,26,38]
["Sierra Leone","SLE","SSA",33,119,3.4650129999999999,8,27.31738,38.68262,34,"",33,20,"",47,"","",47,25,35,"",26]
["Moldova","MDA","ECA",32,120,2.3952279999999999,9,28.071829999999999,35.928170000000001,"","",29,37,33,47,"","",32,21,27,30,29]
["Niger","NER","SSA",32,120,1.7156769999999999,7,29.18629,34.81371,37,"",29,"","",35,"","",24,34,35,"",34]
["Pakistan","PAK","AP",32,120,2.4613170000000002,8,27.963439999999999,36.036560000000001,"","",21,37,"",35,"","",32,27,35,43,27]
["Bolivia","BOL","AME",31,123,2.9965609999999998,7,26.085640000000001,35.914360000000002,"","",37,37,"",35,"","",32,35,"",19,19]
["Gabon","GAB","SSA",31,123,2.4076029999999999,6,27.05153,34.94847,"","",33,37,"",35,"","",32,20,"",29,""]
["Malawi","MWI","SSA",31,123,1.779217,9,28.082080000000001,33.917920000000002,37,"",33,20,"",35,"","",32,33,27,27,35]
["Azerbaijan","AZE","ECA",30,126,7.1617769999999998,7,18.25468,41.74532,"","",29,20,21,35,"","",24,10,"",69,""]
["Djibouti","DJI","SSA",30,126,4.2766029999999997,5,22.986370000000001,37.013629999999999,27,"",25,"","",47,"","","",24,27,"",""]
["Kyrgyzstan","KGZ","ECA",30,126,2.540632,7,25.833359999999999,34.166640000000001,"","",37,"",30,35,"","","",17,35,26,27]
["Ukraine","UKR","ECA",30,126,2.3805589999999999,9,26.095880000000001,33.904119999999999,"","",41,20,36,22,31,"",36,23,"",30,34]
["Guinea","GIN","SSA",29,130,2.499444,8,24.90091,33.099089999999997,27,"",37,"","",35,"","",24,20,27,38,22]
["Laos","LAO","AP",29,130,4.9958739999999997,5,20.80677,37.19323,"","",21,"","",35,"","","",18,27,46,""]
["Maldives","MDV","AP",29,130,2.5699679999999998,3,24.785250000000001,33.214750000000002,"","","","","",35,"","","",27,27,"",""]
["Mali","MLI","SSA",29,130,2.6204830000000001,8,24.70241,33.29759,34,"",33,"","",35,"","",32,24,35,19,18]
["Mexico","MEX","AME",29,130,1.725735,9,26.169789999999999,31.830210000000001,"",35,29,37,"",22,28,"",24,33,"",32,25]
["Myanmar","MMR","AP",29,130,4.2127920000000003,7,22.09102,35.90898,"","",21,20,"",22,"","",32,52,27,"",28]
["Togo","TGO","SSA",29,130,2.4049,7,25.055969999999999,32.944029999999998,24,"",25,"","",35,"","",32,20,35,"",35]
["Dominican Republic","DOM","AME",28,137,2.699341,7,23.573080000000001,32.426920000000003,"","",29,37,"",22,"","",32,15,"",30,28]
["Kenya","KEN","SSA",28,137,2.1677520000000001,9,24.444890000000001,31.555109999999999,27,"",33,20,"",35,"","",36,22,35,24,22]
["Lebanon","LBN","MENA",28,137,2.271487,7,24.274760000000001,31.725239999999999,"","",21,37,"",22,"","",24,28,"",32,32]
["Liberia","LBR","SSA",28,137,2.6673309999999999,7,23.625579999999999,32.374420000000001,34,"",37,"","",22,"","",32,18,27,"",22]
["Mauritania","MRT","SSA",28,137,2.7291020000000001,6,23.524270000000001,32.475729999999999,27,"",29,"","",35,"","","",17,35,"",28]
["Papua New Guinea","PNG","AP",28,137,2.3797990000000002,6,24.09713,31.90287,"","",29,20,"",22,"","",32,29,35,"",""]
["Paraguay","PRY","AME",28,137,2.8354020000000002,6,23.34994,32.650060000000003,"","",33,37,"",22,"","",32,25,"",20,""]
["Russia","RUS","ECA",28,137,2.4764390000000001,9,23.938639999999999,32.061360000000001,"","",29,20,24,22,37,"",24,21,"",38,36]
["Uganda","UGA","SSA",28,137,2.0350109999999999,9,24.662579999999998,31.337420000000002,29,"",33,37,"",22,"","",24,31,27,29,17]
["Angola","AGO","SSA",26,146,1.8216270000000001,7,23.012530000000002,28.987469999999998,"","",29,20,"",22,"","",29,32,"",20,27]
["Bangladesh","BGD","AP",26,146,2.6172819999999999,8,21.707660000000001,30.292339999999999,"","",25,20,"",22,"","",41,17,27,31,27]
["Guatemala","GTM","AME",26,146,2.2317070000000001,7,22.34,29.66,"","",25,20,"",22,"","",32,18,"",32,30]
["Honduras","HND","AME",26,146,3.2541639999999998,7,20.663170000000001,31.336829999999999,"","",21,20,"",22,"","",41,19,35,"",24]
["Iran","IRN","MENA",26,146,3.6263019999999999,7,20.052859999999999,31.947140000000001,"","",13,20,"",35,"","",24,23,"",28,42]
["Mozambique","MOZ","SSA",26,146,2.9773710000000002,9,21.11711,30.88289,11,"",25,20,"",35,"","",32,39,27,16,27]
["Nigeria","NGA","SSA",26,146,1.8681289999999999,8,22.93627,29.06373,"","",33,20,"",22,"","",24,24,35,24,26]
["Cameroon","CMR","SSA",25,153,2.4244880000000002,9,21.02384,28.97616,34,"",29,20,"",35,"","",24,12,27,26,20]
["Central African Republic","CAF","SSA",25,153,1.428002,5,22.658080000000002,27.341919999999998,24,"",29,"","",22,"","","",21,27,"",""]
["Comoros","COM","SSA",25,153,8.9047289999999997,4,10.39625,39.603760000000001,4,"","","","",47,"","","",21,27,"",""]
["Tajikistan","TJK","ECA",25,153,6.6599760000000003,6,14.077640000000001,35.922359999999998,"","",17,"",21,22,"","","",13,18,57,""]
["Uzbekistan","UZB","ECA",25,153,2.0107300000000001,7,21.702400000000001,28.297599999999999,"","",29,20,21,22,"","","",22,27,"",35]
["Madagascar","MDG","SSA",24,158,2.4753349999999998,8,19.940449999999998,28.059550000000002,19,"",33,"","",35,"","",24,21,27,17,16]
["Zimbabwe","ZWE","SSA",24,158,2.3077450000000002,9,20.215299999999999,27.784700000000001,16,"",21,37,"",22,"","",15,22,27,31,24]
["Eritrea","ERI","SSA",23,160,6.6573950000000002,5,12.08187,33.918129999999998,4,"",13,"","",35,"","","",39,27,"",""]
["Nicaragua","NIC","AME",22,161,1.162477,7,20.093540000000001,23.906459999999999,"","",21,20,"",22,"","",24,17,27,"",24]
["Cambodia","KHM","AP",20,162,3.4095140000000002,8,14.4084,25.5916,"","",13,20,"",22,"",34,"",14,10,35,14]
["Chad","TCD","SSA",20,162,2.451336,6,15.979810000000001,24.020189999999999,24,"",21,"","",22,"","","",9,27,19,""]
["Iraq","IRQ","MENA",20,162,2.9800119999999999,5,15.112780000000001,24.887219999999999,"","",29,20,"",10,"","",19,22,"","",""]
["Burundi","BDI","SSA",19,165,4.8940060000000001,6,10.97383,27.02617,14,"",17,"","",22,"","","",11,10,42,""]
