Relevant Information: Suggestion of data by classmate - Mengqin Cai These data set published by the United Nation, which calculates Female migrants as a percentage of the international migrant stock . The dataset has seven variables, Area, Country, Notes, Country code, Type of data (a), Years, Percentage. This table compares different countries’ female migrants as a percentage of the international migrant stock and shows their changes from 1990 to 2015. The data combine the area and country with the same column and set year values as header names. It is not easy to process the data if we want to compare the data by country and find out the year trend from 1995 to 2015. We call this type of data untidy and need to transform for easy data process. The URL to the .Rmd file in your GitHub repository. and The URL for your rpubs.com web page.
raw_data <- read.csv("Immigration Data.csv", sep = ",", , skip = 16, header = FALSE) #initial tidy on removing first 16 rows of non #counmtry dat
#?read.csv
head(raw_data)## V1 V2 V3 V4 V5
## 1 NA NA
## 2 1 WORLD 900
## 3 2 More developed regions b 901
## 4 3 Less developed regions c 902
## 5 4 Least developed countries d 941
## 6 5 Less developed regions, excluding least developed countries 934
## V6 V7 V8 V9 V10 V11 V12
## 1 1990 1995 2000 2005 2010.0 2015.0 2017.0
## 2 49.2 49.3 49.3 48.9 48.4 48.5 48.4
## 3 51.1 51.1 51.1 51.1 51.5 51.9 51.8
## 4 47.0 46.9 46.6 45.6 43.8 44.0 43.9
## 5 49.8 50.1 50.0 49.1 50.0 50.2 50.4
## 6 46.5 46.3 46.0 45.1 43.0 43.1 42.9# V5 column, if blank this is region’ rows don’t have any value ther. We will use this to remove the regions and leave the country data for analysis
df <- raw_data
df## V1 V2 V3
## 1 NA
## 2 1 WORLD
## 3 2 More developed regions b
## 4 3 Less developed regions c
## 5 4 Least developed countries d
## 6 5 Less developed regions, excluding least developed countries
## 7 6 High-income countries e
## 8 7 Middle-income countries e
## 9 8 Upper-middle-income countries e
## 10 9 Lower-middle-income countries e
## 11 10 Low-income countries e
## 12 11 Sub-Saharan Africa f
## 13 12 AFRICA
## 14 13 Eastern Africa
## 15 14 Burundi
## 16 15 Comoros
## 17 16 Djibouti
## 18 17 Eritrea
## 19 18 Ethiopia
## 20 19 Kenya
## 21 20 Madagascar
## 22 21 Malawi
## 23 22 Mauritius 1
## 24 23 Mayotte
## 25 24 Mozambique
## 26 25 Réunion
## 27 26 Rwanda
## 28 27 Seychelles
## 29 28 Somalia
## 30 29 South Sudan
## 31 30 Uganda
## 32 31 United Republic of Tanzania 2
## 33 32 Zambia
## 34 33 Zimbabwe
## 35 34 Middle Africa
## 36 35 Angola
## 37 36 Cameroon
## 38 37 Central African Republic
## 39 38 Chad
## 40 39 Congo
## 41 40 Democratic Republic of the Congo
## 42 41 Equatorial Guinea
## 43 42 Gabon
## 44 43 Sao Tome and Principe
## 45 44 Northern Africa
## 46 45 Algeria
## 47 46 Egypt
## 48 47 Libya
## 49 48 Morocco
## 50 49 Sudan 3
## 51 50 Tunisia
## 52 51 Western Sahara
## 53 52 Southern Africa
## 54 53 Botswana
## 55 54 Lesotho
## 56 55 Namibia
## 57 56 South Africa
## 58 57 Swaziland
## 59 58 Western Africa
## 60 59 Benin
## 61 60 Burkina Faso
## 62 61 Cabo Verde
## 63 62 Côte d'Ivoire
## 64 63 Gambia
## 65 64 Ghana
## 66 65 Guinea
## 67 66 Guinea-Bissau
## 68 67 Liberia
## 69 68 Mali
## 70 69 Mauritania
## 71 70 Niger
## 72 71 Nigeria
## 73 72 Saint Helena 4
## 74 73 Senegal
## 75 74 Sierra Leone
## 76 75 Togo
## 77 76 ASIA
## 78 77 Central Asia
## 79 78 Kazakhstan
## 80 79 Kyrgyzstan
## 81 80 Tajikistan
## 82 81 Turkmenistan
## 83 82 Uzbekistan
## 84 83 Eastern Asia
## 85 84 China 5
## 86 85 China, Hong Kong SAR 6
## 87 86 China, Macao SAR 7
## 88 87 Dem. People's Republic of Korea
## 89 88 Japan
## 90 89 Mongolia
## 91 90 Republic of Korea
## 92 91 Southern Asia
## 93 92 Afghanistan
## 94 93 Bangladesh
## 95 94 Bhutan
## 96 95 India
## 97 96 Iran (Islamic Republic of)
## 98 97 Maldives
## 99 98 Nepal
## 100 99 Pakistan
## 101 100 Sri Lanka
## 102 101 South-Eastern Asia
## 103 102 Brunei Darussalam
## 104 103 Cambodia
## 105 104 Indonesia
## 106 105 Lao People's Democratic Republic
## 107 106 Malaysia 8
## 108 107 Myanmar
## 109 108 Philippines
## 110 109 Singapore
## 111 110 Thailand
## 112 111 Timor-Leste
## 113 112 Viet Nam
## 114 113 Western Asia
## 115 114 Armenia
## 116 115 Azerbaijan 9
## 117 116 Bahrain
## 118 117 Cyprus 10
## 119 118 Georgia 11
## 120 119 Iraq
## 121 120 Israel
## 122 121 Jordan
## 123 122 Kuwait
## 124 123 Lebanon
## 125 124 Oman
## 126 125 Qatar
## 127 126 Saudi Arabia
## 128 127 State of Palestine 12
## 129 128 Syrian Arab Republic
## 130 129 Turkey
## 131 130 United Arab Emirates
## 132 131 Yemen
## 133 132 EUROPE
## 134 133 Eastern Europe
## 135 134 Belarus
## 136 135 Bulgaria
## 137 136 Czechia
## 138 137 Hungary
## 139 138 Poland
## 140 139 Republic of Moldova 13
## 141 140 Romania
## 142 141 Russian Federation
## 143 142 Slovakia
## 144 143 Ukraine 14
## 145 144 Northern Europe
## 146 145 Channel Islands 15
## 147 146 Denmark
## 148 147 Estonia
## 149 148 Faeroe Islands
## 150 149 Finland 16
## 151 150 Iceland
## 152 151 Ireland
## 153 152 Isle of Man
## 154 153 Latvia
## 155 154 Lithuania
## 156 155 Norway 17
## 157 156 Sweden
## 158 157 United Kingdom
## 159 158 Southern Europe
## 160 159 Albania
## 161 160 Andorra
## 162 161 Bosnia and Herzegovina
## 163 162 Croatia
## 164 163 Gibraltar
## 165 164 Greece
## 166 165 Holy See 18
## 167 166 Italy
## 168 167 Malta
## 169 168 Montenegro
## 170 169 Portugal
## 171 170 San Marino
## 172 171 Serbia 19
## 173 172 Slovenia
## 174 173 Spain 20
## 175 174 TFYR Macedonia 21
## 176 175 Western Europe
## 177 176 Austria
## 178 177 Belgium
## 179 178 France
## 180 179 Germany
## 181 180 Liechtenstein
## 182 181 Luxembourg
## 183 182 Monaco
## 184 183 Netherlands
## 185 184 Switzerland
## 186 185 LATIN AMERICA AND THE CARIBBEAN
## 187 186 Caribbean
## 188 187 Anguilla
## 189 188 Antigua and Barbuda
## 190 189 Aruba
## 191 190 Bahamas
## 192 191 Barbados
## 193 192 British Virgin Islands
## 194 193 Caribbean Netherlands 22
## 195 194 Cayman Islands
## 196 195 Cuba
## 197 196 Curaçao
## 198 197 Dominica
## 199 198 Dominican Republic
## 200 199 Grenada
## 201 200 Guadeloupe 23
## 202 201 Haiti
## 203 202 Jamaica
## 204 203 Martinique
## 205 204 Montserrat
## 206 205 Puerto Rico
## 207 206 Saint Kitts and Nevis
## 208 207 Saint Lucia
## 209 208 Saint Vincent and the Grenadines
## 210 209 Sint Maarten (Dutch part)
## 211 210 Trinidad and Tobago
## 212 211 Turks and Caicos Islands
## 213 212 United States Virgin Islands
## 214 213 Central America
## 215 214 Belize
## 216 215 Costa Rica
## 217 216 El Salvador
## 218 217 Guatemala
## 219 218 Honduras
## 220 219 Mexico
## 221 220 Nicaragua
## 222 221 Panama
## 223 222 South America
## 224 223 Argentina
## 225 224 Bolivia (Plurinational State of)
## 226 225 Brazil
## 227 226 Chile
## 228 227 Colombia
## 229 228 Ecuador
## 230 229 Falkland Islands (Malvinas)
## 231 230 French Guiana
## 232 231 Guyana
## 233 232 Paraguay
## 234 233 Peru
## 235 234 Suriname
## 236 235 Uruguay
## 237 236 Venezuela (Bolivarian Republic of)
## 238 237 NORTHERN AMERICA
## 239 238 Bermuda
## 240 239 Canada
## 241 240 Greenland
## 242 241 Saint Pierre and Miquelon
## 243 242 United States of America
## 244 243 OCEANIA
## 245 244 Australia/New Zealand
## 246 245 Australia 24
## 247 246 New Zealand
## 248 247 Melanesia
## 249 248 Fiji
## 250 249 New Caledonia
## 251 250 Papua New Guinea
## 252 251 Solomon Islands
## 253 252 Vanuatu
## 254 253 Micronesia
## 255 254 Guam
## 256 255 Kiribati
## 257 256 Marshall Islands
## 258 257 Micronesia (Fed. States of)
## 259 258 Nauru
## 260 259 Northern Mariana Islands
## 261 260 Palau
## 262 261 Polynesia 25
## 263 262 American Samoa
## 264 263 Cook Islands
## 265 264 French Polynesia
## 266 265 Niue
## 267 266 Samoa
## 268 267 Tokelau
## 269 268 Tonga
## 270 269 Tuvalu
## 271 270 Wallis and Futuna Islands
## V4 V5 V6 V7 V8 V9 V10 V11 V12
## 1 NA 1990 1995 2000 2005 2010.0 2015.0 2017.0
## 2 900 49.2 49.3 49.3 48.9 48.4 48.5 48.4
## 3 901 51.1 51.1 51.1 51.1 51.5 51.9 51.8
## 4 902 47.0 46.9 46.6 45.6 43.8 44.0 43.9
## 5 941 49.8 50.1 50.0 49.1 50.0 50.2 50.4
## 6 934 46.5 46.3 46.0 45.1 43.0 43.1 42.9
## 7 1503 48.4 48.8 49.0 48.6 47.9 47.9 47.7
## 8 1517 50.0 49.9 49.6 49.4 49.0 49.3 49.3
## 9 1502 49.3 49.3 49.0 49.1 48.5 48.8 48.8
## 10 1501 50.7 50.6 50.4 49.8 49.7 50.0 50.0
## 11 1500 50.0 50.6 50.5 49.6 50.8 50.8 50.9
## 12 947 47.3 47.6 47.4 46.4 47.0 47.6 47.8
## 13 903 47.2 47.3 46.9 45.6 46.2 46.9 47.1
## 14 910 48.5 48.5 48.8 46.7 49.2 49.9 50.1
## 15 108 B R 51.0 51.3 51.4 50.9 50.8 50.7 50.7
## 16 174 B 52.3 52.6 52.8 52.4 52.0 51.6 51.6
## 17 262 B R 47.4 47.4 47.3 44.3 47.5 47.4 47.4
## 18 232 I 47.4 47.2 47.1 46.0 45.1 44.6 44.6
## 19 231 B R 47.4 47.4 47.3 47.5 47.6 49.1 49.1
## 20 404 B R 45.9 47.9 50.1 48.3 50.4 50.0 50.1
## 21 450 C 44.2 43.8 43.6 43.4 43.2 43.0 43.0
## 22 454 B R 51.5 51.9 52.1 52.2 52.3 52.4 52.4
## 23 480 C 51.2 56.9 63.3 54.5 46.9 44.6 44.6
## 24 175 B 42.3 44.2 48.2 50.4 52.6 53.7 53.7
## 25 508 B R 46.0 45.8 47.3 50.0 51.2 51.1 51.1
## 26 638 B 46.3 47.2 48.1 48.6 49.0 49.3 49.3
## 27 646 B R 49.5 49.4 49.4 49.9 50.0 50.2 50.2
## 28 690 B 40.8 41.3 41.6 35.3 31.7 30.0 30.0
## 29 706 I R 48.9 47.3 47.1 46.6 46.2 47.3 47.5
## 30 728 B R .. .. .. .. 