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ISO-3166-Countries-with-Regional-Codes.csv

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+name,alpha-2,alpha-3,country-code,iso_3166-2,region,sub-region,intermediate-region,region-code,sub-region-code,intermediate-region-code
+Afghanistan,AF,AFG,004,ISO 3166-2:AF,Asia,Southern Asia,"",142,034,""
+Åland Islands,AX,ALA,248,ISO 3166-2:AX,Europe,Northern Europe,"",150,154,""
+Albania,AL,ALB,008,ISO 3166-2:AL,Europe,Southern Europe,"",150,039,""
+Algeria,DZ,DZA,012,ISO 3166-2:DZ,Africa,Northern Africa,"",002,015,""
+American Samoa,AS,ASM,016,ISO 3166-2:AS,Oceania,Polynesia,"",009,061,""
+Andorra,AD,AND,020,ISO 3166-2:AD,Europe,Southern Europe,"",150,039,""
+Angola,AO,AGO,024,ISO 3166-2:AO,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Anguilla,AI,AIA,660,ISO 3166-2:AI,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Antarctica,AQ,ATA,010,ISO 3166-2:AQ,"","","","","",""
+Antigua and Barbuda,AG,ATG,028,ISO 3166-2:AG,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Argentina,AR,ARG,032,ISO 3166-2:AR,Americas,Latin America and the Caribbean,South America,019,419,005
+Armenia,AM,ARM,051,ISO 3166-2:AM,Asia,Western Asia,"",142,145,""
+Aruba,AW,ABW,533,ISO 3166-2:AW,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Australia,AU,AUS,036,ISO 3166-2:AU,Oceania,Australia and New Zealand,"",009,053,""
+Austria,AT,AUT,040,ISO 3166-2:AT,Europe,Western Europe,"",150,155,""
+Azerbaijan,AZ,AZE,031,ISO 3166-2:AZ,Asia,Western Asia,"",142,145,""
+Bahamas,BS,BHS,044,ISO 3166-2:BS,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Bahrain,BH,BHR,048,ISO 3166-2:BH,Asia,Western Asia,"",142,145,""
+Bangladesh,BD,BGD,050,ISO 3166-2:BD,Asia,Southern Asia,"",142,034,""
+Barbados,BB,BRB,052,ISO 3166-2:BB,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Belarus,BY,BLR,112,ISO 3166-2:BY,Europe,Eastern Europe,"",150,151,""
+Belgium,BE,BEL,056,ISO 3166-2:BE,Europe,Western Europe,"",150,155,""
+Belize,BZ,BLZ,084,ISO 3166-2:BZ,Americas,Latin America and the Caribbean,Central America,019,419,013
+Benin,BJ,BEN,204,ISO 3166-2:BJ,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Bermuda,BM,BMU,060,ISO 3166-2:BM,Americas,Northern America,"",019,021,""
+Bhutan,BT,BTN,064,ISO 3166-2:BT,Asia,Southern Asia,"",142,034,""
+"Bolivia, Plurinational State of",BO,BOL,068,ISO 3166-2:BO,Americas,Latin America and the Caribbean,South America,019,419,005
+"Bonaire, Sint Eustatius and Saba",BQ,BES,535,ISO 3166-2:BQ,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Bosnia and Herzegovina,BA,BIH,070,ISO 3166-2:BA,Europe,Southern Europe,"",150,039,""
+Botswana,BW,BWA,072,ISO 3166-2:BW,Africa,Sub-Saharan Africa,Southern Africa,002,202,018
+Bouvet Island,BV,BVT,074,ISO 3166-2:BV,Americas,Latin America and the Caribbean,South America,019,419,005
+Brazil,BR,BRA,076,ISO 3166-2:BR,Americas,Latin America and the Caribbean,South America,019,419,005
+British Indian Ocean Territory,IO,IOT,086,ISO 3166-2:IO,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Brunei Darussalam,BN,BRN,096,ISO 3166-2:BN,Asia,South-eastern Asia,"",142,035,""
+Bulgaria,BG,BGR,100,ISO 3166-2:BG,Europe,Eastern Europe,"",150,151,""
+Burkina Faso,BF,BFA,854,ISO 3166-2:BF,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Burundi,BI,BDI,108,ISO 3166-2:BI,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Cabo Verde,CV,CPV,132,ISO 3166-2:CV,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Cambodia,KH,KHM,116,ISO 3166-2:KH,Asia,South-eastern Asia,"",142,035,""
+Cameroon,CM,CMR,120,ISO 3166-2:CM,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Canada,CA,CAN,124,ISO 3166-2:CA,Americas,Northern America,"",019,021,""
+Cayman Islands,KY,CYM,136,ISO 3166-2:KY,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Central African Republic,CF,CAF,140,ISO 3166-2:CF,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Chad,TD,TCD,148,ISO 3166-2:TD,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Chile,CL,CHL,152,ISO 3166-2:CL,Americas,Latin America and the Caribbean,South America,019,419,005
