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Add dataset for 2023
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mogenshobolth committed May 22, 2024
1 parent c609973 commit cded410
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3 changes: 2 additions & 1 deletion geography.py
Original file line number Diff line number Diff line change
Expand Up @@ -56,7 +56,8 @@ def map_country(x) -> str:
'CAPE VERDE': 'CABO VERDE',
'SAO TOME AND PRINCIPE': 'SÃO TOMÉ AND PRÍNCIPE',
'YEMEN': 'YEMEN, REP.',
'BURMA': 'MYANMAR'
'BURMA': 'MYANMAR',
'AUSTRILIA': 'AUSTRALIA'
}.get(x, x)

def map_city(x) -> str:
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318 changes: 159 additions & 159 deletions output/visitor-visa-statistics-2018to2022-country-refusal-rate.csv
Original file line number Diff line number Diff line change
@@ -1,170 +1,170 @@
consulate_country,consulate_country_code,visitor_visa_refusal_rate
Afghanistan,AFG,0.10184002047047665
Albania,ALB,0.11574517620803604
Algeria,DZA,0.41842080764391887
Andorra,AND,0.0044883618796662
Angola,AGO,0.3644525173777995
Argentina,ARG,0.11608145730873023
Armenia,ARM,0.10101171929613542
Australia,AUS,0.0563712225764972
Austria,AUT,0.061381701978292076
Azerbaijan,AZE,0.07448651342165248
Bahrain,BHR,0.11006395206198508
Bangladesh,BGD,0.25936610308923436
Belarus,BLR,0.008693309871632925
Belgium,BEL,0.07795791021722698
Benin,BEN,0.24013727435504964
Albania,ALB,0.117589184484497
Algeria,DZA,0.4246639844386978
Andorra,AND,0.0144498062517968
Angola,AGO,0.3747852527822393
Argentina,ARG,0.11264166910022516
Armenia,ARM,0.09851442136054935
Australia,AUS,0.05192295004213531
Austria,AUT,0.06334545664229575
Azerbaijan,AZE,0.07440321069345746
Bahrain,BHR,0.10572121961269039
Bangladesh,BGD,0.2662211803225503
Belarus,BLR,0.01532191432838264
Belgium,BEL,0.09986662247774339
Benin,BEN,0.2443007076943984
Bermuda,BMU,0.0666666666666666
Bolivia,BOL,0.21569066777615148
Bosnia and Herzegovina,BIH,0.07364599730635979
Botswana,BWA,0.03588754292390884
Brazil,BRA,0.23110827396099473
Bulgaria,BGR,0.07400801188350065
Burkina Faso,BFA,0.1771998814766549
Burundi,BDI,0.18193613277670484
Cabo Verde,CPV,0.3151335195683607
Cambodia,KHM,0.12177837473639985
Cameroon,CMR,0.34221442424414394
Canada,CAN,0.041972213673588346
Central African Republic,CAF,0.30725595536047423
Chad,TCD,0.29292886812036467
Chile,CHL,0.15115057759296824
China,CHN,0.05779974507705074
Colombia,COL,0.10810316680393345
Comoros,COM,0.4420670203312233
"Congo, Dem. Rep.",COD,0.3125137621570247
"Congo, Rep.",COG,0.364052376091702
Costa Rica,CRI,0.05185852301138353
Croatia,HRV,0.08642986850884293
Cuba,CUB,0.17659068834264277
Cyprus,CYP,0.1620791034621142
Czechia,CZE,0.11388888888888889
Côte d’Ivoire,CIV,0.3192709074770141
Denmark,DNK,0.06978405948412808
Djibouti,DJI,0.21529559876867946
Dominican Republic,DOM,0.2561745117895332
Ecuador,ECU,0.13991914535833694
"Egypt, Arab Rep.",EGY,0.22134300624436476
El Salvador,SLV,0.0