48.5 48.9 48.9
## 31 800 B R 48.0 49.4 50.5 50.6 50.6 52.8 53.1
## 32 834 B R 50.6 50.5 49.3 36.9 50.1 50.1 50.1
## 33 894 B R 48.8 48.7 49.1 49.1 49.4 49.5 49.5
## 34 716 B R 43.8 43.0 43.0 43.0 43.0 43.7 43.1
## 35 911 49.0 49.1 48.5 49.0 49.0 48.5 48.4
## 36 24 B R 45.9 47.9 49.3 50.7 51.5 51.8 51.8
## 37 120 B C 45.2 45.3 45.4 45.0 44.6 50.6 50.6
## 38 140 C 46.9 46.9 46.9 46.8 46.8 47.1 47.0
## 39 148 B R 46.0 46.1 46.1 54.6 55.2 53.9 53.9
## 40 178 B 50.3 50.0 49.9 45.6 45.6 45.2 45.2
## 41 180 B R 51.9 50.4 51.0 51.5 51.7 51.4 51.3
## 42 226 C 46.5 46.8 47.0 45.9 45.3 22.9 22.9
## 43 266 C 42.9 42.9 42.9 42.9 42.8 42.9 42.9
## 44 678 C 47.1 48.4 49.3 49.7 49.9 50.0 50.0
## 45 912 48.8 46.9 44.4 40.2 40.5 41.1 41.9
## 46 12 B R 45.2 45.2 45.2 45.2 47.1 47.2 47.2
## 47 818 B R 47.1 47.0 46.8 42.2 43.8 43.8 46.1
## 48 434 C 46.9 40.8 35.0 28.7 28.4 28.8 28.8
## 49 504 C 47.1 47.8 48.6 49.3 49.6 49.8 49.8
## 50 729 B R 50.4 50.1 49.7 49.1 49.0 49.7 49.9
## 51 788 C 50.2 49.7 49.2 48.6 48.5 48.2 48.2
## 52 732 I 45.5 44.8 44.1 42.8 41.9 40.9 40.9
## 53 913 39.6 40.1 40.9 41.8 42.4 44.5 44.5
## 54 72 C 39.6 41.5 42.4 44.1 44.8 45.3 45.3
## 55 426 C R 47.6 46.9 45.9 45.9 45.9 45.9 45.9
## 56 516 B 47.2 46.9 46.1 46.3 46.2 46.1 46.1
## 57 710 B R 38.4 39.1 40.1 41.2 42.0 44.4 44.4
## 58 748 B R 45.9 42.2 42.9 45.7 48.0 48.2 48.2
## 59 914 46.5 47.0 46.9 46.2 46.1 46.6 46.7
## 60 204 C B R 47.4 46.8 46.4 45.3 44.5 43.9 43.9
## 61 854 B R 52.0 51.9 51.8 52.2 52.4 52.4 52.4
## 62 132 B 50.4 49.0 47.8 48.6 49.3 49.4 49.4
## 63 384 C B 44.3 44.6 44.6 44.6 44.6 44.6 44.6
## 64 270 B 43.9 45.6 46.8 47.1 47.2 47.3 47.3
## 65 288 B 49.6 49.6 49.2 47.7 49.1 49.1 49.1
## 66 324 C R 50.1 50.1 50.2 51.3 47.8 41.4 41.1
## 67 624 B R 50.0 50.5 50.3 50.3 51.1 51.5 51.5
## 68 430 B 43.2 46.5 45.9 41.3 42.6 43.0 43.0
## 69 466 B R 49.0 48.4 48.4 48.5 48.6 48.8 48.8
## 70 478 C R 48.4 47.5 45.7 43.9 42.6 43.5 43.5
## 71 562 B R 52.2 52.2 52.4 52.5 52.5 52.6 52.6
## 72 566 C R 43.9 44.3 44.6 41.8 41.8 45.1 45.1
## 73 654 B 42.0 44.7 46.9 46.0 45.2 44.5 44.4
## 74 686 B R 48.7 48.8 47.6 47.6 46.9 46.9 46.9
## 75 694 B R 44.6 43.4 44.4 46.8 45.4 45.2 45.2
## 76 768 C R 49.4 50.1 49.9 49.4 49.4 49.7 49.7
## 77 935 46.6 46.5 46.2 45.3 42.7 42.7 42.4
## 78 5500 55.2 55.3 55.3 54.0 52.7 51.9 51.8
## 79 398 B 54.0 54.0 54.0 52.5 51.3 50.4 50.4
## 80 417 B 58.2 58.2 58.2 58.6 59.2 59.6 59.6
## 81 762 B 56.1 56.4 56.1 56.7 56.8 56.9 56.9
## 82 795 B 56.2 56.6 56.9 55.7 54.2 53.4 53.4
## 83 860 B 56.2 56.5 56.9 55.7 54.2 53.4 53.4
## 84 906 49.3 51.3 52.7 52.9 53.0 53.2 53.2
## 85 156 C 49.0 49.6 50.0 44.0 40.5 38.6 38.6
## 86 344 B 49.3 51.9 54.1 56.4 58.7 60.5 60.5
## 87 446 B 53.0 53.9 54.6 53.3 54.0 54.6 54.6
## 88 408 I 49.0 50.0 51.0 50.7 50.5 50.2 50.2
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## 90 496 C 49.1 46.7 44.4 34.0 26.0 27.0 27.0
## 91 410 C 43.7 42.9 41.4 41.5 42.9 43.9 43.9
## 92 5501 46.9 47.3 47.0 47.9 47.6 48.8 48.7
## 93 4 B 43.6 45.3 43.6 43.6 43.6 49.3 50.1
## 94 50 B R 46.0 46.1 46.2 46.8 47.2 47.1 47.3
## 95 64 B 18.5 18.5 18.5 18.7 18.9 18.9 18.9
## 96 356 B R 47.8 48.1 48.5 48.6 48.7 48.8 48.8
## 97 364 B R 42.8 41.9 40.7 45.1 43.1 47.0 47.0
## 98 462 C 45.0 50.1 45.0 39.9 23.7 12.3 12.3
## 99 524 B R 70.7 68.5 66.3 65.4 67.2 69.3 69.4
## 100 586 B R 47.4 46.8 46.2 46.1 47.4 48.9 48.7
## 101 144 B R 43.6 44.4 45.3 46.1 46.9 47.8 47.8
## 102 920 47.5 48.2 49.2 48.7 48.1 48.1 48.1
## 103 96 B 42.8 43.6 44.1 43.9 43.6 43.4 43.4
## 104 116 B 50.3 50.8 51.0 49.6 47.1 46.1 46.1
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## 106 418 C R 48.4 48.1 47.3 46.3 46.3 46.3 46.3
## 107 458 C R 41.7 42.9 44.2 42.2 40.3 39.6 39.6
## 108 104 C 45.9 45.9 46.8 46.4 45.6 45.2 45.2
## 109 608 C R 47.2 48.1 49.1 48.3 48.3 48.2 48.2
## 110 702 B 52.4 54.0 55.5 55.6 55.8 55.9 55.9
## 111 764 B R 46.4 47.4 48.5 49.8 49.6 49.8 49.8
## 112 626 B 50.3 51.1 51.9 50.5 49.4 49.4 49.4
## 113 704 C R 45.8 45.0 42.2 39.9 41.8 42.1 42.1
## 114 922 41.4 40.9 40.3 38.2 34.8 36.0 35.9
## 115 51 B R 58.9 58.9 58.9 59.2 59.2 59.5 59.5
## 116 31 B R 56.2 56.5 56.9 55.2 53.2 52.1 52.1
## 117 48 C 29.1 30.0 30.9 28.6 27.7 27.7 27.7
## 118 196 B 53.3 55.4 56.6 57.0 56.2 56.2 56.2
## 119 268 B 56.2 56.2 56.2 56.2 56.2 56.2 56.2
## 120 368 C R 33.3 42.4 42.8 39.1 37.8 41.8 41.8
## 121 376 B R 52.8 53.7 53.9 54.1 54.4 54.6 54.6
## 122 400 C R 48.8 48.9 49.0 49.1 49.2 49.6 49.6
## 123 414 C R 39.0 35.8 32.5 31.1 30.0 34.1 32.0
## 124 422 B R 48.8 48.9 49.0 48.4 47.9 51.9 51.9
## 125 512 C 20.2 22.6 21.7 20.8 19.3 17.3 16.0
## 126 634 C 27.1 25.4 23.8 22.8 17.2 16.1 16.1
## 127 682 C R 33.5 33.3 33.2 31.3 29.6 30.7 31.5
## 128 275 B 54.2 54.5 54.7 55.1 55.6 55.7 55.7
## 129 760 C R 49.0 49.1 48.7 48.7 48.9 48.9 48.9
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## 131 784 C R 28.7 28.2 28.2 27.2 25.3 25.3 25.3
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## 133 908 51.3 51.5 51.6 51.6 51.8 52.1 52.0
## 134 923 53.6 53.0 52.5 52.6 52.7 52.7 52.6
## 135 112 B 54.2 54.2 54.2 54.2 54.2 54.2 54.2
## 136 100 B 57.9 57.9 57.9 56.5 55.6 55.6 55.6
## 137 203 C 48.0 46.7 46.0 43.7 40.7 42.6 42.6
## 138 348 B R 55.1 54.3 53.5 52.5 51.9 50.4 50.0
## 139 616 B 57.2 58.1 59.0 58.9 59.2 58.1 57.2
## 140 498 B 56.0 56.0 56.0 56.0 61.6 64.6 64.6
## 141 642 B 57.6 53.1 52.4 54.4 50.7 47.8 46.9
## 142 643 B 50.9 50.3 49.7 50.2 50.7 50.9 50.9
## 143 703 B 56.0 56.0 56.0 55.0 54.3 49.9 49.5
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## 145 924 52.2 52.7 53.0 52.4 51.9 52.0 52.0
## 146 830 B 53.0 53.0 53.0 52.6 52.3 52.2 52.2
## 147 208 B 51.4 51.4 51.5 51.6 51.7 51.1 50.6
## 148 233 B 55.1 56.8 59.6 59.7 59.8 58.9 58.2
## 149 234 B 43.1 45.7 46.5 46.5 47.0 49.3 48.7
## 150 246 B 49.9 50.3 50.5 49.8 49.5 49.4 49.1
## 151 352 B 55.7 55.0 54.7 51.3 49.8 51.2 50.5
## 152 372 B 50.8 52.4 50.7 47.4 50.7 52.0 51.1
## 153 833 B 52.9 52.4 52.0 51.3 50.8 50.5 50.5
## 154 428 B 55.0 56.5 58.7 58.9 60.3 60.8 60.7
## 155 440 B 52.9 53.0 53.1 53.2 56.7 57.7 58.4
## 156 578 B 48.3 49.8 50.5 51.1 49.0 47.8 47.8
## 157 752 B 51.4 51.8 52.2 52.2 51.5 50.9 50.6
## 158 826 B 51.9 52.4 52.9 52.4 51.8 52.2 52.4
## 159 925 52.5 52.3 52.0 51.3 51.4 53.0 53.1
## 160 8 B 53.7 53.4 53.1 49.0 49.0 49.0 49.1
## 161 20 C 46.5 47.1 47.6 47.2 47.2 47.2 47.5
## 162 70 I R 52.6 52.3 52.2 52.5 52.3 52.3 52.3
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## 166 336 I 51.2 51.5 51.8 52.3 52.8 53.3 53.4
## 167 380 B 55.0 54.4 54.0 54.0 54.0 54.6 54.4
## 168 470 B 53.5 52.8 52.2 51.6 48.1 46.6 46.6
## 169 499 B .. .. .. .. 59.7 59.4 60.8
## 170 620 B 51.8 51.3 50.8 51.1 51.3 53.9 53.3
## 171 674 C 47.8 47.0 46.2 45.4 44.6 44.6 44.6
## 172 688 B 52.9 54.1 55.2 55.8 55.9 56.0 56.0
## 173 705 B 49.7 48.3 47.1 45.7 44.3 43.4 43.6
## 174 724 B 52.5 51.1 49.4 47.9 48.4 51.0 51.4
## 175 807 B 58.3 58.3 58.3 58.3 58.3 58.3 58.3
## 176 926 47.6 48.9 50.0 50.5 51.3 51.1 50.9
## 177 40 B 53.6 52.7 52.0 52.2 52.3 52.0 52.0
## 178 56 C 46.1 47.1 48.0 48.9 49.2 49.2 49.2
## 179 250 B 49.1 50.0 50.7 51.0 51.2 51.7 51.8
## 180 276 B 44.5 47.8 49.9 50.3 50.6 50.7 50.2
## 181 438 B 45.4 46.9 48.5 50.1 51.4 51.2 51.3
## 182 442 B 50.7 50.6 50.4 50.2 49.3 49.2 49.2
## 183 492 B 53.5 52.7 52.0 51.6 51.1 50.9 50.9
## 184 528 B 49.9 50.4 50.8 51.4 51.9 52.3 52.2
## 185 756 B 49.6 48.0 46.4 48.9 54.8 51.0 51.0
## 186 904 49.8 50.0 50.1 50.3 50.3 50.4 50.4
## 187 915 48.0 48.3 48.6 48.8 48.8 48.7 48.7
## 188 660 B 51.1 52.2 53.0 52.8 52.7 52.6 52.6
## 189 28 B 52.0 54.2 55.3 55.3 55.4 55.4 55.4
## 190 533 B 55.5 55.2 55.1 55.3 55.4 55.4 55.5
## 191 44 B 48.5 47.5 46.7 48.1 49.1 49.4 49.4
## 192 52 B 58.1 57.2 56.4 55.7 55.1 55.1 55.1
## 193 92 B 48.6 49.9 50.7 50.7 50.7 50.7 50.7
## 194 535 B 55.1 55.4 55.7 55.7 51.7 51.6 51.6
## 195 136 C 50.8 50.0 49.6 49.2 48.8 48.8 48.8
## 196 192 B 50.0 52.0 56.0 55.7 55.4 55.4 55.4
## 197 531 B .. .. .. .. 59.0 58.9 58.9
## 198 212 B 48.0 48.0 47.5 47.5 47.5 47.5 47.5
## 199 214 B 37.6 38.5 39.3 39.3 39.4 39.4 39.4
## 200 308 B 50.6 50.5 50.4 50.4 50.4 50.4 50.4
## 201 312 B 50.4 51.4 52.2 53.7 55.0 55.5 55.5
## 202 332 B 44.4 43.7 43.2 42.8 42.6 42.4 42.4
## 203 388 B 51.3 50.5 49.9 49.6 49.2 49.2 49.2
## 204 474 B 50.7 52.2 53.3 54.6 55.8 56.3 56.3
## 205 500 B 48.9 48.8 48.6 48.6 48.6 48.5 48.5
## 206 630 B 52.4 52.5 52.5 52.6 53.1 53.3 53.3
## 207 659 B 48.8 48.3 47.7 47.6 47.5 47.4 47.4
## 208 662 B 50.7 50.2 49.8 49.6 49.5 49.5 49.5
## 209 670 B 51.4 51.4 51.3 51.2 51.2 51.1 51.1
## 210 534 B .. .. .. 52.0 52.0 52.1 52.1
## 211 780 B 53.6 53.7 53.8 53.9 52.0 51.2 51.2
## 212 796 B 48.2 48.2 48.3 48.3 48.3 48.3 48.3
## 213 850 B 52.2 52.5 52.8 52.8 52.9 52.9 52.9
## 214 916 50.6 50.5 49.9 50.1 50.0 50.0 49.9
## 215 84 B R 46.1 47.6 48.9 49.2 49.4 49.7 49.7
## 216 188 B R 49.2 49.4 49.6 50.8 51.7 52.0 52.0
## 217 222 B R 53.1 53.0 53.0 52.7 52.5 52.4 52.4
## 218 320 B R 57.4 57.2 55.9 54.5 53.4 52.6 52.6
## 219 340 B R 49.1 49.1 48.8 48.2 47.6 47.5 47.5
## 220 484 B R 49.9 49.9 49.7 49.5 49.4 49.3 49.3
## 221 558 B R 49.6 49.8 49.2 49.1 48.8 48.5 48.5
## 222 591 B 47.2 48.1 49.1 49.1 48.6 48.7 48.7
## 223 931 49.9 50.3 50.6 50.8 50.9 50.9 50.9
## 224 32 B 52.2 52.8 53.4 53.7 53.9 54.0 54.0
## 225 68 B 49.1 48.8 48.6 48.0 47.6 47.6 47.6
## 226 76 B 46.6 46.6 46.5 46.3 46.0 46.0 46.0
## 227 152 B 49.3 51.1 52.2 52.7 52.9 52.9 52.9
## 228 170 B 49.1 48.9 48.7 48.2 47.2 46.7 46.7
## 229 218 B R 51.0 49.7 49.0 48.7 48.4 48.3 48.3
## 230 238 B 42.9 41.2 40.4 42.1 43.8 44.4 44.4
## 231 254 B 45.2 47.4 49.3 50.6 51.6 52.5 52.5
## 232 328 B 46.3 46.4 46.4 46.5 46.5 46.5 46.5
## 233 600 B 47.5 47.5 47.9 47.9 48.0 48.0 48.0
## 234 604 B 50.0 50.5 50.3 50.0 49.8 49.9 49.9
## 235 740 C 46.0 45.9 45.9 45.5 45.5 45.4 45.4
## 236 858 B 53.3 53.5 53.8 54.3 54.8 54.8 54.8
## 237 862 B 49.5 49.7 49.8 50.0 49.8 49.9 49.9
## 238 905 51.1 50.8 50.5 50.3 51.1 51.5 51.5
## 239 60 B 51.8 51.8 51.7 51.5 51.3 51.2 51.2
## 240 124 B 51.3 51.6 51.8 52.0 52.1 52.1 52.1
## 241 304 B 30.3 31.5 30.1 32.0 32.4 34.2 34.2
## 242 666 B 49.0 48.3 48.1 48.0 47.8 47.7 47.6
## 243 840 B 51.1 50.7 50.3 50.0 50.9 51.4 51.4
## 244 909 49.0 49.5 50.1 50.4 50.3 50.8 51.0
## 245 927 49.2 49.8 50.3 50.6 50.5 51.0 51.2
## 246 36 B 49.1 49.6 50.1 50.4 50.3 50.9 51.1
## 247 554 B 50.2 50.9 51.4 51.5 51.5 51.6 51.6
## 248 928 44.4 44.1 44.0 43.5 43.8 43.6 43.6
## 249 242 B 48.5 48.3 48.1 47.2 46.5 46.0 46.0
## 250 540 B 44.6 45.2 45.8 46.0 46.2 46.1 46.1
## 251 598 C R 42.6 40.8 37.8 36.8 35.6 36.5 36.5
## 252 90 B 44.4 44.3 44.1 44.1 44.0 43.9 43.9
## 253 548 B 45.0 47.4 49.7 50.1 50.3 50.3 50.3
## 254 954 44.2 46.9 50.1 50.3 49.6 49.3 49.3
## 255 316 B 43.6 46.0 48.3 48.4 48.4 48.4 48.4
## 256 296 B 48.8 48.8 48.0 47.2 47.3 47.3 47.3
## 257 584 B 37.7 38.1 38.4 38.6 38.7 38.8 38.8
## 258 583 B 43.0 36.6 44.8 46.1 46.5 46.6 46.5
## 259 520 C 46.5 46.4 46.4 46.4 46.4 37.5 37.5
## 260 580 B 46.4 51.1 56.7 57.4 57.7 58.0 58.0
## 261 585 B 35.7 40.9 38.1 40.1 41.5 43.2 43.2
## 262 957 44.2 44.7 45.3 45.9 46.1 46.4 46.3
## 263 16 B 47.5 47.9 48.2 48.4 48.6 49.0 49.0
## 264 184 B 44.2 44.3 44.3 47.4 49.7 50.0 49.9
## 265 258 B 40.2 41.2 42.0 43.0 43.0 43.0 43.0
## 266 570 B 46.9 46.5 46.2 46.0 45.9 45.8 45.8
## 267 882 B 47.2 47.8 48.3 48.8 49.4 49.9 49.9
## 268 772 B 44.4 44.7 45.0 48.4 52.0 52.2 52.0
## 269 776 B 48.9 47.5 46.2 45.9 45.7 45.7 45.7
## 270 798 C 43.4 43.7 44.2 44.8 44.8 44.7 44.8
## 271 876 B 48.2 48.9 49.5 49.5 49.5 49.5 49.5#gets the region (non-country) info to inspect into a data frame for removal so that we can be left with country data only.
