setwd("C:/Clase 1206")library(rio)
data1= import("Youth unemployment rate (ages 15-24).csv")
data1## name slug %
## 1 Djibouti djibouti 79.9
## 2 South Africa south-africa 64.2
## 3 Eswatini eswatini 50.9
## 4 Libya libya 50.5
## 5 Kosovo kosovo 48.8
## 6 Costa Rica costa-rica 45.4
## 7 Congo, Republic of the congo-republic-of-the 42.3
## 8 Curacao curacao 42.2
## 9 Botswana botswana 41.2
## 10 Saint Vincent and the Grenadines saint-vincent-and-the-grenadines 41.1
## 11 New Caledonia new-caledonia 41.0
## 12 Jordan jordan 40.5
## 13 Namibia namibia 40.4
## 14 West Bank west-bank 39.6
## 15 Gaza Strip gaza-strip 39.6
## 16 French Polynesia french-polynesia 38.9
## 17 Saint Lucia saint-lucia 38.7
## 18 Gabon gabon 38.4
## 19 Tunisia tunisia 38.3
## 20 Lesotho lesotho 37.4
## 21 Greece greece 36.9
## 22 Spain spain 36.9
## 23 Armenia armenia 36.1
## 24 Haiti haiti 35.7
## 25 Sudan sudan 35.6
## 26 Somalia somalia 34.7
## 27 Cabo Verde cabo-verde 34.3
## 28 North Macedonia north-macedonia 34.1
## 29 Uruguay uruguay 32.9
## 30 Bosnia and Herzegovina bosnia-and-herzegovina 32.9
## 31 Algeria algeria 31.9
## 32 Brazil brazil 31.9
## 33 Montenegro montenegro 31.6
## 34 Italy italy 30.9
## 35 Bahamas, The bahamas-the 30.8
## 36 Barbados barbados 30.6
## 37 Suriname suriname 30.5
## 38 Serbia serbia 30.4
## 39 Panama panama 30.0
## 40 Guyana guyana 29.9
## 41 Argentina argentina 29.9
## 42 Lebanon lebanon 29.6
## 43 Bermuda bermuda 29.3
## 44 Saudi Arabia saudi-arabia 28.8
## 45 Georgia georgia 28.3
## 46 India india 28.3
## 47 Albania albania 27.8
## 48 San Marino san-marino 27.4
## 49 Morocco morocco 27.2
## 50 Iraq iraq 27.2
## 51 Iran iran 27.2
## 52 Virgin Islands virgin-islands 27.0
## 53 Nauru nauru 26.6
## 54 Monaco monaco 26.6
## 55 Colombia colombia 26.4
## 56 Syria syria 26.2
## 57 Sri Lanka sri-lanka 26.1
## 58 Jamaica jamaica 26.1
## 59 Zambia zambia 26.1
## 60 Marshall Islands marshall-islands 26.0
## 61 Yemen yemen 25.5
## 62 Kuwait kuwait 25.5
## 63 Mauritius mauritius 25.3
## 64 Sweden sweden 24.5
## 65 Turkey (Turkiye) turkey-turkiye 24.3
## 66 Egypt egypt 24.3
## 67 Croatia croatia 23.6
## 68 Brunei brunei 23.4
## 69 Portugal portugal 23.1
## 70 Mauritania mauritania 23.0
## 71 Sao Tome and Principe sao-tome-and-principe 22.9
## 72 Kiribati kiribati 22.5
## 73 Comoros comoros 21.7
## 74 Slovakia slovakia 21.5
## 75 Chile chile 21.4
## 76 South Sudan south-sudan 21.0
## 77 Mongolia mongolia 21.0
## 78 Dominican Republic dominican-republic 20.6
## 79 Tuvalu tuvalu 20.6
## 80 Romania romania 20.6
## 81 Afghanistan afghanistan 20.2
## 82 France france 20.1
## 83 Samoa samoa 19.7
## 84 Nigeria nigeria 19.6
## 85 Belgium belgium 19.6
## 86 Belize belize 19.3
## 87 Kyrgyzstan kyrgyzstan 19.3
## 88 Lithuania lithuania 19.0
## 89 Micronesia, Federated States of micronesia-federated-states-of 18.9
## 90 Bhutan bhutan 18.8
## 91 Angola angola 18.5
## 92 Puerto Rico puerto-rico 18.5
## 93 Equatorial Guinea equatorial-guinea 18.3
## 94 Finland finland 18.1
## 95 Fiji fiji 18.1
## 96 Maldives maldives 17.7
## 97 Tajikistan tajikistan 17.4
## 98 Ireland ireland 17.4
## 99 Bolivia bolivia 17.4
## 100 Mali mali 17.3
## 101 Estonia estonia 17.1
## 102 Russia russia 16.9
## 103 Ukraine ukraine 16.5
## 104 Seychelles seychelles 16.5
## 105 Azerbaijan azerbaijan 16.5
## 106 Paraguay paraguay 16.3
## 107 Indonesia indonesia 16.1
## 108 Uzbekistan uzbekistan 16.0
## 109 Jersey jersey 15.8
## 110 Guernsey guernsey 15.8
## 111 Malaysia malaysia 15.6
## 112 Honduras honduras 15.5
## 113 Latvia latvia 15.5
## 114 Gambia, The gambia-the 15.5
## 115 Guam guam 15.3
## 116 Luxembourg luxembourg 15.2
## 117 Hong Kong hong-kong 15.0
## 118 Venezuela venezuela 14.9
## 119 Bangladesh bangladesh 14.7
## 120 Oman oman 14.6
## 121 Eritrea eritrea 14.6
## 122 Bulgaria bulgaria 14.2
## 123 Ecuador ecuador 14.2
## 124 Canada canada 14.0
## 125 Slovenia slovenia 13.9
## 126 Cayman Islands cayman-islands 13.8
## 127 Timor-Leste timor-leste 13.8
## 128 Kenya kenya 13.8
## 129 El Salvador el-salvador 13.7
## 130 Hungary hungary 13.5
## 131 Poland poland 13.4
## 132 Iceland iceland 13.4
## 133 United Kingdom united-kingdom 13.2
## 134 Norway norway 13.0
## 135 Guinea-Bissau guinea-bissau 12.8
## 136 Trinidad and Tobago trinidad-and-tobago 12.7
## 137 Central African Republic central-african-republic 11.8
## 138 Cyprus cyprus 11.8
## 139 Nicaragua nicaragua 11.6
## 140 New Zealand new-zealand 11.4
## 141 Austria austria 11.4
## 142 China china 11.4
## 143 Belarus belarus 11.3
## 144 Peru peru 11.2
## 145 Tonga tonga 11.1
## 146 Turkmenistan turkmenistan 11.0
## 147 Sierra Leone sierra-leone 10.8
## 148 Australia australia 10.8
## 149 United Arab Emirates united-arab-emirates 10.7
## 150 Isle of Man isle-of-man 10.1
## 151 Denmark denmark 10.1
## 152 Congo, Democratic Republic of the congo-democratic-republic-of-the 10.1
## 153 Malawi malawi 9.9
## 154 Bahrain bahrain 9.9
## 155 Malta malta 9.8
## 156 Togo togo 9.7
## 157 Netherlands netherlands 9.6
## 158 Ghana ghana 9.6
## 159 United States united-states 9.6
## 160 Nepal nepal 9.5
## 161 Pakistan pakistan 9.4
## 162 Macau macau 9.2
## 163 Switzerland switzerland 9.1
## 164 Singapore singapore 9.1
## 165 Israel israel 8.8
## 166 Moldova moldova 8.6
## 167 Guinea guinea 8.2
## 168 Mozambique mozambique 8.1
## 169 Mexico mexico 8.1
## 170 Korea, South korea-south 7.8
## 171 Burkina Faso burkina-faso 7.7
## 172 Czechia czechia 7.6
## 173 Cuba cuba 7.4
## 174 Zimbabwe zimbabwe 7.3
## 175 Philippines philippines 7.3
## 176 Guatemala guatemala 7.2
## 177 Vietnam vietnam 7.2
## 178 Germany germany 7.0
## 179 Thailand thailand 7.0
## 180 Cameroon cameroon 6.6
## 181 Burma burma 6.4
## 182 Korea, North korea-north 6.1
## 183 Ethiopia ethiopia 5.7
## 184 Cote d'Ivoire cote-divoire 5.7
## 185 Palau palau 5.6
## 186 Vanuatu vanuatu 5.4
## 187 Papua New Guinea papua-new-guinea 5.3
## 188 Senegal senegal 5.0
## 189 Madagascar madagascar 4.8
## 190 Tanzania tanzania 4.6
## 191 Japan japan 4.4
## 192 Uganda uganda 4.3
## 193 Benin benin 3.9
## 194 Kazakhstan kazakhstan 3.7
## 195 Burundi burundi 3.4
## 196 Laos laos 3.3
## 197 Liberia liberia 3.2
## 198 Rwanda rwanda 2.9
## 199 Chad chad 2.4
## 200 Solomon Islands solomon-islands 1.9
## 201 Cambodia cambodia 1.8
## 202 Qatar qatar 1.1
## 203 Niger niger 1.0
## date_of_information ranking region
## 1 2021 1 Africa
## 2 2021 2 Africa
## 3 2021 3 Africa
## 4 2021 4 Africa
## 5 2020 5 Europe
## 6 2021 6 Central America and the Caribbean
## 7 2021 7 Africa
## 8 2020 8 Central America and the Caribbean
## 9 2021 9 Africa
## 10 2021 10 Central America and the Caribbean
## 11 2021 11 Australia and Oceania
## 12 2021 12 Middle East
## 13 2021 13 Africa
## 14 2021 14 Middle East
## 15 2021 15 Middle East
## 16 2021 16 Australia and Oceania
## 17 2021 17 Central America and the Caribbean
## 18 2021 18 Africa
## 19 2021 19 Africa
## 20 2021 20 Africa
## 21 2021 21 Europe
## 22 2021 22 Europe
## 23 2021 23 Middle East
## 24 2021 24 Central America and the Caribbean
## 25 2021 25 Africa
## 26 2021 26 Africa
## 27 2021 27 Africa
## 28 2021 28 Europe
## 29 2021 29 South America
## 30 2021 30 Europe
## 31 2021 31 Africa
## 32 2021 32 South America
## 33 2021 33 Europe
## 34 2021 34 Europe
## 35 2021 35 Central America and the Caribbean
## 36 2021 36 Central America and the Caribbean
## 37 2021 37 South America
## 38 2021 38 Europe
## 39 2021 39 Central America and the Caribbean
## 40 2021 40 South America
## 41 2021 41 South America
## 42 2021 42 Middle East
## 43 2014 43 North America
## 44 2021 44 Middle East
## 45 2021 45 Middle East
## 46 2021 46 South Asia
## 47 2021 47 Europe
## 48 2016 48 Europe
## 49 2021 49 Africa
## 50 2021 50 Middle East
## 51 2021 51 Middle East
## 52 2021 52 Central America and the Caribbean
## 53 2013 53 Australia and Oceania
## 54 2016 54 Europe
## 55 2021 55 South America
## 56 2021 56 Middle East
## 57 2021 57 South Asia
## 58 2021 58 Central America and the Caribbean
## 59 2021 59 Africa
## 60 2019 60 Australia and Oceania
## 61 2021 61 Middle East
## 62 2021 62 Middle East
## 63 2021 63 Africa
## 64 2021 64 Europe
## 65 2021 65 Middle East
## 66 2021 66 Africa
## 67 2021 67 Europe
## 68 2021 68 East and Southeast Asia
## 69 2021 69 Europe
## 70 2021 70 Africa
## 71 2021 71 Africa
## 72 2019 72 Australia and Oceania
## 73 2021 73 Africa
## 74 2021 74 Europe
## 75 2021 75 South America
## 76 2021 76 Africa
## 77 2021 77 East and Southeast Asia
## 78 2021 78 Central America and the Caribbean
## 79 2016 79 Australia and Oceania
## 80 2021 80 Europe
## 81 2021 81 South Asia
## 82 2021 82 Europe
## 83 2021 83 Australia and Oceania
## 84 2021 84 Africa
## 85 2021 85 Europe
## 86 2021 86 Central America and the Caribbean
## 87 2021 87 Central Asia
## 88 2021 88 Europe
## 89 2014 89 Australia and Oceania
## 90 2021 90 South Asia
## 91 2021 91 Africa
## 92 2021 92 Central America and the Caribbean
## 93 2021 93 Africa
## 94 2021 94 Europe
## 95 2021 95 Australia and Oceania
## 96 2021 96 South Asia
## 97 2021 97 Central Asia
## 98 2021 98 Europe
## 99 2021 99 South America
## 100 2021 100 Africa
## 101 2021 101 Europe
## 102 2021 102 Central Asia
## 103 2021 103 Europe
## 104 2020 104 Africa
## 105 2021 105 Middle East
## 106 2021 106 South America
## 107 2021 107 East and Southeast Asia
## 108 2021 108 Central Asia
## 109 2021 109 Europe
## 110 2021 110 Europe
## 111 2021 111 East and Southeast Asia
## 112 2021 112 Central America and the Caribbean
## 113 2021 113 Europe
## 114 2021 114 Africa
## 115 2021 115 Australia and Oceania
## 116 2021 116 Europe
## 117 2021 117 East and Southeast Asia
## 118 2021 118 South America
## 119 2021 119 South Asia
## 120 2021 120 Middle East
## 121 2021 121 Africa
## 122 2021 122 Europe
## 123 2021 123 South America
## 124 2021 124 North America
## 125 2021 125 Europe
## 126 2015 126 Central America and the Caribbean
## 127 2021 127 East and Southeast Asia
## 128 2021 128 Africa
## 129 2021 129 Central America and the Caribbean
## 130 2021 130 Europe
## 131 2021 131 Europe
## 132 2021 132 Europe
## 133 2021 133 Europe
## 134 2021 134 Europe
## 135 2021 135 Africa
## 136 2021 136 Central America and the Caribbean
## 137 2021 137 Africa
## 138 2021 138 Europe
## 139 2021 139 Central America and the Caribbean
## 140 2021 140 Australia and Oceania
## 141 2021 141 Europe
## 142 2021 142 East and Southeast Asia
## 143 2021 143 Europe
## 144 2021 144 South America
## 145 2021 145 Australia and Oceania
## 146 2021 146 Central Asia
## 147 2021 147 Africa
## 148 2021 148 Australia and Oceania
## 149 2021 149 Middle East
## 150 2011 150 Europe
## 151 2021 151 Europe
## 152 2021 152 Africa
## 153 2021 153 Africa
## 154 2021 154 Middle East
## 155 2021 155 Europe
## 156 2021 156 Africa
## 157 2021 157 Europe
## 158 2021 158 Africa
## 159 2021 159 North America
## 160 2021 160 South Asia
## 161 2021 161 South Asia
## 162 2021 162 East and Southeast Asia
## 163 2021 163 Europe
## 164 2021 164 East and Southeast Asia
## 165 2021 165 Middle East
## 166 2021 166 Europe
## 167 2021 167 Africa
## 168 2021 168 Africa
## 169 2021 169 North America
## 170 2021 170 East and Southeast Asia
## 171 2021 171 Africa
## 172 2021 172 Europe
## 173 2021 173 Central America and the Caribbean
## 174 2021 174 Africa
## 175 2021 175 East and Southeast Asia
## 176 2021 176 Central America and the Caribbean
## 177 2021 177 East and Southeast Asia
## 178 2021 178 Europe
## 179 2021 179 East and Southeast Asia
## 180 2021 180 Africa
## 181 2021 181 East and Southeast Asia
## 182 2021 182 East and Southeast Asia
## 183 2021 183 Africa
## 184 2021 184 Africa
## 185 2014 185 Australia and Oceania
## 186 2021 186 Australia and Oceania
## 187 2021 187 East and Southeast Asia
## 188 2021 188 Africa
## 189 2021 189 Africa
## 190 2021 190 Africa
## 191 2021 191 East and Southeast Asia
## 192 2021 192 Africa
## 193 2021 193 Africa
## 194 2021 194 Central Asia
## 195 2021 195 Africa
## 196 2021 196 East and Southeast Asia
## 197 2021 197 Africa
## 198 2021 198 Africa
## 199 2021 199 Africa
## 200 2021 200 Australia and Oceania
## 201 2021 201 East and Southeast Asia
## 202 2021 202 Middle East
## 203 2021 203 Africadata12 <- data1[, c('%', 'region')]
head(data12)## % region
## 1 79.9 Africa
## 2 64.2 Africa
## 3 50.9 Africa
## 4 50.5 Africa
## 5 48.8 Europe
## 6 45.4 Central America and the Caribbeanlibrary(rio)
data2= import("Telephones - mobile cellular.csv")
data2## name
## 1 China
## 2 India
## 3 United States
## 4 Indonesia
## 5 Russia
## 6 Nigeria
## 7 Brazil
## 8 Japan
## 9 Pakistan
## 10 Bangladesh
## 11 Philippines
## 12 Iran
## 13 Vietnam
## 14 Mexico
## 15 Thailand
## 16 Germany
## 17 Egypt
## 18 South Africa
## 19 Turkey (Turkiye)
## 20 United Kingdom
## 21 Colombia
## 22 Italy
## 23 Korea, South
## 24 France
## 25 Ethiopia
## 26 Kenya
## 27 Argentina
## 28 Tanzania
## 29 Spain
## 30 Burma
## 31 Morocco
## 32 Poland
## 33 Congo, Democratic Republic of the
## 34 Ukraine
## 35 Algeria
## 36 Cote d'Ivoire
## 37 Saudi Arabia
## 38 Malaysia
## 39 Iraq
## 40 Peru
## 41 Ghana
## 42 Nepal
## 43 Uzbekistan
## 44 Canada
## 45 Sudan
## 46 Uganda
## 47 Sri Lanka
## 48 Taiwan
## 49 Australia
## 50 Chile
## 51 Mali
## 52 Kazakhstan
## 53 Burkina Faso
## 54 Angola
## 55 Romania
## 56 Cameroon
## 57 Afghanistan
## 58 Hong Kong
## 59 Senegal
## 60 Madagascar
## 61 Netherlands
## 62 Guatemala
## 63 United Arab Emirates
## 64 Zambia
## 65 Cambodia
## 66 Venezuela
## 67 Ecuador
## 68 Syria
## 69 Tunisia
## 70 Yemen
## 71 Benin
## 72 Zimbabwe
## 73 Niger
## 74 Libya
## 75 Mozambique
## 76 Guinea
## 77 Israel
## 78 Czechia
## 79 Sweden
## 80 Portugal
## 81 Malawi
## 82 Chad
## 83 Bolivia
## 84 Belgium
## 85 Belarus
## 86 Tajikistan
## 87 El Salvador
## 88 Greece
## 89 Azerbaijan
## 90 Austria
## 91 Rwanda
## 92 Switzerland
## 93 Hungary
## 94 Dominican Republic
## 95 Singapore
## 96 Somalia
## 97 Paraguay
## 98 Serbia
## 99 Kyrgyzstan
## 100 Sierra Leone
## 101 Bulgaria
## 102 Honduras
## 103 Costa Rica
## 104 Kuwait
## 105 Jordan
## 106 Cuba
## 107 Burundi
## 108 Slovakia
## 109 Denmark
## 110 Haiti
## 111 Finland
## 112 Panama
## 113 Oman
## 114 Nicaragua
## 115 Togo
## 116 Turkmenistan
## 117 Norway
## 118 Korea, North
## 119 New Zealand
## 120 Georgia
## 121 Ireland
## 122 Congo, Republic of the
## 123 Mauritania
## 124 Mongolia
## 125 Laos
## 126 Papua New Guinea
## 127 Uruguay
## 128 Qatar
## 129 Croatia
## 130 West Bank
## 131 Gaza Strip
## 132 Botswana
## 133 Lebanon
## 134 Moldova
## 135 Puerto Rico
## 136 Lithuania
## 137 Bosnia and Herzegovina
## 138 Armenia
## 139 South Sudan
## 140 Jamaica
## 141 Gabon
## 142 Namibia
## 143 Albania
## 144 Gambia, The
## 145 Slovenia
## 146 Guinea-Bissau
## 147 Latvia
## 148 Bahrain
## 149 Mauritius
## 150 Estonia
## 151 North Macedonia
## 152 Trinidad and Tobago
## 153 Central African Republic
## 154 Eritrea
## 155 Kosovo
## 156 Liberia
## 157 Lesotho
## 158 Timor-Leste
## 159 Eswatini
## 160 Cyprus
## 161 Montenegro
## 162 Macau
## 163 Fiji
## 164 Suriname
## 165 Equatorial Guinea
## 166 Luxembourg
## 167 Guyana
## 168 Comoros
## 169 Bhutan
## 170 Maldives
## 171 Malta
## 172 Cabo Verde
## 173 Brunei
## 174 Djibouti
## 175 Solomon Islands
## 176 Iceland
## 177 Bahamas, The
## 178 French Polynesia
## 179 Barbados
## 180 Belize
## 181 New Caledonia
## 182 Vanuatu
## 183 Seychelles
## 184 Sao Tome and Principe
## 185 Antigua and Barbuda
## 186 Saint Lucia
## 187 Curacao
## 188 Aruba
## 189 Samoa
## 190 Jersey
## 191 Andorra
## 192 Saint Vincent and the Grenadines
## 193 Grenada
## 194 Cayman Islands
## 195 Guam
## 196 Virgin Islands
## 197 Guernsey
## 198 Saint Martin
## 199 Sint Maarten
## 200 Bermuda
## 201 Greenland
## 202 Kiribati
## 203 Tonga
## 204 Dominica
## 205 Faroe Islands
## 206 Saint Kitts and Nevis
## 207 Liechtenstein
## 208 San Marino
## 209 Monaco
## 210 British Virgin Islands
## 211 Gibraltar
## 212 Anguilla
## 213 Turks and Caicos Islands
## 214 Palau
## 215 Micronesia, Federated States of
## 216 Northern Mariana Islands
## 217 Cook Islands
## 218 Marshall Islands
## 219 Nauru
## 220 Tuvalu
## 221 Falkland Islands (Islas Malvinas)
## 222 Montserrat
## 223 Saint Helena, Ascension, and Tristan da Cunha
## 224 American Samoa
## 225 Wallis and Futuna
## slug value
## 1 china 1,781,000,000
## 2 india 1,143,000,000
## 3 united-states 372,682,000
## 4 indonesia 316,553,000
## 5 russia 245,267,000
## 6 nigeria 222,225,000
## 7 brazil 212,926,000
## 8 japan 207,648,000
## 9 pakistan 192,780,000
## 10 bangladesh 180,198,000
## 11 philippines 166,454,000
## 12 iran 145,668,000
## 13 vietnam 137,412,000
## 14 mexico 127,872,000
## 15 thailand 126,414,000
## 16 germany 104,400,000
## 17 egypt 103,450,000
## 18 south-africa 100,260,000
## 19 turkey-turkiye 90,298,000
## 20 united-kingdom 81,564,000
## 21 colombia 80,812,000
## 22 italy 78,503,000
## 23 korea-south 76,992,000
## 24 france 76,807,000
## 25 ethiopia 69,123,000
## 26 kenya 65,737,000
## 27 argentina 60,236,000
## 28 tanzania 60,192,000
## 29 spain 59,020,000
## 30 burma 57,807,000
## 31 morocco 52,959,000
## 32 poland 52,589,000
## 33 congo-democratic-republic-of-the 49,844,000
## 34 ukraine 49,304,000
## 35 algeria 49,019,000
## 36 cote-divoire 49,006,000
## 37 saudi-arabia 48,198,000
## 38 malaysia 47,952,000
## 39 iraq 43,688,000
## 40 peru 41,549,000
## 41 ghana 40,045,000
## 42 nepal 38,213,000
## 43 uzbekistan 35,690,000
## 44 canada 35,082,000
## 45 sudan 34,671,000
## 46 uganda 33,068,000
## 47 sri-lanka 31,237,000
## 48 taiwan 30,000,000
## 49 australia 28,018,000
## 50 chile 26,415,000
## 51 mali 25,869,000
## 52 kazakhstan 25,299,000
## 53 burkina-faso 24,678,000
## 54 angola 23,978,000
## 55 romania 23,219,000
## 56 cameroon 23,107,000
## 57 afghanistan 22,678,000
## 58 hong-kong 21,861,000
## 59 senegal 20,855,000
## 60 madagascar 20,783,000
## 61 netherlands 20,737,000
## 62 guatemala 20,553,000
## 63 united-arab-emirates 20,036,000
## 64 zambia 19,838,000
## 65 cambodia 19,505,000
## 66 venezuela 17,949,000
## 67 ecuador 17,491,000
## 68 syria 16,991,000
## 69 tunisia 15,971,000
## 70 yemen 15,178,000
## 71 benin 14,550,000
## 72 zimbabwe 14,301,000
## 73 niger 14,239,000
## 74 libya 13,940,000
## 75 mozambique 13,871,000
## 76 guinea 13,795,000
## 77 israel 13,758,000
## 78 czechia 13,475,000
## 79 sweden 13,194,000
## 80 portugal 12,792,000
## 81 malawi 12,269,000
## 82 chad 12,087,000
## 83 bolivia 12,034,000
## 84 belgium 11,874,000
## 85 belarus 11,771,000
## 86 tajikistan 11,584,000
## 87 el-salvador 11,509,000
## 88 greece 11,326,000
## 89 azerbaijan 11,068,000
## 90 austria 11,035,000
## 91 rwanda 11,002,000
## 92 switzerland 10,450,000
## 93 hungary 10,372,000
## 94 dominican-republic 10,150,000
## 95 singapore 9,351,000
## 96 somalia 8,844,000
## 97 paraguay 8,659,000
## 98 serbia 8,621,000
## 99 kyrgyzstan 8,511,000
## 100 sierra-leone 8,227,000
## 101 bulgaria 7,964,000
## 102 honduras 7,937,000
## 103 costa-rica 7,876,000
## 104 kuwait 7,726,000
## 105 jordan 7,626,000
## 106 cuba 7,600,000
## 107 burundi 7,471,000
## 108 slovakia 7,445,000
## 109 denmark 7,444,000
## 110 haiti 7,319,000
## 111 finland 7,130,000
## 112 panama 6,891,000
## 113 oman 6,750,000
## 114 nicaragua 6,652,000
## 115 togo 6,564,000
## 116 turkmenistan 6,255,000
## 117 norway 6,015,000
## 118 korea-north 6,000,000
## 119 new-zealand 5,947,000
## 120 georgia 5,844,000
## 121 ireland 5,690,000
## 122 congo-republic-of-the 5,648,000
## 123 mauritania 5,358,000
## 124 mongolia 4,836,000
## 125 laos 4,823,000
## 126 papua-new-guinea 4,818,000
## 127 uruguay 4,741,000
## 128 qatar 4,693,000
## 129 croatia 4,480,000
## 130 west-bank 4,388,000
## 131 gaza-strip 4,388,000
## 132 botswana 4,348,000
## 133 lebanon 4,288,000
## 134 moldova 4,170,000
## 135 puerto-rico 3,896,000
## 136 lithuania 3,826,000
## 137 bosnia-and-herzegovina 3,812,000
## 138 armenia 3,761,000
## 139 south-sudan 3,276,000
## 140 jamaica 3,003,000
## 141 gabon 2,995,000
## 142 namibia 2,906,000
## 143 albania 2,782,000
## 144 gambia-the 2,678,000
## 145 slovenia 2,675,000
## 146 guinea-bissau 2,652,000
## 147 latvia 2,167,000
## 148 bahrain 2,141,000
## 149 mauritius 2,097,000
## 150 estonia 2,056,000
## 151 north-macedonia 2,048,000
## 152 trinidad-and-tobago 1,999,000
## 153 central-african-republic 1,831,000
## 154 eritrea 1,801,000
## 155 kosovo 1,777,859
## 156 liberia 1,653,000
## 157 lesotho 1,557,000
## 158 timor-leste 1,481,000
## 159 eswatini 1,468,000
## 160 cyprus 1,392,000
## 161 montenegro 1,274,000
## 162 macau 1,213,000
## 163 fiji 992,000
## 164 suriname 929,000
## 165 equatorial-guinea 893,000
## 166 luxembourg 876,000
## 167 guyana 856,000
## 168 comoros 839,000
## 169 bhutan 742,000
## 170 maldives 715,000
## 171 malta 702,000
## 172 cabo-verde 589,000
## 173 brunei 529,000
## 174 djibouti 519,000
## 175 solomon-islands 474,000
## 176 iceland 457,000
## 177 bahamas-the 404,000
## 178 french-polynesia 328,000
## 179 barbados 323,000
## 180 belize 264,000
## 181 new-caledonia 260,000
## 182 vanuatu 256,000
## 183 seychelles 205,000
## 184 sao-tome-and-principe 197,000
## 185 antigua-and-barbuda 184,000
## 186 saint-lucia 172,000
## 187 curacao 168,000
## 188 