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List all countries supported by the World Bank API.

Usage

wb_country(country = NULL, lang = "en")

Arguments

country

(character()) country to query. Default NULL. If NULL, all countries are returned.

lang

(character(1)) language to query. Default "en".

Value

A data.frame() with the available countries. The columns are:

country_id

The country ID.

country_code

The country code.

country_name

The country name.

region_id

The region ID.

region_code

The region code.

region_value

The region value.

admin_region_id

The admin region ID.

admin_region_code

The admin region code.

admin_region_value

The admin region value.

income_level_id

The income level ID.

income_level_code

The income level code.

income_level_value

The income level value.

lending_type_id

The lending type ID.

lending_type_code

The lending type code.

lending_type_value

The lending type value.

capital_city

The capital city.

longitude

The longitude.

latitude

The latitude.

See also

Examples

wb_country()
#>     country_id country_code
#> 1          ABW           AW
#> 2          AFE           ZH
#> 3          AFG           AF
#> 4          AFR           A9
#> 5          AFW           ZI
#> 6          AGO           AO
#> 7          ALB           AL
#> 8          AND           AD
#> 9          ARB           1A
#> 10         ARE           AE
#> 11         ARG           AR
#> 12         ARM           AM
#> 13         ASM           AS
#> 14         ATG           AG
#> 15         AUS           AU
#> 16         AUT           AT
#> 17         AZE           AZ
#> 18         BDI           BI
#> 19         BEA           B4
#> 20         BEC           B7
#> 21         BEL           BE
#> 22         BEN           BJ
#> 23         BFA           BF
#> 24         BGD           BD
#> 25         BGR           BG
#> 26         BHI           B1
#> 27         BHR           BH
#> 28         BHS           BS
#> 29         BIH           BA
#> 30         BLA           B2
#> 31         BLR           BY
#> 32         BLZ           BZ
#> 33         BMN           B3
#> 34         BMU           BM
#> 35         BOL           BO
#> 36         BRA           BR
#> 37         BRB           BB
#> 38         BRN           BN
#> 39         BSS           B6
#> 40         BTN           BT
#> 41         BWA           BW
#> 42         CAA           C9
#> 43         CAF           CF
#> 44         CAN           CA
#> 45         CEA           C4
#> 46         CEB           B8
#> 47         CEU           C5
#> 48         CHE           CH
#> 49         CHI           JG
#> 50         CHL           CL
#> 51         CHN           CN
#> 52         CIV           CI
#> 53         CLA           C6
#> 54         CME           C7
#> 55         CMR           CM
#> 56         COD           CD
#> 57         COG           CG
#> 58         COL           CO
#> 59         COM           KM
#> 60         CPV           CV
#> 61         CRI           CR
#> 62         CSA           C8
#> 63         CSS           S3
#> 64         CUB           CU
#> 65         CUW           CW
#> 66         CYM           KY
#> 67         CYP           CY
#> 68         CZE           CZ
#> 69         DEA           D4
#> 70         DEC           D7
#> 71         DEU           DE
#> 72         DJI           DJ
#> 73         DLA           D2
#> 74         DMA           DM
#> 75         DMN           D3
#> 76         DNK           DK
#> 77         DNS           N6
#> 78         DOM           DO
#> 79         DSA           D5
#> 80         DSF           F6
#> 81         DSS           D6
#> 82         DZA           DZ
#> 83         EAP           4E
#> 84         EAR           V2
#> 85         EAS           Z4
#> 86         ECA           7E
#> 87         ECS           Z7
#> 88         ECU           EC
#> 89         EGY           EG
#> 90         EMU           XC
#> 91         ERI           ER
#> 92         ESP           ES
#> 93         EST           EE
#> 94         ETH           ET
#> 95         EUU           EU
#> 96         FCS           F1
#> 97         FIN           FI
#> 98         FJI           FJ
#> 99         FRA           FR
#> 100        FRO           FO
#> 101        FSM           FM
#> 102        FXS           6F
#> 103        GAB           GA
#> 104        GBR           GB
#> 105        GEO           GE
#> 106        GHA           GH
#> 107        GIB           GI
#> 108        GIN           GN
#> 109        GMB           GM
#> 110        GNB           GW
#> 111        GNQ           GQ
#> 112        GRC           GR
#> 113        GRD           GD
#> 114        GRL           GL
#> 115        GTM           GT
#> 116        GUM           GU
#> 117        GUY           GY
#> 118        HIC           XD
#> 119        HKG           HK
#> 120        HND           HN
#> 121        HPC           XE
#> 122        HRV           HR
#> 123        HTI           HT
#> 124        HUN           HU
#> 125        IBB           ZB
#> 126        IBD           XF
#> 127        IBT           ZT
#> 128        IDA           XG
#> 129        IDB           XH
#> 130        IDN           ID
#> 131        IDX           XI
#> 132        IMN           IM
#> 133        IND           IN
#> 134        INX           XY
#> 135        IRL           IE
#> 136        IRN           IR
#> 137        IRQ           IQ
#> 138        ISL           IS
#> 139        ISR           IL
#> 140        ITA           IT
#> 141        JAM           JM
#> 142        JOR           JO
#> 143        JPN           JP
#> 144        KAZ           KZ
#> 145        KEN           KE
#> 146        KGZ           KG
#> 147        KHM           KH
#> 148        KIR           KI
#> 149        KNA           KN
#> 150        KOR           KR
#> 151        KWT           KW
#> 152        LAC           XJ
#> 153        LAO           LA
#> 154        LBN           LB
#> 155        LBR           LR
#> 156        LBY           LY
#> 157        LCA           LC
#> 158        LCN           ZJ
#> 159        LDC           XL
#> 160        LIC           XM
#> 161        LIE           LI
#> 162        LKA           LK
#> 163        LMC           XN
#> 164        LMY           XO
#> 165        LSO           LS
#> 166        LTE           V3
#> 167        LTU           LT
#> 168        LUX           LU
#> 169        LVA           LV
#> 170        MAC           MO
#> 171        MAF           MF
#> 172        MAR           MA
#> 173        MCO           MC
#> 174        MDA           MD
#> 175        MDE           M1
#> 176        MDG           MG
#> 177        MDV           MV
#> 178        MEA           ZQ
#> 179        MEX           MX
#> 180        MHL           MH
#> 181        MIC           XP
#> 182        MKD           MK
#> 183        MLI           ML
#> 184        MLT           MT
#> 185        MMR           MM
#> 186        MNA           XQ
#> 187        MNE           ME
#> 188        MNG           MN
#> 189        MNP           MP
#> 190        MOZ           MZ
#> 191        MRT           MR
#> 192        MUS           MU
#> 193        MWI           MW
#> 194        MYS           MY
#> 195        NAC           XU
#> 196        NAF           M2
#> 197        NAM           NA
#> 198        NCL           NC
#> 199        NER           NE
#> 200        NGA           NG
#> 201        NIC           NI
#> 202        NLD           NL
#> 203        NOR           NO
#> 204        NPL           NP
#> 205        NRS           6X
#> 206        NRU           NR
#> 207        NXS           6N
#> 208        NZL           NZ
#> 209        OED           OE
#> 210        OMN           OM
#> 211        OSS           S4
#> 212        PAK           PK
#> 213        PAN           PA
#> 214        PER           PE
#> 215        PHL           PH
#> 216        PLW           PW
#> 217        PNG           PG
#> 218        POL           PL
#> 219        PRE           V1
#> 220        PRI           PR
#> 221        PRK           KP
#> 222        PRT           PT
#> 223        PRY           PY
#> 224        PSE           PS
#> 225        PSS           S2
#> 226        PST           V4
#> 227        PYF           PF
#> 228        QAT           QA
#> 229        ROU           RO
#> 230        RRS           R6
#> 231        RUS           RU
#> 232        RWA           RW
#> 233        SAS           8S
#> 234        SAU           SA
#> 235        SDN           SD
#> 236        SEN           SN
#> 237        SGP           SG
#> 238        SLB           SB
#> 239        SLE           SL
#> 240        SLV           SV
#> 241        SMR           SM
#> 242        SOM           SO
#> 243        SRB           RS
#> 244        SSA           ZF
#> 245        SSD           SS
#> 246        SSF           ZG
#> 247        SST           S1
#> 248        STP           ST
#> 249        SUR           SR
#> 250        SVK           SK
#> 251        SVN           SI
#> 252        SWE           SE
#> 253        SWZ           SZ
#> 254        SXM           SX
#> 255        SXZ           A4
#> 256        SYC           SC
#> 257        SYR           SY
#> 258        TCA           TC
#> 259        TCD           TD
#> 260        TEA           T4
#> 261        TEC           T7
#> 262        TGO           TG
#> 263        THA           TH
#> 264        TJK           TJ
#> 265        TKM           TM
#> 266        TLA           T2
#> 267        TLS           TL
#> 268        TMN           T3
#> 269        TON           TO
#> 270        TSA           T5
#> 271        TSS           T6
#> 272        TTO           TT
#> 273        TUN           TN
#> 274        TUR           TR
#> 275        TUV           TV
#> 276        TZA           TZ
#> 277        UGA           UG
#> 278        UKR           UA
#> 279        UMC           XT
#> 280        URY           UY
#> 281        USA           US
#> 282        UZB           UZ
#> 283        VCT           VC
#> 284        VEN           VE
#> 285        VGB           VG
#> 286        VIR           VI
#> 287        VNM           VN
#> 288        VUT           VU
#> 289        WLD           1W
#> 290        WSM           WS
#> 291        XKX           XK
#> 292        XZN           A5
#> 293        YEM           YE
#> 294        ZAF           ZA
#> 295        ZMB           ZM
#> 296        ZWE           ZW
#>                                                                         country_name
#> 1                                                                              Aruba
#> 2                                                        Africa Eastern and Southern
#> 3                                                                        Afghanistan
#> 4                                                                             Africa
#> 5                                                         Africa Western and Central
#> 6                                                                             Angola
#> 7                                                                            Albania
#> 8                                                                            Andorra
#> 9                                                                         Arab World
#> 10                                                              United Arab Emirates
#> 11                                                                         Argentina
#> 12                                                                           Armenia
#> 13                                                                    American Samoa
#> 14                                                               Antigua and Barbuda
#> 15                                                                         Australia
#> 16                                                                           Austria
#> 17                                                                        Azerbaijan
#> 18                                                                           Burundi
#> 19                                         East Asia & Pacific (IBRD-only countries)
#> 20                                       Europe & Central Asia (IBRD-only countries)
#> 21                                                                           Belgium
#> 22                                                                             Benin
#> 23                                                                      Burkina Faso
#> 24                                                                        Bangladesh
#> 25                                                                          Bulgaria
#> 26                                          IBRD countries classified as high income
#> 27                                                                           Bahrain
#> 28                                                                      Bahamas, The
#> 29                                                            Bosnia and Herzegovina
#> 30                               Latin America & the Caribbean (IBRD-only countries)
#> 31                                                                           Belarus
#> 32                                                                            Belize
#> 33                                  Middle East & North Africa (IBRD-only countries)
#> 34                                                                           Bermuda
#> 35                                                                           Bolivia
#> 36                                                                            Brazil
#> 37                                                                          Barbados
#> 38                                                                 Brunei Darussalam
#> 39                                          Sub-Saharan Africa (IBRD-only countries)
#> 40                                                                            Bhutan
#> 41                                                                          Botswana
#> 42                                           Sub-Saharan Africa (IFC classification)
#> 43                                                          Central African Republic
#> 44                                                                            Canada
#> 45                                    East Asia and the Pacific (IFC classification)
#> 46                                                    Central Europe and the Baltics
#> 47                                      Europe and Central Asia (IFC classification)
#> 48                                                                       Switzerland
#> 49                                                                   Channel Islands
#> 50                                                                             Chile
#> 51                                                                             China
#> 52                                                                     Cote d'Ivoire
#> 53                              Latin America and the Caribbean (IFC classification)
#> 54                                 Middle East and North Africa (IFC classification)
#> 55                                                                          Cameroon
#> 56                                                                  Congo, Dem. Rep.
#> 57                                                                       Congo, Rep.
#> 58                                                                          Colombia
#> 59                                                                           Comoros
#> 60                                                                        Cabo Verde
#> 61                                                                        Costa Rica
#> 62                                                   South Asia (IFC classification)
#> 63                                                            Caribbean small states
#> 64                                                                              Cuba
#> 65                                                                           Curacao
#> 66                                                                    Cayman Islands
#> 67                                                                            Cyprus
#> 68                                                                           Czechia
#> 69                                      East Asia & Pacific (IDA-eligible countries)