Equatorial Guinea,GNQ,0.2169538757385902
Eritrea,ERI,0.3269962187825769
Bolivia,BOL,0.21816890069509337
Bosnia and Herzegovina,BIH,0.07311482128896926
Botswana,BWA,0.0405729524365907
Brazil,BRA,0.21516413139096424
Bulgaria,BGR,0.06988551040474213
Burkina Faso,BFA,0.18913355321810055
Burundi,BDI,0.1829846663531629
Cabo Verde,CPV,0.31508992732204094
Cambodia,KHM,0.11968234884904198
Cameroon,CMR,0.3381351292265592
Canada,CAN,0.043592707216850046
Central African Republic,CAF,0.2970710728735697
Chad,TCD,0.289062542239697
Chile,CHL,0.15886548722667174
China,CHN,0.05860816870170046
Colombia,COL,0.10109606830607051
Comoros,COM,0.4576455776867062
"Congo, Dem. Rep.",COD,0.3088004164070752
"Congo, Rep.",COG,0.3654516516209295
Costa Rica,CRI,0.044381995845527475
Croatia,HRV,0.09026023971035471
Cuba,CUB,0.1819645341361168
Cyprus,CYP,0.15633630131296494
Czechia,CZE,0.10844017094017094
Côte d’Ivoire,CIV,0.3295137358159008
Denmark,DNK,0.06100495871552125
Djibouti,DJI,0.22219918095628835
Dominican Republic,DOM,0.25716368732744355
Ecuador,ECU,0.15461664604891576
"Egypt, Arab Rep.",EGY,0.23039393946704503
El Salvador,SLV,0.003460207612456747
Equatorial Guinea,GNQ,0.23183305355656905
Eritrea,ERI,0.3052358436465062
Estonia,EST,0.0
Ethiopia,ETH,0.21662955916522145
Ethiopia,ETH,0.23271994717646008
Fiji,FJI,0.3333333333333333
Finland,FIN,0.06818181818181818
France,FRA,0.07205732933576248
Gabon,GAB,0.3212258774889523
Georgia,GEO,0.23902999531230795
Germany,DEU,0.09432340660414852
Ghana,GHA,0.4539040204676971
Greece,GRC,0.08217795644504707
Guatemala,GTM,0.01520058244536752
Guinea,GIN,0.437838435300479
Guinea-Bissau,GNB,0.3666120595479828
Haiti,HTI,0.3594066691267782
Honduras,HND,0.027777777777777776
Hungary,HUN,0.04857983954451345
Iceland,ISL,0.16666666666666666
India,IND,0.17633218989257068
Indonesia,IDN,0.04077643148569727
"Iran, Islamic Rep.",IRN,0.28065831623872856
Iraq,IRQ,0.279886710329013
Ireland,IRL,0.031778793746997505
Israel,ISR,0.10477583519841596
Italy,ITA,0.08108418441040285
Jamaica,JAM,0.07383153169424614
Japan,JPN,0.056795246445214616
Jordan,JOR,0.18642280658145657
Kazakhstan,KAZ,0.06619005470900295
Kenya,KEN,0.19125159747922646
Finland,FIN,0.07285622179239201
France,FRA,0.07236896465335756
Gabon,GAB,0.3334662365693201
Georgia,GEO,0.22846316315758833
Germany,DEU,0.09380782827685613
Ghana,GHA,0.457440910372921
Greece,GRC,0.09382902400221667
Guatemala,GTM,0.01351241996273718
Guinea,GIN,0.41917197268347506
Guinea-Bissau,GNB,0.39040089940541517
Haiti,HTI,0.3635079459185544
Honduras,HND,0.042236086353733396
Hungary,HUN,0.052911511826953
Iceland,ISL,0.14285714285714285
India,IND,0.17921699992260376
Indonesia,IDN,0.04264886659499385
"Iran, Islamic Rep.",IRN,0.2834326689924119
Iraq,IRQ,0.2800545368840429
Ireland,IRL,0.03650162833015964
Israel,ISR,0.1058306166616009
Italy,ITA,0.08180009525984663
Jamaica,JAM,0.08078100987751996
Japan,JPN,0.06076836766886807
Jordan,JOR,0.18469141468482783
Kazakhstan,KAZ,0.07345292005258026