aruba 141,000
## 189 samoa 134,000
## 190 jersey 124,083
## 191 andorra 114,000
## 192 saint-vincent-and-the-grenadines 104,000
## 193 grenada 101,000
## 194 cayman-islands 100,000
## 195 guam 98,000
## 196 virgin-islands 80,000
## 197 guernsey 71,485
## 198 saint-martin 68,840
## 199 sint-maarten 68,840
## 200 bermuda 68,000
## 201 greenland 67,000
## 202 kiribati 64,000
## 203 tonga 64,000
## 204 dominica 62,000
## 205 faroe-islands 59,000
## 206 saint-kitts-and-nevis 57,000
## 207 liechtenstein 50,000
## 208 san-marino 41,000
## 209 monaco 39,000
## 210 british-virgin-islands 38,000
## 211 gibraltar 37,000
## 212 anguilla 26,000
## 213 turks-and-caicos-islands 25,085
## 214 palau 24,000
## 215 micronesia-federated-states-of 22,000
## 216 northern-mariana-islands 20,474
## 217 cook-islands 17,000
## 218 marshall-islands 16,000
## 219 nauru 10,000
## 220 tuvalu 9,000
## 221 falkland-islands-islas-malvinas 6,000
## 222 montserrat 5,000
## 223 saint-helena-ascension-and-tristan-da-cunha 4,000
## 224 american-samoa 2,250
## 225 wallis-and-futuna 0
## date_of_information ranking region
## 1 2022 1 East and Southeast Asia
## 2 2022 2 South Asia
## 3 2022 3 North America
## 4 2022 4 East and Southeast Asia
## 5 2022 5 Central Asia
## 6 2022 6 Africa
## 7 2022 7 South America
## 8 2022 8 East and Southeast Asia
## 9 2022 9 South Asia
## 10 2022 10 South Asia
## 11 2022 11 East and Southeast Asia
## 12 2022 12 Middle East
## 13 2022 13 East and Southeast Asia
## 14 2022 14 North America
## 15 2022 15 East and Southeast Asia
## 16 2022 16 Europe
## 17 2022 17 Africa
## 18 2022 18 Africa
## 19 2022 19 Middle East
## 20 2022 20 Europe
## 21 2022 21 South America
## 22 2022 22 Europe
## 23 2022 23 East and Southeast Asia
## 24 2022 24 Europe
## 25 2022 25 Africa
## 26 2022 26 Africa
## 27 2022 27 South America
## 28 2022 28 Africa
## 29 2022 29 Europe
## 30 2022 30 East and Southeast Asia
## 31 2022 31 Africa
## 32 2022 32 Europe
## 33 2022 33 Africa
## 34 2022 34 Europe
## 35 2022 35 Africa
## 36 2022 36 Africa
## 37 2022 37 Middle East
## 38 2022 38 East and Southeast Asia
## 39 2022 39 Middle East
## 40 2022 40 South America
## 41 2022 41 Africa
## 42 2021 42 South Asia
## 43 2022 43 Central Asia
## 44 2022 44 North America
## 45 2022 45 Africa
## 46 2022 46 Africa
## 47 2022 47 South Asia
## 48 2023 48 East and Southeast Asia
## 49 2022 49 Australia and Oceania
## 50 2022 50 South America
## 51 2022 51 Africa
## 52 2022 52 Central Asia
## 53 2021 53 Africa
## 54 2022 54 Africa
## 55 2022 55 Europe
## 56 2022 56 Africa
## 57 2021 57 South Asia
## 58 2022 58 East and Southeast Asia
## 59 2022 59 Africa
## 60 2022 60 Africa
## 61 2022 61 Europe
## 62 2022 62 Central America and the Caribbean
## 63 2022 63 Middle East
## 64 2022 64 Africa
## 65 2022 65 East and Southeast Asia
## 66 2022 66 South America
## 67 2022 67 South America
## 68 2021 68 Middle East
## 69 2022 69 Africa
## 70 2021 70 Middle East
## 71 2022 71 Africa
## 72 2022 72 Africa
## 73 2021 73 Africa
## 74 2022 74 Africa
## 75 2022 75 Africa
## 76 2021 76 Africa
## 77 2022 77 Middle East
## 78 2022 78 Europe
## 79 2022 79 Europe
## 80 2022 80 Europe
## 81 2022 81 Africa
## 82 2022 82 Africa
## 83 2021 83 South America
## 84 2022 84 Europe
## 85 2022 85 Europe
## 86 2021 86 Central Asia
## 87 2022 87 Central America and the Caribbean
## 88 2022 88 Europe
## 89 2022 89 Middle East
## 90 2022 90 Europe
## 91 2022 91 Africa
## 92 2022 92 Europe
## 93 2022 93 Europe
## 94 2022 94 Central America and the Caribbean
## 95 2022 95 East and Southeast Asia
## 96 2022 96 Africa
## 97 2022 97 South America
## 98 2022 98 Europe
## 99 2021 99 Central Asia
## 100 2021 100 Africa
## 101 2022 101 Europe
## 102 2022 102 Central America and the Caribbean
## 103 2022 103 Central America and the Caribbean
## 104 2022 104 Middle East
## 105 2022 105 Middle East
## 106 2022 106 Central America and the Caribbean
## 107 2022 107 Africa
## 108 2022 108 Europe
## 109 2022 109 Europe
## 110 2021 110 Central America and the Caribbean
## 111 2022 111 Europe
## 112 2022 112 Central America and the Caribbean
## 113 2022 113 Middle East
## 114 2021 114 Central America and the Caribbean
## 115 2022 115 Africa
## 116 2021 116 Central Asia
## 117 2022 117 Europe
## 118 2021 118 East and Southeast Asia
## 119 2022 119 Australia and Oceania
## 120 2022 120 Middle East
## 121 2022 121 Europe
## 122 2021 122 Africa
## 123 2022 123 Africa
## 124 2022 124 East and Southeast Asia
## 125 2021 125 East and Southeast Asia
## 126 2021 126 East and Southeast Asia
## 127 2022 127 South America
## 128 2022 128 Middle East
## 129 2022 129 Europe
## 130 2022 130 Middle East
## 131 2022 131 Middle East
## 132 2022 132 Africa
## 133 2021 133 Middle East
## 134 2022 134 Europe
## 135 2022 135 Central America and the Caribbean
## 136 2022 136 Europe
## 137 2022 137 Europe
## 138 2022 138 Middle East
## 139 2022 139 Africa
## 140 2022 140 Central America and the Caribbean
## 141 2022 141 Africa
## 142 2022 142 Africa
## 143 2022 143 Europe
## 144 2021 144 Africa
## 145 2022 145 Europe
## 146 2022 146 Africa
## 147 2022 147 Europe
## 148 2022 148 Middle East
## 149 2022 149 Africa
## 150 2022 150 Europe
## 151 2022 151 Europe
## 152 2022 152 Central America and the Caribbean
## 153 2021 153 Africa
## 154 2021 154 Africa
## 155 2022 155 Europe
## 156 2021 156 Africa
## 157 2022 157 Africa
## 158 2022 158 East and Southeast Asia
## 159 2022 159 Africa
## 160 2022 160 Europe
## 161 2022 161 Europe
## 162 2022 162 East and Southeast Asia
## 163 2021 163 Australia and Oceania
## 164 2022 164 South America
## 165 2022 165 Africa
## 166 2021 166 Europe
## 167 2021 167 South America
## 168 2022 168 Africa
## 169 2022 169 South Asia
## 170 2022 170 South Asia
## 171 2022 171 Europe
## 172 2022 172 Africa
## 173 2022 173 East and Southeast Asia
## 174 2022 174 Africa
## 175 2021 175 Australia and Oceania
## 176 2022 176 Europe
## 177 2022 177 Central America and the Caribbean
## 178 2022 178 Australia and Oceania
## 179 2022 179 Central America and the Caribbean
## 180 2021 180 Central America and the Caribbean
## 181 2021 181 Australia and Oceania
## 182 2022 182 Australia and Oceania
## 183 2022 183 Africa
## 184 2022 184 Africa
## 185 2021 185 Central America and the Caribbean
## 186 2021 186 Central America and the Caribbean
## 187 2021 187 Central America and the Caribbean
## 188 2021 188 Central America and the Caribbean
## 189 2022 189 Australia and Oceania
## 190 2021 190 Europe
## 191 2022 191 Europe
## 192 2022 192 Central America and the Caribbean
## 193 2021 193 Central America and the Caribbean
## 194 2021 194 Central America and the Caribbean
## 195 2009 195 Australia and Oceania
## 196 2021 196 Central America and the Caribbean
## 197 2021 197 Europe
## 198 2012 198 Central America and the Caribbean
## 199 2012 199 Central America and the Caribbean
## 200 2021 200 North America
## 201 2021 201 North America
## 202 2022 202 Australia and Oceania
## 203 2021 203 Australia and Oceania
## 204 2021 204 Central America and the Caribbean
## 205 2021 205 Europe
## 206 2021 206 Central America and the Caribbean
## 207 2022 207 Europe
## 208 2022 208 Europe
## 209 2022 209 Europe
## 210 2021 210 Central America and the Caribbean
## 211 2022 211 Europe
## 212 2021 212 Central America and the Caribbean
## 213 2004 213 Central America and the Caribbean
## 214 2022 214 Australia and Oceania
## 215 2021 215 Australia and Oceania
## 216 2004 216 Australia and Oceania
## 217 2021 217 Australia and Oceania
## 218 2021 218 Australia and Oceania
## 219 2021 219 Australia and Oceania
## 220 2021 220 Australia and Oceania
## 221 2021 221 South America
## 222 2020 222 Central America and the Caribbean
## 223 2021 223 Africa
## 224 2009 224 Australia and Oceania
## 225 2018 225 Australia and Oceaniadata22 <- data2[, c('value', 'region')]
head(data22)## value region
## 1 1,781,000,000 East and Southeast Asia
## 2 1,143,000,000 South Asia
## 3 372,682,000 North America
## 4 316,553,000 East and Southeast Asia
## 5 245,267,000 Central Asia
## 6 222,225,000 Africalibrary(rio)
data3= import("Telephones - fixed lines.csv")
data3## name
## 1 China
## 2 United States
## 3 Japan
## 4 Germany
## 5 France
## 6 United Kingdom
## 7 Iran
## 8 India
## 9 Brazil
## 10 Mexico
## 11 Russia
## 12 Korea, South
## 13 Italy
## 14 Spain
## 15 Egypt
## 16 Canada
## 17 Turkey (Turkiye)
## 18 Taiwan
## 19 Malaysia
## 20 Indonesia
## 21 Argentina
## 22 Colombia
## 23 Saudi Arabia
## 24 Australia
## 25 Uzbekistan
## 26 Algeria
## 27 Portugal
## 28 Poland
## 29 Greece
## 30 Philippines
## 31 Netherlands
## 32 Thailand
## 33 Belarus
## 34 Hong Kong
## 35 Israel
## 36 Austria
## 37 Venezuela
## 38 Belgium
## 39 Switzerland
## 40 Kazakhstan
## 41 Hungary
## 42 Syria
## 43 Pakistan
## 44 Morocco
## 45 Sri Lanka
## 46 Serbia
## 47 Iraq
## 48 Vietnam
## 49 United Arab Emirates
## 50 Romania
## 51 Chile
## 52 Guatemala
## 53 Singapore
## 54 Peru
## 55 Tunisia
## 56 Ukraine
## 57 Ecuador
## 58 Azerbaijan
## 59 Cuba
## 60 Ireland
## 61 South Africa
## 62 Laos
## 63 Sweden
## 64 Uruguay
## 65 Yemen
## 66 Croatia
## 67 Libya
## 68 Czechia
## 69 Korea, North
## 70 Dominican Republic
## 71 Moldova
## 72 Cameroon
## 73 Lebanon
## 74 El Salvador
## 75 Ethiopia
## 76 Panama
## 77 Turkmenistan
## 78 New Zealand
## 79 Puerto Rico
## 80 Nepal
## 81 Denmark
## 82 Bulgaria
## 83 Slovenia
## 84 Bosnia and Herzegovina
## 85 Kuwait
## 86 Oman
## 87 Bolivia
## 88 Slovakia
## 89 Burma
## 90 Qatar
## 91 Tajikistan
## 92 Costa Rica
## 93 Mongolia
## 94 Jordan
## 95 Mauritius
## 96 West Bank
## 97 Gaza Strip
## 98 Jamaica
## 99 North Macedonia
## 100 Honduras
## 101 Kosovo
## 102 Armenia
## 103 Ghana
## 104 Trinidad and Tobago
## 105 Mali
## 106 Georgia
## 107 Kyrgyzstan
## 108 Senegal
## 109 Cyprus
## 110 Zimbabwe
## 111 Bangladesh
## 112 Estonia
## 113 Cote d'Ivoire
## 114 Luxembourg
## 115 Malta
## 116 Bahrain
## 117 Lithuania
## 118 Nicaragua
## 119 Montenegro
## 120 Finland
## 121 Albania
## 122 Latvia
## 123 Paraguay
## 124 Papua New Guinea
## 125 Sudan
## 126 Afghanistan
## 127 Norway
## 128 French Polynesia
## 129 Guyana
## 130 Brunei
## 131 Barbados
## 132 Uganda
## 133 Suriname
## 134 Nigeria
## 135 Zambia
## 136 Angola
## 137 Iceland
## 138 Botswana
## 139 Macau
## 140 Somalia
## 141 Namibia
## 142 Bahamas, The
## 143 Tanzania
## 144 Burkina Faso
## 145 Virgin Islands
## 146 Guam
## 147 Togo
## 148 Eritrea
## 149 Kenya
## 150 Gambia, The
## 151 Niger
## 152 Cabo Verde
## 153 Curacao
## 154 Andorra
## 155 Fiji
## 156 Jersey
## 157 Mauritania
## 158 New Caledonia
## 159 Monaco
## 160 Gabon
## 161 Eswatini
## 162 Cambodia
## 163 Cayman Islands
## 164 Aruba
## 165 Guernsey
## 166 Mozambique
## 167 Djibouti
## 168 Antigua and Barbuda
## 169 Grenada
## 170 Madagascar
## 171 Bermuda
## 172 British Virgin Islands
## 173 Bhutan
## 174 Northern Mariana Islands
## 175 Seychelles
## 176 Belize
## 177 Congo, Republic of the
## 178 Gibraltar
## 179 San Marino
## 180 Saint Kitts and Nevis
## 181 Faroe Islands
## 182 Burundi
## 183 Saint Lucia
## 184 Maldives
## 185 Equatorial Guinea
## 186 Saint Vincent and the Grenadines
## 187 Tonga
## 188 Liechtenstein
## 189 Rwanda
## 190 American Samoa
## 191 Malawi
## 192 Palau
## 193 Cook Islands
## 194 Lesotho
## 195 Solomon Islands
## 196 Dominica
## 197 Micronesia, Federated States of
## 198 Comoros
## 199 Greenland
## 200 Anguilla
## 201 Liberia
## 202 Haiti
## 203 Samoa
## 204 Chad
## 205 Guinea-Bissau
## 206 Saint Pierre and Miquelon
## 207 Saint Helena, Ascension, and Tristan da Cunha
## 208 Turks and Caicos Islands
## 209 Wallis and Futuna
## 210 Vanuatu
## 211 Montserrat
## 212 Sao Tome and Principe
## 213 Timor-Leste
## 214 Marshall Islands
## 215 Central African Republic
## 216 Tuvalu
## 217 Benin
## 218 Falkland Islands (Islas Malvinas)
## 219 Niue
## 220 Tokelau
## 221 Sierra Leone
## 222 Guinea
## 223 Kiribati
## 224 Congo, Democratic Republic of the
## slug value date_of_information
## 1 china 179,414,000 2022
## 2 united-states 91,623,000 2022
## 3 japan 60,721,000 2022
## 4 germany 38,580,000 2022
## 5 france 37,740,000 2022
## 6 united-kingdom 29,798,000 2022
## 7 iran 29,342,000 2022
## 8 india 27,450,000 2022
## 9 brazil 27,258,000 2022
## 10 mexico 27,185,000 2022
## 11 russia 23,864,000 2021
## 12 korea-south 22,810,000 2022
## 13 italy 19,982,000 2022
## 14 spain 18,687,000 2022
## 15 egypt 11,600,000 2022
## 16 canada 11,312,000 2022
## 17 turkey-turkiye 11,198,000 2022
## 18 taiwan 10,000,000 2023
## 19 malaysia 8,453,000 2022
## 20 indonesia 8,424,000 2022
## 21 argentina 7,615,000 2022
## 22 colombia 7,588,000 2022
## 23 saudi-arabia 6,773,000 2022
## 24 australia 6,409,000 2022
## 25 uzbekistan 5,686,000 2022
## 26 algeria 5,576,000 2022
## 27 portugal 5,437,000 2022
## 28 poland 5,277,000 2022
## 29 greece 4,907,000 2022
## 30 philippines 4,885,000 2022
## 31 netherlands 4,570,000 2022
## 32 thailand 4,368,000 2022
## 33 belarus 4,230,000 2022
## 34 hong-kong 3,673,000 2022
## 35 israel 3,574,000 2022
## 36 austria 3,544,000 2022
## 37 venezuela 3,147,000 2022
## 38 belgium 2,953,000 2022
## 39 switzerland 2,919,000 2022
## 40 kazakhstan 2,888,000 2022
## 41 hungary 2,845,000 2022
## 42 syria 2,821,000 2021
## 43 pakistan 2,799,000 2022
## 44 morocco 2,645,000 2022
## 45 sri-lanka 2,582,000 2022
## 46 serbia 2,539,000 2022
## 47 iraq 2,392,000 2022
## 48 vietnam 2,391,000 2022
## 49 united-arab-emirates 2,286,000 2022
## 50 romania 2,222,000 2022
## 51 chile 2,217,000 2022
## 52 guatemala 1,918,000 2022
## 53 singapore 1,906,000 2022
## 54 peru 1,798,000 2022
## 55 tunisia 1,790,000 2022
## 56 ukraine 1,739,000 2022
## 57 ecuador 1,644,000 2022
## 58 azerbaijan 1,641,000 2022
## 59 cuba 1,574,000 2022
## 60 ireland 1,498,000 2022
## 61 south-africa 1,310,000 2022
## 62 laos 1,300,000 2021
## 63 sweden 1,261,000 2021
## 64 uruguay 1,259,000 2022
## 65 yemen 1,240,000 2021
## 66 croatia 1,235,000 2022
## 67 libya 1,218,000 2022
## 68 czechia 1,214,000 2022
## 69 korea-north 1,180,000 2021
## 70 dominican-republic 1,144,000 2022
## 71 moldova 951,000 2022
## 72 cameroon 929,000 2022
## 73 lebanon 875,000 2021
## 74 el-salvador 863,000 2022
## 75 ethiopia 862,000 2022
## 76 panama 811,000 2022
## 77 turkmenistan 802,000 2021
## 78 new-zealand 757,000 2022
## 79 puerto-rico 739,000 2022
## 80 nepal 726,000 2021
## 81 denmark 712,000 2022
## 82 bulgaria 691,000 2022
## 83 slovenia 676,000 2022
## 84 bosnia-and-herzegovina 651,000 2022
## 85 kuwait 573,000 2022
## 86 oman 563,000 2022
## 87 bolivia 550,000 2021
## 88 slovakia 541,000 2022
## 89 burma 535,000 2022
## 90 qatar 524,000 2022
## 91 tajikistan 502,000 2021
## 92 costa-rica 492,000 2022
## 93 mongolia 475,000 2022
## 94 jordan 466,000 2022
## 95 mauritius 462,000 2022
## 96 west-bank 458,000 2022
## 97 gaza-strip 458,000 2022
## 98 jamaica 447,000 2022
## 99 north-macedonia 436,000 2022
## 100 honduras 414,000 2022
## 101 kosovo 383,763 2022
## 102 armenia 366,000 2022
## 103 ghana 330,000 2022
## 104 trinidad-and-tobago 326,000 2022
## 105 mali 307,000 2022
## 106 georgia 301,000 2022
## 107 kyrgyzstan 299,000 2021
## 108 senegal 297,000 2022
## 109 cyprus 297,000 2022
## 110 zimbabwe 291,000 2022
## 111 bangladesh 274,000 2022
## 112 estonia 266,000 2022
## 113 cote-divoire 263,000 2022
## 114 luxembourg 261,000 2022
## 115 malta 259,000 2022
## 116 bahrain 253,000 2022
## 117 lithuania 250,000 2022
## 118 nicaragua 216,000 2022
## 119 montenegro 191,000 2022
## 120 finland 186,000 2022
## 121 albania 177,000 2022
## 122 latvia 174,000 2022
## 123 paraguay 169,000 2022
## 124 papua-new-guinea 166,000 2021
## 125 sudan 156,000 2022
## 126 afghanistan 146,000 2021
## 127 norway 140,000 2022
## 128 french-polynesia 139,000 2022
## 129 guyana 125,000 2021
## 130 brunei 122,000 2022
## 131 barbados 121,000 2022
## 132 uganda 117,000 2022
## 133 suriname 108,000 2022
## 134 nigeria 97,000 2022
## 135 zambia 96,000 2022
## 136 angola 94,000 2022
## 137 iceland 93,000 2022
## 138 botswana 92,000 2022
## 139 macau 92,000 2022
## 140 somalia 91,000 2022
## 141 namibia 86,000 2022
## 142 bahamas-the 86,000 2022
## 143 tanzania 85,000 2022
## 144 burkina-faso 81,000 2021
## 145 virgin-islands 76,000 2021
## 146 guam 70,000 2021
## 147 togo 66,000 2022
## 148 eritrea 66,000 2021
## 149 kenya 63,000 2022
## 150 gambia-the 60,000 2021
## 151 niger 58,000 2021
## 152 cabo-verde 57,000 2022
## 153 curacao 53,000 2021
## 154 andorra 51,000 2022
## 155 fiji 49,000 2021
## 156 jersey 48,122 2021
## 157 mauritania 48,000 2022
## 158 new-caledonia 46,000 2021
## 159 monaco 45,000 2022
## 160 gabon 43,000 2022
## 161 eswatini 38,000 2022
## 162 cambodia 38,000 2022
## 163 cayman-islands 36,000 2021
## 164 aruba 35,000 2021
## 165 guernsey 33,930 2021
## 166 mozambique 29,000 2022
## 167 djibouti 28,000 2022
## 168 antigua-and-barbuda 27,000 2021
## 169 grenada 26,000 2021
## 170 madagascar 26,000 2022
## 171 bermuda 25,000 2021
## 172 british-virgin-islands 23,000 2021
## 173 bhutan 20,000 2022
## 174 northern-mariana-islands 20,000 2021
## 175 seychelles 19,000 2022
## 176 belize 19,000 2021
## 177 congo-republic-of-the 17,000 2020
## 178 gibraltar 17,000 2022
## 179 san-marino 16,000 2022
## 180 saint-kitts-and-nevis 16,000 2021
## 181 faroe-islands 15,000 2021
## 182 burundi 15,000 2022
## 183 saint-lucia 14,000 2021
## 184 maldives 13,000 2022
## 185 equatorial-guinea 11,000 2022
## 186 saint-vincent-and-the-grenadines 11,000 2022
## 187 tonga 11,000 2021
## 188 liechtenstein 11,000 2022
## 189 rwanda 10,000 2022
## 190 american-samoa 10,000 2021
## 191 malawi 9,000 2022
## 192 palau 8,000 2022
## 193 cook-islands 7,000 2021
## 194 lesotho 7,000 2022
## 195 solomon-islands 7,000 2021
## 196 dominica 7,000 2021
## 197 micronesia-federated-states-of 7,000 2021
## 198 comoros 7,000 2022
## 199 greenland 6,000 2020
## 200 anguilla 6,000 2021
## 201 liberia 6,000 2021
## 202 haiti 6,000 2021
## 203 samoa 5,000 2022
## 204 chad 5,000 2022
## 205 guinea-bissau 4,800 2009
## 206 saint-pierre-and-miquelon 4,800 2015
## 207 saint-helena-ascension-and-tristan-da-cunha 4,000 2021
## 208 turks-and-caicos-islands 4,000 2021
## 209 wallis-and-futuna 3,000 2021
## 210 vanuatu 3,000 2022
## 211 montserrat 3,000 2020
## 212 sao-tome-and-principe 3,000 2022
## 213 timor-leste 2,000 2022
## 214 marshall-islands 2,000 2014
## 215 central-african-republic 2,000 2021
## 216 tuvalu 2,000 2021
## 217 benin 2,000 2022
## 218 falkland-islands-islas-malvinas 2,000 2021
## 219 niue 1,000 2021
## 220 tokelau 300 2010
## 221 sierra-leone 269 2021
## 222 guinea 0 2021
## 223 kiribati 0 2022
## 224 congo-democratic-republic-of-the 0 2021
## ranking region
## 1 1 East and Southeast Asia
## 2 2 North America
## 3 3 East and Southeast Asia
## 4 4 Europe
## 5 5 Europe
## 6 6 Europe
## 7 7 Middle East
## 8 8 South Asia
## 9 9 South America
## 10 10 North America
## 11 11 Central Asia
## 12 12 East and Southeast Asia
## 13 13 Europe
## 14 14 Europe
## 15 15 Africa
## 16 16 North America
## 17 17 Middle East
## 18 18 East and Southeast Asia
## 19 19 East and Southeast Asia
## 20 20 East and Southeast Asia
## 21 21 South America
## 22 22 South America
## 23 23 Middle East
## 24 24 Australia and Oceania
## 25 25 Central Asia
## 26 26 Africa
## 27 27 Europe
## 28 28 Europe
## 29 29 Europe
## 30 30 East and Southeast Asia
## 31 31 Europe
## 32 32 East and Southeast Asia
## 33 33 Europe
## 34 34 East and Southeast Asia
## 35 35 Middle East
## 36 36 Europe
## 37 37 South America
## 38 38 Europe
## 39 39 Europe
## 40 40 Central Asia
## 41 41 Europe
## 42 42 Middle East
## 43 43 South Asia
## 44 44 Africa
## 45 45 South Asia
## 46 46 Europe
## 47 47 Middle East
## 48 48 East and Southeast Asia
## 49 49 Middle East
## 50 50 Europe
## 51 51 South America
## 52 52 Central America and the Caribbean
## 53 53 East and Southeast Asia
## 54 54 South America
## 55 55 Africa
## 56 56 Europe
## 57 57 South America
## 58 58 Middle East
## 59 59 Central America and the Caribbean
## 60 60 Europe
## 61 61 Africa
## 62 62 East and Southeast Asia
## 63 63 Europe
## 64 64 South America
## 65 65 Middle East
## 66 66 Europe
## 67 67 Africa
## 68 68 Europe
## 69 69 East and Southeast Asia
## 70 70 Central America and the Caribbean
## 71 71 Europe
## 72 72 Africa
## 73 73 Middle East
## 74 74 Central America and the Caribbean
## 75 75 Africa
## 76 76 Central America and the Caribbean
## 77 77 Central Asia
## 78 78 Australia and Oceania
## 79 79 Central America and the Caribbean
## 80 80 South Asia
## 81 81 Europe
## 82 82 Europe
## 83 83 Europe
## 84 84 Europe
## 85 85 Middle East
## 86 86 Middle East
## 87 87 South America
## 88 88 Europe
## 89 89 East and Southeast Asia
## 90 90 Middle East
## 91 91 Central Asia
## 92 92 Central America and the Caribbean
## 93 93 East and Southeast Asia
## 94 94 Middle East
## 95 95 Africa
## 96 96 Middle East
## 97 97 Middle East
## 98 98 Central America and the Caribbean
## 99 99 Europe
## 100 100 Central America and the Caribbean
## 101 101 Europe
## 102 102 Middle East
## 103 103 Africa
## 104 104 Central America and the Caribbean
## 105 105 Africa
## 106 106 Middle East
## 107 107 Central Asia
## 108 108 Africa
## 109 109 Europe
## 110 110 Africa
## 111 111 South Asia
## 112 112 Europe
## 113 113 Africa
## 114 114 Europe
## 115 115 Europe
## 116 116 Middle East
## 117 117 Europe
## 118 118 Central America and the Caribbean
## 119 119 Europe
## 120 120 Europe
## 121 121 Europe
## 122 122 Europe
## 123 123 South America
## 124 124 East and Southeast Asia
## 125 125 Africa
## 126 126 South Asia
## 127 127 Europe
## 128 128 Australia and Oceania
## 129 129 South America
## 130 130 East and Southeast Asia
## 131 131 Central America and the Caribbean
## 132 132 Africa
## 133 133 South America
## 134 134 Africa
## 135 135 Africa
## 136 136 Africa
## 137 137 Europe
## 138 138 Africa
## 139 139 East and Southeast Asia
## 140 140 Africa
## 141 141 Africa
## 142 142 Central America and the Caribbean
## 143 143 Africa
## 144 144 Africa
## 145 145 Central America and the Caribbean
## 146 146 Australia and Oceania
## 147 147 Africa
## 148 148 Africa
## 149 149 Africa
## 150 150 Africa
## 151 151 Africa
## 152 152 Africa
## 153 153 Central America and the Caribbean
## 154 154 Europe
## 155 155 Australia and Oceania
## 156 156 Europe
## 157 157 Africa
## 158 158 Australia and Oceania
## 159 159 Europe
## 160 160 Africa
## 161 161 Africa
## 162 162 East and Southeast Asia
## 163 163 Central America and the Caribbean
## 164 164 Central America and the Caribbean
## 165 165 Europe
## 166 166 Africa
## 167 167 Africa
## 168 168 Central America and the Caribbean
## 169 169 Central America and the Caribbean
## 170 170 Africa
## 171 171 North America
## 172 172 Central America and the Caribbean
## 173 173 South Asia
## 174 174 Australia and Oceania
## 175 175 Africa
## 176 176 Central America and the Caribbean
## 177 177 Africa
## 178 178 Europe
## 179 179 Europe
## 180 180 Central America and the Caribbean
## 181 181 Europe
## 182 182 Africa
## 183 183 Central America and the Caribbean
## 184 184 South Asia
## 185 185 Africa
## 186 186 Central America and the Caribbean
## 187 187 Australia and Oceania
## 188 188 Europe
## 189 189 Africa
## 190 190 Australia and Oceania
## 191 191 Africa
## 192 192 Australia and Oceania
## 193 193 Australia and Oceania
## 194 194 Africa
## 195 195 Australia and Oceania
## 196 196 Central America and the Caribbean
## 197 197 Australia and Oceania
## 198 198 Africa
## 199 199 North America
## 200 200 Central America and the Caribbean
## 201 201 Africa
## 202 202 Central America and the Caribbean
## 203 203 Australia and Oceania
## 204 204 Africa
## 205 205 Africa
## 206 206 North America
## 207 207 Africa
## 208 208 Central America and the Caribbean
## 209 209 Australia and Oceania
## 210 210 Australia and Oceania
## 211 211 Central America and the Caribbean
## 212 212 Africa
## 213 213 East and Southeast Asia
## 214 214 Australia and Oceania
## 215 215 Africa
## 216 216 Australia and Oceania
## 217 217 Africa
## 218 218 South America
## 219 219 Australia and Oceania
## 220 220 Australia and Oceania
## 221 221 Africa
## 222 222 Africa
## 223 223 Australia and Oceania
## 224 224 Africadata31 <- data3[, c('value', 'region')]
head(data31)## value region