#> 70                                    Europe & Central Asia (IDA-eligible countries)
#> 71                                                                           Germany
#> 72                                                                          Djibouti
#> 73                            Latin America & the Caribbean (IDA-eligible countries)
#> 74                                                                          Dominica
#> 75                               Middle East & North Africa (IDA-eligible countries)
#> 76                                                                           Denmark
#> 77          IDA countries in Sub-Saharan Africa not classified as fragile situations
#> 78                                                                Dominican Republic
#> 79                                               South Asia (IDA-eligible countries)
#> 80              IDA countries in Sub-Saharan Africa classified as fragile situations
#> 81                                       Sub-Saharan Africa (IDA-eligible countries)
#> 82                                                                           Algeria
#> 83                                       East Asia & Pacific (excluding high income)
#> 84                                                        Early-demographic dividend
#> 85                                                               East Asia & Pacific
#> 86                                     Europe & Central Asia (excluding high income)
#> 87                                                             Europe & Central Asia
#> 88                                                                           Ecuador
#> 89                                                                  Egypt, Arab Rep.
#> 90                                                                         Euro area
#> 91                                                                           Eritrea
#> 92                                                                             Spain
#> 93                                                                           Estonia
#> 94                                                                          Ethiopia
#> 95                                                                    European Union
#> 96                                          Fragile and conflict affected situations
#> 97                                                                           Finland
#> 98                                                                              Fiji
#> 99                                                                            France
#> 100                                                                    Faroe Islands
#> 101                                                            Micronesia, Fed. Sts.
#> 102     IDA countries classified as fragile situations, excluding Sub-Saharan Africa
#> 103                                                                            Gabon
#> 104                                                                   United Kingdom
#> 105                                                                          Georgia
#> 106                                                                            Ghana
#> 107                                                                        Gibraltar
#> 108                                                                           Guinea
#> 109                                                                      Gambia, The
#> 110                                                                    Guinea-Bissau
#> 111                                                                Equatorial Guinea
#> 112                                                                           Greece
#> 113                                                                          Grenada
#> 114                                                                        Greenland
#> 115                                                                        Guatemala
#> 116                                                                             Guam
#> 117                                                                           Guyana
#> 118                                                                      High income
#> 119                                                             Hong Kong SAR, China
#> 120                                                                         Honduras
#> 121                                           Heavily indebted poor countries (HIPC)
#> 122                                                                          Croatia
#> 123                                                                            Haiti
#> 124                                                                          Hungary
#> 125                                                            IBRD, including blend
#> 126                                                                        IBRD only
#> 127                                                                 IDA & IBRD total
#> 128                                                                        IDA total
#> 129                                                                        IDA blend
#> 130                                                                        Indonesia
#> 131                                                                         IDA only
#> 132                                                                      Isle of Man
#> 133                                                                            India
#> 134                                                                   Not classified
#> 135                                                                          Ireland
#> 136                                                               Iran, Islamic Rep.
#> 137                                                                             Iraq
#> 138                                                                          Iceland
#> 139                                                                           Israel
#> 140                                                                            Italy
#> 141                                                                          Jamaica
#> 142                                                                           Jordan
#> 143                                                                            Japan
#> 144                                                                       Kazakhstan
#> 145                                                                            Kenya
#> 146                                                                  Kyrgyz Republic
#> 147                                                                         Cambodia
#> 148                                                                         Kiribati
#> 149                                                              St. Kitts and Nevis
#> 150                                                                      Korea, Rep.
#> 151                                                                           Kuwait
#> 152                                Latin America & Caribbean (excluding high income)
#> 153                                                                          Lao PDR
#> 154                                                                          Lebanon
#> 155                                                                          Liberia
#> 156                                                                            Libya
#> 157                                                                        St. Lucia
#> 158                                                        Latin America & Caribbean
#> 159                                     Least developed countries: UN classification
#> 160                                                                       Low income
#> 161                                                                    Liechtenstein
#> 162                                                                        Sri Lanka
#> 163                                                              Lower middle income
#> 164                                                              Low & middle income
#> 165                                                                          Lesotho
#> 166                                                        Late-demographic dividend
#> 167                                                                        Lithuania
#> 168                                                                       Luxembourg
#> 169                                                                           Latvia
#> 170                                                                 Macao SAR, China
#> 171                                                         St. Martin (French part)
#> 172                                                                          Morocco
#> 173                                                                           Monaco
#> 174                                                                          Moldova
#> 175                                                    Middle East (developing only)
#> 176                                                                       Madagascar
#> 177                                                                         Maldives
#> 178                                                       Middle East & North Africa
#> 179                                                                           Mexico
#> 180                                                                 Marshall Islands
#> 181                                                                    Middle income
#> 182                                                                  North Macedonia
#> 183                                                                             Mali
#> 184                                                                            Malta
#> 185                                                                          Myanmar
#> 186                               Middle East & North Africa (excluding high income)
#> 187                                                                       Montenegro
#> 188                                                                         Mongolia
#> 189                                                         Northern Mariana Islands
#> 190                                                                       Mozambique
#> 191                                                                       Mauritania
#> 192                                                                        Mauritius
#> 193                                                                           Malawi
#> 194                                                                         Malaysia
#> 195                                                                    North America
#> 196                                                                     North Africa
#> 197                                                                          Namibia
#> 198                                                                    New Caledonia
#> 199                                                                            Niger
#> 200                                                                          Nigeria
#> 201                                                                        Nicaragua
#> 202                                                                      Netherlands
#> 203                                                                           Norway
#> 204                                                                            Nepal
#> 205                                   Non-resource rich Sub-Saharan Africa countries
#> 206                                                                            Nauru
#> 207 IDA countries not classified as fragile situations, excluding Sub-Saharan Africa
#> 208                                                                      New Zealand
#> 209                                                                     OECD members
#> 210                                                                             Oman
#> 211                                                               Other small states
#> 212                                                                         Pakistan
#> 213                                                                           Panama
#> 214                                                                             Peru
#> 215                                                                      Philippines
#> 216                                                                            Palau
#> 217                                                                 Papua New Guinea
#> 218                                                                           Poland
#> 219                                                         Pre-demographic dividend
#> 220                                                                      Puerto Rico
#> 221                                                        Korea, Dem. People's Rep.
#> 222                                                                         Portugal
#> 223                                                                         Paraguay
#> 224                                                               West Bank and Gaza
#> 225                                                      Pacific island small states
#> 226                                                        Post-demographic dividend
#> 227                                                                 French Polynesia
#> 228                                                                            Qatar
#> 229                                                                          Romania
#> 230                                       Resource rich Sub-Saharan Africa countries
#> 231                                                               Russian Federation
#> 232                                                                           Rwanda
#> 233                                                                       South Asia
#> 234                                                                     Saudi Arabia
#> 235                                                                            Sudan
#> 236                                                                          Senegal
#> 237                                                                        Singapore
#> 238                                                                  Solomon Islands
#> 239                                                                     Sierra Leone
#> 240                                                                      El Salvador
#> 241                                                                       San Marino
#> 242                                                                          Somalia
#> 243                                                                           Serbia
#> 244                                       Sub-Saharan Africa (excluding high income)
#> 245                                                                      South Sudan
#> 246                                                               Sub-Saharan Africa
#> 247                                                                     Small states
#> 248                                                            Sao Tome and Principe
#> 249                                                                         Suriname
#> 250                                                                  Slovak Republic
#> 251                                                                         Slovenia
#> 252                                                                           Sweden
#> 253                                                                         Eswatini
#> 254                                                        Sint Maarten (Dutch part)
#> 255                                        Sub-Saharan Africa excluding South Africa
