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mapping_bert_topic_copy
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Duplicate from harshithakr/mapping_bert_topic

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Files changed (29) hide show
  1. .gitattributes +41 -0
  2. README.md +13 -0
  3. app.py +50 -0
  4. bi_phrases.txt +3 -0
  5. cities.csv +3 -0
  6. common_words.txt +1162 -0
  7. common_words_v2.txt +1518 -0
  8. countries.csv +251 -0
  9. indus_knn.sav +3 -0
  10. kbert_topics.py +39 -0
  11. mapping.py +55 -0
  12. myproject.ini +8 -0
  13. other_industries.csv +336 -0
  14. other_industries_knn.sav +3 -0
  15. preprocess_function.py +80 -0
  16. requirements.txt +15 -0
  17. sect_other.xlsx +0 -0
  18. sector_knn.sav +0 -0
  19. states.csv +0 -0
  20. stopwords_tag.txt +1 -0
  21. topics_extraction.py +296 -0
  22. tri_phrases.txt +3 -0
  23. vocabDouble.txt +1 -0
  24. vocabMulti.txt +1 -0
  25. vocabSingle.txt +0 -0
  26. word2vec.model +3 -0
  27. word2vec.model.trainables.syn1neg.npy +3 -0
  28. word2vec.model.wv.vectors.npy +3 -0
  29. zones.csv +15 -0
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+ cities.csv filter=lfs diff=lfs merge=lfs -text
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+ other_indus_knn.sav filter=lfs diff=lfs merge=lfs -text
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+ bi_phrases.txt filter=lfs diff=lfs merge=lfs -text
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+ tri_phrases.txt filter=lfs diff=lfs merge=lfs -text
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+ indus_knn.sav filter=lfs diff=lfs merge=lfs -text
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+ other_industries_knn.sav filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ title: Mapping Bert Topic
3
+ emoji: 📈
4
+ colorFrom: red
5
+ colorTo: yellow
6
+ sdk: gradio
7
+ sdk_version: 3.40.1
8
+ app_file: app.py
9
+ pinned: false
10
+ duplicated_from: harshithakr/mapping_bert_topic
11
+ ---
12
+
13
+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
app.py ADDED
@@ -0,0 +1,50 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import gradio
2
+ from kbert_topics import extract_topics
3
+ from mapping import get_mapping
4
+ from topics_extraction import classify
5
+ from PyDictionary import PyDictionary
6
+ dictionary=PyDictionary()
7
+
8
+
9
+ def get_output(event_info):
10
+ if len(event_info.split(' '))>=20:
11
+ topic_name, distance_name,topic_name_dep, distance_name_dep, topic_name_other, distance_name_other = get_mapping(event_info)
12
+ work_list = extract_topics(event_info)
13
+ work_list = [i for i in work_list if bool(dictionary.meaning(i))]
14
+ return topic_name+ ' '+str(distance_name), str(topic_name_dep) + ' '+str(distance_name_dep),str(topic_name_other) + ' '+str(distance_name_other), str(work_list),classify(event_info)
15
+ else:
16
+ return 'Event discription should have >= 20 words', None, None, None,None
17
+
18
+
19
+ with gradio.Blocks(theme = 'gradio/monochrome', title = 'Keyword clustering Demo') as keyword_cluster_demo:
20
+
21
+ gradio.Markdown(
22
+ "<p align='center' style='font-size: 20px;'> Interface for checking results of keyword generation and sector/other industries mapping</p>"
23
+ )
24
+ gradio.HTML(
25
+ """<center> Enter event discription <br>Note: Minimum 20 words</center>"""
26
+ )
27
+ gradio.HTML(
28
+ """<center><div style="background-color: grey; padding: 5px; color: white; display: inline-block;">Time taken: 2 min </div></center>"""
29
+ )
30
+ with gradio.Row(scale = 2):
31
+ with gradio.Column(scale=1):
32
+ event_info = gradio.Textbox(label='enter event discription')
33
+ button = gradio.Button("Submit")
34
+
35
+ output_sec = gradio.outputs.Textbox(label="Mapped sector and score")
36
+ output_dep = gradio.outputs.Textbox(label="Mapped industry and score")
37
+ output_other= gradio.outputs.Textbox(label="Mapped other departments/categories")
38
+
39
+ with gradio.Row():
40
+ output_keybert = gradio.outputs.Textbox(label="Identified keywords (1 word)")
41
+ output_tags_identified = gradio.outputs.Textbox(label="Identified Tags")
42
+
43
+
44
+
45
+ button.click(get_output,
46
+ [event_info],
47
+ outputs=[output_sec, output_dep, output_other, output_keybert, output_tags_identified])
48
+
49
+ #keyword_cluster_demo.queue().launch(share=True,debug =True, show_error =True)
50
+ keyword_cluster_demo.queue().launch()
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+ size 3354015
cities.csv ADDED
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+ oid sha256:348888956f89137122afde91b44d0ca2ceccffac9d70dc21e01f68fb0c037211
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+ size 13444242
common_words.txt ADDED
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1280
+ program
1281
+ creatives
1282
+ common
1283
+ canned
1284
+ prominent
1285
+ jesus
1286
+ islamic
1287
+ gadget
1288
+ presented
1289
+ cradle
1290
+ upscale
1291
+ equipmentinstallationsystem
1292
+ union
1293
+ field
1294
+ combine
1295
+ achieve
1296
+ beautyworld
1297
+ vakantiebeurs
1298
+ bringing
1299
+ condominium
1300
+ livestock
1301
+ author
1302
+ esthetic
1303
+ choose
1304
+ mentor
1305
+ fabrics
1306
+ component
1307
+ communicating
1308
+ continent
1309
+ experiential
1310
+ hotel
1311
+ interzum
1312
+ schedule
1313
+ emphasizing
1314
+ cng
1315
+ flexible
1316
+ passionate
1317
+ interdisciplinary
1318
+ schuh
1319
+ biggest
1320
+ attracts
1321
+ conduct
1322
+ explore
1323
+ original
1324
+ avian
1325
+ synthesize
1326
+ certification
1327
+ visual
1328
+ meet
1329
+ ceo
1330
+ hosiery
1331
+ educational
1332
+ gathered
1333
+ tax
1334
+ unmun
1335
+ passion
1336
+ bb
1337
+ behavior
1338
+ hosted
1339
+ educate
1340
+ house
1341
+ shooting
1342
+ thrive
1343
+ cosmofarma
1344
+ experience
1345
+ empowerment
1346
+ theory
1347
+ provider
1348
+ kplastics
1349
+ tender
1350
+ equipment
1351
+ accessory
1352
+ genre
1353
+ disruption
1354
+ plus
1355
+ brandy
1356
+ framework
1357
+ attendance
1358
+ collective
1359
+ store
1360
+ peripheral
1361
+ invention
1362
+ facility
1363
+ promoting
1364
+ produced
1365
+ emerged
1366
+ department
1367
+ delicatessen
1368
+ motolive
1369
+ encouragement
1370
+ cevisama
1371
+ vegetable
1372
+ executive
1373
+ explores
1374
+ invite
1375
+ approval
1376
+ favorite
1377
+ formed
1378
+ diaper
1379
+ industryrelevant
1380
+ client
1381
+ enablers
1382
+ property
1383
+ crossdisciplinary
1384
+ specialises
1385
+ domestic
1386
+ agency
1387
+ discipline
1388
+ baking
1389
+ coorganizing
1390
+ equity
1391
+ specialized
1392
+ supplier
1393
+ input
1394
+ building
1395
+ mediterranean
1396
+ free
1397
+ careshaving
1398
+ greenhouse
1399
+ element
1400
+ franchisors
1401
+ uniting
1402
+ laboratory
1403
+ dining
1404
+ groundmounted
1405
+ avantgarde
1406
+ affordability
1407
+ netzero
1408
+ cutting
1409
+ equestrian
1410
+ participate
1411
+ cooling
1412
+ aimed
1413
+ strengthening
1414
+ filament
1415
+ extensive
1416
+ aftermarkets
1417
+ favorable
1418
+ cost
1419
+ ambassador
1420
+ overseas
1421
+ researchfora
1422
+ turkish
1423
+ design
1424
+ jata
1425
+ skilled
1426
+ highachieving
1427
+ issue
1428
+ practice
1429
+ multisectoral
1430
+ advisor
1431
