EDA - Mapping Examples
Matthew R. Versaggi
May 31, 2016
# URL: http://robinlovelace.net/2014/06/22/great-circles-in-rworldmap-ggplot2.html
# GIT HUB URL: https://github.com/Robinlovelace/Creating-maps-in-R
# install.packages('rworldmap')
# install.packages('geosphere')
# install.packages("tmap")
# install.packages("LearnBayes")
# Import geosphere
library(geosphere)## Loading required package: sp# Import GGPlot2
library(ggplot2)
# Import dplyr
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union# Import plyr
library(plyr)## -------------------------------------------------------------------------## You have loaded plyr after dplyr - this is likely to cause problems.
## If you need functions from both plyr and dplyr, please load plyr first, then dplyr:
## library(plyr); library(dplyr)## -------------------------------------------------------------------------##
## Attaching package: 'plyr'## The following objects are masked from 'package:dplyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize# Import maps
library(maps)##
## # maps v3.1: updated 'world': all lakes moved to separate new #
## # 'lakes' database. Type '?world' or 'news(package="maps")'. ###
## Attaching package: 'maps'## The following object is masked from 'package:plyr':
##
## ozone# Import ggmaps
library(ggmap)
# import mapproj
library(mapproj)
# import rworldmap
library(rworldmap)## ### Welcome to rworldmap ##### For a short introduction type : vignette('rworldmap')# import rgdal
library(rgdal)## rgdal: version: 1.1-8, (SVN revision 616)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 2.0.1, released 2015/09/15
## Path to GDAL shared files: C:/Program Files/R/R-3.2.5/library/rgdal/gdal
## GDAL does not use iconv for recoding strings.
## Loaded PROJ.4 runtime: Rel. 4.9.1, 04 March 2015, [PJ_VERSION: 491]
## Path to PROJ.4 shared files: C:/Program Files/R/R-3.2.5/library/rgdal/proj
## Linking to sp version: 1.2-3# Import tmap
library(tmap)
# Import rgdal
library(rgdal)World Map Experiments Section
## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=China&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Egypt&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Germany&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Albania&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=India&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Iraq&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Israel&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Japan&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Libya&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Pakistan&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Russia&sensor=false## Warning: geocode failed with status OVER_QUERY_LIMIT, location = "Russia"## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Syria&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=France&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Turkey&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=United%20Kingdom&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=United%20States&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Yougslovia&sensor=false
## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=World&zoom=2&size=640x640&scale=2&maptype=terrain&language=en-EN&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=World&sensor=false
## Warning: Removed 3 rows containing missing values (geom_point).
## Map from URL : http://maps.googleapis.com/maps/api/staticmap?center=Europe&zoom=3&size=640x640&scale=2&maptype=terrain&language=en-EN&sensor=false## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Europe&sensor=false
## long lat group order region subregion
## 1 -87.46201 30.38968 1 1 alabama <NA>
## 2 -87.48493 30.37249 1 2 alabama <NA>
## 3 -87.52503 30.37249 1 3 alabama <NA>
## 4 -87.53076 30.33239 1 4 alabama <NA>
## 5 -87.57087 30.32665 1 5 alabama <NA>
## 6 -87.58806 30.32665 1 6 alabama <NA>## Murder Assault UrbanPop Rape
## Alabama 13.2 236 58 21.2
## Alaska 10.0 263 48 44.5
## Arizona 8.1 294 80 31.0
## Arkansas 8.8 190 50 19.5
## California 9.0 276 91 40.6
## Colorado 7.9 204 78 38.7## Source: local data frame [6 x 5]
##
## region Murder Assault UrbanPop Rape
## (chr) (dbl) (int) (int) (dbl)
## 1 alabama 13.2 236 58 21.2
## 2 alaska 10.0 263 48 44.5
## 3 arizona 8.1 294 80 31.0
## 4 arkansas 8.8 190 50 19.5
## 5 california 9.0 276 91 40.6
## 6 colorado 7.9 204 78 38.7
## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=SFO&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Chennai&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=London&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Melbourne&sensor=false## .## Information from URL : http://maps.googleapis.com/maps/api/geocode/json?address=Johannesbury,%20SA&sensor=false## Warning: geocode failed with status ZERO_RESULTS, location = "Johannesbury,
## SA"## Warning: Removed 1 rows containing missing values (geom_point).
Adding Circles to World Map
# URL: http://robinlovelace.net/2014/06/22/great-circles-in-rworldmap-ggplot2.html
# 'Introduction to visualising spatial data in R':
# GitHub Repository: https://github.com/Robinlovelace/Creating-maps-in-R/
# load the map data class(s)
# what type of are we dealing with?
s <- getMap()
# n. polygons
nrow(s) ## [1] 243# the data plotted (not shown) bbox(s)
# the bounding box... of the entire world
plot(s)