["Congo","COG","SSA",19,165,1.031566,6,17.308229999999998,20.691770000000002,"","",21,20,"",22,"","",15,20,18,"",""]
["Turkmenistan","TKM","ECA",19,165,1.4171149999999999,5,16.675930000000001,21.324069999999999,"","",17,20,21,22,"","","",15,"","",""]
["Democratic Republic of the Congo","COD","SSA",18,168,1.4268829999999999,9,15.65991,20.34009,24,"",21,20,"",22,"","",15,10,18,16,16]
["Guinea Bissau","GNB","SSA",18,168,2.9091140000000002,6,13.229050000000001,22.770949999999999,11,"",29,"","",22,"","",19,15,10,"",""]
["Haiti","HTI","AME",18,168,3.2349709999999998,6,12.694649999999999,23.305350000000001,"","",17,"","",22,"","",24,13,27,5,""]
["Libya","LBY","MENA",18,168,2.2410519999999998,5,14.324669999999999,21.675329999999999,"","",21,20,"",10,"","",15,22,"","",""]
["Korea, North","PRK","AP",17,172,3.159824,4,11.81789,22.182110000000002,"","",17,"","",10,"","",15,25,"","",""]
["Afghanistan","AFG","AP",16,173,2.5545360000000001,5,11.810560000000001,20.189440000000001,"","",25,"","",10,"","","",13,18,"",14]
["Equatorial Guinea","GNQ","SSA",16,173,2.9977510000000001,4,11.083690000000001,20.916309999999999,"","",9,20,"",22,"","","",15,"","",""]
["Sudan","SDN","SSA",16,173,2.7434310000000002,7,11.500769999999999,20.499230000000001,14,"",13,20,"",22,"","",6,27,10,"",""]
["Venezuela","VEN","AME",16,173,2.0488580000000001,8,12.63987,19.360130000000002,"","",9,20,"",10,23,"",15,25,"",16,13]
["Yemen","YEM","MENA",15,177,1.8859939999999999,7,11.906969999999999,18.093029999999999,"","",13,20,"",10,"","",15,13,10,23,""]
["Syria","SYR","MENA",13,178,1.9215150000000001,5,9.8487159999999996,16.15128,"","",9,20,"",10,"","",15,13,"","",""]
["South Sudan","SSD","SSA",12,179,1.2639419999999999,5,9.9271349999999998,14.07286,11,"",17,"","",10,"","","",13,10,"",""]
["Somalia","SOM","SSA",9,180,1.740826,5,6.1450449999999996,11.85496,4,"",9,"","",10,"","",6,14,"","",""]

{"sheet":"changes 2018-2019","index":1,"n_rows":183,"n_cols":11,"rows_kept":183,"cut":false,"hidden":false,"merged":[]}
["Corruption Perceptions Index 2019: Score and rank changes 2018-2019"]
[]
["Country","ISO3","Region","CPI 2019","CPI 2018","Change in scores 2018-2019","CPI rank 2019","CPI rank 2018","Change in rank 2018-2019","Standard error 2019","Standard error 2018"]
["Armenia","ARM","ECA",42,35,7,77,105,-28,4.3105979999999997,4]
["Angola","AGO","SSA",26,19,7,146,165,-19,1.8216270000000001,1.31]
["Malaysia","MYS","AP",53,47,6,51,61,-10,2.2927059999999999,2.86]
["Bahrain","BHR","MENA",42,36,6,77,99,-22,7.6457930000000003,1.81]
["Argentina","ARG","AME",45,40,5,66,85,-19,3.2886570000000002,2.7]
["Azerbaijan","AZE","ECA",30,25,5,126,152,-26,7.1617769999999998,4.09]
["Spain","ESP","WE/EU",62,58,4,30,41,-11,3.1660870000000001,4.33]
["Saudi Arabia","SAU","MENA",53,49,4,51,58,-7,7.561369,6.34]
["Ecuador","ECU","AME",38,34,4,93,114,-21,2.19252,3.46]
["Vietnam","VNM","AP",37,33,4,96,117,-21,2.8411339999999998,2.84]
["Greece","GRC","WE/EU",48,45,3,60,67,-7,2.5682299999999998,2.5099999999999998]
["Guyana","GUY","AME",40,37,3,85,93,-8,3.337288,0.77]
["Timor-Leste","TLS","AP",38,35,3,93,105,-12,4.4953799999999999,4.8099999999999996]
["Ethiopia","ETH","SSA",37,34,3,96,114,-18,1.5160149999999999,1.52]
["Kazakhstan","KAZ","ECA",34,31,3,113,124,-11,4.1766059999999996,3.6]
["Nepal","NPL","AP",34,31,3,113,124,-11,1.759387,1.85]
["Sierra Leone","SLE","SSA",33,30,3,119,129,-10,3.4650129999999999,2.17]
["Mozambique","MOZ","SSA",26,23,3,146,158,-12,2.9773710000000002,2.64]
["Korea, North","PRK","AP",17,14,3,172,176,-4,3.159824,1.39]
["Iceland","ISL","WE/EU",78,76,2,11,14,-3,4.6270509999999998,4.33]
["Taiwan","TWN","AP",65,63,2,28,31,-3,3.034662,3.06]
["Korea, South","KOR","AP",59,57,2,39,45,-6,2.4389259999999999,2.74]
["China","CHN","AP",41,39,2,80,87,-7,2.1009229999999999,2.02]
["Indonesia","IDN","AP",40,38,2,85,89,-4,3.7566839999999999,3.35]
["Bolivia","BOL","AME",31,29,2,123,132,-9,2.9965609999999998,3.6]
["Uganda","UGA","SSA",28,26,2,137,149,-12,2.0350109999999999,2.13]
["Uzbekistan","UZB","ECA",25,23,2,153,158,-5,2.0107300000000001,1.93]
["Zimbabwe","ZWE","SSA",24,22,2,158,160,-2,2.3077450000000002,2.29]
["Iraq","IRQ","MENA",20,18,2,162,168,-6,2.9800119999999999,2.63]
["Burundi","BDI","SSA",19,17,2,165,170,-5,4.8940060000000001,2.65]
["Guinea Bissau","GNB","SSA",18,16,2,168,172,-4,2.9091140000000002,1.97]
["Finland","FIN","WE/EU",86,85,1,3,3,0,2.9245109999999999,2.74]
["Austria","AUT","WE/EU",77,76,1,12,14,-2,1.5688150000000001,1.37]
["Estonia","EST","WE/EU",74,73,1,18,18,0,1.209875,1.44]
["Ireland","IRL","WE/EU",74,73,1,18,18,0,3.6109819999999999,3.25]
["United Arab Emirates","ARE","MENA",71,70,1,21,23,-2,5.1262939999999997,4.5599999999999996]
["Uruguay","URY","AME",71,70,1,21,23,-2,2.4722119999999999,2.73]
["Lithuania","LTU","WE/EU",60,59,1,35,38,-3,2.3194729999999999,2.2999999999999998]
["Saint Vincent and the Grenadines","VCT","AME",59,58,1,39,41,-2,4.1418100000000004,3.39]
["Cabo Verde","CPV","SSA",58,57,1,41,45,-4,4.2983840000000004,4.22]
["Grenada","GRD","AME",53,52,1,51,53,-2,4.3738000000000001,3]
["Italy","ITA","WE/EU",53,52,1,51,53,-2,3.2156380000000002,3.29]
["Mauritius","MUS","SSA",52,51,1,56,56,0,3.1246299999999998,3.83]
["Cuba","CUB","AME",48,47,1,60,61,-1,1.8697060000000001,2.56]
["Belarus","BLR","ECA",45,44,1,66,70,-4,3.6396670000000002,3.92]
["South Africa","ZAF","SSA",44,43,1,70,73,-3,3.4421279999999999,3.8]
["Suriname","SUR","AME",44,43,1,70,73,-3,4.7630290000000004,3.22]
["Bulgaria","BGR","WE/EU",43,42,1,74,77,-3,2.768014,2.41]
["Benin","BEN","SSA",41,40,1,80,85,-5,2.6392449999999998,3.14]
["Colombia","COL","AME",37,36,1,96,99,-3,2.4939450000000001,2.5099999999999998]