## 1 179,414,000 East and Southeast Asia
## 2 91,623,000 North America
## 3 60,721,000 East and Southeast Asia
## 4 38,580,000 Europe
## 5 37,740,000 Europe
## 6 29,798,000 Europelibrary(rio)
data4= import("Public_debt_clean.csv")
data4## name slug % of GDP
## 1 Greece greece 237.35
## 2 Japan japan 216.36
## 3 United Kingdom united-kingdom 185.35
## 4 Singapore singapore 153.80
## 5 Lebanon lebanon 146.80
## 6 Barbados barbados 146.61
## 7 Spain spain 134.10
## 8 Italy italy 131.80
## 9 Eritrea eritrea 131.20
## 10 Congo, Republic of the congo-republic-of-the 130.80
## 11 Cabo Verde cabo-verde 125.80
## 12 Portugal portugal 125.70
## 13 Sudan sudan 121.60
## 14 France france 116.49
## 15 United States united-states 115.70
## 16 Bhutan bhutan 111.01
## 17 Belgium belgium 108.06
## 18 Jamaica jamaica 106.28
## 19 Egypt egypt 103.00
## 20 Belize belize 99.00
## 21 Cyprus cyprus 97.50
## 22 Mauritania mauritania 96.60
## 23 San Marino san-marino 95.12
## 24 Syria syria 94.80
## 25 Austria austria 94.53
## 26 Croatia croatia 91.00
## 27 Bahrain bahrain 88.50
## 28 Iceland iceland 88.46
## 29 Sao Tome and Principe sao-tome-and-principe 88.40
## 30 Gambia, The gambia-the 88.00
## 31 Hungary hungary 87.00
## 32 Antigua and Barbuda antigua-and-barbuda 86.80
## 33 Aruba aruba 86.00
## 34 Palau palau 85.19
## 35 Mozambique mozambique 84.16
## 36 Bahamas, The bahamas-the 83.68
## 37 Dominica dominica 82.70
## 38 Albania albania 82.38
## 39 Zimbabwe zimbabwe 82.30
## 40 Brazil brazil 80.41
## 41 Slovakia slovakia 79.31
## 42 Sri Lanka sri-lanka 79.10
## 43 Somalia somalia 76.70
## 44 Jordan jordan 75.97
## 45 Togo togo 75.70
## 46 South Africa south-africa 75.42
## 47 Yemen yemen 74.50
## 48 Saint Vincent and the Grenadines saint-vincent-and-the-grenadines 73.80
## 49 Slovenia slovenia 73.60
## 50 Israel israel 72.60
## 51 Ghana ghana 71.80
## 52 Zambia zambia 71.41
## 53 Saint Lucia saint-lucia 70.70
## 54 Colombia colombia 70.49
## 55 Grenada grenada 70.40
## 56 Tunisia tunisia 70.30
## 57 Suriname suriname 69.30
## 58 Mongolia mongolia 67.57
## 59 Montenegro montenegro 67.20
## 60 Pakistan pakistan 67.00
## 61 El Salvador el-salvador 65.55
## 62 Morocco morocco 65.10
## 63 Angola angola 65.00
## 64 Ireland ireland 64.23
## 65 Germany germany 63.90
## 66 Sierra Leone sierra-leone 63.90
## 67 Maldives maldives 63.90
## 68 Laos laos 63.60
## 69 Seychelles seychelles 63.60
## 70 Malaysia malaysia 63.26
## 71 Saint Kitts and Nevis saint-kitts-and-nevis 62.90
## 72 Gabon gabon 62.70
## 73 South Sudan south-sudan 62.70
## 74 Serbia serbia 62.50
## 75 Nauru nauru 62.00
## 76 Canada canada 61.42
## 77 Finland finland 61.30
## 78 Uruguay uruguay 60.28
## 79 Armenia armenia 60.08
## 80 Ukraine ukraine 58.72
## 81 Thailand thailand 58.56
## 82 Vietnam vietnam 58.50
## 83 Australia australia 57.97
## 84 Mauritius mauritius 57.96
## 85 Argentina argentina 57.60
## 86 Netherlands netherlands 56.50
## 87 Kyrgyzstan kyrgyzstan 56.36
## 88 Burkina Faso burkina-faso 55.74
## 89 Romania romania 55.57
## 90 Benin benin 54.60
## 91 New Zealand new-zealand 54.27
## 92 Kenya kenya 54.20
## 93 Guinea-Bissau guinea-bissau 53.90
## 94 Qatar qatar 53.80
## 95 Virgin Islands virgin-islands 53.30
## 96 Central African Republic central-african-republic 52.90
## 97 Chad chad 52.50
## 98 Guyana guyana 52.20
## 99 Tonga tonga 51.80
## 100 Burundi burundi 51.70
## 101 Puerto Rico puerto-rico 51.60
## 102 Uganda uganda 51.30
## 103 Malta malta 50.70
## 104 Poland poland 50.60
## 105 Tajikistan tajikistan 50.40
## 106 Samoa samoa 49.10
## 107 Bolivia bolivia 49.00
## 108 Korea, South korea-south 48.96
## 109 Fiji fiji 48.90
## 110 Costa Rica costa-rica 48.90
## 111 Papua New Guinea papua-new-guinea 48.68
## 112 Lithuania lithuania 48.63
## 113 Vanuatu vanuatu 48.40
## 114 Senegal senegal 48.30
## 115 Cuba cuba 47.70
## 116 China china 47.00
## 117 Cote d'Ivoire cote-divoire 47.00
## 118 Oman oman 46.90
## 119 India india 46.52
## 120 Ecuador ecuador 45.40
## 121 Niger niger 45.30
## 122 Malawi malawi 44.89
## 123 Mexico mexico 44.89
## 124 Indonesia indonesia 44.40
## 125 Georgia georgia 43.32
## 126 Bermuda bermuda 43.00
## 127 Bosnia and Herzegovina bosnia-and-herzegovina 41.85
## 128 Trinidad and Tobago trinidad-and-tobago 41.80
## 129 Marshall Islands marshall-islands 41.73
## 130 Andorra andorra 41.00
## 131 Rwanda rwanda 40.50
## 132 Sweden sweden 40.48
## 133 Nepal nepal 39.92
## 134 Philippines philippines 39.90
## 135 Honduras honduras 39.50
## 136 Iran iran 39.50
## 137 North Macedonia north-macedonia 39.30
## 138 Venezuela venezuela 38.90
## 139 Guinea guinea 37.90
## 140 Panama panama 37.80
## 141 Equatorial Guinea equatorial-guinea 37.40
## 142 Dominican Republic dominican-republic 37.20
## 143 Tuvalu tuvalu 37.00
## 144 Tanzania tanzania 37.00
## 145 Cameroon cameroon 36.90
## 146 Norway norway 36.50
## 147 Latvia latvia 36.30
## 148 Madagascar madagascar 36.00
## 149 Taiwan taiwan 35.70
## 150 Peru peru 35.66
## 151 Mali mali 35.40
## 152 Denmark denmark 35.30
## 153 Turkey (Turkiye) turkey-turkiye 35.25
## 154 Faroe Islands faroe-islands 35.00
## 155 Czechia czechia 34.70
## 156 Moldova moldova 34.52
## 157 Liberia liberia 34.40
## 158 Burma burma 33.60
## 159 Nicaragua nicaragua 33.30
## 160 Belarus belarus 33.24
## 161 Curacao curacao 33.20
## 162 Bangladesh bangladesh 33.10
## 163 Bulgaria bulgaria 32.82
## 164 Comoros comoros 32.40
## 165 Djibouti djibouti 31.80
## 166 Guatemala guatemala 31.56
## 167 Ethiopia ethiopia 31.45
## 168 Haiti haiti 31.10
## 169 Cambodia cambodia 30.40
## 170 Turkmenistan turkmenistan 28.80
## 171 Eswatini eswatini 28.40
## 172 Algeria algeria 27.50
## 173 Iraq iraq 27.44
## 174 Kiribati kiribati 26.30
## 175 Micronesia, Federated States of micronesia-federated-states-of 25.40
## 176 West Bank west-bank 24.40
## 177 Uzbekistan uzbekistan 24.30
## 178 Estonia estonia 23.67
## 179 Chile chile 23.60
## 180 Luxembourg luxembourg 23.00
## 181 Kazakhstan kazakhstan 22.41
## 182 Guam guam 22.10
## 183 Nigeria nigeria 21.80
## 184 Kosovo kosovo 21.20
## 185 Russia russia 20.94
## 186 Kuwait kuwait 20.60
## 187 Anguilla anguilla 20.10
## 188 Switzerland switzerland 19.99
## 189 United Arab Emirates united-arab-emirates 19.70
## 190 Botswana botswana 19.62
## 191 Paraguay paraguay 19.50
## 192 Congo, Democratic Republic of the congo-democratic-republic-of-the 18.10
## 193 Saudi Arabia saudi-arabia 17.20
## 194 Azerbaijan azerbaijan 16.82
## 195 Greenland greenland 13.00
## 196 American Samoa american-samoa 12.20
## 197 Solomon Islands solomon-islands 11.46
## 198 Gibraltar gibraltar 7.50
## 199 Northern Mariana Islands northern-mariana-islands 7.10
## 200 Afghanistan afghanistan 7.00
## 201 New Caledonia new-caledonia 6.50
## 202 Wallis and Futuna wallis-and-futuna 5.60
## 203 Libya libya 4.70
## 204 Namibia namibia 4.64
## 205 Timor-Leste timor-leste 3.80
## 206 Lesotho lesotho 2.97
## 207 Brunei brunei 2.80
## 208 Hong Kong hong-kong 0.10
## 209 Falkland Islands (Islas Malvinas) falkland-islands-islas-malvinas 0.00
## 210 Macau macau 0.00
## date_of_information ranking region
## 1 2021 1 Europe
## 2 2021 2 East and Southeast Asia
## 3 2021 3 Europe
## 4 2021 4 East and Southeast Asia
## 5 2017 5 Middle East
## 6 2016 6 Central America and the Caribbean
## 7 2021 7 Europe
## 8 2017 8 Europe
## 9 2017 9 Africa
## 10 2017 10 Africa
## 11 2017 11 Africa
## 12 2017 12 Europe
## 13 2017 13 Africa
## 14 2021 14 Europe
## 15 2022 15 North America
## 16 2020 16 South Asia
## 17 2021 17 Europe
## 18 2020 18 Central America and the Caribbean
## 19 2017 19 Africa
## 20 2017 20 Central America and the Caribbean
## 21 2017 21 Europe
## 22 2017 22 Africa
## 23 2021 23 Europe
## 24 2017 24 Middle East
## 25 2021 25 Europe
## 26 2021 26 Europe
## 27 2017 27 Middle East
## 28 2022 28 Europe
## 29 2017 29 Africa
## 30 2017 30 Africa
## 31 2021 31 Europe
## 32 2017 32 Central America and the Caribbean
## 33 2017 33 Central America and the Caribbean
## 34 2019 34 Australia and Oceania
## 35 2021 35 Africa
## 36 2022 36 Central America and the Caribbean
## 37 2017 37 Central America and the Caribbean
## 38 2021 38 Europe
## 39 2017 39 Africa
## 40 2022 40 South America
## 41 2021 41 Europe
## 42 2017 42 South Asia
## 43 2017 43 Africa
## 44 2020 44 Middle East
## 45 2017 45 Africa
## 46 2021 46 Africa
## 47 2017 47 Middle East
## 48 2017 48 Central America and the Caribbean
## 49 2017 49 Europe
## 50 2020 50 Middle East
## 51 2017 51 Africa
## 52 2021 52 Africa
## 53 2017 53 Central America and the Caribbean
## 54 2022 54 South America
## 55 2017 55 Central America and the Caribbean
## 56 2017 56 Africa
## 57 2017 57 South America
## 58 2021 58 East and Southeast Asia
## 59 2017 59 Europe
## 60 2017 60 South Asia
## 61 2021 61 Central America and the Caribbean
## 62 2017 62 Africa
## 63 2017 63 Africa
## 64 2021 64 Europe
## 65 2017 65 Europe
## 66 2017 66 Africa
## 67 2017 67 South Asia
## 68 2017 68 East and Southeast Asia
## 69 2017 69 Africa
## 70 2021 70 East and Southeast Asia
## 71 2017 71 Central America and the Caribbean
## 72 2017 72 Africa
## 73 2017 73 Africa
## 74 2017 74 Europe
## 75 2017 75 Australia and Oceania
## 76 2022 76 North America
## 77 2017 77 Europe
## 78 2020 78 South America
## 79 2021 79 Middle East
## 80 2020 80 Europe
## 81 2021 81 East and Southeast Asia
## 82 2017 82 East and Southeast Asia
## 83 2022 83 Australia and Oceania
## 84 2019 84 Africa
## 85 2017 85 South America
## 86 2017 86 Europe
## 87 2021 87 Central Asia
## 88 2021 88 Africa
## 89 2021 89 Europe
## 90 2017 90 Africa
## 91 2022 91 Australia and Oceania
## 92 2017 92 Africa
## 93 2017 93 Africa
## 94 2017 94 Middle East
## 95 2016 95 Central America and the Caribbean
## 96 2017 96 Africa
## 97 2017 97 Africa
## 98 2017 98 South America
## 99 2016 99 Australia and Oceania
## 100 2017 100 Africa
## 101 2017 101 Central America and the Caribbean
## 102 2021 102 Africa
## 103 2017 103 Europe
## 104 2017 104 Europe
## 105 2017 105 Central Asia
## 106 2017 106 Australia and Oceania
## 107 2017 107 South America
## 108 2021 108 East and Southeast Asia
## 109 2017 109 Australia and Oceania
## 110 2017 110 Central America and the Caribbean
## 111 2020 111 East and Southeast Asia
## 112 2021 112 Europe
## 113 2017 113 Australia and Oceania
## 114 2017 114 Africa
## 115 2017 115 Central America and the Caribbean
## 116 2017 116 East and Southeast Asia
## 117 2017 117 Africa
## 118 2017 118 Middle East
## 119 2018 119 South Asia
## 120 2017 120 South America
## 121 2017 121 Africa
## 122 2019 122 Africa
## 123 2021 123 North America
## 124 2021 124 East and Southeast Asia
## 125 2022 125 Middle East
## 126 1415 126 North America
## 127 2022 127 Europe
## 128 2017 128 Central America and the Caribbean
## 129 2019 129 Australia and Oceania
## 130 2014 130 Europe
## 131 2017 131 Africa
## 132 2021 132 Europe
## 133 2021 133 South Asia
## 134 2017 134 East and Southeast Asia
## 135 2017 135 Central America and the Caribbean
## 136 2017 136 Middle East
## 137 2017 137 Europe
## 138 2017 138 South America
## 139 2017 139 Africa
## 140 2017 140 Central America and the Caribbean
## 141 2017 141 Africa
## 142 2017 142 Central America and the Caribbean
## 143 2017 143 Australia and Oceania
## 144 2017 144 Africa
## 145 2017 145 Africa
## 146 2017 146 Europe
## 147 2017 147 Europe
## 148 2017 148 Africa
## 149 2017 149 East and Southeast Asia
## 150 2021 150 South America
## 151 2017 151 Africa
## 152 2017 152 Europe
## 153 2022 153 Middle East
## 154 2014 154 Europe
## 155 2017 155 Europe
## 156 2022 156 Europe
## 157 2017 157 Africa
## 158 2017 158 East and Southeast Asia
## 159 2017 159 Central America and the Caribbean
## 160 2019 160 Europe
## 161 2012 161 Central America and the Caribbean
## 162 2017 162 South Asia
## 163 2021 163 Europe
## 164 2017 164 Africa
## 165 2017 165 Africa
## 166 2020 166 Central America and the Caribbean
## 167 2019 167 Africa
## 168 2017 168 Central America and the Caribbean
## 169 2017 169 East and Southeast Asia
## 170 2017 170 Central Asia
## 171 2017 171 Africa
## 172 2017 172 Africa
## 173 2018 173 Middle East
## 174 2017 174 Australia and Oceania
## 175 2020 175 Australia and Oceania
## 176 2014 176 Middle East
## 177 2017 177 Central Asia
## 178 2021 178 Europe
## 179 2017 179 South America
## 180 2017 180 Europe
## 181 2021 181 Central Asia
## 182 2016 182 Australia and Oceania
## 183 2017 183 Africa
## 184 2017 184 Europe
## 185 2021 185 Central Asia
## 186 2017 186 Middle East
## 187 2015 187 Central America and the Caribbean
## 188 2021 188 Europe
## 189 2017 189 Middle East
## 190 2020 190 Africa
## 191 2017 191 South America
## 192 2017 192 Africa
## 193 2017 193 Middle East
## 194 2021 194 Middle East
## 195 2015 195 North America
## 196 2016 196 Australia and Oceania
## 197 2020 197 Australia and Oceania
## 198 2008 198 Europe
## 199 2017 199 Australia and Oceania
## 200 2017 200 South Asia
## 201 2015 201 Australia and Oceania
## 202 2004 202 Australia and Oceania
## 203 2017 203 Africa
## 204 2019 204 Africa
## 205 2017 205 East and Southeast Asia
## 206 2020 206 Africa
## 207 2017 207 East and Southeast Asia
## 208 2017 208 East and Southeast Asia
## 209 2015 209 South America
## 210 2017 210 East and Southeast Asiadata41 <- data4[, c('% of GDP', 'region')]
head(data41)## % of GDP region
## 1 237.35 Europe
## 2 216.36 East and Southeast Asia
## 3 185.35 Europe
## 4 153.80 East and Southeast Asia
## 5 146.80 Middle East
## 6 146.61 Central America and the Caribbeanlibrary(rio)
data5= import("Refined petroleum products - production.csv")
data5## name
## 1 United States
## 2 China
## 3 Russia
## 4 India
## 5 Japan
## 6 Korea, South
## 7 Brazil
## 8 Saudi Arabia
## 9 Germany
## 10 Canada
## 11 Iran
## 12 Italy
## 13 Spain
## 14 Thailand
## 15 France
## 16 United Kingdom
## 17 Netherlands
## 18 Indonesia
## 19 United Arab Emirates
## 20 Venezuela
## 21 Taiwan
## 22 Kuwait
## 23 Mexico
## 24 Singapore
## 25 Belgium
## 26 Argentina
## 27 Turkey (Turkiye)
## 28 Greece
## 29 Algeria
## 30 Poland
## 31 Egypt
## 32 Malaysia
## 33 South Africa
## 34 Belarus
## 35 Australia
## 36 Sweden
## 37 Iraq
## 38 Norway
## 39 Portugal
## 40 Finland
## 41 Colombia
## 42 Israel
## 43 Pakistan
## 44 Kazakhstan
## 45 Bahrain
## 46 Qatar
## 47 Romania
## 48 Oman
## 49 Chile
## 50 Philippines
## 51 Lithuania
## 52 Turkmenistan
## 53 Curacao
## 54 Austria
## 55 Denmark
## 56 Czechia
## 57 Peru
## 58 Vietnam
## 59 Hungary
## 60 Bulgaria
## 61 Azerbaijan
## 62 Ecuador
## 63 Trinidad and Tobago
## 64 Slovakia
## 65 New Zealand
## 66 Syria
## 67 Cuba
## 68 Sudan
## 69 Libya
## 70 Croatia
## 71 Serbia
## 72 Cote d'Ivoire
## 73 Jordan
## 74 Morocco
## 75 Bolivia
## 76 Ireland
## 77 Ukraine
## 78 Uzbekistan
## 79 Switzerland
## 80 Angola
## 81 Uruguay
## 82 Cameroon
## 83 Nigeria
## 84 Sri Lanka
## 85 Tunisia
## 86 Bangladesh
## 87 Jamaica
## 88 Papua New Guinea
## 89 Yemen
## 90 Senegal
## 91 Gabon
## 92 Dominican Republic
## 93 Congo, Republic of the
## 94 Niger
## 95 Nicaragua
## 96 Kenya
## 97 Burma
## 98 Zambia
## 99 Korea, North
## 100 Brunei
## 101 Suriname
## 102 Kyrgyzstan
## 103 Albania
## 104 Ghana
## 105 Guatemala
## 106 Georgia
## 107 Moldova
## 108 Tajikistan
## 109 Belize
## 110 New Caledonia
## 111 Laos
## 112 Sint Maarten
## 113 Panama
## 114 Tonga
## 115 Andorra
## 116 Madagascar
## 117 Bermuda
## 118 Timor-Leste
## 119 Nauru
## 120 Iceland
## 121 Grenada
## 122 Saint Helena, Ascension, and Tristan da Cunha
## 123 Samoa
## 124 Sao Tome and Principe
## 125 Gibraltar
## 126 Sierra Leone
## 127 Congo, Democratic Republic of the
## 128 Equatorial Guinea
## 129 Luxembourg
## 130 Afghanistan
## 131 Macau
## 132 Cook Islands
## 133 Cyprus
## 134 Marshall Islands
## 135 Tuvalu
## 136 Chad
## 137 Somalia
## 138 Kiribati
## 139 Liberia
## 140 Comoros
## 141 Montserrat
## 142 Ethiopia
## 143 Malta
## 144 Rwanda
## 145 West Bank
## 146 Guinea
## 147 Falkland Islands (Islas Malvinas)
## 148 Saint Vincent and the Grenadines
## 149 Togo
## 150 Cayman Islands
## 151 Puerto Rico
## 152 Saint Pierre and Miquelon
## 153 Haiti
## 154 Saint Lucia
## 155 Mauritius
## 156 Benin
## 157 Zimbabwe
## 158 Hong Kong
## 159 Cambodia
## 160 Burkina Faso
## 161 British Virgin Islands
## 162 Lesotho
## 163 North Macedonia
## 164 Kosovo
## 165 Latvia
## 166 Aruba
## 167 Dominica
## 168 Slovenia
## 169 Greenland
## 170 El Salvador
## 171 Costa Rica
## 172 Faroe Islands
## 173 Uganda
## 174 Saint Kitts and Nevis
## 175 Barbados
## 176 Cabo Verde
## 177 Guinea-Bissau
## 178 Botswana
## 179 Tanzania
## 180 Antigua and Barbuda
## 181 Montenegro
## 182 Guam
## 183 Djibouti
## 184 Mongolia
## 185 Bhutan
## 186 South Sudan
## 187 Burundi
## 188 Malawi
## 189 Namibia
## 190 Micronesia, Federated States of
## 191 Fiji
## 192 Gambia, The
## 193 Armenia
## 194 American Samoa
## 195 Mali
## 196 Niue
## 197 Central African Republic
## 198 Mozambique
## 199 Solomon Islands
## 200 Eswatini
## 201 Eritrea
## 202 Turks and Caicos Islands
## 203 French Polynesia
## 204 Guyana
## 205 Virgin Islands
## 206 Maldives
## 207 Vanuatu
## 208 Honduras
## 209 Bahamas, The
## 210 Paraguay
## 211 Mauritania
## 212 Nepal
## 213 Bosnia and Herzegovina
## 214 Lebanon
## 215 Seychelles
## 216 Estonia
## slug bbl/day date_of_information
## 1 united-states 20,300,000 2017
## 2 china 11,510,000 2015
## 3 russia 6,076,000 2015
## 4 india 4,897,000 2015
## 5 japan 3,467,000 2017
## 6 korea-south 3,302,000 2017
## 7 brazil 2,811,000 2015
## 8 saudi-arabia 2,476,000 2015
## 9 germany 2,158,000 2017
## 10 canada 2,009,000 2017
## 11 iran 1,764,000 2015
## 12 italy 1,607,000 2017
## 13 spain 1,361,000 2017
## 14 thailand 1,328,000 2015
## 15 france 1,311,000 2017
## 16 united-kingdom 1,290,000 2017
## 17 netherlands 1,282,000 2017
## 18 indonesia 950,000 2015
## 19 united-arab-emirates 943,500 2017
## 20 venezuela 926,300 2015
## 21 taiwan 924,000 2015
## 22 kuwait 915,800 2015
## 23 mexico 844,600 2017
## 24 singapore 755,000 2015
## 25 belgium 731,700 2017
## 26 argentina 669,800 2015
## 27 turkey-turkiye 657,900 