+ adaption
1432
+ endemic
1433
+ lookout
1434
+ vit
1435
+ attending
1436
+ catalog
1437
+ offline
1438
+ wipe
1439
+ british
1440
+ delicious
1441
+ directtoconsumer
1442
+ soil
1443
+ packplus
1444
+ aftermarket
1445
+ grooming
1446
+ letsrecycle
1447
+ advertisinggift
1448
+ productive
1449
+ augmented
1450
+ application
1451
+ evolve
1452
+ fossil
1453
+ gdansk
1454
+ prolight
1455
+ engineering
1456
+ body
1457
+ fastestgrowing
1458
+ audience
1459
+ data
1460
+ barber
1461
+ responsibility
1462
+ fastener
1463
+ fair
1464
+ mineral
1465
+ hospitalar
1466
+ gain
1467
+ protective
1468
+ exploring
1469
+ expert
1470
+ kind
1471
+ avenue
1472
+ committee
1473
+ chosen
1474
+ hacktivism
1475
+ israeli
1476
+ accomplishment
1477
+ appliance
1478
+ based
1479
+ october
1480
+ costeffective
1481
+ suv
1482
+ texstyles
1483
+ celebrates
1484
+ hobbyist
1485
+ printsource
1486
+ compete
1487
+ disseminating
1488
+ curated
1489
+ type
1490
+ globally
1491
+ prioritize
1492
+ innovation
1493
+ amp
1494
+ distributorship
1495
+ attendee
1496
+ fancy
1497
+ altitude
1498
+ workshop
1499
+ wellbeing
1500
+ journey
1501
+ globalization
1502
+ mix
1503
+ adapting
1504
+ opening
1505
+ caffeine
1506
+ leading
1507
+ organised
1508
+ belgian
1509
+ funded
1510
+ wealth
1511
+ window
1512
+ evnoia
1513
+ connect
1514
+ coworkers
1515
+ emotion
1516
+ memento
1517
+ converging
1518
+ plastivision
countries.csv ADDED
@@ -0,0 +1,251 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ id,name,iso3,iso2,numeric_code,phone_code,capital,currency,currency_name,currency_symbol,tld,native,region,subregion,nationality,timezones,latitude,longitude,emoji,emojiU
2
+ 1,Afghanistan,AFG,AF,004,93,Kabul,AFN,"Afghan afghani",؋,.af,افغانستان,Asia,"Southern Asia",Afghan,"[{zoneName:'Asia\/Kabul',gmtOffset:16200,gmtOffsetName:'UTC+04:30',abbreviation:'AFT',tzName:'Afghanistan Time'}]",33.00000000,65.00000000,🇦🇫,"U+1F1E6 U+1F1EB"
3
+ 2,"Aland Islands",ALA,AX,248,+358-18,Mariehamn,EUR,Euro,€,.ax,Åland,Europe,"Northern Europe","Aland Island","[{zoneName:'Europe\/Mariehamn',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",60.11666700,19.90000000,🇦🇽,"U+1F1E6 U+1F1FD"
4
+ 3,Albania,ALB,AL,008,355,Tirana,ALL,"Albanian lek",Lek,.al,Shqipëria,Europe,"Southern Europe","Albanian ","[{zoneName:'Europe\/Tirane',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",41.00000000,20.00000000,🇦🇱,"U+1F1E6 U+1F1F1"
5
+ 4,Algeria,DZA,DZ,012,213,Algiers,DZD,"Algerian dinar",دج,.dz,الجزائر,Africa,"Northern Africa",Algerian,"[{zoneName:'Africa\/Algiers',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",28.00000000,3.00000000,🇩🇿,"U+1F1E9 U+1F1FF"
6
+ 5,"American Samoa",ASM,AS,016,+1-684,"Pago Pago",USD,"US Dollar",$,.as,"American Samoa",Oceania,Polynesia,"American Samoan","[{zoneName:'Pacific\/Pago_Pago',gmtOffset:-39600,gmtOffsetName:'UTC-11:00',abbreviation:'SST',tzName:'Samoa Standard Time'}]",-14.33333333,-170.00000000,🇦🇸,"U+1F1E6 U+1F1F8"
7
+ 6,Andorra,AND,AD,020,376,"Andorra la Vella",EUR,Euro,€,.ad,Andorra,Europe,"Southern Europe",Andorran,"[{zoneName:'Europe\/Andorra',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",42.50000000,1.50000000,🇦🇩,"U+1F1E6 U+1F1E9"
8
+ 7,Angola,AGO,AO,024,244,Luanda,AOA,"Angolan kwanza",Kz,.ao,Angola,Africa,"Middle Africa",Angolan,"[{zoneName:'Africa\/Luanda',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",-12.50000000,18.50000000,🇦🇴,"U+1F1E6 U+1F1F4"
9
+ 8,Anguilla,AIA,AI,660,+1-264,"The Valley",XCD,"East Caribbean dollar",$,.ai,Anguilla,Americas,Caribbean,Anguillan,"[{zoneName:'America\/Anguilla',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.25000000,-63.16666666,🇦🇮,"U+1F1E6 U+1F1EE"
10
+ 9,Antarctica,ATA,AQ,010,672,,AAD,"Antarctican dollar",$,.aq,Antarctica,Polar,,Antarctic,"[{zoneName:'Antarctica\/Casey',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'AWST',tzName:'Australian Western Standard Time'},{zoneName:'Antarctica\/Davis',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'DAVT',tzName:'Davis Time'},{zoneName:'Antarctica\/DumontDUrville',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'DDUT',tzName:'Dumont d'Urville Time'},{zoneName:'Antarctica\/Mawson',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'MAWT',tzName:'Mawson Station Time'},{zoneName:'Antarctica\/McMurdo',gmtOffset:46800,gmtOffsetName:'UTC+13:00',abbreviation:'NZDT',tzName:'New Zealand Daylight Time'},{zoneName:'Antarctica\/Palmer',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'CLST',tzName:'Chile Summer Time'},{zoneName:'Antarctica\/Rothera',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ROTT',tzName:'Rothera Research Station Time'},{zoneName:'Antarctica\/Syowa',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'SYOT',tzName:'Showa Station Time'},{zoneName:'Antarctica\/Troll',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'},{zoneName:'Antarctica\/Vostok',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'VOST',tzName:'Vostok Station Time'}]",-74.65000000,4.48000000,🇦🇶,"U+1F1E6 U+1F1F6"
11
+ 10,"Antigua And Barbuda",ATG,AG,028,+1-268,"St. John's",XCD,"Eastern Caribbean dollar",$,.ag,"Antigua and Barbuda",Americas,Caribbean,"Antiguan or Barbudan","[{zoneName:'America\/Antigua',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",17.05000000,-61.80000000,🇦🇬,"U+1F1E6 U+1F1EC"
12
+ 11,Argentina,ARG,AR,032,54,"Buenos Aires",ARS,"Argentine peso",$,.ar,Argentina,Americas,"South America",Argentine,"[{zoneName:'America\/Argentina\/Buenos_Aires',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Catamarca',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Cordoba',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Jujuy',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/La_Rioja',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Mendoza',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Rio_Gallegos',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Salta',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/San_Juan',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/San_Luis',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Tucuman',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'},{zoneName:'America\/Argentina\/Ushuaia',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'ART',tzName:'Argentina Time'}]",-34.00000000,-64.00000000,🇦🇷,"U+1F1E6 U+1F1F7"
13
+ 12,Armenia,ARM,AM,051,374,Yerevan,AMD,"Armenian dram",֏,.am,Հայաստան,Asia,"Western Asia",Armenian,"[{zoneName:'Asia\/Yerevan',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'AMT',tzName:'Armenia Time'}]",40.00000000,45.00000000,🇦🇲,"U+1F1E6 U+1F1F2"
14
+ 13,Aruba,ABW,AW,533,297,Oranjestad,AWG,"Aruban florin",ƒ,.aw,Aruba,Americas,Caribbean,Aruban,"[{zoneName:'America\/Aruba',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",12.50000000,-69.96666666,🇦🇼,"U+1F1E6 U+1F1FC"
15