+China,CN,CHN,156,ISO 3166-2:CN,Asia,Eastern Asia,"",142,030,""
+Christmas Island,CX,CXR,162,ISO 3166-2:CX,Oceania,Australia and New Zealand,"",009,053,""
+Cocos (Keeling) Islands,CC,CCK,166,ISO 3166-2:CC,Oceania,Australia and New Zealand,"",009,053,""
+Colombia,CO,COL,170,ISO 3166-2:CO,Americas,Latin America and the Caribbean,South America,019,419,005
+Comoros,KM,COM,174,ISO 3166-2:KM,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Congo,CG,COG,178,ISO 3166-2:CG,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+"Congo, Democratic Republic of the",CD,COD,180,ISO 3166-2:CD,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Cook Islands,CK,COK,184,ISO 3166-2:CK,Oceania,Polynesia,"",009,061,""
+Costa Rica,CR,CRI,188,ISO 3166-2:CR,Americas,Latin America and the Caribbean,Central America,019,419,013
+Côte d'Ivoire,CI,CIV,384,ISO 3166-2:CI,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Croatia,HR,HRV,191,ISO 3166-2:HR,Europe,Southern Europe,"",150,039,""
+Cuba,CU,CUB,192,ISO 3166-2:CU,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Curaçao,CW,CUW,531,ISO 3166-2:CW,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Cyprus,CY,CYP,196,ISO 3166-2:CY,Asia,Western Asia,"",142,145,""
+Czechia,CZ,CZE,203,ISO 3166-2:CZ,Europe,Eastern Europe,"",150,151,""
+Denmark,DK,DNK,208,ISO 3166-2:DK,Europe,Northern Europe,"",150,154,""
+Djibouti,DJ,DJI,262,ISO 3166-2:DJ,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Dominica,DM,DMA,212,ISO 3166-2:DM,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Dominican Republic,DO,DOM,214,ISO 3166-2:DO,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Ecuador,EC,ECU,218,ISO 3166-2:EC,Americas,Latin America and the Caribbean,South America,019,419,005
+Egypt,EG,EGY,818,ISO 3166-2:EG,Africa,Northern Africa,"",002,015,""
+El Salvador,SV,SLV,222,ISO 3166-2:SV,Americas,Latin America and the Caribbean,Central America,019,419,013
+Equatorial Guinea,GQ,GNQ,226,ISO 3166-2:GQ,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Eritrea,ER,ERI,232,ISO 3166-2:ER,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Estonia,EE,EST,233,ISO 3166-2:EE,Europe,Northern Europe,"",150,154,""
+Eswatini,SZ,SWZ,748,ISO 3166-2:SZ,Africa,Sub-Saharan Africa,Southern Africa,002,202,018
+Ethiopia,ET,ETH,231,ISO 3166-2:ET,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Falkland Islands (Malvinas),FK,FLK,238,ISO 3166-2:FK,Americas,Latin America and the Caribbean,South America,019,419,005
+Faroe Islands,FO,FRO,234,ISO 3166-2:FO,Europe,Northern Europe,"",150,154,""
+Fiji,FJ,FJI,242,ISO 3166-2:FJ,Oceania,Melanesia,"",009,054,""
+Finland,FI,FIN,246,ISO 3166-2:FI,Europe,Northern Europe,"",150,154,""
+France,FR,FRA,250,ISO 3166-2:FR,Europe,Western Europe,"",150,155,""
+French Guiana,GF,GUF,254,ISO 3166-2:GF,Americas,Latin America and the Caribbean,South America,019,419,005
+French Polynesia,PF,PYF,258,ISO 3166-2:PF,Oceania,Polynesia,"",009,061,""
+French Southern Territories,TF,ATF,260,ISO 3166-2:TF,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Gabon,GA,GAB,266,ISO 3166-2:GA,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Gambia,GM,GMB,270,ISO 3166-2:GM,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Georgia,GE,GEO,268,ISO 3166-2:GE,Asia,Western Asia,"",142,145,""
+Germany,DE,DEU,276,ISO 3166-2:DE,Europe,Western Europe,"",150,155,""
+Ghana,GH,GHA,288,ISO 3166-2:GH,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Gibraltar,GI,GIB,292,ISO 3166-2:GI,Europe,Southern Europe,"",150,039,""
+Greece,GR,GRC,300,ISO 3166-2:GR,Europe,Southern Europe,"",150,039,""
+Greenland,GL,GRL,304,ISO 3166-2:GL,Americas,Northern America,"",019,021,""
+Grenada,GD,GRD,308,ISO 3166-2:GD,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Guadeloupe,GP,GLP,312,ISO 3166-2:GP,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Guam,GU,GUM,316,ISO 3166-2:GU,Oceania,Micronesia,"",009,057,""