Kenya,KEN,0.19870941242277348
"Korea, Dem. People's Rep.",PRK,0.04567901234567901
"Korea, Rep.",KOR,0.15568038064379705
Kosovo,XKX,0.5262714769037525
Kuwait,KWT,0.07227794755018274
Kyrgyz Republic,KGZ,0.14409202564435394
Lao PDR,LAO,0.11050160489054325
Latvia,LVA,0.055769230769230765
Lebanon,LBN,0.22227171212240895
Liberia,LBR,0.0019138755980861201
Libya,LBY,0.2299876421382695
Lithuania,LTU,0.11002595578500828
Luxembourg,LUX,0.20089448149896225
Madagascar,MDG,0.2887094440302444
"Korea, Rep.",KOR,0.15120008997167403
Kosovo,XKX,0.5096231286979886
Kuwait,KWT,0.07539652555466965
Kyrgyz Republic,KGZ,0.1622661545170782
Lao PDR,LAO,0.11063657261339795
Latvia,LVA,0.05178571428571428
Lebanon,LBN,0.23003378814933872
Liberia,LBR,0.0015948963317384335
Libya,LBY,0.25819962978434213
Lithuania,LTU,0.10778520687808062
Luxembourg,LUX,0.16284324477363787
Madagascar,MDG,0.26487655617596656
Malawi,MWI,0.04275905118601747
Malaysia,MYS,0.21811251121517108
Mali,MLI,0.38867412042519417
Malta,MLT,0.008806818181818181
Mauritania,MRT,0.23247897508110368
Mauritius,MUS,0.05908108005538972
Mexico,MEX,0.050281319043648465
Moldova,MDA,0.05298366613282287
Malaysia,MYS,0.21714959930961983
Mali,MLI,0.40299431852169065
Malta,MLT,0.006709956709956709
Mauritania,MRT,0.26093012779927716
Mauritius,MUS,0.060485991466692555
Mexico,MEX,0.055422393411532815
Moldova,MDA,0.05510642167236798
Monaco,MCO,0.5
Mongolia,MNG,0.1265450368632138
Montenegro,MNE,0.06025039649458064
Morocco,MAR,0.27561016619192674
Mozambique,MOZ,0.10338543554110778
Myanmar,MMR,0.07894016324577488
Namibia,NAM,0.06111263118111051
Nepal,NPL,0.3178988483550878
Netherlands,NLD,0.07562682119113437
New Zealand,NZL,0.03654629776715391
Nicaragua,NIC,0.07142857142857142
Niger,NER,0.18777225208878767
Nigeria,NGA,0.4130450092563074
North Macedonia,MKD,0.20504321829994013
Norway,NOR,0.03401360544217687
Oman,OMN,0.07024441862858485
Pakistan,PAK,0.39441663693585427
Panama,PAN,0.18151992991665286
Paraguay,PRY,0.0653610157957984
Peru,PER,0.09455305461753236
Philippines,PHL,0.07951066128254933
Poland,POL,0.10830543244730886
Portugal,PRT,0.0968073593073593
Qatar,QAT,0.10127465641777242
Romania,ROU,0.11513715667950714
Russian Federation,RUS,0.03467000607880125
Rwanda,RWA,0.0922032267503149
San Marino,SMR,0.009702012728314979
Saudi Arabia,SAU,0.08102357725985988
Senegal,SEN,0.4383388178701153
Serbia,SRB,0.06072739844918254
Mongolia,MNG,0.1370320221295601
Montenegro,MNE,0.06575997560673082
Morocco,MAR,0.2829095417910603
Mozambique,MOZ,0.1014011356847057
Myanmar,MMR,0.0919233326754428
Namibia,NAM,0.059424556372702705
Nepal,NPL,0.3299212617159381
Netherlands,NLD,0.08369928583682211
New Zealand,NZL,0.036503743924923754
Nicaragua,NIC,0.0752262443438914
Niger,NER,0.1979242599446265
Nigeria,NGA,0.40279825639503314
North Macedonia,MKD,0.20231253082558526
Norway,NOR,0.02976190476190476
Oman,OMN,0.07389673414459012
Pakistan,PAK,0.41377017368091085
Panama,PAN,0.16709060621474975
Paraguay,PRY,0.06716592586157802