# see the attribute data
s@data## ScaleRank LabelRank FeatureCla SOVEREIGNT
## 1 1 1 Admin-0 countries Afghanistan
## 2 1 1 Admin-0 countries Angola
## 3 1 1 Admin-0 countries Albania
## 4 1 1 Admin-0 countries United Arab Emirates
## 5 1 1 Admin-0 countries Argentina
## 6 1 1 Admin-0 countries Armenia
## 7 1 1 Admin-0 countries Antarctica
## 8 3 3 Admin-0 countries France
## 9 1 1 Admin-0 countries Australia
## 10 1 1 Admin-0 countries Austria
## 11 1 1 Admin-0 countries Azerbaijan
## 12 1 1 Admin-0 countries Burundi
## 13 1 1 Admin-0 countries Belgium
## 14 1 1 Admin-0 countries Benin
## 15 1 1 Admin-0 countries Burkina Faso
## 16 1 1 Admin-0 countries Bangladesh
## 17 1 1 Admin-0 countries Bulgaria
## 18 1 1 Admin-0 countries The Bahamas
## 19 1 1 Admin-0 countries Bosnia and Herzegovina
## 20 1 1 Admin-0 countries Belarus
## 21 1 1 Admin-0 countries Belize
## 22 1 1 Admin-0 countries Bolivia
## 23 1 1 Admin-0 countries Brazil
## 24 1 1 Admin-0 countries Brunei
## 25 1 1 Admin-0 countries Bhutan
## 26 1 1 Admin-0 countries Botswana
## 27 1 1 Admin-0 countries Central African Republic
## 28 1 1 Admin-0 countries Canada
## 29 1 1 Admin-0 countries Switzerland
## 30 1 1 Admin-0 countries Chile
## 31 1 1 Admin-0 countries China
## 32 1 1 Admin-0 countries Ivory Coast
## 33 1 1 Admin-0 countries Cameroon
## 34 1 1 Admin-0 countries Democratic Republic of the Congo
## 35 1 1 Admin-0 countries Republic of the Congo
## 36 1 1 Admin-0 countries Colombia
## 37 1 1 Admin-0 countries Costa Rica
## 38 1 1 Admin-0 countries Cuba
## 39 1 1 Admin-0 countries Northern Cyprus
## 40 1 1 Admin-0 countries Cyprus
## 41 1 1 Admin-0 countries Czech Republic
## 42 1 1 Admin-0 countries Germany
## 43 1 1 Admin-0 countries Djibouti
## 44 1 1 Admin-0 countries Denmark
## 45 1 1 Admin-0 countries Dominican Republic
## 46 1 1 Admin-0 countries Algeria
## 47 1 1 Admin-0 countries Ecuador
## 48 1 1 Admin-0 countries Egypt
## 49 1 1 Admin-0 countries Eritrea
## 50 1 1 Admin-0 countries Spain
## 51 1 1 Admin-0 countries Estonia
## 52 1 1 Admin-0 countries Ethiopia
## 53 1 1 Admin-0 countries Finland
## 54 1 1 Admin-0 countries Fiji
## 55 1 1 Admin-0 countries United Kingdom
## 56 1 1 Admin-0 countries France
## 57 1 1 Admin-0 countries Gabon
## 58 1 1 Admin-0 countries United Kingdom
## 59 1 1 Admin-0 countries Georgia
## 60 1 1 Admin-0 countries Ghana
## 61 1 1 Admin-0 countries Guinea
## 62 1 1 Admin-0 countries Gambia
## 63 1 1 Admin-0 countries Guinea Bissau
## 64 1 1 Admin-0 countries Equatorial Guinea
## 65 1 1 Admin-0 countries Greece
## 66 1 1 Admin-0 countries Denmark
## 67 1 1 Admin-0 countries Guatemala
## 68 1 1 Admin-0 countries Guyana
## 69 1 1 Admin-0 countries Honduras
## 70 1 1 Admin-0 countries Croatia
## 71 1 1 Admin-0 countries Haiti
## 72 1 1 Admin-0 countries Hungary
## 73 1 1 Admin-0 countries Indonesia
## 74 1 1 Admin-0 countries India
## 75 1 1 Admin-0 countries Ireland
## 76 1 1 Admin-0 countries Iran
## 77 1 1 Admin-0 countries Iraq
## 78 1 1 Admin-0 countries Iceland
## 79 1 1 Admin-0 countries Israel
## 80 1 1 Admin-0 countries Italy
## 81 1 1 Admin-0 countries Jamaica
## 82 1 1 Admin-0 countries Jordan
## 83 1 1 Admin-0 countries Japan
## 84 1 1 Admin-0 countries Kazakhstan
## 85 1 1 Admin-0 countries Kenya
## 86 1 1 Admin-0 countries Kyrgyzstan
## 87 1 1 Admin-0 countries Cambodia
## 88 1 1 Admin-0 countries South Korea
## 89 1 1 Admin-0 countries Kosovo
## 90 1 1 Admin-0 countries Kuwait
## 91 1 1 Admin-0 countries Laos
## 92 1 1 Admin-0 countries Lebanon
## 93 1 1 Admin-0 countries Liberia
## 94 1 1 Admin-0 countries Libya
## 95 1 1 Admin-0 countries Sri Lanka
## 96 1 1 Admin-0 countries Lesotho
## 97 1 1 Admin-0 countries Lithuania
## 98 1 1 Admin-0 countries Luxembourg
## 99 1 1 Admin-0 countries Latvia
## 100 1 1 Admin-0 countries Morocco
## 101 1 1 Admin-0 countries Moldova
## 102 1 1 Admin-0 countries Madagascar
## 103 1 1 Admin-0 countries Mexico
## 104 1 1 Admin-0 countries Macedonia
## 105 1 1 Admin-0 countries Mali
## 106 1 1 Admin-0 countries Myanmar
## 107 1 1 Admin-0 countries Montenegro
## 108 1 1 Admin-0 countries Mongolia
## 109 1 1 Admin-0 countries Mozambique
## 110 1 1 Admin-0 countries Mauritania
## 111 1 1 Admin-0 countries Malawi
## 112 1 1 Admin-0 countries Malaysia
## 113 1 1 Admin-0 countries Namibia
## 114 1 1 Admin-0 countries France
## 115 1 1 Admin-0 countries Niger
## 116 1 1 Admin-0 countries Nigeria
## 117 1 1 Admin-0 countries Nicaragua
## 118 1 1 Admin-0 countries Netherlands
## 119 1 1 Admin-0 countries Norway
## 120 1 1 Admin-0 countries Nepal
## 121 1 1 Admin-0 countries New Zealand
## 122 1 1 Admin-0 countries Oman
## 123 1 1 Admin-0 countries Pakistan
## 124 1 1 Admin-0 countries Panama
## 125 1 1 Admin-0 countries Peru
## 126 1 1 Admin-0 countries Philippines
## 127 1 1 Admin-0 countries Papua New Guinea
## 128 1 1 Admin-0 countries Poland
## 129 1 1 Admin-0 countries United States of America
## 130 1 1 Admin-0 countries North Korea
## 131 1 1 Admin-0 countries Portugal
## 132 1 1 Admin-0 countries Paraguay
## 133 1 1 Admin-0 countries Qatar
## 134 1 1 Admin-0 countries Romania
## 135 1 1 Admin-0 countries Russia
## 136 1 1 Admin-0 countries Rwanda
## 137 1 1 Admin-0 countries Western Sahara
## 138 1 1 Admin-0 countries Saudi Arabia
## 139 1 1 Admin-0 countries Sudan
## 140 1 1 Admin-0 countries South Sudan
## 141 1 1 Admin-0 countries Senegal
## 142 1 1 Admin-0 countries Solomon Islands
## 143 1 1 Admin-0 countries Sierra Leone
## 144 1 1 Admin-0 countries El Salvador
## 146 1 1 Admin-0 countries Somalia
## 147 1 1 Admin-0 countries Republic of Serbia
## 148 1 1 Admin-0 countries Suriname
## 149 1 1 Admin-0 countries Slovakia
## 150 1 1 Admin-0 countries Slovenia
## 151 1 1 Admin-0 countries Sweden
## 152 1 1 Admin-0 countries Swaziland
## 153 1 1 Admin-0 countries Syria
## 154 1 1 Admin-0 countries Chad
## 155 1 1 Admin-0 countries Togo
## 156 1 1 Admin-0 countries Thailand
## 157 1 1 Admin-0 countries Tajikistan
## 158 1 1 Admin-0 countries Turkmenistan
## 159 1 1 Admin-0 countries East Timor
## 160 1 1 Admin-0 countries Trinidad and Tobago
## 161 1 1 Admin-0 countries Tunisia
## 162 1 1 Admin-0 countries Turkey
## 163 1 1 Admin-0 countries Taiwan
## 164 1 1 Admin-0 countries United Republic of Tanzania
## 165 1 1 Admin-0 countries Uganda
## 166 1 1 Admin-0 countries Ukraine
## 167 1 1 Admin-0 countries Uruguay
## 168 1 1 Admin-0 countries United States of America
## 169 1 1 Admin-0 countries Uzbekistan
## 170 1 1 Admin-0 countries Venezuela
## 171 1 1 Admin-0 countries Vietnam
## 172 1 1 Admin-0 countries Vanuatu
## 173 1 1 Admin-0 countries Palestine
## 174 1 1 Admin-0 countries Yemen
## 175 1 1 Admin-0 countries South Africa
## 176 1 1 Admin-0 countries Zambia
## 177 1 1 Admin-0 countries Zimbabwe
## 178 3 3 Admin-0 countries Netherlands
## 179 1 1 Admin-0 countries United Kingdom
## 180 3 3 Admin-0 countries Finland
## 181 3 3 Admin-0 countries Andorra
## 182 3 3 Admin-0 countries United States of America
## 183 5 5 Admin-0 countries Australia
## 184 1 1 Admin-0 countries Antigua and Barbuda
## 185 1 1 Admin-0 countries Bahrain
## 186 3 3 Admin-0 countries France
## 187 3 3 Admin-0 countries United Kingdom
## 188 1 1 Admin-0 countries Barbados
## 189 3 3 Admin-0 countries New Zealand
## 190 1 1 Admin-0 countries Comoros
## 191 1 1 Admin-0 countries Cape Verde
## 192 3 3 Admin-0 countries Netherlands
## 193 1 1 Admin-0 countries United Kingdom
## 194 1 1 Admin-0 countries Dominica
## 195 3 3 Admin-0 countries Denmark
## 196 3 3 Admin-0 countries Federated States of Micronesia
## 197 1 1 Admin-0 countries Palestine
## 198 4 4 Admin-0 countries United Kingdom
## 199 1 1 Admin-0 countries Grenada
## 200 3 3 Admin-0 countries United States of America
## 201 3 3 Admin-0 countries China
## 202 5 5 Admin-0 countries Australia
## 203 3 3 Admin-0 countries United Kingdom
## 204 5 5 Admin-0 countries Australia
## 205 3 3 Admin-0 countries United Kingdom
## 206 4 4 Admin-0 countries United Kingdom
## 207 1 1 Admin-0 countries Kashmir
## 208 1 1 Admin-0 countries Kiribati
## 209 1 1 Admin-0 countries Saint Kitts and Nevis
## 210 1 1 Admin-0 countries Saint Lucia
## 211 1 1 Admin-0 countries Liechtenstein
## 212 3 3 Admin-0 countries China
## 213 3 3 Admin-0 countries France
## 214 6 6 Admin-0 countries Monaco
## 215 3 3 Admin-0 countries Maldives
## 216 5 5 Admin-0 countries Marshall Islands
## 217 3 3 Admin-0 countries Malta
## 218 3 3 Admin-0 countries United States of America
## 219 3 3 Admin-0 countries United Kingdom
## 220 1 1 Admin-0 countries Mauritius
## 221 5 5 Admin-0 countries Australia
## 222 3 3 Admin-0 countries New Zealand
## 223 3 3 Admin-0 countries Nauru
## 224 3 3 Admin-0 countries United Kingdom
## 225 1 1 Admin-0 countries Palau
## 226 3 3 Admin-0 countries France
## 227 3 3 Admin-0 countries Singapore
## 228 3 3 Admin-0 countries United Kingdom
## 229 3 3 Admin-0 countries United Kingdom
## 230 3 3 Admin-0 countries San Marino
## 231 3 3 Admin-0 countries France
## 232 1 1 Admin-0 countries Sao Tome and Principe
## 233 3 3 Admin-0 countries Netherlands
## 234 1 1 Admin-0 countries Seychelles
## 235 3 3 Admin-0 countries United Kingdom
## 236 3 3 Admin-0 countries Tonga
## 237 6 6 Admin-0 countries Vatican
## 238 1 1 Admin-0 countries Saint Vincent and the Grenadines
## 239 3 3 Admin-0 countries United Kingdom
## 240 3 3 Admin-0 countries United States of America
## 241 3 3 Admin-0 countries France
## 242 1 1 Admin-0 countries Samoa
## 243 5 5 Adm-0 country Tuvalu
## 244 1 1 Admin-0 countries France
## SOV_A3 ADM0_DIF LEVEL TYPE
## 1 AFG 0 2 Sovereign country
## 2 AGO 0 2 Sovereign country
## 3 ALB 0 2 Sovereign country
## 4 ARE 0 2 Sovereign country
## 5 ARG 0 2 Sovereign country
## 6 ARM 0 2 Sovereign country
## 7 ATA 0 2 Indeterminate
## 8 FR1 1 2 Dependency
## 9 AU1 0 2 Country
## 10 AUT 0 2 Sovereign country
## 11 AZE 0 2 Sovereign country
## 12 BDI 0 2 Sovereign country
## 13 BEL 0 2 Sovereign country
## 14 BEN 0 2 Sovereign country
## 15 BFA 0 2 Sovereign country
## 16 BGD 0 2 Sovereign country
## 17 BGR 0 2 Sovereign country
## 18 BHS 0 2 Sovereign country
## 19 BIH 0 2 Sovereign country
## 20 BLR 0 2 Sovereign country
## 21 BLZ 0 2 Sovereign country
## 22 BOL 0 2 Sovereign country
## 23 BRA 0 2 Sovereign country
## 24 BRN 0 2 Sovereign country
## 25 BTN 0 2 Sovereign country
## 26 BWA 0 2 Sovereign country
## 27 CAF 0 2 Sovereign country
## 28 CAN 0 2 Sovereign country
## 29 CHE 0 2 Sovereign country
## 30 CHL 0 2 Sovereign country
## 31 CH1 0 2 Country
## 32 CIV 0 2 Sovereign country
## 33 CMR 0 2 Sovereign country
## 34 COD 0 2 Sovereign country
## 35 COG 0 2 Sovereign country
## 36 COL 0 2 Sovereign country
## 37 CRI 0 2 Sovereign country
## 38 CUB 0 2 Sovereign country
## 39 CYN 0 2 Sovereign country
## 40 CYP 0 2 Sovereign country
## 41 CZE 0 2 Sovereign country
## 42 DEU 0 2 Sovereign country
## 43 DJI 0 2 Sovereign country
## 44 DN1 0 2 Country
## 45 DOM 0 2 Sovereign country
## 46 DZA 0 2 Sovereign country
## 47 ECU 0 2 Sovereign country
## 48 EGY 0 2 Sovereign country
## 49 ERI 0 2 Sovereign country
## 50 ESP 0 2 Sovereign country
## 51 EST 0 2 Sovereign country
## 52 ETH 0 2 Sovereign country
## 53 FI1 0 2 County
## 54 FJI 0 2 Sovereign country
## 55 GB1 1 2 Dependency
## 56 FR1 0 2 Country
## 57 GAB 0 2 Sovereign country
## 58 GB1 0 2 Country
## 59 GEO 0 2 Sovereign country
## 60 GHA 0 2 Sovereign country
## 61 GIN 0 2 Sovereign country
## 62 GMB 0 2 Sovereign country
## 63 GNB 0 2 Sovereign country
## 64 GNQ 0 2 Sovereign country
## 65 GRC 0 2 Sovereign country
## 66 DN1 1 2 Country
## 67 GTM 0 2 Sovereign country
## 68 GUY 0 2 Sovereign country
## 69 HND 0 2 Sovereign country
## 70 HRV 0 2 Sovereign country
## 71 HTI 0 2 Sovereign country
## 72 HUN 0 2 Sovereign country
## 73 IDN 0 2 Sovereign country
## 74 IND 0 2 Sovereign country
## 75 IRL 0 2 Sovereign country
## 76 IRN 0 2 Sovereign country
## 77 IRQ 0 2 Sovereign country
## 78 ISL 0 2 Sovereign country
## 79 ISR 0 2 Sovereign country
## 80 ITA 0 2 Sovereign country
## 81 JAM 0 2 Sovereign country
## 82 JOR 0 2 Sovereign country
## 83 JPN 0 2 Sovereign country
## 84 KAZ 0 2 Sovereign country
## 85 KEN 0 2 Sovereign country
## 86 KGZ 0 2 Sovereign country
## 87 KHM 0 2 Sovereign country
## 88 KOR 0 2 Sovereign country
## 89 KOS 0 2 Sovereign country
## 90 KWT 0 2 Sovereign country
## 91 LAO 0 2 Sovereign country
## 92 LBN 0 2 Sovereign country
## 93 LBR 0 2 Sovereign country
## 94 LBY 0 2 Sovereign country
## 95 LKA 0 2 Sovereign country
## 96 LSO 0 2 Sovereign country
## 97 LTU 0 2 Sovereign country
## 98 LUX 0 2 Sovereign country
## 99 LVA 0 2 Sovereign country
## 100 MAR 0 2 Sovereign country
## 101 MDA 0 2 Sovereign country
## 102 MDG 0 2 Sovereign country
## 103 MEX 0 2 Sovereign country
## 104 MKD 0 2 Sovereign country
## 105 MLI 0 2 Sovereign country
## 106 MMR 0 2 Sovereign country
## 107 MNE 0 2 Sovereign country
## 108 MNG 0 2 Sovereign country
## 109 MOZ 0 2 Sovereign country
## 110 MRT 0 2 Sovereign country
## 111 MWI 0 2 Sovereign country
## 112 MYS 0 2 Sovereign country
## 113 NAM 0 2 Sovereign country
## 114 FR1 1 2 Dependency
## 115 NER 0 2 Sovereign country
## 116 NGA 0 2 Sovereign country
## 117 NIC 0 2 Sovereign country
## 118 NL1 0 2 Country
## 119 NOR 0 2 Sovereign country
## 120 NPL 0 2 Sovereign country
## 121 NZ1 0 2 Country
## 122 OMN 0 2 Sovereign country
## 123 PAK 0 2 Sovereign country
## 124 PAN 0 2 Sovereign country
## 125 PER 0 2 Sovereign country
## 126 PHL 0 2 Sovereign country
## 127 PNG 0 2 Sovereign country
## 128 POL 0 2 Sovereign country
## 129 US1 1 2 Dependency
## 130 PRK 0 2 Sovereign country
## 131 PRT 0 2 Sovereign country
## 132 PRY 0 2 Sovereign country
## 133 QAT 0 2 Sovereign country
## 134 ROU 0 2 Sovereign country
## 135 RUS 0 2 Sovereign country
## 136 RWA 0 2 Sovereign country
## 137 SAH 0 2 Disputed
## 138 SAU 0 2 Sovereign country
## 139 SDN 0 2 Sovereign country
## 140 SDS 0 2 Sovereign country
## 141 SEN 0 2 Sovereign country
## 142 SLB 0 2 Sovereign country
## 143 SLE 0 2 Sovereign country
## 144 SLV 0 2 Sovereign country
## 146 SOM 0 2 Sovereign country
## 147 SRB 0 2 Sovereign country
## 148 SUR 0 2 Sovereign country
## 149 SVK 0 2 Sovereign country
## 150 SVN 0 2 Sovereign country
## 151 SWE 0 2 Sovereign country
## 152 SWZ 0 2 Sovereign country
## 153 SYR 0 2 Sovereign country
## 154 TCD 0 2 Sovereign country
## 155 TGO 0 2 Sovereign country
## 156 THA 0 2 Sovereign country
## 157 TJK 0 2 Sovereign country
## 158 TKM 0 2 Sovereign country
## 159 TLS 0 2 Sovereign country
## 160 TTO 0 2 Sovereign country
## 161 TUN 0 2 Sovereign country
## 162 TUR 0 2 Sovereign country
## 163 TWN 0 2 Sovereign country
## 164 TZA 0 2 Sovereign country
## 165 UGA 0 2 Sovereign country
## 166 UKR 0 2 Sovereign country
## 167 URY 0 2 Sovereign country
## 168 US1 0 2 Country
## 169 UZB 0 2 Sovereign country
## 170 VEN 0 2 Sovereign country
## 171 VNM 0 2 Sovereign country
## 172 VUT 0 2 Sovereign country
## 173 PSE 1 2 Country
## 174 YEM 0 2 Sovereign country
## 175 ZAF 0 2 Sovereign country
## 176 ZMB 0 2 Sovereign country
## 177 ZWE 0 2 Sovereign country
## 178 NL1 1 2 Country
## 179 GB1 1 2 Dependency
## 180 FI1 1 2 Country
## 181 AND 0 2 Sovereign country
## 182 US1 1 2 Dependency
## 183 AU1 1 2 Dependency
## 184 ATG 0 2 Sovereign country
## 185 BHR 0 2 Sovereign country
## 186 FR1 1 2 Dependency
## 187 GB1 1 2 Dependency
## 188 BRB 0 2 Sovereign country
## 189 NZ1 1 2 Dependency
## 190 COM 0 2 Sovereign country
## 191 CPV 0 2 Sovereign country
## 192 NL1 1 2 Country
## 193 GB1 1 2 Dependency
## 194 DMA 0 2 Sovereign country
## 195 DN1 1 2 Dependency
## 196 FSM 0 2 Sovereign country
## 197 PSE 1 2 Country
## 198 GB1 1 2 Country
## 199 GRD 0 2 Sovereign country
## 200 US1 1 2 Dependency
## 201 CH1 1 2 Country
## 202 AU1 1 2 Dependency
## 203 GB1 1 2 Country
## 204 AU1 1 2 Dependency
## 205 GB1 1 2 Dependency
## 206 GB1 1 2 Country
## 207 KAS 1 2 Indeterminate
## 208 KIR 0 2 Sovereign country
## 209 KNA 0 2 Sovereign country
## 210 LCA 0 2 Sovereign country
## 211 LIE 0 2 Sovereign country
## 212 CH1 1 2 Country
## 213 FR1 1 2 Dependency
## 214 MCO 0 2 Sovereign country
## 215 MDV 0 2 Sovereign country
## 216 MHL 0 2 Sovereign country
## 217 MLT 0 2 Sovereign country
## 218 US1 1 2 Dependency
## 219 GB1 1 2 Dependency
## 220 MUS 0 2 Sovereign country
## 221 AU1 1 2 Dependency
## 222 NZ1 1 2 Dependency
## 223 NRU 0 2 Sovereign country
## 224 GB1 1 2 Dependency
## 225 PLW 0 2 Sovereign country
## 226 FR1 1 2 Dependency
## 227 SGP 0 2 Sovereign country
## 228 GB1 1 2 Dependency
## 229 GB1 1 2 Dependency
## 230 SMR 0 2 Sovereign country
## 231 FR1 1 2 Dependency
## 232 STP 0 2 Sovereign country
## 233 NL1 1 2 Country
## 234 SYC 0 2 Sovereign country
## 235 GB1 1 2 Dependency
## 236 TON 0 2 Sovereign country
## 237 VAT 0 2 Sovereign country
## 238 VCT 0 2 Sovereign country
## 239 GB1 1 2 Dependency
## 240 US1 1 2 Dependency
## 241 FR1 1 2 Dependency
## 242 WSM 0 2 Sovereign country
## 243 TUV 0 2 Sovereign country
## 244 FR1 0 2 Dependency
## ADMIN ADM0_A3 GEOU_DIF
## 1 Afghanistan AFG 0
## 2 Angola AGO 0
## 3 Albania ALB 0
## 4 United Arab Emirates ARE 0
## 5 Argentina ARG 0
## 6 Armenia ARM 0
## 7 Antarctica ATA 0
## 8 French Southern and Antarctic Lands ATF 0
## 9 Australia AUS 0
## 10 Austria AUT 0
## 11 Azerbaijan AZE 0
## 12 Burundi BDI 0
## 13 Belgium BEL 0
## 14 Benin BEN 0
## 15 Burkina Faso BFA 0
## 16 Bangladesh BGD 0
## 17 Bulgaria BGR 0
## 18 The Bahamas BHS 0
## 19 Bosnia and Herzegovina BIH 0
## 20 Belarus BLR 0
## 21 Belize BLZ 0
## 22 Bolivia BOL 0
## 23 Brazil BRA 0
## 24 Brunei BRN 0
## 25 Bhutan BTN 0
## 26 Botswana BWA 0
## 27 Central African Republic CAF 0
## 28 Canada CAN 0
## 29 Switzerland CHE 0
## 30 Chile CHL 0
## 31 China CHN 0
## 32 Ivory Coast CIV 0
## 33 Cameroon CMR 0
## 34 Democratic Republic of the Congo COD 0
## 35 Republic of the Congo COG 0
## 36 Colombia COL 0
## 37 Costa Rica CRI 0
## 38 Cuba CUB 0
## 39 Northern Cyprus CYN 0
## 40 Cyprus CYP 0
## 41 Czech Republic CZE 0
## 42 Germany DEU 0
## 43 Djibouti DJI 0
## 44 Denmark DNK 0
## 45 Dominican Republic DOM 0
## 46 Algeria DZA 0
## 47 Ecuador ECU 0
## 48 Egypt EGY 0
## 49 Eritrea ERI 0
## 50 Spain ESP 0
## 51 Estonia EST 0
## 52 Ethiopia ETH 0
## 53 Finland FIN 0
## 54 Fiji FJI 0
## 55 Falkland Islands FLK 0
## 56 France FRA 0
## 57 Gabon GAB 0
## 58 United Kingdom GBR 0
## 59 Georgia GEO 0
## 60 Ghana GHA 0
## 61 Guinea GIN 0
## 62 Gambia GMB 0
## 63 Guinea Bissau GNB 0
## 64 Equatorial Guinea GNQ 0
## 65 Greece GRC 0
## 66 Greenland GRL 0
## 67 Guatemala GTM 0
## 68 Guyana GUY 0
## 69 Honduras HND 0
## 70 Croatia HRV 0
## 71 Haiti HTI 0
## 72 Hungary HUN 0
## 73 Indonesia IDN 0
## 74 India IND 0
## 75 Ireland IRL 0
## 76 Iran IRN 0
## 77 Iraq IRQ 0
## 78 Iceland ISL 0
## 79 Israel ISR 0
## 80 Italy ITA 0
## 81 Jamaica JAM 0
## 82 Jordan JOR 0
## 83 Japan JPN 0
## 84 Kazakhstan KAZ 0
## 85 Kenya KEN 0
## 86 Kyrgyzstan KGZ 0
## 87 Cambodia KHM 0
## 88 South Korea KOR 0
## 89 Kosovo KOS 0
## 90 Kuwait KWT 0
## 91 Laos LAO 0
## 92 Lebanon LBN 0
## 