+Guatemala,GT,GTM,320,ISO 3166-2:GT,Americas,Latin America and the Caribbean,Central America,019,419,013
+Guernsey,GG,GGY,831,ISO 3166-2:GG,Europe,Northern Europe,"",150,154,""
+Guinea,GN,GIN,324,ISO 3166-2:GN,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Guinea-Bissau,GW,GNB,624,ISO 3166-2:GW,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Guyana,GY,GUY,328,ISO 3166-2:GY,Americas,Latin America and the Caribbean,South America,019,419,005
+Haiti,HT,HTI,332,ISO 3166-2:HT,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Heard Island and McDonald Islands,HM,HMD,334,ISO 3166-2:HM,Oceania,Australia and New Zealand,"",009,053,""
+Holy See,VA,VAT,336,ISO 3166-2:VA,Europe,Southern Europe,"",150,039,""
+Honduras,HN,HND,340,ISO 3166-2:HN,Americas,Latin America and the Caribbean,Central America,019,419,013
+Hong Kong,HK,HKG,344,ISO 3166-2:HK,Asia,Eastern Asia,"",142,030,""
+Hungary,HU,HUN,348,ISO 3166-2:HU,Europe,Eastern Europe,"",150,151,""
+Iceland,IS,ISL,352,ISO 3166-2:IS,Europe,Northern Europe,"",150,154,""
+India,IN,IND,356,ISO 3166-2:IN,Asia,Southern Asia,"",142,034,""
+Indonesia,ID,IDN,360,ISO 3166-2:ID,Asia,South-eastern Asia,"",142,035,""
+"Iran, Islamic Republic of",IR,IRN,364,ISO 3166-2:IR,Asia,Southern Asia,"",142,034,""
+Iraq,IQ,IRQ,368,ISO 3166-2:IQ,Asia,Western Asia,"",142,145,""
+Ireland,IE,IRL,372,ISO 3166-2:IE,Europe,Northern Europe,"",150,154,""
+Isle of Man,IM,IMN,833,ISO 3166-2:IM,Europe,Northern Europe,"",150,154,""
+Israel,IL,ISR,376,ISO 3166-2:IL,Asia,Western Asia,"",142,145,""
+Italy,IT,ITA,380,ISO 3166-2:IT,Europe,Southern Europe,"",150,039,""
+Jamaica,JM,JAM,388,ISO 3166-2:JM,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Japan,JP,JPN,392,ISO 3166-2:JP,Asia,Eastern Asia,"",142,030,""
+Jersey,JE,JEY,832,ISO 3166-2:JE,Europe,Northern Europe,"",150,154,""
+Jordan,JO,JOR,400,ISO 3166-2:JO,Asia,Western Asia,"",142,145,""
+Kazakhstan,KZ,KAZ,398,ISO 3166-2:KZ,Asia,Central Asia,"",142,143,""
+Kenya,KE,KEN,404,ISO 3166-2:KE,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Kiribati,KI,KIR,296,ISO 3166-2:KI,Oceania,Micronesia,"",009,057,""
+"Korea, Democratic People's Republic of",KP,PRK,408,ISO 3166-2:KP,Asia,Eastern Asia,"",142,030,""
+"Korea, Republic of",KR,KOR,410,ISO 3166-2:KR,Asia,Eastern Asia,"",142,030,""
+Kuwait,KW,KWT,414,ISO 3166-2:KW,Asia,Western Asia,"",142,145,""
+Kyrgyzstan,KG,KGZ,417,ISO 3166-2:KG,Asia,Central Asia,"",142,143,""
+Lao People's Democratic Republic,LA,LAO,418,ISO 3166-2:LA,Asia,South-eastern Asia,"",142,035,""
+Latvia,LV,LVA,428,ISO 3166-2:LV,Europe,Northern Europe,"",150,154,""
+Lebanon,LB,LBN,422,ISO 3166-2:LB,Asia,Western Asia,"",142,145,""
+Lesotho,LS,LSO,426,ISO 3166-2:LS,Africa,Sub-Saharan Africa,Southern Africa,002,202,018
+Liberia,LR,LBR,430,ISO 3166-2:LR,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Libya,LY,LBY,434,ISO 3166-2:LY,Africa,Northern Africa,"",002,015,""
+Liechtenstein,LI,LIE,438,ISO 3166-2:LI,Europe,Western Europe,"",150,155,""
+Lithuania,LT,LTU,440,ISO 3166-2:LT,Europe,Northern Europe,"",150,154,""
+Luxembourg,LU,LUX,442,ISO 3166-2:LU,Europe,Western Europe,"",150,155,""
+Macao,MO,MAC,446,ISO 3166-2:MO,Asia,Eastern Asia,"",142,030,""
+Madagascar,MG,MDG,450,ISO 3166-2:MG,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Malawi,MW,MWI,454,ISO 3166-2:MW,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Malaysia,MY,MYS,458,ISO 3166-2:MY,Asia,South-eastern Asia,"",142,035,""
+Maldives,MV,MDV,462,ISO 3166-2:MV,Asia,Southern Asia,"",142,034,""
+Mali,ML,MLI,466,ISO 3166-2:ML,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Malta,MT,MLT,470,ISO 3166-2:MT,Europe,Southern Europe,"",150,039,""
+Marshall Islands,MH,MHL,584,ISO 3166-2:MH,Oceania,Micronesia,"",009,057,""
+Martinique,MQ,MTQ,474,ISO 3166-2:MQ,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Mauritania,MR,MRT,478,ISO 3166-2:MR,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Mauritius,MU,MUS,480,ISO 3166-2:MU,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Mayotte,YT,MYT,175,ISO 3166-2:YT,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Mexico,MX,MEX,484,ISO 3166-2:MX,Americas,Latin America and the Caribbean,Central America,019,419,013