["Tanzania","TZA","SSA",37,36,1,96,99,-3,1.9185920000000001,1.83]
["Peru","PER","AME",36,35,1,101,105,-4,3.065588,3.1]
["Kyrgyzstan","KGZ","ECA",30,29,1,126,132,-6,2.540632,2.37]
["Guinea","GIN","SSA",29,28,1,130,138,-8,2.499444,2.67]
["Mexico","MEX","AME",29,28,1,130,138,-8,1.725735,1.83]
["Kenya","KEN","SSA",28,27,1,137,144,-7,2.1677520000000001,1.82]
["Mauritania","MRT","SSA",28,27,1,137,144,-7,2.7291020000000001,2.95]
["Chad","TCD","SSA",20,19,1,162,165,-3,2.451336,2.94]
["Libya","LBY","MENA",18,17,1,168,170,-2,2.2410519999999998,2.57]
["Yemen","YEM","MENA",15,14,1,177,176,1,1.8859939999999999,1.45]
["New Zealand","NZL","AP",87,87,0,1,2,-1,2.2864900000000001,2.44]
["Singapore","SGP","AP",85,85,0,4,3,1,2.0484,1.98]
["Sweden","SWE","WE/EU",85,85,0,4,3,1,1.9776929999999999,2.02]
["Switzerland","CHE","WE/EU",85,85,0,4,3,1,1.580087,1.57]
["Norway","NOR","WE/EU",84,84,0,7,7,0,1.646693,2.14]
["Netherlands","NLD","WE/EU",82,82,0,8,8,0,2.2470289999999999,2.2999999999999998]
["Germany","DEU","WE/EU",80,80,0,9,11,-2,3.3097599999999998,2.4900000000000002]
["Australia","AUS","AP",77,77,0,12,13,-1,1.3179289999999999,1.27]
["Hong Kong","HKG","AP",76,76,0,16,14,2,3.1520589999999999,2.4700000000000002]
["Belgium","BEL","WE/EU",75,75,0,17,17,0,1.094819,1.0900000000000001]
["Japan","JPN","AP",73,73,0,20,18,2,3.5104820000000001,2.85]
["Bhutan","BTN","AP",68,68,0,25,25,0,2.7566459999999999,2.86]
["Chile","CHL","AME",67,67,0,26,27,-1,2.5526110000000002,1.88]
["Seychelles","SYC","SSA",66,66,0,27,28,-1,3.3968579999999999,3.08]
["Qatar","QAT","MENA",62,62,0,30,33,-3,7.9970689999999998,8.08]
["Botswana","BWA","SSA",61,61,0,34,34,0,3.7319270000000002,2.76]
["Slovenia","SVN","WE/EU",60,60,0,35,36,-1,2.2835079999999999,2.37]
["Costa Rica","CRI","AME",56,56,0,44,48,-4,3.9710179999999999,3.65]
["Saint Lucia","LCA","AME",55,55,0,48,50,-2,4.154687,4.2699999999999996]
["Malta","MLT","WE/EU",54,54,0,50,51,-1,1.551156,1.39]
["Oman","OMN","MENA",52,52,0,56,53,3,9.7789979999999996,9.4600000000000009]
["Slovakia","SVK","WE/EU",50,50,0,59,57,2,4.570875,4.1100000000000003]
["Sao Tome and Principe","STP","SSA",46,46,0,64,64,0,5.3637430000000004,5.05]
["Vanuatu","VUT","AP",46,46,0,64,64,0,6.3762189999999999,5.97]
["Montenegro","MNE","ECA",45,45,0,66,67,-1,4.8362920000000003,4.43]
["Senegal","SEN","SSA",45,45,0,66,67,-1,2.0631460000000001,2.5099999999999998]
["Tunisia","TUN","MENA",43,43,0,74,73,1,3.9410790000000002,3.86]
["Ghana","GHA","SSA",41,41,0,80,78,2,2.756812,2.54]
["India","IND","AP",41,41,0,80,78,2,1.6049260000000001,2.42]
["Serbia","SRB","ECA",39,39,0,91,87,4,2.484553,2.89]
["Sri Lanka","LKA","AP",38,38,0,93,89,4,2.113032,1.85]
["Gambia","GMB","SSA",37,37,0,96,93,3,5.9803280000000001,9.44]
["Thailand","THA","AP",36,36,0,101,99,2,2.4480409999999999,2.08]
["Algeria","DZA","MENA",35,35,0,106,105,1,2.5902620000000001,1.21]
["Brazil","BRA","AME",35,35,0,106,105,1,4.0602879999999999,4.05]
["Cote d'Ivoire","CIV","SSA",35,35,0,106,105,1,2.4886680000000001,2.0499999999999998]
["Egypt","EGY","MENA",35,35,0,106,105,1,4.8634329999999997,4.59]
["Gabon","GAB","SSA",31,31,0,123,124,-1,2.4076029999999999,3.92]
["Laos","LAO","AP",29,29,0,130,132,-2,4.9958739999999997,5.7]
["Myanmar","MMR","AP",29,29,0,130,132,-2,4.2127920000000003,3.94]
["Lebanon","LBN","MENA",28,28,0,137,138,-1,2.271487,2.2799999999999998]
["Papua New Guinea","PNG","AP",28,28,0,137,138,-1,2.3797990000000002,2.4700000000000002]
["Russia","RUS","ECA",28,28,0,137,138,-1,2.4764390000000001,2.5099999999999998]
["Bangladesh","BGD","AP",26,26,0,146,149,-3,2.6172819999999999,2.63]
["Cameroon","CMR","SSA",25,25,0,153,152,1,2.4244880000000002,2.4300000000000002]
["Tajikistan","TJK","ECA",25,25,0,153,152,1,6.6599760000000003,5.73]
["Cambodia","KHM","AP",20,20,0,162,161,1,3.4095140000000002,2.58]
["Congo","COG","SSA",19,19,0,165,165,0,1.031566,1.04]
["Afghanistan","AFG","AP",16,16,0,173,172,1,2.5545360000000001,1.41]
["Equatorial Guinea","GNQ","SSA",16,16,0,173,172,1,2.9977510000000001,2.82]
["Sudan","SDN","SSA",16,16,0,173,172,1,2.7434310000000002,2.5099999999999998]
["Syria","SYR","MENA",13,13,0,178,178,0,1.9215150000000001,1.92]
["Denmark","DNK","WE/EU",87,88,-1,1,1,0,2.5424739999999999,2.63]
["Luxembourg","LUX","WE/EU",80,81,-1,9,9,0,1.954564,2.3199999999999998]
["Bahamas","BHS","AME",64,65,-1,29,29,0,5.8256160000000001,5.39]
["Israel","ISR","MENA",60,61,-1,35,34,1,1.989104,1.49]
["Cyprus","CYP","WE/EU",58,59,-1,41,38,3,3.413456,3.54]
["Namibia","NAM","SSA",52,53,-1,56,52,4,3.1326070000000001,3.72]
["Jordan","JOR","MENA",48,49,-1,60,58,2,3.2924180000000001,3.21]
["Croatia","HRV","WE/EU",47,48,-1,63,60,3,2.417929,2.77]
["Jamaica","JAM","AME",43,44,-1,74,70,4,3.5835080000000001,3.37]
["Burkina Faso","BFA","SSA",40,41,-1,85,78,7,2.5428519999999999,1.81]
["Kuwait","KWT","MENA",40,41,-1,85,78,7,1.879429,3.47]
["Lesotho","LSO","SSA",40,41,-1,85,78,7,3.9494220000000002,3.67]
["Trinidad and Tobago","TTO","AME",40,41,-1,85,78,7,5.3781270000000001,5.8]
["Kosovo","KSV","ECA",36,37,-1,101,93,8,0.81468419999999997,1.49]
["Panama","PAN","AME",36,37,-1,101,93,8,1.3744190000000001,1.76]
["Albania","ALB","ECA",35,36,-1,106,99,7,2.5076689999999999,1.65]
["El Salvador","SLV","AME",34,35,-1,113,105,8,2.5636540000000001,2.59]
["Zambia","ZMB","SSA",34,35,-1,113,105,8,1.9736670000000001,1.93]
["Moldova","MDA","ECA",32,33,-1,120,117,3,2.3952279999999999,2.13]
["Pakistan","PAK","AP",32,33,-1,120,117,3,2.4613170000000002,2.06]
["Malawi","MWI","SSA",31,32,-1,123,120,3,1.779217,2.61]
["Djibouti","DJI","SSA",30,31,-1,126,124,2,4.2766029999999997,5.38]
["Togo","TGO","SSA",29,30,-1,130,129,1,2.4049,2.35]
["Paraguay","PRY","AME",28,29,-1,137,132,5,2.8354020000000002,3.05]