?filter## Help on topic 'filter' was found in the following packages:
##
## Package Library
## dplyr /home/jr/R/x86_64-pc-linux-gnu-library/3.4
## stats /usr/lib/R/library
##
##
## Using the first match ...## V1 V2 V3 V4 V5 V6 V7 V8
## 1 14 Burundi 108 B R 51.0 51.3 51.4
## 2 15 Comoros 174 B 52.3 52.6 52.8
## 3 16 Djibouti 262 B R 47.4 47.4 47.3
## 4 17 Eritrea 232 I 47.4 47.2 47.1
## 5 18 Ethiopia 231 B R 47.4 47.4 47.3
## 6 19 Kenya 404 B R 45.9 47.9 50.1
## 7 20 Madagascar 450 C 44.2 43.8 43.6
## 8 21 Malawi 454 B R 51.5 51.9 52.1
## 9 22 Mauritius 1 480 C 51.2 56.9 63.3
## 10 23 Mayotte 175 B 42.3 44.2 48.2
## 11 24 Mozambique 508 B R 46.0 45.8 47.3
## 12 25 Réunion 638 B 46.3 47.2 48.1
## 13 26 Rwanda 646 B R 49.5 49.4 49.4
## 14 27 Seychelles 690 B 40.8 41.3 41.6
## 15 28 Somalia 706 I R 48.9 47.3 47.1
## 16 29 South Sudan 728 B R .. .. ..
## 17 30 Uganda 800 B R 48.0 49.4 50.5
## 18 31 United Republic of Tanzania 2 834 B R 50.6 50.5 49.3
## 19 32 Zambia 894 B R 48.8 48.7 49.1
## 20 33 Zimbabwe 716 B R 43.8 43.0 43.0
## 21 35 Angola 24 B R 45.9 47.9 49.3
## 22 36 Cameroon 120 B C 45.2 45.3 45.4
## 23 37 Central African Republic 140 C 46.9 46.9 46.9
## 24 38 Chad 148 B R 46.0 46.1 46.1
## 25 39 Congo 178 B 50.3 50.0 49.9
## 26 40 Democratic Republic of the Congo 180 B R 51.9 50.4 51.0
## 27 41 Equatorial Guinea 226 C 46.5 46.8 47.0
## 28 42 Gabon 266 C 42.9 42.9 42.9
## 29 43 Sao Tome and Principe 678 C 47.1 48.4 49.3
## 30 45 Algeria 12 B R 45.2 45.2 45.2
## 31 46 Egypt 818 B R 47.1 47.0 46.8
## 32 47 Libya 434 C 46.9 40.8 35.0
## 33 48 Morocco 504 C 47.1 47.8 48.6
## 34 49 Sudan 3 729 B R 50.4 50.1 49.7
## 35 50 Tunisia 788 C 50.2 49.7 49.2
## 36 51 Western Sahara 732 I 45.5 44.8 44.1
## 37 53 Botswana 72 C 39.6 41.5 42.4
## 38 54 Lesotho 426 C R 47.6 46.9 45.9
## 39 55 Namibia 516 B 47.2 46.9 46.1
## 40 56 South Africa 710 B R 38.4 39.1 40.1
## 41 57 Swaziland 748 B R 45.9 42.2 42.9
## 42 59 Benin 204 C B R 47.4 46.8 46.4
## 43 60 Burkina Faso 854 B R 52.0 51.9 51.8
## 44 61 Cabo Verde 132 B 50.4 49.0 47.8
## 45 62 Côte d'Ivoire 384 C B 44.3 44.6 44.6
## 46 63 Gambia 270 B 43.9 45.6 46.8
## 47 64 Ghana 288 B 49.6 49.6 49.2
## 48 65 Guinea 324 C R 50.1 50.1 50.2
## 49 66 Guinea-Bissau 624 B R 50.0 50.5 50.3
## 50 67 Liberia 430 B 43.2 46.5 45.9
## 51 68 Mali 466 B R 49.0 48.4 48.4
## 52 69 Mauritania 478 C R 48.4 47.5 45.7
## 53 70 Niger 562 B R 52.2 52.2 52.4
## 54 71 Nigeria 566 C R 43.9 44.3 44.6
## 55 72 Saint Helena 4 654 B 42.0 44.7 46.9
## 56 73 Senegal 686 B R 48.7 48.8 47.6
## 57 74 Sierra Leone 694 B R 44.6 43.4 44.4
## 58 75 Togo 768 C R 49.4 50.1 49.9
## 59 78 Kazakhstan 398 B 54.0 54.0 54.0
## 60 79 Kyrgyzstan 417 B 58.2 58.2 58.2
## 61 80 Tajikistan 762 B 56.1 56.4 56.1
## 62 81 Turkmenistan 795 B 56.2 56.6 56.9
## 63 82 Uzbekistan 860 B 56.2 56.5 56.9
## 64 84 China 5 156 C 49.0 49.6 50.0
## 65 85 China, Hong Kong SAR 6 344 B 49.3 51.9 54.1
## 66 86 China, Macao SAR 7 446 B 53.0 53.9 54.6
## 67 87 Dem. People's Republic of Korea 408 I 49.0 50.0 51.0
## 68 88 Japan 392 C 49.1 51.3 52.7
## 69 89 Mongolia 496 C 49.1 46.7 44.4
## 70 90 Republic of Korea 410 C 43.7 42.9 41.4
## 71 92 Afghanistan 4 B 43.6 45.3 43.6
## 72 93 Bangladesh 50 B R 46.0 46.1 46.2
## 73 94 Bhutan 64 B 18.5 18.5 18.5
## 74 95 India 356 B R 47.8 48.1 48.5
## 75 96 Iran (Islamic Republic of) 364 B R 42.8 41.9 40.7
## 76 97 Maldives 462 C 45.0 50.1 45.0
## 77 98 Nepal 524 B R 70.7 68.5 66.3
## 78 99 Pakistan 586 B R 47.4 46.8 46.2
## 79 100 Sri Lanka 144 B R 43.6 44.4 45.3
## 80 102 Brunei Darussalam 96 B 42.8 43.6 44.1
## 81 103 Cambodia 116 B 50.3 50.8 51.0
## 82 104 Indonesia 360 B R 50.6 49.4 47.6
## 83 105 Lao People's Democratic Republic 418 C R 48.4 48.1 47.3
## 84 106 Malaysia 8 458 C R 41.7 42.9 44.2
## 85 107 Myanmar 104 C 45.9 45.9 46.8
## 86 108 Philippines 608 C R 47.2 48.1 49.1
## 87 109 Singapore 702 B 52.4 54.0 55.5
## 88 110 Thailand 764 B R 46.4 47.4 48.5
## 89 111 Timor-Leste 626 B 50.3 51.1 51.9
## 90 112 Viet Nam 704 C R 45.8 45.0 42.2
## 91 114 Armenia 51 B R 58.9 58.9 58.9
## 92 115 Azerbaijan 9 31 B R 56.2 56.5 56.9
## 93 116 Bahrain 48 C 29.1 30.0 30.9
## 94 117 Cyprus 10 196 B 53.3 55.4 56.6
## 95 118 Georgia 11 268 B 56.2 56.2 56.2
## 96 119 Iraq 368 C R 33.3 42.4 42.8
## 97 120 Israel 376 B R 52.8 53.7 53.9
## 98 121 Jordan 400 C R 48.8 48.9 49.0
## 99 122 Kuwait 414 C R 39.0 35.8 32.5
## 100 123 Lebanon 422 B R 48.8 48.9 49.0
## 101 124 Oman 512 C 20.2 22.6 21.7
## 102 125 Qatar 634 C 27.1 25.4 23.8
## 103 126 Saudi Arabia 682 C R 33.5 33.3 33.2
## 104 127 State of Palestine 12 275 B 54.2 54.5 54.7
## 105 128 Syrian Arab Republic 760 C R 49.0 49.1 48.7
## 106 129 Turkey 792 B R 50.4 51.2 51.9
## 107 130 United Arab Emirates 784 C R 28.7 28.2 28.2
## 108 131 Yemen 887 CR 43.6 43.0 44.5
## 109 134 Belarus 112 B 54.2 54.2 54.2
## 110 135 Bulgaria 100 B 57.9 57.9 57.9
## 111 136 Czechia 203 C 48.0 46.7 46.0
## 112 137 Hungary 348 B R 55.1 54.3 53.5
## 113 138 Poland 616 B 57.2 58.1 59.0
## 114 139 Republic of Moldova 13 498 B 56.0 56.0 56.0
## 115 140 Romania 642 B 57.6 53.1 52.4
## 116 141 Russian Federation 643 B 50.9 50.3 49.7
## 117 142 Slovakia 703 B 56.0 56.0 56.0
## 118 143 Ukraine 14 804 B 57.2 57.2 57.1
## 119 145 Channel Islands 15 830 B 53.0 53.0 53.0
## 120 146 Denmark 208 B 51.4 51.4 51.5
## 121 147 Estonia 233 B 55.1 56.8 59.6
## 122 148 Faeroe Islands 234 B 43.1 45.7 46.5
## 123 149 Finland 16 246 B 49.9 50.3 50.5
## 124 150 Iceland 352 B 55.7 55.0 54.7
## 125 151 Ireland 372 B 50.8 52.4 50.7
## 126 152 Isle of Man 833 B 52.9 52.4 52.0
## 127 153 Latvia 428 B 55.0 56.5 58.7
## 128 154 Lithuania 440 B 52.9 53.0 53.1
## 129 155 Norway 17 578 B 48.3 49.8 50.5
## 130 156 Sweden 752 B 51.4 51.8 52.2
## 131 157 United Kingdom 826 B 51.9 52.4 52.9
## 132 159 Albania 8 B 53.7 53.4 53.1
## 133 160 Andorra 20 C 46.5 47.1 47.6
## 134 161 Bosnia and Herzegovina 70 I R 52.6 52.3 52.2
## 135 162 Croatia 191 B R 53.2 53.2 53.0
## 136 163 Gibraltar 292 B 48.0 49.9 52.0
## 137 164 Greece 300 B 46.6 48.1 49.6
## 138 165 Holy See 18 336 I 51.2 51.5 51.8
## 139 166 Italy 380 B 55.0 54.4 54.0
## 140 167 Malta 470 B 53.5 52.8 52.2
## 141 168 Montenegro 499 B .. .. ..
## 142 169 Portugal 620 B 51.8 51.3 50.8
## 143 170 San Marino 674 C 47.8 47.0 46.2
## 144 171 Serbia 19 688 B 52.9 54.1 55.2
## 145 172 Slovenia 705 B 49.7 48.3 47.1
## 146 173 Spain 20 724 B 52.5 51.1 49.4
## 147 174 TFYR Macedonia 21 807 B 58.3 58.3 58.3
## 148 176 Austria 40 B 53.6 52.7 52.0
## 149 177 Belgium 56 C 46.1 47.1 48.0
## 150 178 France 250 B 49.1 50.0 50.7
## 151 179 Germany 276 B 44.5 47.8 49.9
## 152 180 Liechtenstein 438 B 45.4 46.9 48.5
## 153 181 Luxembourg 442 B 50.7 50.6 50.4
## 154 182 Monaco 492 B 53.5 52.7 52.0
## 155 183 Netherlands 528 B 49.9 50.4 50.8
## 156 184 Switzerland 756 B 49.6 48.0 46.4
## 157 187 Anguilla 660 B 51.1 52.2 53.0
## 158 188 Antigua and Barbuda 28 B 52.0 54.2 55.3
## 159 189 Aruba 533 B 55.5 55.2 55.1
## 160 190 Bahamas 44 B 48.5 47.5 46.7
## 161 191 Barbados 52 B 58.1 57.2 56.4
## 162 192 British Virgin Islands 92 B 48.6 49.9 50.7
## 163 193 Caribbean Netherlands 22 535 B 55.1 55.4 55.7
## 164 194 Cayman Islands 136 C 50.8 50.0 49.6
## 165 195 Cuba 192 B 50.0 52.0 56.0
## 166 196 Curaçao 531 B .. .. ..
## 167 197 Dominica 212 B 48.0 48.0 47.5
## 168 198 Dominican Republic 214 B 37.6 38.5 39.3
## 169 199 Grenada 308 B 50.6 50.5 50.4
## 170 200 Guadeloupe 23 312 B 50.4 51.4 52.2
## 171 201 Haiti 332 B 44.4 43.7 43.2
## 172 202 Jamaica 388 B 51.3 50.5 49.9
## 173 203 Martinique 474 B 50.7 52.2 53.3
## 174 204 Montserrat 500 B 48.9 48.8 48.6
## 175 205 Puerto Rico 630 B 52.4 52.5 52.5
## 176 206 Saint Kitts and Nevis 659 B 48.8 48.3 47.7
## 177 207 Saint Lucia 662 B 50.7 50.2 49.8
## 178 208 Saint Vincent and the Grenadines 670 B 51.4 51.4 51.3
## 179 209 Sint Maarten (Dutch part) 534 B .. .. ..
## 180 210 Trinidad and Tobago 780 B 53.6 53.7 53.8
## 181 211 Turks and Caicos Islands 796 B 48.2 48.2 48.3
## 182 212 United States Virgin Islands 850 B 52.2 52.5 52.8
## 183 214 Belize 84 B R 46.1 47.6 48.9
## 184 215 Costa Rica 188 B R 49.2 49.4 49.6
## 185 216 El Salvador 222 B R 53.1 53.0 53.0
## 186 217 Guatemala 320 B R 57.4 57.2 55.9
## 187 218 Honduras 340 B R 49.1 49.1 48.8
## 188 219 Mexico 484 B R 49.9 49.9 49.7
## 189 220 Nicaragua 558 B R 49.6 49.8 49.2
## 190 221 Panama 591 B 47.2 48.1 49.1
## 191 223 Argentina 32 B 52.2 52.8 53.4
## 192 224 Bolivia (Plurinational State of) 68 B 49.1 48.8 48.6
## 193 225 Brazil 76 B 46.6 46.6 46.5
## 194 226 Chile 152 B 49.3 51.1 52.2
## 195 227 Colombia 170 B 49.1 48.9 48.7
## 196 228 Ecuador 218 B R 51.0 49.7 49.0
## 197 229 Falkland Islands (Malvinas) 238 B 42.9 41.2 40.4
## 198 230 French Guiana 254 B 45.2 47.4 49.3
## 199 231 Guyana 328 B 46.3 46.4 46.4
## 200 232 Paraguay 600 B 47.5 47.5 47.9
## 201 233 Peru 604 B 50.0 50.5 50.3
## 202 234 Suriname 740 C 46.0 45.9 45.9
## 203 235 Uruguay 858 B 53.3 53.5 53.8
## 204 236 Venezuela (Bolivarian Republic of) 862 B 49.5 49.7 49.8
## 205 238 Bermuda 60 B 51.8 51.8 51.7
## 206 239 Canada 124 B 51.3 51.6 51.8
## 207 240 Greenland 304 B 30.3 31.5 30.1
## 208 241 Saint Pierre and Miquelon 666 B 49.0 48.3 48.1
## 209 242 United States of America 840 B 51.1 50.7 50.3
## 210 245 Australia 24 36 B 49.1 49.6 50.1
## 211 246 New Zealand 554 B 50.2 50.9 51.4
## 212 248 Fiji 242 B 48.5 48.3 48.1
## 213 249 New Caledonia 540 B 44.6 45.2 45.8
## 214 250 Papua New Guinea 598 C R 42.6 40.8 37.8
## 215 251 Solomon Islands 90 B 44.4 44.3 44.1
## 216 252 Vanuatu 548 B 45.0 47.4 49.7
## 217 254 Guam 316 B 43.6 46.0 48.3
## 218 255 Kiribati 296 B 48.8 48.8 48.0
## 219 256 Marshall Islands 584 B 37.7 38.1 38.4
## 220 257 Micronesia (Fed. States of) 583 B 43.0 36.6 44.8
## 221 258 Nauru 520 C 46.5 46.4 46.4
## 222 259 Northern Mariana Islands 580 B 46.4 51.1 56.7
## 223 260 Palau 585 B 35.7 40.9 38.1
## 224 262 American Samoa 16 B 47.5 47.9 48.2
## 225 263 Cook Islands 184 B 44.2 44.3 44.3
## 226 264 French Polynesia 258 B 40.2 41.2 42.0
## 227 265 Niue 570 B 46.9 46.5 46.2
## 228 266 Samoa 882 B 47.2 47.8 48.3
## 229 267 Tokelau 772 B 44.4 44.7 45.0
## 230 268 Tonga 776 B 48.9 47.5 46.2
## 231 269 Tuvalu 798 C 43.4 43.7 44.2
## 232 270 Wallis and Futuna Islands 876 B 48.2 48.9 49.5
## V9 V10 V11 V12
## 1 50.9 50.8 50.7 50.7
## 2 52.4 52.0 51.6 51.6
## 3 44.3 47.5 47.4 47.4
## 4 46.0 45.1 44.6 44.6
## 5 47.5 47.6 49.1 49.1
## 6 48.3 50.4 50.0 50.1
## 7 43.4 43.2 43.0 43.0
## 8 52.2 52.3 52.4 52.4
## 9 54.5 46.9 44.6 44.6
## 10 50.4 52.6 53.7 53.7
## 11 50.0 51.2 51.1 51.1
## 12 48.6 49.0 49.3 49.3
## 13 49.9 50.0 50.2 50.2
## 14 35.3 31.7 30.0 30.0
## 15 46.6 46.2 47.3 47.5
## 16 .. 