+"Micronesia, Federated States of",FM,FSM,583,ISO 3166-2:FM,Oceania,Micronesia,"",009,057,""
+"Moldova, Republic of",MD,MDA,498,ISO 3166-2:MD,Europe,Eastern Europe,"",150,151,""
+Monaco,MC,MCO,492,ISO 3166-2:MC,Europe,Western Europe,"",150,155,""
+Mongolia,MN,MNG,496,ISO 3166-2:MN,Asia,Eastern Asia,"",142,030,""
+Montenegro,ME,MNE,499,ISO 3166-2:ME,Europe,Southern Europe,"",150,039,""
+Montserrat,MS,MSR,500,ISO 3166-2:MS,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Morocco,MA,MAR,504,ISO 3166-2:MA,Africa,Northern Africa,"",002,015,""
+Mozambique,MZ,MOZ,508,ISO 3166-2:MZ,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Myanmar,MM,MMR,104,ISO 3166-2:MM,Asia,South-eastern Asia,"",142,035,""
+Namibia,NA,NAM,516,ISO 3166-2:NA,Africa,Sub-Saharan Africa,Southern Africa,002,202,018
+Nauru,NR,NRU,520,ISO 3166-2:NR,Oceania,Micronesia,"",009,057,""
+Nepal,NP,NPL,524,ISO 3166-2:NP,Asia,Southern Asia,"",142,034,""
+"Netherlands, Kingdom of the",NL,NLD,528,ISO 3166-2:NL,Europe,Western Europe,"",150,155,""
+New Caledonia,NC,NCL,540,ISO 3166-2:NC,Oceania,Melanesia,"",009,054,""
+New Zealand,NZ,NZL,554,ISO 3166-2:NZ,Oceania,Australia and New Zealand,"",009,053,""
+Nicaragua,NI,NIC,558,ISO 3166-2:NI,Americas,Latin America and the Caribbean,Central America,019,419,013
+Niger,NE,NER,562,ISO 3166-2:NE,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Nigeria,NG,NGA,566,ISO 3166-2:NG,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Niue,NU,NIU,570,ISO 3166-2:NU,Oceania,Polynesia,"",009,061,""
+Norfolk Island,NF,NFK,574,ISO 3166-2:NF,Oceania,Australia and New Zealand,"",009,053,""
+North Macedonia,MK,MKD,807,ISO 3166-2:MK,Europe,Southern Europe,"",150,039,""
+Northern Mariana Islands,MP,MNP,580,ISO 3166-2:MP,Oceania,Micronesia,"",009,057,""
+Norway,NO,NOR,578,ISO 3166-2:NO,Europe,Northern Europe,"",150,154,""
+Oman,OM,OMN,512,ISO 3166-2:OM,Asia,Western Asia,"",142,145,""
+Pakistan,PK,PAK,586,ISO 3166-2:PK,Asia,Southern Asia,"",142,034,""
+Palau,PW,PLW,585,ISO 3166-2:PW,Oceania,Micronesia,"",009,057,""
+"Palestine, State of",PS,PSE,275,ISO 3166-2:PS,Asia,Western Asia,"",142,145,""
+Panama,PA,PAN,591,ISO 3166-2:PA,Americas,Latin America and the Caribbean,Central America,019,419,013
+Papua New Guinea,PG,PNG,598,ISO 3166-2:PG,Oceania,Melanesia,"",009,054,""
+Paraguay,PY,PRY,600,ISO 3166-2:PY,Americas,Latin America and the Caribbean,South America,019,419,005
+Peru,PE,PER,604,ISO 3166-2:PE,Americas,Latin America and the Caribbean,South America,019,419,005
+Philippines,PH,PHL,608,ISO 3166-2:PH,Asia,South-eastern Asia,"",142,035,""
+Pitcairn,PN,PCN,612,ISO 3166-2:PN,Oceania,Polynesia,"",009,061,""
+Poland,PL,POL,616,ISO 3166-2:PL,Europe,Eastern Europe,"",150,151,""
+Portugal,PT,PRT,620,ISO 3166-2:PT,Europe,Southern Europe,"",150,039,""
+Puerto Rico,PR,PRI,630,ISO 3166-2:PR,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Qatar,QA,QAT,634,ISO 3166-2:QA,Asia,Western Asia,"",142,145,""
+Réunion,RE,REU,638,ISO 3166-2:RE,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Romania,RO,ROU,642,ISO 3166-2:RO,Europe,Eastern Europe,"",150,151,""
+Russian Federation,RU,RUS,643,ISO 3166-2:RU,Europe,Eastern Europe,"",150,151,""
+Rwanda,RW,RWA,646,ISO 3166-2:RW,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Saint Barthélemy,BL,BLM,652,ISO 3166-2:BL,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+"Saint Helena, Ascension and Tristan da Cunha",SH,SHN,654,ISO 3166-2:SH,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Saint Kitts and Nevis,KN,KNA,659,ISO 3166-2:KN,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Saint Lucia,LC,LCA,662,ISO 3166-2:LC,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Saint Martin (French part),MF,MAF,663,ISO 3166-2:MF,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Saint Pierre and Miquelon,PM,SPM,666,ISO 3166-2:PM,Americas,Northern America,"",019,021,""