["Guatemala","GTM","AME",26,27,-1,146,144,2,2.2317070000000001,2.56]
["Nigeria","NGA","SSA",26,27,-1,146,144,2,1.8681289999999999,2.0299999999999998]
["Central African Republic","CAF","SSA",25,26,-1,153,149,4,1.428002,1.1399999999999999]
["Madagascar","MDG","SSA",24,25,-1,158,152,6,2.4753349999999998,2.64]
["Eritrea","ERI","SSA",23,24,-1,160,157,3,6.6573950000000002,8.24]
["Turkmenistan","TKM","ECA",19,20,-1,165,161,4,1.4171149999999999,1.22]
["South Sudan","SSD","SSA",12,13,-1,179,178,1,1.2639419999999999,1.86]
["Somalia","SOM","SSA",9,10,-1,180,180,0,1.740826,3.08]
["United States of America","USA","AME",69,71,-2,23,22,1,4.1151679999999997,3.25]
["Portugal","PRT","WE/EU",62,64,-2,30,30,0,2.8190930000000001,2.14]
["Poland","POL","WE/EU",58,60,-2,41,36,5,1.8450500000000001,1.69]
["Georgia","GEO","ECA",56,58,-2,44,41,3,3.8355929999999998,3.92]
["Latvia","LVA","WE/EU",56,58,-2,44,41,3,3.5269140000000001,2.95]
["Dominica","DMA","AME",55,57,-2,48,45,3,2.1648239999999999,2.5499999999999998]
["Hungary","HUN","WE/EU",44,46,-2,70,64,6,2.5771709999999999,2.79]
["Solomon Islands","SLB","AP",42,44,-2,77,70,7,8.6896509999999996,7.38]
["Morocco","MAR","MENA",41,43,-2,80,73,7,3.1505179999999999,3.68]
["Turkey","TUR","ECA",39,41,-2,91,78,13,3.3370190000000002,3.03]
["Bosnia and Herzegovina","BIH","ECA",36,38,-2,101,89,12,1.9526920000000001,1.86]
["North Macedonia","MKD","ECA",35,37,-2,106,93,13,3.5627399999999998,3.38]
["Mongolia","MNG","AP",35,37,-2,106,93,13,1.887561,1.94]
["Philippines","PHL","AP",34,36,-2,113,99,14,1.585877,1.55]
["Niger","NER","SSA",32,34,-2,120,114,6,1.7156769999999999,2.98]
["Ukraine","UKR","ECA",30,32,-2,126,120,6,2.3805589999999999,2.27]
["Maldives","MDV","AP",29,31,-2,130,124,6,2.5699679999999998,2.2400000000000002]
["Dominican Republic","DOM","AME",28,30,-2,137,129,8,2.699341,2.57]
["Iran","IRN","MENA",26,28,-2,146,138,8,3.6263019999999999,2.89]
["Comoros","COM","SSA",25,27,-2,153,144,9,8.9047289999999997,9]
["Democratic Republic of the Congo","COD","SSA",18,20,-2,168,161,7,1.4268829999999999,2.13]
["Haiti","HTI","AME",18,20,-2,168,161,7,3.2349709999999998,2.4700000000000002]
["Venezuela","VEN","AME",16,18,-2,173,168,5,2.0488580000000001,2.13]
["United Kingdom","GBR","WE/EU",77,80,-3,12,11,1,3.337237,2.0299999999999998]
["France","FRA","WE/EU",69,72,-3,23,21,2,2.2802889999999998,1.17]
["Brunei Darussalam","BRN","AP",60,63,-3,35,31,4,6.1181520000000003,6.62]
["Czech Republic","CZE","WE/EU",56,59,-3,44,38,6,1.868036,2.2799999999999998]
["Rwanda","RWA","SSA",53,56,-3,51,48,3,4.754766,6.07]
["Romania","ROU","WE/EU",44,47,-3,70,61,9,2.7648480000000002,3.25]
["Mali","MLI","SSA",29,32,-3,130,120,10,2.6204830000000001,1.38]
["Honduras","HND","AME",26,29,-3,146,132,14,3.2541639999999998,2.42]
["Nicaragua","NIC","AME",22,25,-3,161,152,9,1.162477,1.1299999999999999]
["Canada","CAN","AME",77,81,-4,12,9,3,2.7967909999999998,2.16]
["Eswatini","SWZ","SSA",34,38,-4,113,89,24,6.0758640000000002,4.4800000000000004]
["Liberia","LBR","SSA",28,32,-4,137,120,17,2.6673309999999999,3.31]
["Barbados","BRB","AME",62,68,-6,30,25,5,6.0596100000000002,3.12]

{"sheet":"CPI Timeseries 2012 - 2019","index":2,"n_rows":183,"n_cols":30,"rows_kept":183,"cut":false,"hidden":false,"merged":[]}
["Corruption Perceptions Index 2019: Score timeseries since 2012"]
[]
["Country","ISO3","Region","CPI score 2019","Rank 2019","Sources 2019","Standard error 2019","CPI score 2018","Rank 2018","Sources 2018","Standard error 2018","CPI score 2017","Rank 2017","Sources 2017","Standard error 2017","CPI score 2016","Sources 2016","Standard error 2016","CPI score 2015","Sources 2015","Standard error 2015","CPI score 2014","Sources 2014","Standard error 2014","CPI Score 2013","Sources 2013","Standard error 2013","CPI Score 2012","Sources 2012","Standard error 2012"]
["New Zealand","NZL","AP",87,1,8,2.2864900000000001,87,2,8,2.44,89,1,8,2.4,90,7,2.56,91,7,2.3199999999999998,91,7,2.2799999999999998,91,7,2.2999999999999998,90,7,2.2000000000000002]
["Denmark","DNK","WE/EU",87,1,8,2.5424739999999999,88,1,8,2.63,88,2,8,2.75,90,7,2.46,91,7,2.16,92,7,2.04,91,7,2.2000000000000002,90,7,2]
["Finland","FIN","WE/EU",86,3,8,2.9245109999999999,85,3,8,2.74,85,3,8,2.84,89,7,1.46,90,7,1.77,89,7,2.0499999999999998,89,7,1.7,90,7,3]
["Switzerland","CHE","WE/EU",85,4,7,1.580087,85,3,7,1.57,85,3,7,1.71,86,6,1.57,86,6,2.5499999999999998,86,6,2.61,85,6,2.5,86,6,2.6]
["Singapore","SGP","AP",85,4,9,2.0484,85,3,9,1.98,84,6,9,2.2599999999999998,84,8,2.35,85,8,2.02,84,8,1.75,86,9,2.2999999999999998,87,9,2.1]
["Sweden","SWE","WE/EU",85,4,8,1.9776929999999999,85,3,8,2.02,84,6,8,2.27,88,7,1.33,89,7,1.71,87,7,3.41,89,7,2.2999999999999998,88,7,1.9]
["Norway","NOR","WE/EU",84,7,7,1.646693,84,7,8,2.14,85,3,8,1.83,85,7,1.85,88,7,2.2400000000000002,86,7,2.38,86,7,2.2999999999999998,85,7,1.6]
["Netherlands","NLD","WE/EU",82,8,8,2.2470289999999999,82,8,8,2.2999999999999998,82,8,8,2.23,83,7,2.3199999999999998,84,7,1.98,83,7,1.97,83,7,2,84,7,2]
["Luxembourg","LUX","WE/EU",80,9,7,1.954564,81,9,7,2.3199999999999998,82,8,6,2.08,81,6,1.96,85,5,1.6,82,6,2.78,80,6,2.9,80,6,2.8]
["Germany","DEU","WE/EU",80,9,8,3.3097599999999998,80,11,8,2.4900000000000002,81,12,8,1.87,81,7,2.73,81,7,2.5,79,7,2.58,78,8,2.4,79,8,2.2999999999999998]
["Iceland","ISL","WE/EU",78,11,7,4.6270509999999998,76,14,7,4.33,77,13,7,4.38,78,6,3.81,79,5,4.53,79,6,3.16,78,6,2.8,82,6,4.0999999999999996]
["Canada","CAN","AME",77,12,8,2.7967909999999998,81,9,8,2.16,82,8,8,1.49,82,7,2.0299999999999998,83,7,1.63,81,7,2.4500000000000002,81,7,2.4,84,7,2.2000000000000002]
["United Kingdom","GBR","WE/EU",77,12,8,3.337237,80,11,8,2.0299999999999998,82,8,8,1.7,81,7,2.12,81,7,2.4,78,7,2.09,76,8,1.3,74,8,1.3]
