******************************* * Standardises Country Names and Matches them with their IMF Country Code * Created by Christopher Gandrud * Updated 29 March 2012 ******************************* ******************************************************* * Updated by Yury Bosin, University of New Mexico * Last Updated 14 Septmber 2015 * Added ISO alpha-3 country codes, 15 July 2013 * Added ISO numerical country codes, 16 July 2013 ******************************************************** * Instructions: * Open your dataset * Run this file: Menu -> File -> Do... * Country name variable should be country (case sensitive) * After running the do file all country names will be standardized * Three new variables will be created: * imfcode (country three-digit numeric codes according to IMF classification), * iso_a3 (country three-letter codes according to ISO 3166 Alpha-3 classification), and * iso_num (country three-digit numeric codes according to ISO 3166 classification) * Run the do file on all datasets, then merge using either of the variables. * ISO numeric classification seems to be the most comprehensive. * Check the dataset for duplicates and missing values ****************************************************************** * Feel free to update the file ******************************************************************** gen imfcode = . replace country = "Afghanistan" if country == "Afghanistan, Rep. of." replace country = "Afghanistan" if country == "afghanistan" replace imfcode = 512 if country =="Afghanistan" replace country = "Albania" if country == "albania" replace country = "Albania" if country == "AL" replace imfcode = 914 if country =="Albania" replace country = "Algeria" if country == "algeria" replace country = "Algeria" if country == "DZ" replace imfcode = 612 if country =="Algeria" replace country = "American Samoa" if country == "am_samoa" replace imfcode = 859 if country =="American Samoa" replace country = "Andorra" if country == "AD" replace country = "Angola" if country == "angola" replace imfcode = 614 if country =="Angola" replace country = "Antigua and Barbuda" if country == "antigua_barb" replace country = "Antigua and Barbuda" if country == "Antigua & Barbuda" replace country = "Antigua and Barbuda" if country == "Antigua and Barbuba" replace country = "Antigua and Barbuda" if country == "AntiguaandBarbuda" replace country = "Antigua and Barbuda" if country == "antiguaandbarbuda" replace imfcode = 311 if country =="Antigua and Barbuda" replace country = "Argentina" if country == "argentina" replace country = "Argentina" if country == "AR" replace country = "Argentina" if country == "argentina" replace country = "Argentina" if country == "argentin" replace country = "Argentina" if country == "ARGENTINA" replace imfcode = 213 if country =="Argentina" replace country = "Armenia" if country == "armenia" replace country = "Armenia" if country == "AM" replace imfcode = 911 if country =="Armenia" replace country = "Australia" if country == "AUSTRALIA" replace country = "Australia" if country == "australia" replace country = "Australia" if country == "AU" replace imfcode = 193 if country =="Australia" replace country = "Austria" if country == "AUSTRIA" replace country = "Austria" if country == "austria" replace imfcode = 122 if country =="Austria" replace country = "Aruba" if country == "aruba" replace imfcode = 314 if country =="Aruba" replace country = "Azerbaijan" if country == "azerbaijan" replace country = "Azerbaijan" if country == "Azerbajan" replace country = "Azerbaijan" if country == "AZ" replace imfcode = 912 if country =="Azerbaijan" replace country = "Bahamas" if country == "bahamas" replace country= "Bahamas" if country == "Bahamas, The" replace country= "Bahamas" if country == "Bahamas,The" replace country= "Bahamas" if country == " Bahamas, The " replace imfcode = 313 if country =="Bahamas" replace country = "Bahrain" if country == "bahrain" replace imfcode = 419 if country =="Bahrain" replace country = "Bangladesh" if country == "bangladesh" replace country = "Bangladesh" if country == "BD" replace imfcode = 513 if country =="Bangladesh" replace country = "Barbados" if country == "barbados" replace imfcode = 316 if country =="Barbados" replace country = "Belarus" if country == "Belarus (Byelorussia)" replace country = "Belarus" if country == "belarus" replace country = "Belarus" if country == "BY" replace imfcode = 913 if country =="Belarus" replace country = "Belgium" if country == "belgium" replace country = "Belgium" if country == "BELGIUM" replace imfcode = 124 if country =="Belgium" replace country = "Belize" if country == "belize" replace imfcode = 339 if country =="Belize" replace country = "Benin" if country == "benin" replace country = "Benin" if country == "Benin (Dahomey)" replace imfcode = 638 if country =="Benin" replace country = "Bermuda" if country == "bermuda" replace imfcode = 319 if country =="Bermuda" replace country = "Bhutan" if country == "bhutan" replace imfcode = 514 if country =="Bhutan" replace country = "Bolivia" if country == "bolivia" replace imfcode = 218 if country =="Bolivia" replace country = "Bosnia and Herzegovina" if country == "bosnia_herzeg" replace country = "Bosnia and Herzegovina" if country == "Bosnia Herzegovenia" replace country = "Bosnia and Herzegovina" if country == "BA" replace country = "Bosnia and Herzegovina" if country == "bosnia" replace country = "Bosnia and Herzegovina" if country == "Bosnia" replace country = "Bosnia and Herzegovina" if country == "Bosnia-Herz" replace country = "Bosnia and Herzegovina" if country == "Bosnia-Herzegovina" replace country = "Bosnia and Herzegovina" if country == "BosniaandHerzegovina" replace country = "Bosnia and Herzegovina" if country == "bosniaandherzegovina" replace country = "Bosnia and Herzegovina" if country == "Bosnia & Herzegovina" replace imfcode = 963 if country == "Bosnia and Herzegovina" replace country = "Botswana" if country == "botswana" replace imfcode = 616 if country =="Botswana" replace country = "Brazil" if country == "brazil" replace country = "Brazil" if country == "BRAZIL" replace country = "Brazil" if country == "BR" replace imfcode = 223 if country =="Brazil" replace country = "Brunei Darussalam" if country == "Brunei" replace country = "Brunei Darussalam" if country == "BruneiDarussalam" replace country = "Brunei Darussalam" if country == "brunei" replace imfcode = 516 if country =="Brunei Darussalam" replace country = "Bulgaria" if country == "bulgaria" replace country = "Bulgaria" if country == "BG" replace imfcode = 918 if country =="Bulgaria" replace country = "Burkina Faso" if country == "Burkina Faso (Upper Volta)" replace country = "Burkina Faso" if country == "burkina_faso" replace country = "Burkina Faso" if country == "burkinafaso" replace country = "Burkina Faso" if country == "BurkinaFaso" replace country = "Burkina Faso" if country == "BF" replace imfcode = 748 if country =="Burkina Faso" replace country = "Burundi" if country == "burundi" replace imfcode = 618 if country =="Burundi" replace country = "Cambodia" if country == "cambodia" replace country = "Cambodia" if country == "Cambodia (Kampuchea)" replace imfcode = 522 if country =="Cambodia" replace country = "Cameroon" if country == "cameroon" replace imfcode = 622 if country =="Cameroon" replace country = "Canada" if country == "canada" replace country = "Canada" if country == "CANADA" replace country = "Canada" if country == "CA" replace imfcode = 156 if country =="Canada" replace country = "Cabo Verde" if country == "C. Verde Is." replace country = "Cabo Verde" if country == "cape_verde" replace country = "Cabo Verde" if country == "capeverde" replace country = "Cabo Verde" if country == "CapeVerde" replace country = "Cabo Verde" if country == "Cape Verde" replace imfcode = 624 if country =="Cabo Verde" replace country = "Cayman Islands" if country == "cayman_is" replace country = "Cayman Islands" if country == "CaymanIslands" replace country = "Cayman Islands" if country == "caymanislands" replace imfcode = 377 if country =="Cayman Islands" replace country = "Central African Republic" if country == "car" replace country = "Central African Republic" if country == "Cen African Rep" replace country = "Central African Republic" if country == "Cent. Af. Rep." replace country = "Central African Republic" if country == "Central African Rep." replace country = "Central African Republic" if country == "CentralAfricanRepublic" replace country = "Central African Republic" if country == "centralafricanrepublic" replace imfcode = 626 if country =="Central African Republic" replace country = "Chad" if country == "chad" replace imfcode = 628 if country =="Chad" replace country = "Channel Islands" if country == "Jersey, Channel Islands" replace country = "Channel Islands" if country == "Jersey" replace country = "Channel Islands" if country == "channel islands" replace country = "Chile" if country == "CHILE" replace country = "Chile" if country == "CL" replace country = "Chile" if country == "chile" replace imfcode = 228 if country =="Chile" replace country = "China" if country == "PRC" replace country = "China" if country == "China (P.R.C.)" replace country = "China" if country == "china" replace country = "China" if country == "CN" replace country = "China" if country == "China, P.R." replace imfcode = 924 if country =="China" replace country = "Colombia" if country == "COLOMBIA" replace country = "Colombia" if country == "CO" replace country = "Colombia" if country == "colombia" replace imfcode = 233 if country =="Colombia" replace country = "Comoros" if country == "Comoro Is." replace country = "Comoros" if country == "comoros" replace country = "Comoros" if country == "comoroislands" replace imfcode = 632 if country =="Comoros" replace country = "Congo, Dem. Rep." if country == "Congo, Dem. Rep. of" replace country = "Congo, Dem. Rep." if country == "Congo, Democratic Republic of / Za" replace country = "Congo, Dem. Rep." if country == "Dem. Rep. of the Congo" replace country = "Congo, Dem. Rep." if country == "Congo,Dem.Rep." replace country = "Congo, Dem. Rep." if country == "congo__dem_" replace country = "Congo, Dem. Rep." if country == "zairecongokinshasa" replace country = "Congo, Dem. Rep." if country == "Congo Kinshasa" replace country = "Congo, Dem. Rep." if country == "Congo, Kinshasa" replace country = "Congo, Dem. Rep." if country == "Congo (Kinshasa)" replace country = "Congo, Dem. Rep." if country == "Congo-Kinshasa" replace country = "Congo, Dem. Rep." if country == "Congo, Dem. Rep." replace country = "Congo, Dem. Rep." if country == " Congo, Dem. Rep." replace country = "Congo, Dem. Rep." if country == "Congo, DR" replace country = "Congo, Dem. Rep." if country == "zaire" replace country = "Congo, Dem. Rep." if country == "Zaire" replace country = "Congo, Dem. Rep." if country == "Congo, Democratic Republic of (Zaire)" replace country = "Congo, Dem. Rep." if country == "Congo, Dem. Rep. (Zaire)" replace country = "Congo, Dem. Rep." if country == "Congo, Democratic Republic of" replace country = "Congo, Dem. Rep." if country == "Democratic Republic of the Congo" replace country = "Congo, Dem. Rep." if country == "Zaire (Democ Republic Congo)" replace country = "Congo, Dem. Rep." if country == "Congo, Dem. Rep." replace country = "Congo, Dem. Rep." if country == "Congo (DRC)" replace country = "Congo, Dem. Rep." if country == "Dem.Rep. of the Congo" replace imfcode = 636 if country == "Congo, Dem. Rep." replace country = "Congo, Rep." if country == "congo__rep_" replace country = "Congo, Rep." if country == "Congo" replace country = "Congo, Rep." if country == "Congo, Rep." replace country = "Congo, Rep." if country == "Congo, Republic of the" replace country = "Congo, Rep." if country == "CongoRep" replace country = "Congo, Rep." if country == "CongoRep" replace country = "Congo, Rep." if country == "Rep. of the Congo" replace country = "Congo, Rep." if country == "congorep" replace country = "Congo, Rep." if country == "Congo,Rep." replace country = "Congo, Rep." if country == "Congo Brazzaville" replace country = "Congo, Rep." if country == "Congo, Brazzaville" replace country = "Congo, Rep." if country == "Congo (Brazzaville)" replace country = "Congo, Rep." if country == "congobrazzaville" replace country = "Congo, Rep." if country == "Republic of Congo" replace country = "Congo, Rep." if country == "Congo, Rep. of" replace country = "Congo, Rep." if country == "Congo, Republic of" replace country = "Congo, Rep." if country == "Congo, Republic of (Brazzaville)" replace imfcode = 634 if country =="Congo, Rep." replace country = "Costa Rica" if country == "COSTA RICA" replace country = "Costa Rica" if country == "costa_rica" replace country = "Costa Rica" if country == "costarica" replace country = "Costa Rica" if country == "CostaRica" replace imfcode = 238 if country =="Costa Rica" replace country = "Cote dIvoire" if country == "Cote d`Ivoire" replace country = "Cote dIvoire" if country == "Cote d'Ivoire" replace country = "Cote dIvoire" if country == "Coted'Ivoire" replace country = "Cote dIvoire" if country == "Ivory Coast" replace country = "Cote dIvoire" if country == "cote_d_ivoire" replace country = "Cote dIvoire" if country == "CtedIvoire" replace country = "Cote dIvoire" if country == "Cote DIvoire" replace country = "Cote dIvoire" if country == "COTE D'IVOIRE" replace country = "Cote dIvoire" if country == "C?te d'Ivoire" replace country = "Cote dIvoire" if country == "Cote D?Ivoire" replace country = "Cote dIvoire" if country == "C?te d?Ivoire" replace country = "Cote dIvoire" if country == "C?te d'Ivoire" replace country = "Cote dIvoire" if country == "ctedivoire" replace country = "Cote dIvoire" if country == "Cote d'Ivoire (Ivory Coast)" replace country = "Cote dIvoire" if country == "Ivory Coast (Cote d'Ivoire)" replace country = "Cote dIvoire" if country == "Côte D'Ivoire" replace imfcode = 662 if country =="Cote dIvoire" replace country = "Croatia" if country == "croatia" replace country = "Croatia" if country == "HR" replace imfcode = 960 if country =="Croatia" replace country = "Cuba" if country == "cuba" replace imfcode = 928 if country =="Cuba" replace country = "Cyprus" if country == "Greek Cyprus" replace country = "Cyprus" if country == "cyprus" replace country = "Cyprus" if country == "CY" replace imfcode = 423 if country =="Cyprus" replace country = "Curaçao" if country == "Curacao" replace country = "Czechoslovakia" if country == "Czechoslovakia" replace country = "Czech Republic" if country == "Czech Rep." replace country = "Czech Republic" if country == "CZ" replace country = "Czech Republic" if country == "CzechRepublic" replace country = "Czech Republic" if country == "czech_rep" replace country = "Czech Republic" if country == "czechrep" replace country = "Czech Republic" if country == "czechrepublic" replace country = "Czech Republic" if country == "Czech Republic (Czechoslovakia)" replace imfcode = 935 if country =="Czech Republic" replace country = "Denmark" if country == "denmark" replace country = "Denmark" if country == "DENMARK" replace imfcode = 128 if country =="Denmark" replace country = "Djibouti" if country == "djibouti" replace imfcode = 611 if country =="Djibouti" replace country = "Dominica" if country == "dominica" replace imfcode = 321 if country =="Dominica" replace country = "Dominican Republic" if country == "Dom. Rep." replace country = "Dominican Republic" if country == "DO" replace country = "Dominican Republic" if country == "dominican_rep" replace country = "Dominican Republic" if country == "dominicanrep" replace country = "Dominican Republic" if country == "Dominican Rep" replace country = "Dominican Republic" if country == "DominicanRepublic" replace country = "Dominican Republic" if country == "dominicanrepublic" replace imfcode = 243 if country =="Dominican Republic" replace country = "Ecuador" if country == "ecuador" replace country = "Ecuador" if country == "ECUADOR" replace imfcode = 248 if country =="Ecuador" replace country = "Egypt" if country == "egypt" replace country = "Egypt" if country == "Egypt, Arab Rep." replace country = "Egypt" if country == "Egypt,ArabRep." replace country = "Egypt" if country == "EgyptArabRep" replace country = "Egypt" if country == "egyptarabrep" replace country = "Egypt" if country == " Egypt, Arab Rep." replace country = "Egypt" if country == "EGYPT" replace country = "Egypt" if country == "EG" replace imfcode = 469 if country =="Egypt" replace country = "El Salvador" if country == "el_salvador" replace country = "El Salvador" if country == "elsalvador" replace country = "El Salvador" if country == "ElSalvador" replace country = "El Salvador" if country == "Salvador, El" replace country = "El Salvador" if country == "SV" replace imfcode = 253 if country =="El Salvador" replace country = "Equatorial Guinea" if country == "equat_guinea" replace country = "Equatorial Guinea" if country == "equatorialguinea" replace country = "Equatorial Guinea" if country == "EquatorialGuinea" replace country = "Equatorial Guinea" if country == "Eq. Guinea" replace imfcode = 642 if country =="Equatorial Guinea" replace country = "Eritrea" if country == "eritrea" replace imfcode = 643 if country =="Eritrea" replace country = "Estonia" if country == "estonia" replace country = "Estonia" if country == "EE" replace imfcode = 939 if country =="Estonia" replace country = "Ethiopia" if country == "ethiopia" replace country = "Ethiopia" if country == "ET" replace country = "Ethiopia" if country == "eritreaethiopia" replace imfcode = 644 if country =="Ethiopia" replace country = "Faeroe Islands" if country == "faeroe_is" replace imfcode = 816 if country =="Faeroe Islands" replace country = "Fiji" if country == "fiji" replace imfcode = 819 if country =="Fiji" replace country = "Finland" if country == "finland" replace country = "Finland" if country == "FI" replace country = "Finland" if country == "FINLAND" replace imfcode = 172 if country =="Finland" replace country = "France" if country == "france" replace country = "France" if country == "FRANCE" replace country = "France" if country == "FR" replace imfcode = 132 if country =="France" replace country = "French Polynesia" if country == "french_poly" replace country = "French Polynesia" if country == "FrenchPolynesia" replace imfcode = 887 if country =="French Polynesia" replace country = "Gabon" if country == "gabon" replace imfcode = 646 if country =="Gabon" replace country = "Gambida" if country == "gambia" replace country = "Gambia" if country =="Gambia, The" replace country = "Gambia" if country =="Gambia,The" replace country = "Gambia" if country =="Gambia, The " replace country = "Gambia" if country =="Gambia, The " replace imfcode = 648 if country =="Gambia" replace country = "Georgia" if country == "georgia" replace country = "Georgia" if country == "GE" replace imfcode = 915 if country =="Georgia" replace country = "GDR" if country == "germany_east" replace country = "East Germany" if country == "Germany East" replace country = "East Germany" if country == "GDR" replace country = "Germany" if country == "germany" replace country = "Germany" if country == "FRG/Germany" replace country = "Germany" if country == "Germany West" replace country = "Germany" if country == "DE" replace country = "Germany" if country == "German Federal Republic" replace country = "Germany" if country == "GERMANY" replace imfcode = 134 if country =="Germany" replace country = "Ghana" if country == "ghana" replace country = "Ghana" if country == "GHANA" replace country = "Ghana" if country == "GH" replace imfcode = 652 if country =="Ghana" replace