93 Liberia LBR 0
## 94 Libya LBY 0
## 95 Sri Lanka LKA 0
## 96 Lesotho LSO 0
## 97 Lithuania LTU 0
## 98 Luxembourg LUX 0
## 99 Latvia LVA 0
## 100 Morocco MAR 0
## 101 Moldova MDA 0
## 102 Madagascar MDG 0
## 103 Mexico MEX 0
## 104 Macedonia MKD 0
## 105 Mali MLI 0
## 106 Myanmar MMR 0
## 107 Montenegro MNE 0
## 108 Mongolia MNG 0
## 109 Mozambique MOZ 0
## 110 Mauritania MRT 0
## 111 Malawi MWI 0
## 112 Malaysia MYS 0
## 113 Namibia NAM 0
## 114 New Caledonia NCL 0
## 115 Niger NER 0
## 116 Nigeria NGA 0
## 117 Nicaragua NIC 0
## 118 Netherlands NLD 0
## 119 Norway NOR 0
## 120 Nepal NPL 0
## 121 New Zealand NZL 0
## 122 Oman OMN 0
## 123 Pakistan PAK 0
## 124 Panama PAN 0
## 125 Peru PER 0
## 126 Philippines PHL 0
## 127 Papua New Guinea PNG 0
## 128 Poland POL 0
## 129 Puerto Rico PRI 0
## 130 North Korea PRK 0
## 131 Portugal PRT 0
## 132 Paraguay PRY 0
## 133 Qatar QAT 0
## 134 Romania ROU 0
## 135 Russia RUS 0
## 136 Rwanda RWA 0
## 137 Western Sahara SAH 0
## 138 Saudi Arabia SAU 0
## 139 Sudan SDN 0
## 140 South Sudan SDS 0
## 141 Senegal SEN 0
## 142 Solomon Islands SLB 0
## 143 Sierra Leone SLE 0
## 144 El Salvador SLV 0
## 146 Somalia SOM 0
## 147 Republic of Serbia SRB 0
## 148 Suriname SUR 0
## 149 Slovakia SVK 0
## 150 Slovenia SVN 0
## 151 Sweden SWE 0
## 152 Swaziland SWZ 0
## 153 Syria SYR 0
## 154 Chad TCD 0
## 155 Togo TGO 0
## 156 Thailand THA 0
## 157 Tajikistan TJK 0
## 158 Turkmenistan TKM 0
## 159 East Timor TLS 0
## 160 Trinidad and Tobago TTO 0
## 161 Tunisia TUN 0
## 162 Turkey TUR 0
## 163 Taiwan TWN 0
## 164 United Republic of Tanzania TZA 1
## 165 Uganda UGA 0
## 166 Ukraine UKR 0
## 167 Uruguay URY 0
## 168 United States of America USA 0
## 169 Uzbekistan UZB 0
## 170 Venezuela VEN 0
## 171 Vietnam VNM 0
## 172 Vanuatu VUT 0
## 173 West Bank WEB 0
## 174 Yemen YEM 0
## 175 South Africa ZAF 0
## 176 Zambia ZMB 0
## 177 Zimbabwe ZWE 0
## 178 Aruba ABW 0
## 179 Anguilla AIA 0
## 180 Aland ALD 0
## 181 Andorra AND 0
## 182 American Samoa ASM 0
## 183 Ashmore and Cartier Islands ATC 0
## 184 Antigua and Barbuda ATG 0
## 185 Bahrain BHR 0
## 186 Saint Barthelemy BLM 0
## 187 Bermuda BMU 0
## 188 Barbados BRB 0
## 189 Cook Islands COK 0
## 190 Comoros COM 0
## 191 Cape Verde CPV 0
## 192 Curacao CUW 0
## 193 Cayman Islands CYM 0
## 194 Dominica DMA 0
## 195 Faroe Islands FRO 0
## 196 Federated States of Micronesia FSM 0
## 197 Gaza GAZ 0
## 198 Guernsey GGY 0
## 199 Grenada GRD 0
## 200 Guam GUM 0
## 201 Hong Kong S.A.R. HKG 0
## 202 Heard Island and McDonald Islands HMD 0
## 203 Isle of Man IMN 0
## 204 Indian Ocean Territories IOA 0
## 205 British Indian Ocean Territory IOT 0
## 206 Jersey JEY 0
## 207 Siachen Glacier KAS 0
## 208 Kiribati KIR 0
## 209 Saint Kitts and Nevis KNA 0
## 210 Saint Lucia LCA 0
## 211 Liechtenstein LIE 0
## 212 Macau S.A.R MAC 0
## 213 Saint Martin MAF 0
## 214 Monaco MCO 0
## 215 Maldives MDV 0
## 216 Marshall Islands MHL 0
## 217 Malta MLT 0
## 218 Northern Mariana Islands MNP 0
## 219 Montserrat MSR 0
## 220 Mauritius MUS 0
## 221 Norfolk Island NFK 0
## 222 Niue NIU 0
## 223 Nauru NRU 0
## 224 Pitcairn Islands PCN 0
## 225 Palau PLW 0
## 226 French Polynesia PYF 0
## 227 Singapore SGP 0
## 228 South Georgia and South Sandwich Islands SGS 0
## 229 Saint Helena SHN 0
## 230 San Marino SMR 0
## 231 Saint Pierre and Miquelon SPM 0
## 232 Sao Tome and Principe STP 0
## 233 Sint Maarten SXM 0
## 234 Seychelles SYC 0
## 235 Turks and Caicos Islands TCA 0
## 236 Tonga TON 0
## 237 Vatican VAT 0
## 238 Saint Vincent and the Grenadines VCT 0
## 239 British Virgin Islands VGB 0
## 240 United States Virgin Islands VIR 0
## 241 Wallis and Futuna WLF 0
## 242 Samoa WSM 0
## 243 Tuvalu TUV 0
## 244 French Guiana GUF 0
## GEOUNIT GU_A3 SU_DIF
## 1 Afghanistan AFG 0
## 2 Angola AGO 0
## 3 Albania ALB 0
## 4 United Arab Emirates ARE 0
## 5 Argentina ARG 0
## 6 Armenia ARM 0
## 7 Antarctica ATA 0
## 8 French Southern and Antarctic Lands ATF 0
## 9 Australia AUS 0
## 10 Austria AUT 0
## 11 Azerbaijan AZE 0
## 12 Burundi BDI 0
## 13 Belgium BEL 0
## 14 Benin BEN 0
## 15 Burkina Faso BFA 0
## 16 Bangladesh BGD 0
## 17 Bulgaria BGR 0
## 18 The Bahamas BHS 0
## 19 Bosnia and Herzegovina BIH 0
## 20 Belarus BLR 0
## 21 Belize BLZ 0
## 22 Bolivia BOL 0
## 23 Brazil BRA 0
## 24 Brunei BRN 0
## 25 Bhutan BTN 0
## 26 Botswana BWA 0
## 27 Central African Republic CAF 0
## 28 Canada CAN 0
## 29 Switzerland CHE 0
## 30 Chile CHL 0
## 31 China CHN 0
## 32 Ivory Coast CIV 0
## 33 Cameroon CMR 0
## 34 Democratic Republic of the Congo COD 0
## 35 Republic of the Congo COG 0
## 36 Colombia COL 0
## 37 Costa Rica CRI 0
## 38 Cuba CUB 0
## 39 Northern Cyprus CYN 0
## 40 Cyprus CYP 0
## 41 Czech Republic CZE 0
## 42 Germany DEU 0
## 43 Djibouti DJI 0
## 44 Denmark DNK 0
## 45 Dominican Republic DOM 0
## 46 Algeria DZA 0
## 47 Ecuador ECU 0
## 48 Egypt EGY 0
## 49 Eritrea ERI 0
## 50 Spain ESP 0
## 51 Estonia EST 0
## 52 Ethiopia ETH 0
## 53 Finland FIN 0
## 54 Fiji FJI 0
## 55 Falkland Islands FLK 0
## 56 France FRA 0
## 57 Gabon GAB 0
## 58 United Kingdom GBR 0
## 59 Georgia GEO 0
## 60 Ghana GHA 0
## 61 Guinea GIN 0
## 62 Gambia GMB 0
## 63 Guinea Bissau GNB 0
## 64 Equatorial Guinea GNQ 0
## 65 Greece GRC 0
## 66 Greenland GRL 0
## 67 Guatemala GTM 0
## 68 Guyana GUY 0
## 69 Honduras HND 0
## 70 Croatia HRV 0
## 71 Haiti HTI 0
## 72 Hungary HUN 0
## 73 Indonesia IDN 0
## 74 India IND 0
## 75 Ireland IRL 0
## 76 Iran IRN 0
## 77 Iraq IRQ 0
## 78 Iceland ISL 0
## 79 Israel ISR 0
## 80 Italy ITA 0
## 81 Jamaica JAM 0
## 82 Jordan JOR 0
## 83 Japan JPN 0
## 84 Kazakhstan KAZ 0
## 85 Kenya KEN 0
## 86 Kyrgyzstan KGZ 0
## 87 Cambodia KHM 0
## 88 South Korea KOR 0
## 89 Kosovo KOS 0
## 90 Kuwait KWT 0
## 91 Laos LAO 0
## 92 Lebanon LBN 0
## 93 Liberia LBR 0
## 94 Libya LBY 0
## 95 Sri Lanka LKA 0
## 96 Lesotho LSO 0
## 97 Lithuania LTU 0
## 98 Luxembourg LUX 0
## 99 Latvia LVA 0
## 100 Morocco MAR 0
## 101 Moldova MDA 0
## 102 Madagascar MDG 0
## 103 Mexico MEX 0
## 104 Macedonia MKD 0
## 105 Mali MLI 0
## 106 Myanmar MMR 0
## 107 Montenegro MNE 0
## 108 Mongolia MNG 0
## 109 Mozambique MOZ 0
## 110 Mauritania MRT 0
## 111 Malawi MWI 0
## 112 Malaysia MYS 0
## 113 Namibia NAM 0
## 114 New Caledonia NCL 0
## 115 Niger NER 0
## 116 Nigeria NGA 0
## 117 Nicaragua NIC 0
## 118 Netherlands NLD 0
## 119 Norway NOR 0
## 120 Nepal NPL 0
## 121 New Zealand NZL 0
## 122 Oman OMN 0
## 123 Pakistan PAK 0
## 124 Panama PAN 0
## 125 Peru PER 0
## 126 Philippines PHL 0
## 127 Papua New Guinea PNG 0
## 128 Poland POL 0
## 129 Puerto Rico PRI 0
## 130 North Korea PRK 0
## 131 Portugal PRT 0
## 132 Paraguay PRY 0
## 133 Qatar QAT 0
## 134 Romania ROU 0
## 135 Russia RUS 0
## 136 Rwanda RWA 0
## 137 Western Sahara SAH 0
## 138 Saudi Arabia SAU 0
## 139 Sudan SDN 0
## 140 South Sudan SDS 0
## 141 Senegal SEN 0
## 142 Solomon Islands SLB 0
## 143 Sierra Leone SLE 0
## 144 El Salvador SLV 0
## 146 Somalia SOM 0
## 147 Republic of Serbia SRB 0
## 148 Suriname SUR 0
## 149 Slovakia SVK 0
## 150 Slovenia SVN 0
## 151 Sweden SWE 0
## 152 Swaziland SWZ 0
## 153 Syria SYR 0
## 154 Chad TCD 0
## 155 Togo TGO 0
## 156 Thailand THA 0
## 157 Tajikistan TJK 0
## 158 Turkmenistan TKM 0
## 159 East Timor TLS 0
## 160 Trinidad and Tobago TTO 0
## 161 Tunisia TUN 0
## 162 Turkey TUR 0
## 163 Taiwan TWN 0
## 164 Tanzania TZA 0
## 165 Uganda UGA 0
## 166 Ukraine UKR 0
## 167 Uruguay URY 0
## 168 United States of America USA 0
## 169 Uzbekistan UZB 0
## 170 Venezuela VEN 0
## 171 Vietnam VNM 0
## 172 Vanuatu VUT 0
## 173 West Bank WEB 0
## 174 Yemen YEM 0
## 175 South Africa ZAF 0
## 176 Zambia ZMB 0
## 177 Zimbabwe ZWE 0
## 178 Aruba ABW 0
## 179 Anguilla AIA 0
## 180 Aland ALD 0
## 181 Andorra AND 0
## 182 American Samoa ASM 0
## 183 Ashmore and Cartier Islands ATC 0
## 184 Antigua and Barbuda ATG 0
## 185 Bahrain BHR 0
## 186 Saint Barthelemy BLM 0
## 187 Bermuda BMU 0
## 188 Barbados BRB 0
## 189 Cook Islands COK 0
## 190 Comoros COM 0
## 191 Cape Verde CPV 0
## 192 Curacao CUW 0
## 193 Cayman Islands CYM 0
## 194 Dominica DMA 0
## 195 Faroe Islands FRO 0
## 196 Federated States of Micronesia FSM 0
## 197 Gaza GAZ 0
## 198 Guernsey GGY 0
## 199 Grenada GRD 0
## 200 Guam GUM 0
## 201 Hong Kong S.A.R. HKG 0
## 202 Heard Island and McDonald Islands HMD 0
## 203 Isle of Man IMN 0
## 204 Indian Ocean Territories IOA 0
## 205 British Indian Ocean Territory IOT 0
## 206 Jersey JEY 0
## 207 Siachen Glacier KAS 0
## 208 Kiribati KIR 0
## 209 Saint Kitts and Nevis KNA 0
## 210 Saint Lucia LCA 0
## 211 Liechtenstein LIE 0
## 212 Macau S.A.R MAC 0
## 213 Saint Martin MAF 0
## 214 Monaco MCO 0
## 215 Maldives MDV 0
## 216 Marshall Islands MHL 0
## 217 Malta MLT 0
## 218 Northern Mariana Islands MNP 0
## 219 Montserrat MSR 0
## 220 Mauritius MUS 0
## 221 Norfolk Island NFK 0
## 222 Niue NIU 0
## 223 Nauru NRU 0
## 224 Pitcairn Islands PCN 0
## 225 Palau PLW 0
## 226 French Polynesia PYF 0
## 227 Singapore SGP 0
## 228 South Georgia and South Sandwich Islands SGS 0
## 229 Saint Helena SHN 0
## 230 San Marino SMR 0
## 231 Saint Pierre and Miquelon SPM 0
## 232 Sao Tome and Principe STP 0
## 233 Sint Maarten SXM 0
## 234 Seychelles SYC 0
## 235 Turks and Caicos Islands TCA 0
## 236 Tonga TON 0
## 237 Vatican VAT 0
## 238 Saint Vincent and the Grenadines VCT 0
## 239 British Virgin Islands VGB 0
## 240 United States Virgin Islands VIR 0
## 241 Wallis and Futuna WLF 0
## 242 Samoa WSM 0
## 243 Tuvalu TUV 0
## 244 French Guiana GUF 0
## SUBUNIT SU_A3
## 1 Afghanistan AFG
## 2 Angola AGO
## 3 Albania ALB
## 4 United Arab Emirates ARE
## 5 Argentina ARG
## 6 Armenia ARM
## 7 Antarctica ATA
## 8 French Southern and Antarctic Lands ATF
## 9 Australia AUS
## 10 Austria AUT
## 11 Azerbaijan AZE
## 12 Burundi BDI
## 13 Belgium BEL
## 14 Benin BEN
## 15 Burkina Faso BFA
## 16 Bangladesh BGD
## 17 Bulgaria BGR
## 18 The Bahamas BHS
## 19 Bosnia and Herzegovina BIH
## 20 Belarus BLR
## 21 Belize BLZ
## 22 Bolivia BOL
## 23 Brazil BRA
## 24 Brunei BRN
## 25 Bhutan BTN
## 26 Botswana BWA
## 27 Central African Republic CAF
## 28 Canada CAN
## 29 Switzerland CHE
## 30 Chile CHL
## 31 China CHN
## 32 Ivory Coast CIV
## 33 Cameroon CMR
## 34 Democratic Republic of the Congo COD
## 35 Republic of the Congo COG
## 36 Colombia COL
## 37 Costa Rica CRI
## 38 Cuba CUB
## 39 Northern Cyprus CYN
## 40 Cyprus CYP
## 41 Czech Republic CZE
## 42 Germany DEU
## 43 Djibouti DJI
## 44 Denmark DNK
## 45 Dominican Republic DOM
## 46 Algeria DZA
## 47 Ecuador ECU
## 48 Egypt EGY
## 49 Eritrea ERI
## 50 Spain ESP
## 51 Estonia EST
## 52 Ethiopia ETH
## 53 Finland FIN
## 54 Fiji FJI
## 55 Falkland Islands FLK
## 56 France FRA
## 57 Gabon GAB
## 58 United Kingdom GBR
## 59 Georgia GEO
## 60 Ghana GHA
## 61 Guinea GIN
## 62 Gambia GMB
## 63 Guinea Bissau GNB
## 64 Equatorial Guinea GNQ
## 65 Greece GRC
## 66 Greenland GRL
## 67 Guatemala GTM
## 68 Guyana GUY
## 69 Honduras HND
## 70 Croatia HRV
## 71 Haiti HTI
## 72 Hungary HUN
## 73 Indonesia IDN
## 74 India IND
## 75 Ireland IRL
## 76 Iran IRN
## 77 Iraq IRQ
## 78 Iceland ISL
## 79 Israel ISR
## 80 Italy ITA
## 81 Jamaica JAM
## 82 Jordan JOR
## 83 Japan JPN
## 84 Kazakhstan KAZ
## 85 Kenya KEN
## 86 Kyrgyzstan KGZ
## 87 Cambodia KHM
## 88 South Korea KOR
## 89 Kosovo KOS
## 90 Kuwait KWT
## 91 Laos LAO
## 92 Lebanon LBN
## 93 Liberia LBR
## 94 Libya LBY
## 95 Sri Lanka LKA
## 96 Lesotho LSO
## 97 Lithuania LTU
## 98 Luxembourg LUX
## 99 Latvia LVA
## 100 Morocco MAR
## 101 Moldova MDA
## 102 Madagascar MDG
## 103 Mexico MEX
## 104 Macedonia MKD
## 105 Mali MLI
## 106 Myanmar MMR
## 107 Montenegro MNE
## 108 Mongolia MNG
## 109 Mozambique MOZ
## 110 Mauritania MRT
## 111 Malawi MWI
## 112 Malaysia MYS
## 113 Namibia NAM
## 114 New Caledonia NCL
## 115 Niger NER
## 116 Nigeria NGA
## 117 Nicaragua NIC
## 118 Netherlands NLD
## 119 Norway NOR
## 120 Nepal NPL
## 121 New Zealand NZL
## 122 Oman OMN
## 123 Pakistan PAK
## 124 Panama PAN
## 125 Peru PER
## 126 Philippines PHL
## 127 Papua New Guinea PN1
## 128 Poland POL
## 129 Puerto Rico PRI
## 130 North Korea PRK
## 131 Portugal PR1
## 132 Paraguay PRY
## 133 Qatar QAT
## 134 Romania ROU
## 135 Russia RUS
## 136 Rwanda RWA
## 137 Western Sahara SAH
## 138 Saudi Arabia SAU
## 139 Sudan SDN
## 140 South Sudan SDS
## 141 Senegal SEN
## 142 Solomon Islands SLB
## 143 Sierra Leone SLE
## 144 El Salvador SLV
## 146 Somalia SOM
## 147 Republic of Serbia SRB
## 148 Suriname SUR
## 149 Slovakia SVK
## 150 Slovenia SVN
## 151 Sweden SWE
## 152 Swaziland SWZ
## 153 Syria SYR
## 154 Chad TCD
## 155 Togo TGO
## 156 Thailand THA
## 157 Tajikistan TJK
## 158 Turkmenistan TKM
## 159 East Timor TLS
## 160 Trinidad and Tobago TTO
## 161 Tunisia TUN
## 162 Turkey TUR
## 163 Taiwan TWN
## 164 Tanzania TZA
## 165 Uganda UGA
## 166 Ukraine UKR
## 167 Uruguay URY
## 168 United States of America USA
## 169 Uzbekistan UZB
## 170 Venezuela VEN
## 171 Vietnam VNM
## 172 Vanuatu VUT
## 173 West Bank WEB
## 174 Yemen YEM
## 175 South Africa ZAF
## 176 Zambia ZMB
## 177 Zimbabwe ZWE
## 178 Aruba ABW
## 179 Anguilla AIA
## 180 Aland ALD
## 181 Andorra AND
## 182 American Samoa ASM
## 183 Ashmore and Cartier Islands ATC
## 184 Antigua and Barbuda ATG
## 185 Bahrain BHR
## 186 Saint Barthelemy BLM
## 187 Bermuda BMU
## 188 Barbados BRB
## 189 Cook Islands COK
## 190 Comoros COM
## 191 Cape Verde CPV
## 192 Curacao CUW
## 193 Cayman Islands CYM
## 194 Dominica DMA
## 195 Faroe Islands FRO
## 196 Federated States of Micronesia FSM
## 197 Gaza GAZ
## 198 Guernsey GGY
## 199 Grenada GRD
## 200 Guam GUM
## 201 Hong Kong S.A.R. HKG
## 202 Heard Island and McDonald Islands HMD
## 203 Isle of Man IMN
## 204 Indian Ocean Territories IOA
## 205 British Indian Ocean Territory IOT
## 206 Jersey JEY
## 207 Siachen Glacier KAS
## 208 Kiribati KIR
## 209 Saint Kitts and Nevis KNA
## 210 Saint Lucia LCA
## 211 Liechtenstein LIE
## 212 Macau S.A.R MAC
## 213 Saint Martin MAF
## 214 Monaco MCO
## 215 Maldives MDV
## 216 Marshall Islands MHL
## 217 Malta MLT
## 218 Northern Mariana Islands MNP
## 219 Montserrat MSR
## 220 Mauritius MUS
## 221 Norfolk Island NFK
## 222 Niue NIU
## 223 Nauru NRU
## 224 Pitcairn Islands PCN
## 225 Palau PLW
## 226 French Polynesia PYF
## 227 Singapore SGP
## 228 South Georgia and South Sandwich Islands SGS
## 229 Saint Helena SHN
## 230 San Marino SMR
## 231 Saint Pierre and Miquelon SPM
## 232 Sao Tome and Principe STP
## 233 Sint Maarten SXM
## 234 Seychelles SYC
## 235 Turks and Caicos Islands TCA
## 236 Tonga TON
## 237 Vatican VAT
## 238 Saint Vincent and the Grenadines VCT
## 239 British Virgin Islands VGB
## 240 United States Virgin Islands VIR
## 241 Wallis and Futuna WLF
## 242 Samoa WSM
## 243 Tuvalu TUV
## 244 French Guiana GUF
## NAME ABBREV POSTAL
## 1 Afghanistan Afg. AF
## 2 Angola Ang. AO
## 3 Albania Alb. AL
## 4 United Arab Emirates U.A.E. AE
## 5 Argentina Arg. AR
## 6 Armenia Arm. ARM
## 7 Antarctica Ant. AQ
## 8 Fr. S. and Antarctic Lands Fr. S.A.L. TF
## 9 Australia Auz. AU
## 10 Austria Aust. A
## 11 Azerbaijan Aze. AZ
## 12 Burundi Bur. BI
## 13 Belgium Belg. B
## 14 Benin Benin BJ
## 15 Burkina Faso B.F. BF
## 16 Bangladesh Bang. BD
## 17 Bulgaria Bulg. BG
## 18 Bahamas Bhs. BS
## 19 Bosnia and Herz. B.H. BiH
## 20 Belarus Bela. BY
## 21 Belize Belize BZ
## 22 Bolivia Bolivia BO
## 23 Brazil Brazil BR
## 24 Brunei Brunei BN
## 25 Bhutan Bhutan BT
## 26 Botswana Bwa. BW
## 27 Central African Rep. C.A.R. CF
## 28 Canada Can. CA
## 29 Switzerland Switz. CH
## 30 Chile Chile CL
## 31 China China CN
## 32 Ivory Coast I.C. CI
## 33 Cameroon Cam. CM
## 34 Congo (Kinshasa) D.R.C. DRC
## 35 Congo (Brazzaville) Rep. Congo CG
## 36 Colombia Col. CO
## 37 Costa Rica C.R. CR
## 38 Cuba Cuba CU
## 39 N. Cyprus N. Cy. CN
## 40 Cyprus Cyp. CY
## 41 Czech Rep. Cz. Rep. CZ
## 42 Germany Ger. D
## 43 Djibouti Dji. DJ
## 44 Denmark Den. DK
## 45 Dominican Rep. Dom. Rep. DO
## 46 Algeria Alg. DZ
## 47 Ecuador Ecu. EC
## 48 Egypt Egypt EG
## 49 Eritrea Erit. ER
## 50 Spain Sp. E
## 51 Estonia Est. EST
## 52 Ethiopia Eth. ET
## 53 Finland Fin. FIN
## 54 Fiji Fiji FJ
## 55 Falkland Is. Flk. Is. FK
## 56 France Fr. F
## 57 Gabon Gabon GA
## 58 United Kingdom U.K. GB
## 59 Georgia Geo. GE
## 60 Ghana Ghana GH
## 61 Guinea Gin. GN
## 62 Gambia Gambia GM
## 63 Guinea Bissau GnB. GW
## 64 Eq. Guinea Eq. G. GQ
## 65 Greece Greece GR
## 66 Greenland Grlnd. GL
## 67 Guatemala Guat. GT
## 68 Guyana Guy. GY
## 69 Honduras Hond. HN
## 70 Croatia Cro. HR
## 71 Haiti Haiti HT
## 72 Hungary Hun. HU
## 73 Indonesia Indo. INDO
## 74 India India IND
## 75 Ireland Ire. IRL
## 76 Iran Iran IRN
## 77 Iraq Iraq IRQ
## 78 Iceland Iceland IS
## 79 Israel Isr. IS
## 80 Italy Italy I
## 81 Jamaica Jam. J
## 82 Jordan Jord. J
## 83 Japan Japan J
## 84 Kazakhstan Kaz. KZ
## 85 Kenya Ken. KE
## 86 Kyrgyzstan Kgz. KG
## 87 Cambodia Camb. KH
## 88 S. Korea S.Kor. KR
## 89 Kosovo Kos. KO
## 90 Kuwait Kwt. KW
## 91 Laos Laos LA
## 92 Lebanon Leb. LB
## 93 Liberia Liberia LR
## 94 Libya Libya LY
## 95 Sri Lanka Sri L. LK
## 96 Lesotho Les. LS
## 97 Lithuania Lith. LT
## 98 Luxembourg Lux. L
## 99 Latvia Lat. LV
## 100 Morocco Mor. MA
## 101 Moldova Mda. MD
## 102 Madagascar Mad. MG
## 103 Mexico Mex. MX
## 104 Macedonia Mkd. MK
## 105 Mali Mali ML
## 106 Myanmar Myan. MM
## 107 Montenegro Mont. ME
## 108 Mongolia Mong. MN
## 109 Mozambique Moz. MZ
## 110 Mauritania Mrt. MR
## 111 Malawi Mal. MW
## 112 Malaysia Malay. MY
## 113 Namibia Nam. NA
## 114 New Caledonia New C. NC
## 115 Niger Niger NE
## 116 Nigeria Nigeria NG
## 117 Nicaragua Nic. NI
## 118 Netherlands Neth. NL
## 119 Norway Nor. N
## 120 Nepal Nepal NP
## 121 New Zealand N.Z. NZ
## 122 Oman Oman OM
## 123 Pakistan Pak. PK
## 124 Panama Pan. PA
## 125 Peru Peru PE
## 126 Philippines Phil. PH
## 127 Papua New Guinea P.N.G. PG
## 128 Poland Pol. PL
## 129 Puerto Rico P.R. PR
## 130 N. Korea N. Kor. KP
## 131 Portugal Port. P
## 132 Paraguay Para. PY
## 133 Qatar Qatar QA
## 134 Romania Rom. RO
## 135 Russia Rus. RUS
## 136 Rwanda Rwa. RW
## 137 W. Sahara W. Sah. WS
## 138 Saudi Arabia Saud. SA
## 139 Sudan Sudan SD
## 140 S. Sudan S. Sud. SS
## 141 Senegal Sen. SN
## 142 Solomon Is. S. Is. SB
## 143 Sierra Leone S.L. SL
## 144 El Salvador El. S. SV
## 146 Somalia Som. SO
## 147 Serbia Serb. RS
## 148 Suriname Sur. SR
## 149 Slovakia Svk. SK
## 150 Slovenia Slo. SLO
## 151 Sweden Swe. S
## 152 Swaziland Swz. SZ
## 153 Syria Syria SYR
## 154 Chad Chad TD
## 155 Togo Togo TG
## 156 Thailand Thai. TH
## 157 Tajikistan Tjk. TJ
## 158 Turkmenistan Turkm. TM
## 159 East Timor E.T. TL
## 160 Trinidad and Tobago Tr.T. TT
## 161 Tunisia Tun. TN
## 162 Turkey Tur. TR
## 163 Taiwan Taiwan TW
## 164 Tanzania Tanz. TZ
## 165 Uganda Uga. UG
## 166 Ukraine Ukr. UA
## 167 Uruguay Ury. UY
## 168 United States U.S.A. US
## 169 Uzbekistan Uzb. UZ
## 170 Venezuela Ven. VE
## 171 Vietnam Viet. VN
## 172 Vanuatu Van. VU
## 173 West Bank W.B. WB
## 174 Yemen Yem. YE
## 175 South Africa S.Af. ZA
## 176 Zambia Zambia ZM
## 177 Zimbabwe Zimb. ZW
## 178 Aruba Aruba AW
## 179 Anguilla Ang. AI
## 