["Australia","AUS","AP",77,12,9,1.3179289999999999,77,13,9,1.27,77,13,9,1.4,79,8,1.27,79,8,1.5,80,8,1.31,81,8,1.5,85,8,1.1000000000000001]
["Austria","AUT","WE/EU",77,12,8,1.5688150000000001,76,14,8,1.37,75,16,8,1.17,75,7,1.36,76,7,1.76,72,7,3.49,69,8,3.2,69,8,2.4]
["Hong Kong","HKG","AP",76,16,8,3.1520589999999999,76,14,8,2.4700000000000002,77,13,7,2.37,77,7,2.62,75,7,2.48,74,7,2.75,75,8,2.4,77,8,1.9]
["Belgium","BEL","WE/EU",75,17,7,1.094819,75,17,8,1.0900000000000001,75,16,8,1.63,77,7,1.55,77,7,1.34,76,7,2.2599999999999998,75,7,2.2999999999999998,75,7,2.4]
["Ireland","IRL","WE/EU",74,18,7,3.6109819999999999,73,18,7,3.25,74,19,7,3.68,73,6,4.3099999999999996,75,6,4.92,74,6,4.75,72,6,4.2,69,6,3.5]
["Estonia","EST","WE/EU",74,18,10,1.209875,73,18,10,1.44,71,21,10,2.21,70,10,2.16,70,9,2.79,69,9,2.89,68,9,2.7,64,8,3]
["Japan","JPN","AP",73,20,9,3.5104820000000001,73,18,9,2.85,73,20,9,2.66,72,8,3.02,75,8,2.96,76,8,3.16,74,9,2.4,74,9,2.2999999999999998]
["United Arab Emirates","ARE","MENA",71,21,8,5.1262939999999997,70,23,8,4.5599999999999996,71,21,7,6.26,66,7,5.7,70,7,5.07,70,7,5.14,69,7,4.7,68,7,4.3]
["Uruguay","URY","AME",71,21,7,2.4722119999999999,70,23,7,2.73,70,23,7,2.67,71,6,2.68,74,6,1.68,73,6,1.41,73,6,1.4,72,6,1.5]
["United States of America","USA","AME",69,23,9,4.1151679999999997,71,22,9,3.25,75,16,9,3.24,74,9,3.15,76,8,3.47,74,8,3.74,73,9,4,73,9,4.0999999999999996]
["France","FRA","WE/EU",69,23,8,2.2802889999999998,72,21,8,1.17,70,23,8,1.36,69,7,2.97,70,7,2.4900000000000002,69,7,2.17,71,8,2.4,71,8,2.4]
["Bhutan","BTN","AP",68,25,4,2.7566459999999999,68,25,4,2.86,67,26,5,1.83,65,5,2.12,65,4,2.14,65,4,1.81,63,4,2.6,63,3,3.6]
["Chile","CHL","AME",67,26,9,2.5526110000000002,67,27,9,1.88,67,26,9,2.0299999999999998,66,8,2.65,70,8,2.15,73,8,1.74,71,9,1.8,72,9,2.1]
["Seychelles","SYC","SSA",66,27,4,3.3968579999999999,66,28,4,3.08,60,36,4,8.32,null,null,null,55,3,8.5,55,3,8.6199999999999992,54,4,8.1999999999999993,52,4,8]
["Taiwan","TWN","AP",65,28,8,3.034662,63,31,8,3.06,63,29,8,3.28,61,8,3.79,62,7,3.78,61,7,4.17,61,7,4.3,61,7,3.9]
["Bahamas","BHS","AME",64,29,3,5.8256160000000001,65,29,3,5.39,65,28,3,5.39,66,3,5.2,null,null,null,71,3,0.99,71,3,1,71,3,1]
["Barbados","BRB","AME",62,30,4,6.0596100000000002,68,25,3,3.12,68,25,3,3.24,61,3,6.91,null,null,null,74,3,8.09,75,3,7.1,76,3,6.7]
["Portugal","PRT","WE/EU",62,30,8,2.8190930000000001,64,30,8,2.14,63,29,8,2.56,62,8,2.58,64,7,2.5,63,7,3.36,62,7,3,63,7,2.5]
["Qatar","QAT","MENA",62,30,7,7.9970689999999998,62,33,7,8.08,63,29,7,7.5,61,7,7.02,71,6,6.63,69,6,7.21,68,6,7.2,68,6,6.4]
["Spain","ESP","WE/EU",62,30,8,3.1660870000000001,58,41,8,4.33,57,42,8,3.78,58,7,4.09,58,7,4.07,60,7,3.75,59,7,4.9000000000000004,65,7,2.9]
["Botswana","BWA","SSA",61,34,7,3.7319270000000002,61,34,7,2.76,61,34,7,2.74,60,6,3.1,63,6,2.35,63,6,1.93,64,7,1.6,65,7,1.9]
["Brunei Darussalam","BRN","AP",60,35,3,6.1181520000000003,63,31,3,6.62,62,32,3,8.7200000000000006,58,3,8.85,{"$nulls":6},60,3,10.4,55,3,9.1]
["Israel","ISR","MENA",60,35,7,1.989104,61,34,7,1.49,62,32,7,2.19,64,6,2.27,61,6,2.78,60,6,2.34,61,6,1.6,60,5,2.9]
["Slovenia","SVN","WE/EU",60,35,10,2.2835079999999999,60,36,10,2.37,61,34,10,2.78,61,10,2.44,60,9,2.93,58,9,3.03,57,9,3.6,61,8,3.9]
["Lithuania","LTU","WE/EU",60,35,9,2.3194729999999999,59,38,9,2.2999999999999998,59,38,9,2.21,59,9,1.36,59,8,1.92,58,8,3.85,57,8,3.8,54,7,5.3]
["Saint Vincent and the Grenadines","VCT","AME",59,39,3,4.1418100000000004,58,41,3,3.39,58,40,3,3.39,60,3,1.66,null,null,null,62,3,5.59,62,3,5.6,62,3,5.6]
["Korea, South","KOR","AP",59,39,10,2.4389259999999999,57,45,10,2.74,54,51,10,2.2400000000000002,53,9,2.33,54,9,2.29,55,9,2.64,55,10,2.4,56,10,2.4]
["Poland","POL","WE/EU",58,41,10,1.8450500000000001,60,36,10,1.69,60,36,10,1.36,62,10,1.77,63,9,2.59,61,9,2.7,60,10,2.2999999999999998,58,10,2]
["Cyprus","CYP","WE/EU",58,41,7,3.413456,59,38,7,3.54,57,42,7,3.78,55,5,5.94,61,5,4.17,63,5,3.92,63,5,3.9,66,4,2.4]
["Cabo Verde","CPV","SSA",58,41,4,4.2983840000000004,57,45,4,4.22,55,48,4,4.1900000000000004,59,3,5.72,55,4,6.16,57,4,5.94,58,4,4.8,60,4,3.8]
["Costa Rica","CRI","AME",56,44,7,3.9710179999999999,56,48,7,3.65,59,38,7,2.98,58,7,3.17,55,6,2.71,54,5,4.07,53,5,4.0999999999999996,54,5,7]
["Latvia","LVA","WE/EU",56,44,9,3.5269140000000001,58,41,9,2.95,58,40,9,3.21,57,9,2.96,56,8,2.76,55,8,3.35,53,8,3.6,49,6,4]
["Czech Republic","CZE","WE/EU",56,44,10,1.868036,59,38,10,2.2799999999999998,57,42,10,1.98,55,9,2.2400000000000002,56,9,2.21,51,9,2.94,48,10,3,49,10,2.9]
["Georgia","GEO","ECA",56,44,5,3.8355929999999998,58,41,6,3.92,56,46,6,3.1,57,6,3.61,52,5,6.53,52,6,6.47,49,6,6.9,52,6,6]
["Dominica","DMA","AME",55,48,3,2.1648239999999999,57,45,3,2.5499999999999998,57,42,3,2.5499999999999998,59,3,0.85,null,null,null,58,3,2.34,58,3,2.2999999999999998,58,3,2.2999999999999998]
["Saint Lucia","LCA","AME",55,48,3,4.154687,55,50,3,4.2699999999999996,55,48,3,4.2699999999999996,60,3,6.8,null,null,null,71,3,0.84,71,3,0.8,71,3,0.8]
["Malta","MLT","WE/EU",54,50,6,1.551156,54,51,5,1.39,56,46,5,1.18,55,5,1.39,60,4,1.32,55,5,2.63,56,5,2.4,57,4,2.4]
["Rwanda","RWA","SSA",53,51,7,4.754766,56,48,6,6.07,55,48,6,6,54,6,5.07,54,5,6.42,49,4,3.23,53,5,5.7,53,5,6.3]
["Grenada","GRD","AME",53,51,3,4.3738000000000001,52,53,3,3,52,52,3,3,56,3,4.63]
["Italy","ITA","WE/EU",53,51,8,3.2156380000000002,52,53,8,3.29,50,54,8,3.72,47,7,3.34,44,7,2.5,43,7,2.2599999999999998,43,7,2.5,42,7,2.4]
["Saudi Arabia","SAU","MENA",53,51,7,7.561369,49,58,7,6.34,49,57,7,6.14,46,5,7.54,52,5,7.03,49,5,6.69,46,5,6.7,44,5,6.4]
["Malaysia","MYS","AP",53,51,9,2.2927059999999999,47,61,9,2.86,47,62,9,2.67,49,8,2.46,50,8,3,52,8,2.88,50,9,3.4,49,9,3.4]