48.5 48.9 48.9
## 17 50.6 50.6 52.8 53.1
## 18 36.9 50.1 50.1 50.1
## 19 49.1 49.4 49.5 49.5
## 20 43.0 43.0 43.7 43.1
## 21 50.7 51.5 51.8 51.8
## 22 45.0 44.6 50.6 50.6
## 23 46.8 46.8 47.1 47.0
## 24 54.6 55.2 53.9 53.9
## 25 45.6 45.6 45.2 45.2
## 26 51.5 51.7 51.4 51.3
## 27 45.9 45.3 22.9 22.9
## 28 42.9 42.8 42.9 42.9
## 29 49.7 49.9 50.0 50.0
## 30 45.2 47.1 47.2 47.2
## 31 42.2 43.8 43.8 46.1
## 32 28.7 28.4 28.8 28.8
## 33 49.3 49.6 49.8 49.8
## 34 49.1 49.0 49.7 49.9
## 35 48.6 48.5 48.2 48.2
## 36 42.8 41.9 40.9 40.9
## 37 44.1 44.8 45.3 45.3
## 38 45.9 45.9 45.9 45.9
## 39 46.3 46.2 46.1 46.1
## 40 41.2 42.0 44.4 44.4
## 41 45.7 48.0 48.2 48.2
## 42 45.3 44.5 43.9 43.9
## 43 52.2 52.4 52.4 52.4
## 44 48.6 49.3 49.4 49.4
## 45 44.6 44.6 44.6 44.6
## 46 47.1 47.2 47.3 47.3
## 47 47.7 49.1 49.1 49.1
## 48 51.3 47.8 41.4 41.1
## 49 50.3 51.1 51.5 51.5
## 50 41.3 42.6 43.0 43.0
## 51 48.5 48.6 48.8 48.8
## 52 43.9 42.6 43.5 43.5
## 53 52.5 52.5 52.6 52.6
## 54 41.8 41.8 45.1 45.1
## 55 46.0 45.2 44.5 44.4
## 56 47.6 46.9 46.9 46.9
## 57 46.8 45.4 45.2 45.2
## 58 49.4 49.4 49.7 49.7
## 59 52.5 51.3 50.4 50.4
## 60 58.6 59.2 59.6 59.6
## 61 56.7 56.8 56.9 56.9
## 62 55.7 54.2 53.4 53.4
## 63 55.7 54.2 53.4 53.4
## 64 44.0 40.5 38.6 38.6
## 65 56.4 58.7 60.5 60.5
## 66 53.3 54.0 54.6 54.6
## 67 50.7 50.5 50.2 50.2
## 68 54.1 55.0 55.0 55.0
## 69 34.0 26.0 27.0 27.0
## 70 41.5 42.9 43.9 43.9
## 71 43.6 43.6 49.3 50.1
## 72 46.8 47.2 47.1 47.3
## 73 18.7 18.9 18.9 18.9
## 74 48.6 48.7 48.8 48.8
## 75 45.1 43.1 47.0 47.0
## 76 39.9 23.7 12.3 12.3
## 77 65.4 67.2 69.3 69.4
## 78 46.1 47.4 48.9 48.7
## 79 46.1 46.9 47.8 47.8
## 80 43.9 43.6 43.4 43.4
## 81 49.6 47.1 46.1 46.1
## 82 42.8 42.7 41.8 41.8
## 83 46.3 46.3 46.3 46.3
## 84 42.2 40.3 39.6 39.6
## 85 46.4 45.6 45.2 45.2
## 86 48.3 48.3 48.2 48.2
## 87 55.6 55.8 55.9 55.9
## 88 49.8 49.6 49.8 49.8
## 89 50.5 49.4 49.4 49.4
## 90 39.9 41.8 42.1 42.1
## 91 59.2 59.2 59.5 59.5
## 92 55.2 53.2 52.1 52.1
## 93 28.6 27.7 27.7 27.7
## 94 57.0 56.2 56.2 56.2
## 95 56.2 56.2 56.2 56.2
## 96 39.1 37.8 41.8 41.8
## 97 54.1 54.4 54.6 54.6
## 98 49.1 49.2 49.6 49.6
## 99 31.1 30.0 34.1 32.0
## 100 48.4 47.9 51.9 51.9
## 101 20.8 19.3 17.3 16.0
## 102 22.8 17.2 16.1 16.1
## 103 31.3 29.6 30.7 31.5
## 104 55.1 55.6 55.7 55.7
## 105 48.7 48.9 48.9 48.9
## 106 53.1 54.2 53.0 53.0
## 107 27.2 25.3 25.3 25.3
## 108 42.5 45.9 47.5 47.5
## 109 54.2 54.2 54.2 54.2
## 110 56.5 55.6 55.6 55.6
## 111 43.7 40.7 42.6 42.6
## 112 52.5 51.9 50.4 50.0
## 113 58.9 59.2 58.1 57.2
## 114 56.0 61.6 64.6 64.6
## 115 54.4 50.7 47.8 46.9
## 116 50.2 50.7 50.9 50.9
## 117 55.0 54.3 49.9 49.5
## 118 57.1 57.0 57.0 57.0
## 119 52.6 52.3 52.2 52.2
## 120 51.6 51.7 51.1 50.6
## 121 59.7 59.8 58.9 58.2
## 122 46.5 47.0 49.3 48.7
## 123 49.8 49.5 49.4 49.1
## 124 51.3 49.8 51.2 50.5
## 125 47.4 50.7 52.0 51.1
## 126 51.3 50.8 50.5 50.5
## 127 58.9 60.3 60.8 60.7
## 128 53.2 56.7 57.7 58.4
## 129 51.1 49.0 47.8 47.8
## 130 52.2 51.5 50.9 50.6
## 131 52.4 51.8 52.2 52.4
## 132 49.0 49.0 49.0 49.1
## 133 47.2 47.2 47.2 47.5
## 134 52.5 52.3 52.3 52.3
## 135 53.1 53.2 53.6 53.7
## 136 50.9 50.1 49.5 49.5
## 137 50.6 51.5 54.1 54.5
## 138 52.3 52.8 53.3 53.4
## 139 54.0 54.0 54.6 54.4
## 140 51.6 48.1 46.6 46.6
## 141 .. 59.7 59.4 60.8
## 142 51.1 51.3 53.9 53.3
## 143 45.4 44.6 44.6 44.6
## 144 55.8 55.9 56.0 56.0
## 145 45.7 44.3 43.4 43.6
## 146 47.9 48.4 51.0 51.4
## 147 58.3 58.3 58.3 58.3
## 148 52.2 52.3 52.0 52.0
## 149 48.9 49.2 49.2 49.2
## 150 51.0 51.2 51.7 51.8
## 151 50.3 50.6 50.7 50.2
## 152 50.1 51.4 51.2 51.3
## 153 50.2 49.3 49.2 49.2
## 154 51.6 51.1 50.9 50.9
## 155 51.4 51.9 52.3 52.2
## 156 48.9 54.8 51.0 51.0
## 157 52.8 52.7 52.6 52.6
## 158 55.3 55.4 55.4 55.4
## 159 55.3 55.4 55.4 55.5
## 160 48.1 49.1 49.4 49.4
## 161 55.7 55.1 55.1 55.1
## 162 50.7 50.7 50.7 50.7
## 163 55.7 51.7 51.6 51.6
## 164 49.2 48.8 48.8 48.8
## 165 55.7 55.4 55.4 55.4
## 166 .. 59.0 58.9 58.9
## 167 47.5 47.5 47.5 47.5
## 168 39.3 39.4 39.4 39.4
## 169 50.4 50.4 50.4 50.4
## 170 53.7 55.0 55.5 55.5
## 171 42.8 42.6 42.4 42.4
## 172 49.6 49.2 49.2 49.2
## 173 54.6 55.8 56.3 56.3
## 174 48.6 48.6 48.5 48.5
## 175 52.6 53.1 53.3 53.3
## 176 47.6 47.5 47.4 47.4
## 177 49.6 49.5 49.5 49.5
## 178 51.2 51.2 51.1 51.1
## 179 52.0 52.0 52.1 52.1
## 180 53.9 52.0 51.2 51.2
## 181 48.3 48.3 48.3 48.3
## 182 52.8 52.9 52.9 52.9
## 183 49.2 49.4 49.7 49.7
## 184 50.8 51.7 52.0 52.0
## 185 52.7 52.5 52.4 52.4
## 186 54.5 53.4 52.6 52.6
## 187 48.2 47.6 47.5 47.5
## 188 49.5 49.4 49.3 49.3
## 189 49.1 48.8 48.5 48.5
## 190 49.1 48.6 48.7 48.7
## 191 53.7 53.9 54.0 54.0
## 192 48.0 47.6 47.6 47.6
## 193 46.3 46.0 46.0 46.0
## 194 52.7 52.9 52.9 52.9
## 195 48.2 47.2 46.7 46.7
## 196 48.7 48.4 48.3 48.3
## 197 42.1 43.8 44.4 44.4
## 198 50.6 51.6 52.5 52.5
## 199 46.5 46.5 46.5 46.5
## 200 47.9 48.0 48.0 48.0
## 201 50.0 49.8 49.9 49.9
## 202 45.5 45.5 45.4 45.4
## 203 54.3 54.8 54.8 54.8
## 204 50.0 49.8 49.9 49.9
## 205 51.5 51.3 51.2 51.2
## 206 52.0 52.1 52.1 52.1
## 207 32.0 32.4 34.2 34.2
## 208 48.0 47.8 47.7 47.6
## 209 50.0 50.9 51.4 51.4
## 210 50.4 50.3 50.9 51.1
## 211 51.5 51.5 51.6 51.6
## 212 47.2 46.5 46.0 46.0
## 213 46.0 46.2 46.1 46.1
## 214 36.8 35.6 36.5 36.5
## 215 44.1 44.0 43.9 43.9
## 216 50.1 50.3 50.3 50.3
## 217 48.4 48.4 48.4 48.4
## 218 47.2 47.3 47.3 47.3
## 219 38.6 38.7 38.8 38.8
## 220 46.1 46.5 46.6 46.5
## 221 46.4 46.4 37.5 37.5
## 222 57.4 57.7 58.0 58.0
## 223 40.1 41.5 43.2 43.2
## 224 48.4 48.6 49.0 49.0
## 225 47.4 49.7 50.0 49.9
## 226 43.0 43.0 43.0 43.0
## 227 46.0 45.9 45.8 45.8
## 228 48.8 49.4 49.9 49.9
## 229 48.4 52.0 52.2 52.0
## 230 45.9 45.7 45.7 45.7
## 231 44.8 44.8 44.7 44.8
## 232 49.5 49.5 49.5 49.5# df_not_na is now filtered to the country only. Use names to provide beter column names
names(df_not_na) <- c("Sort_order", "Destination_Country", "Notes", "Country_code", "TypeofData", "a1990_perc", "a1995_perc","a2000_perc","a2005_perc","a2010_perc","a2015_perc","a2017_perc" )
df_not_na## Sort_order Destination_Country Notes Country_code
## 1 14 Burundi 108
## 2 15 Comoros 174
## 3 16 Djibouti 262
## 4 17 Eritrea 232
## 5 18 Ethiopia 231
## 6 19 Kenya 404
## 7 20 Madagascar 450
## 8 21 Malawi 454
## 9 22 Mauritius 1 480
## 10 23 Mayotte 175
## 11 24 Mozambique 508
## 12 25 Réunion 638
## 13 26 Rwanda 646
## 14 27 Seychelles 690
## 15 28 Somalia 706
## 16 29 South Sudan 728
## 17 30 Uganda 800
## 18 31 United Republic of Tanzania 2 834
## 19 32 Zambia 894
## 20 33 Zimbabwe 716
## 21 35 Angola 24
## 22 36 Cameroon 120
## 23 37 Central African Republic 140
## 24 38 Chad 148
## 25 39 Congo 178
## 26 40 Democratic Republic of the Congo 180
## 27 41 Equatorial Guinea 226
## 28 42 Gabon 266
## 29 43 Sao Tome and Principe 678
## 30 45 Algeria 12
## 31 46 Egypt 818
## 32 47 Libya 434
## 33 48 Morocco 504
## 34 49 Sudan 3 729
## 35 50 Tunisia 788
## 36 51 Western Sahara 732
## 37 53 Botswana 72
## 38 54 Lesotho 426
## 39 55 Namibia 516
## 40 56 South Africa 710
## 41 57 Swaziland 748
## 42 59 Benin 204
## 43 60 Burkina Faso 854
## 44 61 Cabo Verde 132
## 45 62 Côte d'Ivoire 384
## 46 63 Gambia 270
## 47 64 Ghana 288
## 48 65 Guinea 324
## 49 66 Guinea-Bissau 624
## 50 67 Liberia 430
## 51 68 Mali 466
## 52 69 Mauritania 478
## 53 70 Niger 562
## 54 71 Nigeria 566
## 55 72 Saint Helena 4 654
## 56 73 Senegal 686
## 57 74 Sierra Leone 694
## 58 75 Togo 768
## 59 78 Kazakhstan 398
## 60 79 Kyrgyzstan 417
## 61 80 Tajikistan 762
## 62 81 Turkmenistan 795
## 63 82 Uzbekistan 860
## 64 84 China 5 156
## 65 85 China, Hong Kong SAR 6 344
## 66 86 China, Macao SAR 7 446
## 67 87 Dem. People's Republic of Korea 408
## 68 88 Japan 392
## 69 89 Mongolia 496
## 70 90 Republic of Korea 410
## 71 92 Afghanistan 4
## 72 93 Bangladesh 50
## 73 94 Bhutan 64
## 74 95 India 356
## 75 96 Iran (Islamic Republic of) 364
## 76 97 Maldives 462
## 77 98 Nepal 524
## 78 99 Pakistan 586
## 79 100 Sri Lanka 144
## 80 102 Brunei Darussalam 96
## 81 103 Cambodia 116
## 82 104 Indonesia 360
## 83 105 Lao People's Democratic Republic 418
## 84 106 Malaysia 8 458
## 85 107 Myanmar 104
## 86 108 Philippines 608
## 87 109 Singapore 702
## 88 110 Thailand 764
## 89 111 Timor-Leste 626
## 90 112 Viet Nam 704
## 91 114 Armenia 51
## 92 115 Azerbaijan 9 31
## 93 116 Bahrain 48
## 94 117 Cyprus 10 196
## 95 118 Georgia 11 268
## 96 119 Iraq 368
## 97 120 Israel 376
## 98 121 Jordan 400
## 99 122 Kuwait 414
## 100 123 Lebanon 422
## 101 124 Oman 512
## 102 125 Qatar 634
## 103 126 Saudi Arabia 682
## 104 127 State of Palestine 12 275
## 105 128 Syrian Arab Republic 760
## 106 129 Turkey 792
## 107 130 United Arab Emirates 784
## 108 131 Yemen 887
## 109 134 Belarus 112
## 110 135 Bulgaria 100
## 111 136 Czechia 203
## 112 137 Hungary 348
## 113 138 Poland 616
## 114 139 Republic of Moldova 13 498
## 115 140 Romania 642
## 116 141 Russian Federation 643
## 117 142 Slovakia 703
## 118 143 Ukraine 14 804
## 119 145 Channel Islands 15 830
## 120 146 Denmark 208
## 121 147 Estonia 233
## 122 148 Faeroe Islands 234
## 123 149 Finland 16 246
## 124 150 Iceland 352
## 125 151 Ireland 372
## 126 152 Isle of Man 833
## 127 153 Latvia 428
## 128 154 Lithuania 440
## 129 155 Norway 17 578
## 130 156 Sweden 752
## 131 157 United Kingdom 826
## 132 159 Albania 8
## 133 160 Andorra 20
## 134 161 Bosnia and Herzegovina 70
## 135 162 Croatia 191
## 136 163 Gibraltar 292
## 137 164 Greece 300
## 138 165 Holy See 18 336
## 139 166 Italy 380
## 140 167 Malta 470
## 141 168 Montenegro 499
## 142 169 Portugal 620
## 143 170 San Marino 674
## 144 171 Serbia 19 688
## 145 172 Slovenia 705
## 146 173 Spain 20 724
## 147 174 TFYR Macedonia 21 807
## 148 176 Austria 40
## 149 177 Belgium 56
## 150 178 France 250
## 151 179 Germany 276
## 152 180 Liechtenstein 438
## 153 181 Luxembourg 442
## 154 182 Monaco 492
## 155 183 Netherlands 528
## 156 184 Switzerland 756
## 157 187 Anguilla 660
## 158 188 Antigua and Barbuda 28
## 159 189 Aruba 533
## 160 190 Bahamas 44