#> 256                                                                       Seychelles
#> 257                                                             Syrian Arab Republic
#> 258                                                         Turks and Caicos Islands
#> 259                                                                             Chad
#> 260                                       East Asia & Pacific (IDA & IBRD countries)
#> 261                                     Europe & Central Asia (IDA & IBRD countries)
#> 262                                                                             Togo
#> 263                                                                         Thailand
#> 264                                                                       Tajikistan
#> 265                                                                     Turkmenistan
#> 266                             Latin America & the Caribbean (IDA & IBRD countries)
#> 267                                                                      Timor-Leste
#> 268                                Middle East & North Africa (IDA & IBRD countries)
#> 269                                                                            Tonga
#> 270                                                          South Asia (IDA & IBRD)
#> 271                                        Sub-Saharan Africa (IDA & IBRD countries)
#> 272                                                              Trinidad and Tobago
#> 273                                                                          Tunisia
#> 274                                                                          Turkiye
#> 275                                                                           Tuvalu
#> 276                                                                         Tanzania
#> 277                                                                           Uganda
#> 278                                                                          Ukraine
#> 279                                                              Upper middle income
#> 280                                                                          Uruguay
#> 281                                                                    United States
#> 282                                                                       Uzbekistan
#> 283                                                   St. Vincent and the Grenadines
#> 284                                                                    Venezuela, RB
#> 285                                                           British Virgin Islands
#> 286                                                            Virgin Islands (U.S.)
#> 287                                                                         Viet Nam
#> 288                                                                          Vanuatu
#> 289                                                                            World
#> 290                                                                            Samoa
#> 291                                                                           Kosovo
#> 292                            Sub-Saharan Africa excluding South Africa and Nigeria
#> 293                                                                      Yemen, Rep.
#> 294                                                                     South Africa
#> 295                                                                           Zambia
#> 296                                                                         Zimbabwe
#>     region_id region_code               region_value admin_region_id
#> 1         LCN          ZJ  Latin America & Caribbean            <NA>
#> 2          NA          NA                 Aggregates            <NA>
#> 3         SAS          8S                 South Asia             SAS
#> 4          NA          NA                 Aggregates            <NA>
#> 5          NA          NA                 Aggregates            <NA>
#> 6         SSF          ZG         Sub-Saharan Africa             SSA
#> 7         ECS          Z7      Europe & Central Asia             ECA
#> 8         ECS          Z7      Europe & Central Asia            <NA>
#> 9          NA          NA                 Aggregates            <NA>
#> 10        MEA          ZQ Middle East & North Africa            <NA>
#> 11        LCN          ZJ  Latin America & Caribbean             LAC
#> 12        ECS          Z7      Europe & Central Asia             ECA
#> 13        EAS          Z4        East Asia & Pacific            <NA>
#> 14        LCN          ZJ  Latin America & Caribbean            <NA>
#> 15        EAS          Z4        East Asia & Pacific            <NA>
#> 16        ECS          Z7      Europe & Central Asia            <NA>
#> 17        ECS          Z7      Europe & Central Asia             ECA
#> 18        SSF          ZG         Sub-Saharan Africa             SSA
#> 19         NA          NA                 Aggregates            <NA>
#> 20         NA          NA                 Aggregates            <NA>
#> 21        ECS          Z7      Europe & Central Asia            <NA>
#> 22        SSF          ZG         Sub-Saharan Africa             SSA
#> 23        SSF          ZG         Sub-Saharan Africa             SSA
#> 24        SAS          8S                 South Asia             SAS
#> 25        ECS          Z7      Europe & Central Asia            <NA>
#> 26         NA          NA                 Aggregates            <NA>
#> 27        MEA          ZQ Middle East & North Africa            <NA>
#> 28        LCN          ZJ  Latin America & Caribbean            <NA>
#> 29        ECS          Z7      Europe & Central Asia             ECA
#> 30         NA          NA                 Aggregates            <NA>
#> 31        ECS          Z7      Europe & Central Asia             ECA
#> 32        LCN          ZJ  Latin America & Caribbean             LAC
#> 33         NA          NA                 Aggregates            <NA>
#> 34        NAC          XU              North America            <NA>
#> 35        LCN          ZJ  Latin America & Caribbean             LAC
#> 36        LCN          ZJ  Latin America & Caribbean             LAC
#> 37        LCN          ZJ  Latin America & Caribbean            <NA>
#> 38        EAS          Z4        East Asia & Pacific            <NA>
#> 39         NA          NA                 Aggregates            <NA>
#> 40        SAS          8S                 South Asia             SAS
#> 41        SSF          ZG         Sub-Saharan Africa             SSA
#> 42         NA          NA                 Aggregates            <NA>
#> 43        SSF          ZG         Sub-Saharan Africa             SSA
#> 44        NAC          XU              North America            <NA>
#> 45         NA          NA                 Aggregates            <NA>
#> 46         NA          NA                 Aggregates            <NA>
#> 47         NA          NA                 Aggregates            <NA>
#> 48        ECS          Z7      Europe & Central Asia            <NA>
#> 49        ECS          Z7      Europe & Central Asia            <NA>
#> 50        LCN          ZJ  Latin America & Caribbean            <NA>
#> 51        EAS          Z4        East Asia & Pacific             EAP
#> 52        SSF          ZG         Sub-Saharan Africa             SSA
#> 53         NA          NA                 Aggregates            <NA>
#> 54         NA          NA                 Aggregates            <NA>
#> 55        SSF          ZG         Sub-Saharan Africa             SSA
#> 56        SSF          ZG         Sub-Saharan Africa             SSA
#> 57        SSF          ZG         Sub-Saharan Africa             SSA
#> 58        LCN          ZJ  Latin America & Caribbean             LAC
#> 59        SSF          ZG         Sub-Saharan Africa             SSA
#> 60        SSF          ZG         Sub-Saharan Africa             SSA
#> 61        LCN          ZJ  Latin America & Caribbean             LAC
#> 62         NA          NA                 Aggregates            <NA>
#> 63         NA          NA                 Aggregates            <NA>
#> 64        LCN          ZJ  Latin America & Caribbean             LAC
#> 65        LCN          ZJ  Latin America & Caribbean            <NA>
#> 66        LCN          ZJ  Latin America & Caribbean            <NA>
#> 67        ECS          Z7      Europe & Central Asia            <NA>
#> 68        ECS          Z7      Europe & Central Asia            <NA>
#> 69         NA          NA                 Aggregates            <NA>
#> 70         NA          NA                 Aggregates            <NA>
#> 71        ECS          Z7      Europe & Central Asia            <NA>
#> 72        MEA          ZQ Middle East & North Africa             MNA
#> 73         NA          NA                 Aggregates            <NA>
#> 74        LCN          ZJ  Latin America & Caribbean             LAC
#> 75         NA          NA                 Aggregates            <NA>
#> 76        ECS          Z7      Europe & Central Asia            <NA>
#> 77         NA          NA                 Aggregates            <NA>
#> 78        LCN          ZJ  Latin America & Caribbean             LAC
#> 79         NA          NA                 Aggregates            <NA>
#> 80         NA          NA                 Aggregates            <NA>
#> 81         NA          NA                 Aggregates            <NA>
#> 82        MEA          ZQ Middle East & North Africa             MNA
#> 83         NA          NA                 Aggregates            <NA>
#> 84         NA          NA                 Aggregates            <NA>
#> 85         NA          NA                 Aggregates            <NA>
#> 86         NA          NA                 Aggregates            <NA>
#> 87         NA          NA                 Aggregates            <NA>
#> 88        LCN          ZJ  Latin America & Caribbean             LAC
#> 89        MEA          ZQ Middle East & North Africa             MNA
#> 90         NA          NA                 Aggregates            <NA>
#> 91        SSF          ZG         Sub-Saharan Africa             SSA
#> 92        ECS          Z7      Europe & Central Asia            <NA>
#> 93        ECS          Z7      Europe & Central Asia            <NA>
#> 94        SSF          ZG         Sub-Saharan Africa             SSA
#> 95         NA          NA                 Aggregates            <NA>
#> 96         NA          NA                 Aggregates            <NA>
#> 97        ECS          Z7      Europe & Central Asia            <NA>
#> 98        EAS          Z4        East Asia & Pacific             EAP
#> 99        ECS          Z7      Europe & Central Asia            <NA>
#> 100       ECS          Z7      Europe & Central Asia            <NA>
#> 101       EAS          Z4        East Asia & Pacific             EAP
#> 102        NA          NA                 Aggregates            <NA>
#> 103       SSF          ZG         Sub-Saharan Africa             SSA
#> 104       ECS          Z7      Europe & Central Asia            <NA>
#> 105       ECS          Z7      Europe & Central Asia             ECA
#> 106       SSF          ZG         Sub-Saharan Africa             SSA
#> 107       ECS          Z7      Europe & Central Asia            <NA>
#> 108       SSF          ZG         Sub-Saharan Africa             SSA
#> 109       SSF          ZG         Sub-Saharan Africa             SSA
#> 110       SSF          ZG         Sub-Saharan Africa             SSA
#> 111       SSF          ZG         Sub-Saharan Africa             SSA
#> 112       ECS          Z7      Europe & Central Asia            <NA>
#> 113       LCN          ZJ  Latin America & Caribbean             LAC
#> 114       ECS          Z7      Europe & Central Asia            <NA>
#> 115       LCN          ZJ  Latin America & Caribbean             LAC
#> 116       EAS          Z4        East Asia & Pacific            <NA>
#> 117       LCN          ZJ  Latin America & Caribbean            <NA>
#> 118        NA          NA                 Aggregates            <NA>
#> 119       EAS          Z4        East Asia & Pacific            <NA>
#> 120       LCN          ZJ  Latin America & Caribbean             LAC
#> 121        NA          NA                 Aggregates            <NA>
#> 122       ECS          Z7      Europe & Central Asia            <NA>
#> 123       LCN          ZJ  Latin America & Caribbean             LAC
#> 124       ECS          Z7      Europe & Central Asia            <NA>
#> 125        NA          NA                 Aggregates            <NA>
#> 126        NA          NA                 Aggregates            <NA>
#> 127        NA          NA                 Aggregates            <NA>
#> 128        NA          NA                 Aggregates            <NA>
#> 129        NA          NA                 Aggregates            <NA>
#> 130       EAS          Z4        East Asia & Pacific             EAP
#> 131        NA          NA                 Aggregates            <NA>
#> 132       ECS          Z7      Europe & Central Asia            <NA>
#> 133       SAS          8S                 South Asia             SAS
#> 134        NA          NA                 Aggregates            <NA>
#> 135       ECS          Z7      Europe & Central Asia            <NA>
#> 136       MEA          ZQ Middle East & North Africa             MNA
#> 137       MEA          ZQ Middle East & North Africa             MNA
#> 138       ECS          Z7      Europe & Central Asia            <NA>
#> 139       MEA          ZQ Middle East & North Africa            <NA>
#> 140       ECS          Z7      Europe & Central Asia            <NA>
#> 141       LCN          ZJ  Latin America & Caribbean             LAC
#> 142       MEA          ZQ Middle East & North Africa             MNA
#> 143       EAS          Z4        East Asia & Pacific            <NA>
#> 144       ECS          Z7      Europe & Central Asia             ECA
#> 145       SSF          ZG         Sub-Saharan Africa             SSA
#> 146       ECS          Z7      Europe & Central Asia             ECA
#> 147       EAS          Z4        East Asia & Pacific             EAP
#> 148       EAS          Z4        East Asia & Pacific             EAP
#> 149       LCN          ZJ  Latin America & Caribbean            <NA>
#> 150       EAS          Z4        East Asia & Pacific            <NA>
#> 151       MEA          ZQ Middle East & North Africa            <NA>
#> 152        NA          NA                 Aggregates            <NA>
#> 153       EAS          Z4        East Asia & Pacific             EAP
#> 154       MEA          ZQ Middle East & North Africa             MNA
#> 155       SSF          ZG         Sub-Saharan Africa             SSA
#> 156       MEA          ZQ Middle East & North Africa             MNA
#> 157       LCN          ZJ  Latin America & Caribbean             LAC
#> 158        NA          NA                 Aggregates            <NA>
#> 159        NA          NA                 Aggregates            <NA>
#> 160        NA          NA                 Aggregates            <NA>
#> 161       ECS          Z7      Europe & Central Asia            <NA>
#> 162       SAS          8S                 South Asia             SAS
#> 163        NA          NA                 Aggregates            <NA>
#> 164        NA          NA                 Aggregates            <NA>
#> 165       SSF          ZG         Sub-Saharan Africa             SSA
#> 166        NA          NA                 Aggregates            <NA>
#> 167       ECS          Z7      Europe & Central Asia            <NA>
#> 168       ECS          Z7      Europe & Central Asia            <NA>
#> 169       ECS          Z7      Europe & Central Asia            <NA>
#> 170       EAS          Z4        East Asia & Pacific            <NA>
#> 171       LCN          ZJ  Latin America & Caribbean            <NA>
#> 172       MEA          ZQ Middle East & North Africa             MNA
#> 173       ECS          Z7      Europe & Central Asia            <NA>
#> 174       ECS          Z7      Europe & Central Asia             ECA
#> 175        NA          NA                 Aggregates            <NA>
#> 176       SSF          ZG         Sub-Saharan Africa             SSA