["Namibia","NAM","SSA",52,56,7,3.1326070000000001,53,52,6,3.72,51,53,6,3.22,52,5,2.0299999999999998,53,5,2.75,49,5,4,48,6,3.4,48,6,3.5]
["Mauritius","MUS","SSA",52,56,6,3.1246299999999998,51,56,5,3.83,50,54,5,4.41,54,4,2.14,53,4,1.49,54,4,2.39,52,5,1.1000000000000001,57,5,3.5]
["Oman","OMN","MENA",52,56,6,9.7789979999999996,52,53,6,9.4600000000000009,44,68,5,7,45,5,7.07,45,5,6.69,45,5,6.55,47,5,7.8,47,5,7.6]
["Slovakia","SVK","WE/EU",50,59,9,4.570875,50,57,9,4.1100000000000003,50,54,9,3.32,51,8,3.09,51,8,3.63,50,8,4.07,47,8,4.7,46,8,4.3]
["Jordan","JOR","MENA",48,60,8,3.2924180000000001,49,58,8,3.21,48,59,8,2.99,48,8,3.03,53,7,3,49,7,2.87,45,7,2.4,48,7,3.1]
["Greece","GRC","WE/EU",48,60,8,2.5682299999999998,45,67,8,2.5099999999999998,48,59,8,2.98,44,7,2.5,46,7,5.08,43,7,5.56,40,7,4.5,36,7,3.6]
["Cuba","CUB","AME",48,60,5,1.8697060000000001,47,61,5,2.56,47,62,5,2.36,47,5,2.9,47,4,3.64,46,4,4.46,46,4,4.5,48,4,4.0999999999999996]
["Croatia","HRV","WE/EU",47,63,10,2.417929,48,60,10,2.77,49,57,10,2.64,49,9,2.39,51,9,2.02,48,9,3.25,48,9,3.3,46,8,3.1]
["Sao Tome and Principe","STP","SSA",46,64,4,5.3637430000000004,46,64,4,5.05,46,64,4,5.21,46,3,0.93,42,3,5,42,3,5.05,42,3,5,42,3,5]
["Vanuatu","VUT","AP",46,64,3,6.3762189999999999,46,64,3,5.97,43,71,3,3.93]
["Montenegro","MNE","ECA",45,66,5,4.8362920000000003,45,67,5,4.43,46,64,5,2.4500000000000002,45,4,2.89,44,4,4.87,42,4,4.25,44,4,2.2000000000000002,41,4,4.5]
["Senegal","SEN","SSA",45,66,9,2.0631460000000001,45,67,9,2.5099999999999998,45,66,9,2.52,45,8,2.63,44,8,2.61,43,8,2.2799999999999998,41,9,1.5,36,9,1.8]
["Belarus","BLR","ECA",45,66,7,4.2004599999999996,44,70,7,3.92,44,68,7,4.12,40,7,3.93,32,6,4.37,31,5,4.04,29,5,4,31,5,3.6]
["Argentina","ARG","AME",45,66,8,3.2886570000000002,40,85,8,2.7,39,85,8,2.92,36,8,1.76,32,7,1.84,34,7,2.42,34,8,2.4,35,8,2.6]
["Romania","ROU","WE/EU",44,70,10,2.7648480000000002,47,61,10,3.25,48,59,10,3.12,48,10,3,46,9,3.11,43,9,3.6,43,9,3,44,8,3.7]
["Hungary","HUN","WE/EU",44,70,10,2.5771709999999999,46,64,10,2.79,45,66,10,2.89,48,9,2.89,51,9,3.73,54,9,3.45,54,10,3.6,55,10,3.5]
["South Africa","ZAF","SSA",44,70,8,3.4421279999999999,43,73,8,3.8,43,71,8,3.98,45,7,2.5499999999999998,44,7,2.61,44,7,2.41,42,9,2.8,43,9,2.5]
["Suriname","SUR","AME",44,70,4,4.7630290000000004,43,73,4,3.22,41,77,4,4.08,45,4,7.53,36,3,3.21,36,3,3.25,36,3,3.2,37,3,3.2]
["Jamaica","JAM","AME",43,74,7,3.5835080000000001,44,70,7,3.37,44,68,7,3.96,39,6,1.84,41,6,1.68,38,6,1.8,38,6,1.8,38,6,2.2000000000000002]
["Bulgaria","BGR","WE/EU",43,74,10,2.768014,42,77,10,2.41,43,71,10,2.66,41,9,2.2000000000000002,41,9,2.4300000000000002,43,9,2.82,41,9,3.3,41,8,3.8]
["Tunisia","TUN","MENA",43,74,7,3.9410790000000002,43,73,7,3.86,42,74,7,3.73,41,7,3.9,38,6,2.17,40,6,1.72,41,7,1.9,41,7,2.8]
["Solomon Islands","SLB","AP",42,77,3,8.6896509999999996,44,70,3,7.38,39,85,3,3.71,42,3,3.34]
["Bahrain","BHR","MENA",42,77,6,7.6457930000000003,36,99,4,1.81,36,103,4,1.81,43,5,5.96,51,5,7.86,49,5,6.11,48,5,5.4,51,5,4.0999999999999996]
["Armenia","ARM","ECA",42,77,6,4.3105979999999997,35,105,6,4,35,107,6,3.79,33,6,4.01,35,5,2.98,37,6,3.69,36,6,3.5,34,6,2.7]
["China","CHN","AP",41,80,8,2.1009229999999999,39,87,8,2.02,41,77,9,1.96,40,8,2.39,37,8,2.34,36,8,2.17,40,9,2.9,39,9,2.9]
["Morocco","MAR","MENA",41,80,7,3.1505179999999999,43,73,7,3.68,40,81,7,2.6,37,7,1.74,36,6,3.85,39,6,3.57,37,8,2.9,37,8,3.2]
["Ghana","GHA","SSA",41,80,9,2.756812,41,78,9,2.54,40,81,9,2.56,43,9,2.89,47,8,2.82,48,8,3.01,46,9,3.3,45,9,3.8]
["India","IND","AP",41,80,9,1.6049260000000001,41,78,9,2.42,40,81,9,2.16,40,8,2.4700000000000002,38,8,3.14,38,9,2.27,36,10,2.2000000000000002,36,10,2.1]
["Benin","BEN","SSA",41,80,7,2.6392449999999998,40,85,6,3.14,39,85,6,4.17,36,6,3.8,37,5,4.43,39,4,4.38,36,6,3.4,36,6,4.3]
["Burkina Faso","BFA","SSA",40,85,8,2.5428519999999999,41,78,8,1.81,42,74,7,2.1800000000000002,42,7,2.4700000000000002,38,7,2.97,38,7,2.67,38,7,3.9,38,7,4.4000000000000004]
["Lesotho","LSO","SSA",40,85,6,3.9494220000000002,41,78,6,3.67,42,74,6,4.08,39,5,6.15,44,5,4.99,49,5,3.55,49,5,3.6,45,5,4.5999999999999996]
["Trinidad and Tobago","TTO","AME",40,85,7,5.3781270000000001,41,78,6,5.8,41,77,6,5.47,35,5,2.48,39,4,4.6399999999999997,38,4,4.82,38,4,5.0999999999999996,39,4,4.5]
["Kuwait","KWT","MENA",40,85,6,1.879429,41,78,6,3.47,39,85,6,2.4700000000000002,41,5,2.67,49,5,4.51,44,5,5.24,43,5,3.9,44,5,3.9]
["Guyana","GUY","AME",40,85,5,3.337288,37,93,5,0.77,38,91,5,1.84,34,6,3.57,29,4,3.01,30,4,3.03,27,4,2.9,28,4,2.1]
["Indonesia","IDN","AP",40,85,9,3.7566839999999999,38,89,9,3.35,37,96,9,3.12,37,8,2.39,36,8,3.39,34,8,3.57,32,9,3.5,32,9,2.9]
["Serbia","SRB","ECA",39,91,8,2.484553,39,87,8,2.89,41,77,8,2.8,42,7,3.69,40,7,3.9,41,7,2.92,42,7,3.4,39,7,2.6]
["Turkey","TUR","ECA",39,91,9,3.3370190000000002,41,78,9,3.03,40,81,8,1.8,41,9,1.8,42,8,2.02,45,8,2.69,50,9,2.4,49,9,2.1]
["Sri Lanka","LKA","AP",38,93,7,2.113032,38,89,7,1.85,38,91,7,1.82,36,7,1.64,37,7,2.09,38,7,2.1800000000000002,37,7,2.1,40,7,1.3]
["Timor-Leste","TLS","AP",38,93,4,4.4953799999999999,35,105,3,4.8099999999999996,38,91,3,7.5,35,3,5.97,28,3,5.17,28,3,5.18,30,3,3.2,33,3,5.6]
["Ecuador","ECU","AME",38,93,7,2.19252,34,114,7,3.46,32,117,7,2.66,31,6,1.96,32,6,2.86,33,5,3.56,35,6,3.6,32,6,2.9]
["Colombia","COL","AME",37,96,8,2.4939450000000001,36,99,8,2.5099999999999998,37,96,8,2.77,37,8,2.27,37,7,1.94,37,7,1.68,36,7,2,36,7,2.6]
["Tanzania","TZA","SSA",37,96,9,1.9185920000000001,36,99,9,1.83,36,103,9,1.55,32,9,1.84,30,8,3.49,31,8,3.2,33,8,2.7,35,8,2.1]
["Ethiopia","ETH","SSA",37,96,9,1.5160149999999999,34,114,8,1.52,35,107,9,1.36,34,9,1.37,33,8,2.73,33,8,2.54,33,8,2.5,33,8,1.6]