## 161 191 Barbados 52
## 162 192 British Virgin Islands 92
## 163 193 Caribbean Netherlands 22 535
## 164 194 Cayman Islands 136
## 165 195 Cuba 192
## 166 196 Curaçao 531
## 167 197 Dominica 212
## 168 198 Dominican Republic 214
## 169 199 Grenada 308
## 170 200 Guadeloupe 23 312
## 171 201 Haiti 332
## 172 202 Jamaica 388
## 173 203 Martinique 474
## 174 204 Montserrat 500
## 175 205 Puerto Rico 630
## 176 206 Saint Kitts and Nevis 659
## 177 207 Saint Lucia 662
## 178 208 Saint Vincent and the Grenadines 670
## 179 209 Sint Maarten (Dutch part) 534
## 180 210 Trinidad and Tobago 780
## 181 211 Turks and Caicos Islands 796
## 182 212 United States Virgin Islands 850
## 183 214 Belize 84
## 184 215 Costa Rica 188
## 185 216 El Salvador 222
## 186 217 Guatemala 320
## 187 218 Honduras 340
## 188 219 Mexico 484
## 189 220 Nicaragua 558
## 190 221 Panama 591
## 191 223 Argentina 32
## 192 224 Bolivia (Plurinational State of) 68
## 193 225 Brazil 76
## 194 226 Chile 152
## 195 227 Colombia 170
## 196 228 Ecuador 218
## 197 229 Falkland Islands (Malvinas) 238
## 198 230 French Guiana 254
## 199 231 Guyana 328
## 200 232 Paraguay 600
## 201 233 Peru 604
## 202 234 Suriname 740
## 203 235 Uruguay 858
## 204 236 Venezuela (Bolivarian Republic of) 862
## 205 238 Bermuda 60
## 206 239 Canada 124
## 207 240 Greenland 304
## 208 241 Saint Pierre and Miquelon 666
## 209 242 United States of America 840
## 210 245 Australia 24 36
## 211 246 New Zealand 554
## 212 248 Fiji 242
## 213 249 New Caledonia 540
## 214 250 Papua New Guinea 598
## 215 251 Solomon Islands 90
## 216 252 Vanuatu 548
## 217 254 Guam 316
## 218 255 Kiribati 296
## 219 256 Marshall Islands 584
## 220 257 Micronesia (Fed. States of) 583
## 221 258 Nauru 520
## 222 259 Northern Mariana Islands 580
## 223 260 Palau 585
## 224 262 American Samoa 16
## 225 263 Cook Islands 184
## 226 264 French Polynesia 258
## 227 265 Niue 570
## 228 266 Samoa 882
## 229 267 Tokelau 772
## 230 268 Tonga 776
## 231 269 Tuvalu 798
## 232 270 Wallis and Futuna Islands 876
## TypeofData a1990_perc a1995_perc a2000_perc a2005_perc a2010_perc
## 1 B R 51.0 51.3 51.4 50.9 50.8
## 2 B 52.3 52.6 52.8 52.4 52.0
## 3 B R 47.4 47.4 47.3 44.3 47.5
## 4 I 47.4 47.2 47.1 46.0 45.1
## 5 B R 47.4 47.4 47.3 47.5 47.6
## 6 B R 45.9 47.9 50.1 48.3 50.4
## 7 C 44.2 43.8 43.6 43.4 43.2
## 8 B R 51.5 51.9 52.1 52.2 52.3
## 9 C 51.2 56.9 63.3 54.5 46.9
## 10 B 42.3 44.2 48.2 50.4 52.6
## 11 B R 46.0 45.8 47.3 50.0 51.2
## 12 B 46.3 47.2 48.1 48.6 49.0
## 13 B R 49.5 49.4 49.4 49.9 50.0
## 14 B 40.8 41.3 41.6 35.3 31.7
## 15 I R 48.9 47.3 47.1 46.6 46.2
## 16 B R .. .. .. .. 48.5
## 17 B R 48.0 49.4 50.5 50.6 50.6
## 18 B R 50.6 50.5 49.3 36.9 50.1
## 19 B R 48.8 48.7 49.1 49.1 49.4
## 20 B R 43.8 43.0 43.0 43.0 43.0
## 21 B R 45.9 47.9 49.3 50.7 51.5
## 22 B C 45.2 45.3 45.4 45.0 44.6
## 23 C 46.9 46.9 46.9 46.8 46.8
## 24 B R 46.0 46.1 46.1 54.6 55.2
## 25 B 50.3 50.0 49.9 45.6 45.6
## 26 B R 51.9 50.4 51.0 51.5 51.7
## 27 C 46.5 46.8 47.0 45.9 45.3
## 28 C 42.9 42.9 42.9 42.9 42.8
## 29 C 47.1 48.4 49.3 49.7 49.9
## 30 B R 45.2 45.2 45.2 45.2 47.1
## 31 B R 47.1 47.0 46.8 42.2 43.8
## 32 C 46.9 40.8 35.0 28.7 28.4
## 33 C 47.1 47.8 48.6 49.3 49.6
## 34 B R 50.4 50.1 49.7 49.1 49.0
## 35 C 50.2 49.7 49.2 48.6 48.5
## 36 I 45.5 44.8 44.1 42.8 41.9
## 37 C 39.6 41.5 42.4 44.1 44.8
## 38 C R 47.6 46.9 45.9 45.9 45.9
## 39 B 47.2 46.9 46.1 46.3 46.2
## 40 B R 38.4 39.1 40.1 41.2 42.0
## 41 B R 45.9 42.2 42.9 45.7 48.0
## 42 C B R 47.4 46.8 46.4 45.3 44.5
## 43 B R 52.0 51.9 51.8 52.2 52.4
## 44 B 50.4 49.0 47.8 48.6 49.3
## 45 C B 44.3 44.6 44.6 44.6 44.6
## 46 B 43.9 45.6 46.8 47.1 47.2
## 47 B 49.6 49.6 49.2 47.7 49.1
## 48 C R 50.1 50.1 50.2 51.3 47.8
## 49 B R 50.0 50.5 50.3 50.3 51.1
## 50 B 43.2 46.5 45.9 41.3 42.6
## 51 B R 49.0 48.4 48.4 48.5 48.6
## 52 C R 48.4 47.5 45.7 43.9 42.6
## 53 B R 52.2 52.2 52.4 52.5 52.5
## 54 C R 43.9 44.3 44.6 41.8 41.8
## 55 B 42.0 44.7 46.9 46.0 45.2
## 56 B R 48.7 48.8 47.6 47.6 46.9
## 57 B R 44.6 43.4 44.4 46.8 45.4
## 58 C R 49.4 50.1 49.9 49.4 49.4
## 59 B 54.0 54.0 54.0 52.5 51.3
## 60 B 58.2 58.2 58.2 58.6 59.2
## 61 B 56.1 56.4 56.1 56.7 56.8
## 62 B 56.2 56.6 56.9 55.7 54.2
## 63 B 56.2 56.5 56.9 55.7 54.2
## 64 C 49.0 49.6 50.0 44.0 40.5
## 65 B 49.3 51.9 54.1 56.4 58.7
## 66 B 53.0 53.9 54.6 53.3 54.0
## 67 I 49.0 50.0 51.0 50.7 50.5
## 68 C 49.1 51.3 52.7 54.1 55.0
## 69 C 49.1 46.7 44.4 34.0 26.0
## 70 C 43.7 42.9 41.4 41.5 42.9
## 71 B 43.6 45.3 43.6 43.6 43.6
## 72 B R 46.0 46.1 46.2 46.8 47.2
## 73 B 18.5 18.5 18.5 18.7 18.9
## 74 B R 47.8 48.1 48.5 48.6 48.7
## 75 B R 42.8 41.9 40.7 45.1 43.1
## 76 C 45.0 50.1 45.0 39.9 23.7
## 77 B R 70.7 68.5 66.3 65.4 67.2
## 78 B R 47.4 46.8 46.2 46.1 47.4
## 79 B R 43.6 44.4 45.3 46.1 46.9
## 80 B 42.8 43.6 44.1 43.9 43.6
## 81 B 50.3 50.8 51.0 49.6 47.1
## 82 B R 50.6 49.4 47.6 42.8 42.7
## 83 C R 48.4 48.1 47.3 46.3 46.3
## 84 C R 41.7 42.9 44.2 42.2 40.3
## 85 C 45.9 45.9 46.8 46.4 45.6
## 86 C R 47.2 48.1 49.1 48.3 48.3
## 87 B 52.4 54.0 55.5 55.6 55.8
## 88 B R 46.4 47.4 48.5 49.8 49.6
## 89 B 50.3 51.1 51.9 50.5 49.4
## 90 C R 45.8 45.0 42.2 39.9 41.8
## 91 B R 58.9 58.9 58.9 59.2 59.2
## 92 B R 56.2 56.5 56.9 55.2 53.2
## 93 C 29.1 30.0 30.9 28.6 27.7
## 94 B 53.3 55.4 56.6 57.0 56.2
## 95 B 56.2 56.2 56.2 56.2 56.2
## 96 C R 33.3 42.4 42.8 39.1 37.8
## 97 B R 52.8 53.7 53.9 54.1 54.4
## 98 C R 48.8 48.9 49.0 49.1 49.2
## 99 C R 39.0 35.8 32.5 31.1 30.0
## 100 B R 48.8 48.9 49.0 48.4 47.9
## 101 C 20.2 22.6 21.7 20.8 19.3
## 102 C 27.1 25.4 23.8 22.8 17.2
## 103 C R 33.5 33.3 33.2 31.3 29.6
## 104 B 54.2 54.5 54.7 55.1 55.6
## 105 C R 49.0 49.1 48.7 48.7 48.9
## 106 B R 50.4 51.2 51.9 53.1 54.2
## 107 C R 28.7 28.2 28.2 27.2 25.3
## 108 CR 43.6 43.0 44.5 42.5 45.9
## 109 B 54.2 54.2 54.2 54.2 54.2
## 110 B 57.9 57.9 57.9 56.5 55.6
## 111 C 48.0 46.7 46.0 43.7 40.7
## 112 B R 55.1 54.3 53.5 52.5 51.9
## 113 B 57.2 58.1 59.0 58.9 59.2
## 114 B 56.0 56.0 56.0 56.0 61.6
## 115 B 57.6 53.1 52.4 54.4 50.7
## 116 B 50.9 50.3 49.7 50.2 50.7
## 117 B 56.0 56.0 56.0 55.0 54.3
## 118 B 57.2 57.2 57.1 57.1 57.0
## 119 B 53.0 53.0 53.0 52.6 52.3
## 120 B 51.4 51.4 51.5 51.6 51.7
## 121 B 55.1 56.8 59.6 59.7 59.8
## 122 B 43.1 45.7 46.5 46.5 47.0
## 123 B 49.9 50.3 50.5 49.8 49.5
## 124 B 55.7 55.0 54.7 51.3 49.8
## 125 B 50.8 52.4 50.7 47.4 50.7
## 126 B 52.9 52.4 52.0 51.3 50.8
## 127 B 55.0 56.5 58.7 58.9 60.3
## 128 B 52.9 53.0 53.1 53.2 56.7
## 129 B 48.3 49.8 50.5 51.1 49.0
## 130 B 51.4 51.8 52.2 52.2 51.5
## 131 B 51.9 52.4 52.9 52.4 51.8
## 132 B 53.7 53.4 53.1 49.0 49.0
## 133 C 46.5 47.1 47.6 47.2 47.2
## 134 I R 52.6 52.3 52.2 52.5 52.3
## 135 B R 53.2 53.2 53.0 53.1 53.2
## 136 B 48.0 49.9 52.0 50.9 50.1
## 137 B 46.6 48.1 49.6 50.6 51.5
## 138 I 51.2 51.5 51.8 52.3 52.8
## 139 B 55.0 54.4 54.0 54.0 54.0
## 140 B 53.5 52.8 52.2 51.6 48.1
## 141 B .. .. .. .. 59.7
## 142 B 51.8 51.3 50.8 51.1 51.3
## 143 C 47.8 47.0 46.2 45.4 44.6
## 144 B 52.9 54.1 55.2 55.8 55.9
## 145 B 49.7 48.3 47.1 45.7 44.3
## 146 B 52.5 51.1 49.4 47.9 48.4
## 147 B 58.3 58.3 58.3 58.3 58.3
## 148 B 53.6 52.7 52.0 52.2 52.3
## 149 C 46.1 47.1 48.0 48.9 49.2
## 150 B 49.1 50.0 50.7 51.0 51.2
## 151 B 44.5 47.8 49.9 50.3 50.6
## 152 B 45.4 46.9 48.5 50.1 51.4
## 153 B 50.7 50.6 50.4 50.2 49.3
## 154 B 53.5 52.7 52.0 51.6 51.1
## 155 B 49.9 50.4 50.8 51.4 51.9
## 156 B 49.6 48.0 46.4 48.9 54.8
## 157 B 51.1 52.2 53.0 52.8 52.7
## 158 B 52.0 54.2 55.3 55.3 55.4
## 159 B 55.5 55.2 55.1 55.3 55.4
## 160 B 48.5 47.5 46.7 48.1 49.1
## 161 B 58.1 57.2 56.4 55.7 55.1
## 162 B 48.6 49.9 50.7 50.7 50.7
## 163 B 55.1 55.4 55.7 55.7 51.7
## 164 C 50.8 50.0 49.6 49.2 48.8
## 165 B 50.0 52.0 56.0 55.7 55.4
## 166 B .. .. .. .. 59.0
## 167 B 48.0 48.0 47.5 47.5 47.5
## 168 B 37.6 38.5 39.3 39.3 39.4
## 169 B 50.6 50.5 50.4 50.4 50.4
## 170 B 50.4 51.4 52.2 53.7 55.0
## 171 B 44.4 43.7 43.2 42.8 42.6
## 172 B 51.3 50.5 49.9 49.6 49.2
## 173 B 50.7 52.2 53.3 54.6 55.8
## 174 B 48.9 48.8 48.6 48.6 48.6
## 175 B 52.4 52.5 52.5 52.6 53.1
## 176 B 48.8 48.3 47.7 47.6 47.5
## 177 B 50.7 50.2 49.8 49.6 49.5
## 178 B 51.4 51.4 51.3 51.2 51.2
## 179 B .. .. .. 52.0 52.0
## 180 B 53.6 53.7 53.8 53.9 52.0
## 181 B 48.2 48.2 48.3 48.3 48.3
## 182 B 52.2 52.5 52.8 52.8 52.9
## 183 B R 46.1 47.6 48.9 49.2 49.4
## 184 B R 49.2 49.4 49.6 50.8 51.7
## 185 B R 53.1 53.0 53.0 52.7 52.5
## 186 B R 57.4 57.2 55.9 54.5 53.4
## 187 B R 49.1 49.1 48.8 48.2 47.6
## 188 B R 49.9 49.9 49.7 49.5 49.4
## 189 B R 49.6 49.8 49.2 49.1 48.8
## 190 B 47.2 48.1 49.1 49.1 48.6
## 191 B 52.2 52.8 53.4 53.7 53.9
## 192 B 49.1 48.8 48.6 48.0 47.6
## 193 B 46.6 46.6 46.5 46.3 46.0
## 194 B 49.3 51.1 52.2 52.7 52.9
## 195 B 49.1 48.9 48.7 48.2 47.2
## 196 B R 51.0 49.7 49.0 48.7 48.4
## 197 B 42.9 41.2 40.4 42.1 43.8
## 198 B 45.2 47.4 49.3 50.6 51.6
## 199 B 46.3 46.4 46.4 46.5 46.5
## 200 B 47.5 47.5 47.9 47.9 48.0
## 201 B 50.0 50.5 50.3 50.0 49.8
## 202 C 46.0 45.9 45.9 45.5 45.5
## 203 B 53.3 53.5 53.8 54.3 54.8
## 204 B 49.5 49.7 49.8 50.0 49.8
## 205 B 51.8 51.8 51.7 51.5 51.3
## 206 B 51.3 51.6 51.8 52.0 52.1
## 207 B 30.3 31.5 30.1 32.0 32.4
## 208 B 49.0 48.3 48.1 48.0 47.8
## 209 B 51.1 50.7 50.3 50.0 50.9
## 210 B 49.1 49.6 50.1 50.4 50.3
## 211 B 50.2 50.9 51.4 51.5 51.5
## 212 B 48.5 48.3 48.1 47.2 46.5
## 213 B 44.6 45.2 45.8 46.0 46.2
## 214 C R 42.6 40.8 37.8 36.8 35.6
## 215 B 44.4 44.3 44.1 44.1 44.0
## 216 B 45.0 47.4 49.7 50.1 50.3
## 217 B 43.6 46.0 48.3 48.4 48.4
## 218 B 48.8 48.8 48.0 47.2 47.3
## 219 B 37.7 38.1 38.4 38.6 38.7
## 220 B 43.0 36.6 44.8 46.1 46.5
## 221 C 46.5 46.4 46.4 46.4 46.4
## 222 B 46.4 51.1 56.7 57.4 57.7
## 223 B 35.7 40.9 38.1 40.1 41.5
## 224 B 47.5 47.9 48.2 48.4 48.6
## 225 B 44.2 44.3 44.3 47.4 49.7
## 226 B 40.2 41.2 42.0 43.0 43.0
## 227 B 46.9 46.5 46.2 46.0 45.9
## 228 B 47.2 47.8 48.3 48.8 49.4
## 229 B 44.4 44.7 45.0 48.4 52.0
## 230 B 48.9 47.5 46.2 45.9 45.7
## 231 C 43.4 43.7 44.2 44.8 44.8
## 232 B 48.2 48.9 49.5 49.5 49.5
## a2015_perc a2017_perc
## 1 50.7 50.7
## 2 51.6 51.6
## 3 47.4 47.4
## 4 44.6 44.6
## 5 49.1 49.1
## 6 50.0 50.1
## 7 43.0 43.0
## 8 52.4 52.4
## 9 44.6 44.6
## 10 53.7 53.7
## 11 51.1 51.1
## 12 49.3 49.3
## 13 50.2 50.2
## 14 30.0 30.0
## 15 47.3 47.5
## 16 48.9 48.9
## 17 52.8 53.1
## 18 50.1 50.1
## 19 49.5 49.5
## 20 43.7 43.1
## 21 