2017
## 28 greece 655,400 2017
## 29 algeria 627,900 2015
## 30 poland 554,200 2017
## 31 egypt 547,500 2015
## 32 malaysia 528,300 2015
## 33 south-africa 487,100 2015
## 34 belarus 477,200 2015
## 35 australia 462,500 2017
## 36 sweden 413,200 2017
## 37 iraq 398,000 2015
## 38 norway 371,600 2017
## 39 portugal 323,000 2017
## 40 finland 310,600 2017
## 41 colombia 303,600 2015
## 42 israel 294,300 2017
## 43 pakistan 291,200 2015
## 44 kazakhstan 290,700 2015
## 45 bahrain 274,500 2015
## 46 qatar 273,800 2015
## 47 romania 232,600 2015
## 48 oman 229,600 2015
## 49 chile 216,200 2017
## 50 philippines 215,500 2015
## 51 lithuania 196,500 2015
## 52 turkmenistan 191,100 2015
## 53 curacao 189,800 2015
## 54 austria 186,500 2017
## 55 denmark 183,900 2017
## 56 czechia 177,500 2017
## 57 peru 166,600 2015
## 58 vietnam 153,800 2015
## 59 hungary 152,400 2017
## 60 bulgaria 144,300 2015
## 61 azerbaijan 138,900 2015
## 62 ecuador 137,400 2015
## 63 trinidad-and-tobago 134,700 2015
## 64 slovakia 131,300 2017
## 65 new-zealand 115,100 2017
## 66 syria 111,600 2015
## 67 cuba 104,100 2015
## 68 sudan 94,830 2015
## 69 libya 89,620 2015
## 70 croatia 74,620 2015
## 71 serbia 74,350 2015
## 72 cote-divoire 69,360 2017
## 73 jordan 67,240 2015
## 74 morocco 66,230 2017
## 75 bolivia 65,960 2015
## 76 ireland 64,970 2017
## 77 ukraine 63,670 2017
## 78 uzbekistan 61,740 2015
## 79 switzerland 61,550 2017
## 80 angola 53,480 2015
## 81 uruguay 42,220 2015
## 82 cameroon 39,080 2015
## 83 nigeria 35,010 2017
## 84 sri-lanka 34,210 2017
## 85 tunisia 27,770 2015
## 86 bangladesh 26,280 2015
## 87 jamaica 24,250 2017
## 88 papua-new-guinea 22,170 2015
## 89 yemen 20,180 2015
## 90 senegal 17,590 2015
## 91 gabon 16,580 2017
## 92 dominican-republic 16,060 2015
## 93 congo-republic-of-the 15,760 2015
## 94 niger 15,280 2015
## 95 nicaragua 14,720 2015
## 96 kenya 13,960 2015
## 97 burma 13,330 2017
## 98 zambia 13,120 2015
## 99 korea-north 11,270 2015
## 100 brunei 10,310 2015
## 101 suriname 7,571 2015
## 102 kyrgyzstan 6,996 2015
## 103 albania 5,638 2015
## 104 ghana 2,073 2015
## 105 guatemala 1,162 2015
## 106 georgia 247 2017
## 107 moldova 232 2015
## 108 tajikistan 172 2015
## 109 belize 36 2015
## 110 new-caledonia 0 2015
## 111 laos 0 2015
## 112 sint-maarten 0 2015
## 113 panama 0 2015
## 114 tonga 0 2017
## 115 andorra 0 2016
## 116 madagascar 0 2015
## 117 bermuda 0 2017
## 118 timor-leste 0 2015
## 119 nauru 0 2015
## 120 iceland 0 2017
## 121 grenada 0 2015
## 122 saint-helena-ascension-and-tristan-da-cunha 0 2015
## 123 samoa 0 2017
## 124 sao-tome-and-principe 0 2017
## 125 gibraltar 0 2017
## 126 sierra-leone 0 2017
## 127 congo-democratic-republic-of-the 0 2017
## 128 equatorial-guinea 0 2015
## 129 luxembourg 0 2017
## 130 afghanistan 0 2015
## 131 macau 0 2015
## 132 cook-islands 0 2015
## 133 cyprus 0 2015
## 134 marshall-islands 0 2015
## 135 tuvalu 0 2014
## 136 chad 0 2015
## 137 somalia 0 2015
## 138 kiribati 0 2015
## 139 liberia 0 2017
## 140 comoros 0 2015
## 141 montserrat 0 2015
## 142 ethiopia 0 2017
## 143 malta 0 2017
## 144 rwanda 0 2015
## 145 west-bank 0 2015
## 146 guinea 0 2017
## 147 falkland-islands-islas-malvinas 0 2017
## 148 saint-vincent-and-the-grenadines 0 2015
## 149 togo 0 2015
## 150 cayman-islands 0 2017
## 151 puerto-rico 0 2015
## 152 saint-pierre-and-miquelon 0 2015
## 153 haiti 0 2015
## 154 saint-lucia 0 2015
## 155 mauritius 0 2017
## 156 benin 0 2015
## 157 zimbabwe 0 2015
## 158 hong-kong 0 2015
## 159 cambodia 0 2015
## 160 burkina-faso 0 2015
## 161 british-virgin-islands 0 2015
## 162 lesotho 0 2015
## 163 north-macedonia 0 2015
## 164 kosovo 0 2015
## 165 latvia 0 2017
## 166 aruba 0 2015
## 167 dominica 0 2015
## 168 slovenia 0 2017
## 169 greenland 0 2015
## 170 el-salvador 0 2015
## 171 costa-rica 0 2015
## 172 faroe-islands 0 2015
## 173 uganda 0 2015
## 174 saint-kitts-and-nevis 0 2015
## 175 barbados 0 2015
## 176 cabo-verde 0 2015
## 177 guinea-bissau 0 2015
## 178 botswana 0 2015
## 179 tanzania 0 2015
## 180 antigua-and-barbuda 0 2015
## 181 montenegro 0 2015
## 182 guam 0 2015
## 183 djibouti 0 2015
## 184 mongolia 0 2015
## 185 bhutan 0 2017
## 186 south-sudan 0 2017
## 187 burundi 0 2015
## 188 malawi 0 2015
## 189 namibia 0 2015
## 190 micronesia-federated-states-of 0 2014
## 191 fiji 0 2015
## 192 gambia-the 0 2017
## 193 armenia 0 2015
## 194 american-samoa 0 2015
## 195 mali 0 2015
## 196 niue 0 2017
## 197 central-african-republic 0 2017
## 198 mozambique 0 2015
## 199 solomon-islands 0 2015
## 200 eswatini 0 2015
## 201 eritrea 0 2015
## 202 turks-and-caicos-islands 0 2015
## 203 french-polynesia 0 2015
## 204 guyana 0 2015
## 205 virgin-islands 0 2015
## 206 maldives 0 2015
## 207 vanuatu 0 2015
## 208 honduras 0 2017
## 209 bahamas-the 0 2015
## 210 paraguay 0 2015
## 211 mauritania 0 2015
## 212 nepal 0 2015
## 213 bosnia-and-herzegovina 0 2015
## 214 lebanon 0 2015
## 215 seychelles 0 2015
## 216 estonia 0 2017
## ranking region
## 1 1 North America
## 2 2 East and Southeast Asia
## 3 3 Central Asia
## 4 4 South Asia
## 5 5 East and Southeast Asia
## 6 6 East and Southeast Asia
## 7 7 South America
## 8 8 Middle East
## 9 9 Europe
## 10 10 North America
## 11 11 Middle East
## 12 12 Europe
## 13 13 Europe
## 14 14 East and Southeast Asia
## 15 15 Europe
## 16 16 Europe
## 17 17 Europe
## 18 18 East and Southeast Asia
## 19 19 Middle East
## 20 20 South America
## 21 21 East and Southeast Asia
## 22 22 Middle East
## 23 23 North America
## 24 24 East and Southeast Asia
## 25 25 Europe
## 26 26 South America
## 27 27 Middle East
## 28 28 Europe
## 29 29 Africa
## 30 30 Europe
## 31 31 Africa
## 32 32 East and Southeast Asia
## 33 33 Africa
## 34 34 Europe
## 35 35 Australia and Oceania
## 36 36 Europe
## 37 37 Middle East
## 38 38 Europe
## 39 39 Europe
## 40 40 Europe
## 41 41 South America
## 42 42 Middle East
## 43 43 South Asia
## 44 44 Central Asia
## 45 45 Middle East
## 46 46 Middle East
## 47 47 Europe
## 48 48 Middle East
## 49 49 South America
## 50 50 East and Southeast Asia
## 51 51 Europe
## 52 52 Central Asia
## 53 53 Central America and the Caribbean
## 54 54 Europe
## 55 55 Europe
## 56 56 Europe
## 57 57 South America
## 58 58 East and Southeast Asia
## 59 59 Europe
## 60 60 Europe
## 61 61 Middle East
## 62 62 South America
## 63 63 Central America and the Caribbean
## 64 64 Europe
## 65 65 Australia and Oceania
## 66 66 Middle East
## 67 67 Central America and the Caribbean
## 68 68 Africa
## 69 69 Africa
## 70 70 Europe
## 71 71 Europe
## 72 72 Africa
## 73 73 Middle East
## 74 74 Africa
## 75 75 South America
## 76 76 Europe
## 77 77 Europe
## 78 78 Central Asia
## 79 79 Europe
## 80 80 Africa
## 81 81 South America
## 82 82 Africa
## 83 83 Africa
## 84 84 South Asia
## 85 85 Africa
## 86 86 South Asia
## 87 87 Central America and the Caribbean
## 88 88 East and Southeast Asia
## 89 89 Middle East
## 90 90 Africa
## 91 91 Africa
## 92 92 Central America and the Caribbean
## 93 93 Africa
## 94 94 Africa
## 95 95 Central America and the Caribbean
## 96 96 Africa
## 97 97 East and Southeast Asia
## 98 98 Africa
## 99 99 East and Southeast Asia
## 100 100 East and Southeast Asia
## 101 101 South America
## 102 102 Central Asia
## 103 103 Europe
## 104 104 Africa
## 105 105 Central America and the Caribbean
## 106 106 Middle East
## 107 107 Europe
## 108 108 Central Asia
## 109 109 Central America and the Caribbean
## 110 110 Australia and Oceania
## 111 111 East and Southeast Asia
## 112 112 Central America and the Caribbean
## 113 113 Central America and the Caribbean
## 114 114 Australia and Oceania
## 115 115 Europe
## 116 116 Africa
## 117 117 North America
## 118 118 East and Southeast Asia
## 119 119 Australia and Oceania
## 120 120 Europe
## 121 121 Central America and the Caribbean
## 122 122 Africa
## 123 123 Australia and Oceania
## 124 124 Africa
## 125 125 Europe
## 126 126 Africa
## 127 127 Africa
## 128 128 Africa
## 129 129 Europe
## 130 130 South Asia
## 131 131 East and Southeast Asia
## 132 132 Australia and Oceania
## 133 133 Europe
## 134 134 Australia and Oceania
## 135 135 Australia and Oceania
## 136 136 Africa
## 137 137 Africa
## 138 138 Australia and Oceania
## 139 139 Africa
## 140 140 Africa
## 141 141 Central America and the Caribbean
## 142 142 Africa
## 143 143 Europe
## 144 144 Africa
## 145 145 Middle East
## 146 146 Africa
## 147 147 South America
## 148 148 Central America and the Caribbean
## 149 149 Africa
## 150 150 Central America and the Caribbean
## 151 151 Central America and the Caribbean
## 152 152 North America
## 153 153 Central America and the Caribbean
## 154 154 Central America and the Caribbean
## 155 155 Africa
## 156 156 Africa
## 157 157 Africa
## 158 158 East and Southeast Asia
## 159 159 East and Southeast Asia
## 160 160 Africa
## 161 161 Central America and the Caribbean
## 162 162 Africa
## 163 163 Europe
## 164 164 Europe
## 165 165 Europe
## 166 166 Central America and the Caribbean
## 167 167 Central America and the Caribbean
## 168 168 Europe
## 169 169 North America
## 170 170 Central America and the Caribbean
## 171 171 Central America and the Caribbean
## 172 172 Europe
## 173 173 Africa
## 174 174 Central America and the Caribbean
## 175 175 Central America and the Caribbean
## 176 176 Africa
## 177 177 Africa
## 178 178 Africa
## 179 179 Africa
## 180 180 Central America and the Caribbean
## 181 181 Europe
## 182 182 Australia and Oceania
## 183 183 Africa
## 184 184 East and Southeast Asia
## 185 185 South Asia
## 186 186 Africa
## 187 187 Africa
## 188 188 Africa
## 189 189 Africa
## 190 190 Australia and Oceania
## 191 191 Australia and Oceania
## 192 192 Africa
## 193 193 Middle East
## 194 194 Australia and Oceania
## 195 195 Africa
## 196 196 Australia and Oceania
## 197 197 Africa
## 198 198 Africa
## 199 199 Australia and Oceania
## 200 200 Africa
## 201 201 Africa
## 202 202 Central America and the Caribbean
## 203 203 Australia and Oceania
## 204 204 South America
## 205 205 Central America and the Caribbean
## 206 206 South Asia
## 207 207 Australia and Oceania
## 208 208 Central America and the Caribbean
## 209 209 Central America and the Caribbean
## 210 210 South America
## 211 211 Africa
## 212 212 South Asia
## 213 213 Europe
## 214 214 Middle East
## 215 215 Africa
## 216 216 Europedata51 <- data5[, c('bbl/day', 'region')]
head(data51)## bbl/day region
## 1 20,300,000 North America
## 2 11,510,000 East and Southeast Asia
## 3 6,076,000 Central Asia
## 4 4,897,000 South Asia
## 5 3,467,000 East and Southeast Asia
## 6 3,302,000 East and Southeast Asialibrary(rio)
data6= import("Inflation rate (consumer prices).csv")
data6## name slug
## 1 South Sudan south-sudan
## 2 Andorra andorra
## 3 Dominica dominica
## 4 American Samoa american-samoa
## 5 Liechtenstein liechtenstein
## 6 Faroe Islands faroe-islands
## 7 French Polynesia french-polynesia
## 8 Marshall Islands marshall-islands
## 9 Greenland greenland
## 10 Northern Mariana Islands northern-mariana-islands
## 11 Taiwan taiwan
## 12 Wallis and Futuna wallis-and-futuna
## 13 Timor-Leste timor-leste
## 14 Comoros comoros
## 15 Guam guam
## 16 Virgin Islands virgin-islands
## 17 Macau macau
## 18 San Marino san-marino
## 19 Montserrat montserrat
## 20 Anguilla anguilla
## 21 Benin benin
## 22 Falkland Islands (Islas Malvinas) falkland-islands-islas-malvinas
## 23 New Caledonia new-caledonia
## 24 Somalia somalia
## 25 Saint Pierre and Miquelon saint-pierre-and-miquelon
## 26 Bolivia bolivia
## 27 Puerto Rico puerto-rico
## 28 Hong Kong hong-kong
## 29 Bermuda bermuda
## 30 China china
## 31 Bosnia and Herzegovina bosnia-and-herzegovina
## 32 Cayman Islands cayman-islands
## 33 Kiribati kiribati
## 34 Sint Maarten sint-maarten
## 35 Afghanistan afghanistan
## 36 Maldives maldives
## 37 Saudi Arabia saudi-arabia
## 38 Japan japan
## 39 Gibraltar gibraltar
## 40 Grenada grenada
## 41 Eswatini eswatini
## 42 Curacao curacao
## 43 Saint Kitts and Nevis saint-kitts-and-nevis
## 44 Oman oman
## 45 Switzerland switzerland
## 46 Panama panama
## 47 Congo, Republic of the congo-republic-of-the
## 48 Vietnam vietnam
## 49 Malaysia malaysia
## 50 Ecuador ecuador
## 51 Bahrain bahrain
## 52 Brunei brunei
## 53 West Bank west-bank
## 54 Gaza Strip gaza-strip
## 55 Kuwait kuwait
## 56 Tokelau tokelau
## 57 Turks and Caicos Islands turks-and-caicos-islands
## 58 Tuvalu tuvalu
## 59 Barbados barbados
## 60 Isle of Man isle-of-man
## 61 British Virgin Islands british-virgin-islands
## 62 Indonesia indonesia
## 63 Gabon gabon
## 64 Jordan jordan
## 65 Niger niger
## 66 Aruba aruba
## 67 Tanzania tanzania
## 68 Israel israel
## 69 Libya libya
## 70 Fiji fiji
## 71 Equatorial Guinea equatorial-guinea
## 72 United Arab Emirates united-arab-emirates
## 73 Iraq iraq
## 74 Qatar qatar
## 75 Korea, South korea-south
## 76 Nauru nauru
## 77 Djibouti djibouti
## 78 France france
## 79 Papua New Guinea papua-new-guinea
## 80 Cote d'Ivoire cote-divoire
## 81 Cambodia cambodia
## 82 Micronesia, Federated States of micronesia-federated-states-of
## 83 Cuba cuba
## 84 Solomon Islands solomon-islands
## 85 Central African Republic central-african-republic
## 86 Bahamas, The bahamas-the
## 87 Bhutan bhutan
## 88 Saint Vincent and the Grenadines saint-vincent-and-the-grenadines
## 89 Norway norway
## 90 Chad chad
## 91 Philippines philippines
## 92 Trinidad and Tobago trinidad-and-tobago
## 93 Namibia namibia
## 94 Thailand thailand
## 95 Guyana guyana
## 96 Singapore singapore
## 97 Malta malta
## 98 Cameroon cameroon
## 99 Belize belize
## 100 Luxembourg luxembourg
## 101 Saint Lucia saint-lucia
## 102 Australia australia
## 103 Morocco morocco
## 104 Russia russia
## 105 India india
## 106 Albania albania
## 107 Canada canada
## 108 Germany germany
## 109 Guatemala guatemala
## 110 South Africa south-africa
## 111 Vanuatu vanuatu
## 112 Finland finland
## 113 New Zealand new-zealand
## 114 El Salvador el-salvador
## 115 Uganda uganda
## 116 Antigua and Barbuda antigua-and-barbuda
## 117 Nepal nepal
## 118 Kenya kenya
## 119 Tajikistan tajikistan
## 120 Denmark denmark
## 121 Bangladesh bangladesh
## 122 Ireland ireland
## 123 Portugal portugal
## 124 Mexico mexico
## 125 United Kingdom united-kingdom
## 126 Cabo Verde cabo-verde
## 127 Togo togo
## 128 United States united-states
## 129 Turkmenistan turkmenistan
## 130 Kazakhstan kazakhstan
## 131 Madagascar madagascar
## 132 Italy italy
## 133 Lesotho lesotho
## 134 Costa Rica costa-rica
## 135 Seychelles seychelles
## 136 Tunisia tunisia
## 137 Iceland iceland
## 138 Peru peru
## 139 Sweden sweden
## 140 Spain spain
## 141 Cyprus cyprus
## 142 Austria austria
## 143 Armenia armenia
## 144 Dominican Republic dominican-republic
## 145 Slovenia slovenia
## 146 Burma burma
## 147 Eritrea eritrea
## 148 Honduras honduras
## 149 Uruguay uruguay
## 150 Algeria algeria
## 151 Brazil brazil
## 152 Guinea-Bissau guinea-bissau
## 153 Mauritania mauritania
## 154 Belgium belgium
## 155 Mali mali
## 156 Greece greece
## 157 Senegal senegal
## 158 Paraguay paraguay
## 159 Netherlands netherlands
## 160 Colombia colombia
## 161 Mozambique mozambique
## 162 Jamaica jamaica
## 163 Nicaragua nicaragua
## 164 Guinea guinea
## 165 Mauritius mauritius
## 166 Croatia croatia
## 167 Samoa samoa
## 168 Tonga tonga
## 169 Zambia zambia
## 170 Uzbekistan uzbekistan
## 171 Gambia, The gambia-the
## 172 Kosovo kosovo
## 173 Chile chile
## 174 Botswana botswana
## 175 Georgia georgia
## 176 Serbia serbia
## 177 Palau palau
## 178 Slovakia slovakia
## 179 Montenegro montenegro
## 180 Romania romania
## 181 Azerbaijan azerbaijan
## 182 Egypt egypt
## 183 Kyrgyzstan kyrgyzstan
## 184 North Macedonia north-macedonia
## 185 Burkina Faso burkina-faso
## 186 Poland poland
## 187 Hungary hungary
## 188 Czechia czechia
## 189 Mongolia mongolia
## 190 Belarus belarus
## 191 Bulgaria bulgaria
## 192 Latvia latvia
## 193 Rwanda rwanda
## 194 Sao Tome and Principe sao-tome-and-principe
## 195 Burundi burundi
## 196 Nigeria nigeria
## 197 Estonia estonia
## 198 Lithuania lithuania
## 199 Pakistan pakistan
## 200 Ukraine ukraine
## 201 Malawi malawi
## 202 Laos laos
## 203 Liberia liberia
## 204 Yemen yemen
## 205 Argentina argentina
## 206 Angola angola
## 207 Sierra Leone sierra-leone
## 208 Syria syria
## 209 Moldova moldova
## 210 Ghana ghana
## 211 Ethiopia ethiopia
## 212 Haiti haiti
## 213 Congo, Democratic Republic of the congo-democratic-republic-of-the
## 214 Iran iran
## 215 Sri Lanka sri-lanka
## 216 Suriname suriname
## 217 Turkey (Turkiye) turkey-turkiye
## 218 Zimbabwe zimbabwe
## 219 Sudan sudan
## 220 Lebanon lebanon
## 221 Venezuela venezuela
## % date_of_information ranking region
## 1 -6.69 2022 1 Africa
## 2 -0.9 2015 2 Europe
## 3 -0.73 2020 3 Central America and the Caribbean
## 4 -0.5 2015 4 Australia and Oceania
## 5 -0.4 2016 5 Europe
## 6 -0.3 2016 6 Europe
## 7 0 2015 7 Australia and Oceania
## 8 0 2017 8 Australia and Oceania
## 9 0.3 January 2017 9 North America
## 10 0.3 2016 10 Australia and Oceania
## 11 0.5 2019 11 East and Southeast Asia
## 12 0.9 2015 12 Australia and Oceania
## 13 0.96 2019 13 East and Southeast Asia
## 14 1 2017 14 Africa
## 15 1 2017 15 Australia and Oceania
## 16 1 2016 16 Central America and the Caribbean
## 17 1.05 2022 17 East and Southeast Asia
## 18 1.05 2017 18 Europe
## 19 1.2 2017 19 Central America and the Caribbean
## 20 1.3 2017 20 Central America and the Caribbean
## 21 1.35 2022 21 Africa
## 22 1.4 2014 22 South America
## 23 1.4 2017 23 Australia and Oceania
## 24 1.5 2017 24 Africa
## 25 1.5 2015 25 North America
## 26 1.75 2022 26 South America
## 27 1.8 2017 27 Central America and the Caribbean
## 28 1.88 2022 28 East and Southeast Asia
## 29 1.9 2017 29 North America
## 30 1.97 2022 30 East and Southeast Asia
## 31 1.98 2021 31 Europe
## 32 2 2017 32 Central America and the Caribbean
## 33 2.05 2021 33 Australia and Oceania
## 34 2.19 2017 34 Central America and the Caribbean
## 35 2.3 2019 35 South Asia
## 36 2.33 2022 36 South Asia
## 37 2.47 2022 37 Middle East
## 38 2.5 2022 38 East and Southeast Asia
## 39 2.5 2013 39 Europe
## 40 2.56 2022 40 Central America and the Caribbean
## 41 2.6 2019 41 Africa
## 42 2.62 2019 42 Central America and the Caribbean
## 43 2.67 2022 43 Central America and the Caribbean
## 44 2.81 2022 44 Middle East
## 45 2.84 2022 45 Europe
## 46 2.86 2022 46 Central America and the Caribbean
## 47 3.04 2022 47 Africa
## 48 3.16 2022 48 East and Southeast Asia
## 49 3.38 2022 49 East and Southeast Asia
## 50 3.47 2022 50 South America
## 51 3.63 2022 51 Middle East
## 52 3.68 2022 52 East and Southeast Asia
## 53 3.74 2022 53 Middle East
## 54 3.74 2022 54 Middle East
## 55 3.98 2022 55 Middle East
## 56 4 2020 56 Australia and Oceania
## 57 4 2017 57 Central America and the Caribbean
## 58 4.1 2017 58 Australia and Oceania
## 59 4.1 2019 59 Central America and the Caribbean
## 60 4.1 2017 60 Europe
## 61 4.2 2022 61 Central America and the Caribbean
## 62 4.21 2022 62 East and Southeast Asia
## 63 4.23 2022 63 Africa
## 64 4.23 2022 64 Middle East
## 65 4.23 2022 65 Africa
## 66 4.26 2019 66 Central America and the Caribbean
## 67 4.35 2022 67 Africa
## 68 4.39 2022 68 Middle East
## 69 4.51 2022 69 Africa
## 70 4.52 2022 70 Australia and Oceania
## 71 4.79 2022 71 Africa
## 72 4.83 2022 72 Middle East
## 73 4.99 2022 73 Middle East
## 74 5 2022 74 Middle East
## 75 5.09 2022 75 East and Southeast Asia
## 76 5.1 2017 76 Australia and Oceania
## 77 5.18 2022 77 Africa
## 78 5.22 2022 78 Europe
## 79 5.25 2022 79 East and Southeast Asia
## 80 5.28 2022 80 Africa
## 81 5.34 2022 81 East and Southeast Asia
## 82 5.41 2022 82 Australia and Oceania
## 83 5.5 2017 83 Central America and the Caribbean
## 84 5.52 2022 84 Australia and Oceania
## 85 5.58 2022 85 Africa
## 86 5.61 2022 86 Central America and the Caribbean
## 87 5.64 2022 87 South Asia
## 88 5.66 2022 88 Central America and the Caribbean
## 89 5.76 2022 89 Europe
## 90 5.79 2022 90 Africa
## 91 5.82 2022 91 East and Southeast Asia
## 92 5.83 2022 92 Central America and the Caribbean
## 93 6.08 2022 93 Africa
## 94 6.08 2022 94 East and Southeast Asia
## 95 6.12 2022 95 South America
## 96 6.12 2022 96 East and Southeast Asia
## 97 6.15 2022 97 Europe
## 98 6.25 2022 98 Africa
## 99 6.28 2022 99 Central America and the Caribbean
## 100 6.34 2022 100 Europe
## 101 6.38 2022 101 Central America and the Caribbean
## 102 6.59 2022 102 Australia and Oceania
## 103 6.66 2022 103 Africa
## 104 6.69 2021 104 Central Asia
## 105 6.7 2022 105 South Asia
## 106 6.73 2022 106 Europe
## 107 6.8 2022 107 North America
## 108 6.87 2022 108 Europe
## 109 6.89 2022 109 Central America and the Caribbean
## 110 7.04 2022 110 Africa
## 111 7.1 2022 111 Australia and Oceania
## 112 7.12 2022 112 Europe
## 113 7.17 2022 113 Australia and Oceania
## 114 7.2 2022 114 Central America and the Caribbean
## 115 7.2 2022 115 Africa
## 116 7.53 2022 116 Central America and the Caribbean
## 117 7.65 2022 117 South Asia
## 118 7.66 2022 118 Africa
## 119 7.7 2019 119 Central Asia
## 120 7.7 2022 120 Europe
## 121 7.7 2022 121 South Asia
## 122 7.81 2022 122 Europe