country = "Gibraltar" if country == "gibraltar" replace imfcode = 823 if country == "Gibraltar" replace country = "Greece" if country == "greece" replace country = "Greece" if country == "GREECE" replace imfcode = 174 if country =="Greece" replace country = "Greenland" if country == "greenland" replace imfcode = 326 if country =="Greenland" replace country = "Grenada" if country == "grenada" replace imfcode = 328 if country =="Grenada" replace country = "Guam" if country == "guam" replace imfcode = 829 if country =="Guam" replace country = "Guatemala" if country == "guatemala" replace country = "Guatemala" if country == "GT" replace imfcode = 258 if country =="Guatemala" replace country = "Guinea" if country == "guinea" replace imfcode = 656 if country =="Guinea" replace country = "Guinea Bissau" if country == "guinea_bissau" replace country = "Guinea Bissau" if country == "guineabissau" replace country = "Guinea Bissau" if country =="Guinea-Bissau" replace country = "Guinea Bissau" if country =="GuineaBissau" replace imfcode = 654 if country =="Guinea Bissau" replace country = "Guyana" if country == "guyana" replace imfcode = 336 if country =="Guyana" replace country = "Haiti" if country == "haiti" replace country = "Haiti" if country == "hati" replace imfcode = 263 if country =="Haiti" replace country = "Honduras" if country == "honduras" replace imfcode = 268 if country =="Honduras" replace country = "Hong Kong" if country == "hong_kong" replace country = "Hong Kong" if country == "HK" replace country = "Hong Kong" if country == "hongkong" replace country = "Hong Kong" if country == "HONG KONG" replace country = "Hong Kong" if country == "Hongkong" replace country = "Hong Kong" if country == "Hong Kong, China" replace country = "Hong Kong" if country == "HongKongChina" replace country = "Hong Kong" if country == "hongkongchina" replace country = "Hong Kong" if country == "Hong Kong, China" replace country = "Hong Kong" if country == "Hong Kong SAR, China" replace country = "Hong Kong" if country == "Hong Kong Sar, China" replace country = "Hong Kong" if country == "HongKongSAR,China" replace country = "Hong Kong" if country == "Hong Kong SAR" replace country = "Hong Kong" if country == "China, P.R.: Hong Kong" replace imfcode = 532 if country =="Hong Kong" replace country = "Hungary" if country == "hungary" replace country = "Hungary" if country == "HU" replace imfcode = 944 if country =="Hungary" replace country = "Iceland" if country == "iceland" replace country = "Iceland" if country == "ICELAND" replace imfcode = 176 if country =="Iceland" replace country = "India" if country == "india" replace country = "India" if country == "INDIA" replace country = "India" if country == "IN" replace imfcode = 534 if country =="India" replace country = "Indonesia" if country == "indonesia" replace country = "Indonesia" if country == "INDONESIA" replace country = "Indonesia" if country == "ID" replace imfcode = 536 if country =="Indonesia" replace country = "Iran" if country == "Iran, Islamic Rep." replace country = "Iran" if country == "IR" replace country = "Iran" if country == "Iran,IslamicRep." replace country = "Iran" if country == "Iran, Islamic Rep." replace country = "Iran" if country == "iran" replace country = "Iran" if country == "Iran, Islamic Rep. of" replace country = "Iran" if country == "Iran, Islamic Republic of" replace country = "Iran" if country == "Iran, I.R. of" replace country = "Iran" if country == "Iran (Persia)" replace imfcode = 429 if country =="Iran" replace country = "Iraq" if country == "iraq" replace country = "Iraq" if country == "IQ" replace imfcode = 433 if country =="Iraq" replace country = "Ireland" if country == "ireland" replace country = "Ireland" if country == "IRELAND" replace imfcode = 178 if country =="Ireland" replace country = "Isle of Man" if country == "isle_of_man" replace country = "Isle of Man" if country == "Isle Of Man" replace imfcode = . if country =="Isle of Man" replace country = "Israel" if country == "ISRAEL" replace country = "Israel" if country == "IL" replace country = "Israel" if country == "israel" replace imfcode = 436 if country =="Israel" replace country = "Italy" if country == "Italy/Sardinia" replace country = "Italy" if country == "italy" replace country = "Italy" if country == "ITALY" replace country = "Italy" if country == "IT" replace imfcode = 136 if country =="Italy" replace country = "Jamaica" if country == "jamaica" replace country = "Jamaica" if country == "JAMAICA" replace imfcode = 343 if country =="Jamaica" replace country = "Japan" if country == "japan" replace country = "Japan" if country == "JAPAN" replace country = "Japan" if country == "JP" replace imfcode = 158 if country =="Japan" replace country = "Jordan" if country == "jordan" replace country = "Jordan" if country == "JORDAN" replace country = "Jordan" if country == "JO" replace imfcode = 439 if country =="Jordan" replace country = "Kazakhstan" if country == "kazakhstan" replace country = "Kazakhstan" if country == "Kazakstan" replace country = "Kazakhstan" if country == "kazakstan" replace imfcode = 916 if country =="Kazakhstan" replace country = "Kenya" if country == "kenya" replace country = "Kenya" if country == "KENYA" replace imfcode = 664 if country =="Kenya" replace country = "Kirabati" if country == "kiribati" replace imfcode = 826 if country =="Kiribati" replace country = "North Korea" if country == "PRK" replace country = "North Korea" if country == "Korea, North" replace country = "North Korea" if country == "Korea North" replace country = "North Korea" if country == "Korea (North)" replace country = "North Korea" if country == "Korea, Democratic People's Rep (N)" replace country = "North Korea" if country == "North Korea (Democratc People's Republic of Korea)" replace country = "North Korea" if country == "Korea, Democratic People's Republic of" replace country = "North Korea" if country == "Korea,Dem.Rep." replace country = "North Korea" if country == "Korea, Dem. Rep." replace country = "North Korea" if country == "Korea, Democratic People's Republic" replace country = "South Korea" if country == "ROK" replace country = "South Korea" if country == "korea" replace country = "South Korea" if country == "Korea, Republic of" replace country = "South Korea" if country == "KoreaRep" replace country = "South Korea" if country == "korearep" replace country = "South Korea" if country == "Korea Republic" replace country = "South Korea" if country == "Korea South" replace country = "South Korea" if country == "Korea, Rep." replace country = "South Korea" if country == "Korea,Rep." replace country = "South Korea" if country == "Korea, Rep." replace country = "South Korea" if country == "KR" replace country = "South Korea" if country == "Korea, Rep. of" replace country = "South Korea" if country == "Korea Rep" replace country = "South Korea" if country == "Korea, South" replace country = "South Korea" if country == "Korea (South)" replace country = "South Korea" if country == "KOREA" replace country = "South Korea" if country == "South Korea (Republic of Korea)" replace country = "South Korea" if country == "KOREA REP. OF" replace imfcode = 542 if country =="South Korea" replace country = "Kuwait" if country == "kuwait" replace country = "Kuwait" if country == "kuweit" replace country = "Kuwait" if country == "Kuweit" replace imfcode = 443 if country =="Kuwait" replace country = "Kyrgyzstan" if country == "kyrgyz_rep" replace country = "Kyrgyzstan" if country == "Kyrgyz Republic" replace country = "Kyrgyzstan" if country == "KG" replace country = "Kyrgyzstan" if country == "KyrgyzRepublic" replace country = "Kyrgyzstan" if country == "kyrgyzrepublic" replace country = "Kyrgyzstan" if country == "kyrgyzstan" replace country = "Kyrgyzstan" if country == "Kyrgyzstan" replace imfcode = 917 if country =="Kyrgyzstan" replace country = "Laos" if country == "lao" replace country = "Laos" if country == "Lao" replace country = "Laos" if country == "Lao People's Dem Rep" replace country = "Laos" if country == "laos" replace country = "Laos" if country == "Lao PDR" replace country = "Laos" if country == "Lao Pdr" replace country = "Laos" if country == "LaoPDR" replace country = "Laos" if country == "Lao P.D.R." replace country = "Laos" if country == "Lao People?s Dem. Rep." replace country = "Laos" if country == "Lao People's Democratic Republic" replace imfcode = 544 if country =="Laos" replace country = "Latvia" if country == "latvia" replace country = "Latvia" if country == "LV" replace imfcode = 941 if country =="Latvia" replace country = "Lebanon" if country == "lebanon" replace imfcode = 446 if country =="Lebanon" replace country = "Lesotho" if country == "lesotho" replace imfcode = 666 if country =="Lesotho" replace country = "Liberia" if country == "liberia" replace imfcode = 668 if country =="Liberia" replace country = "Libya" if country == "libya" replace imfcode = 672 if country =="Libya" replace country = "Lithuania" if country == "lithuania" replace country = "Lithuania" if country == "Lituania" replace country = "Lithuania" if country == "LT" replace imfcode = 946 if country =="Lithuania" replace country = "Luxembourg" if country == "luxembourg" replace country = "Luxembourg" if country == "Luxemburg" replace imfcode = 137 if country =="Luxembourg" replace country = "Macao" if country == "macao" replace country= "Macao" if country=="Macao, China" replace country= "Macao" if country=="Macau" replace country= "Macao" if country=="Macao SAR, China" replace country= "Macao" if country=="Macao Sar, China" replace country= "Macao" if country=="MacaoChina" replace country= "Macao" if country=="macaochina" replace country= "Macao" if country=="MacaoSAR,China" replace imfcode = 546 if country =="Macao" replace country = "Macedonia" if country == "macedonia" replace