51.8 51.8
## 22 50.6 50.6
## 23 47.1 47.0
## 24 53.9 53.9
## 25 45.2 45.2
## 26 51.4 51.3
## 27 22.9 22.9
## 28 42.9 42.9
## 29 50.0 50.0
## 30 47.2 47.2
## 31 43.8 46.1
## 32 28.8 28.8
## 33 49.8 49.8
## 34 49.7 49.9
## 35 48.2 48.2
## 36 40.9 40.9
## 37 45.3 45.3
## 38 45.9 45.9
## 39 46.1 46.1
## 40 44.4 44.4
## 41 48.2 48.2
## 42 43.9 43.9
## 43 52.4 52.4
## 44 49.4 49.4
## 45 44.6 44.6
## 46 47.3 47.3
## 47 49.1 49.1
## 48 41.4 41.1
## 49 51.5 51.5
## 50 43.0 43.0
## 51 48.8 48.8
## 52 43.5 43.5
## 53 52.6 52.6
## 54 45.1 45.1
## 55 44.5 44.4
## 56 46.9 46.9
## 57 45.2 45.2
## 58 49.7 49.7
## 59 50.4 50.4
## 60 59.6 59.6
## 61 56.9 56.9
## 62 53.4 53.4
## 63 53.4 53.4
## 64 38.6 38.6
## 65 60.5 60.5
## 66 54.6 54.6
## 67 50.2 50.2
## 68 55.0 55.0
## 69 27.0 27.0
## 70 43.9 43.9
## 71 49.3 50.1
## 72 47.1 47.3
## 73 18.9 18.9
## 74 48.8 48.8
## 75 47.0 47.0
## 76 12.3 12.3
## 77 69.3 69.4
## 78 48.9 48.7
## 79 47.8 47.8
## 80 43.4 43.4
## 81 46.1 46.1
## 82 41.8 41.8
## 83 46.3 46.3
## 84 39.6 39.6
## 85 45.2 45.2
## 86 48.2 48.2
## 87 55.9 55.9
## 88 49.8 49.8
## 89 49.4 49.4
## 90 42.1 42.1
## 91 59.5 59.5
## 92 52.1 52.1
## 93 27.7 27.7
## 94 56.2 56.2
## 95 56.2 56.2
## 96 41.8 41.8
## 97 54.6 54.6
## 98 49.6 49.6
## 99 34.1 32.0
## 100 51.9 51.9
## 101 17.3 16.0
## 102 16.1 16.1
## 103 30.7 31.5
## 104 55.7 55.7
## 105 48.9 48.9
## 106 53.0 53.0
## 107 25.3 25.3
## 108 47.5 47.5
## 109 54.2 54.2
## 110 55.6 55.6
## 111 42.6 42.6
## 112 50.4 50.0
## 113 58.1 57.2
## 114 64.6 64.6
## 115 47.8 46.9
## 116 50.9 50.9
## 117 49.9 49.5
## 118 57.0 57.0
## 119 52.2 52.2
## 120 51.1 50.6
## 121 58.9 58.2
## 122 49.3 48.7
## 123 49.4 49.1
## 124 51.2 50.5
## 125 52.0 51.1
## 126 50.5 50.5
## 127 60.8 60.7
## 128 57.7 58.4
## 129 47.8 47.8
## 130 50.9 50.6
## 131 52.2 52.4
## 132 49.0 49.1
## 133 47.2 47.5
## 134 52.3 52.3
## 135 53.6 53.7
## 136 49.5 49.5
## 137 54.1 54.5
## 138 53.3 53.4
## 139 54.6 54.4
## 140 46.6 46.6
## 141 59.4 60.8
## 142 53.9 53.3
## 143 44.6 44.6
## 144 56.0 56.0
## 145 43.4 43.6
## 146 51.0 51.4
## 147 58.3 58.3
## 148 52.0 52.0
## 149 49.2 49.2
## 150 51.7 51.8
## 151 50.7 50.2
## 152 51.2 51.3
## 153 49.2 49.2
## 154 50.9 50.9
## 155 52.3 52.2
## 156 51.0 51.0
## 157 52.6 52.6
## 158 55.4 55.4
## 159 55.4 55.5
## 160 49.4 49.4
## 161 55.1 55.1
## 162 50.7 50.7
## 163 51.6 51.6
## 164 48.8 48.8
## 165 55.4 55.4
## 166 58.9 58.9
## 167 47.5 47.5
## 168 39.4 39.4
## 169 50.4 50.4
## 170 55.5 55.5
## 171 42.4 42.4
## 172 49.2 49.2
## 173 56.3 56.3
## 174 48.5 48.5
## 175 53.3 53.3
## 176 47.4 47.4
## 177 49.5 49.5
## 178 51.1 51.1
## 179 52.1 52.1
## 180 51.2 51.2
## 181 48.3 48.3
## 182 52.9 52.9
## 183 49.7 49.7
## 184 52.0 52.0
## 185 52.4 52.4
## 186 52.6 52.6
## 187 47.5 47.5
## 188 49.3 49.3
## 189 48.5 48.5
## 190 48.7 48.7
## 191 54.0 54.0
## 192 47.6 47.6
## 193 46.0 46.0
## 194 52.9 52.9
## 195 46.7 46.7
## 196 48.3 48.3
## 197 44.4 44.4
## 198 52.5 52.5
## 199 46.5 46.5
## 200 48.0 48.0
## 201 49.9 49.9
## 202 45.4 45.4
## 203 54.8 54.8
## 204 49.9 49.9
## 205 51.2 51.2
## 206 52.1 52.1
## 207 34.2 34.2
## 208 47.7 47.6
## 209 51.4 51.4
## 210 50.9 51.1
## 211 51.6 51.6
## 212 46.0 46.0
## 213 46.1 46.1
## 214 36.5 36.5
## 215 43.9 43.9
## 216 50.3 50.3
## 217 48.4 48.4
## 218 47.3 47.3
## 219 38.8 38.8
## 220 46.6 46.5
## 221 37.5 37.5
## 222 58.0 58.0
## 223 43.2 43.2
## 224 49.0 49.0
## 225 50.0 49.9
## 226 43.0 43.0
## 227 45.8 45.8
## 228 49.9 49.9
## 229 52.2 52.0
## 230 45.7 45.7
## 231 44.7 44.8
## 232 49.5 49.5## Sort_order Destination_Country Notes Country_code
## 1 92 Afghanistan 4
## 2 159 Albania 8
## 3 45 Algeria 12
## 4 262 American Samoa 16
## 5 160 Andorra 20
## 6 35 Angola 24
## 7 187 Anguilla 660
## 8 188 Antigua and Barbuda 28
## 9 223 Argentina 32
## 10 114 Armenia 51
## 11 189 Aruba 533
## 12 245 Australia 24 36
## 13 176 Austria 40
## 14 115 Azerbaijan 9 31
## 15 190 Bahamas 44
## 16 116 Bahrain 48
## 17 93 Bangladesh 50
## 18 191 Barbados 52
## 19 134 Belarus 112
## 20 177 Belgium 56
## 21 214 Belize 84
## 22 59 Benin 204
## 23 238 Bermuda 60
## 24 94 Bhutan 64
## 25 224 Bolivia (Plurinational State of) 68
## 26 161 Bosnia and Herzegovina 70
## 27 53 Botswana 72
## 28 225 Brazil 76
## 29 192 British Virgin Islands 92
## 30 102 Brunei Darussalam 96
## 31 135 Bulgaria 100
## 32 60 Burkina Faso 854
## 33 14 Burundi 108
## 34 61 Cabo Verde 132
## 35 103 Cambodia 116
## 36 36 Cameroon 120
## 37 239 Canada 124
## 38 193 Caribbean Netherlands 22 535
## 39 194 Cayman Islands 136
## 40 37 Central African Republic 140
## 41 38 Chad 148
## 42 145 Channel Islands 15 830
## 43 226 Chile 152
## 44 84 China 5 156
## 45 85 China, Hong Kong SAR 6 344
## 46 86 China, Macao SAR 7 446
## 47 227 Colombia 170
## 48 15 Comoros 174
## 49 39 Congo 178
## 50 263 Cook Islands 184
## 51 215 Costa Rica 188
## 52 62 Côte d'Ivoire 384
## 53 162 Croatia 191
## 54 195 Cuba 192
## 55 196 Curaçao 531
## 56 117 Cyprus 10 196
## 57 136 Czechia 203
## 58 87 Dem. People's Republic of Korea 408
## 59 40 Democratic Republic of the Congo 180
## 60 146 Denmark 208
## 61 16 Djibouti 262
## 62 197 Dominica 212
## 63 198 Dominican Republic 214
## 64 228 Ecuador 218
## 65 46 Egypt 818
## 66 216 El Salvador 222
## 67 41 Equatorial Guinea 226
## 68 17 Eritrea 232
## 69 147 Estonia 233
## 70 18 Ethiopia 231
## 71 148 Faeroe Islands 234
## 72 229 Falkland Islands (Malvinas) 238
## 73 248 Fiji 242
## 74 149 Finland 16 246
## 75 178 France 250
## 76 230 French Guiana 254
## 77 264 French Polynesia 258
## 78 42 Gabon 266
## 79 63 Gambia 270
## 80 118 Georgia 11 268
## 81 179 Germany 276
## 82 64 Ghana 288
## 83 163 Gibraltar 292
## 84 164 Greece 300
## 85 240 Greenland 304
## 86 199 Grenada 308
## 87 200 Guadeloupe 23 312
## 88 254 Guam 316
## 89 217 Guatemala 320
## 90 65 Guinea 324
## 91 66 Guinea-Bissau 624
## 92 231 Guyana 328
## 93 201 Haiti 332
## 94 165 Holy See 18 336
## 95 218 Honduras 340
## 96 137 Hungary 348
## 97 150 Iceland 352
## 98 95 India 356
## 99 104 Indonesia 360
## 100 96 Iran (Islamic Republic of) 364
## 101 119 Iraq 368
## 102 151 Ireland 372
## 103 152 Isle of Man 833
## 104 120 Israel 376
## 105 166 Italy 380
## 106 202 Jamaica 388
## 107 88 Japan 392
## 108 121 Jordan 400
## 109 78 Kazakhstan 398
## 110 19 Kenya 404
## 111 255 Kiribati 296
## 112 122 Kuwait 414
## 113 79 Kyrgyzstan 417
## 114 105 Lao People's Democratic Republic 418
## 115 153 Latvia 428
## 116 123 Lebanon 422
## 117 54 Lesotho 426
## 118 67 Liberia 430
## 119 47 Libya 434
## 120 180 Liechtenstein 438
## 121 154 Lithuania 440
## 122 181 Luxembourg 442
## 123 20 Madagascar 450
## 124 21 Malawi 454
## 125 106 Malaysia 8 458
## 126 97 Maldives 462
## 127 68 Mali 466
## 128 167 Malta 470
## 129 256 Marshall Islands 584
## 130 203 Martinique 474
## 131 69 Mauritania 478
## 132 22 Mauritius 1 480
## 133 23 Mayotte 175
## 134 219 Mexico 484
## 135 257 Micronesia (Fed. States of) 583
## 136 182 Monaco 492
## 137 89 Mongolia 496
## 138 168 Montenegro 499
## 139 204 Montserrat 500
## 140 48 Morocco 504
## 141 24 Mozambique 508
## 142 107 Myanmar 104
## 143 55 Namibia 516
## 144 258 Nauru 520
## 145 98 Nepal 524
## 146 183 Netherlands 528
## 147 249 New Caledonia 540
## 148 246 New Zealand 554
## 149 220 Nicaragua 558
## 150 70 Niger 562
## 151 71 Nigeria 566
## 152 265 Niue 570
## 153 259 Northern Mariana Islands 580
## 154 155 Norway 17 578
## 155 124 Oman 512
## 156 99 Pakistan 586
## 157 260 Palau 585
## 158 221 Panama 591
## 159 250 Papua New Guinea 598
## 160 232 Paraguay 600
## 161 233 Peru 604
## 162 108 Philippines 608
## 163 138 Poland 616
## 164 169 Portugal 620
## 165 205 Puerto Rico 630
## 166 125 Qatar 634
## 167 90 Republic of Korea 410
## 168 139 Republic of Moldova 13 498
## 169 25 Réunion 638
## 170 140 Romania 642
## 171 141 Russian Federation 643
## 172 26 Rwanda 646
## 173 72 Saint Helena 4 654
## 174 206 Saint Kitts and Nevis 659
## 175 207 Saint Lucia 662
## 176 241 Saint Pierre and Miquelon 666
## 177 208 Saint Vincent and the Grenadines 670
## 178 266 Samoa 882
## 179 170 San Marino 674
## 180 43 Sao Tome and Principe 678
## 181 126 Saudi Arabia 682
## 182 73 Senegal 686
## 183 171 Serbia 19 688
## 184 27 Seychelles 690
## 185 74 Sierra Leone 694
## 186 109 Singapore 702
## 187 209 Sint Maarten (Dutch part) 534
## 188 142 Slovakia 703
## 189 172 Slovenia 705
## 190 251 Solomon Islands 90
## 191 28 Somalia 706
## 192 56 South Africa 710
## 193 29 South Sudan 728
## 194 173 Spain 20 724
## 195 100 Sri Lanka 144
## 196 127 State of Palestine 12 275
## 197 49 Sudan 3 729
## 198 234 Suriname 740
## 199 57 Swaziland 748
## 200 156 Sweden 752
## 201 184 Switzerland 756
## 202 128 Syrian Arab Republic 760
## 203 80 Tajikistan 762
## 204 174 TFYR Macedonia 21 807
## 205 110 Thailand 764
## 206 111 Timor-Leste 626
## 207 75 Togo 768
## 208 267 Tokelau 772
## 209 268 Tonga 776
## 210 210 Trinidad and Tobago 780
## 211 50 Tunisia 788
## 212 129 Turkey 792
## 213 81 Turkmenistan 795
## 214 211 Turks and Caicos Islands 796
## 215 269 Tuvalu 798
## 216 30 Uganda 800
## 217 143 Ukraine 14 804
## 218 130 United Arab Emirates 784
## 219 157 United Kingdom 826
## 220 31 United Republic of Tanzania 2 834
## 221 242 United States of America 840
## 222 212 United States Virgin Islands 850
## 223 235 Uruguay 858
## 224 82 Uzbekistan 860
## 225 252 Vanuatu 548
## 226 236 Venezuela (Bolivarian Republic of) 862
## 227 112 Viet Nam 704
## 228 270 Wallis and Futuna Islands 876
## 229 51 Western Sahara 732
## 230 131 Yemen 887
## 231 32 Zambia 894
## 232 33 Zimbabwe 716
## TypeofData a1990_perc a1995_perc a2000_perc a2005_perc a2010_perc
## 1 B 43.6 45.3 43.6 43.6 43.6
## 2 B 53.7 53.4 53.1 49.0 49.0
## 3 B R 45.2 45.2 45.2 45.2 47.1
## 4 B 47.5 47.9 48.2 48.4 48.6
## 5 C 46.5 47.1 47.6 47.2 47.2
## 6 B R 45.9 47.9 49.3 50.7 51.5
## 7 B 51.1 52.2 53.0 52.8 52.7
## 8 B 52.0 54.2 55.3 55.3 55.4
## 9 B 52.2 52.8 53.4 53.7 53.9
## 10 B R 58.9 58.9 58.9 59.2 59.2
## 11 B 55.5 55.2 55.1 55.3 55.4
## 12 B 49.1 49.6 50.1 50.4 50.3
## 13 B 53.6 52.7 52.0 52.2 52.3
## 14 B R 56.2 56.5 56.9 55.2 53.2
## 15 B 48.5 47.5 46.7 48.1 49.1
## 16 C 29.1 30.0 30.9 28.6 27.7
## 17 B R 46.0 46.1 46.2 46.8 47.2
## 18 B 58.1 57.2 56.4 55.7 55.1
## 19 B 54.2 54.2 54.2 54.2 54.2
## 20 C 46.1 47.1 48.0 48.9 49.2
## 21 B R 46.1 47.6 48.9 49.2 49.4
## 22 C B R 47.4 46.8 46.4 45.3 44.5
## 23 B 51.8 51.8 51.7 51.5 51.3
## 24 B 18.5 18.5 18.5 18.7 18.9
## 25 B 49.1 48.8 48.6 48.0 47.6
## 26 I R 52.6 52.3 52.2 52.5 52.3
## 27 C 39.6 41.5 42.4 44.1 44.8
## 28 B 46.6 46.6 46.5 46.3 46.0
## 29 B 48.6 49.9 50.7 50.7 50.7
## 30 B 42.8 43.6 44.1 43.9 43.6
## 31 B 57.9 57.9 57.9 56.5 55.6
## 32 B R 52.0 51.9 51.8 52.2 52.4
## 33 B R 51.0 51.3 51.4 50.9 50.8
## 34 B 50.4 49.0 47.8 48.6 49.3
## 35 B 50.3 50.8 51.0 49.6 47.1
## 36 B C 45.2 45.3 45.4 45.0 44.6
## 37 B 51.3 51.6 51.8 52.0 52.1
## 38 B 55.1 55.4 55.7 55.7 51.7
## 39 C 50.8 50.0 49.6 49.2 48.8
## 40 C 46.9 46.9 46.9 46.8 46.8
## 41 B R 46.0 46.1 46.1 54.6 55.2
## 42 B 53.0 53.0 53.0 52.6 52.3
## 43 B 49.3 51.1 52.2 52.7 52.9
## 44 C 49.0 49.6 50.0 44.0 40.5
## 45 B 49.3 51.9 54.1 56.4 58.7
## 46 B 53.0 53.9 54.6 53.3 54.0
## 47 B 49.1 48.9 48.7 48.2 47.2
## 48 B 52.3 52.6 52.8 52.4 52.0
## 49 B 50.3 50.0 49.9 45.6 45.6
## 50 B 44.2 44.3 44.3 47.4 49.7
## 51 B R 49.2 49.4 49.6 50.8 51.7
## 52 C B 44.3 44.6 44.6 44.6 44.6
## 53 B R 53.2 53.2 53.0 53.1 53.2
## 54 B 50.0 52.0 56.0 55.7 55.4
## 55 B .. .. .. .. 