## 123 7.83 2022 123 Europe
## 124 7.9 2022 124 North America
## 125 7.92 2022 125 Europe
## 126 7.93 2022 126 Africa
## 127 7.97 2022 127 Africa
## 128 8 2022 128 North America
## 129 8 2017 129 Central Asia
## 130 8.04 2021 130 Central Asia
## 131 8.16 2022 131 Africa
## 132 8.2 2022 132 Europe
## 133 8.27 2022 133 Africa
## 134 8.27 2022 134 Central America and the Caribbean
## 135 8.28 2020 135 Africa
## 136 8.31 2022 136 Africa
## 137 8.31 2022 137 Europe
## 138 8.33 2022 138 South America
## 139 8.37 2022 139 Europe
## 140 8.39 2022 140 Europe
## 141 8.4 2022 141 Europe
## 142 8.55 2022 142 Europe
## 143 8.64 2022 143 Middle East
## 144 8.81 2022 144 Central America and the Caribbean
## 145 8.83 2022 145 Europe
## 146 8.83 2019 146 East and Southeast Asia
## 147 9 2017 147 Africa
## 148 9.09 2022 148 Central America and the Caribbean
## 149 9.1 2022 149 South America
## 150 9.27 2022 150 Africa
## 151 9.28 2022 151 South America
## 152 9.39 2022 152 Africa
## 153 9.53 2022 153 Africa
## 154 9.6 2022 154 Europe
## 155 9.62 2022 155 Africa
## 156 9.65 2022 156 Europe
## 157 9.7 2022 157 Africa
## 158 9.77 2022 158 South America
## 159 10 2022 159 Europe
## 160 10.18 2022 160 South America
## 161 10.28 2022 161 Africa
## 162 10.35 2022 162 Central America and the Caribbean
## 163 10.47 2022 163 Central America and the Caribbean
## 164 10.49 2022 164 Africa
## 165 10.77 2022 165 Africa
## 166 10.78 2022 166 Europe
## 167 10.96 2022 167 Australia and Oceania
## 168 10.97 2022 168 Australia and Oceania
## 169 10.99 2022 169 Africa
## 170 11.45 2022 170 Central Asia
## 171 11.51 2022 171 Africa
## 172 11.58 2022 172 Europe
## 173 11.64 2022 173 South America
## 174 11.67 2022 174 Africa
## 175 11.9 2022 175 Middle East
## 176 11.98 2022 176 Europe
## 177 12.35 2022 177 Australia and Oceania
## 178 12.77 2022 178 Europe
## 179 13.04 2022 179 Europe
## 180 13.8 2022 180 Europe
## 181 13.85 2022 181 Middle East
## 182 13.9 2022 182 Africa
## 183 13.92 2022 183 Central Asia
## 184 14.2 2022 184 Europe
## 185 14.29 2022 185 Africa
## 186 14.43 2022 186 Europe
## 187 14.61 2022 187 Europe
## 188 15.1 2022 188 Europe
## 189 15.15 2022 189 East and Southeast Asia
## 190 15.21 2022 190 Europe
## 191 15.33 2022 191 Europe
## 192 17.31 2022 192 Europe
## 193 17.69 2022 193 Africa
## 194 18.01 2022 194 Africa
## 195 18.8 2022 195 Africa
## 196 18.85 2022 196 Africa
## 197 19.4 2022 197 Europe
## 198 19.71 2022 198 Europe
## 199 19.87 2022 199 South Asia
## 200 20.18 2022 200 Europe
## 201 20.95 2022 201 Africa
## 202 22.96 2022 202 East and Southeast Asia
## 203 23.56 2018 203 Africa
## 204 24.7 2017 204 Middle East
## 205 25.7 2017 205 South America
## 206 25.75 2021 206 Africa
## 207 27.21 2022 207 Africa
## 208 28.1 2017 208 Middle East
## 209 28.74 2022 209 Europe
## 210 31.26 2022 210 Africa
## 211 33.89 2022 211 Africa
## 212 33.98 2022 212 Central America and the Caribbean
## 213 41.5 2017 213 Africa
## 214 43.49 2022 214 Middle East
## 215 49.72 2022 215 South Asia
## 216 52.45 2022 216 South America
## 217 72.31 2022 217 Middle East
## 218 104.71 2022 218 Africa
## 219 138.81 2022 219 Africa
## 220 171.21 2022 220 Middle East
## 221 146,101.7 2019 221 South Americadata61 <- data6[, c('%', 'region')]
head(data61)## % region
## 1 -6.69 Africa
## 2 -0.9 Europe
## 3 -0.73 Central America and the Caribbean
## 4 -0.5 Australia and Oceania
## 5 -0.4 Europe
## 6 -0.3 Europelibrary(rio)
data7= import("Energy consumption per capita.csv")
data7## name
## 1 Qatar
## 2 Singapore
## 3 Bahrain
## 4 United Arab Emirates
## 5 Brunei
## 6 Canada
## 7 Kuwait
## 8 Norway
## 9 Turkmenistan
## 10 Luxembourg
## 11 United States
## 12 Saudi Arabia
## 13 Oman
## 14 Malta
## 15 Korea, South
## 16 Australia
## 17 Belgium
## 18 Russia
## 19 Netherlands
## 20 Finland
## 21 Sweden
## 22 New Zealand
## 23 Kazakhstan
## 24 Bermuda
## 25 Cayman Islands
## 26 Aruba
## 27 Hong Kong
## 28 Austria
## 29 Seychelles
## 30 Czechia
## 31 Germany
## 32 Taiwan
## 33 Guam
## 34 France
## 35 Japan
## 36 Iran
## 37 Bahamas, The
## 38 Switzerland
## 39 Slovenia
## 40 Cyprus
## 41 Ireland
## 42 Slovakia
## 43 Denmark
## 44 Malaysia
## 45 Spain
## 46 United Kingdom
## 47 Israel
## 48 Poland
## 49 Italy
## 50 Hungary
## 51 Greece
## 52 Antigua and Barbuda
## 53 Libya
## 54 China
## 55 Bulgaria
## 56 Belarus
## 57 Portugal
## 58 Lithuania
## 59 Bhutan
## 60 Panama
## 61 South Africa
## 62 Serbia
## 63 Puerto Rico
## 64 Croatia
## 65 American Samoa
## 66 Latvia
## 67 Venezuela
## 68 Barbados
## 69 Mongolia
## 70 Ukraine
## 71 Suriname
## 72 Chile
## 73 Macau
## 74 British Virgin Islands
## 75 Mauritius
## 76 Turkey (Turkiye)
## 77 Argentina
## 78 Montenegro
## 79 Thailand
## 80 Estonia
## 81 Laos
## 82 Saint Kitts and Nevis
## 83 Bosnia and Herzegovina
## 84 Romania
## 85 Uruguay
## 86 Azerbaijan
## 87 Georgia
## 88 Iraq
## 89 Paraguay
## 90 Mexico
## 91 Algeria
## 92 Maldives
## 93 Brazil
## 94 Uzbekistan
## 95 Equatorial Guinea
## 96 North Macedonia
## 97 Lebanon
## 98 Armenia
## 99 Kosovo
## 100 Saint Lucia
## 101 Jamaica
## 102 Guyana
## 103 Costa Rica
## 104 Ecuador
## 105 Moldova
## 106 Egypt
## 107 Grenada
## 108 Jordan
## 109 Dominican Republic
## 110 Albania
## 111 Dominica
## 112 Peru
## 113 Vietnam
## 114 Tunisia
## 115 Kyrgyzstan
## 116 Colombia
## 117 Botswana
## 118 Fiji
## 119 Cuba
## 120 Belize
## 121 Namibia
## 122 Indonesia
## 123 Saint Vincent and the Grenadines
## 124 Tajikistan
## 125 Samoa
## 126 Bolivia
## 127 Gabon
## 128 Cabo Verde
## 129 Morocco
## 130 Syria
## 131 El Salvador
## 132 India
## 133 Tonga
## 134 Honduras
## 135 Guatemala
## 136 Eswatini
## 137 Philippines
## 138 Sri Lanka
## 139 Congo, Republic of the
## 140 Pakistan
## 141 Nicaragua
## 142 Cambodia
## 143 Gaza Strip
## 144 West Bank
## 145 Mauritania
## 146 Korea, North
## 147 Angola
## 148 Sao Tome and Principe
## 149 Zambia
## 150 Zimbabwe
## 151 Papua New Guinea
## 152 Ghana
## 153 Vanuatu
## 154 Burma
## 155 Bangladesh
## 156 Kiribati
## 157 Senegal
## 158 Djibouti
## 159 Benin
## 160 Nigeria
## 161 Cote d'Ivoire
## 162 Mozambique
## 163 Sudan
## 164 Lesotho
## 165 Solomon Islands
## 166 Kenya
## 167 Cameroon
## 168 Timor-Leste
## 169 Yemen
## 170 Comoros
## 171 Nepal
## 172 Mali
## 173 Guinea
## 174 Togo
## 175 Haiti
## 176 Liberia
## 177 Gambia, The
## 178 Tanzania
## 179 Burkina Faso
## 180 Afghanistan
## 181 Ethiopia
## 182 Eritrea
## 183 Uganda
## 184 Guinea-Bissau
## 185 South Sudan
## 186 Madagascar
## 187 Malawi
## 188 Sierra Leone
## 189 Rwanda
## 190 Chad
## 191 Niger
## 192 Congo, Democratic Republic of the
## 193 Central African Republic
## 194 Burundi
## 195 Somalia
## 196 Northern Mariana Islands
## 197 Cook Islands
## 198 Montserrat
## 199 Turks and Caicos Islands
## 200 Wake Island
## 201 Nauru
## 202 New Caledonia
## 203 Micronesia, Federated States of
## 204 French Polynesia
## 205 Saint Pierre and Miquelon
## 206 Antarctica
## 207 Saint Helena, Ascension, and Tristan da Cunha
## 208 Tuvalu
## 209 Gibraltar
## 210 Niue
## 211 Falkland Islands (Islas Malvinas)
## 212 Faroe Islands
## slug Btu/person date_of_information
## 1 qatar 723,582,000 2019
## 2 singapore 639,951,000 2019
## 3 bahrain 547,976,000 2019
## 4 united-arab-emirates 471,788,000 2019
## 5 brunei 415,184,000 2019
## 6 canada 403,700,000 2019
## 7 kuwait 381,985,000 2019
## 8 norway 333,833,000 2019
## 9 turkmenistan 330,507,000 2019
## 10 luxembourg 310,068,000 2019
## 11 united-states 304,414,000 2019
## 12 saudi-arabia 296,949,000 2019
## 13 oman 292,022,000 2019
## 14 malta 267,739,000 2019
## 15 korea-south 242,346,000 2019
## 16 australia 241,004,000 2019
## 17 belgium 234,216,000 2019
## 18 russia 227,898,000 2019
## 19 netherlands 219,606,000 2019
## 20 finland 216,571,000 2019
## 21 sweden 210,882,000 2019
## 22 new-zealand 186,804,000 2019
## 23 kazakhstan 180,726,000 2019
## 24 bermuda 176,312,000 2019
## 25 cayman-islands 175,578,000 2019
## 26 aruba 174,629,000 2019
## 27 hong-kong 172,009,000 2019
## 28 austria 171,299,000 2019
## 29 seychelles 163,060,000 2019
## 30 czechia 161,972,000 2019
## 31 germany 161,174,000 2019
## 32 taiwan 160,669,000 2019
## 33 guam 152,767,000 2019
## 34 france 151,053,000 2019
## 35 japan 147,107,000 2019
## 36 iran 145,540,000 2019
## 37 bahamas-the 140,505,000 2019
## 38 switzerland 137,918,000 2019
## 39 slovenia 134,836,000 2019
## 40 cyprus 133,920,000 2019
## 41 ireland 133,674,000 2019
## 42 slovakia 129,665,000 2019
## 43 denmark 124,163,000 2019
## 44 malaysia 123,755,000 2019
## 45 spain 122,673,000 2019
## 46 united-kingdom 119,894,000 2019
## 47 israel 113,273,000 2019
## 48 poland 112,831,000 2019
## 49 italy 112,606,000 2019
## 50 hungary 108,212,000 2019
## 51 greece 108,022,000 2019
## 52 antigua-and-barbuda 107,154,000 2019
## 53 libya 107,118,000 2019
## 54 china 105,687,000 2019
## 55 bulgaria 103,924,000 2019
## 56 belarus 102,558,000 2019
## 57 portugal 101,734,000 2019
## 58 lithuania 101,651,000 2019
## 59 bhutan 100,135,000 2019
## 60 panama 98,946,000 2019
## 61 south-africa 98,474,000 2019
## 62 serbia 98,195,000 2019
## 63 puerto-rico 94,379,000 2019
## 64 croatia 89,733,000 2019
## 65 american-samoa 88,796,000 2019
## 66 latvia 86,645,000 2019
## 67 venezuela 85,829,000 2019
## 68 barbados 83,723,000 2019
## 69 mongolia 83,045,000 2019
## 70 ukraine 82,571,000 2019
## 71 suriname 82,356,000 2019
## 72 chile 81,953,000 2019
## 73 macau 81,407,000 2019
## 74 british-virgin-islands 80,136,000 2019
## 75 mauritius 79,448,000 2019
## 76 turkey-turkiye 79,126,000 2019
## 77 argentina 79,083,000 2019
## 78 montenegro 77,286,000 2019
## 79 thailand 76,714,000 2019
## 80 estonia 76,329,000 2019
## 81 laos 73,187,000 2019
## 82 saint-kitts-and-nevis 71,960,000 2019
## 83 bosnia-and-herzegovina 71,815,000 2019
## 84 romania 71,736,000 2019
## 85 uruguay 66,909,000 2019
## 86 azerbaijan 64,416,000 2019
## 87 georgia 63,286,000 2019
## 88 iraq 63,174,000 2019
## 89 paraguay 62,775,000 2019
## 90 mexico 61,597,000 2019
## 91 algeria 61,433,000 2019
## 92 maldives 59,690,000 2019
## 93 brazil 59,444,000 2019
## 94 uzbekistan 57,709,000 2019
## 95 equatorial-guinea 57,596,000 2019
## 96 north-macedonia 53,572,000 2019
## 97 lebanon 53,528,000 2019
## 98 armenia 53,019,000 2019
## 99 kosovo 51,462,000 2019
## 100 saint-lucia 50,872,000 2019
## 101 jamaica 49,700,000 2019
## 102 guyana 48,608,000 2019
## 103 costa-rica 44,899,000 2019
## 104 ecuador 42,564,000 2019
## 105 moldova 40,398,000 2019
## 106 egypt 40,063,000 2019
## 107 grenada 39,799,000 2019
## 108 jordan 39,331,000 2019
## 109 dominican-republic 39,016,000 2019
## 110 albania 38,442,000 2019
## 111 dominica 37,513,000 2019
## 112 peru 36,465,000 2019
## 113 vietnam 36,392,000 2019
## 114 tunisia 35,620,000 2019
## 115 kyrgyzstan 35,059,000 2019
## 116 colombia 34,703,000 2019
## 117 botswana 34,095,000 2019
## 118 fiji 32,901,000 2019
## 119 cuba 32,785,000 2019
## 120 belize 31,552,000 2019
## 121 namibia 29,811,000 2019
## 122 indonesia 29,680,000 2019
## 123 saint-vincent-and-the-grenadines 27,821,000 2019
## 124 tajikistan 27,651,000 2019
## 125 samoa 27,111,000 2019
## 126 bolivia 27,094,000 2019
## 127 gabon 26,786,000 2019
## 128 cabo-verde 26,539,000 2019
## 129 morocco 24,590,000 2019
## 130 syria 24,567,000 2019
## 131 el-salvador 24,124,000 2019
## 132 india 23,231,000 2019
## 133 tonga 22,841,000 2019
## 134 honduras 19,800,000 2019
## 135 guatemala 19,411,000 2019
## 136 eswatini 19,371,000 2019
## 137 philippines 19,261,000 2019
## 138 sri-lanka 17,268,000 2019
## 139 congo-republic-of-the 16,156,000 2019
## 140 pakistan 15,859,000 2019
## 141 nicaragua 14,916,000 2019
## 142 cambodia 13,629,000 2019
## 143 gaza-strip 13,604,000 2019
## 144 west-bank 13,604,000 2019
## 145 mauritania 13,558,000 2019
## 146 korea-north 12,610,000 2019
## 147 angola 11,693,000 2019
## 148 sao-tome-and-principe 11,636,000 2019
## 149 zambia 11,595,000 2019
## 150 zimbabwe 11,516,000 2019
## 151 papua-new-guinea 11,316,000 2019
## 152 ghana 11,239,000 2019
## 153 vanuatu 10,878,000 2019
## 154 burma 10,679,000 2019
## 155 bangladesh 9,917,000 2019
## 156 kiribati 9,335,000 2019
## 157 senegal 9,221,000 2019
## 158 djibouti 8,869,000 2019
## 159 benin 8,468,000 2019
## 160 nigeria 8,466,000 2019
## 161 cote-divoire 8,225,000 2019
## 162 mozambique 8,107,000 2019
## 163 sudan 8,047,000 2019
## 164 lesotho 7,823,000 2019
## 165 solomon-islands 6,955,000 2019
## 166 kenya 6,310,000 2019
## 167 cameroon 6,187,000 2019
## 168 timor-leste 5,740,000 2019
## 169 yemen 5,453,000 2019
## 170 comoros 5,346,000 2019
## 171 nepal 5,219,000 2019
## 172 mali 4,396,000 2019
## 173 guinea 4,133,000 2019
## 174 togo 4,113,000 2019
## 175 haiti 3,970,000 2019
## 176 liberia 3,790,000 2019
## 177 gambia-the 3,547,000 2019
## 178 tanzania 3,334,000 2019
## 179 burkina-faso 3,230,000 2019
## 180 afghanistan 3,227,000 2019
## 181 ethiopia 3,219,000 2019
## 182 eritrea 3,217,000 2019
## 183 uganda 2,943,000 2019
## 184 guinea-bissau 2,460,000 2019
## 185 south-sudan 2,404,000 2019
## 186 madagascar 2,307,000 2019
## 187 malawi 1,809,000 2019
## 188 sierra-leone 1,803,000 2019
## 189 rwanda 1,704,000 2019
## 190 chad 1,575,000 2019
## 191 niger 1,540,000 2019
## 192 congo-democratic-republic-of-the 1,371,000 2019
## 193 central-african-republic 1,121,000 2019
## 194 burundi 1,087,000 2019
## 195 somalia 802,000 2019
## 196 northern-mariana-islands 0 2019
## 197 cook-islands 0 2019
## 198 montserrat 0 2019
## 199 turks-and-caicos-islands 0 2019
## 200 wake-island 0 2019
## 201 nauru 0 2019
## 202 new-caledonia 0 2019
## 203 micronesia-federated-states-of 0 2019
## 204 french-polynesia 0 2019
## 205 saint-pierre-and-miquelon 0 2019
## 206 antarctica 0 2019
## 207 saint-helena-ascension-and-tristan-da-cunha 0 2019
## 208 tuvalu 0 2019
## 209 gibraltar 0 2019
## 210 niue 0 2019
## 211 falkland-islands-islas-malvinas 0 2019
## 212 faroe-islands 0 2019
## ranking region
## 1 1 Middle East
## 2 2 East and Southeast Asia
## 3 3 Middle East
## 4 4 Middle East
## 5 5 East and Southeast Asia
## 6 6 North America
## 7 7 Middle East
## 8 8 Europe
## 9 9 Central Asia
## 10 10 Europe
## 11 11 North America
## 12 12 Middle East
## 13 13 Middle East
## 14 14 Europe
## 15 15 East and Southeast Asia
## 16 16 Australia and Oceania
## 17 17 Europe
## 18 18 Central Asia
## 19 19 Europe
## 20 20 Europe
## 21 21 Europe
## 22 22 Australia and Oceania
## 23 23 Central Asia
## 24 24 North America
## 25 25 Central America and the Caribbean
## 26 26 Central America and the Caribbean
## 27 27 East and Southeast Asia
## 28 28 Europe
## 29 29 Africa
## 30 30 Europe
## 31 31 Europe
## 32 32 East and Southeast Asia
## 33 33 Australia and Oceania
## 34 34 Europe
## 35 35 East and Southeast Asia
## 36 36 Middle East
## 37 37 Central America and the Caribbean
## 38 38 Europe
## 39 39 Europe
## 40 40 Europe
## 41 41 Europe
## 42 42 Europe
## 43 43 Europe
## 44 44 East and Southeast Asia
## 45 45 Europe
## 46 46 Europe
## 47 47 Middle East
## 48 48 Europe
## 49 49 Europe
## 50 50 Europe
## 51 51 Europe
## 52 52 Central America and the Caribbean
## 53 53 Africa
## 54 54 East and Southeast Asia
## 55 55 Europe
## 56 56 Europe
## 57 57 Europe
## 58 58 Europe
## 59 59 South Asia
## 60 60 Central America and the Caribbean
## 61 61 Africa
## 62 62 Europe
## 63 63 Central America and the Caribbean
## 64 64 Europe
## 65 65 Australia and Oceania
## 66 66 Europe
## 67 67 South America
## 68 68 Central America and the Caribbean
## 69 69 East and Southeast Asia
## 70 70 Europe
## 71 71 South America
## 72 72 South America
## 73 73 East and Southeast Asia
## 74 74 Central America and the Caribbean
## 75 75 Africa
## 76 76 Middle East
## 77 77 South America
## 78 78 Europe
## 79 79 East and Southeast Asia
## 80 80 Europe
## 81 81 East and Southeast Asia
## 82 82 Central America and the Caribbean
## 83 83 Europe
## 84 84 Europe
## 85 85 South America
## 86 86 Middle East
## 87 87 Middle East
## 88 88 Middle East
## 89 89 South America
## 90 90 North America
## 91 91 Africa
## 92 92 South Asia
## 93 93 South America
## 94 94 Central Asia
## 95 95 Africa
## 96 96 Europe
## 97 97 Middle East
## 98 98 Middle East
## 99 99 Europe
## 100 100 Central America and the Caribbean
## 101 101 Central America and the Caribbean
## 102 102 South America
## 103 103 Central America and the Caribbean
## 104 104 South America
## 105 105 Europe
## 106 106 Africa
## 107 107 Central America and the Caribbean
## 108 108 Middle East
## 109 109 Central America and the Caribbean
## 110 110 Europe
## 111 111 Central America and the Caribbean
## 112 112 South America
## 113 113 East and Southeast Asia
## 114 114 Africa
## 115 115 Central Asia
## 116 116 South America
## 117 117 Africa
## 118 118 Australia and Oceania
## 119 119 Central America and the Caribbean
## 120 120 Central America and the Caribbean
## 121 121 Africa
## 122 122 East and Southeast Asia
## 123 123 Central America and the Caribbean
## 124 124 Central Asia
## 125 125 Australia and Oceania
## 126 126 South America
## 127 127 Africa
## 128 128 Africa
## 129 129 Africa
## 130 130 Middle East
## 131 131 Central America and the Caribbean
## 132 132 South Asia
## 133 133 Australia and Oceania
## 134 134 Central America and the Caribbean
## 135 135 Central America and the Caribbean
## 136 136 Africa
## 137 137 East and Southeast Asia
## 138 138 South Asia
## 139 139 Africa
## 140 140 South Asia
## 141 141 Central America and the Caribbean
## 142 142 East and Southeast Asia
## 143 143 Middle East
## 144 144 Middle East
## 145 145 Africa
## 146 146 East and Southeast Asia
## 147 147 Africa
## 148 148 Africa
## 149 149 Africa
## 150 150 Africa
## 151 151 East and Southeast Asia
## 152 152 Africa
## 153 153 Australia and Oceania
## 154 154 East and Southeast Asia
## 155 155 South Asia
## 156 156 Australia and Oceania
## 157 157 Africa
## 158 158 Africa
## 159 159 Africa
## 160 160 Africa
## 161 161 Africa
## 162 162 Africa
## 163 163 Africa
## 164 164 Africa
## 165 165 Australia and Oceania
## 166 166 Africa
## 167 167 Africa
## 168 168 East and Southeast Asia
## 169 169 Middle East
## 170 170 Africa
## 171 171 South Asia
## 172 172 Africa
## 173 173 Africa
## 174 174 Africa
## 175 175 Central America and the Caribbean
## 176 176 Africa
## 177 177 Africa
## 178 178 Africa
## 179 179 Africa
## 180 180 South Asia
## 181 181 Africa
## 182 182 Africa
## 183 183 Africa
## 184 184 Africa
## 185 185 Africa
## 186 186 Africa
## 187 187 Africa
## 188 188 Africa
## 189 189 Africa
## 190 190 Africa
## 191 191 Africa
## 192 192 Africa
## 193 193 Africa
## 194 194 Africa
## 195 195 Africa
## 196 196 Australia and Oceania
## 197 197 Australia and Oceania
## 198 198 Central America and the Caribbean
## 199 199 Central America and the Caribbean
## 200 200 Australia and Oceania
## 201 201 Australia and Oceania
## 202 202 Australia and Oceania
## 203 203 Australia and Oceania
## 204 204 Australia and Oceania
## 205 205 North America
## 206 206 Antarctica
## 207 207 Africa
## 208 208 Australia and Oceania
## 209 209 Europe
## 210 210 Australia and Oceania
## 211 211 South America
## 212 212 Europedata71 <- data7[, c('Btu/person', 'region')]
head(data71)## Btu/person region
## 1 723,582,000 Middle East
## 2 639,951,000 East and Southeast Asia
## 3 547,976,000 Middle East
## 4 471,788,000 Middle East
## 5 415,184,000 East and Southeast Asia
## 6 403,700,000 North Americalibrary(rio)
data8= import("Electricity - installed generating capacity.csv")
data8## name