+ 14,Australia,AUS,AU,036,61,Canberra,AUD,"Australian dollar",$,.au,Australia,Oceania,"Australia and New Zealand",Australian,"[{zoneName:'Antarctica\/Macquarie',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'MIST',tzName:'Macquarie Island Station Time'},{zoneName:'Australia\/Adelaide',gmtOffset:37800,gmtOffsetName:'UTC+10:30',abbreviation:'ACDT',tzName:'Australian Central Daylight Saving Time'},{zoneName:'Australia\/Brisbane',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'AEST',tzName:'Australian Eastern Standard Time'},{zoneName:'Australia\/Broken_Hill',gmtOffset:37800,gmtOffsetName:'UTC+10:30',abbreviation:'ACDT',tzName:'Australian Central Daylight Saving Time'},{zoneName:'Australia\/Currie',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'AEDT',tzName:'Australian Eastern Daylight Saving Time'},{zoneName:'Australia\/Darwin',gmtOffset:34200,gmtOffsetName:'UTC+09:30',abbreviation:'ACST',tzName:'Australian Central Standard Time'},{zoneName:'Australia\/Eucla',gmtOffset:31500,gmtOffsetName:'UTC+08:45',abbreviation:'ACWST',tzName:'Australian Central Western Standard Time (Unofficial)'},{zoneName:'Australia\/Hobart',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'AEDT',tzName:'Australian Eastern Daylight Saving Time'},{zoneName:'Australia\/Lindeman',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'AEST',tzName:'Australian Eastern Standard Time'},{zoneName:'Australia\/Lord_Howe',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'LHST',tzName:'Lord Howe Summer Time'},{zoneName:'Australia\/Melbourne',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'AEDT',tzName:'Australian Eastern Daylight Saving Time'},{zoneName:'Australia\/Perth',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'AWST',tzName:'Australian Western Standard Time'},{zoneName:'Australia\/Sydney',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'AEDT',tzName:'Australian Eastern Daylight Saving Time'}]",-27.00000000,133.00000000,🇦🇺,"U+1F1E6 U+1F1FA"
16
+ 15,Austria,AUT,AT,040,43,Vienna,EUR,Euro,€,.at,Österreich,Europe,"Western Europe",Austrian,"[{zoneName:'Europe\/Vienna',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",47.33333333,13.33333333,🇦🇹,"U+1F1E6 U+1F1F9"
17
+ 16,Azerbaijan,AZE,AZ,031,994,Baku,AZN,"Azerbaijani manat",m,.az,Azərbaycan,Asia,"Western Asia","Azerbaijani, Azeri","[{zoneName:'Asia\/Baku',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'AZT',tzName:'Azerbaijan Time'}]",40.50000000,47.50000000,🇦🇿,"U+1F1E6 U+1F1FF"
18
+ 18,Bahrain,BHR,BH,048,973,Manama,BHD,"Bahraini dinar",.د.ب,.bh,‏البحرين,Asia,"Western Asia",Bahraini,"[{zoneName:'Asia\/Bahrain',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",26.00000000,50.55000000,🇧🇭,"U+1F1E7 U+1F1ED"
19
+ 19,Bangladesh,BGD,BD,050,880,Dhaka,BDT,"Bangladeshi taka",৳,.bd,Bangladesh,Asia,"Southern Asia",Bangladeshi,"[{zoneName:'Asia\/Dhaka',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'BDT',tzName:'Bangladesh Standard Time'}]",24.00000000,90.00000000,🇧🇩,"U+1F1E7 U+1F1E9"
20
+ 20,Barbados,BRB,BB,052,+1-246,Bridgetown,BBD,"Barbadian dollar",Bds$,.bb,Barbados,Americas,Caribbean,Barbadian,"[{zoneName:'America\/Barbados',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",13.16666666,-59.53333333,🇧🇧,"U+1F1E7 U+1F1E7"
21
+ 21,Belarus,BLR,BY,112,375,Minsk,BYN,"Belarusian ruble",Br,.by,Белару́сь,Europe,"Eastern Europe",Belarusian,"[{zoneName:'Europe\/Minsk',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'MSK',tzName:'Moscow Time'}]",53.00000000,28.00000000,🇧🇾,"U+1F1E7 U+1F1FE"
22
+ 22,Belgium,BEL,BE,056,32,Brussels,EUR,Euro,€,.be,België,Europe,"Western Europe",Belgian,"[{zoneName:'Europe\/Brussels',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",50.83333333,4.00000000,🇧🇪,"U+1F1E7 U+1F1EA"
23
+ 23,Belize,BLZ,BZ,084,501,Belmopan,BZD,"Belize dollar",$,.bz,Belize,Americas,"Central America",Belizean,"[{zoneName:'America\/Belize',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America)'}]",17.25000000,-88.75000000,🇧🇿,"U+1F1E7 U+1F1FF"
24
+ 24,Benin,BEN,BJ,204,229,Porto-Novo,XOF,"West African CFA franc",CFA,.bj,Bénin,Africa,"Western Africa","Beninese, Beninois","[{zoneName:'Africa\/Porto-Novo',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",9.50000000,2.25000000,🇧🇯,"U+1F1E7 U+1F1EF"
25
+ 25,Bermuda,BMU,BM,060,+1-441,Hamilton,BMD,"Bermudian dollar",$,.bm,Bermuda,Americas,"Northern America","Bermudian, Bermudan","[{zoneName:'Atlantic\/Bermuda',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",32.33333333,-64.75000000,🇧🇲,"U+1F1E7 U+1F1F2"
26
+ 26,Bhutan,BTN,BT,064,975,Thimphu,BTN,"Bhutanese ngultrum",Nu.,.bt,ʼbrug-yul,Asia,"Southern Asia",Bhutanese,"[{zoneName:'Asia\/Thimphu',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'BTT',tzName:'Bhutan Time'}]",27.50000000,90.50000000,🇧🇹,"U+1F1E7 U+1F1F9"
27
+ 27,Bolivia,BOL,BO,068,591,Sucre,BOB,"Bolivian boliviano",Bs.,.bo,Bolivia,Americas,"South America",Bolivian,"[{zoneName:'America\/La_Paz',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'BOT',tzName:'Bolivia Time'}]",-17.00000000,-65.00000000,🇧🇴,"U+1F1E7 U+1F1F4"
28
+ 155,"Bonaire, Sint Eustatius and Saba",BES,BQ,535,599,Kralendijk,USD,"United States dollar",$,.an,"Caribisch Nederland",Americas,Caribbean,Bonaire,"[{zoneName:'America\/Anguilla',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",12.15000000,-68.26666700,🇧🇶,"U+1F1E7 U+1F1F6"
29
+ 28,"Bosnia and Herzegovina",BIH,BA,070,387,Sarajevo,BAM,"Bosnia and Herzegovina convertible mark",KM,.ba,"Bosna i Hercegovina",Europe,"Southern Europe","Bosnian or Herzegovinian","[{zoneName:'Europe\/Sarajevo',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",44.00000000,18.00000000,🇧🇦,"U+1F1E7 U+1F1E6"
30
+ 29,Botswana,BWA,BW,072,267,Gaborone,BWP,"Botswana pula",P,.bw,Botswana,Africa,"Southern Africa","Motswana, Botswanan","[{zoneName:'Africa\/Gaborone',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-22.00000000,24.00000000,🇧🇼,"U+1F1E7 U+1F1FC"
31
+ 30,"Bouvet Island",BVT,BV,074,0055,,NOK,"Norwegian Krone",kr,.bv,Bouvetøya,,,"Bouvet Island","[{zoneName:'Europe\/Oslo',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",-54.43333333,3.40000000,🇧🇻,"U+1F1E7 U+1F1FB"
32
+ 31,Brazil,BRA,BR,076,55,Brasilia,BRL,"Brazilian real",R$,.br,Brasil,Americas,"South America",Brazilian,"[{zoneName:'America\/Araguaina',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Bahia',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Belem',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Boa_Vista',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AMT',tzName:'Amazon Time (Brazil)[3'},{zoneName:'America\/Campo_Grande',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AMT',tzName:'Amazon Time (Brazil)[3'},{zoneName:'America\/Cuiaba',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'BRT',tzName:'Brasilia Time'},{zoneName:'America\/Eirunepe',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'ACT',tzName:'Acre Time'},{zoneName:'America\/Fortaleza',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Maceio',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Manaus',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AMT',tzName:'Amazon Time (Brazil)'},{zoneName:'America\/Noronha',gmtOffset:-7200,gmtOffsetName:'UTC-02:00',abbreviation:'FNT',tzName:'Fernando de Noronha Time'},{zoneName:'America\/Porto_Velho',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AMT',tzName:'Amazon Time (Brazil)[3'},{zoneName:'America\/Recife',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Rio_Branco',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'ACT',tzName:'Acre Time'},{zoneName:'America\/Santarem',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'},{zoneName:'America\/Sao_Paulo',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'BRT',tzName:'Bras\u00edlia Time'}]",-10.00000000,-55.00000000,🇧🇷,"U+1F1E7 U+1F1F7"