+Saint Vincent and the Grenadines,VC,VCT,670,ISO 3166-2:VC,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Samoa,WS,WSM,882,ISO 3166-2:WS,Oceania,Polynesia,"",009,061,""
+San Marino,SM,SMR,674,ISO 3166-2:SM,Europe,Southern Europe,"",150,039,""
+Sao Tome and Principe,ST,STP,678,ISO 3166-2:ST,Africa,Sub-Saharan Africa,Middle Africa,002,202,017
+Saudi Arabia,SA,SAU,682,ISO 3166-2:SA,Asia,Western Asia,"",142,145,""
+Senegal,SN,SEN,686,ISO 3166-2:SN,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Serbia,RS,SRB,688,ISO 3166-2:RS,Europe,Southern Europe,"",150,039,""
+Seychelles,SC,SYC,690,ISO 3166-2:SC,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Sierra Leone,SL,SLE,694,ISO 3166-2:SL,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Singapore,SG,SGP,702,ISO 3166-2:SG,Asia,South-eastern Asia,"",142,035,""
+Sint Maarten (Dutch part),SX,SXM,534,ISO 3166-2:SX,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Slovakia,SK,SVK,703,ISO 3166-2:SK,Europe,Eastern Europe,"",150,151,""
+Slovenia,SI,SVN,705,ISO 3166-2:SI,Europe,Southern Europe,"",150,039,""
+Solomon Islands,SB,SLB,090,ISO 3166-2:SB,Oceania,Melanesia,"",009,054,""
+Somalia,SO,SOM,706,ISO 3166-2:SO,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+South Africa,ZA,ZAF,710,ISO 3166-2:ZA,Africa,Sub-Saharan Africa,Southern Africa,002,202,018
+South Georgia and the South Sandwich Islands,GS,SGS,239,ISO 3166-2:GS,Americas,Latin America and the Caribbean,South America,019,419,005
+South Sudan,SS,SSD,728,ISO 3166-2:SS,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Spain,ES,ESP,724,ISO 3166-2:ES,Europe,Southern Europe,"",150,039,""
+Sri Lanka,LK,LKA,144,ISO 3166-2:LK,Asia,Southern Asia,"",142,034,""
+Sudan,SD,SDN,729,ISO 3166-2:SD,Africa,Northern Africa,"",002,015,""
+Suriname,SR,SUR,740,ISO 3166-2:SR,Americas,Latin America and the Caribbean,South America,019,419,005
+Svalbard and Jan Mayen,SJ,SJM,744,ISO 3166-2:SJ,Europe,Northern Europe,"",150,154,""
+Sweden,SE,SWE,752,ISO 3166-2:SE,Europe,Northern Europe,"",150,154,""
+Switzerland,CH,CHE,756,ISO 3166-2:CH,Europe,Western Europe,"",150,155,""
+Syrian Arab Republic,SY,SYR,760,ISO 3166-2:SY,Asia,Western Asia,"",142,145,""
+"Taiwan, Province of China",TW,TWN,158,ISO 3166-2:TW,,,,,,
+Tajikistan,TJ,TJK,762,ISO 3166-2:TJ,Asia,Central Asia,"",142,143,""
+"Tanzania, United Republic of",TZ,TZA,834,ISO 3166-2:TZ,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Thailand,TH,THA,764,ISO 3166-2:TH,Asia,South-eastern Asia,"",142,035,""
+Timor-Leste,TL,TLS,626,ISO 3166-2:TL,Asia,South-eastern Asia,"",142,035,""
+Togo,TG,TGO,768,ISO 3166-2:TG,Africa,Sub-Saharan Africa,Western Africa,002,202,011
+Tokelau,TK,TKL,772,ISO 3166-2:TK,Oceania,Polynesia,"",009,061,""
+Tonga,TO,TON,776,ISO 3166-2:TO,Oceania,Polynesia,"",009,061,""
+Trinidad and Tobago,TT,TTO,780,ISO 3166-2:TT,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Tunisia,TN,TUN,788,ISO 3166-2:TN,Africa,Northern Africa,"",002,015,""
+Türkiye,TR,TUR,792,ISO 3166-2:TR,Asia,Western Asia,"",142,145,""
+Turkmenistan,TM,TKM,795,ISO 3166-2:TM,Asia,Central Asia,"",142,143,""
+Turks and Caicos Islands,TC,TCA,796,ISO 3166-2:TC,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Tuvalu,TV,TUV,798,ISO 3166-2:TV,Oceania,Polynesia,"",009,061,""
+Uganda,UG,UGA,800,ISO 3166-2:UG,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Ukraine,UA,UKR,804,ISO 3166-2:UA,Europe,Eastern Europe,"",150,151,""
+United Arab Emirates,AE,ARE,784,ISO 3166-2:AE,Asia,Western Asia,"",142,145,""
+United Kingdom of Great Britain and Northern Ireland,GB,GBR,826,ISO 3166-2:GB,Europe,Northern Europe,"",150,154,""
+United States of America,US,USA,840,ISO 3166-2:US,Americas,Northern America,"",019,021,""
+United States Minor Outlying Islands,UM,UMI,581,ISO 3166-2:UM,Oceania,Micronesia,"",009,057,""
+Uruguay,UY,URY,858,ISO 3166-2:UY,Americas,Latin America and the Caribbean,South America,019,419,005
+Uzbekistan,UZ,UZB,860,ISO 3166-2:UZ,Asia,Central Asia,"",142,143,""