## 1 China
## 2 United States
## 3 India
## 4 Japan
## 5 Russia
## 6 Germany
## 7 Brazil
## 8 Canada
## 9 France
## 10 Korea, South
## 11 Italy
## 12 Spain
## 13 United Kingdom
## 14 Turkey (Turkiye)
## 15 Mexico
## 16 Australia
## 17 Iran
## 18 Saudi Arabia
## 19 Indonesia
## 20 Vietnam
## 21 South Africa
## 22 Egypt
## 23 Taiwan
## 24 Ukraine
## 25 Thailand
## 26 Poland
## 27 Argentina
## 28 Sweden
## 29 Netherlands
## 30 Pakistan
## 31 Norway
## 32 United Arab Emirates
## 33 Malaysia
## 34 Venezuela
## 35 Chile
## 36 Austria
## 37 Iraq
## 38 Philippines
## 39 Belgium
## 40 Kazakhstan
## 41 Switzerland
## 42 Czechia
## 43 Portugal
## 44 Algeria
## 45 Greece
## 46 Romania
## 47 Finland
## 48 Colombia
## 49 Kuwait
## 50 Israel
## 51 Bangladesh
## 52 Denmark
## 53 Uzbekistan
## 54 Peru
## 55 Morocco
## 56 Hong Kong
## 57 Singapore
## 58 Nigeria
## 59 Ireland
## 60 Belarus
## 61 Bulgaria
## 62 Hungary
## 63 Qatar
## 64 Libya
## 65 Syria
## 66 New Zealand
## 67 Ecuador
## 68 Laos
## 69 Serbia
## 70 Paraguay
## 71 Oman
## 72 Korea, North
## 73 Slovakia
## 74 Azerbaijan
## 75 Cuba
## 76 Angola
## 77 Burma
## 78 Tajikistan
## 79 Bahrain
## 80 Puerto Rico
## 81 Tunisia
## 82 Dominican Republic
## 83 Jordan
## 84 Uruguay
## 85 Ghana
## 86 Turkmenistan
## 87 Guatemala
## 88 Croatia
## 89 Ethiopia
## 90 Bosnia and Herzegovina
## 91 Kyrgyzstan
## 92 Georgia
## 93 Sri Lanka
## 94 Sudan
## 95 Panama
## 96 Slovenia
## 97 Honduras
## 98 Bolivia
## 99 Lebanon
## 100 Costa Rica
## 101 Armenia
## 102 Lithuania
## 103 Haiti
## 104 Kenya
## 105 Latvia
## 106 Zambia
## 107 Estonia
## 108 Iceland
## 109 Cambodia
## 110 Congo, Democratic Republic of the
## 111 Mozambique
## 112 El Salvador
## 113 Albania
## 114 Zimbabwe
## 115 Uganda
## 116 Bhutan
## 117 Cote d'Ivoire
## 118 Trinidad and Tobago
## 119 North Macedonia
## 120 Luxembourg
## 121 Cyprus
## 122 Nicaragua
## 123 Yemen
## 124 Cameroon
## 125 Tanzania
## 126 Mongolia
## 127 Kosovo
## 128 Nepal
## 129 Senegal
## 130 Brunei
## 131 Jamaica
## 132 Papua New Guinea
## 133 New Caledonia
## 134 Montenegro
## 135 Guinea
## 136 Mauritius
## 137 Mali
## 138 Gabon
## 139 Malta
## 140 Afghanistan
## 141 Botswana
## 142 Mauritania
## 143 Namibia
## 144 Congo, Republic of the
## 145 Malawi
## 146 Moldova
## 147 Madagascar
## 148 Bahamas, The
## 149 Maldives
## 150 Suriname
## 151 Macau
## 152 Benin
## 153 Guam
## 154 Fiji
## 155 Burkina Faso
## 156 Guyana
## 157 Equatorial Guinea
## 158 Niger
## 159 Virgin Islands
## 160 Barbados
## 161 Aruba
## 162 Eswatini
## 163 Timor-Leste
## 164 French Polynesia
## 165 Rwanda
## 166 Eritrea
## 167 West Bank
## 168 Gaza Strip
## 169 Togo
## 170 Cabo Verde
## 171 Belize
## 172 Liberia
## 173 Greenland
## 174 Sierra Leone
## 175 Cayman Islands
## 176 Bermuda
## 177 Seychelles
## 178 Gambia, The
## 179 Djibouti
## 180 Faroe Islands
## 181 South Sudan
## 182 Antigua and Barbuda
## 183 Burundi
## 184 Saint Lucia
## 185 Somalia
## 186 Chad
## 187 Turks and Caicos Islands
## 188 Lesotho
## 189 Saint Kitts and Nevis
## 190 Grenada
## 191 Samoa
## 192 Saint Vincent and the Grenadines
## 193 American Samoa
## 194 Gibraltar
## 195 Dominica
## 196 Solomon Islands
## 197 Central African Republic
## 198 Vanuatu
## 199 Comoros
## 200 British Virgin Islands
## 201 Sao Tome and Principe
## 202 Guinea-Bissau
## 203 Tonga
## 204 Saint Pierre and Miquelon
## 205 Cook Islands
## 206 Nauru
## 207 Kiribati
## 208 Falkland Islands (Islas Malvinas)
## 209 Saint Helena, Ascension, and Tristan da Cunha
## 210 Montserrat
## 211 Niue
## 212 Antarctica
## 213 Wake Island
## slug kW
## 1 china 2,217,925,000
## 2 united-states 1,143,266,000
## 3 india 432,768,000
## 4 japan 348,666,000
## 5 russia 276,463,000
## 6 germany 248,265,000
## 7 brazil 195,037,000
## 8 canada 153,251,000
## 9 france 138,611,000
## 10 korea-south 135,789,000
## 11 italy 121,442,000
## 12 spain 115,837,000
## 13 united-kingdom 113,153,000
## 14 turkey-turkiye 96,846,000
## 15 mexico 93,430,000
## 16 australia 82,517,000
## 17 iran 80,553,000
## 18 saudi-arabia 76,785,000
## 19 indonesia 69,065,000
## 20 vietnam 65,283,000
## 21 south-africa 62,728,000
## 22 egypt 59,826,000
## 23 taiwan 57,738,000
## 24 ukraine 56,816,000
## 25 thailand 53,130,000
## 26 poland 47,269,000
## 27 argentina 44,731,000
## 28 sweden 43,499,000
## 29 netherlands 43,409,000
## 30 pakistan 39,925,000
## 31 norway 38,360,000
## 32 united-arab-emirates 35,173,000
## 33 malaysia 34,959,000
## 34 venezuela 32,956,000
## 35 chile 29,808,000
## 36 austria 28,376,000
## 37 iraq 28,369,000
## 38 philippines 27,885,000
## 39 belgium 26,929,000
## 40 kazakhstan 25,022,000
## 41 switzerland 22,921,000
## 42 czechia 22,485,000
## 43 portugal 22,364,000
## 44 algeria 21,694,000
## 45 greece 21,545,000
## 46 romania 20,528,000
## 47 finland 20,418,000
## 48 colombia 19,769,000
## 49 kuwait 19,371,000
## 50 israel 18,993,000
## 51 bangladesh 18,461,000
## 52 denmark 17,655,000
## 53 uzbekistan 16,042,000
## 54 peru 15,340,000
## 55 morocco 14,187,000
## 56 hong-kong 14,168,000
## 57 singapore 12,240,000
## 58 nigeria 11,691,000
## 59 ireland 11,430,000
## 60 belarus 11,360,000
## 61 bulgaria 11,097,000
## 62 hungary 10,873,000
## 63 qatar 10,633,000
## 64 libya 10,516,000
## 65 syria 10,082,000
## 66 new-zealand 9,615,000
## 67 ecuador 9,354,000
## 68 laos 9,346,000
## 69 serbia 8,986,000
## 70 paraguay 8,831,000
## 71 oman 8,601,000
## 72 korea-north 8,413,000
## 73 slovakia 7,868,000
## 74 azerbaijan 7,677,000
## 75 cuba 7,479,000
## 76 angola 7,344,000
## 77 burma 7,247,000
## 78 tajikistan 7,114,000
## 79 bahrain 6,982,000
## 80 puerto-rico 6,180,000
## 81 tunisia 5,777,000
## 82 dominican-republic 5,674,000
## 83 jordan 5,644,000
## 84 uruguay 5,348,000
## 85 ghana 5,312,000
## 86 turkmenistan 5,205,000
## 87 guatemala 5,185,000
## 88 croatia 4,940,000
## 89 ethiopia 4,856,000
## 90 bosnia-and-herzegovina 4,775,000
## 91 kyrgyzstan 4,626,000
## 92 georgia 4,579,000
## 93 sri-lanka 4,527,000
## 94 sudan 4,354,000
## 95 panama 4,106,000
## 96 slovenia 4,062,000
## 97 honduras 3,991,000
## 98 bolivia 3,834,000
## 99 lebanon 3,768,000
## 100 costa-rica 3,674,000
## 101 armenia 3,633,000
## 102 lithuania 3,512,000
## 103 haiti 3,453,000
## 104 kenya 3,304,000
## 105 latvia 3,089,000
## 106 zambia 3,065,000
## 107 estonia 3,030,000
## 108 iceland 2,967,000
## 109 cambodia 2,954,000
## 110 congo-democratic-republic-of-the 2,919,000
## 111 mozambique 2,765,000
## 112 el-salvador 2,586,000
## 113 albania 2,531,000
## 114 zimbabwe 2,473,000
## 115 uganda 2,397,000
## 116 bhutan 2,334,000
## 117 cote-divoire 2,197,000
## 118 trinidad-and-tobago 2,123,000
## 119 north-macedonia 1,928,000
## 120 luxembourg 1,899,000
## 121 cyprus 1,881,000
## 122 nicaragua 1,837,000
## 123 yemen 1,772,000
## 124 cameroon 1,754,000
## 125 tanzania 1,623,000
## 126 mongolia 1,479,000
## 127 kosovo 1,424,000
## 128 nepal 1,392,000
## 129 senegal 1,312,000
## 130 brunei 1,261,000
## 131 jamaica 1,216,000
## 132 papua-new-guinea 1,139,000
## 133 new-caledonia 1,071,000
## 134 montenegro 1,007,000
## 135 guinea 992,000
## 136 mauritius 936,000
## 137 mali 890,000
## 138 gabon 784,000
## 139 malta 784,000
## 140 afghanistan 776,000
## 141 botswana 766,000
## 142 mauritania 656,000
## 143 namibia 640,000
## 144 congo-republic-of-the 629,000
## 145 malawi 618,000
## 146 moldova 594,000
## 147 madagascar 587,000
## 148 bahamas-the 578,000
## 149 maldives 545,000
## 150 suriname 542,000
## 151 macau 478,000
## 152 benin 475,000
## 153 guam 455,000
## 154 fiji 393,000
## 155 burkina-faso 392,000
## 156 guyana 380,000
## 157 equatorial-guinea 349,000
## 158 niger 324,000
## 159 virgin-islands 321,000
## 160 barbados 311,000
## 161 aruba 296,000
## 162 eswatini 286,000
## 163 timor-leste 284,000
## 164 french-polynesia 272,000
## 165 rwanda 265,000
## 166 eritrea 228,000
## 167 west-bank 215,000
## 168 gaza-strip 215,000
## 169 togo 210,000
## 170 cabo-verde 205,000
## 171 belize 204,000
## 172 liberia 196,000
## 173 greenland 187,000
## 174 sierra-leone 180,000
## 175 cayman-islands 174,000
## 176 bermuda 172,000
## 177 seychelles 157,000
## 178 gambia-the 137,000
## 179 djibouti 130,000
## 180 faroe-islands 128,000
## 181 south-sudan 121,000
## 182 antigua-and-barbuda 117,000
## 183 burundi 100,000
## 184 saint-lucia 92,000
## 185 somalia 91,000
## 186 chad 87,000
## 187 turks-and-caicos-islands 85,000
## 188 lesotho 74,000
## 189 saint-kitts-and-nevis 71,000
## 190 grenada 55,000
## 191 samoa 50,000
## 192 saint-vincent-and-the-grenadines 49,000
## 193 american-samoa 47,000
## 194 gibraltar 43,000
## 195 dominica 42,000
## 196 solomon-islands 40,000
## 197 central-african-republic 38,000
## 198 vanuatu 35,000
## 199 comoros 35,000
## 200 british-virgin-islands 33,000
## 201 sao-tome-and-principe 28,000
## 202 guinea-bissau 28,000
## 203 tonga 26,000
## 204 saint-pierre-and-miquelon 26,000
## 205 cook-islands 18,000
## 206 nauru 15,000
## 207 kiribati 11,000
## 208 falkland-islands-islas-malvinas 11,000
## 209 saint-helena-ascension-and-tristan-da-cunha 8,000
## 210 montserrat 5,000
## 211 niue 3,000
## 212 antarctica 0
## 213 wake-island 0
## date_of_information ranking region
## 1 2020 1 East and Southeast Asia
## 2 2020 2 North America
## 3 2020 3 South Asia
## 4 2020 4 East and Southeast Asia
## 5 2020 5 Central Asia
## 6 2020 6 Europe
## 7 2020 7 South America
## 8 2020 8 North America
## 9 2020 9 Europe
## 10 2020 10 East and Southeast Asia
## 11 2020 11 Europe
## 12 2020 12 Europe
## 13 2020 13 Europe
## 14 2020 14 Middle East
## 15 2020 15 North America
## 16 2020 16 Australia and Oceania
## 17 2020 17 Middle East
## 18 2020 18 Middle East
## 19 2020 19 East and Southeast Asia
## 20 2020 20 East and Southeast Asia
## 21 2020 21 Africa
## 22 2020 22 Africa
## 23 2020 23 East and Southeast Asia
## 24 2020 24 Europe
## 25 2020 25 East and Southeast Asia
## 26 2020 26 Europe
## 27 2020 27 South America
## 28 2020 28 Europe
## 29 2020 29 Europe
## 30 2020 30 South Asia
## 31 2020 31 Europe
## 32 2020 32 Middle East
## 33 2020 33 East and Southeast Asia
## 34 2020 34 South America
## 35 2020 35 South America
## 36 2020 36 Europe
## 37 2020 37 Middle East
## 38 2020 38 East and Southeast Asia
## 39 2020 39 Europe
## 40 2020 40 Central Asia
## 41 2020 41 Europe
## 42 2020 42 Europe
## 43 2020 43 Europe
## 44 2020 44 Africa
## 45 2020 45 Europe
## 46 2020 46 Europe
## 47 2020 47 Europe
## 48 2020 48 South America
## 49 2020 49 Middle East
## 50 2020 50 Middle East
## 51 2020 51 South Asia
## 52 2020 52 Europe
## 53 2020 53 Central Asia
## 54 2020 54 South America
## 55 2020 55 Africa
## 56 2020 56 East and Southeast Asia
## 57 2020 57 East and Southeast Asia
## 58 2020 58 Africa
## 59 2020 59 Europe
## 60 2020 60 Europe
## 61 2020 61 Europe
## 62 2020 62 Europe
## 63 2020 63 Middle East
## 64 2020 64 Africa
## 65 2020 65 Middle East
## 66 2020 66 Australia and Oceania
## 67 2020 67 South America
## 68 2020 68 East and Southeast Asia
## 69 2020 69 Europe
## 70 2020 70 South America
## 71 2020 71 Middle East
## 72 2020 72 East and Southeast Asia
## 73 2020 73 Europe
## 74 2020 74 Middle East
## 75 2020 75 Central America and the Caribbean
## 76 2020 76 Africa
## 77 2020 77 East and Southeast Asia
## 78 2020 78 Central Asia
## 79 2020 79 Middle East
## 80 2020 80 Central America and the Caribbean
## 81 2020 81 Africa
## 82 2020 82 Central America and the Caribbean
## 83 2020 83 Middle East
## 84 2020 84 South America
## 85 2020 85 Africa
## 86 2020 86 Central Asia
## 87 2020 87 Central America and the Caribbean
## 88 2020 88 Europe
## 89 2020 89 Africa
## 90 2020 90 Europe
## 91 2020 91 Central Asia
## 92 2020 92 Middle East
## 93 2020 93 South Asia
## 94 2020 94 Africa
## 95 2020 95 Central America and the Caribbean
## 96 2020 96 Europe
## 97 2020 97 Central America and the Caribbean
## 98 2020 98 South America
## 99 2020 99 Middle East
## 100 2020 100 Central America and the Caribbean
## 101 2020 101 Middle East
## 102 2020 102 Europe
## 103 2020 103 Central America and the Caribbean
## 104 2020 104 Africa
## 105 2020 105 Europe
## 106 2020 106 Africa
## 107 2020 107 Europe
## 108 2020 108 Europe
## 109 2020 109 East and Southeast Asia
## 110 2020 110 Africa
## 111 2020 111 Africa
## 112 2020 112 Central America and the Caribbean
## 113 2020 113 Europe
## 114 2020 114 Africa
## 115 2020 115 Africa
## 116 2020 116 South Asia
## 117 2020 117 Africa
## 118 2020 118 Central America and the Caribbean
## 119 2020 119 Europe
## 120 2020 120 Europe
## 121 2020 121 Europe
## 122 2020 122 Central America and the Caribbean
## 123 2020 123 Middle East
## 124 2020 124 Africa
## 125 2020 125 Africa
## 126 2020 126 East and Southeast Asia
## 127 2020 127 Europe
## 128 2020 128 South Asia
## 129 2020 129 Africa
## 130 2020 130 East and Southeast Asia
## 131 2020 131 Central America and the Caribbean
## 132 2020 132 East and Southeast Asia
## 133 2020 133 Australia and Oceania
## 134 2020 134 Europe
## 135 2020 135 Africa
## 136 2020 136 Africa
## 137 2020 137 Africa
## 138 2020 138 Africa
## 139 2020 139 Europe
## 140 2020 140 South Asia
## 141 2020 141 Africa
## 142 2020 142 Africa
## 143 2020 143 Africa
## 144 2020 144 Africa
## 145 2020 145 Africa
## 146 2020 146 Europe
## 147 2020 147 Africa
## 148 2020 148 Central America and the Caribbean
## 149 2020 149 South Asia
## 150 2020 150 South America
## 151 2020 151 East and Southeast Asia
## 152 2020 152 Africa
## 153 2020 153 Australia and Oceania
## 154 2020 154 Australia and Oceania
## 155 2020 155 Africa
## 156 2020 156 South America
## 157 2020 157 Africa
## 158 2020 158 Africa
## 159 2020 159 Central America and the Caribbean
## 160 2020 160 Central America and the Caribbean
## 161 2020 161 Central America and the Caribbean
## 162 2020 162 Africa
## 163 2020 163 East and Southeast Asia
## 164 2020 164 Australia and Oceania
## 165 2020 165 Africa
## 166 2020 166 Africa
## 167 2020 167 Middle East
## 168 2020 168 Middle East
## 169 2020 169 Africa
## 170 2020 170 Africa
## 171 2020 171 Central America and the Caribbean
## 172 2020 172 Africa
## 173 2020 173 North America
## 174 2020 174 Africa
## 175 2020 175 Central America and the Caribbean
## 176 2020 176 North America
## 177 2020 177 Africa
## 178 2020 178 Africa
## 179 2020 179 Africa
## 180 2020 180 Europe
## 181 2020 181 Africa
## 182 2020 182 Central America and the Caribbean
## 183 2020 183 Africa
## 184 2020 184 Central America and the Caribbean
## 185 2020 185 Africa
## 186 2020 186 Africa
## 187 2020 187 Central America and the Caribbean
## 188 2020 188 Africa
## 189 2020 189 Central America and the Caribbean
## 190 2020 190 Central America and the Caribbean
## 191 2020 191 Australia and Oceania
## 192 2020 192 Central America and the Caribbean
## 193 2020 193 Australia and Oceania
## 194 2020 194 Europe
## 195 2020 195 Central America and the Caribbean
## 196 2020 196 Australia and Oceania
## 197 2020 197 Africa
## 198 2020 198 Australia and Oceania
## 199 2020 199 Africa
## 200 2020 200 Central America and the Caribbean
## 201 2020 201 Africa
## 202 2020 202 Africa
## 203 2020 203 Australia and Oceania
## 204 2020 204 North America
## 205 2020 205 Australia and Oceania
## 206 2020 206 Australia and Oceania
## 207 2020 207 Australia and Oceania
## 208 2020 208 South America
## 209 2020 209 Africa
## 210 2020 210 Central America and the Caribbean
## 211 2020 211 Australia and Oceania
## 212 2020 212 Antarctica
## 213 2020 213 Australia and Oceaniadata81 <- data8[, c('kW', 'region')]
head(data81)## kW region
## 1 2,217,925,000 East and Southeast Asia
## 2 1,143,266,000 North America
## 3 432,768,000 South Asia
## 4 348,666,000 East and Southeast Asia
## 5 276,463,000 Central Asia
## 6 248,265,000 Europelibrary(rio)
data9= import("Debt - external.csv")
data9## name slug
## 1 United States united-states
## 2 United Kingdom united-kingdom
## 3 France france
## 4 Germany germany
## 5 Netherlands netherlands
## 6 Luxembourg luxembourg
## 7 Japan japan
## 8 Australia australia
## 9 Ireland ireland
## 10 Italy italy
## 11 Spain spain
## 12 Canada canada
## 13 China china
## 14 Switzerland switzerland
## 15 Hong Kong hong-kong
## 16 Singapore singapore
## 17 Belgium belgium
## 18 Sweden sweden
## 19 Austria austria
## 20 Brazil brazil
## 21 Norway norway
## 22 Finland finland
## 23 India india
## 24 Denmark denmark
## 25 Greece greece
## 26 Russia russia
## 27 Portugal portugal
## 28 Korea, South korea-south
## 29 Mexico mexico
## 30 Turkey (Turkiye) turkey-turkiye
## 31 Indonesia indonesia
## 32 Poland poland
## 33 Argentina argentina
## 34 United Arab Emirates united-arab-emirates
## 35 Mauritius mauritius
## 36 Malaysia malaysia
## 37 Cyprus cyprus
## 38 Saudi Arabia saudi-arabia
## 39 Chile chile
## 40 Czechia czechia
## 41 New Zealand new-zealand
## 42 Taiwan taiwan
## 43 South Africa south-africa
## 44 Thailand thailand
## 45 Qatar qatar
## 46 Kazakhstan kazakhstan
## 47 Colombia colombia
## 48 Israel israel
## 49 Hungary hungary
## 50 Romania romania
## 51 Ukraine ukraine
## 52 Slovakia slovakia
## 53 Egypt egypt
## 54 Pakistan pakistan
## 55 Panama panama
## 56 Venezuela venezuela
## 57 Malta malta
## 58 Vietnam vietnam
## 59 Philippines philippines
## 60 Peru peru
## 61 Iraq iraq
## 62 Puerto Rico puerto-rico
## 63 Sudan sudan
## 64 Sri Lanka sri-lanka
## 65 Morocco morocco
## 66 Bahrain bahrain
## 67 Ecuador ecuador
## 68 Bangladesh bangladesh
## 69 Slovenia slovenia
## 70 Croatia croatia
## 71 Kuwait kuwait
## 72 Oman oman
## 73 Uruguay uruguay
## 74 Angola angola
## 75 Latvia latvia
## 76 Belarus belarus
## 77 Bulgaria bulgaria
## 78 Lithuania lithuania
## 79 Tunisia tunisia
## 80 Lebanon lebanon
## 81 Jordan jordan
## 82 Serbia serbia
## 83 Cuba cuba
## 84 Mongolia mongolia
## 85 Costa Rica costa-rica
## 86 Kenya kenya
## 87 Ethiopia ethiopia
## 88 Nigeria nigeria
## 89 Estonia estonia
## 90 Dominican Republic dominican-republic
## 91 Guatemala guatemala
## 92 Tanzania tanzania
## 93 Ghana ghana
## 94 Iceland iceland
## 95 Palau palau
## 96 Georgia georgia
## 97 Papua New Guinea papua-new-guinea
## 98 Bahamas, The bahamas-the
## 99 Azerbaijan azerbaijan
## 100 El Salvador el-salvador
## 101 Uzbekistan uzbekistan
## 102 Paraguay paraguay
## 103 Laos laos
## 104 Jamaica jamaica
## 105 Cote d'Ivoire cote-divoire
## 106 Bolivia bolivia
## 107 Cambodia cambodia
## 108 Nicaragua nicaragua
## 109 Zambia zambia
## 110 Armenia armenia
## 111 Mozambique mozambique
## 112 Bosnia and Herzegovina bosnia-and-herzegovina
## 113 Cameroon cameroon
## 114 Zimbabwe zimbabwe
## 115 Albania albania
## 116 Honduras honduras
## 117 North Macedonia north-macedonia
## 118 Senegal senegal
## 119 Kyrgyzstan kyrgyzstan
## 120 Trinidad and Tobago trinidad-and-tobago
## 121 Iran iran
## 122 Namibia namibia
## 123 Moldova moldova
## 124 Yemen yemen
## 125 Burma burma
## 126 Gabon gabon
## 127 Tajikistan tajikistan
## 128 Uganda uganda
## 129 Nepal nepal
## 130 Algeria algeria
## 131 Somalia somalia
## 132 Korea, North korea-north
## 133 Syria syria
## 134 Congo, Democratic Republic of the congo-democratic-republic-of-the
## 135 Seychelles seychelles
## 136 Congo, Republic of the congo-republic-of-the
## 137 Barbados barbados
## 138 Mali mali
## 139 Mauritania mauritania
## 140 Niger niger
## 141 Rwanda rwanda
## 142 Madagascar madagascar
## 143 Burkina Faso burkina-faso
## 144 Libya libya
## 145 Benin benin
## 146 Haiti haiti
## 147 Bhutan bhutan
## 148 Montenegro montenegro
## 149 Bermuda bermuda
## 150 Kosovo kosovo
## 151 Botswana botswana
## 152 Malawi malawi
## 153 Djibouti djibouti
## 154 Chad chad
## 155 Cabo Verde cabo-verde
## 156 Suriname suriname
## 157 Guyana guyana
## 158 West Bank west-bank
## 159 Sierra Leone sierra-leone
## 160 Guinea guinea
## 161 Togo togo
## 162 Belize belize
## 163 Equatorial Guinea equatorial-guinea
## 164 Guinea-Bissau guinea-bissau
## 165 Fiji fiji
## 166 Lesotho lesotho
## 167 Maldives maldives
## 168 Liberia liberia
## 169 Grenada grenada
## 170 Eritrea eritrea
## 171 Central African Republic central-african-republic
## 172 Solomon Islands solomon-islands
## 173 Aruba aruba
## 174 Burundi burundi
## 175 Gambia, The gambia-the
## 176 Saint Lucia saint-lucia
## 177 Turkmenistan turkmenistan
## 178 Eswatini eswatini
## 179 Antigua and Barbuda antigua-and-barbuda
## 180 Samoa samoa
## 181 Faroe Islands faroe-islands
## 182 Saint Vincent and the Grenadines saint-vincent-and-the-grenadines
## 183 Timor-Leste timor-leste
## 184 Sao Tome and Principe sao-tome-and-principe
## 185 Afghanistan afghanistan
## 186 Dominica dominica
## 187 Saint Kitts and Nevis saint-kitts-and-nevis
## 188 Vanuatu vanuatu
## 189 Comoros comoros
## 190 Tonga tonga
## 191 Cook Islands cook-islands
## 192 New Caledonia new-caledonia
## 193 Marshall Islands marshall-islands
## 194 Micronesia, Federated States of micronesia-federated-states-of
## 195 Anguilla anguilla
## 196 Kiribati kiribati
## 197 Greenland greenland
## 198 British Virgin Islands british-virgin-islands
## 199 Nauru nauru
## 200 Montserrat montserrat
## 201 Wallis and Futuna wallis-and-futuna
## 202 Niue niue
## 203 Macau macau
## 204 Falkland Islands (Islas Malvinas) falkland-islands-islas-malvinas
## 205 Andorra andorra
## 206 Brunei brunei
## 207 Liechtenstein liechtenstein
## value date_of_information ranking
## 1 $20,275,951,000,000 2019 1
## 2 $8,722,000,000,000 2019 2
## 3 $6,356,000,000,000 2019 3
## 4 $5,671,463,000,000 2019 4
## 5 $4,345,413,000,000 2019 5
## 6 $4,266,792,000,000 2019 6
## 7 $4,254,271,000,000 2019 7
## 8 $3,115,913,000,000 2019 8
## 9 $2,829,000,000,000 2019 9
## 10 $2,463,208,000,000 2019 10
## 11 $2,338,000,000,000 2019 11
## 12 $2,124,887,000,000 2019 12
## 13 $2,027,950,000,000 2019 13
## 14 $1,909,000,000,000 2019 14
## 15 $1,648,409,000,000 2019 15
## 16 $1,557,646,000,000 2019 16
## 17 $1,317,513,000,000 2019 17
## 18 $911,317,000,000 2019 18
## 19 $688,434,000,000 2019 19
## 20 $681,336,000,000 2019 20
## 21 $651,040,000,000 2019 21
## 22 $631,549,000,000 2019 22
## 23 $555,388,000,000 2019 23
## 24 $504,808,000,000 2019 24
## 25 $484,888,000,000 2019 25
## 26 $479,844,000,000 2019 26
## 27 $462,431,000,000 2019 27
## 28 $457,745,000,000 2019 28
## 29 $456,713,000,000 2019 29
## 30 $438,677,000,000 2019 30
## 31 $393,252,000,000 2019 31
## 32 $351,770,000,000 2019 32
## 33 $278,524,000,000 2019 33
## 34 $237,600,000,000 31 December 2017 34
## 35 $226,799,000,000 2019 35
## 36 $224,596,000,000 2019 36
## 37 $213,190,000,000 2019 37
## 38 $205,100,000,000 31 December 2017 38
## 39 $193,298,000,000 2019 39
## 40 $191,871,000,000 2019 40
## 41 $190,621,000,000 2019 41
## 42 $189,684,000,000 2019 42
## 43 $179,871,000,000 2019 43
## 44 $167,890,000,000 2019 44
## 45 $167,800,000,000 31 December 2017 45
## 46 $159,351,000,000 2019 46
## 47 $135,644,000,000 2019 47
## 48 $132,500,000,000 31 December 2020 48
## 49 $123,256,000,000 2019 49
## 50 $117,829,000,000 2019 50
## 51 $117,410,000,000 2019 51
## 52 $115,853,000,000 2019 52
## 53 $109,238,000,000 2019 53
## 54 $107,527,000,000 2019 54
## 55 $101,393,000,000 2019 55
## 56 $100,300,000,000 31 December 2017 56
## 57 $98,179,000,000 2019 57
## 58 $96,580,000,000 31 December 2017 58
## 59 $81,995,000,000 2019 59
## 60 $81,333,000,000 2019 60
## 61 $73,020,000,000 31 December 2017 61
## 62 $56,820,000,000 31 December 2010 62
## 63 $56,050,000,000 31 December 2017 63
## 64 $55,332,000,000 2019 64
## 65 $52,957,000,000 2019 65
## 66 $52,150,000,000 31 December 2017 66
## 67 $50,667,000,000 2019 67
## 68 $50,260,000,000 31 December 2017 68
## 69 $48,656,000,000 2019 69
## 70 $48,263,000,000 2019 70
## 71 $47,240,000,000 31 December 2017 71
## 72 $46,270,000,000 31 December 2017 72
## 73 $43,705,000,000 2019 73
## 74 $42,080,000,000 31 December 2017 74
## 75 $40,164,000,000 2019 75
## 76 $39,847,000,000 2019 76
## 77 $39,059,000,000 2019 77
## 78 $37,859,000,000 2019 78
## 79 $35,911,000,000 2019 79
## 80 $33,077,000,000 2019 80
## 81 $32,088,000,000 2019 81
## 82 $30,927,000,000 2019 82
## 83 $30,060,000,000 31 December 2017 83
## 84 $29,945,000,000 2019 84
## 85 $29,589,000,000 2019 85
## 86 $29,289,000,000 2019 86
## 87 $27,270,000,000 2019 87
## 88 $26,847,000,000 2019 88
## 89 $23,944,000,000 2019 89
## 90 $23,094,000,000 2019 90
## 91 $22,920,000,000 31 December 2017 91
## 92 $22,054,000,000 2019 92
## 93 $20,467,000,000 2019 93
## 94 $19,422,000,000 2019 94
## 95 $18,380,000,000 31 December 2014 95
## 96 $18,149,000,000 2019 96
## 97 $17,940,000,000 31 December 2017 97
## 98 $17,560,000,000 31 December 2013 98
## 99 $17,410,000,000 31 December 2017 99
## 100 $17,240,000,000 2019 100
## 101 $16,900,000,000 31 December 2017 101
## 102 $16,622,000,000 2019 102
## 103 $14,900,000,000 31 December 2017 103
## 104 $13,876,000,000 2019 104
## 105 $13,070,000,000 31 December 2017 105
## 106 $12,810,000,000 31 December 2017 106
## 107 $11,870,000,000 31 December 2017 107
## 108 $11,674,000,000 2019 108
## 109 $11,660,000,000 31 December 2017 109
## 110 $11,637,000,000 2019 110
## 111 $10,910,000,000 31 December 2017 111
## 112 $10,870,000,000 31 December 2017 112
## 113 $9,375,000,000 31 December 2017 113
## 114 $9,357,000,000 31 December 2017 114
## 115 $9,311,000,000 2019 115
## 116 $9,137,000,000 2019 116
## 117 $9,065,000,000 2019 117
## 118 $8,571,000,000 31 December 2017 118
## 119 $8,372,000,000 2019 119
## 120 $8,238,000,000 31 December 2017 120
## 121 $7,995,000,000 31 December 2017 121
## 122 $7,969,000,000 31 December 2017 122
## 123 $7,232,000,000 2019 123
## 124 $7,181,000,000 31 December 2016 124
## 125 $6,594,000,000 31 December 2017 125
## 126 $6,490,000,000 31 December 2017 126
## 127 $6,470,000,000 2019 127
## 128 $6,241,000,000 31 December 2016 128
## 129 $5,849,000,000 31 December 2017 129
## 130 $5,574,000,000 2019 130
## 131 $5,300,000,000 31 December 2014 131
## 132 $5,000,000,000 2013 132
## 133 $4,989,000,000 31 December 2017 133
## 134 $4,963,000,000 31 December 2017 134
## 135 $4,802,000,000 2019 135
## 136 $4,605,000,000 31 December 2017 136
## 137 $4,490,000,000 2010 137
## 138 $4,192,000,000 31 December 2017 138
## 139 $4,150,000,000 31 December 2017 139
## 140 $3,728,000,000 31 December 2017 140
## 141 $3,258,000,000 31 December 2017 141
## 142 $3,085,000,000 2019 142
## 143 $3,056,000,000 31 December 2017 143
## 144 $3,020,000,000 31 December 2017 144
## 145 $2,804,000,000 31 December 2017 145
## 146 $2,762,000,000 31 December 2017 146
## 147 $2,671,000,000 31 December 2017 147
## 148 $2,516,000,000 31 December 2017 148
## 149 $2,515,000,000 2017 149
## 150 $2,388,000,000 2019 150
## 151 $2,187,000,000 31 December 2017 151
## 152 $2,102,000,000 31 December 2017 152
## 153 $1,954,000,000 31 December 2017 153
## 154 $1,724,000,000 31 December 2017 154
## 155 $1,713,000,000 31 December 2017 155
## 156 $1,700,000,000 31 December 2017 156
## 157 $1,690,000,000 31 December 2017 157
## 158 $1,662,000,000 31 March 2016 158
## 159 $1,615,000,000 31 December 2017 159
## 160 $1,458,000,000 31 December 2017 160
## 161 $1,442,000,000 31 December 2017 161
## 162 $1,315,000,000 31 December 2017 162
## 163 $1,211,000,000 31 December 2017 163
## 164 $1,095,000,000 31 December 2010 164
## 165 $1,022,000,000 31 December 2017 165
## 166 $868,000,000 2019 166
## 167 $848,800,000 31 December 2016 167
## 168 $826,000,000 2019 168
## 169 $793,500,000 2017 169
## 170 $792,700,000 31 December 2017 170
## 171 $779,900,000 31 December 2017 171
## 172 $757,000,000 31 December 2017 172
## 173 $693,200,000 31 December 2014 173
## 174 $610,900,000 31 December 2017 174
## 175 $586,800,000 31 December 2017 175
## 176 $570,600,000 31 December 2017 176
## 177 $539,400,000 31 December 2017 177
## 178 $535,000,000 2019 178
## 179 $458,000,000 June 2010 179
## 180 $447,200,000 31 December 2013 180
## 181 $387,600,000 2012 181
## 182 $362,200,000 31 December 2017 182
## 183 $311,500,000 31 December 2014 183
## 184 $292,900,000 31 December 2017 184
## 185 $284,000,000 FY10/11 185
## 186 $280,400,000 31 December 2017 186
## 187 $201,800,000 31 December 2017 187
## 188 $200,500,000 31 December 2017 188
## 189 $199,800,000 31 December 2017 189
## 190 $189,900,000 31 December 2017 190
## 191 $141,000,000 1996 191
## 192 $112,000,000 31 December 2013 192
## 193 $97,960,000 2013 193
## 194 $93,600,000 2013 194
## 195 $41,040,000 31 December 2013 195
## 196 $40,900,000 2016 196
## 197 $36,400,000 2010 197
## 198 $36,100,000 1997 198
## 199 $33,300,000 2004 199
## 200 $8,900,000 1997 200
## 201 $3,670,000 2004 201
## 202 $418,000 2002 202
## 203 $0 31 December 2013 203
## 204 $0 2017 204
## 205 $0 2016 205
## 206 $0 2014 206
## 207 $0 2015 207
## region
## 1 North America
## 2 Europe
## 3 Europe
## 4 Europe
## 5 Europe
## 6 Europe
## 7 East and Southeast Asia
## 8 Australia and Oceania
## 9 Europe
## 10 Europe
## 11 Europe
## 12 North America
## 13 East and Southeast Asia
## 14 Europe
## 15 East and Southeast Asia
## 16 East and Southeast Asia
## 17 Europe
## 18 Europe
## 19 Europe
## 20 South America
## 21 Europe
## 22 Europe
## 23 South Asia
## 24 Europe
## 25 Europe
## 26 Central Asia
## 27 Europe
## 28 East and Southeast Asia
## 29 North America
## 30 Middle East
## 31 East and Southeast Asia
## 32 Europe
## 33 South America
## 34 Middle East
## 35 Africa
## 36 East and Southeast Asia
## 37 Europe
## 38 Middle East
## 39 South America
## 40 Europe
## 41 Australia and Oceania
## 42 East and Southeast Asia
## 43 Africa
## 44 East and Southeast Asia
## 45 Middle East
## 46 Central Asia
## 47 South America
## 48 Middle East
## 49 Europe
## 50 Europe
## 51 Europe
## 52 Europe
## 53 Africa
## 54 South Asia
## 55 Central America and the Caribbean
## 56 South America
## 57 Europe
## 58 East and Southeast Asia
## 59 East and Southeast Asia
## 60 South America
## 61 Middle East
## 62 Central America and the Caribbean
## 63 Africa
## 64 South Asia
## 65 Africa
## 66 Middle East
## 67 South America
## 68 South Asia
## 69 Europe
## 70 Europe
## 71 Middle East
## 72 Middle East
## 73 South America
## 74 Africa
## 75 Europe
## 76 Europe
## 77 Europe
## 78 Europe
## 79 Africa
## 80 Middle East
## 81 Middle East
## 82 Europe
## 83 Central America and the Caribbean
## 84 East and Southeast Asia
## 85 Central America and the Caribbean
## 86 Africa
## 87 Africa
## 88 Africa
## 89 Europe
## 90 Central America and the Caribbean
## 91 Central America and the Caribbean
## 92 Africa
## 93 Africa
## 94 Europe
## 95 Australia and Oceania
## 96 Middle East
## 97 East and Southeast Asia
## 98 Central America and the Caribbean
## 99 Middle East
## 100 Central America and the Caribbean
## 101 Central Asia
## 102 South America
## 103 East and Southeast Asia
## 104 Central America and the Caribbean
## 105 Africa
## 106 South America
## 107 East and Southeast Asia
## 108 Central America and the Caribbean
## 109 Africa
## 110 Middle East
## 111 Africa
## 112 Europe
## 113 Africa
## 114 Africa
## 115 Europe
## 116 Central America and the Caribbean
## 117 Europe
## 118 Africa
## 119 Central Asia
## 120 Central America and the Caribbean
## 121 Middle East
## 122 Africa
## 123 Europe
## 124 Middle East
## 125 East and Southeast Asia
## 126 Africa
## 127 Central Asia
## 128 Africa
## 129 South Asia
## 130 Africa
## 131 Africa
## 132 East and Southeast Asia
## 133 Middle East
## 134 Africa
## 135 Africa
## 136 Africa
## 137 Central America and the Caribbean
## 138 Africa
## 139 Africa
## 140 Africa
## 141 Africa
## 142 Africa
## 143 Africa
## 144 Africa
## 145 Africa
## 146 Central America and the Caribbean
## 147 South Asia
## 148 Europe
## 149 North America
## 150 Europe
## 151 Africa
## 152 Africa
## 153 Africa
## 154 Africa
## 155 Africa
## 156 South America
## 157 South America
## 158 Middle East
## 159 Africa
## 160 Africa
## 161 Africa
## 162 Central America and the Caribbean
## 163 Africa
## 164 Africa
## 165 Australia and Oceania
## 166 Africa
## 167 South Asia
## 168 Africa
## 169 Central America and the Caribbean
## 170 Africa
## 171 Africa
## 172 Australia and Oceania
## 173 Central America and the Caribbean
## 174 Africa
## 175 Africa
## 176 Central America and the Caribbean
## 177 Central Asia
## 178 Africa
## 179 Central America and the Caribbean
## 180 Australia and Oceania
## 181 Europe
## 182 Central America and the Caribbean
## 183 East and Southeast Asia
## 184 Africa
## 185 South Asia
## 186 Central America and the Caribbean
## 187 Central America and the Caribbean
## 188 Australia and Oceania
## 189 Africa
## 190 Australia and Oceania
## 191 Australia and Oceania
## 192 Australia and Oceania
## 193 Australia and Oceania
## 194 Australia and Oceania
## 195 Central America and the Caribbean
## 196 Australia and Oceania
## 197 North America
## 198 Central America and the Caribbean
## 199 Australia and Oceania
## 200 Central America and the Caribbean
## 201 Australia and Oceania
## 202 Australia and Oceania
## 203 East and Southeast Asia
## 204 South America
## 205 Europe
## 206 East and Southeast Asia
## 207 Europedata91 <- data9[, c('value', 'region')]
head(data91)## value region
## 1 $20,275,951,000,000 North America
## 2 $8,722,000,000,000 Europe
## 3 $6,356,000,000,000 Europe
## 4 $5,671,463,000,000 Europe
## 5 $4,345,413,000,000 Europe
## 6 $4,266,792,000,000 Europelibrary(rio)
data10= import("Carbon dioxide emissions.csv")
data10## name
## 1 China
## 2 United States
## 3 India
## 4 Russia
## 5 Japan
## 6 Germany
## 7 Korea, South
## 8 Iran
## 9 Canada
## 10 Saudi Arabia
## 11 Indonesia
## 12 South Africa
## 13 Mexico
## 14 Brazil
## 15 Australia
## 16 United Kingdom
## 17 Turkey (Turkiye)
## 18 France
## 19 Italy
## 20 Thailand
## 21 Poland
## 22 Spain
## 23 Taiwan
## 24 United Arab Emirates
## 25 Kazakhstan
## 26 Malaysia
## 27 Vietnam
## 28 Singapore
## 29 Egypt
## 30 Netherlands
## 31 Pakistan
## 32 Argentina
## 33 Ukraine
## 34 Algeria
## 35 Iraq
## 36 Philippines
## 37 Belgium
## 38 Qatar
## 39 Turkmenistan
## 40 Nigeria
## 41 Venezuela
## 42 Uzbekistan
## 43 Czechia
## 44 Bangladesh
## 45 Kuwait
## 46 Hong Kong
## 47 Chile
## 48 Colombia
## 49 Oman
## 50 Greece
## 51 Romania
## 52 Austria
## 53 Israel
## 54 Morocco
## 55 Peru
## 56 Belarus
## 57 Portugal
## 58 Hungary
## 59 Sweden
## 60 Serbia
## 61 Bahrain
## 62 Finland
## 63 Laos
## 64 New Zealand
## 65 Trinidad and Tobago
## 66 Switzerland
## 67 Bulgaria
## 68 Libya
## 69 Norway
## 70 Ecuador
## 71 Ireland
## 72 Azerbaijan
## 73 Denmark
## 74 Slovakia
## 75 Burma
## 76 Syria
## 77 Dominican Republic
## 78 Lebanon
## 79 Panama
## 80 Sri Lanka
## 81 Tunisia
## 82 Jordan
## 83 Mongolia
## 84 Angola
## 85 Guatemala
## 86 Puerto Rico
## 87 Korea, North
## 88 Ghana
## 89 Bolivia
## 90 Kenya
## 91 Sudan
## 92 Ethiopia
## 93 Croatia
## 94 Cuba
## 95 Bosnia and Herzegovina
## 96 Lithuania
## 97 Gibraltar
## 98 Cambodia
## 99 Slovenia
## 100 Cote d'Ivoire
## 101 Tanzania
## 102 Luxembourg
## 103 Senegal
## 104 Georgia
## 105 Yemen
## 106 Jamaica
## 107 Brunei
## 108 Malta
## 109 Honduras
## 110 Latvia
## 111 Costa Rica
## 112 Moldova
## 113 Cyprus
## 114 Kosovo
## 115 Zimbabwe
## 116 Paraguay
## 117 Afghanistan
## 118 Kyrgyzstan
## 119 Mozambique
## 120 Nepal
## 121 Tajikistan
## 122 El Salvador
## 123 North Macedonia
## 124 Mauritius
## 125 Cameroon
## 126 Benin
## 127 Zambia
## 128 Papua New Guinea
## 129 Uruguay
## 130 Armenia
## 131 Botswana
## 132 New Caledonia
## 133 Uganda
## 134 Mali
## 135 Estonia
## 136 Nicaragua
## 137 Equatorial Guinea
## 138 Congo, Republic of the
## 139 Burkina Faso
## 140 Madagascar
## 141 Mauritania
## 142 Bahamas, The
## 143 Namibia
## 144 Albania
## 145 Gaza Strip
## 146 West Bank
## 147 Iceland
## 148 Haiti
## 149 Guinea
## 150 Guyana
## 151 Congo, Democratic Republic of the
## 152 Gabon
## 153 Montenegro
## 154 Virgin Islands
## 155 Niger
## 156 Suriname
## 157 Maldives
## 158 Togo
## 159 Macau
## 160 Guam
## 161 South Sudan
## 162 Chad
## 163 Barbados
## 164 Fiji
## 165 Malawi
## 166 Liberia
## 167 Wake Island
## 168 Aruba
## 169 Eswatini
## 170 Rwanda
## 171 Seychelles
## 172 French Polynesia
## 173 Cabo Verde
## 174 Bhutan
## 175 Sierra Leone
## 176 Somalia
## 177 Faroe Islands
## 178 Cayman Islands
## 179 Eritrea
## 180 Bermuda
## 181 Lesotho
## 182 Antigua and Barbuda
## 183 Burundi
## 184 Saint Lucia
## 185 Djibouti
## 186 Gambia, The
## 187 Greenland
## 188 Belize
## 189 Timor-Leste
## 190 Jersey
## 191 Samoa
## 192 American Samoa
## 193 Guinea-Bissau
## 194 Solomon Islands
## 195 Comoros
## 196 Grenada
## 197 Marshall Islands
## 198 Central African Republic
## 199 Saint Kitts and Nevis
## 200 Turks and Caicos Islands
## 201 Vanuatu
## 202 Saint Vincent and the Grenadines
## 203 Dominica
## 204 Micronesia, Federated States of
## 205 British Virgin Islands
## 206 Sao Tome and Principe
## 207 Tonga
## 208 Cook Islands
## 209 Saint Pierre and Miquelon
## 210 Kiribati
## 211 Nauru
## 212 Falkland Islands (Islas Malvinas)
## 213 Montserrat
## 214 Antarctica
## 215 Saint Helena, Ascension, and Tristan da Cunha
## 216 Niue
## 217 Northern Mariana Islands
## 218 Tuvalu
## slug metric tonnes of CO2
## 1 china 10,773,248,000
## 2 united-states 5,144,361,000
## 3 india 2,314,738,000
## 4 russia 1,848,070,000
## 5 japan 1,103,234,000
## 6 germany 726,881,000
## 7 korea-south 686,954,000
## 8 iran 646,038,000
## 9 canada 612,084,000
## 10 saudi-arabia 579,925,000
## 11 indonesia 563,543,000
## 12 south-africa 470,358,000
## 13 mexico 463,739,000
## 14 brazil 456,670,000
## 15 australia 417,870,000
## 16 united-kingdom 398,084,000
## 17 turkey-turkiye 391,792,000
## 18 france 338,425,000
## 19 italy 332,041,000
## 20 thailand 305,273,000
## 21 poland 304,040,000
## 22 spain 280,624,000
## 23 taiwan 279,206,000
## 24 united-arab-emirates 276,236,000
## 25 kazakhstan 263,689,000
## 26 malaysia 254,764,000
## 27 vietnam 249,929,000
## 28 singapore 238,983,000
## 29 egypt 235,137,000
## 30 netherlands 214,416,000
## 31 pakistan 193,869,000
## 32 argentina 193,205,000
## 33 ukraine 185,686,000
## 34 algeria 151,633,000
## 35 iraq 143,479,000
## 36 philippines 142,282,000
## 37 belgium 128,247,000
## 38 qatar 111,922,000
## 39 turkmenistan 109,037,000
## 40 nigeria 104,494,000
## 41 venezuela 103,708,000
## 42 uzbekistan 102,965,000
## 43 czechia 99,533,000
## 44 bangladesh 96,180,000
## 45 kuwait 92,582,000
## 46 hong-kong 92,493,000
## 47 chile 88,333,000
## 48 colombia 81,007,000
## 49 oman 76,321,000
## 50 greece 70,163,000
## 51 romania 68,746,000
## 52 austria 65,540,000
## 53 israel 61,092,000
## 54 morocco 60,200,000
## 55 peru 54,996,000
## 56 belarus 54,695,000
## 57 portugal 50,370,000
## 58 hungary 48,589,000
## 59 sweden 48,144,000
## 60 serbia 47,735,000
## 61 bahrain 43,112,000
## 62 finland 41,996,000
## 63 laos 40,726,000
## 64 new-zealand 40,344,000
## 65 trinidad-and-tobago 39,652,000
## 66 switzerland 38,739,000
## 67 bulgaria 38,373,000
## 68 libya 38,297,000
## 69 norway 36,731,000
## 70 ecuador 36,051,000
## 71 ireland 35,475,000
## 72 azerbaijan 35,389,000
## 73 denmark 33,850,000
## 74 slovakia 32,506,000
## 75 burma 31,848,000
## 76 syria 26,893,000
## 77 dominican-republic 26,808,000
## 78 lebanon 25,838,000
## 79 panama 25,263,000
## 80 sri-lanka 23,939,000
## 81 tunisia 23,692,000
## 82 jordan 23,470,000
## 83 mongolia 22,740,000
## 84 angola 19,362,000
## 85 guatemala 19,041,000
## 86 puerto-rico 18,999,000
## 87 korea-north 18,465,000
## 88 ghana 18,093,000
## 89 bolivia 17,786,000
## 90 kenya 17,709,000
## 91 sudan 17,319,000
## 92 ethiopia 16,798,000
## 93 croatia 16,752,000
## 94 cuba 16,478,000
## 95 bosnia-and-herzegovina 16,209,000
## 96 lithuania 14,503,000
## 97 gibraltar 14,256,000
## 98 cambodia 13,844,000
## 99 slovenia 13,553,000
## 100 cote-divoire 11,880,000
## 101 tanzania 11,491,000
## 102 luxembourg 11,308,000
## 103 senegal 10,696,000
## 104 georgia 10,299,000
## 105 yemen 10,158,000
## 106 jamaica 10,002,000
## 107 brunei 9,956,000
## 108 malta 9,576,000
## 109 honduras 8,523,000
## 110 latvia 8,450,000
## 111 costa-rica 8,115,000
## 112 moldova 8,114,000
## 113 cyprus 8,024,000
## 114 kosovo 8,009,000
## 115 zimbabwe 7,902,000
## 116 paraguay 7,896,000
## 117 afghanistan 7,893,000
## 118 kyrgyzstan 7,880,000
## 119 mozambique 7,753,000
## 120 nepal 7,708,000
## 121 tajikistan 7,643,000
## 122 el-salvador 7,632,000
## 123 north-macedonia 7,383,000
## 124 mauritius 7,191,000
## 125 cameroon 7,105,000
## 126 benin 6,903,000
## 127 zambia 6,798,000
## 128 papua-new-guinea 6,491,000
## 129 uruguay 6,450,000
## 130 armenia 6,354,000
## 131 botswana 5,965,000
## 132 new-caledonia 5,886,000
## 133 uganda 5,841,000
## 134 mali 5,679,000
## 135 estonia 4,924,000
## 136 nicaragua 4,851,000
## 137 equatorial-guinea 4,528,000
## 138 congo-republic-of-the 4,523,000
## 139 burkina-faso 4,444,000
## 140 madagascar 4,218,000
## 141 mauritania 4,041,000
## 142 bahamas-the 3,984,000
## 143 namibia 3,831,000
## 144 albania 3,794,000
## 145 gaza-strip 3,341,000
## 146 west-bank 3,341,000
## 147 iceland 3,337,000
## 148 haiti 3,139,000
## 149 guinea 2,981,000
## 150 guyana 2,743,000
## 151 congo-democratic-republic-of-the 2,653,000
## 152 gabon 2,651,000
## 153 montenegro 2,447,000
## 154 virgin-islands 2,438,000
## 155 niger 2,374,000
## 156 suriname 2,372,000
## 157 maldives 2,286,000
## 158 togo 2,244,000
## 159 macau 2,012,000
## 160 guam 1,828,000
## 161 south-sudan 1,778,000
## 162 chad 1,771,000
## 163 barbados 1,703,000
## 164 fiji 1,691,000
## 165 malawi 1,542,000
## 166 liberia 1,346,000
## 167 wake-island 1,275,000
## 168 aruba 1,254,000
## 169 eswatini 1,224,000
## 170 rwanda 1,189,000
## 171 seychelles 1,156,000
## 172 french-polynesia 1,030,000
## 173 cabo-verde 1,002,000
## 174 bhutan 934,000
## 175 sierra-leone 899,000
## 176 somalia 882,000
## 177 faroe-islands 870,000
## 178 cayman-islands 808,000
## 179 eritrea 798,000
## 180 bermuda 796,000
## 181 lesotho 736,000
## 182 antigua-and-barbuda 729,000
## 183 burundi 715,000
## 184 saint-lucia 659,000
## 185 djibouti 610,000
## 186 gambia-the 606,000
## 187 greenland 605,000
## 188 belize 541,000
## 189 timor-leste 538,000
## 190 jersey 450,000
## 191 samoa 355,000
## 192 american-samoa 355,000
## 193 guinea-bissau 342,000
## 194 solomon-islands 333,000
## 195 comoros 326,000
## 196 grenada 316,000
## 197 marshall-islands 293,700
## 198 central-african-republic 285,000
## 199 saint-kitts-and-nevis 268,000
## 200 turks-and-caicos-islands 245,000
## 201 vanuatu 225,000
## 202 saint-vincent-and-the-grenadines 202,000
## 203 dominica 182,000
## 204 micronesia-federated-states-of 177,000
## 205 british-virgin-islands 173,000
## 206 sao-tome-and-principe 173,000
## 207 tonga 171,000
## 208 cook-islands 114,000
## 209 saint-pierre-and-miquelon 84,000
## 210 kiribati 76,000
## 211 nauru 66,000
## 212 falkland-islands-islas-malvinas 46,000
## 213 montserrat 33,000
## 214 antarctica 28,000
## 215 saint-helena-ascension-and-tristan-da-cunha 13,000
## 216 niue 8,000
## 217 northern-mariana-islands 0
## 218 tuvalu 0
## date_of_information ranking region
## 1 2019 1 East and Southeast Asia
## 2 2019 2 North America
## 3 2019 3 South Asia
## 4 2019 4 Central Asia
## 5 2019 5 East and Southeast Asia
## 6 2019 6 Europe
## 7 2019 7 East and Southeast Asia
## 8 2019 8 Middle East
## 9 2019 9 North America
## 10 2019 10 Middle East
## 11 2019 11 East and Southeast Asia
## 12 2019 12 Africa
## 13 2019 13 North America
## 14 2019 14 South America
## 15 2019 15 Australia and Oceania
## 16 2019 16 Europe
## 17 2019 17 Middle East
## 18 2019 18 Europe
## 19 2019 19 Europe
## 20 2019 20 East and Southeast Asia
## 21 2019 21 Europe
## 22 2019 22 Europe
## 23 2019 23 East and Southeast Asia
## 24 2019 24 Middle East
## 25 2019 25 Central Asia
## 26 2019 26 East and Southeast Asia
## 27 2019 27 East and Southeast Asia
## 28 2019 28 East and Southeast Asia
## 29 2019 29 Africa
## 30 2019 30 Europe
## 31 2019 31 South Asia
## 32 2019 32 South America
## 33 2019 33 Europe
## 34 2019 34 Africa
## 35 2019 35 Middle East
## 36 2019 36 East and Southeast Asia
## 37 2019 37 Europe
## 38 2019 38 Middle East
## 39 2019 39 Central Asia
## 40 2019 40 Africa
## 41 2019 41 South America
## 