33
+ 32,"British Indian Ocean Territory",IOT,IO,086,246,"Diego Garcia",USD,"United States dollar",$,.io,"British Indian Ocean Territory",Africa,"Eastern Africa",BIOT,"[{zoneName:'Indian\/Chagos',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'IOT',tzName:'Indian Ocean Time'}]",-6.00000000,71.50000000,🇮🇴,"U+1F1EE U+1F1F4"
34
+ 33,Brunei,BRN,BN,096,673,"Bandar Seri Begawan",BND,"Brunei dollar",B$,.bn,"Negara Brunei Darussalam",Asia,"South-Eastern Asia",Bruneian,"[{zoneName:'Asia\/Brunei',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'BNT',tzName:'Brunei Darussalam Time'}]",4.50000000,114.66666666,🇧🇳,"U+1F1E7 U+1F1F3"
35
+ 34,Bulgaria,BGR,BG,100,359,Sofia,BGN,"Bulgarian lev",Лв.,.bg,България,Europe,"Eastern Europe",Bulgarian,"[{zoneName:'Europe\/Sofia',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",43.00000000,25.00000000,🇧🇬,"U+1F1E7 U+1F1EC"
36
+ 35,"Burkina Faso",BFA,BF,854,226,Ouagadougou,XOF,"West African CFA franc",CFA,.bf,"Burkina Faso",Africa,"Western Africa",Burkinabe,"[{zoneName:'Africa\/Ouagadougou',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",13.00000000,-2.00000000,🇧🇫,"U+1F1E7 U+1F1EB"
37
+ 36,Burundi,BDI,BI,108,257,Bujumbura,BIF,"Burundian franc",FBu,.bi,Burundi,Africa,"Eastern Africa",Burundian,"[{zoneName:'Africa\/Bujumbura',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-3.50000000,30.00000000,🇧🇮,"U+1F1E7 U+1F1EE"
38
+ 37,Cambodia,KHM,KH,116,855,"Phnom Penh",KHR,"Cambodian riel",KHR,.kh,Kâmpŭchéa,Asia,"South-Eastern Asia",Cambodian,"[{zoneName:'Asia\/Phnom_Penh',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'ICT',tzName:'Indochina Time'}]",13.00000000,105.00000000,🇰🇭,"U+1F1F0 U+1F1ED"
39
+ 38,Cameroon,CMR,CM,120,237,Yaounde,XAF,"Central African CFA franc",FCFA,.cm,Cameroon,Africa,"Middle Africa",Cameroonian,"[{zoneName:'Africa\/Douala',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",6.00000000,12.00000000,🇨🇲,"U+1F1E8 U+1F1F2"
40
+ 39,Canada,CAN,CA,124,1,Ottawa,CAD,"Canadian dollar",$,.ca,Canada,Americas,"Northern America",Canadian,"[{zoneName:'America\/Atikokan',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America)'},{zoneName:'America\/Blanc-Sablon',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'},{zoneName:'America\/Cambridge_Bay',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Creston',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Dawson',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Dawson_Creek',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Edmonton',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Fort_Nelson',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America)'},{zoneName:'America\/Glace_Bay',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'},{zoneName:'America\/Goose_Bay',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'},{zoneName:'America\/Halifax',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'},{zoneName:'America\/Inuvik',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Iqaluit',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Moncton',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'},{zoneName:'America\/Nipigon',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Pangnirtung',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Rainy_River',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Rankin_Inlet',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Regina',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Resolute',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/St_Johns',gmtOffset:-12600,gmtOffsetName:'UTC-03:30',abbreviation:'NST',tzName:'Newfoundland Standard Time'},{zoneName:'America\/Swift_Current',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Thunder_Bay',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Toronto',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Vancouver',gmtOffset:-28800,gmtOffsetName:'UTC-08:00',abbreviation:'PST',tzName:'Pacific Standard Time (North America'},{zoneName:'America\/Whitehorse',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Winnipeg',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Yellowknife',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'}]",60.00000000,-95.00000000,🇨🇦,"U+1F1E8 U+1F1E6"
41
+ 40,"Cape Verde",CPV,CV,132,238,Praia,CVE,"Cape Verdean escudo",$,.cv,"Cabo Verde",Africa,"Western Africa",Verdean,"[{zoneName:'Atlantic\/Cape_Verde',gmtOffset:-3600,gmtOffsetName:'UTC-01:00',abbreviation:'CVT',tzName:'Cape Verde Time'}]",16.00000000,-24.00000000,🇨🇻,"U+1F1E8 U+1F1FB"
42
+ 41,"Cayman Islands",CYM,KY,136,+1-345,"George Town",KYD,"Cayman Islands dollar",$,.ky,"Cayman Islands",Americas,Caribbean,Caymanian,"[{zoneName:'America\/Cayman',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'}]",19.50000000,-80.50000000,🇰🇾,"U+1F1F0 U+1F1FE"
43
+ 42,"Central African Republic",CAF,CF,140,236,Bangui,XAF,"Central African CFA franc",FCFA,.cf,"Ködörösêse tî Bêafrîka",Africa,"Middle Africa","Central African","[{zoneName:'Africa\/Bangui',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",7.00000000,21.00000000,🇨🇫,"U+1F1E8 U+1F1EB"
44
+ 43,Chad,TCD,TD,148,235,N'Djamena,XAF,"Central African CFA franc",FCFA,.td,Tchad,Africa,"Middle Africa",Chadian,"[{zoneName:'Africa\/Ndjamena',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",15.00000000,19.00000000,🇹🇩,"U+1F1F9 U+1F1E9"
45
+ 44,Chile,CHL,CL,152,56,Santiago,CLP,"Chilean peso",$,.cl,Chile,Americas,"South America",Chilean,"[{zoneName:'America\/Punta_Arenas',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'CLST',tzName:'Chile Summer Time'},{zoneName:'America\/Santiago',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'CLST',tzName:'Chile Summer Time'},{zoneName:'Pacific\/Easter',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EASST',tzName:'Easter Island Summer Time'}]",-30.00000000,-71.00000000,🇨🇱,"U+1F1E8 U+1F1F1"
46
+ 45,China,CHN,CN,156,86,Beijing,CNY,"Chinese yuan",¥,.cn,中国,Asia,"Eastern Asia",Chinese,"[{zoneName:'Asia\/Shanghai',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'CST',tzName:'China Standard Time'},{zoneName:'Asia\/Urumqi',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'XJT',tzName:'China Standard Time'}]",35.00000000,105.00000000,🇨🇳,"U+1F1E8 U+1F1F3"
47
+ 46,"Christmas Island",CXR,CX,162,61,"Flying Fish Cove",AUD,"Australian dollar",$,.cx,"Christmas Island",Oceania,"Australia and New Zealand","Christmas Island","[{zoneName:'Indian\/Christmas',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'CXT',tzName:'Christmas Island Time'}]",-10.50000000,105.66666666,🇨🇽,"U+1F1E8 U+1F1FD"
48
+ 47,"Cocos (Keeling) Islands",CCK,CC,166,61,"West Island",AUD,"Australian dollar",$,.cc,"Cocos (Keeling) Islands",Oceania,"Australia and New Zealand","Cocos Island","[{zoneName:'Indian\/Cocos',gmtOffset:23400,gmtOffsetName:'UTC+06:30',abbreviation:'CCT',tzName:'Cocos Islands Time'}]",-12.50000000,96.83333333,🇨🇨,"U+1F1E8 U+1F1E8"
49
+ 48,Colombia,COL,CO,170,57,Bogotá,COP,"Colombian peso",$,.co,Colombia,Americas,"South America",Colombian,"[{zoneName:'America\/Bogota',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'COT',tzName:'Colombia Time'}]",4.00000000,-72.00000000,🇨🇴,"U+1F1E8 U+1F1F4"