180 Aland Aland AI
## 181 Andorra And. AND
## 182 American Samoa Am. Samoa AS
## 183 Ashmore and Cartier Is. A.C.Is. AU
## 184 Antigua and Barb. Ant.B. AG
## 185 Bahrain Bahr. BH
## 186 St. Barthelemy St. B. BL
## 187 Bermuda Berm. BM
## 188 Barbados Barb. BB
## 189 Cook Is. Cook Is. CK
## 190 Comoros Com. KM
## 191 Cape Verde C.Vd. CV
## 192 Curacao Cur. CW
## 193 Cayman Is. Cym. Is. KY
## 194 Dominica D'inca DM
## 195 Faroe Is. Faroe Is. FO
## 196 Micronesia F.S.M. FSM
## 197 Gaza Gaza GZ
## 198 Guernsey Guern. GG
## 199 Grenada Gren. GD
## 200 Guam Guam GU
## 201 Hong Kong H.K. HK
## 202 Heard I. and McDonald Is. H.M.Is. HM
## 203 Isle of Man IoMan IM
## 204 Indian Ocean Ter. Ind. Oc. Ter. IOT
## 205 Br. Indian Ocean Ter. I.O.T. IO
## 206 Jersey Jey. JE
## 207 <NA> <NA> <NA>
## 208 Kiribati Kir. KI
## 209 St. Kitts and Nevis St.K.N. KN
## 210 Saint Lucia S.L. LC
## 211 Liechtenstein Liech. FL
## 212 Macau Mac. MO
## 213 St. Martin St. M. MF
## 214 Monaco Mco. MC
## 215 Maldives Mald. MV
## 216 Marshall Is. M. Is. MH
## 217 Malta Malta M
## 218 N. Mariana Is. N.M.I. MP
## 219 Montserrat Monts. MS
## 220 Mauritius Mus. MU
## 221 Norfolk Island Nfk. I. NF
## 222 Niue Niue NU
## 223 Nauru Nauru NR
## 224 Pitcairn Is. Pit. Is. PN
## 225 Palau Palau PW
## 226 Fr. Polynesia Fr. Poly. PF
## 227 Singapore Sing. SG
## 228 S. Geo. and S. Sandw. Is. S.G. S.S. Is. GS
## 229 Saint Helena St.H. SH
## 230 San Marino S.M. RSM
## 231 St. Pierre and Miquelon St. P.M. PM
## 232 Sao Tome and Principe S.T.P. ST
## 233 Sint Maarten St. M. SX
## 234 Seychelles Syc. SC
## 235 Turks and Caicos Is. T.C. Is. TC
## 236 Tonga Tongo TO
## 237 Vatican Vat. V
## 238 St. Vin. and Gren. St.V.G. VC
## 239 British Virgin Is. V.I. (Br.) VG
## 240 U.S. Virgin Is. V.I. (U.S.) VI
## 241 Wallis and Futuna Wlf. WF
## 242 Samoa Samoa WS
## 243 Tuvalu Tuv. TV
## 244 French Guiana Fr. Gui. F
## NAME_FORMA
## 1 Islamic State of Afghanistan
## 2 Republic of Angola
## 3 Republic of Albania
## 4 <NA>
## 5 Argentine Republic
## 6 Republic of Armenia
## 7 <NA>
## 8 Territory of the French Southern and Antarctic Lands
## 9 Commonwealth of Australia
## 10 Republic of Austria
## 11 Republic of Azerbaijan
## 12 Republic of Burundi
## 13 Kingdom of Belgium
## 14 Republic of Benin
## 15 <NA>
## 16 People's Republic of Bangladesh
## 17 <NA>
## 18 Commonwealth of the Bahamas
## 19 <NA>
## 20 Republic of Belarus
## 21 <NA>
## 22 Republic of Bolivia
## 23 Federative Republic of Brazil
## 24 Negara Brunei Darussalam
## 25 Kingdom of Bhutan
## 26 Republic of Botswana
## 27 Central African Republic
## 28 <NA>
## 29 Swiss Confederation
## 30 Republic of Chile
## 31 People's Republic of China
## 32 Republic of Cote D'Ivoire
## 33 Republic of Cameroon
## 34 Democratic Republic of the Congo
## 35 Republic of the Congo
## 36 Republic of Colombia
## 37 Republic of Costa Rica
## 38 Republic of Cuba
## 39 <NA>
## 40 Republic of Cyprus
## 41 Czech Republic
## 42 Federal Republic of Germany
## 43 Republic of Djibouti
## 44 Kingdom of Denmark
## 45 <NA>
## 46 People's Democratic Republic of Algeria
## 47 Republic of Ecuador
## 48 Arab Republic of Egypt
## 49 State of Eritrea
## 50 Kingdom of Spain
## 51 Republic of Estonia
## 52 Federal Democratic Republic of Ethiopia
## 53 Republic of Finland
## 54 Republic of the Fiji Islands
## 55 Falkland Islands (Islas Malvinas)
## 56 French Republic
## 57 Gabonese Republic
## 58 United Kingdom of Great Britain and Northern Ireland
## 59 <NA>
## 60 Republic of Ghana
## 61 Republic of Guinea
## 62 Republic of the Gambia
## 63 Republic of Guinea Bissau
## 64 Republic of Equatorial Guinea
## 65 Hellenic Republic
## 66 <NA>
## 67 Republic of Guatemala
## 68 Cooperative Republic of Guyana
## 69 Republic of Honduras
## 70 Republic of Croatia
## 71 Republic of Haiti
## 72 Republic of Hungary
## 73 Republic of Indonesia
## 74 Republic of India
## 75 <NA>
## 76 Islamic Republic of Iran
## 77 Republic of Iraq
## 78 Republic of Iceland
## 79 State of Israel
## 80 Italian Republic
## 81 <NA>
## 82 Hashemite Kingdom of Jordan
## 83 <NA>
## 84 Republic of Kazakhstan
## 85 Republic of Kenya
## 86 Kyrgyz Republic
## 87 Kingdom of Cambodia
## 88 Republic of Korea
## 89 <NA>
## 90 State of Kuwait
## 91 Lao People's Democratic Republic
## 92 Lebanese Republic
## 93 Republic of Liberia
## 94 Great Socialist People's Libyan Arab Jamahiriya
## 95 Democratic Socialist Republic of Sri Lanka
## 96 Republic of Lesotho
## 97 Republic of Lithuania
## 98 Grand Duchy of Luxembourg
## 99 Republic of Latvia
## 100 Kingdom of Morocco
## 101 Republic of Moldova
## 102 Republic of Madagascar
## 103 United Mexican States
## 104 Republic of Macedonia
## 105 Republic of Mali
## 106 Union of Burma
## 107 <NA>
## 108 <NA>
## 109 Republic of Mozambique
## 110 Islamic Republic of Mauritania
## 111 Republic of Malawi
## 112 <NA>
## 113 Republic of Namibia
## 114 Territory of New Caledonia and Dependencies
## 115 Republic of Niger
## 116 Federal Republic of Nigeria
## 117 Republic of Nicaragua
## 118 Kingdom of the Netherlands
## 119 Kingdom of Norway
## 120 Kingdom of Nepal
## 121 <NA>
## 122 Sultanate of Oman
## 123 Islamic Republic of Pakistan
## 124 Republic of Panama
## 125 Republic of Peru
## 126 Republic of the Philippines
## 127 Independent State of Papua New Guinea
## 128 Republic of Poland
## 129 Commonwealth of Puerto Rico
## 130 Democratic People's Republic of Korea
## 131 Portuguese Republic
## 132 Republic of Paraguay
## 133 State of Qatar
## 134 <NA>
## 135 Russian Federation
## 136 Rwandese Republic
## 137 <NA>
## 138 Kingdom of Saudi Arabia
## 139 Republic of the Sudan
## 140 Republic of South Sudan
## 141 Republic of Senegal
## 142 <NA>
## 143 Republic of Sierra Leone
## 144 Republic of El Salvador
## 146 Federal Republic of Somalia
## 147 Republic of Serbia
## 148 Republic of Suriname
## 149 Slovak Republic
## 150 Republic of Slovenia
## 151 Kingdom of Sweden
## 152 Kingdom of Swaziland
## 153 Syrian Arab Republic
## 154 Republic of Chad
## 155 Togolese Republic
## 156 Kingdom of Thailand
## 157 Republic of Tajikistan
## 158 <NA>
## 159 East Timor (Timor Leste)
## 160 Republic of Trinidad and Tobago
## 161 Republic of Tunisia
## 162 Republic of Turkey
## 163 <NA>
## 164 United Republic of Tanzania
## 165 <NA>
## 166 <NA>
## 167 Oriental Republic of Uruguay
## 168 United States of America
## 169 Republic of Uzbekistan
## 170 Bolivarian Republic of Venezuela
## 171 Socialist Republic of Vietnam
## 172 Republic of Vanuatu
## 173 West Bank
## 174 Republic of Yemen
## 175 Republic of South Africa
## 176 Republic of Zambia
## 177 Republic of Zimbabwe
## 178 <NA>
## 179 <NA>
## 180 Eland Islands
## 181 Principality of Andorra
## 182 Territory of American Samoa
## 183 Territory of Ashmore and Cartier Islands
## 184 <NA>
## 185 State of Bahrain
## 186 <NA>
## 187 <NA>
## 188 <NA>
## 189 <NA>
## 190 Federal Islamic Republic of the Comoros
## 191 Republic of Cape Verde
## 192 <NA>
## 193 <NA>
## 194 Commonwealth of Dominica
## 195 Fxoroyar (Faroe Is.)
## 196 Federated States of Micronesia
## 197 Gaza Strip
## 198 Bailiwick of Guernsey
## 199 <NA>
## 200 Territory of Guam
## 201 Hong Kong Special Administrative Region
## 202 Territory of Heard Island and McDonald Islands
## 203 <NA>
## 204 <NA>
## 205 <NA>
## 206 Bailiwick of Jersey
## 207 <NA>
## 208 Republic of Kiribati
## 209 Federation of Saint Kitts and Nevis
## 210 <NA>
## 211 Principality of Liechtenstein
## 212 Macau Special Administrative Region
## 213 <NA>
## 214 Principality of Monaco
## 215 Republic of Maldives
## 216 Republic of the Marshall Islands
## 217 Republic of Malta
## 218 Commonwealth of the Northern Mariana Islands
## 219 <NA>
## 220 Republic of Mauritius
## 221 Territory of Norfolk Island
## 222 <NA>
## 223 Republic of Nauru
## 224 Pitcairn, Henderson, Ducie and Oeno Islands
## 225 Republic of Palau
## 226 Territory of French Polynesia
## 227 Republic of Singapore
## 228 South Georgia and South Sandwich Islands
## 229 <NA>
## 230 Republic of San Marino
## 231 Territorial Collectivity of Saint Pierre and Miquelon
## 232 Democratic Republic of Sao Tome and Principe
## 233 <NA>
## 234 Republic of Seychelles
## 235 <NA>
## 236 Kingdom of Tonga
## 237 State of the Vatican City
## 238 <NA>
## 239 <NA>
## 240 Virgin Islands of the United States
## 241 Territory of the Wallis and Futuna Islands
## 242 Independent State of Samoa
## 243 <NA>
## 244 French Guiana
## TERR_
## 1 <NA>
## 2 <NA>
## 3 <NA>
## 4 <NA>
## 5 <NA>
## 6 <NA>
## 7 Multiple claims held in abeyance
## 8 Fr.
## 9 <NA>
## 10 <NA>
## 11 <NA>
## 12 <NA>
## 13 <NA>
## 14 <NA>
## 15 <NA>
## 16 <NA>
## 17 <NA>
## 18 <NA>
## 19 <NA>
## 20 <NA>
## 21 <NA>
## 22 <NA>
## 23 <NA>
## 24 <NA>
## 25 <NA>
## 26 <NA>
## 27 <NA>
## 28 <NA>
## 29 <NA>
## 30 <NA>
## 31 <NA>
## 32 <NA>
## 33 <NA>
## 34 <NA>
## 35 <NA>
## 36 <NA>
## 37 <NA>
## 38 <NA>
## 39 <NA>
## 40 <NA>
## 41 <NA>
## 42 <NA>
## 43 <NA>
## 44 <NA>
## 45 <NA>
## 46 <NA>
## 47 <NA>
## 48 <NA>
## 49 <NA>
## 50 <NA>
## 51 <NA>
## 52 <NA>
## 53 <NA>
## 54 <NA>
## 55 U.K.
## 56 <NA>
## 57 <NA>
## 58 <NA>
## 59 <NA>
## 60 <NA>
## 61 <NA>
## 62 <NA>
## 63 <NA>
## 64 <NA>
## 65 <NA>
## 66 Den.
## 67 <NA>
## 68 <NA>
## 69 <NA>
## 70 <NA>
## 71 <NA>
## 72 <NA>
## 73 <NA>
## 74 <NA>
## 75 <NA>
## 76 <NA>
## 77 <NA>
## 78 <NA>
## 79 <NA>
## 80 <NA>
## 81 <NA>
## 82 <NA>
## 83 <NA>
## 84 <NA>
## 85 <NA>
## 86 <NA>
## 87 <NA>
## 88 <NA>
## 89 <NA>
## 90 <NA>
## 91 <NA>
## 92 <NA>
## 93 <NA>
## 94 <NA>
## 95 <NA>
## 96 <NA>
## 97 <NA>
## 98 <NA>
## 99 <NA>
## 100 <NA>
## 101 <NA>
## 102 <NA>
## 103 <NA>
## 104 <NA>
## 105 <NA>
## 106 <NA>
## 107 <NA>
## 108 <NA>
## 109 <NA>
## 110 <NA>
## 111 <NA>
## 112 <NA>
## 113 <NA>
## 114 Fr.
## 115 <NA>
## 116 <NA>
## 117 <NA>
## 118 <NA>
## 119 <NA>
## 120 <NA>
## 121 <NA>
## 122 <NA>
## 123 <NA>
## 124 <NA>
## 125 <NA>
## 126 <NA>
## 127 <NA>
## 128 <NA>
## 129 Commonwealth of U.S.A.
## 130 <NA>
## 131 <NA>
## 132 <NA>
## 133 <NA>
## 134 <NA>
## 135 <NA>
## 136 <NA>
## 137 Disputed
## 138 <NA>
## 139 <NA>
## 140 <NA>
## 141 <NA>
## 142 <NA>
## 143 <NA>
## 144 <NA>
## 146 <NA>
## 147 <NA>
## 148 <NA>
## 149 <NA>
## 150 <NA>
## 151 <NA>
## 152 <NA>
## 153 <NA>
## 154 <NA>
## 155 <NA>
## 156 <NA>
## 157 <NA>
## 158 <NA>
## 159 <NA>
## 160 <NA>
## 161 <NA>
## 162 <NA>
## 163 <NA>
## 164 <NA>
## 165 <NA>
## 166 <NA>
## 167 <NA>
## 168 <NA>
## 169 <NA>
## 170 <NA>
## 171 <NA>
## 172 <NA>
## 173 <NA>
## 174 <NA>
## 175 <NA>
## 176 <NA>
## 177 <NA>
## 178 Neth.
## 179 U.K.
## 180 Fin.
## 181 <NA>
## 182 U.S.A.
## 183 <NA>
## 184 <NA>
## 185 <NA>
## 186 Fr.
## 187 U.K.
## 188 <NA>
## 189 Assoc. with N.Z.
## 190 <NA>
## 191 <NA>
## 192 Neth.
## 193 U.K.
## 194 <NA>
## 195 Den.
## 196 <NA>
## 197 <NA>
## 198 Crown dependency of U.K.
## 199 <NA>
## 200 U.S.A.
## 201 China
## 202 Auz.
## 203 Crown dependency of U.K.
## 204 Auz.
## 205 U.K.
## 206 Crown dependency of U.K.
## 207 <NA>
## 208 <NA>
## 209 <NA>
## 210 <NA>
## 211 <NA>
## 212 China
## 213 Fr.
## 214 <NA>
## 215 <NA>
## 216 <NA>
## 217 <NA>
## 218 Commonwealth of U.S.A.
## 219 U.K.
## 220 <NA>
## 221 Auz.
## 222 Assoc. with N.Z.
## 223 <NA>
## 224 U.K.
## 225 <NA>
## 226 Fr.
## 227 <NA>
## 228 U.K.
## 229 U.K.
## 230 <NA>
## 231 Fr.
## 232 <NA>
## 233 Neth.
## 234 <NA>
## 235 U.K.
## 236 <NA>
## 237 <NA>
## 238 <NA>
## 239 U.K.
## 240 U.S.A.
## 241 Fr.
## 242 <NA>
## 243 <NA>
## 244 Fr.
## NAME_SORT MAP_COLOR POP_EST
## 1 Afghanistan 7 28400000
## 2 Angola 1 12799293
## 3 Albania 6 3639453
## 4 United Arab Emirates 3 4798491
## 5 Argentina 13 40913584
## 6 Armenia 10 2967004
## 7 Antarctica 0 4000
## 8 French Southern and Antarctic Lands 11 140
## 9 Australia 7 21262641
## 10 Austria 4 8210281
## 11 Azerbaijan 8 8238672
## 12 Burundi 8 8988091
## 13 Belgium 8 10414336
## 14 Benin 12 8791832
## 15 Burkina Faso 11 15746232
## 16 Bangladesh 7 156050883
## 17 Bulgaria 8 7204687
## 18 Bahamas, The 5 309156
## 19 Bosnia and Herzegovina 2 4613414
## 20 Belarus 11 9648533
## 21 Belize 7 307899
## 22 Bolivia 3 9775246
## 23 Brazil 7 198739269
## 24 Brunei 12 388190
## 25 Bhutan 8 691141
## 26 Botswana 3 1990876
## 27 Central African Republic 9 4511488
## 28 Canada 2 33487208
## 29 Switzerland 3 7604467
## 30 Chile 9 16601707
## 31 China 3 1338612968
## 32 Ivory Coast (Ctte d'Ivoire) 3 20617068
## 33 Cameroon 3 18879301
## 34 Congo (Kinshasa) 7 68692542
## 35 Congo (Brazzaville) 10 4012809
## 36 Colombia 1 45644023
## 37 Costa Rica 2 4253877
## 38 Cuba 4 11451652
## 39 Cyprus, Northern 8 265100
## 40 Cyprus 7 531640
## 41 Czech Republic 6 10211904
## 42 Germany 1 82329758
## 43 Djibouti 8 516055
## 44 Denmark 12 5500510
## 45 Dominican Republic 7 9650054
## 46 Algeria 3 34178188
## 47 Ecuador 12 14573101
## 48 Egypt 2 83082869
## 49 Eritrea 12 5647168
## 50 Spain 5 40525002
## 51 Estonia 10 1299371
## 52 Ethiopia 13 85237338
## 53 Finland 6 5250275
## 54 Fiji 2 944720
## 55 Falkland Islands 3 3140
## 56 France 11 64057792
## 57 Gabon 5 1514993
## 58 United Kingdom 3 61113205
## 59 Georgia 2 4615807
## 60 Ghana 4 23832495
## 61 Guinea 2 10057975
## 62 Gambia 8 1782893
## 63 Guinea Bissau (Guinea-Bissau) 4 1533964
## 64 Equatorial Guinea 8 633441
## 65 Greece 9 10737428
## 66 Greenland 12 57600
## 67 Guatemala 6 13276517
## 68 Guyana 8 772298
## 69 Honduras 5 7792854
## 70 Croatia 1 4489409
## 71 Haiti 2 9035536
## 72 Hungary 5 9905596
## 73 Indonesia 11 240271522
## 74 India 2 1166079217
## 75 Ireland 2 4203200
## 76 Iran 13 66429284
## 77 Iraq 1 28945657
## 78 Iceland 9 306694
## 79 Israel 9 7233701
## 80 Italy 7 58126212
## 81 Jamaica 10 2825928
## 82 Jordan 4 6342948
## 83 Japan 4 127078679
## 84 Kazakhstan 1 15399437
## 85 Kenya 3 39002772
## 86 Kyrgyzstan 6 5431747
## 87 Cambodia 5 14494293
## 88 Korea, South 5 48508972
## 89 Kosovo 11 1804838
## 90 Kuwait 2 2691158
## 91 Laos 9 6834942
## 92 Lebanon 12 4017095
## 93 Liberia 9 3441790
## 94 Libya 11 6310434
## 95 Sri Lanka 9 21324791
## 96 Lesotho 8 2130819
## 97 Lithuania 9 3555179
## 98 Luxembourg 7 491775
## 99 Latvia 13 2231503
## 100 Morocco 9 34859364
## 101 Moldova 12 4320748
## 102 Madagascar 3 20653556
## 103 Mexico 3 111211789
## 104 Macedonia, The former Yugoslav Republic of 3 2066718
## 105 Mali 7 12666987
## 106 Myanmar 13 48137741
## 107 Montenegro 5 672180
## 108 Mongolia 6 3041142
## 109 Mozambique 4 21669278
## 110 Mauritania 1 3129486
## 111 Malawi 5 14268711
## 112 Malaysia 6 25715819
## 113 Namibia 7 2108665
## 114 New Caledonia 11 227436
## 115 Niger 13 15306252
## 116 Nigeria 2 149229090
## 117 Nicaragua 9 5891199
## 118 Netherlands 9 16715999
## 119 Norway 12 4676305
## 120 Nepal 12 28563377
## 121 New Zealand 4 4213418
## 122 Oman 6 3418085
## 123 Pakistan 11 176242949
## 124 Panama 3 3360474
## 125 Peru 11 29546963
## 126 Philippines 8 97976603
## 127 Papua New Guinea 1 6057263
## 128 Poland 2 38482919
## 129 Puerto Rico 1 3971020
## 130 Korea, North 9 22665345
## 131 Portugal 4 10707924
## 132 Paraguay 2 6995655
## 133 Qatar 4 833285
## 134 Romania 13 22215421
## 135 Russia 7 140041247
## 136 Rwanda 10 10473282
## 137 Western Sahara 4 NA
## 138 Saudi Arabia 7 28686633
## 139 Sudan 1 30894000
## 140 South Sudan 5 8260490
## 141 Senegal 5 13711597
## 142 Solomon Islands 6 595613
## 143 Sierra Leone 7 6440053
## 144 El Salvador 8 7185218
## 146 Somalia 7 9832017
## 147 Serbia 10 7379339
## 148 Suriname 6 481267
## 149 Slovakia 9 5463046
## 150 Slovenia 12 2005692
## 151 Sweden 4 9059651
## 152 Swaziland 5 1123913
## 153 Syria 6 20178485
## 154 Chad 6 10329208
## 155 Togo 5 6019877
## 156 Thailand 1 65905410
## 157 Tajikistan 5 7349145
## 158 Turkmenistan 9 4884887
## 159 East Timor (Timor Leste) 3 1131612
## 160 Trinidad and Tobago 5 1310000
## 161 Tunisia 2 10486339
## 162 Turkey 4 76805524
## 163 Taiwan 2 22974347
## 164 Tanzania 2 41048532
## 165 Uganda 4 32369558
## 166 Ukraine 3 45700395
## 167 Uruguay 10 3494382
## 168 United States of America 1 307212123
## 169 Uzbekistan 4 27606007
## 170 Venezuela 4 26814843
## 171 Vietnam 4 86967524
## 172 Vanuatu 3 218519
## 173 West Bank 8 2514845
## 174 Yemen 11 23822783
## 175 South Africa 2 49052489
## 176 Zambia 13 11862740
## 177 Zimbabwe 9 11392629
## 178 Aruba 9 103065
## 179 Anguilla 3 14436
## 180 Aland 6 27153
## 181 Andorra 8 83888
## 182 American Samoa 1 65628
## 183 Ashmore and Cartier Islands 7 0
## 184 Antigua and Barbuda 5 85632
## 185 Bahrain 9 727785
## 186 Saint Barthelemy 11 7448
## 187 Bermuda 3 67837
## 188 Barbados 3 284589
## 189 Cook Islands 4 11870
## 190 Comoros 10 752438
## 191 Cape Verde 11 429474
## 192 Curacao 9 141766
## 193 Cayman Islands 3 49035
## 194 Dominica 12 72660
## 195 Faroe Islands 12 48856
## 196 Micronesia, Federated States of 13 107434
## 197 Gaza Strip 8 1604238
## 198 Guernsey 3 65870
## 199 Grenada 6 90739
## 200 Guam 1 178430
## 201 Hong Kong S.A.R. 3 7055071
## 202 Heard Island and McDonald Islands 7 0
## 203 Isle of Man 3 76512
## 204 Indian Ocean Territories 7 4000
## 205 British Indian Ocean Territory 3 4000
## 206 Jersey 3 91626
## 207 Kashmir 0 6000
## 208 Kiribati 12 112850
## 209 Saint Kitts and Nevis 8 40131
## 210 Saint Lucia 4 160267
## 211 Liechtenstein 9 34761
## 212 Macau S.A.R 3 559846
## 213 Saint Martin 11 29820
## 214 Monaco 12 32965
## 215 Maldives 7 396334
## 216 Marshall Islands 3 64522
## 217 Malta 8 405165
## 218 Mariana Islands, Northern 1 88662
## 219 Montserrat 3 5097
## 220 Mauritius 7 1284264
## 221 Norfolk Island 7 2141
## 222 Niue 4 1398
## 223 Nauru 9 14019
## 224 Pitcairn Islands 3 48
## 225 Palau 12 20796
## 226 French Polynesia 11 287032
## 227 Singapore 3 4657542
## 228 South Georgia and the Islands 3 10
## 229 Saint Helena 3 7637
## 230 San Marino 6 30324
## 231 Saint Pierre and Miquelon 11 7051
## 232 Sao Tome and Principe 7 212679
## 233 Netherlands Antilles 9 37429
## 234 Seychelles 1 87476
## 235 Turks and Caicos Islands 3 22942
## 236 Tonga 8 120898
## 237 Vatican (Holy Sea) 2 826
## 238 Saint Vincent and the Grenadines 7 104574
## 239 British Virgin Islands 3 24491
## 240 United States Virgin Islands 1 109825
## 241 Wallis and Futuna 11 15289
## 242 Samoa 6 219998
## 243 Tuvalu 5 12373
## 244 French Guiana 11 236250
## GDP_MD_EST FIPS_10_ ISO_A2 ISO_A3 ISO_N3 ISO3 LON LAT
## 1 2.227e+04 0 AF AFG 4 AFG 66.0866902 33.8563993
## 2 1.103e+05 0 AO AGO 24 AGO 17.5029119 -12.2915534
## 3 2.181e+04 0 AL ALB 8 ALB 20.0324264 41.1413533
## 4 1.843e+05 0 AE ARE 784 ARE 54.2067148 23.8686337
## 5 5.739e+05 0 AR ARG 32 ARG -65.1495434 -35.2201720
## 6 1.877e+04 0 AM ARM 51 ARM 45.0002900 40.2166076
## 7 0.000e+00 0 AQ ATA 10 ATA 21.2843929 -80.5227822
## 8 0.000e+00 0 TF ATF 260 ATF 69.5315805 -49.3064549
## 9 8.002e+05 0 AU AUS 36 AUS 134.3760786 -25.5607641
## 10 3.295e+05 0 AT AUT 40 AUT 14.0761589 47.6139488
## 11 7.761e+04 0 AZ AZE 31 AZE 47.6805827 40.2805337
## 12 3.102e+03 0 BI BDI 108 BDI 29.9139009 -3.3773918
## 13 3.893e+05 0 BE BEL 56 BEL 4.5808316 50.6524426
## 14 1.283e+04 0 BJ BEN 204 BEN 2.3373776 9.6474308
## 15 1.782e+04 0 BF BFA 854 BFA -1.7765375 12.3116505
## 16 2.240e+05 0 BD BGD 50 BGD 90.2679283 23.8394618