#> 177       SAS          8S                 South Asia             SAS
#> 178        NA          NA                 Aggregates            <NA>
#> 179       LCN          ZJ  Latin America & Caribbean             LAC
#> 180       EAS          Z4        East Asia & Pacific             EAP
#> 181        NA          NA                 Aggregates            <NA>
#> 182       ECS          Z7      Europe & Central Asia             ECA
#> 183       SSF          ZG         Sub-Saharan Africa             SSA
#> 184       MEA          ZQ Middle East & North Africa            <NA>
#> 185       EAS          Z4        East Asia & Pacific             EAP
#> 186        NA          NA                 Aggregates            <NA>
#> 187       ECS          Z7      Europe & Central Asia             ECA
#> 188       EAS          Z4        East Asia & Pacific             EAP
#> 189       EAS          Z4        East Asia & Pacific            <NA>
#> 190       SSF          ZG         Sub-Saharan Africa             SSA
#> 191       SSF          ZG         Sub-Saharan Africa             SSA
#> 192       SSF          ZG         Sub-Saharan Africa             SSA
#> 193       SSF          ZG         Sub-Saharan Africa             SSA
#> 194       EAS          Z4        East Asia & Pacific             EAP
#> 195        NA          NA                 Aggregates            <NA>
#> 196        NA          NA                 Aggregates            <NA>
#> 197       SSF          ZG         Sub-Saharan Africa             SSA
#> 198       EAS          Z4        East Asia & Pacific            <NA>
#> 199       SSF          ZG         Sub-Saharan Africa             SSA
#> 200       SSF          ZG         Sub-Saharan Africa             SSA
#> 201       LCN          ZJ  Latin America & Caribbean             LAC
#> 202       ECS          Z7      Europe & Central Asia            <NA>
#> 203       ECS          Z7      Europe & Central Asia            <NA>
#> 204       SAS          8S                 South Asia             SAS
#> 205        NA          NA                 Aggregates            <NA>
#> 206       EAS          Z4        East Asia & Pacific            <NA>
#> 207        NA          NA                 Aggregates            <NA>
#> 208       EAS          Z4        East Asia & Pacific            <NA>
#> 209        NA          NA                 Aggregates            <NA>
#> 210       MEA          ZQ Middle East & North Africa            <NA>
#> 211        NA          NA                 Aggregates            <NA>
#> 212       SAS          8S                 South Asia             SAS
#> 213       LCN          ZJ  Latin America & Caribbean            <NA>
#> 214       LCN          ZJ  Latin America & Caribbean             LAC
#> 215       EAS          Z4        East Asia & Pacific             EAP
#> 216       EAS          Z4        East Asia & Pacific            <NA>
#> 217       EAS          Z4        East Asia & Pacific             EAP
#> 218       ECS          Z7      Europe & Central Asia            <NA>
#> 219        NA          NA                 Aggregates            <NA>
#> 220       LCN          ZJ  Latin America & Caribbean            <NA>
#> 221       EAS          Z4        East Asia & Pacific             EAP
#> 222       ECS          Z7      Europe & Central Asia            <NA>
#> 223       LCN          ZJ  Latin America & Caribbean             LAC
#> 224       MEA          ZQ Middle East & North Africa             MNA
#> 225        NA          NA                 Aggregates            <NA>
#> 226        NA          NA                 Aggregates            <NA>
#> 227       EAS          Z4        East Asia & Pacific            <NA>
#> 228       MEA          ZQ Middle East & North Africa            <NA>
#> 229       ECS          Z7      Europe & Central Asia            <NA>
#> 230        NA          NA                 Aggregates            <NA>
#> 231       ECS          Z7      Europe & Central Asia            <NA>
#> 232       SSF          ZG         Sub-Saharan Africa             SSA
#> 233        NA          NA                 Aggregates            <NA>
#> 234       MEA          ZQ Middle East & North Africa            <NA>
#> 235       SSF          ZG         Sub-Saharan Africa             SSA
#> 236       SSF          ZG         Sub-Saharan Africa             SSA
#> 237       EAS          Z4        East Asia & Pacific            <NA>
#> 238       EAS          Z4        East Asia & Pacific             EAP
#> 239       SSF          ZG         Sub-Saharan Africa             SSA
#> 240       LCN          ZJ  Latin America & Caribbean             LAC
#> 241       ECS          Z7      Europe & Central Asia            <NA>
#> 242       SSF          ZG         Sub-Saharan Africa             SSA
#> 243       ECS          Z7      Europe & Central Asia             ECA
#> 244        NA          NA                 Aggregates            <NA>
#> 245       SSF          ZG         Sub-Saharan Africa             SSA
#> 246        NA          NA                 Aggregates            <NA>
#> 247        NA          NA                 Aggregates            <NA>
#> 248       SSF          ZG         Sub-Saharan Africa             SSA
#> 249       LCN          ZJ  Latin America & Caribbean             LAC
#> 250       ECS          Z7      Europe & Central Asia            <NA>
#> 251       ECS          Z7      Europe & Central Asia            <NA>
#> 252       ECS          Z7      Europe & Central Asia            <NA>
#> 253       SSF          ZG         Sub-Saharan Africa             SSA
#> 254       LCN          ZJ  Latin America & Caribbean            <NA>
#> 255        NA          NA                 Aggregates            <NA>
#> 256       SSF          ZG         Sub-Saharan Africa            <NA>
#> 257       MEA          ZQ Middle East & North Africa             MNA
#> 258       LCN          ZJ  Latin America & Caribbean            <NA>
#> 259       SSF          ZG         Sub-Saharan Africa             SSA
#> 260        NA          NA                 Aggregates            <NA>
#> 261        NA          NA                 Aggregates            <NA>
#> 262       SSF          ZG         Sub-Saharan Africa             SSA
#> 263       EAS          Z4        East Asia & Pacific             EAP
#> 264       ECS          Z7      Europe & Central Asia             ECA
#> 265       ECS          Z7      Europe & Central Asia             ECA
#> 266        NA          NA                 Aggregates            <NA>
#> 267       EAS          Z4        East Asia & Pacific             EAP
#> 268        NA          NA                 Aggregates            <NA>
#> 269       EAS          Z4        East Asia & Pacific             EAP
#> 270        NA          NA                 Aggregates            <NA>
#> 271        NA          NA                 Aggregates            <NA>
#> 272       LCN          ZJ  Latin America & Caribbean            <NA>
#> 273       MEA          ZQ Middle East & North Africa             MNA
#> 274       ECS          Z7      Europe & Central Asia             ECA
#> 275       EAS          Z4        East Asia & Pacific             EAP
#> 276       SSF          ZG         Sub-Saharan Africa             SSA
#> 277       SSF          ZG         Sub-Saharan Africa             SSA
#> 278       ECS          Z7      Europe & Central Asia             ECA
#> 279        NA          NA                 Aggregates            <NA>
#> 280       LCN          ZJ  Latin America & Caribbean            <NA>
#> 281       NAC          XU              North America            <NA>
#> 282       ECS          Z7      Europe & Central Asia             ECA
#> 283       LCN          ZJ  Latin America & Caribbean             LAC
#> 284       LCN          ZJ  Latin America & Caribbean            <NA>
#> 285       LCN          ZJ  Latin America & Caribbean            <NA>
#> 286       LCN          ZJ  Latin America & Caribbean            <NA>
#> 287       EAS          Z4        East Asia & Pacific             EAP
#> 288       EAS          Z4        East Asia & Pacific             EAP
#> 289        NA          NA                 Aggregates            <NA>
#> 290       EAS          Z4        East Asia & Pacific             EAP
#> 291       ECS          Z7      Europe & Central Asia             ECA
#> 292        NA          NA                 Aggregates            <NA>
#> 293       MEA          ZQ Middle East & North Africa             MNA
#> 294       SSF          ZG         Sub-Saharan Africa             SSA
#> 295       SSF          ZG         Sub-Saharan Africa             SSA
#> 296       SSF          ZG         Sub-Saharan Africa             SSA
#>     admin_region_code                                 admin_region_value
#> 1                <NA>                                               <NA>
#> 2                <NA>                                               <NA>
#> 3                  8S                                         South Asia
#> 4                <NA>                                               <NA>
#> 5                <NA>                                               <NA>
#> 6                  ZF         Sub-Saharan Africa (excluding high income)
#> 7                  7E      Europe & Central Asia (excluding high income)
#> 8                <NA>                                               <NA>
#> 9                <NA>                                               <NA>
#> 10               <NA>                                               <NA>
#> 11                 XJ  Latin America & Caribbean (excluding high income)
#> 12                 7E      Europe & Central Asia (excluding high income)
#> 13               <NA>                                               <NA>
#> 14               <NA>                                               <NA>
#> 15               <NA>                                               <NA>
#> 16               <NA>                                               <NA>
#> 17                 7E      Europe & Central Asia (excluding high income)
#> 18                 ZF         Sub-Saharan Africa (excluding high income)
#> 19               <NA>                                               <NA>
#> 20               <NA>                                               <NA>
#> 21               <NA>                                               <NA>
#> 22                 ZF         Sub-Saharan Africa (excluding high income)
#> 23                 ZF         Sub-Saharan Africa (excluding high income)
#> 24                 8S                                         South Asia
#> 25               <NA>                                               <NA>
#> 26               <NA>                                               <NA>
#> 27               <NA>                                               <NA>
#> 28               <NA>                                               <NA>
#> 29                 7E      Europe & Central Asia (excluding high income)
#> 30               <NA>                                               <NA>
#> 31                 7E      Europe & Central Asia (excluding high income)
#> 32                 XJ  Latin America & Caribbean (excluding high income)
#> 33               <NA>                                               <NA>
#> 34               <NA>                                               <NA>
#> 35                 XJ  Latin America & Caribbean (excluding high income)
#> 36                 XJ  Latin America & Caribbean (excluding high income)
#> 37               <NA>                                               <NA>
#> 38               <NA>                                               <NA>
#> 39               <NA>                                               <NA>
#> 40                 8S                                         South Asia
#> 41                 ZF         Sub-Saharan Africa (excluding high income)
#> 42               <NA>                                               <NA>
#> 43                 ZF         Sub-Saharan Africa (excluding high income)
#> 44               <NA>                                               <NA>
#> 45               <NA>                                               <NA>
#> 46               <NA>                                               <NA>
#> 47               <NA>                                               <NA>
#> 48               <NA>                                               <NA>
#> 49               <NA>                                               <NA>
#> 50               <NA>                                               <NA>
#> 51                 4E        East Asia & Pacific (excluding high income)
#> 52                 ZF         Sub-Saharan Africa (excluding high income)
#> 53               <NA>                                               <NA>
#> 54               <NA>                                               <NA>
#> 55                 ZF         Sub-Saharan Africa (excluding high income)
#> 56                 ZF         Sub-Saharan Africa (excluding high income)
#> 57                 ZF         Sub-Saharan Africa (excluding high income)
#> 58                 XJ  Latin America & Caribbean (excluding high income)
#> 59                 ZF         Sub-Saharan Africa (excluding high income)
#> 60                 ZF         Sub-Saharan Africa (excluding high income)
#> 61                 XJ  Latin America & Caribbean (excluding high income)
#> 62               <NA>                                               <NA>
#> 63               <NA>                                               <NA>
#> 64                 XJ  Latin America & Caribbean (excluding high income)
#> 65               <NA>                                               <NA>
#> 66               <NA>                                               <NA>
#> 67               <NA>                                               <NA>
#> 68               <NA>                                               <NA>
#> 69               <NA>                                               <NA>
#> 70               <NA>                                               <NA>
#> 71               <NA>                                               <NA>
#> 72                 XQ Middle East & North Africa (excluding high income)
#> 73               <NA>                                               <NA>
#> 74                 XJ  Latin America & Caribbean (excluding high income)
#> 75               <NA>                                               <NA>
#> 76               <NA>                                               <NA>
#> 77               <NA>                                               <NA>
#> 78                 XJ  Latin America & Caribbean (excluding high income)
#> 79               <NA>                                               <NA>
#> 80               <NA>                                               <NA>
#> 81               <NA>                                               <NA>
#> 82                 XQ Middle East & North Africa (excluding high income)
#> 83               <NA>                                               <NA>
#> 84               <NA>                                               <NA>
#> 85               <NA>                                               <NA>
#> 86               <NA>                                               <NA>
#> 87               <NA>                                               <NA>
#> 88                 XJ  Latin America & Caribbean (excluding high income)
#> 89                 XQ Middle East & North Africa (excluding high income)
#> 90               <NA>                                               <NA>
#> 91                 ZF         Sub-Saharan Africa (excluding high income)
#> 92               <NA>                                               <NA>
#> 93               <NA>                                               <NA>
#> 94                 ZF         Sub-Saharan Africa (excluding high income)
#> 95               <NA>                                               <NA>
#> 96               <NA>                                               <NA>
#> 97               <NA>                                               <NA>
#> 98                 4E        East Asia & Pacific (excluding high income)
#> 99               <NA>                                               <NA>
#> 100              <NA>                                               <NA>
#> 101                4E        East Asia & Pacific (excluding high income)