50
+ 49,Comoros,COM,KM,174,269,Moroni,KMF,"Comorian franc",CF,.km,Komori,Africa,"Eastern Africa","Comoran, Comorian","[{zoneName:'Indian\/Comoro',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",-12.16666666,44.25000000,🇰🇲,"U+1F1F0 U+1F1F2"
51
+ 50,Congo,COG,CG,178,242,Brazzaville,XAF,"Central African CFA franc",FC,.cg,"République du Congo",Africa,"Middle Africa",Congolese,"[{zoneName:'Africa\/Brazzaville',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",-1.00000000,15.00000000,🇨🇬,"U+1F1E8 U+1F1EC"
52
+ 52,"Cook Islands",COK,CK,184,682,Avarua,NZD,"Cook Islands dollar",$,.ck,"Cook Islands",Oceania,Polynesia,"Cook Island","[{zoneName:'Pacific\/Rarotonga',gmtOffset:-36000,gmtOffsetName:'UTC-10:00',abbreviation:'CKT',tzName:'Cook Island Time'}]",-21.23333333,-159.76666666,🇨🇰,"U+1F1E8 U+1F1F0"
53
+ 53,"Costa Rica",CRI,CR,188,506,"San Jose",CRC,"Costa Rican colón",₡,.cr,"Costa Rica",Americas,"Central America","Costa Rican","[{zoneName:'America\/Costa_Rica',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'}]",10.00000000,-84.00000000,🇨🇷,"U+1F1E8 U+1F1F7"
54
+ 54,"Cote D'Ivoire (Ivory Coast)",CIV,CI,384,225,Yamoussoukro,XOF,"West African CFA franc",CFA,.ci,,Africa,"Western Africa",Ivorian,"[{zoneName:'Africa\/Abidjan',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",8.00000000,-5.00000000,🇨🇮,"U+1F1E8 U+1F1EE"
55
+ 55,Croatia,HRV,HR,191,385,Zagreb,HRK,"Croatian kuna",kn,.hr,Hrvatska,Europe,"Southern Europe",Croatian,"[{zoneName:'Europe\/Zagreb',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",45.16666666,15.50000000,🇭🇷,"U+1F1ED U+1F1F7"
56
+ 56,Cuba,CUB,CU,192,53,Havana,CUP,"Cuban peso",$,.cu,Cuba,Americas,Caribbean,Cuban,"[{zoneName:'America\/Havana',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'CST',tzName:'Cuba Standard Time'}]",21.50000000,-80.00000000,🇨🇺,"U+1F1E8 U+1F1FA"
57
+ 249,Curaçao,CUW,CW,531,599,Willemstad,ANG,"Netherlands Antillean guilder",ƒ,.cw,Curaçao,Americas,Caribbean,Curacaoan,"[{zoneName:'America\/Curacao',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",12.11666700,-68.93333300,🇨🇼,"U+1F1E8 U+1F1FC"
58
+ 57,Cyprus,CYP,CY,196,357,Nicosia,EUR,Euro,€,.cy,Κύπρος,Europe,"Southern Europe",Cypriot,"[{zoneName:'Asia\/Famagusta',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'},{zoneName:'Asia\/Nicosia',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",35.00000000,33.00000000,🇨🇾,"U+1F1E8 U+1F1FE"
59
+ 58,"Czech Republic",CZE,CZ,203,420,Prague,CZK,"Czech koruna",Kč,.cz,"Česká republika",Europe,"Eastern Europe",Czech,,49.75000000,15.50000000,🇨🇿,"U+1F1E8 U+1F1FF"
60
+ 51,"Democratic Republic of the Congo",COD,CD,180,243,Kinshasa,CDF,"Congolese Franc",FC,.cd,"République démocratique du Congo",Africa,"Middle Africa",Congolese,"[{zoneName:'Africa\/Kinshasa',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'},{zoneName:'Africa\/Lubumbashi',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",0.00000000,25.00000000,🇨🇩,"U+1F1E8 U+1F1E9"
61
+ 59,Denmark,DNK,DK,208,45,Copenhagen,DKK,"Danish krone",Kr.,.dk,Danmark,Europe,"Northern Europe",Danish,"[{zoneName:'Europe\/Copenhagen',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",56.00000000,10.00000000,🇩🇰,"U+1F1E9 U+1F1F0"
62
+ 60,Djibouti,DJI,DJ,262,253,Djibouti,DJF,"Djiboutian franc",Fdj,.dj,Djibouti,Africa,"Eastern Africa",Djiboutian,"[{zoneName:'Africa\/Djibouti',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",11.50000000,43.00000000,🇩🇯,"U+1F1E9 U+1F1EF"
63
+ 61,Dominica,DMA,DM,212,+1-767,Roseau,XCD,"Eastern Caribbean dollar",$,.dm,Dominica,Americas,Caribbean,Dominican,"[{zoneName:'America\/Dominica',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",15.41666666,-61.33333333,🇩🇲,"U+1F1E9 U+1F1F2"
64
+ 62,"Dominican Republic",DOM,DO,214,"+1-809 and 1-829","Santo Domingo",DOP,"Dominican peso",$,.do,"República Dominicana",Americas,Caribbean,Dominican,"[{zoneName:'America\/Santo_Domingo',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",19.00000000,-70.66666666,🇩🇴,"U+1F1E9 U+1F1F4"
65
+ 63,"East Timor",TLS,TL,626,670,Dili,USD,"United States dollar",$,.tl,Timor-Leste,Asia,"South-Eastern Asia",Timorese,"[{zoneName:'Asia\/Dili',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'TLT',tzName:'Timor Leste Time'}]",-8.83333333,125.91666666,🇹🇱,"U+1F1F9 U+1F1F1"
66
+ 64,Ecuador,ECU,EC,218,593,Quito,USD,"United States dollar",$,.ec,Ecuador,Americas,"South America",Ecuadorian,"[{zoneName:'America\/Guayaquil',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'ECT',tzName:'Ecuador Time'},{zoneName:'Pacific\/Galapagos',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'GALT',tzName:'Gal\u00e1pagos Time'}]",-2.00000000,-77.50000000,🇪🇨,"U+1F1EA U+1F1E8"
67
+ 65,Egypt,EGY,EG,818,20,Cairo,EGP,"Egyptian pound",ج.م,.eg,مصر‎,Africa,"Northern Africa",Egyptian,"[{zoneName:'Africa\/Cairo',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",27.00000000,30.00000000,🇪🇬,"U+1F1EA U+1F1EC"
68
+ 66,"El Salvador",SLV,SV,222,503,"San Salvador",USD,"United States dollar",$,.sv,"El Salvador",Americas,"Central America",Salvadoran,"[{zoneName:'America\/El_Salvador',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'}]",13.83333333,-88.91666666,🇸🇻,"U+1F1F8 U+1F1FB"
69
+ 67,"Equatorial Guinea",GNQ,GQ,226,240,Malabo,XAF,"Central African CFA franc",FCFA,.gq,"Guinea Ecuatorial",Africa,"Middle Africa","Equatorial Guinean, Equatoguinean","[{zoneName:'Africa\/Malabo',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",2.00000000,10.00000000,🇬🇶,"U+1F1EC U+1F1F6"
70
+ 68,Eritrea,ERI,ER,232,291,Asmara,ERN,"Eritrean nakfa",Nfk,.er,ኤርትራ,Africa,"Eastern Africa",Eritrean,"[{zoneName:'Africa\/Asmara',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",15.00000000,39.00000000,🇪🇷,"U+1F1EA U+1F1F7"
71
+ 69,Estonia,EST,EE,233,372,Tallinn,EUR,Euro,€,.ee,Eesti,Europe,"Northern Europe",Estonian,"[{zoneName:'Europe\/Tallinn',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",59.00000000,26.00000000,🇪🇪,"U+1F1EA U+1F1EA"
72
+ 70,Ethiopia,ETH,ET,231,251,"Addis Ababa",ETB,"Ethiopian birr",Nkf,.et,ኢትዮጵያ,Africa,"Eastern Africa",Ethiopian,"[{zoneName:'Africa\/Addis_Ababa',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",8.00000000,38.00000000,🇪🇹,"U+1F1EA U+1F1F9"
73
+ 71,"Falkland Islands",FLK,FK,238,500,Stanley,FKP,"Falkland Islands pound",£,.fk,"Falkland Islands",Americas,"South America","Falkland Island","[{zoneName:'Atlantic\/Stanley',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'FKST',tzName:'Falkland Islands Summer Time'}]",-51.75000000,-59.00000000,🇫🇰,"U+1F1EB U+1F1F0"
74
+ 72,"Faroe Islands",FRO,FO,234,298,Torshavn,DKK,"Danish krone",Kr.,.fo,Føroyar,Europe,"Northern Europe",Faroese,"[{zoneName:'Atlantic\/Faroe',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'WET',tzName:'Western European Time'}]",62.00000000,-7.00000000,🇫🇴,"U+1F1EB U+1F1F4"
75
+ 73,"Fiji Islands",FJI,FJ,242,679,Suva,FJD,"Fijian dollar",FJ$,.fj,Fiji,Oceania,Melanesia,Fijian,"[{zoneName:'Pacific\/Fiji',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'FJT',tzName:'Fiji Time'}]",-18.00000000,175.00000000,🇫🇯,"U+1F1EB U+1F1EF"
76
+ 74,Finland,FIN,FI,246,358,Helsinki,EUR,Euro,€,.fi,Suomi,Europe,"Northern Europe",Finnish,"[{zoneName:'Europe\/Helsinki',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",64.00000000,26.00000000,🇫🇮,"U+1F1EB U+1F1EE"