Peru,PER,0.10208936069255373
Philippines,PHL,0.07878561534637454
Poland,POL,0.11416164466846727
Portugal,PRT,0.08763736263736263
Qatar,QAT,0.11869902842731563
Romania,ROU,0.11679302139526357
Russian Federation,RUS,0.04691253304105594
Rwanda,RWA,0.11505887252953338
San Marino,SMR,0.0103681156297602
Saudi Arabia,SAU,0.0821651206180842
Senegal,SEN,0.4439463720491864
Serbia,SRB,0.06543072771330177
Seychelles,SYC,0.0
Singapore,SGP,0.03705945716891007
Slovak Republic,SVK,0.13760926573426574
Slovenia,SVN,0.19690679767905542
South Africa,ZAF,0.04656481874405056
Singapore,SGP,0.03920431109118301
Slovak Republic,SVK,0.14511136185243328
Slovenia,SVN,0.19904455815059183
South Africa,ZAF,0.04778679902561552
South Sudan,SSD,0.0
Spain,ESP,0.06932865207710666
Sri Lanka,LKA,0.23456200726499113
St. Lucia,LCA,0.06640718284171782
Sudan,SDN,0.31487825757890764
Suriname,SUR,0.0896092212794971
Sweden,SWE,0.07679142263888025
Switzerland,CHE,0.03724302506814121
Syrian Arab Republic,SYR,0.2592218468123395
São Tomé and Príncipe,STP,0.1562712747382326
"Taiwan, China",TWN,0.05187714544296348
Tajikistan,TJK,0.28696093904797554
Tanzania,TZA,0.2038308724216086
Thailand,THA,0.07579014275730198
Timor-Leste,TLS,0.052976562900661564
Togo,TGO,0.25345370493036956
Trinidad and Tobago,TTO,0.06287667680415283
Tunisia,TUN,0.2764253253733861
Turkmenistan,TKM,0.03031964849788111
Türkiye,TUR,0.13128547685554282
Uganda,UGA,0.21897756817844366
Ukraine,UKR,0.11749833234604834
United Arab Emirates,ARE,0.22594406575102413
United Kingdom,GBR,0.04427930920480965
United States,USA,0.03241667862968477
Uruguay,URY,0.055625357865102434
Uzbekistan,UZB,0.13119620427261974
Vanuatu,VUT,0.013591053777852226
"Venezuela, RB",VEN,0.19592975755345182
Vietnam,VNM,0.09285860491036488
West Bank and Gaza,PSE,0.14397827947421185
Spain,ESP,0.09009030177113789
Sri Lanka,LKA,0.24975028010256153
St. Lucia,LCA,0.07282903096892122
Sudan,SDN,0.3317564232066475
Suriname,SUR,0.08759690896134133
Sweden,SWE,0.08341239468105138
Switzerland,CHE,0.0471916077937038
Syrian Arab Republic,SYR,0.27935688113516877
São Tomé and Príncipe,STP,0.13613992855890775
"Taiwan, China",TWN,0.05353428241339805
Tajikistan,TJK,0.2946523357060489
Tanzania,TZA,0.19920494683511708
Thailand,THA,0.0752891592189922
Timor-Leste,TLS,0.0441471357505513
Togo,TGO,0.2546261862274304
Trinidad and Tobago,TTO,0.05877431854231327
Tunisia,TUN,0.2823461318730197
Turkmenistan,TKM,0.03357990078183731
Türkiye,TUR,0.13728937349962228
Uganda,UGA,0.23616331255224146
Ukraine,UKR,0.11537590288142627
United Arab Emirates,ARE,0.23103338304943313
United Kingdom,GBR,0.051580340789860214
United States,USA,0.03402406713327732
Uruguay,URY,0.06098565432176157
Uzbekistan,UZB,0.13015941976738638
Vanuatu,VUT,0.0128145905950973
"Venezuela, RB",VEN,0.19536838471386067
Vietnam,VNM,0.09540043954905414
West Bank and Gaza,PSE,0.134938354012083
"Yemen, Rep.",YEM,
Zambia,ZMB,0.1275623532410394
Zimbabwe,ZWE,0.10371020092756651
Zambia,ZMB,0.13420691589588105