+Vanuatu,VU,VUT,548,ISO 3166-2:VU,Oceania,Melanesia,"",009,054,""
+"Venezuela, Bolivarian Republic of",VE,VEN,862,ISO 3166-2:VE,Americas,Latin America and the Caribbean,South America,019,419,005
+Viet Nam,VN,VNM,704,ISO 3166-2:VN,Asia,South-eastern Asia,"",142,035,""
+Virgin Islands (British),VG,VGB,092,ISO 3166-2:VG,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Virgin Islands (U.S.),VI,VIR,850,ISO 3166-2:VI,Americas,Latin America and the Caribbean,Caribbean,019,419,029
+Wallis and Futuna,WF,WLF,876,ISO 3166-2:WF,Oceania,Polynesia,"",009,061,""
+Western Sahara,EH,ESH,732,ISO 3166-2:EH,Africa,Northern Africa,"",002,015,""
+Yemen,YE,YEM,887,ISO 3166-2:YE,Asia,Western Asia,"",142,145,""
+Zambia,ZM,ZMB,894,ISO 3166-2:ZM,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014
+Zimbabwe,ZW,ZWE,716,ISO 3166-2:ZW,Africa,Sub-Saharan Africa,Eastern Africa,002,202,014

USA States.csv

@@ -0,0 +1,52 @@
+"State","Abbreviation"
+"Alabama","AL"
+"Alaska","AK"
+"Arizona","AZ"
+"Arkansas","AR"
+"California","CA"
+"Colorado","CO"
+"Connecticut","CT"
+"Delaware","DE"
+"District of Columbia","DC"
+"Florida","FL"
+"Georgia","GA"
+"Hawaii","HI"
+"Idaho","ID"
+"Illinois","IL"
+"Indiana","IN"
+"Iowa","IA"
+"Kansas","KS"
+"Kentucky","KY"
+"Louisiana","LA"
+"Maine","ME"
+"Montana","MT"
+"Nebraska","NE"
+"Nevada","NV"
+"New Hampshire","NH"
+"New Jersey","NJ"
+"New Mexico","NM"
+"New York","NY"
+"North Carolina","NC"
+"North Dakota","ND"
+"Ohio","OH"
+"Oklahoma","OK"
+"Oregon","OR"
+"Maryland","MD"
+"Massachusetts","MA"
+"Michigan","MI"
+"Minnesota","MN"
+"Mississippi","MS"
+"Missouri","MO"
+"Pennsylvania","PA"
+"Rhode Island","RI"
+"South Carolina","SC"
+"South Dakota","SD"
+"Tennessee","TN"
+"Texas","TX"
+"Utah","UT"
+"Vermont","VT"
+"Virginia","VA"
+"Washington","WA"
+"West Virginia","WV"
+"Wisconsin","WI"
+"Wyoming","WY"

app.py

@@ -0,0 +1,195 @@
+import streamlit as st
+import joblib
+import pandas as pd
+from scipy.stats import yeojohnson
+import inv_transform
+
+
+
+# Title of the app
+st.title("Event Budget Estimate")
+
+# Add custom CSS for spacing between columns
+st.markdown(
+    """
+    <style>
+    .stColumn > div {
+        padding: 10px; /* Adjust the value as needed to increase spacing */
+    }
+    h2 {
+        font-size: 20px;
+    }
+    </style>
+    """, unsafe_allow_html=True)
+
+# Create columns with adjusted spacing
+col1, col2 = st.columns([1, 1], gap="large")  # Adjust gap as needed
+
+with col1:
+    # Smaller column title
+    #st.subheader("Event Data")
+    st.markdown("### Event Data")
+    
+    countries = pd.read_csv('ISO-3166-Countries-with-Regional-Codes.csv')
+    countries_a2 = list (countries['alpha-2'])
+    countries_names = list (countries['name'])
+    countries = [f"{a2} - {name}" for a2, name in zip(countries_a2, countries_names)]
+        
+    us_index = countries_a2.index('US')
+    #cn_index = countries_a2.index('CN')
+    in_index = countries_a2.index('IN')
+    
+    states = pd.read_csv('USA States.csv', index_col=0)
+    states = list(states.Abbreviation)
+    ca_index = states.index('CA')
+    
+    # Input fields
+    atnd_num = st.number_input("Estimate Number of Attendees", min_value=0, value=180)
+    ppr_num = st.number_input("Estimate Paper Number", min_value=0, value=100)
+    exh_num = st.number_input("Estimate Number of Exhibits", min_value=0, value=0)
+    long = st.number_input("Conference Duration, Days", min_value=0, value=3)
+    
+    # Dropdown menus
+    event_type = st.selectbox("Event Type", ['Colloquium', 'Conference', 'Forum', 'Seminar', 'Symposium', 'Workshop' , 'Other'], index = 1)
+    cntry = st.selectbox("Conference Location Country", countries, index = us_index)
+    chosen_country_index = countries.index(cntry) 
+    if chosen_country_index == us_index:
+        loc_state = st.selectbox("Conference Location: State Code", states, index=ca_index)
+    else:
+        loc_state = "Other"
+
+    # Checkboxes