77
+ 75,France,FRA,FR,250,33,Paris,EUR,Euro,€,.fr,France,Europe,"Western Europe",French,"[{zoneName:'Europe\/Paris',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",46.00000000,2.00000000,🇫🇷,"U+1F1EB U+1F1F7"
78
+ 76,"French Guiana",GUF,GF,254,594,Cayenne,EUR,Euro,€,.gf,"Guyane française",Americas,"South America","French Guianese","[{zoneName:'America\/Cayenne',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'GFT',tzName:'French Guiana Time'}]",4.00000000,-53.00000000,🇬🇫,"U+1F1EC U+1F1EB"
79
+ 77,"French Polynesia",PYF,PF,258,689,Papeete,XPF,"CFP franc",₣,.pf,"Polynésie française",Oceania,Polynesia,"French Polynesia","[{zoneName:'Pacific\/Gambier',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'GAMT',tzName:'Gambier Islands Time'},{zoneName:'Pacific\/Marquesas',gmtOffset:-34200,gmtOffsetName:'UTC-09:30',abbreviation:'MART',tzName:'Marquesas Islands Time'},{zoneName:'Pacific\/Tahiti',gmtOffset:-36000,gmtOffsetName:'UTC-10:00',abbreviation:'TAHT',tzName:'Tahiti Time'}]",-15.00000000,-140.00000000,🇵🇫,"U+1F1F5 U+1F1EB"
80
+ 78,"French Southern Territories",ATF,TF,260,262,Port-aux-Francais,EUR,Euro,€,.tf,"Territoire des Terres australes et antarctiques fr",Africa,"Southern Africa","French Southern Territories","[{zoneName:'Indian\/Kerguelen',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'TFT',tzName:'French Southern and Antarctic Time'}]",-49.25000000,69.16700000,🇹🇫,"U+1F1F9 U+1F1EB"
81
+ 79,Gabon,GAB,GA,266,241,Libreville,XAF,"Central African CFA franc",FCFA,.ga,Gabon,Africa,"Middle Africa",Gabonese,"[{zoneName:'Africa\/Libreville',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",-1.00000000,11.75000000,🇬🇦,"U+1F1EC U+1F1E6"
82
+ 80,"Gambia The",GMB,GM,270,220,Banjul,GMD,"Gambian dalasi",D,.gm,Gambia,Africa,"Western Africa",Gambian,"[{zoneName:'Africa\/Banjul',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",13.46666666,-16.56666666,🇬🇲,"U+1F1EC U+1F1F2"
83
+ 81,Georgia,GEO,GE,268,995,Tbilisi,GEL,"Georgian lari",ლ,.ge,საქართველო,Asia,"Western Asia",Georgian,"[{zoneName:'Asia\/Tbilisi',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'GET',tzName:'Georgia Standard Time'}]",42.00000000,43.50000000,🇬🇪,"U+1F1EC U+1F1EA"
84
+ 82,Germany,DEU,DE,276,49,Berlin,EUR,Euro,€,.de,Deutschland,Europe,"Western Europe",German,"[{zoneName:'Europe\/Berlin',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'},{zoneName:'Europe\/Busingen',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",51.00000000,9.00000000,🇩🇪,"U+1F1E9 U+1F1EA"
85
+ 83,Ghana,GHA,GH,288,233,Accra,GHS,"Ghanaian cedi",GH₵,.gh,Ghana,Africa,"Western Africa",Ghanaian,"[{zoneName:'Africa\/Accra',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",8.00000000,-2.00000000,🇬🇭,"U+1F1EC U+1F1ED"
86
+ 84,Gibraltar,GIB,GI,292,350,Gibraltar,GIP,"Gibraltar pound",£,.gi,Gibraltar,Europe,"Southern Europe",Gibraltar,"[{zoneName:'Europe\/Gibraltar',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",36.13333333,-5.35000000,🇬🇮,"U+1F1EC U+1F1EE"
87
+ 85,Greece,GRC,GR,300,30,Athens,EUR,Euro,€,.gr,Ελλάδα,Europe,"Southern Europe","Greek, Hellenic","[{zoneName:'Europe\/Athens',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",39.00000000,22.00000000,🇬🇷,"U+1F1EC U+1F1F7"
88
+ 86,Greenland,GRL,GL,304,299,Nuuk,DKK,"Danish krone",Kr.,.gl,"Kalaallit Nunaat",Americas,"Northern America",Greenlandic,"[{zoneName:'America\/Danmarkshavn',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'},{zoneName:'America\/Nuuk',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'WGT',tzName:'West Greenland Time'},{zoneName:'America\/Scoresbysund',gmtOffset:-3600,gmtOffsetName:'UTC-01:00',abbreviation:'EGT',tzName:'Eastern Greenland Time'},{zoneName:'America\/Thule',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",72.00000000,-40.00000000,🇬🇱,"U+1F1EC U+1F1F1"
89
+ 87,Grenada,GRD,GD,308,+1-473,"St. George's",XCD,"Eastern Caribbean dollar",$,.gd,Grenada,Americas,Caribbean,Grenadian,"[{zoneName:'America\/Grenada',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",12.11666666,-61.66666666,🇬🇩,"U+1F1EC U+1F1E9"
90
+ 88,Guadeloupe,GLP,GP,312,590,Basse-Terre,EUR,Euro,€,.gp,Guadeloupe,Americas,Caribbean,Guadeloupe,"[{zoneName:'America\/Guadeloupe',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",16.25000000,-61.58333300,🇬🇵,"U+1F1EC U+1F1F5"
91
+ 89,Guam,GUM,GU,316,+1-671,Hagatna,USD,"US Dollar",$,.gu,Guam,Oceania,Micronesia,"Guamanian, Guambat","[{zoneName:'Pacific\/Guam',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'CHST',tzName:'Chamorro Standard Time'}]",13.46666666,144.78333333,🇬🇺,"U+1F1EC U+1F1FA"
92
+ 90,Guatemala,GTM,GT,320,502,"Guatemala City",GTQ,"Guatemalan quetzal",Q,.gt,Guatemala,Americas,"Central America",Guatemalan,"[{zoneName:'America\/Guatemala',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'}]",15.50000000,-90.25000000,🇬🇹,"U+1F1EC U+1F1F9"
93
+ 91,"Guernsey and Alderney",GGY,GG,831,+44-1481,"St Peter Port",GBP,"British pound",£,.gg,Guernsey,Europe,"Northern Europe","Channel Island","[{zoneName:'Europe\/Guernsey',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",49.46666666,-2.58333333,🇬🇬,"U+1F1EC U+1F1EC"
94
+ 92,Guinea,GIN,GN,324,224,Conakry,GNF,"Guinean franc",FG,.gn,Guinée,Africa,"Western Africa",Guinean,"[{zoneName:'Africa\/Conakry',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",11.00000000,-10.00000000,🇬🇳,"U+1F1EC U+1F1F3"
95
+ 93,Guinea-Bissau,GNB,GW,624,245,Bissau,XOF,"West African CFA franc",CFA,.gw,Guiné-Bissau,Africa,"Western Africa",Bissau-Guinean,"[{zoneName:'Africa\/Bissau',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",12.00000000,-15.00000000,🇬🇼,"U+1F1EC U+1F1FC"
96
+ 94,Guyana,GUY,GY,328,592,Georgetown,GYD,"Guyanese dollar",$,.gy,Guyana,Americas,"South America",Guyanese,"[{zoneName:'America\/Guyana',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'GYT',tzName:'Guyana Time'}]",5.00000000,-59.00000000,🇬🇾,"U+1F1EC U+1F1FE"
97
+ 95,Haiti,HTI,HT,332,509,Port-au-Prince,HTG,"Haitian gourde",G,.ht,Haïti,Americas,Caribbean,Haitian,"[{zoneName:'America\/Port-au-Prince',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'}]",19.00000000,-72.41666666,🇭🇹,"U+1F1ED U+1F1F9"
98
+ 96,"Heard Island and McDonald Islands",HMD,HM,334,672,,AUD,"Australian dollar",$,.hm,"Heard Island and McDonald Islands",,,"Heard Island or McDonald Islands","[{zoneName:'Indian\/Kerguelen',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'TFT',tzName:'French Southern and Antarctic Time'}]",-53.10000000,72.51666666,🇭🇲,"U+1F1ED U+1F1F2"
99
+ 97,Honduras,HND,HN,340,504,Tegucigalpa,HNL,"Honduran lempira",L,.hn,Honduras,Americas,"Central America",Honduran,"[{zoneName:'America\/Tegucigalpa',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'}]",15.00000000,-86.50000000,🇭🇳,"U+1F1ED U+1F1F3"
100
+ 98,"Hong Kong S.A.R.",HKG,HK,344,852,"Hong Kong",HKD,"Hong Kong dollar",$,.hk,香港,Asia,"Eastern Asia","Hong Kong, Hong Kongese","[{zoneName:'Asia\/Hong_Kong',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'HKT',tzName:'Hong Kong Time'}]",22.25000000,114.16666666,🇭🇰,"U+1F1ED U+1F1F0"
101
+ 99,Hungary,HUN,HU,348,36,Budapest,HUF,"Hungarian forint",Ft,.hu,Magyarország,Europe,"Eastern Europe","Hungarian, Magyar","[{zoneName:'Europe\/Budapest',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",47.00000000,20.00000000,🇭🇺,"U+1F1ED U+1F1FA"