Zimbabwe,ZWE,0.10369940221633125
Original file line number Diff line number Diff line change
Expand Up @@ -17,3 +17,4 @@ reporting_year,East Asia & Pacific,Europe & Central Asia,Latin America & Caribbe
2020,435184,1367913,59836,678917,36297,205154,217888
2021,187460,1477934,82683,962526,39725,174513,267435
2022,767857,2610955,216274,2446329,152120,810439,886106
2023,2042682,2987926,260977,2955840,210793,1132536,1036171
Original file line number Diff line number Diff line change
Expand Up @@ -17,3 +17,4 @@ reporting_year,East Asia & Pacific,Europe & Central Asia,Latin America & Caribbe
2020,0.09393166735727779,0.10984740615263439,0.18695380098495687,0.24758980582364093,0.049580915350749086,0.27493158911035703,0.29129713213890324
2021,0.08950958951534489,0.08319212983514067,0.12584086789580803,0.16758918889818153,0.044900896357998786,0.22682326312851803,0.2109356402788872
2022,0.08072205870054505,0.10286034168234273,0.13671461463360093,0.21495263408419465,0.034798314364451695,0.27370340731380866,0.26169455447642975
2023,0.07620226623057116,0.11501968362167254,0.1319425259216428,0.23181639587191077,0.04515602922554791,0.299402134703266,0.27425577138562296
Original file line number Diff line number Diff line change
Expand Up @@ -17,3 +17,4 @@ reporting_year,High income,Low income,Lower middle income,Upper middle income
2020,0.17827758269407637,0.20908962327975725,0.20502923005407128,0.19531739730338643
2021,0.14149220007491287,0.18826540691719348,0.17009392696953676,0.14620158971775882
2022,0.1493165428236076,0.18622939881355036,0.18446879871442293,0.1475345423624755
2023,0.1469348569428595,0.18280200129436044,0.18345314529272588,0.14273602343393665
Original file line number Diff line number Diff line change
Expand Up @@ -17,3 +17,4 @@ reporting_year,East Asia & Pacific,Europe & Central Asia,Latin America & Caribbe
2020,0.13807025379099547,0.1962113304188735,0.25150992387884663,0.1933049919795515,0.07799741737516293,0.21485068014893374,0.21438680410510483
2021,0.1264526389286865,0.158386129714444,0.1878993680869868,0.15432304711759134,0.07371018364897873,0.17064353844386995,0.18355564889547424
2022,0.10248451423214855,0.17060566053711304,0.1791998919849881,0.16885462490457923,0.05912304615275189,0.1625304197376813,0.2000164848159347
2023,0.08585019425188736,0.17233684648135286,0.14562965896324204,0.17444871910704132,0.06179306384184493,0.1858905697637592,0.1877717118211897
Original file line number Diff line number Diff line change
Expand Up @@ -17,3 +17,4 @@ reporting_year,High income,Low income,Lower middle income,Upper middle income
2020,0.10136531314691899,0.2479507564872146,0.285335471576692,0.13049665537445304
2021,0.0757413115074666,0.20129778536467255,0.20825561921617575,0.09661863271364293
2022,0.08232779343769898,0.26007646982255517,0.2568488651671203,0.1144729580029274
2023,0.09385002284753978,0.29257212911993924,0.2711851942248447,0.11778320366057508
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