country = "Macedonia" if country == "Macedonia (Former Yug. Rep)" replace country = "Macedonia" if country == "Macedonia, Former Yugoslav Republic" replace country = "Macedonia" if country == "MK" replace country = "Macedonia" if country == "Macedonia, FYR" replace country = "Macedonia" if country == "Macedonia, Fyr" replace country = "Macedonia" if country == "Macedonia,FYR" replace country = "Macedonia" if country == "FYR Macedonia" replace country = "Macedonia" if country == "Macedonia, FYR" replace country = "Macedonia" if country == "Macedonia FYR" replace country = "Macedonia" if country == "MacedoniaFYR" replace country = "Macedonia" if country == "macedoniafyr" replace country = "Macedonia" if country == "Macedonia, Former Yugoslav Republic of" replace imfcode = 962 if country =="Macedonia" replace country = "Madagascar" if country == "madagascar" replace country = "Madagascar" if country == "Madagascar (Malagasy)" replace imfcode = 674 if country =="Madagascar" replace country = "Malawi" if country == "malawi" replace imfcode = 676 if country =="Malawi" replace country = "Malaysia" if country == "malaysia" replace country = "Malaysia" if country == "MALAYSIA" replace country = "Malaysia" if country == "MY" replace imfcode = 548 if country =="Malaysia" replace country = "Maldives" if country == "maldives" replace imfcode = 556 if country =="Maldives" replace country = "Mali" if country == "mali" replace country = "Mali" if country == "ML" replace imfcode = 678 if country =="Mali" replace country = "Malta" if country == "malta" replace imfcode = 181 if country =="Malta" replace country = "Marshall Islands" if country == "marshall_is" replace country = "Marshall Islands" if country == "MarshallIslands" replace imfcode = 867 if country =="Marshall Islands" replace country = "Mauritania" if country == "mauritania" replace imfcode = 682 if country =="Mauritania" replace country = "Mauritius" if country == "mauritius" replace imfcode = 684 if country =="Mauritius" replace country = "Mexico" if country == "mexico" replace country = "Mexico" if country == "MX" replace country = "Mexico" if country == "MEXICO" replace imfcode = 273 if country =="Mexico" replace country = "Micronesia" if country == "micronesia" replace country = "Micronesia" if country == "Micronesia, Fed. Sts." replace country = "Micronesia" if country == "Micronesia,Fed.Sts." replace country = "Micronesia" if country == "Micronesia, Fed. Sts." replace country = "Micronesia" if country == "Micronesia, Fed. States of" replace country = "Micronesia" if country == "Micronesia, Fed Stat" replace country = "Micronesia" if country == "Micronesia, Federated States" replace country = "Micronesia" if country == "Micronesia, Federated States of" replace country = "Micronesia" if country == "Micronesia (Federated States of)" replace imfcode = 868 if country =="Micronesia" replace country = "Moldova" if country == "moldova" replace country = "Moldova" if country == "MD" replace imfcode = 921 if country =="Moldova" replace country = "Mongolia" if country == "mongolia" replace imfcode = 948 if country =="Mongolia" replace country = "Montenegro" if country == "montenegro" replace imfcode = 943 if country =="Montenegro" replace country = "Morocco" if country == "morocco" replace country = "Morocco" if country == "MA" replace imfcode = 686 if country =="Morocco" replace country = "Mozambique" if country == "mozambique" replace imfcode = 688 if country =="Mozambique" replace country = "Myanmar" if country == "myanmar" replace country = "Myanmar" if country == "burma" replace country = "Myanmar" if country == "Myanmar (Burma)" replace country = "Myanmar" if country == "Burma (Myanmar)" replace country = "Myanmar" if country == "Burma" replace imfcode = 518 if country =="Myanmar" replace country = "Namibia" if country == "namibia" replace imfcode = 728 if country =="Namibia" replace country = "Nepal" if country == "nepal" replace imfcode = 558 if country =="Nepal" replace country = "Netherlands" if country == "netherlands" replace country = "Netherlands" if country == "NL" replace country = "Netherlands" if country == "Netherlands, The" replace country = "Netherlands" if country == "NETHERLANDS" replace imfcode = 138 if country =="Netherlands" replace country = "Netherlands Antilles" if country == "netherlands_antilles" replace country = "Netherlands Antilles" if country == "Netherlands Antilles (Former)" replace imfcode = 353 if country =="Netherlands Antilles" replace country = "New Caledonia" if country == "new_caledonia" replace country = "New Caledonia" if country == "NewCaledonia" replace imfcode = 839 if country =="new_caledonia" replace country = "New Zealand" if country == "new_zealand" replace country = "New Zealand" if country == "NZ" replace country = "New Zealand" if country == "NewZealand" replace country = "New Zealand" if country == "newzealand" replace country = "New Zealand" if country == "NEW ZEALAND" replace imfcode = 196 if country =="New Zealand" replace country = "Nicaragua" if country == "nicaragua" replace imfcode = 278 if country =="Nicaragua" replace country = "Niger" if country == "niger" replace imfcode = 692 if country =="Niger" replace country = "Nigeria" if country == "nigeria" replace country = "Nigeria" if country == "NIGERIA" replace country = "Nigeria" if country == "NG" replace imfcode = 694 if country =="Nigeria" replace country = "Norway" if country == "norway" replace country = "Norway" if country == "NORWAY" replace country = "Norway" if country == "NO" replace imfcode = 142 if country =="Norway" replace country = "Oman" if country == "oman" replace imfcode = 449 if country =="Oman" replace country = "Pakistan" if country == "pakistan" replace country = "Pakistan" if country == "PAKISTAN" replace country = "Pakistan" if country == "PK" replace imfcode = 564 if country =="Pakistan" replace country = "Palau" if country == "palau" replace imfcode = 565 if country =="Palau" replace country = "Panama" if country == "panama" replace imfcode = 283 if country =="Panama" replace country = "Papua New Guinea" if country == "papua_new_g_" replace country = "Papua New Guinea" if country == "P. N. Guinea" replace country = "Papua New Guinea" if country == "PapuaNewGuinea" replace country = "Papua New Guinea" if country == "papuanewguinea" replace imfcode = 853 if country =="Papua New Guinea" replace country = "Paraguay" if country == "paraguay" replace country = "Paraguay" if country == "PARAGUAY" replace imfcode = 288 if country =="Paraguay" replace country = "Peru" if country == "peru" replace country = "Peru" if country == "PE" replace country = "Peru" if country == "PERU" replace imfcode = 293 if country =="Peru" replace country = "Philippines" if country == "philippines" replace country = "Philippines" if country == "PH" replace country = "Philippines" if country == "PHILIPPINES" replace country = "Philippines" if country == "PH" replace imfcode = 566 if country =="Philippines" replace country = "Poland" if country == "poland" replace country = "Poland" if country == "PL" replace imfcode = 964 if country =="Poland" replace country = "Portugal" if country == "portugal" replace country = "Portugal" if country == "PORTUGAL" replace imfcode = 182 if country =="Portugal" replace country = "Puerto Rico" if country == "puerto_rico" replace country = "Puerto Rico" if country == "puertorico" replace country = "Puerto Rico" if country == "PuertoRico" replace country = "Puerto Rico" if country == "PR" replace imfcode = . if country =="Puerto Rico" replace country = "Qatar" if country == "qatar" replace imfcode = 453 if country =="Qatar" replace country = "Romania" if country == "romania" replace country = "Romania" if country == "RO" replace imfcode = 968 if country =="Romania" replace country = "Russian Federation" if country == "russia" replace country = "Russian Federation" if country == "RU" replace country = "Russian Federation" if country == "Russia (Soviet Union)" replace country = "Russian Federation" if country == "Russia (USSR)" replace country = "Russian Federation" if country == "Russia" replace country = "Russian Federation" if country == "RussianFederation" replace country = "Russian Federation" if country == "russianfederation" replace imfcode = 922 if country =="Russian Federation" replace country = "Rwanda" if country == "rwanda" replace country = "Rwanda" if country == "RW" replace imfcode = 714 if country =="Rwanda" replace country = "Samoa" if country == "samoa" replace country = "Samoa" if country == "Samoa/Western Samoa" replace country = "Samoa" if country == "Samoa (Western Samoa)" replace imfcode = 862 if country =="Samoa" replace country = "San Marino" if country == "san_marino" replace imfcode = 135 if country =="San Marino" replace country ="Saint Lucia" if country =="St. Lucia" replace imfcode = 342 if country =="Saint Lucia" replace country = "Sao Tome and Principe" if country == "sao_tome_pr" replace country = "Sao Tome and Principe" if country == "Sao Tome & Principe" replace country = "Sao Tome and Principe" if country == "S?o Tom?Eand Principe" replace country = "Sao Tome and Principe" if country == "SaoTomeandPrincipe" replace country = "Sao Tome and Principe" if country == "Sao Tome" replace country = "Sao Tome and Principe" if country == "stomp" replace country = "Sao Tome and Principe" if country == "S?o Tom? and Principe" replace country = "Sao Tome and Principe" if country == "São Tomé And Principe" replace country = "Sao Tome and Principe" if country == "São Tomé and Principe" replace country = "Sao Tome and Principe" if country == "S?o Tom? & Pr?ncipe" replace imfcode = 716 if country =="Sao Tome and Principe" replace country = "Saudi Arabia" if country == "saudi_arabia" replace country = "Saudi Arabia" if country == "saudiarabia" replace country = "Saudi Arabia" if