#> 102              <NA>                                               <NA>
#> 103                ZF         Sub-Saharan Africa (excluding high income)
#> 104              <NA>                                               <NA>
#> 105                7E      Europe & Central Asia (excluding high income)
#> 106                ZF         Sub-Saharan Africa (excluding high income)
#> 107              <NA>                                               <NA>
#> 108                ZF         Sub-Saharan Africa (excluding high income)
#> 109                ZF         Sub-Saharan Africa (excluding high income)
#> 110                ZF         Sub-Saharan Africa (excluding high income)
#> 111                ZF         Sub-Saharan Africa (excluding high income)
#> 112              <NA>                                               <NA>
#> 113                XJ  Latin America & Caribbean (excluding high income)
#> 114              <NA>                                               <NA>
#> 115                XJ  Latin America & Caribbean (excluding high income)
#> 116              <NA>                                               <NA>
#> 117              <NA>                                               <NA>
#> 118              <NA>                                               <NA>
#> 119              <NA>                                               <NA>
#> 120                XJ  Latin America & Caribbean (excluding high income)
#> 121              <NA>                                               <NA>
#> 122              <NA>                                               <NA>
#> 123                XJ  Latin America & Caribbean (excluding high income)
#> 124              <NA>                                               <NA>
#> 125              <NA>                                               <NA>
#> 126              <NA>                                               <NA>
#> 127              <NA>                                               <NA>
#> 128              <NA>                                               <NA>
#> 129              <NA>                                               <NA>
#> 130                4E        East Asia & Pacific (excluding high income)
#> 131              <NA>                                               <NA>
#> 132              <NA>                                               <NA>
#> 133                8S                                         South Asia
#> 134              <NA>                                               <NA>
#> 135              <NA>                                               <NA>
#> 136                XQ Middle East & North Africa (excluding high income)
#> 137                XQ Middle East & North Africa (excluding high income)
#> 138              <NA>                                               <NA>
#> 139              <NA>                                               <NA>
#> 140              <NA>                                               <NA>
#> 141                XJ  Latin America & Caribbean (excluding high income)
#> 142                XQ Middle East & North Africa (excluding high income)
#> 143              <NA>                                               <NA>
#> 144                7E      Europe & Central Asia (excluding high income)
#> 145                ZF         Sub-Saharan Africa (excluding high income)
#> 146                7E      Europe & Central Asia (excluding high income)
#> 147                4E        East Asia & Pacific (excluding high income)
#> 148                4E        East Asia & Pacific (excluding high income)
#> 149              <NA>                                               <NA>
#> 150              <NA>                                               <NA>
#> 151              <NA>                                               <NA>
#> 152              <NA>                                               <NA>
#> 153                4E        East Asia & Pacific (excluding high income)
#> 154                XQ Middle East & North Africa (excluding high income)
#> 155                ZF         Sub-Saharan Africa (excluding high income)
#> 156                XQ Middle East & North Africa (excluding high income)
#> 157                XJ  Latin America & Caribbean (excluding high income)
#> 158              <NA>                                               <NA>
#> 159              <NA>                                               <NA>
#> 160              <NA>                                               <NA>
#> 161              <NA>                                               <NA>
#> 162                8S                                         South Asia
#> 163              <NA>                                               <NA>
#> 164              <NA>                                               <NA>
#> 165                ZF         Sub-Saharan Africa (excluding high income)
#> 166              <NA>                                               <NA>
#> 167              <NA>                                               <NA>
#> 168              <NA>                                               <NA>
#> 169              <NA>                                               <NA>
#> 170              <NA>                                               <NA>
#> 171              <NA>                                               <NA>
#> 172                XQ Middle East & North Africa (excluding high income)
#> 173              <NA>                                               <NA>
#> 174                7E      Europe & Central Asia (excluding high income)
#> 175              <NA>                                               <NA>
#> 176                ZF         Sub-Saharan Africa (excluding high income)
#> 177                8S                                         South Asia
#> 178              <NA>                                               <NA>
#> 179                XJ  Latin America & Caribbean (excluding high income)
#> 180                4E        East Asia & Pacific (excluding high income)
#> 181              <NA>                                               <NA>
#> 182                7E      Europe & Central Asia (excluding high income)
#> 183                ZF         Sub-Saharan Africa (excluding high income)
#> 184              <NA>                                               <NA>
#> 185                4E        East Asia & Pacific (excluding high income)
#> 186              <NA>                                               <NA>
#> 187                7E      Europe & Central Asia (excluding high income)
#> 188                4E        East Asia & Pacific (excluding high income)
#> 189              <NA>                                               <NA>
#> 190                ZF         Sub-Saharan Africa (excluding high income)
#> 191                ZF         Sub-Saharan Africa (excluding high income)
#> 192                ZF         Sub-Saharan Africa (excluding high income)
#> 193                ZF         Sub-Saharan Africa (excluding high income)
#> 194                4E        East Asia & Pacific (excluding high income)
#> 195              <NA>                                               <NA>
#> 196              <NA>                                               <NA>
#> 197                ZF         Sub-Saharan Africa (excluding high income)
#> 198              <NA>                                               <NA>
#> 199                ZF         Sub-Saharan Africa (excluding high income)
#> 200                ZF         Sub-Saharan Africa (excluding high income)
#> 201                XJ  Latin America & Caribbean (excluding high income)
#> 202              <NA>                                               <NA>
#> 203              <NA>                                               <NA>
#> 204                8S                                         South Asia
#> 205              <NA>                                               <NA>
#> 206              <NA>                                               <NA>
#> 207              <NA>                                               <NA>
#> 208              <NA>                                               <NA>
#> 209              <NA>                                               <NA>
#> 210              <NA>                                               <NA>
#> 211              <NA>                                               <NA>
#> 212                8S                                         South Asia
#> 213              <NA>                                               <NA>
#> 214                XJ  Latin America & Caribbean (excluding high income)
#> 215                4E        East Asia & Pacific (excluding high income)
#> 216              <NA>                                               <NA>
#> 217                4E        East Asia & Pacific (excluding high income)
#> 218              <NA>                                               <NA>
#> 219              <NA>                                               <NA>
#> 220              <NA>                                               <NA>
#> 221                4E        East Asia & Pacific (excluding high income)
#> 222              <NA>                                               <NA>
#> 223                XJ  Latin America & Caribbean (excluding high income)
#> 224                XQ Middle East & North Africa (excluding high income)
#> 225              <NA>                                               <NA>
#> 226              <NA>                                               <NA>
#> 227              <NA>                                               <NA>
#> 228              <NA>                                               <NA>
#> 229              <NA>                                               <NA>
#> 230              <NA>                                               <NA>
#> 231              <NA>                                               <NA>
#> 232                ZF         Sub-Saharan Africa (excluding high income)
#> 233              <NA>                                               <NA>
#> 234              <NA>                                               <NA>
#> 235                ZF         Sub-Saharan Africa (excluding high income)
#> 236                ZF         Sub-Saharan Africa (excluding high income)
#> 237              <NA>                                               <NA>
#> 238                4E        East Asia & Pacific (excluding high income)
#> 239                ZF         Sub-Saharan Africa (excluding high income)
#> 240                XJ  Latin America & Caribbean (excluding high income)
#> 241              <NA>                                               <NA>
#> 242                ZF         Sub-Saharan Africa (excluding high income)
#> 243                7E      Europe & Central Asia (excluding high income)
#> 244              <NA>                                               <NA>
#> 245                ZF         Sub-Saharan Africa (excluding high income)
#> 246              <NA>                                               <NA>
#> 247              <NA>                                               <NA>
#> 248                ZF         Sub-Saharan Africa (excluding high income)
#> 249                XJ  Latin America & Caribbean (excluding high income)
#> 250              <NA>                                               <NA>
#> 251              <NA>                                               <NA>
#> 252              <NA>                                               <NA>
#> 253                ZF         Sub-Saharan Africa (excluding high income)
#> 254              <NA>                                               <NA>
#> 255              <NA>                                               <NA>
#> 256              <NA>                                               <NA>
#> 257                XQ Middle East & North Africa (excluding high income)
#> 258              <NA>                                               <NA>
#> 259                ZF         Sub-Saharan Africa (excluding high income)
#> 260              <NA>                                               <NA>
#> 261              <NA>                                               <NA>
#> 262                ZF         Sub-Saharan Africa (excluding high income)
#> 263                4E        East Asia & Pacific (excluding high income)
#> 264                7E      Europe & Central Asia (excluding high income)
#> 265                7E      Europe & Central Asia (excluding high income)
#> 266              <NA>                                               <NA>
#> 267                4E        East Asia & Pacific (excluding high income)
#> 268              <NA>                                               <NA>
#> 269                4E        East Asia & Pacific (excluding high income)
#> 270              <NA>                                               <NA>
#> 271              <NA>                                               <NA>
#> 272              <NA>                                               <NA>
#> 273                XQ Middle East & North Africa (excluding high income)
#> 274                7E      Europe & Central Asia (excluding high income)
#> 275                4E        East Asia & Pacific (excluding high income)
#> 276                ZF         Sub-Saharan Africa (excluding high income)
#> 277                ZF         Sub-Saharan Africa (excluding high income)
#> 278                7E      Europe & Central Asia (excluding high income)
#> 279              <NA>                                               <NA>
#> 280              <NA>                                               <NA>
#> 281              <NA>                                               <NA>
#> 282                7E      Europe & Central Asia (excluding high income)
#> 283                XJ  Latin America & Caribbean (excluding high income)
#> 284              <NA>                                               <NA>
#> 285              <NA>                                               <NA>
#> 286              <NA>                                               <NA>
#> 287                4E        East Asia & Pacific (excluding high income)
#> 288                4E        East Asia & Pacific (excluding high income)
#> 289              <NA>                                               <NA>
#> 290                4E        East Asia & Pacific (excluding high income)
#> 291                7E      Europe & Central Asia (excluding high income)
#> 292              <NA>                                               <NA>
#> 293                XQ Middle East & North Africa (excluding high income)
#> 294                ZF         Sub-Saharan Africa (excluding high income)
#> 295                ZF         Sub-Saharan Africa (excluding high income)
#> 296                ZF         Sub-Saharan Africa (excluding high income)
#>     income_level_id income_level_code  income_level_value lending_type_id
#> 1               HIC                XD         High income             LNX
#> 2                NA                NA          Aggregates            <NA>
#> 3               LIC                XM          Low income             IDX
#> 4                NA                NA          Aggregates            <NA>
#> 5                NA                NA          Aggregates            <NA>
#> 6               LMC                XN Lower middle income             IBD
#> 7               UMC                XT Upper middle income             IBD
#> 8               HIC                XD         High income             LNX
#> 9                NA                NA          Aggregates            <NA>
#> 10              HIC                XD         High income             LNX
#> 11              UMC                XT Upper middle income             IBD
#> 12              UMC                XT Upper middle income             IBD
#> 13              HIC                XD         High income             LNX
#> 14              HIC                XD         High income             IBD
#> 15              HIC                XD         High income             LNX
#> 16              HIC                XD         High income             LNX
#> 17              UMC                XT Upper middle income             IBD
#> 18              LIC                XM          Low income             IDX
#> 19               NA                NA          Aggregates            <NA>
#> 20               NA                NA          Aggregates            <NA>