## 17 9.375e+04 0 BG BGR 100 BGR 25.1951110 42.7531188
## 18 9.093e+03 0 BS BHS 44 BHS -77.9158048 24.5063997
## 19 2.970e+04 0 BA BIH 70 BIH 17.8168834 44.1807678
## 20 1.141e+05 0 BY BLR 112 BLR 27.9813540 53.5063444
## 21 2.536e+03 0 BZ BLZ 84 BLZ -88.7034213 17.1970899
## 22 4.327e+04 0 BO BOL 68 BOL -64.6414056 -16.7289870
## 23 1.993e+06 0 BR BRA 76 BRA -53.0543400 -10.8067736
## 24 2.025e+04 0 BN BRN 96 BRN 114.9151088 4.6902505
## 25 3.524e+03 0 BT BTN 64 BTN 90.4724248 27.4279686
## 26 2.706e+04 0 BW BWA 72 BWA 23.7730815 -22.0997114
## 27 3.198e+03 0 CF CAF 140 CAF 20.3743473 6.5427787
## 28 1.300e+06 0 CA CAN 124 CAN -101.5698221 57.7487688
## 29 3.167e+05 0 CH CHE 756 CHE 8.1183006 46.7917377
## 30 2.445e+05 0 CL CHL 152 CHL -71.6709451 -37.3418319
## 31 7.973e+06 0 CN CHN 156 CHN 103.8653653 36.6094324
## 32 3.385e+04 0 CI CIV 384 CIV -5.6120436 7.5537550
## 33 4.275e+04 0 CM CMR 120 CMR 12.6115525 5.6630981
## 34 2.064e+04 0 CD COD 180 COD 23.5829558 -2.8502757
## 35 1.535e+04 0 CG COG 178 COG 15.1344618 -0.8378011
## 36 3.954e+05 0 CO COL 170 COL -73.0777321 3.9272139
## 37 4.832e+04 0 CR CRI 188 CRI -84.1754231 9.9656711
## 38 1.082e+05 0 CU CUB 192 CUB -78.9606849 21.6317515
## 39 3.600e+03 -99 -99 CYN -99 CYN 33.5582860 35.2739577
## 40 2.270e+04 0 CY CYP 196 CYP 33.0395538 34.9070609
## 41 2.652e+05 0 CZ CZE 203 CZE 15.3345581 49.7752453
## 42 2.918e+06 0 DE DEU 276 DEU 10.2884851 51.1337227
## 43 1.885e+03 0 DJ DJI 262 DJI 42.4980197 11.7730444
## 44 2.036e+05 0 DK DNK 208 DNK 9.3107778 56.2196262
## 45 7.800e+04 0 DO DOM 214 DOM -70.4623585 18.8844871
## 46 2.329e+05 0 DZ DZA 12 DZA 2.5980478 28.1854813
## 47 1.077e+05 0 EC ECU 218 ECU -78.3841667 -1.4547717
## 48 4.437e+05 0 EG EGY 818 EGY 29.8444615 26.5066200
## 49 3.945e+03 0 ER ERI 232 ERI 38.6781773 15.4272757
## 50 1.403e+06 0 ES ESP 724 ESP -3.6170206 40.3486561
## 51 2.741e+04 0 EE EST 233 EST 25.8247284 58.6436952
## 52 6.877e+04 0 ET ETH 231 ETH 39.5512558 8.6539992
## 53 1.935e+05 0 FI FIN 246 FIN 26.2117647 64.5040939
## 54 3.579e+03 0 FJ FJI 242 FJI 177.9970702 -17.8309359
## 55 1.051e+02 0 FK FLK 238 FLK -59.4209728 -51.7132218
## 56 2.128e+06 0 FR FRA 250 FRA 2.3390886 46.6064634
## 57 2.111e+04 0 GA GAB 266 GAB 11.6877512 -0.6470481
## 58 2.226e+06 0 GB GBR 826 GBR -2.6579930 53.8833587
## 59 2.151e+04 0 GE GEO 268 GEO 43.4815404 42.1620187
## 60 3.420e+04 0 GH GHA 288 GHA -1.2369686 7.9286518
## 61 1.060e+04 0 GN GIN 324 GIN -11.0608537 10.4482729
## 62 2.272e+03 0 GM GMB 270 GMB -15.4318728 13.4753344
## 63 9.042e+02 0 GW GNB 624 GNB -15.1106238 12.0227044
## 64 2.295e+04 0 GQ GNQ 226 GNQ 10.3660313 1.6458643
## 65 3.430e+05 0 GR GRC 300 GRC 22.5638882 39.3417466
## 66 1.100e+03 0 GL GRL 304 GRL -41.5001811 74.7704877
## 67 6.858e+04 0 GT GTM 320 GTM -90.3694584 15.6993606
## 68 2.966e+03 0 GY GUY 328 GUY -58.9712031 4.7902254
## 69 3.372e+04 0 HN HND 340 HND -86.5899638 14.8229471
## 70 8.239e+04 0 HR HRV 191 HRV 16.5661911 45.0162344
## 71 1.150e+04 0 HT HTI 332 HTI -72.6580133 18.9007007
## 72 1.966e+05 0 HU HUN 348 HUN 19.3576286 47.1999512
## 73 9.146e+05 0 ID IDN 360 IDN 114.0226835 -0.2543016
## 74 3.297e+06 0 IN IND 356 IND 79.5937038 22.9250064
## 75 1.884e+05 0 IE IRL 372 IRL -8.0102365 53.1805912
## 76 8.417e+05 0 IR IRN 364 IRN 54.2854515 32.5189173
## 77 1.039e+05 0 IQ IRQ 368 IRQ 43.7569114 33.0368223
## 78 1.271e+04 0 IS ISL 352 ISL -18.7610288 65.0742763
## 79 2.014e+05 0 IL ISR 376 ISR 35.0038500 31.4849178
## 80 1.823e+06 0 IT ITA 380 ITA 12.2194765 43.4724761
## 81 2.091e+04 0 JM JAM 388 JAM -77.3242548 18.1376361
## 82 3.161e+04 0 JO JOR 400 JOR 36.7794549 31.2454906
## 83 4.329e+06 0 JP JPN 392 JPN 136.8819473 36.0190754
## 84 1.758e+05 0 KZ KAZ 398 KAZ 67.2846086 48.1916621
## 85 6.151e+04 0 KE KEN 404 KEN 37.7915553 0.5959663
## 86 1.161e+04 0 KG KGZ 417 KGZ 74.6204048 41.5068937
## 87 2.794e+04 0 KH KHM 116 KHM 104.8760853 12.6847286
## 88 1.335e+06 0 KR KOR 410 KOR 127.8213171 36.4275986
## 89 5.352e+03 0 -99 KOS -99 KOS 20.8953525 42.5793648
## 90 1.491e+05 0 KW KWT 414 KWT 47.6000989 29.3072666
## 91 1.398e+04 0 LA LAO 418 LAO 103.7502599 18.4449781
## 92 4.406e+04 0 LB LBN 422 LBN 35.8709863 33.9118272
## 93 1.526e+03 0 LR LBR 430 LBR -9.4108362 6.4316199
## 94 8.883e+04 0 LY LBY 434 LBY 17.9743528 26.9974604
## 95 9.187e+04 0 LK LKA 144 LKA 80.6672357 7.7005344
## 96 3.293e+03 0 LS LSO 426 LSO 28.1701053 -29.6252905
## 97 6.333e+04 0 LT LTU 440 LTU 23.8806403 55.2843195
## 98 3.937e+04 0 LU LUX 442 LUX 5.9652234 49.7657051
## 99 3.886e+04 0 LV LVA 428 LVA 24.8332961 56.8071751
## 100 1.366e+05 0 MA MAR 504 MAR -8.4204795 29.8853947
## 101 1.067e+04 0 MD MDA 498 MDA 28.4104828 47.2036764
## 102 2.013e+04 0 MG MDG 450 MDG 46.6911709 -19.3561141
## 103 1.563e+06 0 MX MEX 484 MEX -102.5763495 23.9353719
## 104 1.878e+04 0 MK MKD 807 MKD 21.6978968 41.6059289
## 105 1.459e+04 0 ML MLI 466 MLI -3.5432943 17.2677721
## 106 5.513e+04 0 MM MMR 104 MMR 96.5058409 21.0169999
## 107 6.816e+03 0 ME MNE 499 MNE 19.2861810 42.7890383
## 108 9.476e+03 0 MN MNG 496 MNG 102.9464052 46.8236825
## 109 1.894e+04 0 MZ MOZ 508 MOZ 35.4726172 -17.2304466
## 110 6.308e+03 0 MR MRT 478 MRT -10.3263969 20.2092672
## 111 1.181e+04 0 MW MWI 454 MWI 34.1936053 -13.1728327
## 112 3.843e+05 0 MY MYS 458 MYS 114.6755140 3.5481118
## 113 1.325e+04 0 NA NAM 516 NAM 17.1561681 -22.0997769
## 114 3.158e+03 0 NC NCL 540 NCL 165.5344746 -21.2613576
## 115 1.004e+04 0 NE NER 562 NER 9.3244293 17.3455524
## 116 3.354e+05 0 NG NGA 566 NGA 7.9951278 9.5483184
## 117 1.679e+04 0 NI NIC 558 NIC -85.0203185 12.8481904
## 118 6.720e+05 0 NL NLD 528 NLD 5.5122171 52.2987004
## 119 2.764e+05 0 NO NOR 578 NOR 14.2447799 64.5365303
## 120 3.108e+04 0 NP NPL 524 NPL 84.0131737 28.2394400
## 121 1.167e+05 0 NZ NZL 554 NZL 170.5130114 -43.9858177
## 122 6.698e+04 0 OM OMN 512 OMN 56.0975985 20.5810803
## 123 4.273e+05 0 PK PAK 586 PAK 69.4139981 29.9734600
## 124 3.883e+04 0 PA PAN 591 PAN -80.1091648 8.5300194
## 125 2.473e+05 0 PE PER 604 PER -74.3918058 -9.1915629
## 126 3.175e+05 0 PH PHL 608 PHL 121.5444424 15.7509443
## 127 1.321e+04 0 PG PNG 598 PNG 144.3312156 -6.6450071
## 128 6.679e+05 0 PL POL 616 POL 19.3110143 52.1482602
## 129 7.023e+04 0 PR PRI 630 PRI -66.4792223 18.2372246
## 130 4.000e+04 0 KP PRK 408 PRK 127.1650168 40.1430209
## 131 2.365e+05 0 PT PRT 620 PRT -8.0557656 39.6340498
## 132 2.889e+04 0 PY PRY 600 PRY -58.3873878 -23.2480419
## 133 9.133e+04 0 QA QAT 634 QAT 51.1835026 25.3218510
## 134 2.714e+05 0 RO ROU 642 ROU 24.9432525 45.8571010
## 135 2.266e+06 0 RU RUS 643 RUS 99.2165268 61.6925647
## 136 9.706e+03 0 RW RWA 646 RWA 29.9189658 -2.0135155
## 137 9.000e+02 -99 -99 ESH -99 ESH -12.1378311 24.2911730
## 138 5.765e+05 0 SA SAU 682 SAU 44.5163638 24.1232898
## 139 8.808e+04 0 SD SDN 729 SDN 29.8626040 15.9905850
## 140 NA -99 SS SSD 728 SSD 30.1986176 7.2928897
## 141 2.198e+04 0 SN SEN 686 SEN -14.5098028 14.3541400
## 142 1.078e+03 0 SB SLB 90 SLB 159.1024984 -7.9021077
## 143 4.285e+03 0 SL SLE 694 SLE -11.7952574 8.5303537
## 144 4.363e+04 0 SV SLV 222 SLV -88.8729032 13.7260916
## 146 5.524e+03 0 SO SOM 706 SOM 45.8571375 6.0476973
## 147 8.034e+04 0 RS SRB 688 SRB 20.8196513 44.2330372
## 148 4.254e+03 0 SR SUR 740 SUR -55.9114563 4.1200080
## 149 1.195e+05 0 SK SVK 703 SVK 19.5076571 48.7267114
## 150 5.934e+04 0 SI SVN 705 SVN 14.9381523 46.1254221
## 151 3.443e+05 0 SE SWE 752 SWE 16.5962658 62.8114850
## 152 5.702e+03 0 SZ SWZ 748 SWZ 31.3952559 -26.4898553
## 153 9.883e+04 0 SY SYR 760 SYR 38.5442394 35.0126143
## 154 1.586e+04 0 TD TCD 148 TCD 18.5813295 15.3288674
## 155 5.118e+03 0 TG TGO 768 TGO 0.9964039 8.4395420
## 156 5.474e+05 0 TH THA 764 THA 101.0061335 15.0169750
## 157 1.316e+04 0 TJ TJK 762 TJK 71.0344350 38.5830815
## 158 2.978e+04 0 TM TKM 795 TKM 59.2754303 39.0912402
## 159 2.520e+03 0 TL TLS 626 TLS 125.9663003 -8.7677604
## 160 2.901e+04 0 TT TTO 780 TTO -61.3303669 10.4282371
## 161 8.171e+04 0 TN TUN 788 TUN 9.5347161 34.1729390
## 162 9.027e+05 0 TR TUR 792 TUR 35.3921025 38.9907297
## 163 7.120e+05 0 TW TWN 158 TWN 120.9748007 23.7409650
## 164 5.425e+04 0 TZ TZA 834 TZA 34.7529881 -6.2577327
## 165 3.938e+04 0 UG UGA 800 UGA 32.3575482 1.2954870
## 166 3.398e+05 0 UA UKR 804 UKR 31.3695331 48.9730180
## 167 4.316e+04 0 UY URY 858 URY -56.0032787 -32.7809044
## 168 1.426e+07 0 US USA 840 USA -99.0602406 39.5015541
## 169 7.167e+04 0 UZ UZB 860 UZB 63.2036395 41.7486027
## 170 3.574e+05 0 VE VEN 862 VEN -66.1638273 7.1621323
## 171 2.417e+05 0 VN VNM 704 VNM 106.2858408 16.6579378
## 172 9.885e+02 0 VU VUT 548 VUT 166.9072294 -15.2233434
## 173 1.195e+04 0 PS PSE 275 PSE 35.2733196 31.9411366
## 174 5.528e+04 0 YE YEM 887 YEM 47.5350448 15.9132320
## 175 4.910e+05 0 ZA ZAF 710 ZAF 25.1173962 -28.9621062
## 176 1.750e+04 0 ZM ZMB 894 ZMB 27.7275919 -13.3950675
## 177 1.925e+03 0 ZW ZWE 716 ZWE 29.7885484 -18.9069879
## 178 2.258e+03 0 AW ABW 533 ABW -69.9826747 12.5208888
## 179 1.089e+02 0 AI AIA 660 AIA -63.0649846 18.2239669
## 180 NA -99 -99 ALA 248 ALA 19.9439924 60.2313432
## 181 3.660e+03 0 AD AND 20 AND 1.5605337 42.5422917
## 182 5.753e+02 0 AS ASM 16 ASM -170.7180186 -14.3044892
## 183 0.000e+00 0 AU Ashm 36 Ashm 123.5838304 -12.4299425
## 184 1.657e+03 0 AG ATG 28 ATG -61.7899700 17.0777698
## 185 2.682e+04 0 BH BHR 48 BHR 50.5419776 26.0420084
## 186 2.550e+02 0 BL BLM 652 BLM -62.8406871 17.8988104
## 187 4.500e+03 0 BM BMU 60 BMU -64.7545419 32.3136859
## 188 5.425e+03 0 BB BRB 52 BRB -59.5598020 13.1814537
## 189 1.832e+02 0 CK COK 184 COK -159.7872415 -21.2192681
## 190 7.512e+02 0 KM COM 174 COM 43.3391419 -11.6543926
## 191 1.626e+03 0 CV CPV 132 CPV -23.6371401 15.0823919
## 192 2.910e+00 0 CW CUW 531 CUW -68.9712225 12.1955244
## 193 1.939e+03 0 KY CYM 136 CYM -81.2850286 19.3208742
## 194 7.196e+02 0 DM DMA 212 DMA -61.3577312 15.4394721
## 195 1.000e+03 0 FO FRO 234 FRO -6.8847459 62.1701778
## 196 2.381e+02 0 FM FSM 583 FSM 158.2325060 6.8858560
## 197 7.700e-01 0 PS Gaza 275 Gaza 34.3475712 31.3915035
## 198 2.742e+03 0 GG GGY 831 GGY -2.5724016 49.4680986
## 199 1.161e+03 0 GD GRD 308 GRD -61.6821941 12.1172555
## 200 2.500e+03 0 GU GUM 316 GUM 144.7679224 13.4416655
## 201 3.066e+05 0 HK HKG 344 HKG 114.1391813 22.4391839
## 202 0.000e+00 0 HM HMD 334 HMD 73.5205271 -53.0872530
## 203 2.719e+03 0 IM IMN 833 IMN -4.5387382 54.2241965
## 204 0.000e+00 -99 -99 IOA -99 IOA 105.6623668 -10.4926826
## 205 NA 0 IO IOT 86 IOT 72.4454024 -7.3305825
## 206 5.100e+03 0 JE JEY 832 JEY -2.1268765 49.2183749
## 207 0.000e+00 -99 -99 KAS -99 KAS 77.1801129 35.3923662
## 208 5.795e+02 0 KI KIR 296 KIR -157.3741863 1.8544478
## 209 7.777e+02 0 KN KNA 659 KNA -62.7476142 17.3268885
## 210 1.778e+03 0 LC LCA 662 LCA -60.9696933 13.8947837
## 211 4.160e+03 0 LI LIE 438 LIE 9.5357359 47.1366545
## 212 1.814e+04 0 MO MAC 446 MAC 113.5093310 22.2231081
## 213 0.000e+00 0 MF MAF 663 MAF -63.0597162 18.0888933
## 214 9.763e+02 0 MC MCO 492 MCO 7.4062805 43.7527612
## 215 1.716e+03 0 MV MDV 462 MDV 73.4108975 3.2607542
## 216 1.335e+02 0 MH MHL 584 MHL 171.1863406 7.1059360
## 217 9.962e+03 0 MT MLT 470 MLT 14.4432778 35.8900278
## 218 9.000e+02 0 MP MNP 580 MNP 145.7437162 15.1809411
## 219 2.900e+01 0 MS MSR 500 MSR -62.1851981 16.7394136
## 220 1.527e+04 0 MU MUS 480 MUS 57.5712076 -20.2777156
## 221 0.000e+00 0 NF NFK 574 NFK 167.9492020 -29.0514385
## 222 1.001e+01 0 NU NIU 570 NIU -169.8699537 -19.0494623
## 223 6.000e+01 0 NR NRU 520 NRU 166.9325852 -0.5191420
## 224 0.000e+00 0 PN PCN 612 PCN -128.3170409 -24.3649860
## 225 1.640e+02 0 PW PLW 585 PLW 134.5805005 7.5129810
## 226 4.718e+03 0 PF PYF 258 PYF -149.4202463 -17.6633153
## 227 2.373e+05 0 SG SGP 702 SGP 103.8172532 1.3587707
## 228 0.000e+00 0 GS SGS 239 SGS -36.6890243 -54.3644412
## 229 1.800e+01 0 SH SHN 654 SHN -5.7161968 -15.9589020
## 230 1.662e+03 0 SM SMR 674 SMR 12.4592303 43.9418694
## 231 4.830e+01 0 PM SPM 666 SPM -56.3269523 46.9461572
## 232 2.765e+02 0 ST STP 678 STP 6.6065977 0.2381182
## 233 4.000e+02 0 SX SXM 534 SXM -63.0571328 18.0508181
## 234 1.715e+03 0 SC SYC 690 SYC 55.4760200 -4.6609782
## 235 2.160e+02 0 TC TCA 796 TCA -71.7413995 21.8116954
## 236 5.490e+02 0 TO TON 776 TON -175.2171180 -21.1666224
## 237 NA 0 VA VAT 336 VAT 12.4338625 41.9017410
## 238 1.070e+03 0 VC VCT 670 VCT -61.1957576 13.2541174
## 239 8.534e+02 0 VG VGB 92 VGB -64.6214096 18.4230042
## 240 1.577e+03 0 VI VIR 850 VIR -64.7716145 17.7412760
## 241 6.000e+01 0 WF WLF 876 WLF -178.1295640 -14.2857292
## 242 1.049e+03 0 WS WSM 882 WSM -172.4374259 -13.6307929
## 243 1.494e+01 0 TV TUV 798 TUV 179.2051406 -8.5040316
## 244 NA FG GF GUF 250 GUF -53.1747100 3.8332230
## ISO3.1 ADMIN.1 REGION
## 1 AFG Afghanistan Asia
## 2 AGO Angola Africa
## 3 ALB Albania Europe
## 4 ARE United Arab Emirates Asia
## 5 ARG Argentina South America
## 6 ARM Armenia Europe
## 7 ATA Antarctica Antarctica
## 8 ATF French Southern and Antarctic Lands <NA>
## 9 AUS Australia Australia
## 10 AUT Austria Europe
## 11 AZE Azerbaijan Europe
## 12 BDI Burundi Africa
## 13 BEL Belgium Europe
## 14 BEN Benin Africa
## 15 BFA Burkina Faso Africa
## 16 BGD Bangladesh Asia
## 17 BGR Bulgaria Europe
## 18 BHS The Bahamas South America
## 19 BIH Bosnia and Herzegovina Europe
## 20 BLR Belarus Europe
## 21 BLZ Belize South America
## 22 BOL Bolivia South America
## 23 BRA Brazil South America
## 24 BRN Brunei Asia
## 25 BTN Bhutan Asia
## 26 BWA Botswana Africa
## 27 CAF Central African Republic Africa
## 28 CAN Canada North America
## 29 CHE Switzerland Europe
## 30 CHL Chile South America
## 31 CHN China Asia
## 32 CIV Ivory Coast Africa
## 33 CMR Cameroon Africa
## 34 COD Democratic Republic of the Congo Africa
## 35 COG Republic of the Congo Africa
## 36 COL Colombia South America
## 37 CRI Costa Rica South America
## 38 CUB Cuba South America
## 39 CYN Northern Cyprus Europe
## 40 CYP Cyprus Europe
## 41 CZE Czech Republic Europe
## 42 DEU Germany Europe
## 43 DJI Djibouti Africa
## 44 DNK Denmark Europe
## 45 DOM Dominican Republic South America
## 46 DZA Algeria Africa
## 47 ECU Ecuador South America
## 48 EGY Egypt Africa
## 49 ERI Eritrea Africa
## 50 ESP Spain Europe
## 51 EST Estonia Europe
## 52 ETH Ethiopia Africa
## 53 FIN Finland Europe
## 54 FJI Fiji Australia
## 55 FLK Falkland Islands South America
## 56 FRA France Europe
## 57 GAB Gabon Africa
## 58 GBR United Kingdom Europe
## 59 GEO Georgia Europe
## 60 GHA Ghana Africa
## 61 GIN Guinea Africa
## 62 GMB Gambia Africa
## 63 GNB Guinea Bissau Africa
## 64 GNQ Equatorial Guinea Africa
## 65 GRC Greece Europe
## 66 GRL Greenland Europe
## 67 GTM Guatemala South America
## 68 GUY Guyana South America
## 69 HND Honduras South America
## 70 HRV Croatia Europe
## 71 HTI Haiti South America
## 72 HUN Hungary Europe
## 73 IDN Indonesia Asia
## 74 IND India Asia
## 75 IRL Ireland Europe
## 76 IRN Iran Asia
## 77 IRQ Iraq Asia
## 78 ISL Iceland Europe
## 79 ISR Israel Europe
## 80 ITA Italy Europe
## 81 JAM Jamaica South America
## 82 JOR Jordan Asia
## 83 JPN Japan Asia
## 84 KAZ Kazakhstan Asia
## 85 KEN Kenya Africa
## 86 KGZ Kyrgyzstan Asia
## 87 KHM Cambodia Asia
## 88 KOR South Korea Asia
## 89 KOS Kosovo Europe
## 90 KWT Kuwait Asia
## 91 LAO Laos Asia
## 92 LBN Lebanon Asia
## 93 LBR Liberia Africa
## 94 LBY Libya Africa
## 95 LKA Sri Lanka Asia
## 96 LSO Lesotho Africa
## 97 LTU Lithuania Europe
## 98 LUX Luxembourg Europe
## 99 LVA Latvia Europe
## 100 MAR Morocco Africa
## 101 MDA Moldova Europe
## 102 MDG Madagascar Africa
## 103 MEX Mexico South America
## 104 MKD Macedonia Europe
## 105 MLI Mali Africa
## 106 MMR Myanmar Asia
## 107 MNE Montenegro Europe
## 108 MNG Mongolia Asia
## 109 MOZ Mozambique Africa
## 110 MRT Mauritania Africa
## 111 MWI Malawi Africa
## 112 MYS Malaysia Asia
## 113 NAM Namibia Africa
## 114 NCL New Caledonia Australia
## 115 NER Niger Africa
## 116 NGA Nigeria Africa
## 117 NIC Nicaragua South America
## 118 NLD Netherlands Europe
## 119 NOR Norway Europe
## 120 NPL Nepal Asia
## 121 NZL New Zealand Australia
## 122 OMN Oman Asia
## 123 PAK Pakistan Asia
## 124 PAN Panama South America
## 125 PER Peru South America
## 126 PHL Philippines Asia
## 127 PNG Papua New Guinea Australia
## 128 POL Poland Europe
## 129 PRI Puerto Rico South America
## 130 PRK North Korea Asia
## 131 PRT Portugal Europe
## 132 PRY Paraguay South America
## 133 QAT Qatar Asia
## 134 ROU Romania Europe
## 135 RUS Russia Europe
## 136 RWA Rwanda Africa
## 137 SAH Western Sahara Africa
## 138 SAU Saudi Arabia Asia
## 139 SDN Sudan Africa
## 140 SDS South Sudan Africa
## 141 SEN Senegal Africa
## 142 SLB Solomon Islands Australia
## 143 SLE Sierra Leone Africa
## 144 SLV El Salvador South America
## 146 SOM Somalia Africa
## 147 SRB Republic of Serbia Europe
## 148 SUR Suriname South America
## 149 SVK Slovakia Europe
## 150 SVN Slovenia Europe
## 151 SWE Sweden Europe
## 152 SWZ Swaziland Africa
## 153 SYR Syria Asia
## 154 TCD Chad Africa
## 155 TGO Togo Africa
## 156 THA Thailand Asia
## 157 TJK Tajikistan Asia
## 158 TKM Turkmenistan Asia
## 159 TLS East Timor Asia
## 160 TTO Trinidad and Tobago South America
## 161 TUN Tunisia Africa
## 162 TUR Turkey Europe
## 163 TWN Taiwan Asia
## 164 TZA United Republic of Tanzania Africa
## 165 UGA Uganda Africa
## 166 UKR Ukraine Europe
## 167 URY Uruguay South America
## 168 USA United States of America North America
## 169 UZB Uzbekistan Asia
## 170 VEN Venezuela South America
## 171 VNM Vietnam Asia
## 172 VUT Vanuatu Australia
## 173 PSE West Bank Europe
## 174 YEM Yemen Asia
## 175 ZAF South Africa Africa
## 176 ZMB Zambia Africa
## 177 ZWE Zimbabwe Africa
## 178 ABW Aruba South America
## 179 AIA Anguilla South America
## 180 ALA Aland Europe
## 181 AND Andorra Europe
## 182 ASM American Samoa Australia
## 183 Ashm Ashmore and Cartier Islands Australia
## 184 ATG Antigua and Barbuda South America
## 185 BHR Bahrain Asia
## 186 BLM Saint Barthelemy Europe
## 187 BMU Bermuda South America
## 188 BRB Barbados South America
## 189 COK Cook Islands Australia
## 190 COM Comoros Africa
## 191 CPV Cape Verde Africa
## 192 CUW Curacao South America
## 193 CYM Cayman Islands South America
## 194 DMA Dominica South America
## 195 FRO Faroe Islands Europe
## 196 FSM Federated States of Micronesia Australia
## 197 Gaza Gaza Europe
## 198 GGY Guernsey Europe
## 199 GRD Grenada South America
## 200 GUM Guam Australia
## 201 HKG Hong Kong S.A.R. Asia
## 202 HMD Heard Island and McDonald Islands <NA>
## 203 IMN Isle of Man Europe
## 204 IOA Indian Ocean Territories Australia
## 205 IOT British Indian Ocean Territory Europe
## 206 JEY Jersey Europe
## 207 KAS Siachen Glacier Asia
## 208 KIR Kiribati Australia
## 209 KNA Saint Kitts and Nevis South America
## 210 LCA Saint Lucia South America
## 211 LIE Liechtenstein Europe
## 212 MAC Macau S.A.R Asia
## 213 MAF Saint Martin Europe
## 214 MCO Monaco Europe
## 215 MDV Maldives Asia
## 216 MHL Marshall Islands Australia
## 217 MLT Malta Europe
## 218 MNP Northern Mariana Islands Australia
## 219 