country == "SaudiArabia" replace country = "Saudi Arabia" if country == "SA" replace imfcode = 456 if country =="Saudi Arabia" replace country = "Senegal" if country == "senegal" replace country = "Senegal" if country == "SENEGAL" replace imfcode = 722 if country =="Senegal" replace country = "Serbia" if country == "serbia" replace country = "Serbia" if country == "CS" replace country = "Serbia" if country == "CSS" replace country = "Serbia" if country == "Yugoslavia (Serbia)" replace country = "Serbia" if country == "Yugoslavia" replace country = "Serbia" if country == "Serbia & Montenegro" replace country = "Serbia" if country == "Serbia and Montenegro, Former" replace country = "Serbia" if country == "Serbia and Montenegro" replace country = "Serbia" if country == "Yugoslavia (Serbia and Montenegro)" replace imfcode = 965 if country =="Serbia" replace country = "Seychelles" if country == "seychelles" replace imfcode = 718 if country =="Seychelles" replace country = "Sierra Leone" if country == "sierra_leone" replace country = "Sierra Leone" if country == "sierraleone" replace country = "Sierra Leone" if country == "SierraLeone" replace imfcode = 724 if country =="Sierra Leone" replace country = "Singapore" if country == "singapore" replace country = "Singapore" if country == "SINGAPORE" replace country = "Singapore" if country == "SG" replace imfcode = 576 if country =="Singapore" replace country = "Slovak Republic" if country == "slovak_rep" replace country = "Slovak Republic" if country == "slovakrepublic" replace country = "Slovak Republic" if country == "SlovakRepublic" replace country = "Slovak Republic" if country == "slovakia" replace country = "Slovak Republic" if country == "SK" replace country = "Slovak Republic" if country == "Slovakia" replace imfcode = 936 if country =="Slovak Republic" replace country = "Slovenia" if country == "slovenia" replace country = "Slovenia" if country == "SI" replace imfcode = 961 if country =="Slovenia" replace country = "Solomon Islands" if country == "solomon_is" replace country = "Solomon Islands" if country == "Solomon Is." replace country = "Solomon Islands" if country == "SolomonIslands" replace imfcode = 813 if country =="Solomon Islands" replace country = "Somalia" if country == "somalia" replace imfcode = 726 if country =="Somalia" replace country = "South Africa" if country == "south_africa" replace country = "South Africa" if country == "southafrica" replace country = "South Africa" if country == "S. Africa" replace country = "South Africa" if country == "ZA" replace country = "South Africa" if country == "SouthAfrica" replace country = "South Africa" if country == "SOUTH AFRICA" replace imfcode = 199 if country =="South Africa" replace country = "Spain" if country == "spain" replace country = "Spain" if country == "ES" replace country = "Spain" if country == "SPAIN" replace imfcode = 184 if country =="Spain" replace country = "Sri Lanka" if country == "sri_lanka" replace country = "Sri Lanka" if country == "srilanka" replace country = "Sri Lanka" if country == "SRI LANKA" replace country = "Sri Lanka" if country == "Sri Lanka (Ceylon)" replace country = "Sri Lanka" if country == "SriLanka" replace imfcode = 524 if country =="Sri Lanka" replace country = "Saint Kitts and Nevis" if country == "st_kitts_n" replace country = "Saint Kitts and Nevis" if country == "Saint Kitts And Nevis" replace country = "Saint Kitts and Nevis" if country == "St. Kitts And Nevis" replace country = "Saint Kitts and Nevis" if country == "St.KittsandNevis" replace country = "Saint Kitts and Nevis" if country == "StKittsandNevis" replace country = "Saint Kitts and Nevis" if country == "stkittsandnevis" replace country = "Saint Kitts and Nevis" if country == "St. Kitts & Nevis" replace country = "Saint Kitts and Nevis" if country == "St. Kitts" replace country = "Saint Kitts and Nevis" if country == "St. Kitts and Nevis" replace imfcode = 361 if country =="Saint Kitts and Nevis" replace country = "Saint Martin (French part)" if country == "St.Martin" replace country = "Saint Martin (French part)" if country == "St. Martin" replace country = "Saint Martin (French part)" if country == "Saint Martin" replace country = "Saint Martin (French part)" if country == "saint martin" replace country = "Saint Martin (French part)" if country == "st.martin" replace country = "Saint Martin (French part)" if country == "St. Martin (French part)" replace country = "Saint Lucia" if country == "st_lucia" replace country = "Saint Lucia" if country == "St.Lucia" replace country = "Saint Lucia" if country == "StLucia" replace country = "Saint Lucia" if country == "stlucia" replace country = "Saint Lucia" if country == "St.lucia" replace imfcode = 362 if country =="Saint Lucia" replace country = "Saint Vincent and the Grenadines" if country == "st_vincent_gr" replace country = "Saint Vincent and the Grenadines" if country == "St. Vincent and Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "Saint Vincent and The Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "St. Vincent and the Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "St. Vincent and The Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "St. Vincent And The Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "Saint Vincent and the Grenadines" replace country = "Saint Vincent and the Grenadines" if country == "St.VincentandtheGrenadines" replace country = "Saint Vincent and the Grenadines" if country == "StVincentandtheGrenadines" replace country = "Saint Vincent and the Grenadines" if country == "stvincentandthegrenadines" replace country = "Saint Vincent and the Grenadines" if country == "St. Vincent & Grenadine" replace imfcode = 364 if country =="Saint Vincent and the Grenadines" replace country = "Sint Maarten (Dutch part)" if country == "Sint Maarten" replace country = "Sudan" if country == "sudan" replace country = "Sudan" if country == "Sudan-North" replace imfcode = 732 if country =="Sudan" replace country = "South Sudan" if country == "Sudan-South" replace country = "Suriname" if country == "suriname" replace country = "Suriname" if country == "Surinam" replace imfcode = 366 if country =="Suriname" replace country = "Swaziland" if country == "swaziland" replace imfcode = 734 if country =="Swaziland" replace country = "Sweden" if country == "sweden" replace country = "Sweden" if country == "SWEDEN" replace country = "Sweden" if country == "SE" replace imfcode = 144 if country =="Sweden" replace country = "Switzerland" if country == "switzerland" replace country = "Switzerland" if country == "CH" replace country = "Switzerland" if country == "SWITZERLAND" replace imfcode = 146 if country =="Switzerland" replace country = "Syria" if country == "syria" replace country= "Syria" if country=="Syrian Arab Republic" replace country= "Syria" if country=="SyrianArabRepublic" replace country= "Syria" if country=="syrianarabrepublic" replace imfcode = 463 if country =="Syria" replace country = "Taiwan" if country == "taiwan" replace country = "Taiwan" if country == "China (Taiwan)" replace country = "Taiwan" if country == "TW" replace country = "Taiwan" if country == "Taiwan " replace country = "Taiwan" if country == "Taiwan, China" replace country = "Taiwan" if country == "TaiwanChina" replace country = "Taiwan" if country == "taiwanchina" replace country = "Taiwan" if country == "Taiwan Province of China" replace country = "Taiwan" if country == "TAIWAN" replace country = "Taiwan" if country == "Taiwan, Republic of China on" replace imfcode = 528 if country == "Taiwan" replace country = "Tajikistan" if country == "tajikistan" replace country = "Tajikistan" if country == "taijikistan" replace country = "Tajikistan" if country == "Taijikistan" replace imfcode = 923 if country =="Tajikistan" replace country = "Tanzania" if country == "tanzania" replace country = "Tanzania" if country == "TZ" replace country = "Tanzania" if country == "Tanzania/Tanganyika" replace imfcode = 738 if country =="Tanzania" replace country = "Thailand" if country == "thailand" replace country = "Thailand" if country == "TH" replace country = "Thailand" if country == "THAILAND" replace imfcode = 578 if country =="Thailand" replace country = "Timor-Leste" if country == "Timor-Leste, Dem. Rep. of" replace country = "Timor-Leste" if country == "East Timor" replace country = "Timor-Leste" if country == "Timor Leste" replace country = "Timor-Leste" if country == "East Timor (Timor-Leste)" replace country = "Timor-Leste" if country == "East Timor (Timor-L'este)" replace country = "Timor-Leste" if country == "East Timor (Timor L'este)" replace imfcode = 537 if country =="Timor-Leste" replace country = "Togo" if country == "togo" replace imfcode = 742 if country =="Togo" replace country = "Tonga" if country == "tonga" replace imfcode = 866 if country =="Tonga" replace country = "Trinidad and Tobago" if country == "trinidad_tob" replace country = "Trinidad and Tobago" if country == "TT" replace country = "Trinidad and Tobago" if country == "trinidadandtobago" replace country = "Trinidad and Tobago" if country == "Trinidad-Tobago" replace country = "Trinidad and Tobago" if country == "Trinidad" replace country = "Trinidad and Tobago" if country == "Trinidad & Tobago" replace country = "Trinidad and Tobago" if country == "Trinidad And Tobago" replace country = "Trinidad and Tobago" if country == "TrinidadandTobago" replace imfcode = 369 if country =="Trinidad and Tobago" replace country = "Tunisia" if country == "tunisia" replace imfcode = 744 if country =="Tunisia" replace country = "Turkey" if country == "turkey" replace country = "Turkey" if country == "TURKEY" replace country = "Turkey" if country == "TR" replace country = "Turkey" if country == "Turkey/Ottoman Empire" replace imfcode = 186 if country =="Turkey" replace country = "Turkmenistan" if