#> 21              HIC                XD         High income             LNX
#> 22              LMC                XN Lower middle income             IDX
#> 23              LIC                XM          Low income             IDX
#> 24              LMC                XN Lower middle income             IDX
#> 25              HIC                XD         High income             IBD
#> 26               NA                NA          Aggregates            <NA>
#> 27              HIC                XD         High income             LNX
#> 28              HIC                XD         High income             LNX
#> 29              UMC                XT Upper middle income             IBD
#> 30               NA                NA          Aggregates            <NA>
#> 31              UMC                XT Upper middle income             IBD
#> 32              UMC                XT Upper middle income             IDB
#> 33               NA                NA          Aggregates            <NA>
#> 34              HIC                XD         High income             LNX
#> 35              LMC                XN Lower middle income             IBD
#> 36              UMC                XT Upper middle income             IBD
#> 37              HIC                XD         High income             IBD
#> 38              HIC                XD         High income             LNX
#> 39               NA                NA          Aggregates            <NA>
#> 40              LMC                XN Lower middle income             IDX
#> 41              UMC                XT Upper middle income             IBD
#> 42               NA                NA          Aggregates            <NA>
#> 43              LIC                XM          Low income             IDX
#> 44              HIC                XD         High income             LNX
#> 45               NA                NA          Aggregates            <NA>
#> 46               NA                NA          Aggregates            <NA>
#> 47               NA                NA          Aggregates            <NA>
#> 48              HIC                XD         High income             LNX
#> 49              HIC                XD         High income             LNX
#> 50              HIC                XD         High income             IBD
#> 51              UMC                XT Upper middle income             IBD
#> 52              LMC                XN Lower middle income             IDX
#> 53               NA                NA          Aggregates            <NA>
#> 54               NA                NA          Aggregates            <NA>
#> 55              LMC                XN Lower middle income             IDB
#> 56              LIC                XM          Low income             IDX
#> 57              LMC                XN Lower middle income             IDB
#> 58              UMC                XT Upper middle income             IBD
#> 59              LMC                XN Lower middle income             IDX
#> 60              LMC                XN Lower middle income             IDB
#> 61              UMC                XT Upper middle income             IBD
#> 62               NA                NA          Aggregates            <NA>
#> 63               NA                NA          Aggregates            <NA>
#> 64              UMC                XT Upper middle income             LNX
#> 65              HIC                XD         High income             LNX
#> 66              HIC                XD         High income             LNX
#> 67              HIC                XD         High income             LNX
#> 68              HIC                XD         High income             LNX
#> 69               NA                NA          Aggregates            <NA>
#> 70               NA                NA          Aggregates            <NA>
#> 71              HIC                XD         High income             LNX
#> 72              LMC                XN Lower middle income             IDX
#> 73               NA                NA          Aggregates            <NA>
#> 74              UMC                XT Upper middle income             IDB
#> 75               NA                NA          Aggregates            <NA>
#> 76              HIC                XD         High income             LNX
#> 77               NA                NA          Aggregates            <NA>
#> 78              UMC                XT Upper middle income             IBD
#> 79               NA                NA          Aggregates            <NA>
#> 80               NA                NA          Aggregates            <NA>
#> 81               NA                NA          Aggregates            <NA>
#> 82              UMC                XT Upper middle income             IBD
#> 83               NA                NA          Aggregates            <NA>
#> 84               NA                NA          Aggregates            <NA>
#> 85               NA                NA          Aggregates            <NA>
#> 86               NA                NA          Aggregates            <NA>
#> 87               NA                NA          Aggregates            <NA>
#> 88              UMC                XT Upper middle income             IBD
#> 89              LMC                XN Lower middle income             IBD
#> 90               NA                NA          Aggregates            <NA>
#> 91              LIC                XM          Low income             IDX
#> 92              HIC                XD         High income             LNX
#> 93              HIC                XD         High income             LNX
#> 94              LIC                XM          Low income             IDX
#> 95               NA                NA          Aggregates            <NA>
#> 96               NA                NA          Aggregates            <NA>
#> 97              HIC                XD         High income             LNX
#> 98              UMC                XT Upper middle income             IDB
#> 99              HIC                XD         High income             LNX
#> 100             HIC                XD         High income             LNX
#> 101             LMC                XN Lower middle income             IDX
#> 102              NA                NA          Aggregates            <NA>
#> 103             UMC                XT Upper middle income             IBD
#> 104             HIC                XD         High income             LNX
#> 105             UMC                XT Upper middle income             IBD
#> 106             LMC                XN Lower middle income             IDX
#> 107             HIC                XD         High income             LNX
#> 108             LMC                XN Lower middle income             IDX
#> 109             LIC                XM          Low income             IDX
#> 110             LIC                XM          Low income             IDX
#> 111             UMC                XT Upper middle income             IBD
#> 112             HIC                XD         High income             LNX
#> 113             UMC                XT Upper middle income             IDB
#> 114             HIC                XD         High income             LNX
#> 115             UMC                XT Upper middle income             IBD
#> 116             HIC                XD         High income             LNX
#> 117             HIC                XD         High income             IDX
#> 118              NA                NA          Aggregates            <NA>
#> 119             HIC                XD         High income             LNX
#> 120             LMC                XN Lower middle income             IDX
#> 121              NA                NA          Aggregates            <NA>
#> 122             HIC                XD         High income             IBD
#> 123             LMC                XN Lower middle income             IDX
#> 124             HIC                XD         High income             LNX
#> 125              NA                NA          Aggregates            <NA>
#> 126              NA                NA          Aggregates            <NA>
#> 127              NA                NA          Aggregates            <NA>
#> 128              NA                NA          Aggregates            <NA>
#> 129              NA                NA          Aggregates            <NA>
#> 130             UMC                XT Upper middle income             IBD
#> 131              NA                NA          Aggregates            <NA>
#> 132             HIC                XD         High income             LNX
#> 133             LMC                XN Lower middle income             IBD
#> 134              NA                NA          Aggregates            <NA>
#> 135             HIC                XD         High income             LNX
#> 136             UMC                XT Upper middle income             IBD
#> 137             UMC                XT Upper middle income             IBD
#> 138             HIC                XD         High income             LNX
#> 139             HIC                XD         High income             LNX
#> 140             HIC                XD         High income             LNX
#> 141             UMC                XT Upper middle income             IBD
#> 142             LMC                XN Lower middle income             IBD
#> 143             HIC                XD         High income             LNX
#> 144             UMC                XT Upper middle income             IBD
#> 145             LMC                XN Lower middle income             IDB
#> 146             LMC                XN Lower middle income             IDX
#> 147             LMC                XN Lower middle income             IDX
#> 148             LMC                XN Lower middle income             IDX
#> 149             HIC                XD         High income             IBD
#> 150             HIC                XD         High income             LNX
#> 151             HIC                XD         High income             LNX
#> 152              NA                NA          Aggregates            <NA>
#> 153             LMC                XN Lower middle income             IDX
#> 154             LMC                XN Lower middle income             IBD
#> 155             LIC                XM          Low income             IDX
#> 156             UMC                XT Upper middle income             IBD
#> 157             UMC                XT Upper middle income             IDB
#> 158              NA                NA          Aggregates            <NA>
#> 159              NA                NA          Aggregates            <NA>
#> 160              NA                NA          Aggregates            <NA>
#> 161             HIC                XD         High income             LNX
#> 162             LMC                XN Lower middle income             IDX
#> 163              NA                NA          Aggregates            <NA>
#> 164              NA                NA          Aggregates            <NA>
#> 165             LMC                XN Lower middle income             IDX
#> 166              NA                NA          Aggregates            <NA>
#> 167             HIC                XD         High income             LNX
#> 168             HIC                XD         High income             LNX
#> 169             HIC                XD         High income             LNX
#> 170             HIC                XD         High income             LNX
#> 171             HIC                XD         High income             LNX
#> 172             LMC                XN Lower middle income             IBD
#> 173             HIC                XD         High income             LNX
#> 174             UMC                XT Upper middle income             IBD
#> 175              NA                NA          Aggregates            <NA>
#> 176             LIC                XM          Low income             IDX
#> 177             UMC                XT Upper middle income             IDX
#> 178              NA                NA          Aggregates            <NA>
#> 179             UMC                XT Upper middle income             IBD
#> 180             UMC                XT Upper middle income             IDX
#> 181              NA                NA          Aggregates            <NA>
#> 182             UMC                XT Upper middle income             IBD
#> 183             LIC                XM          Low income             IDX
#> 184             HIC                XD         High income             LNX
#> 185             LMC                XN Lower middle income             IDX
#> 186              NA                NA          Aggregates            <NA>
#> 187             UMC                XT Upper middle income             IBD
#> 188             UMC                XT Upper middle income             IBD
#> 189             HIC                XD         High income             LNX
#> 190             LIC                XM          Low income             IDX
#> 191             LMC                XN Lower middle income             IDX
#> 192             UMC                XT Upper middle income             IBD
#> 193             LIC                XM          Low income             IDX
#> 194             UMC                XT Upper middle income             IBD
#> 195              NA                NA          Aggregates            <NA>
#> 196              NA                NA          Aggregates            <NA>
#> 197             UMC                XT Upper middle income             IBD
#> 198             HIC                XD         High income             LNX
#> 199             LIC                XM          Low income             IDX
#> 200             LMC                XN Lower middle income             IDB
#> 201             LMC                XN Lower middle income             IDX
#> 202             HIC                XD         High income             LNX
#> 203             HIC                XD         High income             LNX
#> 204             LMC                XN Lower middle income             IDX
#> 205              NA                NA          Aggregates            <NA>
#> 206             HIC                XD         High income             IBD
#> 207              NA                NA          Aggregates            <NA>
#> 208             HIC                XD         High income             LNX
#> 209              NA                NA          Aggregates            <NA>
#> 210             HIC                XD         High income             LNX
#> 211              NA                NA          Aggregates            <NA>
#> 212             LMC                XN Lower middle income             IDB
#> 213             HIC                XD         High income             IBD
#> 214             UMC                XT Upper middle income             IBD
#> 215             LMC                XN Lower middle income             IBD
#> 216             HIC                XD         High income             IBD
#> 217             LMC                XN Lower middle income             IDB
#> 218             HIC                XD         High income             IBD
#> 219              NA                NA          Aggregates            <NA>
#> 220             HIC                XD         High income             LNX
#> 221             LIC                XM          Low income             LNX
#> 222             HIC                XD         High income             LNX
#> 223             UMC                XT Upper middle income             IBD
#> 224             LMC                XN Lower middle income             LNX
#> 225              NA                NA          Aggregates            <NA>
#> 226              NA                NA          Aggregates            <NA>
#> 227             HIC                XD         High income             LNX
#> 228             HIC                XD         High income             LNX
#> 229             HIC                XD         High income             IBD
#> 230              NA                NA          Aggregates            <NA>
#> 231             HIC                XD         High income             IBD
#> 232             LIC                XM          Low income             IDX
#> 233              NA                NA          Aggregates            <NA>