MSR Montserrat South America
## 220 MUS Mauritius Africa
## 221 NFK Norfolk Island Australia
## 222 NIU Niue Australia
## 223 NRU Nauru Australia
## 224 PCN Pitcairn Islands Australia
## 225 PLW Palau Australia
## 226 PYF French Polynesia Australia
## 227 SGP Singapore Asia
## 228 SGS South Georgia and South Sandwich Islands Europe
## 229 SHN Saint Helena Africa
## 230 SMR San Marino Europe
## 231 SPM Saint Pierre and Miquelon North America
## 232 STP Sao Tome and Principe Africa
## 233 SXM Sint Maarten Europe
## 234 SYC Seychelles Africa
## 235 TCA Turks and Caicos Islands South America
## 236 TON Tonga Australia
## 237 VAT Vatican Europe
## 238 VCT Saint Vincent and the Grenadines South America
## 239 VGB British Virgin Islands South America
## 240 VIR United States Virgin Islands South America
## 241 WLF Wallis and Futuna Australia
## 242 WSM Samoa Australia
## 243 TUV Tuvalu Australia
## 244 <NA> <NA> <NA>
## continent GEO3major
## 1 Eurasia Asia and the Pacific
## 2 Africa Africa
## 3 Eurasia Europe
## 4 Eurasia West Asia
## 5 South America Latin America and the Caribbean
## 6 Eurasia Europe
## 7 Antarctica Polar
## 8 <NA> <NA>
## 9 Australia Asia and the Pacific
## 10 Eurasia Europe
## 11 Eurasia Europe
## 12 Africa Africa
## 13 Eurasia Europe
## 14 Africa Africa
## 15 Africa Africa
## 16 Eurasia Asia and the Pacific
## 17 Eurasia Europe
## 18 South America Latin America and the Caribbean
## 19 Eurasia Europe
## 20 Eurasia Europe
## 21 South America Latin America and the Caribbean
## 22 South America Latin America and the Caribbean
## 23 South America Latin America and the Caribbean
## 24 Eurasia Asia and the Pacific
## 25 Eurasia Asia and the Pacific
## 26 Africa Africa
## 27 Africa Africa
## 28 North America North America
## 29 Eurasia Europe
## 30 South America Latin America and the Caribbean
## 31 Eurasia Asia and the Pacific
## 32 Africa Africa
## 33 Africa Africa
## 34 Africa Africa
## 35 Africa Africa
## 36 South America Latin America and the Caribbean
## 37 South America Latin America and the Caribbean
## 38 South America Latin America and the Caribbean
## 39 Eurasia Europe
## 40 Eurasia Europe
## 41 Eurasia Europe
## 42 Eurasia Europe
## 43 Africa Africa
## 44 Eurasia Europe
## 45 South America Latin America and the Caribbean
## 46 Africa Africa
## 47 South America Latin America and the Caribbean
## 48 Africa Africa
## 49 Africa Africa
## 50 Eurasia Europe
## 51 Eurasia Europe
## 52 Africa Africa
## 53 Eurasia Europe
## 54 Australia Asia and the Pacific
## 55 South America Latin America and the Caribbean
## 56 Eurasia Europe
## 57 Africa Africa
## 58 Eurasia Europe
## 59 Eurasia Europe
## 60 Africa Africa
## 61 Africa Africa
## 62 Africa Africa
## 63 Africa Africa
## 64 Africa Africa
## 65 Eurasia Europe
## 66 Eurasia Europe
## 67 South America Latin America and the Caribbean
## 68 South America Latin America and the Caribbean
## 69 South America Latin America and the Caribbean
## 70 Eurasia Europe
## 71 South America Latin America and the Caribbean
## 72 Eurasia Europe
## 73 Eurasia Asia and the Pacific
## 74 Eurasia Asia and the Pacific
## 75 Eurasia Europe
## 76 Eurasia Asia and the Pacific
## 77 Eurasia West Asia
## 78 Eurasia Europe
## 79 Eurasia Europe
## 80 Eurasia Europe
## 81 South America Latin America and the Caribbean
## 82 Eurasia West Asia
## 83 Eurasia Asia and the Pacific
## 84 Eurasia Asia and the Pacific
## 85 Africa Africa
## 86 Eurasia Asia and the Pacific
## 87 Eurasia Asia and the Pacific
## 88 Eurasia Asia and the Pacific
## 89 Eurasia Europe
## 90 Eurasia West Asia
## 91 Eurasia Asia and the Pacific
## 92 Eurasia West Asia
## 93 Africa Africa
## 94 Africa Africa
## 95 Eurasia Asia and the Pacific
## 96 Africa Africa
## 97 Eurasia Europe
## 98 Eurasia Europe
## 99 Eurasia Europe
## 100 Africa Africa
## 101 Eurasia Europe
## 102 Africa Africa
## 103 South America Latin America and the Caribbean
## 104 Eurasia Europe
## 105 Africa Africa
## 106 Eurasia Asia and the Pacific
## 107 Eurasia Europe
## 108 Eurasia Asia and the Pacific
## 109 Africa Africa
## 110 Africa Africa
## 111 Africa Africa
## 112 Eurasia Asia and the Pacific
## 113 Africa Africa
## 114 Australia Asia and the Pacific
## 115 Africa Africa
## 116 Africa Africa
## 117 South America Latin America and the Caribbean
## 118 Eurasia Europe
## 119 Eurasia Europe
## 120 Eurasia Asia and the Pacific
## 121 Australia Asia and the Pacific
## 122 Eurasia West Asia
## 123 Eurasia Asia and the Pacific
## 124 South America Latin America and the Caribbean
## 125 South America Latin America and the Caribbean
## 126 Eurasia Asia and the Pacific
## 127 Australia Asia and the Pacific
## 128 Eurasia Europe
## 129 South America Latin America and the Caribbean
## 130 Eurasia Asia and the Pacific
## 131 Eurasia Europe
## 132 South America Latin America and the Caribbean
## 133 Eurasia West Asia
## 134 Eurasia Europe
## 135 Eurasia Europe
## 136 Africa Africa
## 137 Africa Africa
## 138 Eurasia West Asia
## 139 Africa Africa
## 140 Africa Africa
## 141 Africa Africa
## 142 Australia Asia and the Pacific
## 143 Africa Africa
## 144 South America Latin America and the Caribbean
## 146 Africa Africa
## 147 Eurasia Europe
## 148 South America Latin America and the Caribbean
## 149 Eurasia Europe
## 150 Eurasia Europe
## 151 Eurasia Europe
## 152 Africa Africa
## 153 Eurasia West Asia
## 154 Africa Africa
## 155 Africa Africa
## 156 Eurasia Asia and the Pacific
## 157 Eurasia Asia and the Pacific
## 158 Eurasia Asia and the Pacific
## 159 Eurasia Asia and the Pacific
## 160 South America Latin America and the Caribbean
## 161 Africa Africa
## 162 Eurasia Europe
## 163 Eurasia Asia and the Pacific
## 164 Africa Africa
## 165 Africa Africa
## 166 Eurasia Europe
## 167 South America Latin America and the Caribbean
## 168 North America North America
## 169 Eurasia Asia and the Pacific
## 170 South America Latin America and the Caribbean
## 171 Eurasia Asia and the Pacific
## 172 Australia Asia and the Pacific
## 173 Eurasia Europe
## 174 Eurasia West Asia
## 175 Africa Africa
## 176 Africa Africa
## 177 Africa Africa
## 178 South America Latin America and the Caribbean
## 179 South America Latin America and the Caribbean
## 180 Eurasia Europe
## 181 Eurasia Europe
## 182 Australia Asia and the Pacific
## 183 Australia Asia and the Pacific
## 184 South America Latin America and the Caribbean
## 185 Eurasia West Asia
## 186 Eurasia Europe
## 187 South America Latin America and the Caribbean
## 188 South America Latin America and the Caribbean
## 189 Australia Asia and the Pacific
## 190 Africa Africa
## 191 Africa Africa
## 192 South America Latin America and the Caribbean
## 193 South America Latin America and the Caribbean
## 194 South America Latin America and the Caribbean
## 195 Eurasia Europe
## 196 Australia Asia and the Pacific
## 197 Eurasia Europe
## 198 Eurasia Europe
## 199 South America Latin America and the Caribbean
## 200 Australia Asia and the Pacific
## 201 Eurasia Asia and the Pacific
## 202 <NA> <NA>
## 203 Eurasia Europe
## 204 Australia Asia and the Pacific
## 205 Eurasia Europe
## 206 Eurasia Europe
## 207 Eurasia Asia and the Pacific
## 208 Australia Asia and the Pacific
## 209 South America Latin America and the Caribbean
## 210 South America Latin America and the Caribbean
## 211 Eurasia Europe
## 212 Eurasia Asia and the Pacific
## 213 Eurasia Europe
## 214 Eurasia Europe
## 215 Eurasia Asia and the Pacific
## 216 Australia Asia and the Pacific
## 217 Eurasia Europe
## 218 Australia Asia and the Pacific
## 219 South America Latin America and the Caribbean
## 220 Africa Africa
## 221 Australia Asia and the Pacific
## 222 Australia Asia and the Pacific
## 223 Australia Asia and the Pacific
## 224 Australia Asia and the Pacific
## 225 Australia Asia and the Pacific
## 226 Australia Asia and the Pacific
## 227 Eurasia Asia and the Pacific
## 228 Eurasia Europe
## 229 Africa Africa
## 230 Eurasia Europe
## 231 North America North America
## 232 Africa Africa
## 233 Eurasia Europe
## 234 Africa Africa
## 235 South America Latin America and the Caribbean
## 236 Australia Asia and the Pacific
## 237 Eurasia Europe
## 238 South America Latin America and the Caribbean
## 239 South America Latin America and the Caribbean
## 240 South America Latin America and the Caribbean
## 241 Australia Asia and the Pacific
## 242 Australia Asia and the Pacific
## 243 Australia Asia and the Pacific
## 244 <NA> <NA>
## GEO3 IMAGE24 GLOCAF
## 1 South Asia India+ Rest of South Asia
## 2 Southern Africa Southern Africa Sub-Sarahan Africa
## 3 Central Europe Central Europe Europe
## 4 Arabian Peninsula Middle East Middle East
## 5 South America Rest South America Rest of South Am
## 6 Eastern Europe Russia+ FSU
## 7 Antarctic Antarctica <NA>
## 8 <NA> <NA> <NA>
## 9 Australia and New Zealand Oceania Oceania
## 10 Western Europe Western Europe Europe
## 11 Eastern Europe Russia+ FSU
## 12 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 13 Western Europe Western Europe Europe
## 14 Western Africa Western Africa Sub-Sarahan Africa
## 15 Western Africa Western Africa Sub-Sarahan Africa
## 16 South Asia India+ Rest of South Asia
## 17 Central Europe Central Europe Europe
## 18 Caribbean Rest Central America Rest of Central Am
## 19 Central Europe Central Europe Europe
## 20 Eastern Europe Ukraine+ FSU
## 21 Meso-America Rest Central America Rest of Central Am
## 22 South America Rest South America Rest of South Am
## 23 South America Brazil Brazil
## 24 Southeast Asia Southeastern Asia South East Asia
## 25 South Asia India+ Rest of South Asia
## 26 Southern Africa Southern Africa Sub-Sarahan Africa
## 27 Central Africa Western Africa Sub-Sarahan Africa
## 28 Canada Canada Canada
## 29 Western Europe Western Europe Europe
## 30 South America Rest South America Rest of South Am
## 31 NW Pacific and East Asia China+ China
## 32 Western Africa Western Africa Sub-Sarahan Africa
## 33 Central Africa Western Africa Sub-Sarahan Africa
## 34 Central Africa Western Africa Sub-Sarahan Africa
## 35 Central Africa Western Africa Sub-Sarahan Africa
## 36 South America Rest South America Rest of South Am
## 37 Meso-America Rest Central America Rest of Central Am
## 38 Caribbean Rest Central America Rest of Central Am
## 39 Central Europe Central Europe Europe
## 40 Central Europe Central Europe Europe
## 41 Central Europe Central Europe Europe
## 42 Western Europe Western Europe Europe
## 43 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 44 Western Europe Western Europe Europe
## 45 Caribbean Rest Central America Rest of Central Am
## 46 North Africa Northern Africa North Africa
## 47 South America Rest South America Rest of South Am
## 48 North Africa Northern Africa North Africa
## 49 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 50 Western Europe Western Europe Europe
## 51 Central Europe Central Europe Europe
## 52 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 53 Western Europe Western Europe Europe
## 54 South Pacific Oceania Oceania
## 55 South America Rest South America Rest of South Am
## 56 Western Europe Western Europe Europe
## 57 Central Africa Western Africa Sub-Sarahan Africa
## 58 Western Europe Western Europe Europe
## 59 Eastern Europe Russia+ FSU
## 60 Western Africa Western Africa Sub-Sarahan Africa
## 61 Western Africa Western Africa Sub-Sarahan Africa
## 62 Western Africa Western Africa Sub-Sarahan Africa
## 63 Western Africa Western Africa Sub-Sarahan Africa
## 64 Central Africa Western Africa Sub-Sarahan Africa
## 65 Western Europe Western Europe Europe
## 66 Polar Greenland Europe
## 67 Meso-America Rest Central America Rest of Central Am
## 68 South America Rest South America Rest of South Am
## 69 Meso-America Rest Central America Rest of Central Am
## 70 Central Europe Central Europe Europe
## 71 Caribbean Rest Central America Rest of Central Am
## 72 Central Europe Central Europe Europe
## 73 Southeast Asia Indonesia+ South East Asia
## 74 South Asia India+ India
## 75 Western Europe Western Europe Europe
## 76 South Asia Middle East Middle East
## 77 Mashriq Middle East Middle East
## 78 Western Europe Western Europe Europe
## 79 Western Europe Middle East Europe
## 80 Western Europe Western Europe Europe
## 81 Caribbean Rest Central America Rest of Central Am
## 82 Mashriq Middle East Middle East
## 83 NW Pacific and East Asia Japan Japan
## 84 Central Asia Asia-Stan FSU
## 85 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 86 Central Asia Asia-Stan FSU
## 87 Southeast Asia Southeastern Asia South East Asia
## 88 NW Pacific and East Asia Korea China
## 89 Central Europe Central Europe Europe
## 90 Mashriq Middle East Middle East
## 91 Southeast Asia Southeastern Asia South East Asia
## 92 Mashriq Middle East Middle East
## 93 Western Africa Western Africa Sub-Sarahan Africa
## 94 North Africa Northern Africa North Africa
## 95 South Asia India+ Rest of South Asia
## 96 Southern Africa Southern Africa Sub-Sarahan Africa
## 97 Central Europe Central Europe Europe
## 98 Western Europe Western Europe Europe
## 99 Central Europe Central Europe Europe
## 100 North Africa Northern Africa North Africa
## 101 Eastern Europe Ukraine+ FSU
## 102 Western Indian Ocean Eastern Africa Sub-Sarahan Africa
## 103 Meso-America Mexico Mexico
## 104 Central Europe Central Europe Europe
## 105 Western Africa Western Africa Sub-Sarahan Africa
## 106 Southeast Asia Southeastern Asia South East Asia
## 107 Central Europe Central Europe Europe
## 108 NW Pacific and East Asia China+ China
## 109 Southern Africa Southern Africa Sub-Sarahan Africa
## 110 Western Africa Western Africa Sub-Sarahan Africa
## 111 Southern Africa Southern Africa Sub-Sarahan Africa
## 112 Southeast Asia Southeastern Asia South East Asia
## 113 Southern Africa Southern Africa Sub-Sarahan Africa
## 114 South Pacific Oceania Oceania
## 115 Western Africa Western Africa Sub-Sarahan Africa
## 116 Western Africa Western Africa Sub-Sarahan Africa
## 117 Meso-America Rest Central America Rest of Central Am
## 118 Western Europe Western Europe Europe
## 119 Western Europe Western Europe Europe
## 120 South Asia India+ Rest of South Asia
## 121 Australia and New Zealand Oceania Oceania
## 122 Arabian Peninsula Middle East Middle East
## 123 South Asia India+ Rest of South Asia
## 124 Meso-America Rest Central America Rest of Central Am
## 125 South America Rest South America Rest of South Am
## 126 Southeast Asia Southeastern Asia South East Asia
## 127 South Pacific Oceania Oceania
## 128 Central Europe Central Europe Europe
## 129 Caribbean Rest Central America Rest of Central Am
## 130 NW Pacific and East Asia Korea China
## 131 Western Europe Western Europe Europe
## 132 South America Rest South America Rest of South Am
## 133 Arabian Peninsula Middle East Middle East
## 134 Central Europe Central Europe Europe
## 135 Eastern Europe Russia+ Russia
## 136 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 137 North Africa Northern Africa North Africa
## 138 Arabian Peninsula Middle East Middle East
## 139 North Africa Eastern Africa North Africa
## 140 North Africa Eastern Africa North Africa
## 141 Western Africa Western Africa Sub-Sarahan Africa
## 142 South Pacific Oceania Oceania
## 143 Western Africa Western Africa Sub-Sarahan Africa
## 144 Meso-America Rest Central America Rest of Central Am
## 146 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 147 Central Europe Central Europe Europe
## 148 South America Rest South America Rest of South Am
## 149 Central Europe Central Europe Europe
## 150 Central Europe Central Europe Europe
## 151 Western Europe Western Europe Europe
## 152 Southern Africa Southern Africa Sub-Sarahan Africa
## 153 Mashriq Middle East Middle East
## 154 Central Africa Western Africa Sub-Sarahan Africa
## 155 Western Africa Western Africa Sub-Sarahan Africa
## 156 Southeast Asia Southeastern Asia South East Asia
## 157 Central Asia Asia-Stan FSU
## 158 Central Asia Asia-Stan FSU
## 159 Southeast Asia Indonesia+ South East Asia
## 160 Caribbean Rest Central America Rest of Central Am
## 161 North Africa Northern Africa North Africa
## 162 Central Europe Turkey Turkey
## 163 NW Pacific and East Asia China+ China
## 164 Southern Africa Southern Africa Sub-Sarahan Africa
## 165 Eastern Africa Eastern Africa Sub-Sarahan Africa
## 166 Eastern Europe Ukraine+ FSU
## 167 South America Rest South America Rest of South Am
## 168 US USA USA
## 169 Central Asia Asia-Stan FSU
## 170 South America Rest South America Rest of South Am
## 171 Southeast Asia Southeastern Asia South East Asia
## 172 South Pacific Oceania Oceania
## 173 Western Europe Middle East Europe
## 174 Arabian Peninsula Middle East Middle East
## 175 Southern Africa Southern Africa Sub-Sarahan Africa
## 176 Southern Africa Southern Africa Sub-Sarahan Africa
## 177 Southern Africa Southern Africa Sub-Sarahan Africa
## 178 Caribbean Rest Central America Rest of Central Am
## 179 Caribbean Rest Central America Rest of Central Am
## 180 Western Europe Western Europe Europe
## 181 Western Europe Western Europe Europe
## 182 South Pacific Oceania Oceania
## 183 Australia and New Zealand Oceania Oceania
## 184 Caribbean Rest Central America Rest of Central Am
## 185 Arabian Peninsula Middle East Middle East
## 186 Western Europe Western Europe Europe
## 187 Caribbean Rest Central America Rest of Central Am
## 188 Caribbean Rest Central America Rest of Central Am
## 189 South Pacific Oceania Oceania
## 190 Western Indian Ocean Eastern Africa Sub-Sarahan Africa
## 191 Central Africa Western Africa Sub-Sarahan Africa
## 192 Caribbean Rest Central America Rest of Central Am
## 193 Caribbean Rest Central America Rest of Central Am
## 194 Caribbean Rest Central America Rest of Central Am
## 195 Western Europe Western Europe Europe
## 196 South Pacific Oceania Oceania
## 197 Western Europe Middle East Europe
## 198 Western Europe Western Europe Europe
## 199 Caribbean Rest Central America Rest of Central Am
## 200 South Pacific Oceania Oceania
## 201 NW Pacific and East Asia Korea China
## 202 <NA> <NA> <NA>
## 203 Western Europe Western Europe Europe
## 204 Australia and New Zealand Oceania Oceania
## 205 Western Europe Western Europe Europe
## 206 Western Europe Western Europe Europe
## 207 South Asia India+ India
## 208 South Pacific Oceania Oceania
## 209 Caribbean Rest Central America Rest of Central Am
## 210 Caribbean Rest Central America Rest of Central Am
## 211 Western Europe Western Europe Europe
## 212 NW Pacific and East Asia China+ China
## 213 Western Europe Western Europe Europe
## 214 Western Europe Western Europe Europe
## 215 South Asia India+ Rest of South Asia
## 216 South Pacific Oceania Oceania
## 217 Western Europe Central Europe Europe
## 218 South Pacific Oceania Oceania
## 219 Caribbean Rest Central America Rest of Central Am
## 220 Western Indian Ocean Eastern Africa Sub-Sarahan Africa
## 221 South Pacific Oceania Oceania
## 222 South Pacific Oceania Oceania
## 223 South Pacific Oceania Oceania
## 224 South Pacific Oceania Oceania
## 225 South Pacific