59.0
## 56 B 53.3 55.4 56.6 57.0 56.2
## 57 C 48.0 46.7 46.0 43.7 40.7
## 58 I 49.0 50.0 51.0 50.7 50.5
## 59 B R 51.9 50.4 51.0 51.5 51.7
## 60 B 51.4 51.4 51.5 51.6 51.7
## 61 B R 47.4 47.4 47.3 44.3 47.5
## 62 B 48.0 48.0 47.5 47.5 47.5
## 63 B 37.6 38.5 39.3 39.3 39.4
## 64 B R 51.0 49.7 49.0 48.7 48.4
## 65 B R 47.1 47.0 46.8 42.2 43.8
## 66 B R 53.1 53.0 53.0 52.7 52.5
## 67 C 46.5 46.8 47.0 45.9 45.3
## 68 I 47.4 47.2 47.1 46.0 45.1
## 69 B 55.1 56.8 59.6 59.7 59.8
## 70 B R 47.4 47.4 47.3 47.5 47.6
## 71 B 43.1 45.7 46.5 46.5 47.0
## 72 B 42.9 41.2 40.4 42.1 43.8
## 73 B 48.5 48.3 48.1 47.2 46.5
## 74 B 49.9 50.3 50.5 49.8 49.5
## 75 B 49.1 50.0 50.7 51.0 51.2
## 76 B 45.2 47.4 49.3 50.6 51.6
## 77 B 40.2 41.2 42.0 43.0 43.0
## 78 C 42.9 42.9 42.9 42.9 42.8
## 79 B 43.9 45.6 46.8 47.1 47.2
## 80 B 56.2 56.2 56.2 56.2 56.2
## 81 B 44.5 47.8 49.9 50.3 50.6
## 82 B 49.6 49.6 49.2 47.7 49.1
## 83 B 48.0 49.9 52.0 50.9 50.1
## 84 B 46.6 48.1 49.6 50.6 51.5
## 85 B 30.3 31.5 30.1 32.0 32.4
## 86 B 50.6 50.5 50.4 50.4 50.4
## 87 B 50.4 51.4 52.2 53.7 55.0
## 88 B 43.6 46.0 48.3 48.4 48.4
## 89 B R 57.4 57.2 55.9 54.5 53.4
## 90 C R 50.1 50.1 50.2 51.3 47.8
## 91 B R 50.0 50.5 50.3 50.3 51.1
## 92 B 46.3 46.4 46.4 46.5 46.5
## 93 B 44.4 43.7 43.2 42.8 42.6
## 94 I 51.2 51.5 51.8 52.3 52.8
## 95 B R 49.1 49.1 48.8 48.2 47.6
## 96 B R 55.1 54.3 53.5 52.5 51.9
## 97 B 55.7 55.0 54.7 51.3 49.8
## 98 B R 47.8 48.1 48.5 48.6 48.7
## 99 B R 50.6 49.4 47.6 42.8 42.7
## 100 B R 42.8 41.9 40.7 45.1 43.1
## 101 C R 33.3 42.4 42.8 39.1 37.8
## 102 B 50.8 52.4 50.7 47.4 50.7
## 103 B 52.9 52.4 52.0 51.3 50.8
## 104 B R 52.8 53.7 53.9 54.1 54.4
## 105 B 55.0 54.4 54.0 54.0 54.0
## 106 B 51.3 50.5 49.9 49.6 49.2
## 107 C 49.1 51.3 52.7 54.1 55.0
## 108 C R 48.8 48.9 49.0 49.1 49.2
## 109 B 54.0 54.0 54.0 52.5 51.3
## 110 B R 45.9 47.9 50.1 48.3 50.4
## 111 B 48.8 48.8 48.0 47.2 47.3
## 112 C R 39.0 35.8 32.5 31.1 30.0
## 113 B 58.2 58.2 58.2 58.6 59.2
## 114 C R 48.4 48.1 47.3 46.3 46.3
## 115 B 55.0 56.5 58.7 58.9 60.3
## 116 B R 48.8 48.9 49.0 48.4 47.9
## 117 C R 47.6 46.9 45.9 45.9 45.9
## 118 B 43.2 46.5 45.9 41.3 42.6
## 119 C 46.9 40.8 35.0 28.7 28.4
## 120 B 45.4 46.9 48.5 50.1 51.4
## 121 B 52.9 53.0 53.1 53.2 56.7
## 122 B 50.7 50.6 50.4 50.2 49.3
## 123 C 44.2 43.8 43.6 43.4 43.2
## 124 B R 51.5 51.9 52.1 52.2 52.3
## 125 C R 41.7 42.9 44.2 42.2 40.3
## 126 C 45.0 50.1 45.0 39.9 23.7
## 127 B R 49.0 48.4 48.4 48.5 48.6
## 128 B 53.5 52.8 52.2 51.6 48.1
## 129 B 37.7 38.1 38.4 38.6 38.7
## 130 B 50.7 52.2 53.3 54.6 55.8
## 131 C R 48.4 47.5 45.7 43.9 42.6
## 132 C 51.2 56.9 63.3 54.5 46.9
## 133 B 42.3 44.2 48.2 50.4 52.6
## 134 B R 49.9 49.9 49.7 49.5 49.4
## 135 B 43.0 36.6 44.8 46.1 46.5
## 136 B 53.5 52.7 52.0 51.6 51.1
## 137 C 49.1 46.7 44.4 34.0 26.0
## 138 B .. .. .. .. 59.7
## 139 B 48.9 48.8 48.6 48.6 48.6
## 140 C 47.1 47.8 48.6 49.3 49.6
## 141 B R 46.0 45.8 47.3 50.0 51.2
## 142 C 45.9 45.9 46.8 46.4 45.6
## 143 B 47.2 46.9 46.1 46.3 46.2
## 144 C 46.5 46.4 46.4 46.4 46.4
## 145 B R 70.7 68.5 66.3 65.4 67.2
## 146 B 49.9 50.4 50.8 51.4 51.9
## 147 B 44.6 45.2 45.8 46.0 46.2
## 148 B 50.2 50.9 51.4 51.5 51.5
## 149 B R 49.6 49.8 49.2 49.1 48.8
## 150 B R 52.2 52.2 52.4 52.5 52.5
## 151 C R 43.9 44.3 44.6 41.8 41.8
## 152 B 46.9 46.5 46.2 46.0 45.9
## 153 B 46.4 51.1 56.7 57.4 57.7
## 154 B 48.3 49.8 50.5 51.1 49.0
## 155 C 20.2 22.6 21.7 20.8 19.3
## 156 B R 47.4 46.8 46.2 46.1 47.4
## 157 B 35.7 40.9 38.1 40.1 41.5
## 158 B 47.2 48.1 49.1 49.1 48.6
## 159 C R 42.6 40.8 37.8 36.8 35.6
## 160 B 47.5 47.5 47.9 47.9 48.0
## 161 B 50.0 50.5 50.3 50.0 49.8
## 162 C R 47.2 48.1 49.1 48.3 48.3
## 163 B 57.2 58.1 59.0 58.9 59.2
## 164 B 51.8 51.3 50.8 51.1 51.3
## 165 B 52.4 52.5 52.5 52.6 53.1
## 166 C 27.1 25.4 23.8 22.8 17.2
## 167 C 43.7 42.9 41.4 41.5 42.9
## 168 B 56.0 56.0 56.0 56.0 61.6
## 169 B 46.3 47.2 48.1 48.6 49.0
## 170 B 57.6 53.1 52.4 54.4 50.7
## 171 B 50.9 50.3 49.7 50.2 50.7
## 172 B R 49.5 49.4 49.4 49.9 50.0
## 173 B 42.0 44.7 46.9 46.0 45.2
## 174 B 48.8 48.3 47.7 47.6 47.5
## 175 B 50.7 50.2 49.8 49.6 49.5
## 176 B 49.0 48.3 48.1 48.0 47.8
## 177 B 51.4 51.4 51.3 51.2 51.2
## 178 B 47.2 47.8 48.3 48.8 49.4
## 179 C 47.8 47.0 46.2 45.4 44.6
## 180 C 47.1 48.4 49.3 49.7 49.9
## 181 C R 33.5 33.3 33.2 31.3 29.6
## 182 B R 48.7 48.8 47.6 47.6 46.9
## 183 B 52.9 54.1 55.2 55.8 55.9
## 184 B 40.8 41.3 41.6 35.3 31.7
## 185 B R 44.6 43.4 44.4 46.8 45.4
## 186 B 52.4 54.0 55.5 55.6 55.8
## 187 B .. .. .. 52.0 52.0
## 188 B 56.0 56.0 56.0 55.0 54.3
## 189 B 49.7 48.3 47.1 45.7 44.3
## 190 B 44.4 44.3 44.1 44.1 44.0
## 191 I R 48.9 47.3 47.1 46.6 46.2
## 192 B R 38.4 39.1 40.1 41.2 42.0
## 193 B R .. .. .. .. 48.5
## 194 B 52.5 51.1 49.4 47.9 48.4
## 195 B R 43.6 44.4 45.3 46.1 46.9
## 196 B 54.2 54.5 54.7 55.1 55.6
## 197 B R 50.4 50.1 49.7 49.1 49.0
## 198 C 46.0 45.9 45.9 45.5 45.5
## 199 B R 45.9 42.2 42.9 45.7 48.0
## 200 B 51.4 51.8 52.2 52.2 51.5
## 201 B 49.6 48.0 46.4 48.9 54.8
## 202 C R 49.0 49.1 48.7 48.7 48.9
## 203 B 56.1 56.4 56.1 56.7 56.8
## 204 B 58.3 58.3 58.3 58.3 58.3
## 205 B R 46.4 47.4 48.5 49.8 49.6
## 206 B 50.3 51.1 51.9 50.5 49.4
## 207 C R 49.4 50.1 49.9 49.4 49.4
## 208 B 44.4 44.7 45.0 48.4 52.0
## 209 B 48.9 47.5 46.2 45.9 45.7
## 210 B 53.6 53.7 53.8 53.9 52.0
## 211 C 50.2 49.7 49.2 48.6 48.5
## 212 B R 50.4 51.2 51.9 53.1 54.2
## 213 B 56.2 56.6 56.9 55.7 54.2
## 214 B 48.2 48.2 48.3 48.3 48.3
## 215 C 43.4 43.7 44.2 44.8 44.8
## 216 B R 48.0 49.4 50.5 50.6 50.6
## 217 B 57.2 57.2 57.1 57.1 57.0
## 218 C R 28.7 28.2 28.2 27.2 25.3
## 219 B 51.9 52.4 52.9 52.4 51.8
## 220 B R 50.6 50.5 49.3 36.9 50.1
## 221 B 51.1 50.7 50.3 50.0 50.9
## 222 B 52.2 52.5 52.8 52.8 52.9
## 223 B 53.3 53.5 53.8 54.3 54.8
## 224 B 56.2 56.5 56.9 55.7 54.2
## 225 B 45.0 47.4 49.7 50.1 50.3
## 226 B 49.5 49.7 49.8 50.0 49.8
## 227 C R 45.8 45.0 42.2 39.9 41.8
## 228 B 48.2 48.9 49.5 49.5 49.5
## 229 I 45.5 44.8 44.1 42.8 41.9
## 230 CR 43.6 43.0 44.5 42.5 45.9
## 231 B R 48.8 48.7 49.1 49.1 49.4
## 232 B R 43.8 43.0 43.0 43.0 43.0
## a2015_perc a2017_perc
## 1 49.3 50.1
## 2 49.0 49.1
## 3 47.2 47.2
## 4 49.0 49.0
## 5 47.2 47.5
## 6 51.8 51.8
## 7 52.6 52.6
## 8 55.4 55.4
## 9 54.0 54.0
## 10 59.5 59.5
## 11 55.4 55.5
## 12 50.9 51.1
## 13 52.0 52.0
## 14 52.1 52.1
## 15 49.4 49.4
## 16 27.7 27.7
## 17 47.1 47.3
## 18 55.1 55.1
## 19 54.2 54.2
## 20 49.2 49.2
## 21 49.7 49.7
## 22 43.9 43.9
## 23 51.2 51.2
## 24 18.9 18.9
## 25 47.6 47.6
## 26 52.3 52.3
## 27 45.3 45.3
## 28 46.0 46.0
## 29 50.7 50.7
## 30 43.4 43.4
## 31 55.6 55.6
## 32 52.4 52.4
## 33 50.7 50.7
## 34 49.4 49.4
## 35 46.1 46.1
## 36 50.6 50.6
## 37 52.1 52.1
## 38 51.6 51.6
## 39 48.8 48.8
## 40 47.1 47.0
## 41 53.9 53.9
## 42 52.2 52.2
## 43 52.9 52.9
## 44 38.6 38.6
## 45 60.5 60.5
## 46 54.6 54.6
## 47 46.7 46.7
## 48 51.6 51.6
## 49 45.2 45.2
## 50 50.0 49.9
## 51 52.0 52.0
## 52 44.6 44.6
## 53 53.6 53.7
## 54 55.4 55.4
## 55 58.9 58.9
## 56 56.2 56.2
## 57 42.6 42.6
## 58 50.2 50.2
## 59 51.4 51.3
## 60 51.1 50.6
## 61 47.4 47.4
## 62 47.5 47.5
## 63 39.4 39.4
## 64 48.3 48.3
## 65 43.8 46.1
## 66 52.4 52.4
## 67 22.9 22.9
## 68 44.6 44.6
## 69 58.9 58.2
## 70 49.1 49.1
## 71 49.3 48.7
## 72 44.4 44.4
## 73 46.0 46.0
## 74 49.4 49.1
## 75 51.7 51.8
## 76 52.5 52.5
## 77 43.0 43.0
## 78 42.9 42.9
## 79 47.3 47.3
## 80 56.2 56.2
## 81 50.7 50.2
## 82 49.1 49.1
## 83 49.5 49.5
## 84 54.1 54.5
## 85 34.2 34.2
## 86 50.4 50.4
## 87 55.5 55.5
## 88 48.4 48.4
## 89 52.6 52.6
## 90 41.4 41.1
## 91 51.5 51.5
## 92 46.5 46.5
## 93 42.4 42.4
## 94 53.3 53.4
## 95 47.5 47.5
## 96 50.4 50.0
## 97 51.2 50.5
## 98 48.8 48.8
## 99 41.8 41.8
## 100 47.0 47.0
## 101 41.8 41.8
## 102 52.0 51.1
## 103 50.5 50.5
## 104 54.6 54.6
## 105 54.6 54.4
## 106 49.2 49.2
## 107 55.0 55.0
## 108 49.6 49.6
## 109 50.4 50.4
## 110 50.0 50.1
## 111 47.3 47.3
## 112 34.1 32.0
## 113 59.6 59.6
## 114 46.3 46.3
## 115 60.8 60.7
## 116 51.9 51.9
## 117 45.9 45.9
## 118 43.0 43.0
## 119 28.8 28.8
## 120 51.2 51.3
## 121 57.7 58.4
## 122 49.2 49.2
## 123 43.0 43.0
## 124 52.4 52.4
## 125 39.6 39.6
## 126 12.3 12.3
## 127 48.8 48.8
## 128 46.6 46.6
## 129 38.8 38.8
## 130 56.3 56.3
## 131 43.5 43.5
## 132 44.6 44.6
## 133 53.7 53.7
## 134 49.3 49.3
## 135 46.6 46.5
## 136 50.9 50.9
## 137 27.0 27.0
## 138 59.4 60.8
## 139 48.5 48.5
## 140 49.8 49.8
## 141 51.1 51.1
## 142 45.2 45.2
## 143 46.1 46.1
## 144 37.5 37.5
## 145 69.3 69.4
## 146 52.3 52.2
## 147 46.1 46.1
## 148 51.6 51.6
## 149 48.5 48.5
## 150 52.6 52.6
## 151 45.1 45.1
## 152 45.8 45.8
## 153 58.0 58.0
## 154 47.8 47.8
## 155 17.3 16.0
## 156 48.9 48.7
## 157 43.2 43.2
## 158 48.7 48.7
## 159 36.5 36.5
## 160 48.0 48.0
## 161 49.9 49.9
## 162 48.2 48.2
## 163 58.1 57.2
## 164 53.9 53.3
## 165 53.3 53.3
## 166 16.1 16.1
## 167 43.9 43.9
## 168 64.6 64.6
## 169 49.3 49.3
## 170 47.8 46.9
## 171 50.9 50.9
## 172 50.2 50.2
## 173 44.5 44.4
## 174 47.4 47.4
## 175 49.5 49.5
## 176 47.7 47.6
## 177 51.1 51.1
## 178 49.9 49.9
## 179 44.6 44.6
## 180 50.0 50.0
## 181 30.7 31.5
## 182 46.9 46.9
## 183 56.0 56.0
## 184 30.0 30.0
## 185 45.2 45.2
## 186 55.9 55.9
## 187 52.1 52.1
## 188 49.9 49.5
## 189 43.4 43.6
## 190 43.9 43.9
## 191 47.3 47.5
## 192 44.4 44.4
## 193 48.9 48.9
## 194 51.0 51.4
## 195 47.8 47.8
## 196 55.7 55.7
## 197 49.7 49.9
## 198 45.4 45.4
## 199 48.2 48.2
## 200 50.9 50.6
## 201 51.0 51.0
## 202 48.9 48.9
## 203 56.9 56.9
## 204 58.3 58.3
## 205 49.8 49.8
## 206 49.4 49.4
## 207 49.7 49.7
## 208 52.2 52.0
## 209 45.7 45.7
## 210 51.2 51.2
## 211 48.2 48.2
## 212 53.0 53.0
## 213 53.4 53.4
## 214 48.3 48.3
## 215 44.7 44.8
## 216 52.8 53.1
## 217 57.0 57.0
## 218 25.3 25.3
## 219 52.2 52.4
## 220 50.1 50.1
## 221 51.4 51.4
## 222 52.9 52.9
## 223 54.8 54.8
## 224 53.4 53.4
## 225 50.3 50.3
## 226 49.9 49.9
## 227 42.1 42.1
## 228 49.5 49.5
## 229 40.9 40.9
## 230 47.5 47.5
## 231 49.5 49.5
## 232 43.7 43.1df_2017 <- df_not_na %>% select(-a1990_perc, -a1995_perc, -a2000_perc,-a2005_perc,-a2010_perc ,-a2015_perc)
df_2017## Sort_order Destination_Country Notes Country_code