42 2019 42 Central Asia
## 43 2019 43 Europe
## 44 2019 44 South Asia
## 45 2019 45 Middle East
## 46 2019 46 East and Southeast Asia
## 47 2019 47 South America
## 48 2019 48 South America
## 49 2019 49 Middle East
## 50 2019 50 Europe
## 51 2019 51 Europe
## 52 2019 52 Europe
## 53 2019 53 Middle East
## 54 2019 54 Africa
## 55 2019 55 South America
## 56 2019 56 Europe
## 57 2019 57 Europe
## 58 2019 58 Europe
## 59 2019 59 Europe
## 60 2019 60 Europe
## 61 2019 61 Middle East
## 62 2019 62 Europe
## 63 2019 63 East and Southeast Asia
## 64 2019 64 Australia and Oceania
## 65 2019 65 Central America and the Caribbean
## 66 2019 66 Europe
## 67 2019 67 Europe
## 68 2019 68 Africa
## 69 2019 69 Europe
## 70 2019 70 South America
## 71 2019 71 Europe
## 72 2019 72 Middle East
## 73 2019 73 Europe
## 74 2019 74 Europe
## 75 2019 75 East and Southeast Asia
## 76 2019 76 Middle East
## 77 2019 77 Central America and the Caribbean
## 78 2019 78 Middle East
## 79 2019 79 Central America and the Caribbean
## 80 2019 80 South Asia
## 81 2019 81 Africa
## 82 2019 82 Middle East
## 83 2019 83 East and Southeast Asia
## 84 2019 84 Africa
## 85 2019 85 Central America and the Caribbean
## 86 2019 86 Central America and the Caribbean
## 87 2019 87 East and Southeast Asia
## 88 2019 88 Africa
## 89 2019 89 South America
## 90 2019 90 Africa
## 91 2019 91 Africa
## 92 2019 92 Africa
## 93 2019 93 Europe
## 94 2019 94 Central America and the Caribbean
## 95 2019 95 Europe
## 96 2019 96 Europe
## 97 2019 97 Europe
## 98 2019 98 East and Southeast Asia
## 99 2019 99 Europe
## 100 2019 100 Africa
## 101 2019 101 Africa
## 102 2019 102 Europe
## 103 2019 103 Africa
## 104 2019 104 Middle East
## 105 2019 105 Middle East
## 106 2019 106 Central America and the Caribbean
## 107 2019 107 East and Southeast Asia
## 108 2019 108 Europe
## 109 2019 109 Central America and the Caribbean
## 110 2019 110 Europe
## 111 2019 111 Central America and the Caribbean
## 112 2019 112 Europe
## 113 2019 113 Europe
## 114 2019 114 Europe
## 115 2019 115 Africa
## 116 2019 116 South America
## 117 2019 117 South Asia
## 118 2019 118 Central Asia
## 119 2019 119 Africa
## 120 2019 120 South Asia
## 121 2019 121 Central Asia
## 122 2019 122 Central America and the Caribbean
## 123 2019 123 Europe
## 124 2019 124 Africa
## 125 2019 125 Africa
## 126 2019 126 Africa
## 127 2019 127 Africa
## 128 2019 128 East and Southeast Asia
## 129 2019 129 South America
## 130 2019 130 Middle East
## 131 2019 131 Africa
## 132 2019 132 Australia and Oceania
## 133 2019 133 Africa
## 134 2019 134 Africa
## 135 2019 135 Europe
## 136 2019 136 Central America and the Caribbean
## 137 2019 137 Africa
## 138 2019 138 Africa
## 139 2019 139 Africa
## 140 2019 140 Africa
## 141 2019 141 Africa
## 142 2019 142 Central America and the Caribbean
## 143 2019 143 Africa
## 144 2019 144 Europe
## 145 2019 145 Middle East
## 146 2019 146 Middle East
## 147 2019 147 Europe
## 148 2019 148 Central America and the Caribbean
## 149 2019 149 Africa
## 150 2019 150 South America
## 151 2019 151 Africa
## 152 2019 152 Africa
## 153 2019 153 Europe
## 154 2019 154 Central America and the Caribbean
## 155 2019 155 Africa
## 156 2019 156 South America
## 157 2019 157 South Asia
## 158 2019 158 Africa
## 159 2019 159 East and Southeast Asia
## 160 2019 160 Australia and Oceania
## 161 2019 161 Africa
## 162 2019 162 Africa
## 163 2019 163 Central America and the Caribbean
## 164 2019 164 Australia and Oceania
## 165 2019 165 Africa
## 166 2019 166 Africa
## 167 2019 167 Australia and Oceania
## 168 2019 168 Central America and the Caribbean
## 169 2019 169 Africa
## 170 2019 170 Africa
## 171 2019 171 Africa
## 172 2019 172 Australia and Oceania
## 173 2019 173 Africa
## 174 2019 174 South Asia
## 175 2019 175 Africa
## 176 2019 176 Africa
## 177 2019 177 Europe
## 178 2019 178 Central America and the Caribbean
## 179 2019 179 Africa
## 180 2019 180 North America
## 181 2019 181 Africa
## 182 2019 182 Central America and the Caribbean
## 183 2019 183 Africa
## 184 2019 184 Central America and the Caribbean
## 185 2019 185 Africa
## 186 2019 186 Africa
## 187 2019 187 North America
## 188 2019 188 Central America and the Caribbean
## 189 2019 189 East and Southeast Asia
## 190 2012 190 Europe
## 191 2019 191 Australia and Oceania
## 192 2019 192 Australia and Oceania
## 193 2019 193 Africa
## 194 2019 194 Australia and Oceania
## 195 2019 195 Africa
## 196 2019 196 Central America and the Caribbean
## 197 2017 197 Australia and Oceania
## 198 2019 198 Africa
## 199 2019 199 Central America and the Caribbean
## 200 2019 200 Central America and the Caribbean
## 201 2019 201 Australia and Oceania
## 202 2019 202 Central America and the Caribbean
## 203 2019 203 Central America and the Caribbean
## 204 2019 204 Australia and Oceania
## 205 2019 205 Central America and the Caribbean
## 206 2019 206 Africa
## 207 2019 207 Australia and Oceania
## 208 2019 208 Australia and Oceania
## 209 2019 209 North America
## 210 2019 210 Australia and Oceania
## 211 2019 211 Australia and Oceania
## 212 2019 212 South America
## 213 2019 213 Central America and the Caribbean
## 214 2019 214 Antarctica
## 215 2019 215 Africa
## 216 2019 216 Australia and Oceania
## 217 2019 217 Australia and Oceania
## 218 2019 218 Australia and Oceaniadata101 <- data10[, c('metric tonnes of CO2', 'region')]
head(data101)## metric tonnes of CO2 region
## 1 10,773,248,000 East and Southeast Asia
## 2 5,144,361,000 North America
## 3 2,314,738,000 South Asia
## 4 1,848,070,000 Central Asia
## 5 1,103,234,000 East and Southeast Asia
## 6 726,881,000 Europelibrary(rio)
data11= import("Broadband - fixed subscriptions.csv")
data11## name
## 1 China
## 2 United States
## 3 Japan
## 4 Brazil
## 5 Germany
## 6 Russia
## 7 France
## 8 United Kingdom
## 9 India
## 10 Korea, South
## 11 Mexico
## 12 Italy
## 13 Turkey (Turkiye)
## 14 Vietnam
## 15 Spain
## 16 Canada
## 17 Indonesia
## 18 Thailand
## 19 Bangladesh
## 20 Argentina
## 21 Iran
## 22 Egypt
## 23 Australia
## 24 Poland
## 25 Philippines
## 26 Saudi Arabia
## 27 Ukraine
## 28 Colombia
## 29 Netherlands
## 30 Iraq
## 31 Taiwan
## 32 Romania
## 33 Uzbekistan
## 34 Belgium
## 35 Greece
## 36 Sweden
## 37 Portugal
## 38 Switzerland
## 39 Czechia
## 40 Algeria
## 41 Chile
## 42 Hungary
## 43 Malaysia
## 44 Belarus
## 45 United Arab Emirates
## 46 Peru
## 47 Hong Kong
## 48 Kazakhstan
## 49 Austria
## 50 Israel
## 51 Denmark
## 52 Venezuela
## 53 Pakistan
## 54 Norway
## 55 Ecuador
## 56 Bulgaria
## 57 Morocco
## 58 Azerbaijan
## 59 Finland
## 60 Sri Lanka
## 61 New Zealand
## 62 Serbia
## 63 Slovakia
## 64 Syria
## 65 Ireland
## 66 Singapore
## 67 Tunisia
## 68 South Africa
## 69 Nepal
## 70 Tanzania
## 71 Uruguay
## 72 Dominican Republic
## 73 Croatia
## 74 Costa Rica
## 75 Georgia
## 76 Bolivia
## 77 Lithuania
## 78 Bosnia and Herzegovina
## 79 Cameroon
## 80 Moldova
## 81 Burma
## 82 Kenya
## 83 Puerto Rico
## 84 Slovenia
## 85 Jordan
## 86 Guatemala
## 87 El Salvador
## 88 Panama
## 89 Paraguay
## 90 Oman
## 91 Albania
## 92 Latvia
## 93 North Macedonia
## 94 Lebanon
## 95 Armenia
## 96 Estonia
## 97 Honduras
## 98 Yemen
## 99 Jamaica
## 100 Gaza Strip
## 101 Trinidad and Tobago
## 102 West Bank
## 103 Cyprus
## 104 Libya
## 105 Mauritius
## 106 Mongolia
## 107 Qatar
## 108 Nicaragua
## 109 Kyrgyzstan
## 110 Cote d'Ivoire
## 111 Botswana
## 112 Mali
## 113 Luxembourg
## 114 Cambodia
## 115 Cuba
## 116 Angola
## 117 Malta
## 118 Ethiopia
## 119 Macau
## 120 Zimbabwe
## 121 Montenegro
## 122 Senegal
## 123 Bahrain
## 124 Iceland
## 125 Barbados
## 126 Laos
## 127 Somalia
## 128 Guyana
## 129 Suriname
## 130 Bahamas, The
## 131 Zambia
## 132 Ghana
## 133 Kuwait
## 134 Brunei
## 135 Namibia
## 136 Mozambique
## 137 Nigeria
## 138 French Polynesia
## 139 Maldives
## 140 Uganda
## 141 Curacao
## 142 New Caledonia
## 143 Togo
## 144 Gabon
## 145 Jersey
## 146 Andorra
## 147 Belize
## 148 Seychelles
## 149 Saint Lucia
## 150 Grenada
## 151 Madagascar
## 152 Haiti
## 153 Congo, Democratic Republic of the
## 154 Saint Kitts and Nevis
## 155 Benin
## 156 Sudan
## 157 Afghanistan
## 158 Guernsey
## 159 Djibouti
## 160 Cabo Verde
## 161 Saint Vincent and the Grenadines
## 162 Fiji
## 163 Bermuda
## 164 Gibraltar
## 165 Papua New Guinea
## 166 Monaco
## 167 Aruba
## 168 Mauritania
## 169 Faroe Islands
## 170 Liechtenstein
## 171 Rwanda
## 172 Dominica
## 173 Greenland
## 174 Burkina Faso
## 175 Liberia
## 176 Malawi
## 177 Niger
## 178 Eswatini
## 179 San Marino
## 180 Turkmenistan
## 181 Antigua and Barbuda
## 182 British Virgin Islands
## 183 Micronesia, Federated States of
## 184 Tajikistan
## 185 Lesotho
## 186 Anguilla
## 187 Gambia, The
## 188 Tonga
## 189 Eritrea
## 190 Burundi
## 191 Cayman Islands
## 192 Bhutan
## 193 Guam
## 194 Vanuatu
## 195 Cook Islands
## 196 Montserrat
## 197 Sao Tome and Principe
## 198 Guinea-Bissau
## 199 Samoa
## 200 Palau
## 201 Comoros
## 202 Equatorial Guinea
## 203 Guinea
## 204 Congo, Republic of the
## 205 Saint Helena, Ascension, and Tristan da Cunha
## 206 Solomon Islands
## 207 Marshall Islands
## 208 Falkland Islands (Islas Malvinas)
## 209 Nauru
## 210 Central African Republic
## 211 Tuvalu
## 212 South Sudan
## 213 Kiribati
## 214 Timor-Leste
## slug value date_of_information
## 1 china 483,549,500 2020
## 2 united-states 121,176,000 2020
## 3 japan 44,000,791 2020
## 4 brazil 36,344,670 2020
## 5 germany 36,215,303 2020
## 6 russia 33,893,305 2020
## 7 france 30,627,000 2020
## 8 united-kingdom 27,330,297 2020
## 9 india 22,950,000 2020
## 10 korea-south 22,327,182 2020
## 11 mexico 21,936,131 2020
## 12 italy 18,128,787 2020
## 13 turkey-turkiye 16,734,853 2020
## 14 vietnam 16,699,249 2020
## 15 spain 16,188,502 2020
## 16 canada 15,825,813 2020
## 17 indonesia 11,722,218 2020
## 18 thailand 11,478,265 2020
## 19 bangladesh 10,052,819 2020
## 20 argentina 9,571,562 2020
## 21 iran 9,564,195 2020
## 22 egypt 9,349,469 2020
## 23 australia 9,099,619 2020
## 24 poland 8,369,218 2020
## 25 philippines 7,936,574 2020
## 26 saudi-arabia 7,890,261 2020
## 27 ukraine 7,769,401 2020
## 28 colombia 7,764,772 2020
## 29 netherlands 7,525,016 2020
## 30 iraq 6,254,099 2020
## 31 taiwan 5,831,470 2019
## 32 romania 5,684,782 2020
## 33 uzbekistan 4,820,009 2020
## 34 belgium 4,734,210 2020
## 35 greece 4,257,026 2020
## 36 sweden 4,179,574 2020
## 37 portugal 4,160,795 2020
## 38 switzerland 4,028,238 2020
## 39 czechia 3,845,426 2020
## 40 algeria 3,790,459 2020
## 41 chile 3,763,826 2020
## 42 hungary 3,382,136 2021
## 43 malaysia 3,358,800 2020
## 44 belarus 3,255,552 2020
## 45 united-arab-emirates 3,245,123 2020
## 46 peru 3,044,000 2020
## 47 hong-kong 2,885,586 2020
## 48 kazakhstan 2,620,400 2020
## 49 austria 2,606,000 2020
## 50 israel 2,602,079 2020
## 51 denmark 2,590,282 2020
## 52 venezuela 2,561,556 2020
## 53 pakistan 2,523,027 2020
## 54 norway 2,387,661 2020
## 55 ecuador 2,371,297 2020
## 56 bulgaria 2,115,053 2020
## 57 morocco 2,102,434 2020
## 58 azerbaijan 1,995,474 2020
## 59 finland 1,846,000 2020
## 60 sri-lanka 1,781,530 2020
## 61 new-zealand 1,764,984 2020
## 62 serbia 1,730,496 2020
## 63 slovakia 1,701,561 2020
## 64 syria 1,549,356 2020
## 65 ireland 1,516,473 2020
## 66 singapore 1,509,700 2020
## 67 tunisia 1,334,059 2020
## 68 south-africa 1,303,057 2020
## 69 nepal 1,270,000 2020
## 70 tanzania 1,135,608 2020
## 71 uruguay 1,063,701 2020
## 72 dominican-republic 1,031,858 2020
## 73 croatia 1,030,973 2020
## 74 costa-rica 992,725 2020
## 75 georgia 986,809 2021
## 76 bolivia 931,918 2020
## 77 lithuania 796,814 2020
## 78 bosnia-and-herzegovina 770,424 2020
## 79 cameroon 722,579 2020
## 80 moldova 719,001 2020
## 81 burma 688,185 2020
## 82 kenya 674,191 2020
## 83 puerto-rico 671,284 2020
## 84 slovenia 651,604 2020
## 85 jordan 630,545 2020
## 86 guatemala 612,000 2020
## 87 el-salvador 586,000 2020
## 88 panama 562,413 2020
## 89 paraguay 562,369 2020
## 90 oman 508,949 2020
## 91 albania 508,937 2020
## 92 latvia 490,569 2020
## 93 north-macedonia 475,569 2020
## 94 lebanon 432,070 2020
## 95 armenia 430,407 2020
## 96 estonia 415,610 2020
## 97 honduras 396,916 2020
## 98 yemen 391,000 2020
## 99 jamaica 385,603 2020
## 100 gaza-strip 376,911 2020
## 101 trinidad-and-tobago 376,771 2020
## 102 west-bank 373,050 2020
## 103 cyprus 332,080 2020
## 104 libya 332,000 2020
## 105 mauritius 323,200 2020
## 106 mongolia 307,166 2020
## 107 qatar 296,126 2020
## 108 nicaragua 290,351 2020
## 109 kyrgyzstan 289,000 2020
## 110 cote-divoire 260,097 2020
## 111 botswana 259,525 2020
## 112 mali 243,806 2020
## 113 luxembourg 235,155 2020
## 114 cambodia 233,732 2020
## 115 cuba 231,654 2020
## 116 angola 230,610 2020
## 117 malta 213,419 2020
## 118 ethiopia 212,000 2020
## 119 macau 208,000 2020
## 120 zimbabwe 203,461 2020
## 121 montenegro 184,176 2020
## 122 senegal 153,813 2020
## 123 bahrain 148,928 2020
## 124 iceland 141,816 2020
## 125 barbados 128,000 2020
## 126 laos 128,000 2020
## 127 somalia 119,000 2020
## 128 guyana 95,000 2020
## 129 suriname 92,270 2020
## 130 bahamas-the 83,000 2020
## 131 zambia 82,317 2020
## 132 ghana 78,371 2020
## 133 kuwait 73,948 2020
## 134 brunei 71,078 2020
## 135 namibia 71,063 2020
## 136 mozambique 70,000 2020
## 137 nigeria 65,313 2020
## 138 french-polynesia 64,000 2020
## 139 maldives 63,685 2020
## 140 uganda 58,594 2020
## 141 curacao 55,000 2020
## 142 new-caledonia 55,000 2020
## 143 togo 52,706 2020
## 144 gabon 44,607 2020
## 145 jersey 39,699 2020
## 146 andorra 37,000 2020
## 147 belize 36,000 2020
## 148 seychelles 34,966 2020
## 149 saint-lucia 33,000 2020
## 150 grenada 32,000 2020
## 151 madagascar 32,000 2020
## 152 haiti 31,000 2020
## 153 congo-democratic-republic-of-the 31,000 2020
## 154 saint-kitts-and-nevis 30,000 2020
## 155 benin 29,981 2020
## 156 sudan 28,782 2020
## 157 afghanistan 26,570 2020
## 158 guernsey 25,336 2020
## 159 djibouti 25,053 2020
## 160 cabo-verde 24,839 2020
## 161 saint-vincent-and-the-grenadines 24,733 2020
## 162 fiji 23,062 2020
## 163 bermuda 23,000 2020
## 164 gibraltar 21,009 2020
## 165 papua-new-guinea 21,000 2020
## 166 monaco 20,877 2020
## 167 aruba 19,000 2020
## 168 mauritania 18,457 2020
## 169 faroe-islands 18,443 2020
## 170 liechtenstein 18,050 2020
## 171 rwanda 17,685 2020
## 172 dominica 16,000 2020
## 173 greenland 15,649 2020
## 174 burkina-faso 13,979 2020
## 175 liberia 13,000 2020
## 176 malawi 12,255 2020
## 177 niger 12,000 2020
## 178 eswatini 12,000 2020
## 179 san-marino 11,000 2020
## 180 turkmenistan 10,000 2020
## 181 antigua-and-barbuda 8,000 2020
## 182 british-virgin-islands 6,738 2020
## 183 micronesia-federated-states-of 6,000 2020
## 184 tajikistan 6,000 2020
## 185 lesotho 5,060 2020
## 186 anguilla 5,000 2018
## 187 gambia-the 5,000 2020
## 188 tonga 5,000 2020
## 189 eritrea 5,000 2020
## 190 burundi 4,230 2020
## 191 cayman-islands 3,200 2020
## 192 bhutan 3,189 2020
## 193 guam 3,000 2020
## 194 vanuatu 2,785 2020
## 195 cook-islands 2,700 2018
## 196 montserrat 2,700 2018
## 197 sao-tome-and-principe 2,512 2020
## 198 guinea-bissau 2,383 2020
## 199 samoa 1,692 2020
## 200 palau 1,224 2015
## 201 comoros 1,066 2020
## 202 equatorial-guinea 1,000 2020
## 203 guinea 1,000 2020
## 204 congo-republic-of-the 1,000 2020
## 205 saint-helena-ascension-and-tristan-da-cunha 1,000 2018
## 206 solomon-islands 1,000 2020
## 207 marshall-islands 1,000 2020
## 208 falkland-islands-islas-malvinas 1,000 2020
## 209 nauru 950 2010
## 210 central-african-republic 499 2019
## 211 tuvalu 450 2017
## 212 south-sudan 200 2019
## 213 kiribati 185 2020
## 214 timor-leste 75 2020
## ranking region
## 1 1 East and Southeast Asia
## 2 2 North America
## 3 3 East and Southeast Asia
## 4 4 South America
## 5 5 Europe
## 6 6 Central Asia
## 7 7 Europe
## 8 8 Europe
## 9 9 South Asia
## 10 10 East and Southeast Asia
## 11 11 North America
## 12 12 Europe
## 13 13 Middle East
## 14 14 East and Southeast Asia
## 15 15 Europe
## 16 16 North America
## 17 17 East and Southeast Asia
## 18 18 East and Southeast Asia
## 19 19 South Asia
## 20 20 South America
## 21 21 Middle East
## 22 22 Africa
## 23 23 Australia and Oceania
## 24 24 Europe
## 25 25 East and Southeast Asia
## 26 26 Middle East
## 27 27 Europe
## 28 28 South America
## 29 29 Europe
## 30 30 Middle East
## 31 31 East and Southeast Asia
## 32 32 Europe
## 33 33 Central Asia
## 34 34 Europe
## 35 35 Europe
## 36 36 Europe
## 37 37 Europe
## 38 38 Europe
## 39 39 Europe
## 40 40 Africa
## 41 41 South America
## 42 42 Europe
## 43 43 East and Southeast Asia
## 44 44 Europe
## 45 45 Middle East
## 46 46 South America
## 47 47 East and Southeast Asia
## 48 48 Central Asia
## 49 49 Europe
## 50 50 Middle East
## 51 51 Europe
## 52 52 South America
## 53 53 South Asia
## 54 54 Europe
## 55 55 South America
## 56 56 Europe
## 57 57 Africa
## 58 58 Middle East
## 59 59 Europe
## 60 60 South Asia
## 61 61 Australia and Oceania
## 62 62 Europe
## 63 63 Europe
## 64 64 Middle East
## 65 65 Europe
## 66 66 East and Southeast Asia
## 67 67 Africa
## 68 68 Africa
## 69 69 South Asia
## 70 70 Africa
## 71 71 South America
## 72 72 Central America and the Caribbean
## 73 73 Europe
## 74 74 Central America and the Caribbean
## 75 75 Middle East
## 76 76 South America
## 77 77 Europe
## 78 78 Europe
## 79 79 Africa
## 80 80 Europe
## 81 81 East and Southeast Asia
## 82 82 Africa
## 83 83 Central America and the Caribbean
## 84 84 Europe
## 85 85 Middle East
## 86 86 Central America and the Caribbean
## 87 87 Central America and the Caribbean
## 88 88 Central America and the Caribbean
## 89 89 South America
## 90 90 Middle East
## 91 91 Europe
## 92 92 Europe
## 93 93 Europe
## 94 94 Middle East
## 95 95 Middle East
## 96 96 Europe
## 97 97 Central America and the Caribbean
## 98 98 Middle East
## 99 99 Central America and the Caribbean
## 100 100 Middle East
## 101 101 Central America and the Caribbean
## 102 102 Middle East
## 103 103 Europe
## 104 104 Africa
## 105 105 Africa
## 106 106 East and Southeast Asia
## 107 107 Middle East
## 108 108 Central America and the Caribbean
## 109 109 Central Asia
## 110 110 Africa
## 111 111 Africa
## 112 112 Africa
## 113 113 Europe
## 114 114 East and Southeast Asia
## 115 115 Central America and the Caribbean
## 116 116 Africa
## 117 117 Europe
## 118 118 Africa
## 119 119 East and Southeast Asia
## 120 120 Africa
## 121 121 Europe
## 122 122 Africa
## 123 123 Middle East
## 124 124 Europe
## 125 125 Central America and the Caribbean
## 126 126 East and Southeast Asia
## 127 127 Africa
## 128 128 South America
## 129 129 South America
## 130 130 Central America and the Caribbean
## 131 131 Africa
## 132 132 Africa
## 133 133 Middle East
## 134 134 East and Southeast Asia
## 135 135 Africa
## 136 136 Africa
## 137 137 Africa
## 138 138 Australia and Oceania
## 139 139 South Asia
## 140 140 Africa
## 141 141 Central America and the Caribbean
## 142 142 Australia and Oceania
## 143 143 Africa
## 144 144 Africa
## 145 145 Europe
## 146 146 Europe
## 147 147 Central America and the Caribbean
## 148 148 Africa
## 149 149 Central America and the Caribbean
## 150 150 Central America and the Caribbean
## 151 151 Africa
## 152 152 Central America and the Caribbean
## 153 153 Africa
## 154 154 Central America and the Caribbean
## 155 155 Africa
## 156 156 Africa
## 157 157 South Asia
## 158 158 Europe
## 159 159 Africa
## 160 160 Africa
## 161 161 Central America and the Caribbean
## 162 162 Australia and Oceania
## 163 163 North America
## 164 164 Europe
## 165 165 East and Southeast Asia
## 166 166 Europe
## 167 167 Central America and the Caribbean
## 168 168 Africa
## 169 169 Europe
## 170 170 Europe
## 171 171 Africa
## 172 172 Central America and the Caribbean
## 173 173 North America
## 174 174 Africa
## 175 175 Africa
## 176 176 Africa
## 177 177 Africa
## 178 178 Africa
## 179 179 Europe
## 180 180 Central Asia
## 181 181 Central America and the Caribbean
## 182 182 Central America and the Caribbean
## 183 183 Australia and Oceania
## 184 184 Central Asia
## 185 185 Africa
## 186 186 Central America and the Caribbean
## 187 187 Africa
## 188 188 Australia and Oceania
## 189 189 Africa
## 190 190 Africa
## 191 191 Central America and the Caribbean
## 192 192 South Asia
## 193 193 Australia and Oceania
## 194 194 Australia and Oceania
## 195 195 Australia and Oceania
## 196 196 Central America and the Caribbean
## 197 197 Africa
## 198 198 Africa
## 199 199 Australia and Oceania
## 200 200 Australia and Oceania
## 201 201 Africa
## 202 202 Africa
## 203 203 Africa
## 204 204 Africa
## 205 205 Africa
## 206 206 Australia and Oceania
## 207 207 Australia and Oceania
## 208 208 South America
## 209 209 Australia and Oceania
## 210 210 Africa
## 211 211 Australia and Oceania
## 212 212 Africa
## 213 213 Australia and Oceania
## 214 214 East and Southeast Asiadata111 <- data11[, c('value', 'region')]
head(data111)## value region
## 1 483,549,500 East and Southeast Asia
## 2 121,176,000 North America
## 3 44,000,791 East and Southeast Asia
## 4 36,344,670 South America
## 5 36,215,303 Europe
## 6 33,893,305 Central Asia