102
+ 100,Iceland,ISL,IS,352,354,Reykjavik,ISK,"Icelandic króna",kr,.is,Ísland,Europe,"Northern Europe",Icelandic,"[{zoneName:'Atlantic\/Reykjavik',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",65.00000000,-18.00000000,🇮🇸,"U+1F1EE U+1F1F8"
103
+ 101,India,IND,IN,356,91,"New Delhi",INR,"Indian rupee",₹,.in,भारत,Asia,"Southern Asia",Indian,"[{zoneName:'Asia\/Kolkata',gmtOffset:19800,gmtOffsetName:'UTC+05:30',abbreviation:'IST',tzName:'Indian Standard Time'}]",20.00000000,77.00000000,🇮🇳,"U+1F1EE U+1F1F3"
104
+ 102,Indonesia,IDN,ID,360,62,Jakarta,IDR,"Indonesian rupiah",Rp,.id,Indonesia,Asia,"South-Eastern Asia",Indonesian,"[{zoneName:'Asia\/Jakarta',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'WIB',tzName:'Western Indonesian Time'},{zoneName:'Asia\/Jayapura',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'WIT',tzName:'Eastern Indonesian Time'},{zoneName:'Asia\/Makassar',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'WITA',tzName:'Central Indonesia Time'},{zoneName:'Asia\/Pontianak',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'WIB',tzName:'Western Indonesian Time'}]",-5.00000000,120.00000000,🇮🇩,"U+1F1EE U+1F1E9"
105
+ 103,Iran,IRN,IR,364,98,Tehran,IRR,"Iranian rial",﷼,.ir,ایران,Asia,"Southern Asia","Iranian, Persian","[{zoneName:'Asia\/Tehran',gmtOffset:12600,gmtOffsetName:'UTC+03:30',abbreviation:'IRDT',tzName:'Iran Daylight Time'}]",32.00000000,53.00000000,🇮🇷,"U+1F1EE U+1F1F7"
106
+ 104,Iraq,IRQ,IQ,368,964,Baghdad,IQD,"Iraqi dinar",د.ع,.iq,العراق,Asia,"Western Asia",Iraqi,"[{zoneName:'Asia\/Baghdad',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",33.00000000,44.00000000,🇮🇶,"U+1F1EE U+1F1F6"
107
+ 105,Ireland,IRL,IE,372,353,Dublin,EUR,Euro,€,.ie,Éire,Europe,"Northern Europe",Irish,"[{zoneName:'Europe\/Dublin',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",53.00000000,-8.00000000,🇮🇪,"U+1F1EE U+1F1EA"
108
+ 106,Israel,ISR,IL,376,972,Jerusalem,ILS,"Israeli new shekel",₪,.il,יִשְׂרָאֵל,Asia,"Western Asia",Israeli,"[{zoneName:'Asia\/Jerusalem',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'IST',tzName:'Israel Standard Time'}]",31.50000000,34.75000000,🇮🇱,"U+1F1EE U+1F1F1"
109
+ 107,Italy,ITA,IT,380,39,Rome,EUR,Euro,€,.it,Italia,Europe,"Southern Europe",Italian,"[{zoneName:'Europe\/Rome',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",42.83333333,12.83333333,🇮🇹,"U+1F1EE U+1F1F9"
110
+ 108,Jamaica,JAM,JM,388,+1-876,Kingston,JMD,"Jamaican dollar",J$,.jm,Jamaica,Americas,Caribbean,Jamaican,"[{zoneName:'America\/Jamaica',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'}]",18.25000000,-77.50000000,🇯🇲,"U+1F1EF U+1F1F2"
111
+ 109,Japan,JPN,JP,392,81,Tokyo,JPY,"Japanese yen",¥,.jp,日本,Asia,"Eastern Asia",Japanese,"[{zoneName:'Asia\/Tokyo',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'JST',tzName:'Japan Standard Time'}]",36.00000000,138.00000000,🇯🇵,"U+1F1EF U+1F1F5"
112
+ 110,Jersey,JEY,JE,832,+44-1534,"Saint Helier",GBP,"British pound",£,.je,Jersey,Europe,"Northern Europe","Channel Island","[{zoneName:'Europe\/Jersey',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",49.25000000,-2.16666666,🇯🇪,"U+1F1EF U+1F1EA"
113
+ 111,Jordan,JOR,JO,400,962,Amman,JOD,"Jordanian dinar",ا.د,.jo,الأردن,Asia,"Western Asia",Jordanian,"[{zoneName:'Asia\/Amman',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",31.00000000,36.00000000,🇯🇴,"U+1F1EF U+1F1F4"
114
+ 112,Kazakhstan,KAZ,KZ,398,7,Astana,KZT,"Kazakhstani tenge",лв,.kz,Қазақстан,Asia,"Central Asia","Kazakhstani, Kazakh","[{zoneName:'Asia\/Almaty',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'ALMT',tzName:'Alma-Ata Time[1'},{zoneName:'Asia\/Aqtau',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'AQTT',tzName:'Aqtobe Time'},{zoneName:'Asia\/Aqtobe',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'AQTT',tzName:'Aqtobe Time'},{zoneName:'Asia\/Atyrau',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'MSD+1',tzName:'Moscow Daylight Time+1'},{zoneName:'Asia\/Oral',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'ORAT',tzName:'Oral Time'},{zoneName:'Asia\/Qostanay',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'QYZST',tzName:'Qyzylorda Summer Time'},{zoneName:'Asia\/Qyzylorda',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'QYZT',tzName:'Qyzylorda Summer Time'}]",48.00000000,68.00000000,🇰🇿,"U+1F1F0 U+1F1FF"
115
+ 113,Kenya,KEN,KE,404,254,Nairobi,KES,"Kenyan shilling",KSh,.ke,Kenya,Africa,"Eastern Africa",Kenyan,"[{zoneName:'Africa\/Nairobi',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",1.00000000,38.00000000,🇰🇪,"U+1F1F0 U+1F1EA"
116
+ 114,Kiribati,KIR,KI,296,686,Tarawa,AUD,"Australian dollar",$,.ki,Kiribati,Oceania,Micronesia,I-Kiribati,"[{zoneName:'Pacific\/Enderbury',gmtOffset:46800,gmtOffsetName:'UTC+13:00',abbreviation:'PHOT',tzName:'Phoenix Island Time'},{zoneName:'Pacific\/Kiritimati',gmtOffset:50400,gmtOffsetName:'UTC+14:00',abbreviation:'LINT',tzName:'Line Islands Time'},{zoneName:'Pacific\/Tarawa',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'GILT',tzName:'Gilbert Island Time'}]",1.41666666,173.00000000,🇰🇮,"U+1F1F0 U+1F1EE"
117
+ 248,Kosovo,XKX,XK,926,383,Pristina,EUR,Euro,€,.xk,"Republika e Kosovës",Europe,"Eastern Europe","Kosovar, Kosovan","[{zoneName:'Europe\/Belgrade',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",42.56129090,20.34030350,🇽🇰,"U+1F1FD U+1F1F0"
118
+ 117,Kuwait,KWT,KW,414,965,"Kuwait City",KWD,"Kuwaiti dinar",ك.د,.kw,الكويت,Asia,"Western Asia",Kuwaiti,"[{zoneName:'Asia\/Kuwait',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",29.50000000,45.75000000,🇰🇼,"U+1F1F0 U+1F1FC"
119
+ 118,Kyrgyzstan,KGZ,KG,417,996,Bishkek,KGS,"Kyrgyzstani som",лв,.kg,Кыргызстан,Asia,"Central Asia","Kyrgyzstani, Kyrgyz, Kirgiz, Kirghiz","[{zoneName:'Asia\/Bishkek',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'KGT',tzName:'Kyrgyzstan Time'}]",41.00000000,75.00000000,🇰🇬,"U+1F1F0 U+1F1EC"
120
+ 119,Laos,LAO,LA,418,856,Vientiane,LAK,"Lao kip",₭,.la,ສປປລາວ,Asia,"South-Eastern Asia","Lao, Laotian","[{zoneName:'Asia\/Vientiane',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'ICT',tzName:'Indochina Time'}]",18.00000000,105.00000000,🇱🇦,"U+1F1F1 U+1F1E6"
121
+ 120,Latvia,LVA,LV,428,371,Riga,EUR,Euro,€,.lv,Latvija,Europe,"Northern Europe",Latvian,"[{zoneName:'Europe\/Riga',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",57.00000000,25.00000000,🇱🇻,"U+1F1F1 U+1F1FB"
122
+ 121,Lebanon,LBN,LB,422,961,Beirut,LBP,"Lebanese pound",£,.lb,لبنان,Asia,"Western Asia",Lebanese,"[{zoneName:'Asia\/Beirut',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",33.83333333,35.83333333,🇱🇧,"U+1F1F1 U+1F1E7"
123
+ 122,Lesotho,LSO,LS,426,266,Maseru,LSL,"Lesotho loti",L,.ls,Lesotho,Africa,"Southern Africa",Basotho,"[{zoneName:'Africa\/Maseru',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'SAST',tzName:'South African Standard Time'}]",-29.50000000,28.50000000,🇱🇸,"U+1F1F1 U+1F1F8"
124
+ 123,Liberia,LBR,LR,430,231,Monrovia,LRD,"Liberian dollar",$,.lr,Liberia,Africa,"Western Africa",Liberian,"[{zoneName:'Africa\/Monrovia',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",6.50000000,-9.50000000,🇱🇷,"U+1F1F1 U+1F1F7"
125