Oceania Oceania
## 226 South Pacific Oceania Oceania
## 227 Southeast Asia Southeastern Asia South East Asia
## 228 Western Europe Western Europe Europe
## 229 Southern Africa Southern Africa Sub-Sarahan Africa
## 230 Western Europe Western Europe Europe
## 231 Canada USA Canada
## 232 Central Africa Western Africa Sub-Sarahan Africa
## 233 Western Europe Western Europe Europe
## 234 Western Indian Ocean Eastern Africa Sub-Sarahan Africa
## 235 Caribbean Rest Central America Rest of Central Am
## 236 South Pacific Oceania Oceania
## 237 Western Europe Western Europe Europe
## 238 Caribbean Rest Central America Rest of Central Am
## 239 Caribbean Rest Central America Rest of Central Am
## 240 Caribbean Rest Central America Rest of Central Am
## 241 South Pacific Oceania Oceania
## 242 South Pacific Oceania Oceania
## 243 South Pacific Oceania Oceania
## 244 <NA> <NA> <NA>
## Stern SRESmajor SRES
## 1 Central Asia ASIA South Asia (SAS)
## 2 South+E Africa ALM Sub-Saharan Africa (AFR)
## 3 Europe REF Central and Eastern Europe (EEU)
## 4 West Asia ALM Middle East and North Africa (MEA)
## 5 South America ALM Latin America and the Caribbean (LAM)
## 6 Europe REF Newly Independent States of FSU (FSU)
## 7 <NA> <NA> <NA>
## 8 <NA> <NA> <NA>
## 9 Australasia OECD90 Pacific OECD (PAO)
## 10 Europe OECD90 Western Europe (WEU)
## 11 Europe REF Newly Independent States of FSU (FSU)
## 12 South+E Africa ALM Sub-Saharan Africa (AFR)
## 13 Europe OECD90 Western Europe (WEU)
## 14 West Africa ALM Sub-Saharan Africa (AFR)
## 15 West Africa ALM Sub-Saharan Africa (AFR)
## 16 South Asia ASIA South Asia (SAS)
## 17 Europe REF Central and Eastern Europe (EEU)
## 18 Caribbean ALM Latin America and the Caribbean (LAM)
## 19 Europe REF Central and Eastern Europe (EEU)
## 20 Europe REF Newly Independent States of FSU (FSU)
## 21 Central America ALM Latin America and the Caribbean (LAM)
## 22 South America ALM Latin America and the Caribbean (LAM)
## 23 South America ALM Latin America and the Caribbean (LAM)
## 24 East Asia ASIA Other Pacific Asia (PAS)
## 25 South Asia ASIA South Asia (SAS)
## 26 South+E Africa ALM Sub-Saharan Africa (AFR)
## 27 West Africa ALM Sub-Saharan Africa (AFR)
## 28 North America OECD90 North America (NAM)
## 29 Europe OECD90 Western Europe (WEU)
## 30 South America ALM Latin America and the Caribbean (LAM)
## 31 East Asia ASIA Centrally planned Asia and China (CPA)
## 32 West Africa ALM Sub-Saharan Africa (AFR)
## 33 West Africa ALM Sub-Saharan Africa (AFR)
## 34 West Africa ALM Sub-Saharan Africa (AFR)
## 35 West Africa ALM Sub-Saharan Africa (AFR)
## 36 South America ALM Latin America and the Caribbean (LAM)
## 37 Central America ALM Latin America and the Caribbean (LAM)
## 38 Caribbean ALM Latin America and the Caribbean (LAM)
## 39 Europe OECD90 Western Europe (WEU)
## 40 Europe OECD90 Western Europe (WEU)
## 41 Europe REF Central and Eastern Europe (EEU)
## 42 Europe OECD90 Western Europe (WEU)
## 43 South+E Africa ALM Sub-Saharan Africa (AFR)
## 44 Europe OECD90 Western Europe (WEU)
## 45 Caribbean ALM Latin America and the Caribbean (LAM)
## 46 North Africa ALM Middle East and North Africa (MEA)
## 47 South America ALM Latin America and the Caribbean (LAM)
## 48 North Africa ALM Middle East and North Africa (MEA)
## 49 South+E Africa ALM Sub-Saharan Africa (AFR)
## 50 Europe OECD90 Western Europe (WEU)
## 51 Europe REF Newly Independent States of FSU (FSU)
## 52 South+E Africa ALM Sub-Saharan Africa (AFR)
## 53 Europe OECD90 Western Europe (WEU)
## 54 Australasia ASIA Other Pacific Asia (PAS)
## 55 South America ALM Latin America and the Caribbean (LAM)
## 56 Europe OECD90 Western Europe (WEU)
## 57 West Africa ALM Sub-Saharan Africa (AFR)
## 58 Europe OECD90 Western Europe (WEU)
## 59 Europe REF Newly Independent States of FSU (FSU)
## 60 West Africa ALM Sub-Saharan Africa (AFR)
## 61 West Africa ALM Sub-Saharan Africa (AFR)
## 62 West Africa ALM Sub-Saharan Africa (AFR)
## 63 West Africa ALM Sub-Saharan Africa (AFR)
## 64 West Africa ALM Sub-Saharan Africa (AFR)
## 65 Europe OECD90 Western Europe (WEU)
## 66 Europe OECD90 Western Europe (WEU)
## 67 Central America ALM Latin America and the Caribbean (LAM)
## 68 South America ALM Latin America and the Caribbean (LAM)
## 69 Central America ALM Latin America and the Caribbean (LAM)
## 70 Europe REF Central and Eastern Europe (EEU)
## 71 Caribbean ALM Latin America and the Caribbean (LAM)
## 72 Europe REF Central and Eastern Europe (EEU)
## 73 East Asia ASIA Other Pacific Asia (PAS)
## 74 South Asia ASIA South Asia (SAS)
## 75 Europe OECD90 Western Europe (WEU)
## 76 West Asia ALM Middle East and North Africa (MEA)
## 77 West Asia ALM Middle East and North Africa (MEA)
## 78 Europe OECD90 Western Europe (WEU)
## 79 Europe ALM Middle East and North Africa (MEA)
## 80 Europe OECD90 Western Europe (WEU)
## 81 Caribbean ALM Latin America and the Caribbean (LAM)
## 82 West Asia ALM Middle East and North Africa (MEA)
## 83 East Asia OECD90 Pacific OECD (PAO)
## 84 Central Asia REF Newly Independent States of FSU (FSU)
## 85 South+E Africa ALM Sub-Saharan Africa (AFR)
## 86 Central Asia REF Newly Independent States of FSU (FSU)
## 87 East Asia ASIA Centrally planned Asia and China (CPA)
## 88 East Asia ASIA Other Pacific Asia (PAS)
## 89 Europe REF Central and Eastern Europe (EEU)
## 90 West Asia ALM Middle East and North Africa (MEA)
## 91 East Asia ASIA Centrally planned Asia and China (CPA)
## 92 West Asia ALM Middle East and North Africa (MEA)
## 93 West Africa ALM Sub-Saharan Africa (AFR)
## 94 North Africa ALM Middle East and North Africa (MEA)
## 95 South Asia ASIA South Asia (SAS)
## 96 South+E Africa ALM Sub-Saharan Africa (AFR)
## 97 Europe REF Newly Independent States of FSU (FSU)
## 98 Europe OECD90 Western Europe (WEU)
## 99 Europe REF Newly Independent States of FSU (FSU)
## 100 North Africa ALM Middle East and North Africa (MEA)
## 101 Europe REF Newly Independent States of FSU (FSU)
## 102 South+E Africa ALM Sub-Saharan Africa (AFR)
## 103 Central America ALM Latin America and the Caribbean (LAM)
## 104 Europe REF Central and Eastern Europe (EEU)
## 105 West Africa ALM Sub-Saharan Africa (AFR)
## 106 East Asia ASIA Other Pacific Asia (PAS)
## 107 Europe REF Central and Eastern Europe (EEU)
## 108 East Asia ASIA Centrally planned Asia and China (CPA)
## 109 South+E Africa ALM Sub-Saharan Africa (AFR)
## 110 West Africa ALM Sub-Saharan Africa (AFR)
## 111 South+E Africa ALM Sub-Saharan Africa (AFR)
## 112 East Asia ASIA Other Pacific Asia (PAS)
## 113 South+E Africa ALM Sub-Saharan Africa (AFR)
## 114 Australasia ASIA Other Pacific Asia (PAS)
## 115 West Africa ALM Sub-Saharan Africa (AFR)
## 116 West Africa ALM Sub-Saharan Africa (AFR)
## 117 Central America ALM Latin America and the Caribbean (LAM)
## 118 Europe OECD90 Western Europe (WEU)
## 119 Europe OECD90 Western Europe (WEU)
## 120 South Asia ASIA South Asia (SAS)
## 121 Australasia OECD90 Pacific OECD (PAO)
## 122 West Asia ALM Middle East and North Africa (MEA)
## 123 South Asia ASIA South Asia (SAS)
## 124 Central America ALM Latin America and the Caribbean (LAM)
## 125 South America ALM Latin America and the Caribbean (LAM)
## 126 East Asia ASIA Other Pacific Asia (PAS)
## 127 Australasia ASIA Other Pacific Asia (PAS)
## 128 Europe REF Central and Eastern Europe (EEU)
## 129 Caribbean OECD90 North America (NAM)
## 130 East Asia ASIA Centrally planned Asia and China (CPA)
## 131 Europe OECD90 Western Europe (WEU)
## 132 South America ALM Latin America and the Caribbean (LAM)
## 133 West Asia ALM Middle East and North Africa (MEA)
## 134 Europe REF Central and Eastern Europe (EEU)
## 135 Europe REF Newly Independent States of FSU (FSU)
## 136 South+E Africa ALM Sub-Saharan Africa (AFR)
## 137 North Africa ALM Middle East and North Africa (MEA)
## 138 West Asia ALM Middle East and North Africa (MEA)
## 139 North Africa ALM Middle East and North Africa (MEA)
## 140 North Africa ALM Middle East and North Africa (MEA)
## 141 West Africa ALM Sub-Saharan Africa (AFR)
## 142 Australasia ASIA Other Pacific Asia (PAS)
## 143 West Africa ALM Sub-Saharan Africa (AFR)
## 144 Central America ALM Latin America and the Caribbean (LAM)
## 146 South+E Africa ALM Sub-Saharan Africa (AFR)
## 147 Europe REF Central and Eastern Europe (EEU)
## 148 South America ALM Latin America and the Caribbean (LAM)
## 149 Europe REF Central and Eastern Europe (EEU)
## 150 Europe REF Central and Eastern Europe (EEU)
## 151 Europe OECD90 Western Europe (WEU)
## 152 South+E Africa ALM Sub-Saharan Africa (AFR)
## 153 West Asia ALM Middle East and North Africa (MEA)
## 154 West Africa ALM Sub-Saharan Africa (AFR)
## 155 West Africa ALM Sub-Saharan Africa (AFR)
## 156 East Asia ASIA Other Pacific Asia (PAS)
## 157 Central Asia REF Newly Independent States of FSU (FSU)
## 158 Central Asia REF Newly Independent States of FSU (FSU)
## 159 East Asia ASIA Other Pacific Asia (PAS)
## 160 Caribbean ALM Latin America and the Caribbean (LAM)
## 161 North Africa ALM Middle East and North Africa (MEA)
## 162 Europe OECD90 Western Europe (WEU)
## 163 East Asia ASIA Other Pacific Asia (PAS)
## 164 South+E Africa ALM Sub-Saharan Africa (AFR)
## 165 South+E Africa ALM Sub-Saharan Africa (AFR)
## 166 Europe REF Newly Independent States of FSU (FSU)
## 167 South America ALM Latin America and the Caribbean (LAM)
## 168 North America OECD90 North America (NAM)
## 169 Central Asia REF Newly Independent States of FSU (FSU)
## 170 South America ALM Latin America and the Caribbean (LAM)
## 171 East Asia ASIA Centrally planned Asia and China (CPA)
## 172 Australasia ASIA Other Pacific Asia (PAS)
## 173 Europe ALM Middle East and North Africa (MEA)
## 174 West Asia ALM Middle East and North Africa (MEA)
## 175 South+E Africa ALM Sub-Saharan Africa (AFR)
## 176 South+E Africa ALM Sub-Saharan Africa (AFR)
## 177 South+E Africa ALM Sub-Saharan Africa (AFR)
## 178 Caribbean ALM Latin America and the Caribbean (LAM)
## 179 Caribbean ALM Latin America and the Caribbean (LAM)
## 180 Europe OECD90 Western Europe (WEU)
## 181 Europe OECD90 Western Europe (WEU)
## 182 Australasia ASIA Other Pacific Asia (PAS)
## 183 Australasia OECD90 Pacific OECD (PAO)
## 184 Caribbean ALM Latin America and the Caribbean (LAM)
## 185 West Asia ALM Middle East and North Africa (MEA)
## 186 Europe OECD90 Western Europe (WEU)
## 187 Caribbean ALM Latin America and the Caribbean (LAM)
## 188 Caribbean ALM Latin America and the Caribbean (LAM)
## 189 Australasia ASIA Other Pacific Asia (PAS)
## 190 South+E Africa ALM Sub-Saharan Africa (AFR)
## 191 West Africa ALM Sub-Saharan Africa (AFR)
## 192 Caribbean ALM Latin America and the Caribbean (LAM)
## 193 Caribbean ALM Latin America and the Caribbean (LAM)
## 194 Caribbean ALM Latin America and the Caribbean (LAM)
## 195 Europe OECD90 Western Europe (WEU)
## 196 Australasia ASIA Other Pacific Asia (PAS)
## 197 Europe ALM Middle East and North Africa (MEA)
## 198 Europe OECD90 Western Europe (WEU)
## 199 Caribbean ALM Latin America and the Caribbean (LAM)
## 200 Australasia ASIA Other Pacific Asia (PAS)
## 201 East Asia ASIA Other Pacific Asia (PAS)
## 202 <NA> <NA> <NA>
## 203 Europe OECD90 Western Europe (WEU)
## 204 Australasia OECD90 Pacific OECD (PAO)
## 205 Europe OECD90 Western Europe (WEU)
## 206 Europe OECD90 Western Europe (WEU)
## 207 South Asia ASIA South Asia (SAS)
## 208 Australasia ASIA Other Pacific Asia (PAS)
## 209 Caribbean ALM Latin America and the Caribbean (LAM)
## 210 Caribbean ALM Latin America and the Caribbean (LAM)
## 211 Europe OECD90 Western Europe (WEU)
## 212 East Asia ASIA Centrally planned Asia and China (CPA)
## 213 Europe OECD90 Western Europe (WEU)
## 214 Europe OECD90 Western Europe (WEU)
## 215 South Asia ASIA South Asia (SAS)
## 216 Australasia ASIA Other Pacific Asia (PAS)
## 217 Europe OECD90 Western Europe (WEU)
## 218 Australasia ASIA Other Pacific Asia (PAS)
## 219 Caribbean ALM Latin America and the Caribbean (LAM)
## 220 South+E Africa ALM Sub-Saharan Africa (AFR)
## 221 Australasia ASIA Other Pacific Asia (PAS)
## 222 Australasia ASIA Other Pacific Asia (PAS)
## 223 Australasia ASIA Other Pacific Asia (PAS)
## 224 Australasia ASIA Other Pacific Asia (PAS)
## 225 Australasia ASIA Other Pacific Asia (PAS)
## 226 Australasia ASIA Other Pacific Asia (PAS)
## 227 East Asia ASIA Other Pacific Asia (PAS)
## 228 Europe OECD90 Western Europe (WEU)
## 229 South+E Africa ALM Sub-Saharan Africa (AFR)
## 230 Europe OECD90 Western Europe (WEU)
## 231 North America OECD90 North America (NAM)
## 232 West Africa ALM Sub-Saharan Africa (AFR)
## 233 Europe OECD90 Western Europe (WEU)
## 234 South+E Africa ALM Sub-Saharan Africa (AFR)
## 235 Caribbean ALM Latin America and the Caribbean (LAM)
## 236 Australasia ASIA Other Pacific Asia (PAS)
## 237 Europe OECD90 Western Europe (WEU)
## 238 Caribbean ALM Latin America and the Caribbean (LAM)
## 239 Caribbean ALM Latin America and the Caribbean (LAM)
## 240 Caribbean OECD90 North America (NAM)
## 241 Australasia ASIA Other Pacific Asia (PAS)
## 242 Australasia ASIA Other Pacific Asia (PAS)
## 243 Australasia ASIA Other Pacific Asia (PAS)
## 244 <NA> <NA> <NA>
## GBD AVOIDnumeric AVOIDname
## 1 Asia, South 21 Rest of Central Asia
## 2 Sub-Saharan Africa, Central 24 Southern and East Africa
## 3 Europe, Central 25 Europe
## 4 North Africa/Middle East 30 Middle East
## 5 Latin America, Southern 26 South America
## 6 Asia, Central 25 Europe
## 7 <NA> NA <NA>
## 8 <NA> NA <NA>
## 9 Australasia 10 Australia
## 10 Europe, Western 25 Europe
## 11 Asia, Central 25 Europe
## 12 Sub-Saharan Africa, East 24 Southern and East Africa
## 13 Europe, Western 25 Europe
## 14 Sub-Saharan Africa, West 23 West Africa
## 15 Sub-Saharan Africa, West 23 West Africa
## 16 Asia, South 19 Rest of South Asia
## 17 Europe, Central 25 Europe
## 18 Caribbean 28 Caribbean
## 19 Europe, Central 25 Europe
## 20 Europe, Eastern 25 Europe
## 21 Caribbean 27 Central America
## 22 Latin America, Andean 26 South America
## 23 Latin America, Tropical 7 Brazil
## 24 Asia Pacific, High Income 20 Rest of East Asia
## 25 Asia, South 19 Rest of South Asia
## 26 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 27 Sub-Saharan Africa, Central 23 West Africa
## 28 North America, High Income 9 Canada
## 29 Europe, Western 25 Europe
## 30 Latin America, Southern 26 South America
## 31 Asia, East 1 China
## 32 Sub-Saharan Africa, West 23 West Africa
## 33 Sub-Saharan Africa, West 23 West Africa
## 34 Sub-Saharan Africa, Central 23 West Africa
## 35 Sub-Saharan Africa, Central 23 West Africa
## 36 Latin America, Central 26 South America
## 37 Latin America, Central 27 Central America
## 38 Caribbean 28 Caribbean
## 39 Europe, Western 25 Europe
## 40 Europe, Western 25 Europe
## 41 Europe, Central 25 Europe
## 42 Europe, Western 16 Germany
## 43 Sub-Saharan Africa, East 24 Southern and East Africa
## 44 Europe, Western 25 Europe
## 45 Caribbean 28 Caribbean
## 46 North Africa/Middle East 22 North Africa
## 47 Latin America, Andean 26 South America
## 48 North Africa/Middle East 22 North Africa
## 49 Sub-Saharan Africa, East 24 Southern and East Africa
## 50 Europe, Western 25 Europe
## 51 Europe, Eastern 25 Europe
## 52 Sub-Saharan Africa, East 24 Southern and East Africa
## 53 Europe, Western 25 Europe
## 54 Oceania 29 Rest of Australasia
## 55 Latin America, Southern 26 South America
## 56 Europe, Western 14 France
## 57 Sub-Saharan Africa, Central 23 West Africa
## 58 Europe, Western 13 UK
## 59 Asia, Central 25 Europe
## 60 Sub-Saharan Africa, West 23 West Africa
## 61 Sub-Saharan Africa, West 23 West Africa
## 62 Sub-Saharan Africa, West 23 West Africa
## 63 Sub-Saharan Africa, West 23 West Africa
## 64 Sub-Saharan Africa, Central 23 West Africa
## 65 Europe, Western 25 Europe
## 66 Europe, Western 25 Europe
## 67 Latin America, Central 27 Central America
## 68 Caribbean 26 South America
## 69 Latin America, Central 27 Central America
## 70 Europe, Central 25 Europe
## 71 Caribbean 28 Caribbean
## 72 Europe, Central 25 Europe
## 73 Asia, Southeast 11 Indonesia
## 74 Asia, South 6 India
## 75 Europe, Western 25 Europe
## 76 North Africa/Middle East 30 Middle East
## 77 North Africa/Middle East 30 Middle East
## 78 Europe, Western 25 Europe
## 79 Europe, Western 25 Europe
## 80 Europe, Western 15 Italy
## 81 Caribbean 28 Caribbean
## 82 North Africa/Middle East 30 Middle East
## 83 Asia Pacific, High Income 4 Japan
## 84 Asia, Central 21 Rest of Central Asia
## 85 Sub-Saharan Africa, East 24 Southern and East Africa
## 86 Asia, Central 21 Rest of Central Asia
## 87 Asia, Southeast 20 Rest of East Asia
## 88 Asia Pacific, High Income 12 South Korea
## 89 Europe, Central 25 Europe
## 90 North Africa/Middle East 30 Middle East
## 91 Asia, Southeast 20 Rest of East Asia
## 92 North Africa/Middle East 30 Middle East
## 93 Sub-Saharan Africa, West 23 West Africa
## 94 North Africa/Middle East 22 North Africa
## 95 Asia, Southeast 19 Rest of South Asia
## 96 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 97 Europe, Eastern 25 Europe
## 98 Europe, Western 25 Europe
## 99 Europe, Eastern 25 Europe
## 100 North Africa/Middle East 22 North Africa
## 101 Europe, Eastern 25 Europe
## 102 Sub-Saharan Africa, East 24 Southern and East Africa
## 103 Latin America, Central 8 Mexico
## 104 Europe, Central 25 Europe
## 105 Sub-Saharan Africa, West 23 West Africa
## 106 Asia, Southeast 20 Rest of East Asia
## 107 Europe, Central 25 Europe
## 108 Asia, Central 20 Rest of East Asia
## 109 Sub-Saharan Africa, East 24 Southern and East Africa
## 110 Sub-Saharan Africa, West 23 West Africa
## 111 Sub-Saharan Africa, East 24 Southern and East Africa
## 112 Asia, Southeast 20 Rest of East Asia
## 113 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 114 Oceania 29 Rest of Australasia
## 115 Sub-Saharan Africa, West 23 West Africa
## 116 Sub-Saharan Africa, West 23 West Africa
## 117 Latin America, Central 27 Central America
## 118 Europe, Western 25 Europe
## 119 Europe, Western 25 Europe
## 120 Asia, South 19 Rest of South Asia
## 121 Australasia 29 Rest of Australasia
## 122 North Africa/Middle East 30 Middle East
## 123 Asia, South 19 Rest of South Asia
## 124 Latin America, Central 27 Central America
## 125 Latin America, Andean 26 South America
## 126 Asia, Southeast 20 Rest of East Asia
## 127 Oceania 29 Rest of Australasia
## 128 Europe, Central 17 Poland
## 129 Caribbean 28 Caribbean
## 130 Asia, East 20 Rest of East Asia
## 131 Europe, Western 25 Europe
## 132 Latin America, Tropical 26 South America
## 133 North Africa/Middle East 30 Middle East
## 134 Europe, Central 25 Europe
## 135 Europe, Eastern 3 Russia
## 136 Sub-Saharan Africa, East 24 Southern and East Africa
## 137 North Africa/Middle East 22 North Africa
## 138 North Africa/Middle East 18 Saudi Arabia
## 139 Sub-Saharan Africa, East 22 North Africa
## 140 Sub-Saharan Africa, East 22 North Africa
## 141 Sub-Saharan Africa, West 23 West Africa
## 142 Oceania 29 Rest of Australasia
## 143 Sub-Saharan Africa, West 23 West Africa
## 144 Latin