## 1 14 Burundi 108
## 2 15 Comoros 174
## 3 16 Djibouti 262
## 4 17 Eritrea 232
## 5 18 Ethiopia 231
## 6 19 Kenya 404
## 7 20 Madagascar 450
## 8 21 Malawi 454
## 9 22 Mauritius 1 480
## 10 23 Mayotte 175
## 11 24 Mozambique 508
## 12 25 Réunion 638
## 13 26 Rwanda 646
## 14 27 Seychelles 690
## 15 28 Somalia 706
## 16 29 South Sudan 728
## 17 30 Uganda 800
## 18 31 United Republic of Tanzania 2 834
## 19 32 Zambia 894
## 20 33 Zimbabwe 716
## 21 35 Angola 24
## 22 36 Cameroon 120
## 23 37 Central African Republic 140
## 24 38 Chad 148
## 25 39 Congo 178
## 26 40 Democratic Republic of the Congo 180
## 27 41 Equatorial Guinea 226
## 28 42 Gabon 266
## 29 43 Sao Tome and Principe 678
## 30 45 Algeria 12
## 31 46 Egypt 818
## 32 47 Libya 434
## 33 48 Morocco 504
## 34 49 Sudan 3 729
## 35 50 Tunisia 788
## 36 51 Western Sahara 732
## 37 53 Botswana 72
## 38 54 Lesotho 426
## 39 55 Namibia 516
## 40 56 South Africa 710
## 41 57 Swaziland 748
## 42 59 Benin 204
## 43 60 Burkina Faso 854
## 44 61 Cabo Verde 132
## 45 62 Côte d'Ivoire 384
## 46 63 Gambia 270
## 47 64 Ghana 288
## 48 65 Guinea 324
## 49 66 Guinea-Bissau 624
## 50 67 Liberia 430
## 51 68 Mali 466
## 52 69 Mauritania 478
## 53 70 Niger 562
## 54 71 Nigeria 566
## 55 72 Saint Helena 4 654
## 56 73 Senegal 686
## 57 74 Sierra Leone 694
## 58 75 Togo 768
## 59 78 Kazakhstan 398
## 60 79 Kyrgyzstan 417
## 61 80 Tajikistan 762
## 62 81 Turkmenistan 795
## 63 82 Uzbekistan 860
## 64 84 China 5 156
## 65 85 China, Hong Kong SAR 6 344
## 66 86 China, Macao SAR 7 446
## 67 87 Dem. People's Republic of Korea 408
## 68 88 Japan 392
## 69 89 Mongolia 496
## 70 90 Republic of Korea 410
## 71 92 Afghanistan 4
## 72 93 Bangladesh 50
## 73 94 Bhutan 64
## 74 95 India 356
## 75 96 Iran (Islamic Republic of) 364
## 76 97 Maldives 462
## 77 98 Nepal 524
## 78 99 Pakistan 586
## 79 100 Sri Lanka 144
## 80 102 Brunei Darussalam 96
## 81 103 Cambodia 116
## 82 104 Indonesia 360
## 83 105 Lao People's Democratic Republic 418
## 84 106 Malaysia 8 458
## 85 107 Myanmar 104
## 86 108 Philippines 608
## 87 109 Singapore 702
## 88 110 Thailand 764
## 89 111 Timor-Leste 626
## 90 112 Viet Nam 704
## 91 114 Armenia 51
## 92 115 Azerbaijan 9 31
## 93 116 Bahrain 48
## 94 117 Cyprus 10 196
## 95 118 Georgia 11 268
## 96 119 Iraq 368
## 97 120 Israel 376
## 98 121 Jordan 400
## 99 122 Kuwait 414
## 100 123 Lebanon 422
## 101 124 Oman 512
## 102 125 Qatar 634
## 103 126 Saudi Arabia 682
## 104 127 State of Palestine 12 275
## 105 128 Syrian Arab Republic 760
## 106 129 Turkey 792
## 107 130 United Arab Emirates 784
## 108 131 Yemen 887
## 109 134 Belarus 112
## 110 135 Bulgaria 100
## 111 136 Czechia 203
## 112 137 Hungary 348
## 113 138 Poland 616
## 114 139 Republic of Moldova 13 498
## 115 140 Romania 642
## 116 141 Russian Federation 643
## 117 142 Slovakia 703
## 118 143 Ukraine 14 804
## 119 145 Channel Islands 15 830
## 120 146 Denmark 208
## 121 147 Estonia 233
## 122 148 Faeroe Islands 234
## 123 149 Finland 16 246
## 124 150 Iceland 352
## 125 151 Ireland 372
## 126 152 Isle of Man 833
## 127 153 Latvia 428
## 128 154 Lithuania 440
## 129 155 Norway 17 578
## 130 156 Sweden 752
## 131 157 United Kingdom 826
## 132 159 Albania 8
## 133 160 Andorra 20
## 134 161 Bosnia and Herzegovina 70
## 135 162 Croatia 191
## 136 163 Gibraltar 292
## 137 164 Greece 300
## 138 165 Holy See 18 336
## 139 166 Italy 380
## 140 167 Malta 470
## 141 168 Montenegro 499
## 142 169 Portugal 620
## 143 170 San Marino 674
## 144 171 Serbia 19 688
## 145 172 Slovenia 705
## 146 173 Spain 20 724
## 147 174 TFYR Macedonia 21 807
## 148 176 Austria 40
## 149 177 Belgium 56
## 150 178 France 250
## 151 179 Germany 276
## 152 180 Liechtenstein 438
## 153 181 Luxembourg 442
## 154 182 Monaco 492
## 155 183 Netherlands 528
## 156 184 Switzerland 756
## 157 187 Anguilla 660
## 158 188 Antigua and Barbuda 28
## 159 189 Aruba 533
## 160 190 Bahamas 44
## 161 191 Barbados 52
## 162 192 British Virgin Islands 92
## 163 193 Caribbean Netherlands 22 535
## 164 194 Cayman Islands 136
## 165 195 Cuba 192
## 166 196 Curaçao 531
## 167 197 Dominica 212
## 168 198 Dominican Republic 214
## 169 199 Grenada 308
## 170 200 Guadeloupe 23 312
## 171 201 Haiti 332
## 172 202 Jamaica 388
## 173 203 Martinique 474
## 174 204 Montserrat 500
## 175 205 Puerto Rico 630
## 176 206 Saint Kitts and Nevis 659
## 177 207 Saint Lucia 662
## 178 208 Saint Vincent and the Grenadines 670
## 179 209 Sint Maarten (Dutch part) 534
## 180 210 Trinidad and Tobago 780
## 181 211 Turks and Caicos Islands 796
## 182 212 United States Virgin Islands 850
## 183 214 Belize 84
## 184 215 Costa Rica 188
## 185 216 El Salvador 222
## 186 217 Guatemala 320
## 187 218 Honduras 340
## 188 219 Mexico 484
## 189 220 Nicaragua 558
## 190 221 Panama 591
## 191 223 Argentina 32
## 192 224 Bolivia (Plurinational State of) 68
## 193 225 Brazil 76
## 194 226 Chile 152
## 195 227 Colombia 170
## 196 228 Ecuador 218
## 197 229 Falkland Islands (Malvinas) 238
## 198 230 French Guiana 254
## 199 231 Guyana 328
## 200 232 Paraguay 600
## 201 233 Peru 604
## 202 234 Suriname 740
## 203 235 Uruguay 858
## 204 236 Venezuela (Bolivarian Republic of) 862
## 205 238 Bermuda 60
## 206 239 Canada 124
## 207 240 Greenland 304
## 208 241 Saint Pierre and Miquelon 666
## 209 242 United States of America 840
## 210 245 Australia 24 36
## 211 246 New Zealand 554
## 212 248 Fiji 242
## 213 249 New Caledonia 540
## 214 250 Papua New Guinea 598
## 215 251 Solomon Islands 90
## 216 252 Vanuatu 548
## 217 254 Guam 316
## 218 255 Kiribati 296
## 219 256 Marshall Islands 584
## 220 257 Micronesia (Fed. States of) 583
## 221 258 Nauru 520
## 222 259 Northern Mariana Islands 580
## 223 260 Palau 585
## 224 262 American Samoa 16
## 225 263 Cook Islands 184
## 226 264 French Polynesia 258
## 227 265 Niue 570
## 228 266 Samoa 882
## 229 267 Tokelau 772
## 230 268 Tonga 776
## 231 269 Tuvalu 798
## 232 270 Wallis and Futuna Islands 876
## TypeofData a2017_perc
## 1 B R 50.7
## 2 B 51.6
## 3 B R 47.4
## 4 I 44.6
## 5 B R 49.1
## 6 B R 50.1
## 7 C 43.0
## 8 B R 52.4
## 9 C 44.6
## 10 B 53.7
## 11 B R 51.1
## 12 B 49.3
## 13 B R 50.2
## 14 B 30.0
## 15 I R 47.5
## 16 B R 48.9
## 17 B R 53.1
## 18 B R 50.1
## 19 B R 49.5
## 20 B R 43.1
## 21 B R 51.8
## 22 B C 50.6
## 23 C 47.0
## 24 B R 53.9
## 25 B 45.2
## 26 B R 51.3
## 27 C 22.9
## 28 C 42.9
## 29 C 50.0
## 30 B R 47.2
## 31 B R 46.1
## 32 C 28.8
## 33 C 49.8
## 34 B R 49.9
## 35 C 48.2
## 36 I 40.9
## 37 C 45.3
## 38 C R 45.9
## 39 B 46.1
## 40 B R 44.4
## 41 B R 48.2
## 42 C B R 43.9
## 43 B R 52.4
## 44 B 49.4
## 45 C B 44.6
## 46 B 47.3
## 47 B 49.1
## 48 C R 41.1
## 49 B R 51.5
## 50 B 43.0
## 51 B R 48.8
## 52 C R 43.5
## 53 B R 52.6
## 54 C R 45.1
## 55 B 44.4
## 56 B R 46.9
## 57 B R 45.2
## 58 C R 49.7
## 59 B 50.4
## 60 B 59.6
## 61 B 56.9
## 62 B 53.4
## 63 B 53.4
## 64 C 38.6
## 65 B 60.5
## 66 B 54.6
## 67 I 50.2
## 68 C 55.0
## 69 C 27.0
## 70 C 43.9
## 71 B 50.1
## 72 B R 47.3
## 73 B 18.9
## 74 B R 48.8
## 75 B R 47.0
## 76 C 12.3
## 77 B R 69.4
## 78 B R 48.7
## 79 B R 47.8
## 80 B 43.4
## 81 B 46.1
## 82 B R 41.8
## 83 C R 46.3
## 84 C R 39.6
## 85 C 45.2
## 86 C R 48.2
## 87 B 55.9
## 88 B R 49.8
## 89 B 49.4
## 90 C R 42.1
## 91 B R 59.5
## 92 B R 52.1
## 93 C 27.7
## 94 B 56.2
## 95 B 56.2
## 96 C R 41.8
## 97 B R 54.6
## 98 C R 49.6
## 99 C R 32.0
## 100 B R 51.9
## 101 C 16.0
## 102 C 16.1
## 103 C R 31.5
## 104 B 55.7
## 105 C R 48.9
## 106 B R 53.0
## 107 C R 25.3
## 108 CR 47.5
## 109 B 54.2
## 110 B 55.6
## 111 C 42.6
## 112 B R 50.0
## 113 B 57.2
## 114 B 64.6
## 115 B 46.9
## 116 B 50.9
## 117 B 49.5
## 118 B 57.0
## 119 B 52.2
## 120 B 50.6
## 121 B 58.2
## 122 B 48.7
## 123 B 49.1
## 124 B 50.5
## 125 B 51.1
## 126 B 50.5
## 127 B 60.7
## 128 B 58.4
## 129 B 47.8
## 130 B 50.6
## 131 B 52.4
## 132 B 49.1
## 133 C 47.5
## 134 I R 52.3
## 135 B R 53.7
## 136 B 49.5
## 137 B 54.5
## 138 I 53.4
## 139 B 54.4
## 140 B 46.6
## 141 B 60.8
## 142 B 53.3
## 143 C 44.6
## 144 B 56.0
## 145 B 43.6
## 146 B 51.4
## 147 B 58.3
## 148 B 52.0
## 149 C 49.2
## 150 B 51.8
## 151 B 50.2
## 152 B 51.3
## 153 B 49.2
## 154 B 50.9
## 155 B 52.2
## 156 B 51.0
## 157 B 52.6
## 158 B 55.4
## 159 B 55.5
## 160 B 49.4
## 161 B 55.1
## 162 B 50.7
## 163 B 51.6
## 164 C 48.8
## 165 B 55.4
## 166 B 58.9
## 167 B 47.5
## 168 B 39.4
## 169 B 50.4
## 170 B 55.5
## 171 B 42.4
## 172 B 49.2
## 173 B 56.3
## 174 B 48.5
## 175 B 53.3
## 176 B 47.4
## 177 B 49.5
## 178 B 51.1
## 179 B 52.1
## 180 B 51.2
## 181 B 48.3
## 182 B 52.9
## 183 B R 49.7
## 184 B R 52.0
## 185 B R 52.4
## 186 B R 52.6
## 187 B R 47.5
## 188 B R 49.3
## 189 B R 48.5
## 190 B 48.7
## 191 B 54.0
## 192 B 47.6
## 193 B 46.0
## 194 B 52.9
## 195 B 46.7
## 196 B R 48.3
## 197 B 44.4
## 198 B 52.5
## 199 B 46.5
## 200 B 48.0
## 201 B 49.9
## 202 C 45.4
## 203 B 54.8
## 204 B 49.9
## 205 B 51.2
## 206 B 52.1
## 207 B 34.2
## 208 B 47.6
## 209 B 51.4
## 210 B 51.1
## 211 B 51.6
## 212 B 46.0
## 213 B 46.1
## 214 C R 36.5
## 215 B 43.9
## 216 B 50.3
## 217 B 48.4
## 218 B 47.3
## 219 B 38.8
## 220 B 46.5
## 221 C 37.5
## 222 B 58.0
## 223 B 43.2
## 224 B 49.0
## 225 B 49.9
## 226 B 43.0
## 227 B 45.8
## 228 B 49.9
## 229 B 52.0
## 230 B 45.7
## 231 C 44.8
## 232 B 49.5## Sort_order Destination_Country Notes Country_code TypeofData a2017_perc
## 1 85 China, Hong Kong SAR 6 344 B 60.5
## 2 98 Nepal 524 B R 69.4
## 3 139 Republic of Moldova 13 498 B 64.6
## 4 153 Latvia 428 B 60.7
## 5 168 Montenegro 499 B 60.8