+    st.markdown("<h4>Keywords</h4>", unsafe_allow_html=True)
+    kw_comp = st.checkbox("Computer(s) / Computing / Computation / Computational")
+    kw_sys = st.checkbox("System(s)")
+    kw_app = st.checkbox("Application(s)")
+    #kw_ntwk = st.checkbox("Network(s) /Networking")
+    kw_wless = st.checkbox("Wireless")
+    #kw_mdl = st.checkbox("Model / Modeling")
+    #kw_arch = st.checkbox("Architecture(s)")
+    kw_img = st.checkbox("Image / Imaging")
+#    kw_adv = st.checkbox("Advanced")
+#    kw_dist = st.checkbox("Distributed")
+    
+    st.write("**Please only use the exact keywords listed and avoid including any variations or additional words!**")
+submit = st.button("Submit")
+
+# If the submit button is clicked, show output in the second column (col2)
+with col2:
+    if submit:
+        if chosen_country_index != us_index and loc_state != "Other":
+            st.error("Correct Event Location: Country and State!")
+        else:
+            
+            try:
+                p = True
+                regressor = joblib.load("budget_prediction_model.joblib")
+            except:
+                p = False
+              
+            if not p:
+                st.write('Check the model path')
+                st.error("Model doesn't Exist!")
+            else:
+               
+                atnd_num = atnd_num / 1.22
+                ppr_num = ppr_num / 1.26
+                
+                
+                data = pd.DataFrame([{
+                                        'act_atnd_tot_atnd_num': atnd_num,
+                                        'long_atnd_ratio':long/atnd_num, 
+                                        'act_paprs_num': ppr_num, 
+                                        'longevity': long,
+                                        'papr_atnd_ratio':ppr_num/atnd_num, 
+                                        'exh_num': exh_num,
+                                        'conf_loc_cntry_nm_India': int(chosen_country_index == in_index),
+                                        'conf_loc_cntry_nm_USA': int(chosen_country_index == us_index),
+                                        'comput': int(kw_comp),
+                                        'conf_loc_state_nm_CA': int(loc_state == "CA"),
+                                        'system': int(kw_sys),
+                                        'conf_evnt_typ_nm_Conference': int(event_type == "Conference"),
+                                        'applic': int(kw_app),
+                                        'conf_evnt_typ_nm_Workshop': int(event_type == "Workshop"),
+                                        'imag': int(kw_img),
+                                        'wireless': int(kw_wless), 
+                                    
+                }])
+            
+                
+                
+                lambdas = pd.read_csv('lambdas_yeojohnson.csv', header=None, index_col=0)
+                lambdas = lambdas.to_dict()[1]
+                
+                for n in ['act_atnd_tot_atnd_num', 'exh_num', 'act_paprs_num']:
+                    data[n] = yeojohnson(data[n], lambdas[n])
+                data.longevity -= 1
+        
+                # Predict income
+                income = regressor.predict(data)[0]
+                
+                if exh_num > 0:
+                    reg_fees_inc = 0.995 * income
+                else:
+                    reg_fees_inc = income
+                 
+                income = inv_transform.inv_yeojohnson(income, lambdas['fin_inc_tot_amt'])
+                reg_fees_inc = inv_transform.inv_yeojohnson(reg_fees_inc, lambdas['fin_inc_tot_amt'])
+                print(reg_fees_inc)
+                income = round(income / 1000) * 1000
+                reg_fees_inc = round(reg_fees_inc / 1000) * 1000
+                
+                exh_inc = 0
+                sponsor_inc = 0
+                
+                if exh_num < 10:
+                    exh_inc = min(exh_num * 1000, income - reg_fees_inc)     