#> 234             HIC                XD         High income             LNX
#> 235             LIC                XM          Low income             IDX
#> 236             LMC                XN Lower middle income             IDX
#> 237             HIC                XD         High income             LNX
#> 238             LMC                XN Lower middle income             IDX
#> 239             LIC                XM          Low income             IDX
#> 240             UMC                XT Upper middle income             IBD
#> 241             HIC                XD         High income             LNX
#> 242             LIC                XM          Low income             IDX
#> 243             UMC                XT Upper middle income             IBD
#> 244              NA                NA          Aggregates            <NA>
#> 245             LIC                XM          Low income             IDX
#> 246              NA                NA          Aggregates            <NA>
#> 247              NA                NA          Aggregates            <NA>
#> 248             LMC                XN Lower middle income             IDX
#> 249             UMC                XT Upper middle income             IDB
#> 250             HIC                XD         High income             LNX
#> 251             HIC                XD         High income             LNX
#> 252             HIC                XD         High income             LNX
#> 253             LMC                XN Lower middle income             IDB
#> 254             HIC                XD         High income             LNX
#> 255              NA                NA          Aggregates            <NA>
#> 256             HIC                XD         High income             IBD
#> 257             LIC                XM          Low income             IDX
#> 258             HIC                XD         High income             LNX
#> 259             LIC                XM          Low income             IDX
#> 260              NA                NA          Aggregates            <NA>
#> 261              NA                NA          Aggregates            <NA>
#> 262             LIC                XM          Low income             IDX
#> 263             UMC                XT Upper middle income             IBD
#> 264             LMC                XN Lower middle income             IDX
#> 265             UMC                XT Upper middle income             IBD
#> 266              NA                NA          Aggregates            <NA>
#> 267             LMC                XN Lower middle income             IDB
#> 268              NA                NA          Aggregates            <NA>
#> 269             UMC                XT Upper middle income             IDX
#> 270              NA                NA          Aggregates            <NA>
#> 271              NA                NA          Aggregates            <NA>
#> 272             HIC                XD         High income             IBD
#> 273             LMC                XN Lower middle income             IBD
#> 274             UMC                XT Upper middle income             IBD
#> 275             UMC                XT Upper middle income             IDX
#> 276             LMC                XN Lower middle income             IDX
#> 277             LIC                XM          Low income             IDX
#> 278             UMC                XT Upper middle income             IBD
#> 279              NA                NA          Aggregates            <NA>
#> 280             HIC                XD         High income             IBD
#> 281             HIC                XD         High income             LNX
#> 282             LMC                XN Lower middle income             IDB
#> 283             UMC                XT Upper middle income             IDB
#> 284             INX                XY      Not classified             IBD
#> 285             HIC                XD         High income             LNX
#> 286             HIC                XD         High income             LNX
#> 287             LMC                XN Lower middle income             IBD
#> 288             LMC                XN Lower middle income             IDX
#> 289              NA                NA          Aggregates            <NA>
#> 290             LMC                XN Lower middle income             IDX
#> 291             UMC                XT Upper middle income             IDX
#> 292              NA                NA          Aggregates            <NA>
#> 293             LIC                XM          Low income             IDX
#> 294             UMC                XT Upper middle income             IBD
#> 295             LMC                XN Lower middle income             IDX
#> 296             LMC                XN Lower middle income             IDB
#>     lending_type_code lending_type_value        capital_city   longitude
#> 1                  XX     Not classified          Oranjestad  -70.016700
#> 2                <NA>         Aggregates                <NA>          NA
#> 3                  XI                IDA               Kabul   69.176100
#> 4                <NA>         Aggregates                <NA>          NA
#> 5                <NA>         Aggregates                <NA>          NA
#> 6                  XF               IBRD              Luanda   13.242000
#> 7                  XF               IBRD              Tirane   19.817200
#> 8                  XX     Not classified    Andorra la Vella    1.521800
#> 9                <NA>         Aggregates                <NA>          NA
#> 10                 XX     Not classified           Abu Dhabi   54.370500
#> 11                 XF               IBRD        Buenos Aires  -58.417300
#> 12                 XF               IBRD             Yerevan   44.509000
#> 13                 XX     Not classified           Pago Pago -170.691000
#> 14                 XF               IBRD        Saint John's  -61.845600
#> 15                 XX     Not classified            Canberra  149.129000
#> 16                 XX     Not classified              Vienna   16.379800
#> 17                 XF               IBRD                Baku   49.893200
#> 18                 XI                IDA           Bujumbura   29.363900
#> 19               <NA>         Aggregates                <NA>          NA
#> 20               <NA>         Aggregates                <NA>          NA
#> 21                 XX     Not classified            Brussels    4.367610
#> 22                 XI                IDA          Porto-Novo    2.632300
#> 23                 XI                IDA         Ouagadougou   -1.533950
#> 24                 XI                IDA               Dhaka   90.411300
#> 25                 XF               IBRD               Sofia   23.323800
#> 26               <NA>         Aggregates                <NA>          NA
#> 27                 XX     Not classified              Manama   50.535400
#> 28                 XX     Not classified              Nassau  -77.339000
#> 29                 XF               IBRD            Sarajevo   18.421400
#> 30               <NA>         Aggregates                <NA>          NA
#> 31                 XF               IBRD               Minsk   27.576600
#> 32                 XH              Blend            Belmopan  -88.771300
#> 33               <NA>         Aggregates                <NA>          NA
#> 34                 XX     Not classified            Hamilton  -64.706000
#> 35                 XF               IBRD              La Paz  -66.193600
#> 36                 XF               IBRD            Brasilia  -47.929200
#> 37                 XF               IBRD          Bridgetown  -59.610500
#> 38                 XX     Not classified Bandar Seri Begawan  114.946000
#> 39               <NA>         Aggregates                <NA>          NA
#> 40                 XI                IDA             Thimphu   89.617700
#> 41                 XF               IBRD            Gaborone   25.920100
#> 42               <NA>         Aggregates                <NA>          NA
#> 43                 XI                IDA              Bangui   21.640700
#> 44                 XX     Not classified              Ottawa  -75.691900
#> 45               <NA>         Aggregates                <NA>          NA
#> 46               <NA>         Aggregates                <NA>          NA
#> 47               <NA>         Aggregates                <NA>          NA
#> 48                 XX     Not classified                Bern    7.448210
#> 49                 XX     Not classified                <NA>          NA
#> 50                 XF               IBRD            Santiago  -70.647500
#> 51                 XF               IBRD             Beijing  116.286000
#> 52                 XI                IDA        Yamoussoukro   -4.030500
#> 53               <NA>         Aggregates                <NA>          NA
#> 54               <NA>         Aggregates                <NA>          NA
#> 55                 XH              Blend             Yaounde   11.517400
#> 56                 XI                IDA            Kinshasa   15.322200
#> 57                 XH              Blend         Brazzaville   15.266200
#> 58                 XF               IBRD              Bogota  -74.082000
#> 59                 XI                IDA              Moroni   43.241800
#> 60                 XH              Blend               Praia  -23.508700
#> 61                 XF               IBRD            San Jose  -84.008900
#> 62               <NA>         Aggregates                <NA>          NA
#> 63               <NA>         Aggregates                <NA>          NA
#> 64                 XX     Not classified              Havana  -82.366700
#> 65                 XX     Not classified          Willemstad          NA
#> 66                 XX     Not classified         George Town  -81.385700
#> 67                 XX     Not classified             Nicosia   33.373600
#> 68                 XX     Not classified              Prague   14.420500
#> 69               <NA>         Aggregates                <NA>          NA
#> 70               <NA>         Aggregates                <NA>          NA
#> 71                 XX     Not classified              Berlin   13.411500
#> 72                 XI                IDA            Djibouti   43.142500
#> 73               <NA>         Aggregates                <NA>          NA
#> 74                 XH              Blend              Roseau  -61.390000
#> 75               <NA>         Aggregates                <NA>          NA
#> 76                 XX     Not classified          Copenhagen   12.568100
#> 77               <NA>         Aggregates                <NA>          NA
#> 78                 XF               IBRD       Santo Domingo  -69.890800
#> 79               <NA>         Aggregates                <NA>          NA
#> 80               <NA>         Aggregates                <NA>          NA
#> 81               <NA>         Aggregates                <NA>          NA
#> 82                 XF               IBRD             Algiers    3.050970
#> 83               <NA>         Aggregates                <NA>          NA
#> 84               <NA>         Aggregates                <NA>          NA
#> 85               <NA>         Aggregates                <NA>          NA
#> 86               <NA>         Aggregates                <NA>          NA
#> 87               <NA>         Aggregates                <NA>          NA
#> 88                 XF               IBRD               Quito  -78.524300
#> 89                 XF               IBRD               Cairo   31.246100
#> 90               <NA>         Aggregates                <NA>          NA
#> 91                 XI                IDA              Asmara   38.918300
#> 92                 XX     Not classified              Madrid   -3.703270
#> 93                 XX     Not classified             Tallinn   24.758600
#> 94                 XI                IDA         Addis Ababa   38.746800
#> 95               <NA>         Aggregates                <NA>          NA
#> 96               <NA>         Aggregates                <NA>          NA
#> 97                 XX     Not classified            Helsinki   24.952500
#> 98                 XH              Blend                Suva  178.399000
#> 99                 XX     Not classified               Paris    2.350970
#> 100                XX     Not classified            Torshavn   -6.911810
#> 101                XI                IDA             Palikir  158.185000
#> 102              <NA>         Aggregates                <NA>          NA
#> 103                XF               IBRD          Libreville    9.451620
#> 104                XX     Not classified              London   -0.126236
#> 105                XF               IBRD             Tbilisi   44.793000
#> 106                XI                IDA               Accra   -0.207950
#> 107                XX     Not classified                <NA>          NA
#> 108                XI                IDA             Conakry  -13.700000
#> 109                XI                IDA              Banjul  -16.588500
#> 110                XI                IDA              Bissau  -15.180400
#> 111                XF               IBRD              Malabo    8.774100
#> 112                XX     Not classified              Athens   23.716600
#> 113                XH              Blend      Saint George's  -61.744900
#> 114                XX     Not classified                Nuuk  -51.721400
#> 115                XF               IBRD      Guatemala City  -90.532800
#> 116                XX     Not classified               Agana  144.794000
#> 117                XI                IDA          Georgetown  -58.154800
#> 118              <NA>         Aggregates                <NA>          NA
#> 119                XX     Not classified                <NA>  114.109000
#> 120                XI                IDA         Tegucigalpa  -87.466700
#> 121              <NA>         Aggregates                <NA>          NA
#> 122                XF               IBRD              Zagreb   15.961400
#> 123                XI                IDA      Port-au-Prince  -72.328800
#> 124                XX     Not classified            Budapest   19.040800
#> 125              <NA>         Aggregates                <NA>          NA
#> 126              <NA>         Aggregates                <NA>          NA
#> 127              <NA>         Aggregates                <NA>          NA
#> 128              <NA>         Aggregates                <NA>          NA
#> 129              <NA>         Aggregates                <NA>          NA
#> 130                XF               IBRD             Jakarta  106.830000
#> 131              <NA>         Aggregates                <NA>          NA
#> 132                XX     Not classified             Douglas   -4.479280
#> 133                XF               IBRD           New Delhi   77.225000
#> 134              <NA>         Aggregates                <NA>          NA
#> 135                XX     Not classified              Dublin   -6.267490
#> 136                XF               IBRD              Tehran   51.444700
#> 137                XF               IBRD             Baghdad   44.394000
#> 138                XX     Not classified           Reykjavik  -21.895200
#> 139                XX     Not classified                <NA>   35.203500
#> 140                XX     Not classified                Rome   12.482300
#> 141                XF               IBRD            Kingston  -76.792000
#> 142                XF               IBRD               Amman   35.926300
#> 143                XX     Not classified               Tokyo  139.770000
#> 144                XF               IBRD              Astana   71.438200
#> 145                XH              Blend             Nairobi   36.812600
#> 146                XI                IDA             Bishkek   74.605700
#> 147                XI                IDA          Phnom Penh  104.874000
#> 148                XI                IDA              Tarawa  172.979000
#> 149                XF               IBRD          Basseterre  -62.730900
#> 150                XX     Not classified               Seoul  126.957000
#> 151                XX     Not classified         Kuwait City   47.982400