["Vietnam","VNM","AP",37,96,8,2.8411339999999998,33,117,8,2.84,35,107,8,2.78,33,8,2.46,31,8,2.56,31,8,2.5499999999999998,31,8,2.6,31,8,2.5]
["Gambia","GMB","SSA",37,96,7,5.9803280000000001,37,93,6,9.44,30,130,6,6.22,26,5,7.2,28,5,6.67,29,5,7.55,28,5,6.7,34,5,7]
["Kosovo","KSV","ECA",36,101,5,0.81468419999999997,37,93,5,1.49,39,85,5,2.13,36,5,3.17,33,3,2.19,33,3,2.33,33,3,2.2999999999999998,34,3,1.5]
["Bosnia and Herzegovina","BIH","ECA",36,101,7,1.9526920000000001,38,89,7,1.86,38,91,7,2.56,39,7,1.7,38,6,1.71,39,6,1.1499999999999999,42,7,2.9,42,7,2.2999999999999998]
["Panama","PAN","AME",36,101,7,1.3744190000000001,37,93,7,1.76,37,96,7,1.79,38,6,2.29,39,6,3.01,37,6,3.49,35,6,2.2000000000000002,38,6,3.1]
["Thailand","THA","AP",36,101,9,2.4480409999999999,36,99,9,2.08,37,96,9,2.0299999999999998,35,9,2.44,38,8,2.12,38,8,1.6,35,8,1.2,37,8,1.6]
["Peru","PER","AME",36,101,8,3.065588,35,105,8,3.1,37,96,8,3.35,35,7,2.04,36,7,3.05,38,7,2.63,38,7,2.5,38,7,2.1]
["Albania","ALB","ECA",35,106,8,2.5076689999999999,36,99,8,1.65,38,91,8,1.81,39,7,1.99,36,7,3.58,33,7,1.51,31,7,2.1,33,7,2]
["Brazil","BRA","AME",35,106,8,4.0602879999999999,35,105,8,4.05,37,96,8,4.24,40,8,4.34,38,7,5.29,43,7,4.01,42,8,3.7,43,8,3.3]
["Mongolia","MNG","AP",35,106,9,1.887561,37,93,9,1.94,36,103,9,1.4,38,9,1.7,39,8,1.76,39,7,2.13,38,7,2.2000000000000002,36,7,2.6]
["Cote d'Ivoire","CIV","SSA",35,106,9,2.4886680000000001,35,105,9,2.0499999999999998,36,103,8,2.0299999999999998,34,8,2.0299999999999998,32,8,2.65,32,8,4.2,27,8,2.2999999999999998,29,8,2.4]
["North Macedonia","MKD","ECA",35,106,7,3.5627399999999998,37,93,7,3.38,35,107,6,4.49,37,7,4.97,42,6,5.27,45,6,5.92,44,6,5,43,6,4.7]
["Algeria","DZA","MENA",35,106,7,2.5902620000000001,35,105,6,1.21,33,112,6,2.3199999999999998,34,6,2.94,36,5,1.85,36,5,2.06,36,6,2.8,34,6,3.3]
["Egypt","EGY","MENA",35,106,7,4.8634329999999997,35,105,7,4.59,32,117,7,4.04,34,6,2.72,36,6,2.4700000000000002,37,6,2.91,32,7,3.1,32,7,3.1]
["Eswatini","SWZ","SSA",34,113,4,6.0758640000000002,38,89,3,4.4800000000000004,39,85,3,5.81,{"$nulls":6},43,3,2.98,39,4,1.8,37,4,2.1]
["Zambia","ZMB","SSA",34,113,9,1.9736670000000001,35,105,9,1.93,37,96,9,2.46,38,9,2.91,38,8,2.5499999999999998,38,8,2.27,38,8,2.1,37,8,3.1]
["Philippines","PHL","AP",34,113,9,1.585877,36,99,9,1.55,34,111,9,1.9,35,9,1.58,35,8,1.92,38,8,1.84,36,9,2.5,34,9,2.2000000000000002]
["El Salvador","SLV","AME",34,113,7,2.5636540000000001,35,105,7,2.59,33,112,7,3.25,36,7,2.76,39,6,2.2599999999999998,39,6,1.98,38,6,2,38,6,2.8]
["Kazakhstan","KAZ","ECA",34,113,9,4.1766059999999996,31,124,9,3.6,31,122,9,3.59,29,9,3.35,28,8,4.9000000000000004,29,8,4.4000000000000004,26,8,3.3,28,8,4.0999999999999996]
["Nepal","NPL","AP",34,113,6,1.759387,31,124,6,1.85,31,122,6,2,29,6,2.33,27,5,2.73,29,5,2.2000000000000002,31,5,1.4,27,5,2.4]
["Sierra Leone","SLE","SSA",33,119,8,3.4650129999999999,30,129,9,2.17,30,130,9,1.95,30,8,2.94,29,8,3.44,31,8,2.2999999999999998,30,8,2.4,31,8,1.9]
["Niger","NER","SSA",32,120,7,1.7156769999999999,34,114,6,2.98,33,112,6,3.27,35,5,3.25,34,5,4.16,35,5,3.99,34,5,3.7,33,5,3.1]
["Pakistan","PAK","AP",32,120,8,2.4613170000000002,33,117,8,2.06,32,117,8,2.11,32,7,2.12,30,7,3.12,29,7,3.24,28,8,3,27,8,2.2999999999999998]
["Moldova","MDA","ECA",32,120,9,2.3952279999999999,33,117,9,2.13,31,122,9,1.54,30,9,2.1800000000000002,33,8,2.88,35,8,2.7,35,8,2.8,36,8,2.6]
["Bolivia","BOL","AME",31,123,7,2.9965609999999998,29,132,7,3.6,33,112,6,2.98,33,8,2.85,34,7,3.58,35,7,2.98,34,7,3.7,34,7,3.7]
["Gabon","GAB","SSA",31,123,6,2.4076029999999999,31,124,4,3.92,32,117,4,3.22,35,4,0.97,34,4,1.65,37,4,4.1900000000000004,34,5,1.5,35,5,2.1]
["Malawi","MWI","SSA",31,123,9,1.779217,32,120,9,2.61,31,122,9,1.85,31,9,2.11,31,8,2.41,33,8,3.03,37,8,1.7,37,8,1.5]
["Djibouti","DJI","SSA",30,126,5,4.2766029999999997,31,124,4,5.38,31,122,4,5.32,30,3,8.23,34,3,9.07,34,3,9.1,36,3,8.6,36,3,8.6]
["Azerbaijan","AZE","ECA",30,126,7,7.1617769999999998,25,152,6,4.09,31,122,7,5.64,30,7,5.13,29,6,3.25,29,6,3.02,28,6,3.5,27,6,2.5]
["Ukraine","UKR","ECA",30,126,9,2.3805589999999999,32,120,9,2.27,30,130,9,2.27,29,9,1.97,27,8,1.93,26,8,1.64,25,8,1.7,26,8,1.8]
["Kyrgyzstan","KGZ","ECA",30,126,7,2.540632,29,132,7,2.37,29,135,7,2.59,28,7,2.08,28,6,2.29,27,6,2.35,24,6,2.2999999999999998,24,6,1.8]
["Maldives","MDV","AP",29,130,3,2.5699679999999998,31,124,3,2.2400000000000002,33,112,3,1.71,36,3,5.66]
["Togo","TGO","SSA",29,130,7,2.4049,30,129,6,2.35,32,117,6,3.29,32,5,4.21,32,5,3.04,29,5,3.69,29,5,3.7,30,5,3.4]
["Mali","MLI","SSA",29,130,8,2.6204830000000001,32,120,7,1.38,31,122,7,2.08,32,6,1.75,35,6,1.89,32,6,3.37,28,6,3.3,34,6,4]
["Myanmar","MMR","AP",29,130,7,4.2127920000000003,29,132,7,3.94,30,130,7,3.91,28,8,3.69,22,7,2.82,21,7,2.87,21,6,3.9,15,4,3.7]
["Laos","LAO","AP",29,130,5,4.9958739999999997,29,132,5,5.7,29,135,5,5.89,30,4,6.19,25,4,5.31,25,4,3.8,26,4,5,21,3,1.3]
["Mexico","MEX","AME",29,130,9,1.725735,28,138,9,1.83,29,135,9,1.69,30,8,1.56,31,8,3.02,35,8,1.66,34,9,1.8,34,9,1.7]
["Guinea","GIN","SSA",29,130,8,2.499444,28,138,6,2.67,27,148,7,2.37,27,5,2.54,25,6,3.16,25,7,3.21,24,7,3.6,24,7,2.7]
["Liberia","LBR","SSA",28,137,7,2.6673309999999999,32,120,8,3.31,31,122,8,3.24,37,7,3.43,37,7,4.22,37,6,3.09,38,7,3.3,41,7,3.9]
["Dominican Republic","DOM","AME",28,137,7,2.699341,30,129,7,2.57,29,135,7,2.56,31,6,1.89,33,6,2.63,32,6,3.3,29,6,3.5,32,6,2.7]
["Paraguay","PRY","AME",28,137,6,2.8354020000000002,29,132,6,3.05,29,135,6,3.1,30,6,2.68,27,5,2.85,24,5,2.95,24,5,3.1,25,5,2.9]
["Papua New Guinea","PNG","AP",28,137,6,2.3797990000000002,28,138,6,2.4700000000000002,29,135,6,2.5499999999999998,28,5,3.01,25,5,4.22,25,5,4.16,25,5,4.2,25,5,4.2]