+                elif exh_num < 30:
+                    exh_inc = min(10*1000 + (exh_num-10) * 1500, income - reg_fees_inc)
+                elif exh_num < 50:
+                    exh_inc = min(10*1000 + 20 * 1500 + (exh_num-30) * 3500, income - reg_fees_inc)
+                else:
+                    exh_inc = min(10*1000 + 20 * 1500 + 20 * 3500  + (exh_num-50) * 2900, income - reg_fees_inc)
+                    
+                    
+                # repeat piecewise function for grants and donations
+                if exh_num < 50:
+                    sponsor_inc = min(exh_num * 3900, income - reg_fees_inc - exh_inc)
+                else:
+                    sponsor_inc = min(50 * 3900, income - reg_fees_inc - exh_inc)
+                
+                sponsor_inc = round(sponsor_inc / 1000) * 1000
+                exh_inc = round(exh_inc / 1000) * 1000
+                other_inc = income - reg_fees_inc - exh_inc - sponsor_inc
+                reg_fees_inc = reg_fees_inc + other_inc
+                
+                
+                expenses =  round(income * 0.85 / 1000) * 1000
+                socl_funcs_exp = round(expenses * 0.54 / 1000) * 1000
+                local_arr_exp = round(expenses * 0.30 / 1000) * 1000
+                admintn_exp = round(expenses * 0.07 / 1000) * 1000
+                promo_exp =round(expenses * 0.04 / 1000) * 1000
+                audit_exp = min(expenses*0.006, 6000)
+                audit_exp = round(audit_exp / 1000) * 1000
+                other_exp = expenses - socl_funcs_exp - local_arr_exp - admintn_exp - promo_exp - audit_exp
+
+                # Display results
+                st.markdown("### Predicted Budget*")
+                st.markdown("<h4>Income Structure</h4>", unsafe_allow_html=True)
+                st.write(f"**Total Income: ${income}**")
+                st.write(f"Registration Fees Income: ${reg_fees_inc}")
+                st.write(f"Exhibit Income: ${exh_inc}")
+                st.write(f"Sponsorship Income: ${sponsor_inc}")
+                #st.write(f"Other Income: ${other_inc}")
+                st.markdown("<h4>Expenses Structure</h4>", unsafe_allow_html=True)
+                st.write(f"**Total Expenses: ${round(round(expenses, -3))}**")
+                st.write(f"Social Functions Expenses: ${round(round(socl_funcs_exp, -3))}")
+                st.write(f"Local Arrangement Expenses: ${round(round(local_arr_exp, -3))}")
+                st.write(f"Administration Expenses: ${round(round(admintn_exp, -3))}")
+                st.write(f"Promotion Expenses Amount: ${round(round(promo_exp, -3))}")
+                st.write(f"Audit Fees Expenses: ${audit_exp}")
+                st.write(f"Other Expenses: ${round(round(other_exp, -3))}")
+                st.write("")
+                st.write("***The numbers are approximate and should be adjusted according to event needs**")
+                
+                # Add button save those numbers to Excel

budget_prediction_model.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2bfb66d957d0b78ca766297495641777e2fee12c71ef57592894bb46ea5d1faf
+size 23104785

inv_transform.py

@@ -0,0 +1,10 @@
+import numpy as np
+def inv_yeojohnson(value, lmbda):
+    if value>= 0 and lmbda == 0:
+        return np.exp(value) - 1
+    elif value >= 0 and lmbda != 0:
+        return (value * lmbda + 1) ** (1 / lmbda) - 1
+    elif value < 0 and lmbda != 2:
+        return 1 - (-(2 - lmbda) * value + 1) ** (1 / (2 - lmbda))
+    elif value < 0 and lmbda == 2:
+        return 1 - np.exp(-value)

lambdas_yeojohnson.csv

@@ -0,0 +1,7 @@
+fin_inc_tot_amt,-0.15792258565030734
+act_atnd_tot_atnd_num,-0.23609854098787
+exh_num,-0.27131146695324376
+act_paprs_num,-0.17747742272466768
+est_pgs_num,-0.21763758127520128
+act_list_price_amt,-1.2149605490791022
+act_membr_price_amt,-1.1690310378317212

requirements.txt

@@ -0,0 +1,5 @@
+scikit-learn
+streamlit
+joblib
+scipy
+openpyxl