#> 152              <NA>         Aggregates                <NA>          NA
#> 153                XI                IDA           Vientiane  102.177000
#> 154                XF               IBRD              Beirut   35.513400
#> 155                XI                IDA            Monrovia  -10.795700
#> 156                XF               IBRD             Tripoli   13.107200
#> 157                XH              Blend            Castries  -60.983200
#> 158              <NA>         Aggregates                <NA>          NA
#> 159              <NA>         Aggregates                <NA>          NA
#> 160              <NA>         Aggregates                <NA>          NA
#> 161                XX     Not classified               Vaduz    9.521480
#> 162                XI                IDA             Colombo   79.852800
#> 163              <NA>         Aggregates                <NA>          NA
#> 164              <NA>         Aggregates                <NA>          NA
#> 165                XI                IDA              Maseru   27.716700
#> 166              <NA>         Aggregates                <NA>          NA
#> 167                XX     Not classified             Vilnius   25.279900
#> 168                XX     Not classified          Luxembourg    6.129600
#> 169                XX     Not classified                Riga   24.104800
#> 170                XX     Not classified                <NA>  113.550000
#> 171                XX     Not classified             Marigot          NA
#> 172                XF               IBRD               Rabat   -6.870400
#> 173                XX     Not classified              Monaco    7.418910
#> 174                XF               IBRD            Chisinau   28.849700
#> 175              <NA>         Aggregates                <NA>          NA
#> 176                XI                IDA        Antananarivo   45.716700
#> 177                XI                IDA                Male   73.510900
#> 178              <NA>         Aggregates                <NA>          NA
#> 179                XF               IBRD         Mexico City  -99.127600
#> 180                XI                IDA              Majuro  171.135000
#> 181              <NA>         Aggregates                <NA>          NA
#> 182                XF               IBRD              Skopje   21.436100
#> 183                XI                IDA              Bamako   -7.500340
#> 184                XX     Not classified            Valletta   14.518900
#> 185                XI                IDA           Naypyidaw   95.956200
#> 186              <NA>         Aggregates                <NA>          NA
#> 187                XF               IBRD           Podgorica   19.259500
#> 188                XF               IBRD         Ulaanbaatar  106.937000
#> 189                XX     Not classified              Saipan  145.765000
#> 190                XI                IDA              Maputo   32.571300
#> 191                XI                IDA          Nouakchott  -15.982400
#> 192                XF               IBRD          Port Louis   57.497700
#> 193                XI                IDA            Lilongwe   33.770300
#> 194                XF               IBRD        Kuala Lumpur  101.684000
#> 195              <NA>         Aggregates                <NA>          NA
#> 196              <NA>         Aggregates                <NA>          NA
#> 197                XF               IBRD            Windhoek   17.093100
#> 198                XX     Not classified             Noum'ea  166.464000
#> 199                XI                IDA              Niamey    2.107300
#> 200                XH              Blend               Abuja    7.489060
#> 201                XI                IDA             Managua  -86.273400
#> 202                XX     Not classified           Amsterdam    4.890950
#> 203                XX     Not classified                Oslo   10.738700
#> 204                XI                IDA           Kathmandu   85.315700
#> 205              <NA>         Aggregates                <NA>          NA
#> 206                XF               IBRD      Yaren District  166.920867
#> 207              <NA>         Aggregates                <NA>          NA
#> 208                XX     Not classified          Wellington  174.776000
#> 209              <NA>         Aggregates                <NA>          NA
#> 210                XX     Not classified              Muscat   58.587400
#> 211              <NA>         Aggregates                <NA>          NA
#> 212                XH              Blend           Islamabad   72.800000
#> 213                XF               IBRD         Panama City  -79.518800
#> 214                XF               IBRD                Lima  -77.046500
#> 215                XF               IBRD              Manila  121.035000
#> 216                XF               IBRD               Koror  134.479000
#> 217                XH              Blend        Port Moresby  147.194000
#> 218                XF               IBRD              Warsaw   21.020000
#> 219              <NA>         Aggregates                <NA>          NA
#> 220                XX     Not classified            San Juan  -66.000000
#> 221                XX     Not classified           Pyongyang  125.754000
#> 222                XX     Not classified              Lisbon   -9.135520
#> 223                XF               IBRD            Asuncion  -57.636200
#> 224                XX     Not classified                <NA>          NA
#> 225              <NA>         Aggregates                <NA>          NA
#> 226              <NA>         Aggregates                <NA>          NA
#> 227                XX     Not classified             Papeete -149.570000
#> 228                XX     Not classified                Doha   51.508200
#> 229                XF               IBRD           Bucharest   26.097900
#> 230              <NA>         Aggregates                <NA>          NA
#> 231                XF               IBRD              Moscow   37.617600
#> 232                XI                IDA              Kigali   30.058700
#> 233              <NA>         Aggregates                <NA>          NA
#> 234                XX     Not classified              Riyadh   46.697700
#> 235                XI                IDA            Khartoum   32.536300
#> 236                XI                IDA               Dakar  -17.473400
#> 237                XX     Not classified           Singapore  103.850000
#> 238                XI                IDA             Honiara  159.949000
#> 239                XI                IDA            Freetown  -13.213400
#> 240                XF               IBRD        San Salvador  -89.207300
#> 241                XX     Not classified          San Marino   12.448600
#> 242                XI                IDA           Mogadishu   45.325400
#> 243                XF               IBRD            Belgrade   20.465600
#> 244              <NA>         Aggregates                <NA>          NA
#> 245                XI                IDA                Juba   31.600000
#> 246              <NA>         Aggregates                <NA>          NA
#> 247              <NA>         Aggregates                <NA>          NA
#> 248                XI                IDA            Sao Tome    6.607100
#> 249                XH              Blend          Paramaribo  -55.167900
#> 250                XX     Not classified          Bratislava   17.107300
#> 251                XX     Not classified           Ljubljana   14.504400
#> 252                XX     Not classified           Stockholm   18.064500
#> 253                XH              Blend             Mbabane   31.465900
#> 254                XX     Not classified         Philipsburg          NA
#> 255              <NA>         Aggregates                <NA>          NA
#> 256                XF               IBRD            Victoria   55.446600
#> 257                XI                IDA            Damascus   36.311900
#> 258                XX     Not classified          Grand Turk  -71.141389
#> 259                XI                IDA           N'Djamena   15.044500
#> 260              <NA>         Aggregates                <NA>          NA
#> 261              <NA>         Aggregates                <NA>          NA
#> 262                XI                IDA                Lome    1.225500
#> 263                XF               IBRD             Bangkok  100.521000
#> 264                XI                IDA            Dushanbe   68.786400
#> 265                XF               IBRD            Ashgabat   58.379400
#> 266              <NA>         Aggregates                <NA>          NA
#> 267                XH              Blend                Dili  125.567000
#> 268              <NA>         Aggregates                <NA>          NA
#> 269                XI                IDA          Nuku'alofa -175.216000
#> 270              <NA>         Aggregates                <NA>          NA
#> 271              <NA>         Aggregates                <NA>          NA
#> 272                XF               IBRD       Port-of-Spain  -61.478900
#> 273                XF               IBRD               Tunis   10.210000
#> 274                XF               IBRD              Ankara   32.360600
#> 275                XI                IDA            Funafuti  179.089567
#> 276                XI                IDA              Dodoma   35.738200
#> 277                XI                IDA             Kampala   32.572900
#> 278                XF               IBRD                Kiev   30.503800
#> 279              <NA>         Aggregates                <NA>          NA
#> 280                XF               IBRD          Montevideo  -56.067500
#> 281                XX     Not classified     Washington D.C.  -77.032000
#> 282                XH              Blend            Tashkent   69.269000
#> 283                XH              Blend           Kingstown  -61.265300
#> 284                XF               IBRD             Caracas  -69.837100
#> 285                XX     Not classified           Road Town  -64.623056
#> 286                XX     Not classified    Charlotte Amalie  -64.896300
#> 287                XF               IBRD               Hanoi  105.825000
#> 288                XI                IDA           Port-Vila  168.321000
#> 289              <NA>         Aggregates                <NA>          NA
#> 290                XI                IDA                Apia -171.752000
#> 291                XI                IDA            Pristina   20.926000
#> 292              <NA>         Aggregates                <NA>          NA
#> 293                XI                IDA              Sana'a   44.207500
#> 294                XF               IBRD            Pretoria   28.187100
#> 295                XI                IDA              Lusaka   28.293700
#> 296                XH              Blend              Harare   31.067200
#>       latitude
#> 1    12.516700
#> 2           NA
#> 3    34.522800
#> 4           NA
#> 5           NA
#> 6    -8.811550
#> 7    41.331700
#> 8    42.507500
#> 9           NA
#> 10   24.476400
#> 11  -34.611800
#> 12   40.159600
#> 13  -14.284600
#> 14   17.117500
#> 15  -35.282000
#> 16   48.220100
#> 17   40.383400
#> 18   -3.378400
#> 19          NA
#> 20          NA
#> 21   50.837100
#> 22    6.477900
#> 23   12.360500
#> 24   23.705500
#> 25   42.710500
#> 26          NA
#> 27   26.192100
#> 28   25.066100
#> 29   43.860700
#> 30          NA
#> 31   53.967800
#> 32   17.253400
#> 33          NA
#> 34   32.329300
#> 35  -13.990800
#> 36  -15.780100
#> 37   13.093500
#> 38    4.941990
#> 39          NA
#> 40   27.576800
#> 41  -24.654400
#> 42          NA
#> 43    5.630560
#> 44   45.421500
#> 45          NA
#> 46          NA
#> 47          NA
#> 48   46.948000
#> 49          NA
#> 50  -33.475000
#> 51   40.049500
#> 52    5.332000
#> 53          NA
#> 54          NA
#> 55    3.872100
#> 56   -4.325000
#> 57   -4.276700
#> 58    4.609870
#> 59  -11.698600
#> 60   14.921800
#> 61    9.637010
#> 62          NA
#> 63          NA
#> 64   23.133300
#> 65          NA
#> 66   19.302200
#> 67   35.167600
#> 68   50.087800
#> 69          NA
#> 70          NA
#> 71   52.523500
#> 72   11.580600
#> 73          NA
#> 74   15.297600
#> 75          NA
#> 76   55.676300
#> 77          NA
#> 78   18.479000
#> 79          NA
#> 80          NA
#> 81          NA
#> 82   36.739700
#> 83          NA
#> 84          NA
#> 85          NA
#> 86          NA
#> 87          NA
#> 88   -0.229498
#> 89   30.098200
#> 90          NA
#> 91   15.331500
#> 92   40.416700
#> 93   59.439200
#> 94    9.022740
#> 95          NA
#> 96          NA
#> 97   60.160800
#> 98  -18.114900
#> 99   48.856600
#> 100  61.892600
#> 101   6.917710
#> 102         NA
#> 103   0.388320
#> 104  51.500200
#> 105  41.710000
#> 106   5.570450
#> 107         NA
#> 108   9.516670
#> 109  13.449500
#> 110  11.803700
#> 111   3.752300
#> 112  37.979200
#> 113  12.065300
#> 114  64.183600
#> 115  14.624800
#> 116  13.444300
#> 117   6.804610
#> 118         NA
#> 119  22.396400
#> 120  15.133300
#> 121         NA
#> 122  45.806900
#> 123  18.539200
#> 124  47.498400
#> 125         NA
#> 126         NA
#> 127         NA
#> 128         NA
#> 129         NA
#> 130  -6.197520
#> 131         NA
#> 132  54.150900
#> 133  28.635300
#> 134         NA
#> 135  53.344100
#> 136  35.687800
#> 137  33.330200
#> 138  64.135300
#> 139  31.771700
#> 140  41.895500
#> 141  17.992700
#> 142  31.949700
#> 143  35.670000
#> 144  51.187900
#> 145  -1.279750
#> 146  42.885100
#> 147  11.555600
#> 148   1.329050
#> 149  17.300000
#> 150  37.532300
#> 151  29.372100
#> 152         NA
#> 153  18.582600
#> 154  33.887200
#> 155   6.300390
#> 156  32.857800
#> 157  14.000000
#> 158         NA
#> 159         NA
#> 160         NA
#> 161  47.141100
#> 162   6.921480
#> 163         NA
#> 164         NA
#> 165 -29.520800
#> 166         NA
#> 167  54.689600
#> 168  49.610000
#> 169  56.946500
#> 170  22.166700
#> 171         NA
#> 172  33.990500
#> 173  43.732500
#> 174  47.016700
#> 175         NA
#> 176 -20.466700
#> 177   4.174200
#> 178         NA
#> 179  19.427000
#> 180   7.110460
#> 181         NA
#> 182  42.002400
#> 183  13.566700
#> 184  35.904200
#> 185  21.914000
#> 186         NA
#> 187  42.460200
#> 188  47.912900
#> 189  15.193500
#> 190 -25.966400
#> 191  18.236700
#> 192 -20.160500
#> 193 -13.989900
#> 194   3.124330
#> 195         NA
#> 196         NA
#> 197 -22.564800
#> 198 -22.267700
#> 199  13.514000
#> 200   9.058040
#> 201  12.147500
#> 202  52.373800
#> 203  59.913800
#> 204  27.693900
#> 205         NA
#> 206  -0.547700
#> 207         NA
#> 208 -41.286500
#> 209         NA
#> 210  23.610500
#> 211         NA
#> 212  30.516700
#> 213   8.994270
#> 214 -12.093100
#> 215  14.551500
#> 216   7.341940
#> 217  -9.473570
#> 218  52.260000
#> 219         NA
#> 220  18.230000
#> 221  39.031900
#> 222  38.707200
#> 223 -25.300500
#> 224         NA
#> 225         NA
#> 226         NA
#> 227 -17.535000
#> 228  25.294800
#> 229  44.447900
#> 230         NA
#> 231  55.755800
#> 232  -1.953250
#> 233         NA
#> 234  24.674800
#> 235  15.593200
#> 236  14.724700
#> 237   1.289410
#> 238  -9.426760
#> 239   8.482100
#> 240  13.703400
#> 241  43.932200
#> 242   2.075150
#> 243  44.802400
#> 244         NA
#> 245   4.850000
#> 246         NA
#> 247         NA
#> 248   0.206180
#> 249   5.823200
#> 250  48.148400
#> 251  46.054600
#> 252  59.332700
#> 253 -26.522500
#> 254         NA
#> 255         NA
#> 256  -4.630900
#> 257  33.514600
#> 258  21.460278
#> 259  12.104800
#> 260         NA
#> 261         NA
#> 262   6.122800
#> 263  13.730800
#> 264  38.587800
#> 265  37.950900
#> 266         NA
#> 267  -8.566670
#> 268         NA
#> 269 -21.136000
#> 270         NA
#> 271         NA
#> 272  10.659600
#> 273  36.789900
#> 274  39.715300
#> 275  -8.631488
#> 276  -6.174860
#> 277   0.314269
#> 278  50.453600
#> 279         NA
#> 280 -34.894100
#> 281  38.889500
#> 282  41.305200
#> 283  13.203500
#> 284   9.081650
#> 285  18.431389
#> 286  18.335800
#> 287  21.006900
#> 288 -17.740400
#> 289         NA
#> 290 -13.831400
#> 291  42.565000
#> 292         NA
#> 293  15.352000
#> 294 -25.746000
#> 295 -15.398200
#> 296 -17.831200