country == "turkmenistan" replace imfcode = 925 if country =="Turkmenistan" replace country = "Uganda" if country == "uganda" replace country = "Uganda" if country == "UG" replace imfcode = 746 if country =="Uganda" replace country = "Ukraine" if country == "ukraine" replace country = "Ukraine" if country == "UA" replace imfcode = 926 if country =="Ukraine" replace country = "United Arab Emirates" if country == "uae" replace country = "United Arab Emirates" if country == "UnitedArabEmirates" replace country = "United Arab Emirates" if country == "UAE" replace imfcode = 466 if country =="United Arab Emirates" replace country = "United Kingdom" if country == "UK" replace country = "United Kingdom" if country == "GB" replace country = "United Kingdom" if country == "uk" replace country = "United Kingdom" if country == "UNITED KINGDOM" replace country = "United Kingdom" if country == "UnitedKingdom" replace country = "United Kingdom" if country == "unitedkingdom" replace imfcode = 112 if country =="United Kingdom" replace country = "United States" if country == "us" replace country = "United States" if country == "UNITED STATES" replace country = "United States" if country == "US" replace country = "United States" if country == "USA" replace country = "United States" if country == "UnitedStates" replace country = "United States" if country == "unitedstates" replace country = "United States" if country == "United States of America" replace imfcode = 111 if country =="United States" replace country = "USSR" if country == "ussr" replace country = "Uruguay" if country == "Uraguay" replace country = "Uruguay" if country == "UY" replace country = "Uruguay" if country == "uruguay" replace country = "Uruguay" if country == "URUGUAY" replace imfcode = 298 if country =="Uruguay" replace country = "Uzbekistan" if country == "uzbekistan" replace imfcode = 927 if country =="Uzbekistan" replace country = "Vanuatu" if country == "vanuatu" replace imfcode = 846 if country =="Vanuatu" replace country = "Vatican City" if country == "Vatican" replace country = "Vatican City" if country == "vatican" replace country = "Vatican City" if country == "Holy See" replace country = "Vatican City" if country == "Vatican City State" replace country = "Venezuela" if country == "venezuela" replace country = "Venezuela" if country == "VE" replace country = "Venezuela" if country == "Venezuela, RB" replace country = "Venezuela" if country == "Venezuela, Rb" replace country = "Venezuela" if country == "VenezuelaRB" replace country = "Venezuela" if country == "venezuelarb" replace country = "Venezuela" if country == " Venezuela, RB " replace country = "Venezuela" if country == "Venezuela,RB" replace country = "Venezuela" if country == "VENEZUELA" replace country = "Venezuela" if country == "Venezuela, R.B. de" replace imfcode = 299 if country =="Venezuela" replace country = "Vietnam" if country == "Viet Nam" replace country = "Vietnam" if country == "viet_nam" replace country = "Vietnam" if country == "VN" replace country = "Vietnam" if country == "vietnam" replace country = "Vietnam" if country == "Vietnam North" replace country = "Vietnam" if country == "North Vietnam" replace country = "Vietnam_Dem_Rep" if country == "Vietnam, Democratic Republic of" replace country = "Vietnam" if country == "Vietnam, Socialist Republic of" replace imfcode = 582 if country =="Vietnam" replace country = "Virgin Islands (U.S.)" if country == "virgin_is" replace country = "Virgin Islands (U.S.)" if country == "virgin islands (U.S.)" replace country = "Virgin Islands (U.S.)" if country == "VirginIslands(U.S.)" replace imfcode = . if country =="Virgin Islands (U.S.)" replace country = "West Bank and Gaza" if country == "west_bank_g" replace country = "West Bank and Gaza" if country == "wbankgaza" replace country = "West Bank and Gaza" if country == "WestBankandGaza" replace country = "West Bank and Gaza" if country == "West Bank And Gaza" replace country = "West Bank and Gaza" if country == "Palestinian Territories" replace country = "West Bank and Gaza" if country == "Palestine" replace country = "West Bank and Gaza" if country == "Palestinian Authority" replace imfcode = 487 if country =="West Bank and Gaza" replace country = "Yemen" if country == "yemen" replace country = "Yemen" if country =="Yemen, Rep." replace country = "Yemen" if country =="Yemen, Rep." replace country = "Yemen" if country =="Yemen,Rep." replace country = "Yemen" if country =="Yemen, Rep. of" replace country = "Yemen" if country =="Yemen, Republic of" replace country = "Yemen" if country =="Yemen Arab Republic" replace imfcode = 474 if country =="Yemen" replace country = "Yugoslavia" if country == "yugoslavia" replace country = "Yugoslavia" if country == "Yugoslavia, Federal Republic of" replace country = "Zambia" if country == "zambia" replace country = "Zambia" if country == "ZM" replace imfcode = 754 if country =="Zambia" replace country = "Zimbabwe" if country == "zimbabwe" replace country = "Zimbabwe" if country == "ZIMBABWE" replace country = "Zimbabwe" if country == "ZW" replace country = "Zimbabwe" if country == "Zimbabwe (Rhodesia)" replace imfcode = 698 if country == "Zimbabwe" ******************************************************** gen str iso_a3="" ********************************************************* replace iso_a3 ="AFG" if country =="Afghanistan" replace iso_a3 ="ALA" if country =="Åland Islands" replace iso_a3 ="ALB" if country =="Albania" replace iso_a3 ="" if country =="Alderney" replace iso_a3 ="DZA" if country =="Algeria" replace iso_a3 ="ASM" if country =="American Samoa" replace iso_a3 ="AND" if country =="Andorra" replace iso_a3 ="AGO" if country =="Angola" replace iso_a3 ="AIA" if country =="Anguilla" replace iso_a3 ="ATA" if country =="Antarctica" replace iso_a3 ="ATG" if country =="Antigua and Barbuda" replace iso_a3 ="ARG" if country =="Argentina" replace iso_a3 ="ARM" if country =="Armenia" replace iso_a3 ="ABW" if country =="Aruba" replace iso_a3 ="" if country =="Ascension Island" replace iso_a3 ="AUS" if country =="Australia" replace iso_a3 ="AUT" if country =="Austria" replace iso_a3 ="AZE" if country =="Azerbaijan" replace iso_a3 ="BHS" if country =="Bahamas" replace iso_a3 ="BHR" if country =="Bahrain" replace iso_a3 ="BGD" if country =="Bangladesh" replace iso_a3 ="BRB" if country =="Barbados" replace iso_a3 ="BLR" if country =="Belarus" replace iso_a3 ="BEL" if country =="Belgium" replace iso_a3 ="BLZ" if country =="Belize" replace iso_a3 ="BEN" if country =="Benin" replace iso_a3 ="BMU" if country =="Bermuda" replace iso_a3 ="BTN" if country =="Bhutan" replace iso_a3 ="BOL" if country =="Bolivia" replace iso_a3 ="BES" if country =="Bonaire St. Eustatius and Saba" replace iso_a3 ="BIH" if country =="Bosnia and Herzegovina" replace iso_a3 ="BWA" if country =="Botswana" replace iso_a3 ="BVT" if country =="Bouvet Island" replace iso_a3 ="BRA" if country =="Brazil" replace iso_a3 ="IOT" if country =="British Indian Ocean Territory" replace iso_a3 ="BRN" if country =="Brunei Darussalam" replace iso_a3 ="BGR" if country =="Bulgaria" replace iso_a3 ="BFA" if country =="Burkina Faso" replace iso_a3 ="BDI" if country =="Burundi" replace iso_a3 ="KHM" if country =="Cambodia" replace iso_a3 ="CMR" if country =="Cameroon" replace iso_a3 ="CAN" if country =="Canada" replace iso_a3 ="CPV" if country =="Cabo Verde" replace iso_a3 ="CYM" if country =="Cayman Islands" replace iso_a3 ="CAF" if country =="Central African Republic" replace iso_a3 ="TCD" if country =="Chad" replace iso_a3 ="CHI" if country =="Channel Islands" replace iso_a3 ="CHL" if country =="Chile" replace iso_a3 ="CHN" if country =="China" replace iso_a3 ="CXR" if country =="Christmas Island" replace iso_a3 ="CCK" if country =="Cocos Islands" replace iso_a3 ="COL" if country =="Colombia" replace iso_a3 ="COM" if country =="Comoros" replace iso_a3 ="COG" if country =="Congo, Rep." replace iso_a3 ="COD" if country =="Congo, Dem. Rep." replace iso_a3 ="COK" if country =="Cook Islands" replace iso_a3 ="CRI" if country =="Costa Rica" replace iso_a3 ="CIV" if country =="Cote dIvoire" replace iso_a3 ="HRV" if country =="Croatia" replace iso_a3 ="CUB" if country =="Cuba" replace iso_a3 ="CUW" if country =="Curaçao" replace iso_a3 ="CYP" if country =="Cyprus" replace iso_a3 ="CZE" if country =="Czech Republic" replace iso_a3 ="DNK" if country =="Denmark" replace iso_a3 ="DJI" if country =="Djibouti" replace iso_a3 ="DMA" if country =="Dominica" replace iso_a3 ="DOM" if country =="Dominican Republic" replace iso_a3 ="ECU" if country =="Ecuador" replace iso_a3 ="EGY" if country =="Egypt" replace iso_a3 ="SLV" if country =="El Salvador" replace iso_a3 ="GNQ" if country =="Equatorial Guinea" replace iso_a3 ="ERI" if country =="Eritrea" replace iso_a3 ="EST" if country =="Estonia" replace iso_a3 ="ETH" if country =="Ethiopia" replace iso_a3 ="FRO" if country =="Faeroe Islands" replace iso_a3 ="FLK" if country =="Falkland Islands" replace iso_a3 ="FJI" if country =="Fiji" replace iso_a3 ="FIN" if country =="Finland" replace iso_a3 ="FRA" if country =="France" replace iso_a3 ="GUF" if country =="French Guiana" replace iso_a3 ="PYF" if country =="French Polynesia" replace iso_a3 ="ATF" if country =="French Southern Territories" replace iso_a3 ="GAB" if country =="Gabon" replace iso_a3 ="GMB" if country =="Gambia" replace iso_a3 ="GEO" if country =="Georgia" replace iso_a3 ="DEU" if country =="Germany" replace iso_a3 ="GHA" if country =="Ghana" replace iso_a3 ="GIB" if country =="Gibraltar" replace iso_a3 ="GRC" if country =="Greece" replace iso_a3 ="GRL" if country =="Greenland" replace iso_a3 ="GRD" if country =="Grenada" replace iso_a3 ="GLP" if country =="Guadeloupe" replace iso_a3 ="GUM" if country =="Guam" replace iso_a3 ="GTM" if country =="Guatemala" replace iso_a3 ="GGY" if country =="Guernsey" replace iso_a3 ="GIN" if country =="Guinea" replace iso_a3 ="GNB" if country =="Guinea Bissau" replace iso_a3 ="GUY" if country =="Guyana" replace iso_a3 ="HTI" if country =="Haiti" replace iso_a3 ="HMD" if country =="Heard Island and Mcdonald Islands" replace iso_a3 ="HND" if country =="Honduras" replace iso_a3 ="HKG" if country =="Hong Kong" replace iso_a3 ="HUN" if country =="Hungary" replace iso_a3 ="ISL" if country =="Iceland" replace iso_a3 ="IND" if country =="India" replace iso_a3 ="IDN" if country =="Indonesia" replace iso_a3 ="IRN" if country =="Iran" replace iso_a3 ="IRQ" if country =="Iraq" replace iso_a3 ="IRL" if country =="Ireland" replace iso_a3 ="IMN" if country =="Isle of Man" replace iso_a3 ="ISR" if country =="Israel" replace iso_a3 ="ITA" if country =="Italy" replace iso_a3 ="JAM" if country =="Jamaica" replace iso_a3 ="JPN" if country =="Japan" replace iso_a3 ="JEY" if country =="Jersey" replace iso_a3 ="JOR" if country =="Jordan" replace iso_a3 ="KAZ" if country =="Kazakhstan" replace iso_a3 ="KEN" if country =="Kenya" replace iso_a3 ="KIR" if country =="Kiribati" replace iso_a3 ="KSV" if country =="Kosovo" replace iso_a3 ="PRK" if country =="North Korea" replace iso_a3 ="KOR" if country =="South Korea" replace iso_a3 ="KWT" if country =="Kuwait" replace iso_a3 ="KGZ" if country =="Kyrgyzstan" replace iso_a3 ="LAO" if country =="Laos" replace iso_a3 ="LVA" if country =="Latvia" replace iso_a3 ="LBN" if country =="Lebanon" replace iso_a3 ="LSO" if country =="Lesotho" replace iso_a3 ="LBR" if country =="Liberia" replace iso_a3 ="LBY" if country =="Libya" replace iso_a3 ="LIE" if country =="Liechtenstein" replace iso_a3 ="LTU" if country =="Lithuania" replace iso_a3 ="LUX" if country =="Luxembourg" replace iso_a3 ="MAC" if country =="Macao" replace iso_a3 ="MKD" if country =="Macedonia" replace iso_a3 ="MDG" if country =="Madagascar" replace iso_a3 ="MWI" if country =="Malawi" replace iso_a3 ="MYS" if country =="Malaysia" replace iso_a3 ="MDV" if country =="Maldives" replace iso_a3 ="MLI" if country =="Mali" replace iso_a3 ="MLT" if country =="Malta" replace iso_a3 ="MHL" if country =="Marshall Islands" replace iso_a3 ="MTQ" if country =="Martinique" replace iso_a3 ="MRT" if country =="Mauritania" replace iso_a3 ="MUS" if country =="Mauritius" replace iso_a3 ="MYT" if country =="Mayotte" replace iso_a3 ="MEX" if country =="Mexico" replace iso_a3 ="FSM" if country =="Micronesia" replace iso_a3 ="MDA" if country =="Moldova" replace iso_a3 ="MCO" if country =="Monaco" replace iso_a3 ="MNG" if country =="Mongolia" replace iso_a3 ="MNE" if country =="Montenegro" replace iso_a3 ="MSR" if country =="Montserrat" replace iso_a3 ="MAR" if country =="Morocco" replace iso_a3 ="MOZ" if country =="Mozambique" replace iso_a3 ="MMR" if country =="Myanmar" replace iso_a3 ="NAM" if country =="Namibia" replace iso_a3 ="NRU" if country =="Nauru" replace iso_a3 ="NPL" if country =="Nepal" replace iso_a3 ="NLD" if country =="Netherlands" replace iso_a3 ="ANT" if country =="Netherlands Antilles" replace iso_a3 ="NCL" if country =="New Caledonia" replace iso_a3 ="NZL" if country =="New Zealand" replace iso_a3 ="NIC" if country =="Nicaragua" replace iso_a3 ="NER" if country =="Niger" replace iso_a3 ="NGA" if country =="Nigeria" replace iso_a3 ="NIU" if country =="Niue" replace iso_a3 ="NFK" if country =="Norfolk Island" replace iso_a3 ="MNP" if country =="Northern Mariana Islands" replace iso_a3 ="NOR" if country =="Norway" replace iso_a3 ="OMN" if country =="Oman" replace iso_a3 ="PAK" if country =="Pakistan" replace iso_a3 ="PLW" if country =="Palau" replace iso_a3 ="PSE" if country =="Palestinian Territories" replace iso_a3 ="PAN" if country =="Panama" replace iso_a3 ="PNG" if country =="Papua New Guinea" replace iso_a3 ="PRY" if country =="Paraguay" replace iso_a3 ="PER" if country =="Peru" replace iso_a3 ="PHL" if country =="Philippines" replace iso_a3 ="PCN" if country =="Pitcairn" replace iso_a3 ="POL" if country =="Poland" replace iso_a3 ="PRT" if country =="Portugal" replace iso_a3 ="PRI" if country =="Puerto Rico" replace iso_a3 ="QAT" if country =="Qatar" replace iso_a3 ="REU" if country =="Réunion" replace iso_a3 ="ROU" if country =="Romania" replace iso_a3 ="RUS" if country =="Russian Federation" replace iso_a3 ="RWA" if country =="Rwanda" replace iso_a3 ="BLM" if country =="Saint Barthélemy" replace iso_a3 ="SHN" if country =="Saint Helena" replace iso_a3 ="KNA" if country =="Saint Kitts and Nevis" replace iso_a3 ="LCA" if country =="Saint Lucia" replace iso_a3 ="MAF" if country =="Saint Martin (French part)" replace iso_a3 ="SPM" if country =="Saint Pierre and Miquelon" replace iso_a3 ="VCT" if country =="Saint Vincent and the Grenadines" replace iso_a3 ="WSM" if country =="Samoa" replace iso_a3 ="SMR" if country =="San Marino" replace iso_a3 ="STP" if country =="Sao Tome and Principe" replace iso_a3 ="SAU" if country =="Saudi Arabia" replace iso_a3 ="SEN" if country =="Senegal" replace iso_a3 ="SRB" if country =="Serbia" replace iso_a3 ="SYC" if country =="Seychelles" replace iso_a3 ="SLE" if country =="Sierra Leone" replace iso_a3 ="SGP" if country =="Singapore" replace iso_a3 ="SXM" if country =="Sint Maarten (Dutch part)" replace iso_a3 ="SVK" if country =="Slovak Republic" replace iso_a3 ="SVN" if country =="Slovenia" replace iso_a3 ="SLB" if country =="Solomon Islands" replace iso_a3 ="SOM" if country =="Somalia" replace iso_a3 ="ZAF" if country =="South Africa" replace iso_a3 ="SGS" if country =="South Georgia and The South Sandwich Islands" replace iso_a3 ="SSD" if country =="South Sudan" replace iso_a3 ="ESP" if country =="Spain" replace iso_a3 ="LKA" if country =="Sri Lanka" replace iso_a3 ="SDN" if country =="Sudan" replace iso_a3 ="SUR" if country =="Suriname" replace iso_a3 ="SJM" if country =="Svalbard and Jan Mayen" replace iso_a3 ="SWZ" if country =="Swaziland" replace iso_a3 ="SWE" if country =="Sweden" replace iso_a3 ="CHE" if country =="Switzerland" replace iso_a3 ="SYR" if country =="Syria" replace iso_a3 ="TWN" if country =="Taiwan" replace iso_a3 ="TJK" if country =="Tajikistan" replace iso_a3 ="TZA" if country =="Tanzania" replace iso_a3 ="THA" if country =="Thailand" replace iso_a3 ="TLS" if country =="Timor-Leste" replace iso_a3 ="TGO" if country =="Togo" replace iso_a3 ="TKL" if country =="Tokelau" replace iso_a3 ="TON" if country =="Tonga" replace iso_a3 ="TTO" if country =="Trinidad and Tobago" replace iso_a3 ="TUN" if country =="Tunisia" replace iso_a3 ="TUR" if country =="Turkey" replace iso_a3 ="TKM" if country =="Turkmenistan" replace iso_a3 ="TCA" if country =="Turks and Caicos Islands" replace iso_a3 ="TUV" if country =="Tuvalu" replace iso_a3 ="UGA" if country =="Uganda" replace iso_a3 ="UKR" if country =="Ukraine" replace iso_a3 ="ARE" if country =="United Arab Emirates" replace iso_a3 ="GBR" if country =="United Kingdom" replace iso_a3 ="USA" if country =="United States" replace iso_a3 ="UMI" if country =="United States Minor Outlying Islands" replace iso_a3 ="URY" if country =="Uruguay" replace iso_a3 ="UZB" if country =="Uzbekistan" replace iso_a3 ="VUT" if country =="Vanuatu" replace iso_a3 ="VAT" if country =="Vatican City" replace iso_a3 ="VEN" if country =="Venezuela" replace iso_a3 ="VNM" if country =="Vietnam" replace iso_a3 ="VGB" if country =="Virgin Islands (British)" replace iso_a3 ="VIR" if country =="Virgin Islands (U.S.)" replace iso_a3 ="WLF" if country =="Wallis and Futuna" replace iso_a3 ="PSE" if country =="West Bank and Gaza" replace iso_a3 ="YEM" if country =="Yemen" replace iso_a3 ="ZMB" if country =="Zambia" replace iso_a3 ="ZWE" if country =="Zimbabwe" ************************************************************* gen iso_num=. format %03.0f iso_num ************************************************************* replace iso_num = 004 if country=="Afghanistan" replace iso_num = 248 if country=="Åland Islands" replace iso_num = 008 if country=="Albania" replace iso_num = . if country=="Alderney" replace iso_num = 012 if country=="Algeria" replace iso_num = 016 if country=="American Samoa" replace iso_num = 020 if country=="Andorra" replace iso_num = 024 if country=="Angola" replace iso_num = 660 if country=="Anguilla" replace iso_num = 010 if country=="Antarctica" replace iso_num = 028 if country=="Antigua and Barbuda" replace iso_num = 032 if country=="Argentina" replace iso_num = 051 if country=="Armenia" replace iso_num = 533 if country=="Aruba" replace iso_num = . if country=="Ascension Island" replace iso_num = 036 if country=="Australia" replace iso_num = 040 if country=="Austria" replace iso_num = 031 if country=="Azerbaijan" replace iso_num = 044 if country=="Bahamas" replace iso_num = 048 if country=="Bahrain" replace iso_num = 050 if country=="Bangladesh" replace iso_num = 052 if country=="Barbados" replace iso_num = 112 if country=="Belarus" replace iso_num = 056 if country=="Belgium" replace iso_num = 084 if country=="Belize" replace iso_num = 204 if country=="Benin" replace iso_num = 060 if country=="Bermuda" replace iso_num = 064 if country=="Bhutan" replace iso_num = 068 if country=="Bolivia" replace iso_num = 535 if country=="Bonaire St. Eustatius and Saba" replace iso_num = 070 if country=="Bosnia and Herzegovina" replace iso_num = 072 if country=="Botswana" replace iso_num = 074 if country=="Bouvet Island" replace iso_num = 076 if country=="Brazil" replace iso_num = 086 if country=="British Indian Ocean Territory" replace iso_num = 096 if country=="Brunei Darussalam" replace iso_num = 100 if country=="Bulgaria" replace iso_num = 854 if country=="Burkina Faso" replace iso_num = 108 if country=="Burundi" replace iso_num = 116 if country=="Cambodia" replace iso_num = 120 if country=="Cameroon" replace iso_num = 124 if country=="Canada" replace iso_num = 132 if country=="Cabo Verde" replace iso_num = 