["Russia","RUS","ECA",28,137,9,2.4764390000000001,28,138,9,2.5099999999999998,29,135,9,2.5,29,9,2.73,29,8,2.52,27,8,2.61,28,9,2.2999999999999998,28,9,2.2000000000000002]
["Lebanon","LBN","MENA",28,137,7,2.271487,28,138,7,2.2799999999999998,28,143,7,2.11,28,7,2.5,28,6,3.22,27,6,3.37,28,6,3.3,30,6,2.2999999999999998]
["Kenya","KEN","SSA",28,137,9,2.1677520000000001,27,144,9,1.82,28,143,9,1.94,26,9,1.72,25,8,3.02,25,8,2.98,27,8,2.7,27,8,2.2000000000000002]
["Mauritania","MRT","SSA",28,137,6,2.7291020000000001,27,144,6,2.95,28,143,6,2.41,27,5,3.62,31,5,5.07,30,5,4.2300000000000004,30,5,4.0999999999999996,31,5,3.5]
["Uganda","UGA","SSA",28,137,9,2.0350109999999999,26,149,9,2.13,26,151,9,2.11,25,9,2.2400000000000002,25,8,3.19,26,8,3.03,26,8,3.3,29,8,2.2000000000000002]
["Iran","IRN","MENA",26,146,7,3.6263019999999999,28,138,7,2.89,30,130,7,3.51,29,7,2.4700000000000002,27,6,3.28,27,6,4.72,25,6,3.9,28,6,4.5999999999999996]
["Honduras","HND","AME",26,146,7,3.2541639999999998,29,132,8,2.42,29,135,8,2.3199999999999998,30,7,3.05,31,7,4.12,29,6,3.49,26,6,2.5,28,6,2.4]
["Guatemala","GTM","AME",26,146,7,2.2317070000000001,27,144,7,2.56,28,143,7,2.19,28,6,2.58,28,6,3.46,32,6,2.96,29,6,2.6,33,6,2.7]
["Bangladesh","BGD","AP",26,146,8,2.6172819999999999,26,149,8,2.63,28,143,8,3.19,26,7,4.13,25,7,4.3,25,7,4.2300000000000004,27,7,4.0999999999999996,26,7,4.0999999999999996]
["Nigeria","NGA","SSA",26,146,8,1.8681289999999999,27,144,9,2.0299999999999998,27,148,9,1.97,28,9,1.98,26,8,2.2400000000000002,27,8,2.82,25,9,3.1,27,9,2.7]
["Mozambique","MOZ","SSA",26,146,9,2.9773710000000002,23,158,8,2.64,25,153,8,2.87,27,8,2.57,31,7,1.97,31,7,1.89,30,7,2,31,7,1.6]
["Angola","AGO","SSA",26,146,7,1.8216270000000001,19,165,6,1.31,19,167,5,1.28,18,4,1.68,15,5,1.8,19,6,1.71,23,7,2.8,22,7,1.8]
["Comoros","COM","SSA",25,153,4,8.9047289999999997,27,144,4,9,27,148,4,8.8699999999999992,24,3,12.81,26,3,8.76,26,3,8.75,28,3,7.5,28,3,7.5]
["Cameroon","CMR","SSA",25,153,9,2.4244880000000002,25,152,9,2.4300000000000002,25,153,9,2.58,26,9,3.04,27,8,3.26,27,8,2.87,25,8,2.9,26,8,3.5]
["Central African Republic","CAF","SSA",25,153,5,1.428002,26,149,5,1.1399999999999999,23,156,5,3.28,20,4,4.04,24,4,1.44,24,4,1.33,25,4,5.4,26,4,2.4]
["Uzbekistan","UZB","ECA",25,153,7,2.0107300000000001,23,158,7,1.93,22,157,7,2.11,21,7,2.35,19,6,2.71,18,6,2.54,17,6,2,17,6,2]
["Tajikistan","TJK","ECA",25,153,6,6.6599760000000003,25,152,6,5.73,21,161,5,2.36,25,6,5.26,26,5,7.36,23,5,5.32,22,5,3.8,22,5,3.8]
["Madagascar","MDG","SSA",24,158,8,2.4753349999999998,25,152,7,2.64,24,155,8,2.72,26,7,2.88,28,7,2.99,28,8,3.38,28,8,1.9,32,8,3.2]
["Zimbabwe","ZWE","SSA",24,158,9,2.3077450000000002,22,160,9,2.29,22,157,9,2.2200000000000002,22,9,2.59,21,8,4.54,21,8,4.18,21,8,4.3,20,8,4.3]
["Eritrea","ERI","SSA",23,160,5,6.6573950000000002,24,157,5,8.24,20,165,5,5.74,18,5,6.24,18,4,8.15,18,4,7.91,20,4,11,25,4,9.1999999999999993]
["Nicaragua","NIC","AME",22,161,7,1.162477,25,152,8,1.1299999999999999,26,151,8,1.29,26,7,1.98,27,7,2.5,28,7,2.0299999999999998,28,7,2.4,29,7,2.1]
["Cambodia","KHM","AP",20,162,8,3.4095140000000002,20,161,8,2.58,21,161,8,2.4300000000000002,21,8,2.82,21,7,3.87,21,7,2.25,20,7,3,22,7,3.1]
["Chad","TCD","SSA",20,162,6,2.451336,19,165,6,2.94,20,165,6,2.73,20,5,2.67,22,5,2.35,22,5,2.95,19,5,3.8,19,5,2.5]
["Iraq","IRQ","MENA",20,162,5,2.9800119999999999,18,168,5,2.63,18,169,5,2.4700000000000002,17,5,1.87,16,4,2.5,16,4,2.37,16,4,2.4,18,4,2.2999999999999998]
["Burundi","BDI","SSA",19,165,6,4.8940060000000001,17,170,5,2.65,22,157,6,3.29,20,6,1.53,21,5,2.94,20,5,3.65,21,5,2.6,19,5,2.8]
["Congo","COG","SSA",19,165,6,1.031566,19,165,6,1.04,21,161,6,1.08,20,5,1.78,23,6,4.1100000000000003,23,6,4.2,22,6,3.8,26,6,3.3]
["Turkmenistan","TKM","ECA",19,165,5,1.4171149999999999,20,161,5,1.22,19,167,5,1.78,22,4,1.32,18,4,2.38,17,3,2.85,17,3,2.9,17,3,2.9]
["Haiti","HTI","AME",18,168,6,3.2349709999999998,20,161,6,2.4700000000000002,22,157,6,2.0499999999999998,20,5,1.81,17,5,2.74,19,5,2.86,19,5,3.1,19,5,2.8]
["Democratic Republic of the Congo","COD","SSA",18,168,9,1.4268829999999999,20,161,8,2.13,21,161,8,1.96,21,7,2.13,22,6,3.35,22,5,4.1900000000000004,22,5,4.2,21,5,3.3]
["Libya","LBY","MENA",18,168,5,2.2410519999999998,17,170,5,2.57,17,171,5,3.05,14,4,2,16,5,3.18,18,5,2.81,15,6,3.3,21,6,4]
["Guinea Bissau","GNB","SSA",18,168,6,2.9091140000000002,16,172,5,1.97,17,171,5,1.7,16,4,2.09,17,4,2.63,19,4,2.37,19,4,2.4,25,4,2.1]
["Korea, North","PRK","AP",17,172,4,3.159824,14,176,4,1.39,17,171,4,4.18,12,3,1.39,8,3,3.38,8,3,3.35,8,3,3.4,8,3,3.4]
["Venezuela","VEN","AME",16,173,8,2.0488580000000001,18,168,8,2.13,18,169,8,1.6,17,7,1.41,17,7,2.64,19,7,1.69,20,7,2.2999999999999998,19,7,2.1]
["Equatorial Guinea","GNQ","SSA",16,173,4,2.9977510000000001,16,172,3,2.82,17,171,3,3.56,{"$nulls":9},19,3,2.2000000000000002,20,3,1.3]
["Sudan","SDN","SSA",16,173,7,2.7434310000000002,16,172,7,2.5099999999999998,16,175,7,2.31,14,7,2.99,12,6,3.64,11,6,3.55,11,6,3.5,13,6,2.9]
["Afghanistan","AFG","AP",16,173,5,2.5545360000000001,16,172,5,1.41,15,177,5,1.39,15,5,1.74,11,4,3.49,12,4,1.29,8,3,3.3,8,3,3.3]
["Yemen","YEM","MENA",15,177,7,1.8859939999999999,14,176,7,1.45,16,175,7,1.85,14,7,3.05,18,6,2.66,19,6,2.37,18,6,2.6,23,6,2.2000000000000002]
["Syria","SYR","MENA",13,178,5,1.9215150000000001,13,178,5,1.92,14,178,5,1.93,13,5,1.97,18,4,5.66,20,4,5.31,17,4,3.8,26,5,2.7]
["South Sudan","SSD","SSA",12,179,5,1.2639419999999999,13,178,5,1.86,12,179,5,1.56,11,5,3.21,15,3,1.45,15,3,2.35,14,3,1.6]
["Somalia","SOM","SSA",9,180,5,1.740826,10,180,6,3.08,9,180,5,2.2599999999999998,10,5,2.98,8,4,2.3199999999999998,8,4,2.34,8,4,1.9,8,4,2.2999999999999998]