America, Central 27 Central America
## 146 Sub-Saharan Africa, East 24 Southern and East Africa
## 147 Europe, Central 25 Europe
## 148 Caribbean 26 South America
## 149 Europe, Central 25 Europe
## 150 Europe, Central 25 Europe
## 151 Europe, Western 25 Europe
## 152 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 153 North Africa/Middle East 30 Middle East
## 154 Sub-Saharan Africa, West 23 West Africa
## 155 Sub-Saharan Africa, West 23 West Africa
## 156 Asia, Southeast 20 Rest of East Asia
## 157 Asia, Central 21 Rest of Central Asia
## 158 Asia, Central 21 Rest of Central Asia
## 159 Asia, Southeast 11 Indonesia
## 160 Caribbean 28 Caribbean
## 161 North Africa/Middle East 22 North Africa
## 162 North Africa/Middle East 25 Europe
## 163 Asia, East 20 Rest of East Asia
## 164 Sub-Saharan Africa, East 24 Southern and East Africa
## 165 Sub-Saharan Africa, East 24 Southern and East Africa
## 166 Europe, Eastern 25 Europe
## 167 Latin America, Southern 26 South America
## 168 North America, High Income 2 US
## 169 Asia, Central 21 Rest of Central Asia
## 170 Latin America, Central 26 South America
## 171 Asia, Southeast 20 Rest of East Asia
## 172 Oceania 29 Rest of Australasia
## 173 Europe, Western 25 Europe
## 174 North Africa/Middle East 30 Middle East
## 175 Sub-Saharan Africa, Southern 5 South Africa
## 176 Sub-Saharan Africa, East 24 Southern and East Africa
## 177 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 178 Caribbean 28 Caribbean
## 179 Caribbean 28 Caribbean
## 180 Europe, Western 25 Europe
## 181 Europe, Western 25 Europe
## 182 Oceania 29 Rest of Australasia
## 183 Australasia 10 Australia
## 184 Caribbean 28 Caribbean
## 185 North Africa/Middle East 30 Middle East
## 186 Europe, Western 14 France
## 187 Caribbean 28 Caribbean
## 188 Caribbean 28 Caribbean
## 189 Oceania 29 Rest of Australasia
## 190 Sub-Saharan Africa, East 24 Southern and East Africa
## 191 Sub-Saharan Africa, West 23 West Africa
## 192 Caribbean 28 Caribbean
## 193 Caribbean 28 Caribbean
## 194 Caribbean 28 Caribbean
## 195 Europe, Western 25 Europe
## 196 Oceania 29 Rest of Australasia
## 197 Europe, Western 25 Europe
## 198 Europe, Western 13 UK
## 199 Caribbean 28 Caribbean
## 200 Oceania 29 Rest of Australasia
## 201 Asia Pacific, High Income 12 China
## 202 <NA> NA <NA>
## 203 Europe, Western 13 UK
## 204 Australasia 10 Australia
## 205 Europe, Western 13 UK
## 206 Europe, Western 13 UK
## 207 Asia, South 6 India
## 208 Oceania 29 Rest of Australasia
## 209 Caribbean 28 Caribbean
## 210 Caribbean 28 Caribbean
## 211 Europe, Western 25 Europe
## 212 Asia, East 1 China
## 213 Europe, Western 14 France
## 214 Europe, Western 25 Europe
## 215 Asia, Southeast 19 Rest of South Asia
## 216 Oceania 29 Rest of Australasia
## 217 Europe, Western 25 Europe
## 218 Oceania 29 Rest of Australasia
## 219 Caribbean 28 Caribbean
## 220 Asia, Southeast 24 Southern and East Africa
## 221 Oceania 29 Rest of Australasia
## 222 Oceania 29 Rest of Australasia
## 223 Oceania 29 Rest of Australasia
## 224 Oceania 29 Rest of Australasia
## 225 Oceania 29 Rest of Australasia
## 226 Oceania 29 Rest of Australasia
## 227 Asia Pacific, High Income 20 Rest of East Asia
## 228 Europe, Western 13 UK
## 229 Sub-Saharan Africa, Southern 24 Southern and East Africa
## 230 Europe, Western 15 Italy
## 231 North America, High Income 9 Canada
## 232 Sub-Saharan Africa, West 23 West Africa
## 233 Europe, Western 25 Europe
## 234 Asia, Southeast 24 Southern and East Africa
## 235 Caribbean 28 Caribbean
## 236 Oceania 29 Rest of Australasia
## 237 Europe, Western 15 Italy
## 238 Caribbean 28 Caribbean
## 239 Caribbean 28 Caribbean
## 240 Caribbean 28 Caribbean
## 241 Oceania 29 Rest of Australasia
## 242 Oceania 29 Rest of Australasia
## 243 Oceania 29 Rest of Australasia
## 244 <NA> NA <NA>
## LDC SID LLDC
## 1 LDC other LLDC
## 2 LDC other other
## 3 other other other
## 4 other other other
## 5 other other other
## 6 other other LLDC
## 7 other other other
## 8 <NA> <NA> <NA>
## 9 other other other
## 10 other other other
## 11 other other LLDC
## 12 LDC other LLDC
## 13 other other other
## 14 LDC other other
## 15 LDC other LLDC
## 16 LDC other other
## 17 other other other
## 18 other SID other
## 19 other other other
## 20 other other other
## 21 other SID other
## 22 other other LLDC
## 23 other other other
## 24 other other other
## 25 LDC other LLDC
## 26 other other LLDC
## 27 LDC other LLDC
## 28 other other other
## 29 other other other
## 30 other other other
## 31 other other other
## 32 other other other
## 33 other other other
## 34 LDC other other
## 35 other other other
## 36 other other other
## 37 other other other
## 38 other SID other
## 39 other other other
## 40 other other other
## 41 other other other
## 42 other other other
## 43 LDC other other
## 44 other other other
## 45 other SID other
## 46 other other other
## 47 other other other
## 48 other other other
## 49 LDC other other
## 50 other other other
## 51 other other other
## 52 LDC other LLDC
## 53 other other other
## 54 other SID other
## 55 other other other
## 56 other other other
## 57 other other other
## 58 other other other
## 59 other other other
## 60 other other other
## 61 LDC other other
## 62 LDC other other
## 63 LDC SID other
## 64 LDC other other
## 65 other other other
## 66 other other other
## 67 other other other
## 68 other SID other
## 69 other other other
## 70 other other other
## 71 LDC SID other
## 72 other other other
## 73 other other other
## 74 other other other
## 75 other other other
## 76 other other other
## 77 other other other
## 78 other other other
## 79 other other other
## 80 other other other
## 81 other SID other
## 82 other other other
## 83 other other other
## 84 other other LLDC
## 85 other other other
## 86 other other LLDC
## 87 LDC other other
## 88 other other other
## 89 other other other
## 90 other other other
## 91 LDC other LLDC
## 92 other other other
## 93 LDC other other
## 94 other other other
## 95 other other other
## 96 LDC other LLDC
## 97 other other other
## 98 other other other
## 99 other other other
## 100 other other other
## 101 other other LLDC
## 102 LDC other other
## 103 other other other
## 104 other other LLDC
## 105 LDC other LLDC
## 106 LDC other other
## 107 other other other
## 108 other other LLDC
## 109 LDC other other
## 110 LDC other other
## 111 LDC other LLDC
## 112 other other other
## 113 other other other
## 114 other SID other
## 115 LDC other LLDC
## 116 other other other
## 117 other other other
## 118 other other other
## 119 other other other
## 120 LDC other LLDC
## 121 other other other
## 122 other other other
## 123 other other other
## 124 other other other
## 125 other other other
## 126 other other other
## 127 other SID other
## 128 other other other
## 129 other SID other
## 130 other other other
## 131 other other other
## 132 other other LLDC
## 133 other other other
## 134 other other other
## 135 other other other
## 136 LDC other LLDC
## 137 other other other
## 138 other other other
## 139 LDC other other
## 140 LDC other other
## 141 LDC other other
## 142 LDC SID other
## 143 LDC other other
## 144 other other other
## 146 LDC other other
## 147 other other other
## 148 other SID other
## 149 other other other
## 150 other other other
## 151 other other other
## 152 other other LLDC
## 153 other other other
## 154 LDC other LLDC
## 155 LDC other other
## 156 other other other
## 157 other other LLDC
## 158 other other LLDC
## 159 other other other
## 160 other SID other
## 161 other other other
## 162 other other other
## 163 other other other
## 164 LDC other other
## 165 LDC other LLDC
## 166 other other other
## 167 other other other
## 168 other other other
## 169 other other LLDC
## 170 other other other
## 171 other other other
## 172 LDC SID other
## 173 other other other
## 174 LDC other other
## 175 other other other
## 176 LDC other LLDC
## 177 other other LLDC
## 178 other SID other
## 179 other SID other
## 180 other other other
## 181 other other other
## 182 other SID other
## 183 other other other
## 184 other SID other
## 185 other SID other
## 186 other other other
## 187 other other other
## 188 other SID other
## 189 other SID other
## 190 LDC SID other
## 191 other SID other
## 192 other other other
## 193 other other other
## 194 other SID other
## 195 other other other
## 196 other SID other
## 197 other other other
## 198 other other other
## 199 other SID other
## 200 other SID other
## 201 other other other
## 202 <NA> <NA> <NA>
## 203 other other other
## 204 other other other
## 205 other other other
## 206 other other other
## 207 other other other
## 208 LDC SID other
## 209 other SID other
## 210 other SID other
## 211 other other other
## 212 other other other
## 213 other other other
## 214 other other other
## 215 LDC SID other
## 216 other SID other
## 217 other other other
## 218 other SID other
## 219 other SID other
## 220 other SID other
## 221 other other other
## 222 other SID other
## 223 other SID other
## 224 other other other
## 225 other SID other
## 226 other SID other
## 227 other SID other
## 228 other other other
## 229 other other other
## 230 other other other
## 231 other other other
## 232 LDC SID other
## 233 other other other
## 234 other SID other
## 235 other other other
## 236 other SID other
## 237 other other other
## 238 other SID other
## 239 other SID other
## 240 other SID other
## 241 other other other
## 242 LDC SID other
## 243 LDC SID other
## 244 <NA> <NA> <NA>- The above shows that in single line of code we have loaded s, which represents the entire world and all its countries. This impressive in itself, and we can easily add further details like colour based on the countries’ attributes (incidentally, you can see the attribute data by typing s@data).
Adding points randomly scattered over the face of the Earth
set.seed(1984)
n = 20
x <- runif(n=n, min=bbox(s)[1,1], max = bbox(s)[1,2] )
l <- seq(from = -90, to = 90, by = 0.01)
y <- sample(l, size = n, prob = cos(abs(l) * pi / 180))
p <- SpatialPoints(matrix(cbind(x,y), ncol=2), proj4string=CRS("+proj=longlat +datum=WGS84"))
plot(s)
points(p, col = "red")
Joining the dots
# Straight Lines
plot(s)
points(p, col = "red")
segments(x0 = rep(coordinates(p[1,])[1], n), y0 = rep(coordinates(p[1,])[2], n), x1 = coordinates(p)[,1], y1 = coordinates(p)[,2])
# Non Straight Lines
head(gcIntermediate(p[1,], p[2]), 2)## lon lat
## [1,] 55.15402 -37.46395
## [2,] 53.14978 -37.23386plot(s)
lines(gcIntermediate(p[1,], p[2,]), col = "blue", lwd = 3)
# for loop to plot all lines going to zone 5
for(i in 1:length(p)){
lines(gcIntermediate(p[1,], p[i,]), col = "green")
}
Beautifying the map
names(s@data) ## [1] "ScaleRank" "LabelRank" "FeatureCla" "SOVEREIGNT"
## [5] "SOV_A3" "ADM0_DIF" "LEVEL" "TYPE"
## [9] "ADMIN" "ADM0_A3" "GEOU_DIF" "GEOUNIT"
## [13] "GU_A3" "SU_DIF" "SUBUNIT" "SU_A3"
## [17] "NAME" "ABBREV" "POSTAL" "NAME_FORMA"
## [21] "TERR_" "NAME_SORT" "MAP_COLOR" "POP_EST"
## [25] "GDP_MD_EST" "FIPS_10_" "ISO_A2" "ISO_A3"
## [29] "ISO_N3" "ISO3" "LON" "LAT"
## [33] "ISO3.1" "ADMIN.1" "REGION" "continent"
## [37] "GEO3major" "GEO3" "IMAGE24" "GLOCAF"
## [41] "Stern" "SRESmajor" "SRES" "GBD"
## [45] "AVOIDnumeric" "AVOIDname" "LDC" "SID"
## [49] "LLDC"library(rgdal)
rcols <- terrain.colors(length(unique(s$REGION)))
s$col <- as.numeric(factor(s$REGION))
par(bg = 'lightblue')
plot(s, col = rcols[s$col], xlim = c(-180, 180))
points(p, col = "red")
for(i in 1:length(p)){
lines(gcIntermediate(p[5,], p[i,]), col = "black")
}
Doing it in GGPLOT2
- The ‘beautified’ map above certainly is more interesting visually, with added colours. But it’s difficult to call it truly beautiful. For that, as with so many things in R plotting, we turn to ggplot2.
s <- map_data("world")
m <- ggplot(s, aes(x=long, y=lat, group=group)) + geom_polygon(fill="green", colour="black")- When we add the lines in projected maps (i.e. with a Euclidean coordinate system) based solely on origins and destinations, this works fine, but as with the previous example, generates incorrect shortest path lines:
# adding lines # for all combinations of lines, use this code # p1 <- do.call(rbind, rep(list(coordinates(p)),n ))
# p2 <- cbind(rep(coordinates(p)[,1], each=n ), rep(coordinates(p)[,2], each=n ))
# for all lines goint to point 5:
p1 <- coordinates(p[5,])[rep(1, n),]
p2 <- coordinates(p)
# test plotting the lines #
ggplot() +
geom_segment(aes(x = p1[,1], y = p1[,2], xend = p2[,1], yend = p2[,2]))
ggplot() +
geom_polygon(data = s,aes(x=long, y=lat, group=group), fill="green", colour="black") +
geom_segment(aes(x = p1[,1], y = p1[,2], xend = p2[,1], yend = p2[,2]))
Adding great circle lines to ggplot2 maps
Adding great circle lines in ggplot2 is similar, but we must save all of the coordinates of the paths in advance before plotting, because ggplot2 like to add all its layers in one function: you cannot iteratively add to the map using a for loop as we did in the base graphics example above.
To create the for loop, first create a data frame of a single line. The iterate for all zones and use rbind to place one data frame on top of the next:
paths <- gcIntermediate(p[5,], p[1,])
paths <- data.frame(paths)
paths$group <- 1
sel <- setdiff(2:length(p), 5)
for(i in sel){
paths.tmp <- gcIntermediate(p[5,], p[i,])
paths.tmp <- data.frame(paths.tmp)
paths.tmp$group <- i
paths <- rbind(paths, paths.tmp)
}- o plot multiple paths, we can use the geom_segment command. Before plotting the lines on the map, it’s sometimes best to first plot them on their own to ensure that everything is working. Note the use of the command ggplot(), which initiates an empty ggplot2 instances, ready to be filled with layers. This is more flexible than stating the data at the outset.
ggplot() +
geom_polygon(data = s, aes(x=long, y=lat, group=group), fill = "green", colour="black") +
geom_path(data = paths, aes(lon, lat , group = group)) +
theme(panel.background = element_rect(fill = 'lightblue'))
Changing projection in ggplot
- ggplot2 has inbuilt map projection functionality with the function coord_map. This distorts the Euclidean axis of the map and allows some truly extraodinary shapes (these transformations can also be done in base graphics, e.g. by using spTransform). However, as shown in the examples below, the library is currently buggy for plotting polygons.
# to see the range of projections available using this method, try ?mapproject
m <- last_plot()
m + coord_map()
# remove fill as this clearly causes problems:
m <- ggplot() + geom_path(data = s, aes(x=long, y=lat, group=group), colour="black") +
geom_path(data = paths, aes(lon, lat , group = group))
# m + coord_map("bicentric", lon = 0)
# m + coord_map("bonne", lat= 0)
m + coord_map("ortho", orientation=c(41, -74, 0)) # for ortho maps
Part IV: Making maps with tmap, ggplot2 and leaflet
# Check to see if the following libraries are available
x <- c("ggmap", "rgdal", "rgeos", "maptools", "dplyr", "tidyr", "tmap")
# Load them
lapply(x, library, character.only = TRUE)## rgeos version: 0.3-19, (SVN revision 524)
## GEOS runtime version: 3.5.0-CAPI-1.9.0 r4084
## Linking to sp version: 1.2-3
## Polygon checking: TRUE## Checking rgeos availability: TRUE## [[1]]
## [1] "tmap" "rgdal" "rworldmap" "mapproj" "ggmap"
## [6] "maps" "plyr" "dplyr" "ggplot2" "geosphere"
## [11] "sp" "stats" "graphics" "grDevices" "utils"
## [16] "datasets" "methods" "base"
##
## [[2]]
## [1] "tmap" "rgdal" "rworldmap" "mapproj" "ggmap"
## [6] "maps" "plyr" "dplyr" "ggplot2" "geosphere"
## [11] "sp" "stats" "graphics" "grDevices" "utils"
## [16] "datasets" "methods" "base"
##
## [[3]]
## [1] "rgeos" "tmap" "rgdal" "rworldmap" "mapproj"
## [6] "ggmap" "maps" "plyr" "dplyr" "ggplot2"
## [11] "geosphere" "sp" "stats" "graphics" "grDevices"
## [16] "utils" "datasets" "methods" "base"
##
## [[4]]
## [1] "maptools" "rgeos" "tmap" "rgdal" "rworldmap"
## [6] "mapproj" "ggmap" "maps" "plyr" "dplyr"
## [11] "ggplot2" "geosphere" "sp" "stats" "graphics"
## [16] "grDevices" "utils" "datasets" "methods" "base"
##
## [[5]]
## [1] "maptools" "rgeos" "tmap" "rgdal" "rworldmap"
## [6] "mapproj" "ggmap" "maps" "plyr" "dplyr"
## [11] "ggplot2" "geosphere" "sp" "stats" "graphics"
## [16] "grDevices" "utils" "datasets" "methods" "base"
##
## [[6]]
## [1] "tidyr" "maptools" "rgeos" "tmap" "rgdal"
## [6] "rworldmap" "mapproj" "ggmap" "maps" "plyr"
## [11] "dplyr" "ggplot2" "geosphere" "sp" "stats"
## [16] "graphics" "grDevices" "utils" "datasets" "methods"
## [21] "base"
##
## [[7]]
## [1] "tidyr" "maptools" "rgeos" "tmap" "rgdal"
## [6] "rworldmap" "mapproj" "ggmap" "maps" "plyr"
## [11] "dplyr" "ggplot2" "geosphere" "sp" "stats"
## [16] "graphics" "grDevices" "utils" "datasets" "methods"
## [21] "base"# vignette(package = "tmap") # available vignettes in tmap
# vignette("tmap-nutshell")
# Load the Dataset:
library(rgdal)
lnd <- readOGR(dsn = "data", layer = "london_sport")## OGR data source with driver: ESRI Shapefile
## Source: "data", layer: "london_sport"
## with 33 features
## It has 4 fields# Create our first tmap map (not shown)
qtm(shp = lnd, fill = "Partic_Per", fill.palette = "-Blues")
# Mod it
qtm(shp = lnd, fill = c("Partic_Per", "Pop_2001"), fill.palette = c("Blues"), ncol = 2)
tm_shape(lnd) +
tm_fill("Pop_2001", thres.poly = 0) +
tm_facets("name", free.coords=TRUE, drop.shapes=TRUE) +
tm_layout(legend.show = FALSE, title.position = c("center", "center"), title.size = 20)## Warning: The argument drop.shapes has been renamed to drop.units, and is
## therefore deprecated
ggmap
- More on ggmap can be found in the vignettes accompanying this tutorial: https://github.com/Robinlovelace/Creating-maps-in-R/tree/master/vignettes
p <- ggplot(lnd@data, aes(Partic_Per, Pop_2001))
p + geom_point()
p + geom_point(colour ="red", size=2)
# If you want to scale the points by borough population and colour them by sports participation this is also
# fairly easy by adding another aes() argument.
p + geom_point(aes(colour=Partic_Per, size=Pop_2001))
- ggmap requires spatial data to be supplied as data.frame, using fortify(). The generic plot() function can use Spatial* objects directly; ggplot2 cannot. Therefore we need to extract them as a data frame. The fortify function was written specifically for this purpose. For this to work, either the maptools or rgeos packages must be installed.
library(rgeos)
lnd_f <- fortify(lnd) # you may need to load maptools## Regions defined for each Polygonslnd$id <- row.names(lnd)
lnd_f <- left_join(lnd_f, lnd@data)## Joining by: "id"lnd_f[1:2, 1:8]## long lat order hole piece id group ons_label
## 1 541177.7 173555.7 1 FALSE 1 0 0.1 00AF
## 2 541872.2 173305.8 2 FALSE 1 0 0.1 00AF# Produce the map:
#
map <- ggplot(lnd_f, aes(long, lat, group = group, fill = Partic_Per)) +
geom_polygon() +
coord_equal() +
labs(x = "Easting (m)", y = "Northing (m)",
fill = "% Sports\nParticipation") +
ggtitle("London Sports Participation")
map + scale_fill_gradient(low = "white", high = "black")