136 if country=="Cayman Islands" replace iso_num = 140 if country=="Central African Republic" replace iso_num = 148 if country=="Chad" replace iso_num = 830 if country=="Channel Islands" replace iso_num = 152 if country=="Chile" replace iso_num = 156 if country=="China" replace iso_num = 162 if country=="Christmas Island" replace iso_num = 166 if country=="Cocos Islands" replace iso_num = 170 if country=="Colombia" replace iso_num = 174 if country=="Comoros" replace iso_num = 178 if country=="Congo, Rep." replace iso_num = 180 if country=="Congo, Dem. Rep." replace iso_num = 184 if country=="Cook Islands" replace iso_num = 188 if country=="Costa Rica" replace iso_num = 384 if country=="Cote dIvoire" replace iso_num = 191 if country=="Croatia" replace iso_num = 192 if country=="Cuba" replace iso_num = 531 if country=="Curaçao" replace iso_num = 196 if country=="Cyprus" replace iso_num = 203 if country=="Czech Republic" replace iso_num = 208 if country=="Denmark" replace iso_num = 262 if country=="Djibouti" replace iso_num = 212 if country=="Dominica" replace iso_num = 214 if country=="Dominican Republic" replace iso_num = 218 if country=="Ecuador" replace iso_num = 818 if country=="Egypt" replace iso_num = 222 if country=="El Salvador" replace iso_num = 226 if country=="Equatorial Guinea" replace iso_num = 232 if country=="Eritrea" replace iso_num = 233 if country=="Estonia" replace iso_num = 231 if country=="Ethiopia" replace iso_num = 234 if country=="Faeroe Islands" replace iso_num = 238 if country=="Falkland Islands" replace iso_num = 242 if country=="Fiji" replace iso_num = 246 if country=="Finland" replace iso_num = 250 if country=="France" replace iso_num = 254 if country=="French Guiana" replace iso_num = 258 if country=="French Polynesia" replace iso_num = 260 if country=="French Southern Territories" replace iso_num = 266 if country=="Gabon" replace iso_num = 270 if country=="Gambia" replace iso_num = 268 if country=="Georgia" replace iso_num = 276 if country=="Germany" replace iso_num = 288 if country=="Ghana" replace iso_num = 292 if country=="Gibraltar" replace iso_num = 300 if country=="Greece" replace iso_num = 304 if country=="Greenland" replace iso_num = 308 if country=="Grenada" replace iso_num = 312 if country=="Guadeloupe" replace iso_num = 316 if country=="Guam" replace iso_num = 320 if country=="Guatemala" replace iso_num = . if country=="Guernsey" replace iso_num = 324 if country=="Guinea" replace iso_num = 624 if country=="Guinea Bissau" replace iso_num = 328 if country=="Guyana" replace iso_num = 332 if country=="Haiti" replace iso_num = 334 if country=="Heard Island and Mcdonald Islands" replace iso_num = 340 if country=="Honduras" replace iso_num = 344 if country=="Hong Kong" replace iso_num = 348 if country=="Hungary" replace iso_num = 352 if country=="Iceland" replace iso_num = 356 if country=="India" replace iso_num = 360 if country=="Indonesia" replace iso_num = 364 if country=="Iran" replace iso_num = 368 if country=="Iraq" replace iso_num = 372 if country=="Ireland" replace iso_num = 833 if country=="Isle of Man" replace iso_num = 376 if country=="Israel" replace iso_num = 380 if country=="Italy" replace iso_num = 388 if country=="Jamaica" replace iso_num = 392 if country=="Japan" replace iso_num = . if country=="Jersey" replace iso_num = 400 if country=="Jordan" replace iso_num = 398 if country=="Kazakhstan" replace iso_num = 404 if country=="Kenya" replace iso_num = 296 if country=="Kiribati" replace iso_num = 408 if country=="North Korea" replace iso_num = 410 if country=="South Korea" replace iso_num = 414 if country=="Kuwait" replace iso_num = 417 if country=="Kyrgyzstan" replace iso_num = 418 if country=="Laos" replace iso_num = 428 if country=="Latvia" replace iso_num = 422 if country=="Lebanon" replace iso_num = 426 if country=="Lesotho" replace iso_num = 430 if country=="Liberia" replace iso_num = 434 if country=="Libya" replace iso_num = 438 if country=="Liechtenstein" replace iso_num = 440 if country=="Lithuania" replace iso_num = 442 if country=="Luxembourg" replace iso_num = 446 if country=="Macao" replace iso_num = 807 if country=="Macedonia" replace iso_num = 450 if country=="Madagascar" replace iso_num = 454 if country=="Malawi" replace iso_num = 458 if country=="Malaysia" replace iso_num = 462 if country=="Maldives" replace iso_num = 466 if country=="Mali" replace iso_num = 470 if country=="Malta" replace iso_num = 584 if country=="Marshall Islands" replace iso_num = 474 if country=="Martinique" replace iso_num = 478 if country=="Mauritania" replace iso_num = 480 if country=="Mauritius" replace iso_num = 175 if country=="Mayotte" replace iso_num = 484 if country=="Mexico" replace iso_num = 583 if country=="Micronesia" replace iso_num = 498 if country=="Moldova" replace iso_num = 492 if country=="Monaco" replace iso_num = 496 if country=="Mongolia" replace iso_num = 499 if country=="Montenegro" replace iso_num = 500 if country=="Montserrat" replace iso_num = 504 if country=="Morocco" replace iso_num = 508 if country=="Mozambique" replace iso_num = 104 if country=="Myanmar" replace iso_num = 516 if country=="Namibia" replace iso_num = 520 if country=="Nauru" replace iso_num = 524 if country=="Nepal" replace iso_num = 528 if country=="Netherlands" replace iso_num = 530 if country=="Netherlands Antilles" replace iso_num = 540 if country=="New Caledonia" replace iso_num = 554 if country=="New Zealand" replace iso_num = 558 if country=="Nicaragua" replace iso_num = 562 if country=="Niger" replace iso_num = 566 if country=="Nigeria" replace iso_num = 570 if country=="Niue" replace iso_num = 574 if country=="Norfolk Island" replace iso_num = 580 if country=="Northern Mariana Islands" replace iso_num = 578 if country=="Norway" replace iso_num = 512 if country=="Oman" replace iso_num = 586 if country=="Pakistan" replace iso_num = 585 if country=="Palau" replace iso_num = 275 if country=="Palestinian Territories" replace iso_num = 591 if country=="Panama" replace iso_num = 598 if country=="Papua New Guinea" replace iso_num = 600 if country=="Paraguay" replace iso_num = 604 if country=="Peru" replace iso_num = 608 if country=="Philippines" replace iso_num = 612 if country=="Pitcairn" replace iso_num = 616 if country=="Poland" replace iso_num = 620 if country=="Portugal" replace iso_num = 630 if country=="Puerto Rico" replace iso_num = 634 if country=="Qatar" replace iso_num = 638 if country=="Réunion" replace iso_num = 642 if country=="Romania" replace iso_num = 643 if country=="Russian Federation" replace iso_num = 646 if country=="Rwanda" replace iso_num = 652 if country=="Saint Barthélemy" replace iso_num = 654 if country=="Saint Helena" replace iso_num = 659 if country=="Saint Kitts and Nevis" replace iso_num = 662 if country=="Saint Lucia" replace iso_num = 663 if country=="Saint Martin (French part)" replace iso_num = 666 if country=="Saint Pierre and Miquelon" replace iso_num = 670 if country=="Saint Vincent and the Grenadines" replace iso_num = 882 if country=="Samoa" replace iso_num = 674 if country=="San Marino" replace iso_num = 678 if country=="Sao Tome and Principe" replace iso_num = 682 if country=="Saudi Arabia" replace iso_num = 686 if country=="Senegal" replace iso_num = 688 if country=="Serbia" replace iso_num = 690 if country=="Seychelles" replace iso_num = 694 if country=="Sierra Leone" replace iso_num = 702 if country=="Singapore" replace iso_num = 534 if country=="Sint Maarten (Dutch part)" replace iso_num = 703 if country=="Slovak Republic" replace iso_num = 705 if country=="Slovenia" replace iso_num = 090 if country=="Solomon Islands" replace iso_num = 706 if country=="Somalia" replace iso_num = 710 if country=="South Africa" replace iso_num = 239 if country=="South Georgia and The South Sandwich Islands" replace iso_num = 728 if country=="South Sudan" replace iso_num = 724 if country=="Spain" replace iso_num = 144 if country=="Sri Lanka" replace iso_num = 736 if country=="Sudan" replace iso_num = 740 if country=="Suriname" replace iso_num = 744 if country=="Svalbard and Jan Mayen" replace iso_num = 748 if country=="Swaziland" replace iso_num = 752 if country=="Sweden" replace iso_num = 756 if country=="Switzerland" replace iso_num = 760 if country=="Syria" replace iso_num = 158 if country=="Taiwan" replace iso_num = 762 if country=="Tajikistan" replace iso_num = 834 if country=="Tanzania" replace iso_num = 764 if country=="Thailand" replace iso_num = 626 if country=="Timor-Leste" replace iso_num = 768 if country=="Togo" replace iso_num = 772 if country=="Tokelau" replace iso_num = 776 if country=="Tonga" replace iso_num = 780 if country=="Trinidad and Tobago" replace iso_num = 788 if country=="Tunisia" replace iso_num = 792 if country=="Turkey" replace iso_num = 795 if country=="Turkmenistan" replace iso_num = 796 if country=="Turks and Caicos Islands" replace iso_num = 798 if country=="Tuvalu" replace iso_num = 800 if country=="Uganda" replace iso_num = 804 if country=="Ukraine" replace iso_num = 784 if country=="United Arab Emirates" replace iso_num = 826 if country=="United Kingdom" replace iso_num = 840 if country=="United States" replace iso_num = 581 if country=="United States Minor Outlying Islands" replace iso_num = 858 if country=="Uruguay" replace iso_num = 860 if country=="Uzbekistan" replace iso_num = 548 if country=="Vanuatu" replace iso_num = 336 if country=="Vatican City" replace iso_num = 862 if country=="Venezuela" replace iso_num = 704 if country=="Vietnam" replace iso_num = 092 if country=="Virgin Islands (British)" replace iso_num = 850 if country=="Virgin Islands (U.S.)" replace iso_num = 876 if country=="Wallis and Futuna" replace iso_num = 275 if country=="West Bank and Gaza" replace iso_num = 887 if country=="Yemen" replace iso_num = 894 if country=="Zambia" replace iso_num = 716 if country=="Zimbabwe"