+ 124,Libya,LBY,LY,434,218,Tripolis,LYD,"Libyan dinar",د.ل,.ly,‏ليبيا,Africa,"Northern Africa",Libyan,"[{zoneName:'Africa\/Tripoli',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",25.00000000,17.00000000,🇱🇾,"U+1F1F1 U+1F1FE"
126
+ 125,Liechtenstein,LIE,LI,438,423,Vaduz,CHF,"Swiss franc",CHf,.li,Liechtenstein,Europe,"Western Europe",Liechtenstein,"[{zoneName:'Europe\/Vaduz',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",47.26666666,9.53333333,🇱🇮,"U+1F1F1 U+1F1EE"
127
+ 126,Lithuania,LTU,LT,440,370,Vilnius,EUR,Euro,€,.lt,Lietuva,Europe,"Northern Europe",Lithuanian,"[{zoneName:'Europe\/Vilnius',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",56.00000000,24.00000000,🇱🇹,"U+1F1F1 U+1F1F9"
128
+ 127,Luxembourg,LUX,LU,442,352,Luxembourg,EUR,Euro,€,.lu,Luxembourg,Europe,"Western Europe","Luxembourg, Luxembourgish","[{zoneName:'Europe\/Luxembourg',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",49.75000000,6.16666666,🇱🇺,"U+1F1F1 U+1F1FA"
129
+ 128,"Macau S.A.R.",MAC,MO,446,853,Macao,MOP,"Macanese pataca",$,.mo,澳門,Asia,"Eastern Asia","Macanese, Chinese","[{zoneName:'Asia\/Macau',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'CST',tzName:'China Standard Time'}]",22.16666666,113.55000000,🇲🇴,"U+1F1F2 U+1F1F4"
130
+ 130,Madagascar,MDG,MG,450,261,Antananarivo,MGA,"Malagasy ariary",Ar,.mg,Madagasikara,Africa,"Eastern Africa",Malagasy,"[{zoneName:'Indian\/Antananarivo',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",-20.00000000,47.00000000,🇲🇬,"U+1F1F2 U+1F1EC"
131
+ 131,Malawi,MWI,MW,454,265,Lilongwe,MWK,"Malawian kwacha",MK,.mw,Malawi,Africa,"Eastern Africa",Malawian,"[{zoneName:'Africa\/Blantyre',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-13.50000000,34.00000000,🇲🇼,"U+1F1F2 U+1F1FC"
132
+ 132,Malaysia,MYS,MY,458,60,"Kuala Lumpur",MYR,"Malaysian ringgit",RM,.my,Malaysia,Asia,"South-Eastern Asia",Malaysian,"[{zoneName:'Asia\/Kuala_Lumpur',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'MYT',tzName:'Malaysia Time'},{zoneName:'Asia\/Kuching',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'MYT',tzName:'Malaysia Time'}]",2.50000000,112.50000000,🇲🇾,"U+1F1F2 U+1F1FE"
133
+ 133,Maldives,MDV,MV,462,960,Male,MVR,"Maldivian rufiyaa",Rf,.mv,Maldives,Asia,"Southern Asia",Maldivian,"[{zoneName:'Indian\/Maldives',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'MVT',tzName:'Maldives Time'}]",3.25000000,73.00000000,🇲🇻,"U+1F1F2 U+1F1FB"
134
+ 134,Mali,MLI,ML,466,223,Bamako,XOF,"West African CFA franc",CFA,.ml,Mali,Africa,"Western Africa","Malian, Malinese","[{zoneName:'Africa\/Bamako',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",17.00000000,-4.00000000,🇲🇱,"U+1F1F2 U+1F1F1"
135
+ 135,Malta,MLT,MT,470,356,Valletta,EUR,Euro,€,.mt,Malta,Europe,"Southern Europe",Maltese,"[{zoneName:'Europe\/Malta',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",35.83333333,14.58333333,🇲🇹,"U+1F1F2 U+1F1F9"
136
+ 136,"Man (Isle of)",IMN,IM,833,+44-1624,"Douglas, Isle of Man",GBP,"British pound",£,.im,"Isle of Man",Europe,"Northern Europe",Manx,"[{zoneName:'Europe\/Isle_of_Man',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",54.25000000,-4.50000000,🇮🇲,"U+1F1EE U+1F1F2"
137
+ 137,"Marshall Islands",MHL,MH,584,692,Majuro,USD,"United States dollar",$,.mh,M̧ajeļ,Oceania,Micronesia,Marshallese,"[{zoneName:'Pacific\/Kwajalein',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'MHT',tzName:'Marshall Islands Time'},{zoneName:'Pacific\/Majuro',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'MHT',tzName:'Marshall Islands Time'}]",9.00000000,168.00000000,🇲🇭,"U+1F1F2 U+1F1ED"
138
+ 138,Martinique,MTQ,MQ,474,596,Fort-de-France,EUR,Euro,€,.mq,Martinique,Americas,Caribbean,"Martiniquais, Martinican","[{zoneName:'America\/Martinique',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",14.66666700,-61.00000000,🇲🇶,"U+1F1F2 U+1F1F6"
139
+ 139,Mauritania,MRT,MR,478,222,Nouakchott,MRO,"Mauritanian ouguiya",MRU,.mr,موريتانيا,Africa,"Western Africa",Mauritanian,"[{zoneName:'Africa\/Nouakchott',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",20.00000000,-12.00000000,🇲🇷,"U+1F1F2 U+1F1F7"
140
+ 140,Mauritius,MUS,MU,480,230,"Port Louis",MUR,"Mauritian rupee",₨,.mu,Maurice,Africa,"Eastern Africa",Mauritian,"[{zoneName:'Indian\/Mauritius',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'MUT',tzName:'Mauritius Time'}]",-20.28333333,57.55000000,🇲🇺,"U+1F1F2 U+1F1FA"
141
+ 141,Mayotte,MYT,YT,175,262,Mamoudzou,EUR,Euro,€,.yt,Mayotte,Africa,"Eastern Africa",Mahoran,"[{zoneName:'Indian\/Mayotte',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",-12.83333333,45.16666666,🇾🇹,"U+1F1FE U+1F1F9"
142
+ 142,Mexico,MEX,MX,484,52,"Ciudad de México",MXN,"Mexican peso",$,.mx,México,Americas,"Central America",Mexican,"[{zoneName:'America\/Bahia_Banderas',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Cancun',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Chihuahua',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Hermosillo',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Matamoros',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Mazatlan',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Merida',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Mexico_City',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Monterrey',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Ojinaga',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Tijuana',gmtOffset:-28800,gmtOffsetName:'UTC-08:00',abbreviation:'PST',tzName:'Pacific Standard Time (North America'}]",23.00000000,-102.00000000,🇲🇽,"U+1F1F2 U+1F1FD"
143
+ 143,Micronesia,FSM,FM,583,691,Palikir,USD,"United States dollar",$,.fm,Micronesia,Oceania,Micronesia,Micronesian,"[{zoneName:'Pacific\/Chuuk',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'CHUT',tzName:'Chuuk Time'},{zoneName:'Pacific\/Kosrae',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'KOST',tzName:'Kosrae Time'},{zoneName:'Pacific\/Pohnpei',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'PONT',tzName:'Pohnpei Standard Time'}]",6.91666666,158.25000000,🇫🇲,"U+1F1EB U+1F1F2"
144
+ 144,Moldova,MDA,MD,498,373,Chisinau,MDL,"Moldovan leu",L,.md,Moldova,Europe,"Eastern Europe",Moldovan,"[{zoneName:'Europe\/Chisinau',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",47.00000000,29.00000000,🇲🇩,"U+1F1F2 U+1F1E9"
145
+ 145,Monaco,MCO,MC,492,377,Monaco,EUR,Euro,€,.mc,Monaco,Europe,"Western Europe","Monegasque, Monacan","[{zoneName:'Europe\/Monaco',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",43.73333333,7.40000000,🇲🇨,"U+1F1F2 U+1F1E8"
146
+ 146,Mongolia,MNG,MN,496,976,"Ulan Bator",MNT,"Mongolian tögrög",₮,.mn,"Монгол улс",Asia,"Eastern Asia",Mongolian,"[{zoneName:'Asia\/Choibalsan',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'CHOT',tzName:'Choibalsan Standard Time'},{zoneName:'Asia\/Hovd',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'HOVT',tzName:'Hovd Time'},{zoneName:'Asia\/Ulaanbaatar',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'ULAT',tzName:'Ulaanbaatar Standard Time'}]",46.00000000,105.00000000,🇲🇳,"U+1F1F2 U+1F1F3"
147
+ 147,Montenegro,MNE,ME,499,382,Podgorica,EUR,Euro,€,.me,"Црна Гора",Europe,"Southern Europe",Montenegrin,"[{zoneName:'Europe\/Podgorica',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",42.50000000,19.30000000,🇲🇪,"U+1F1F2 U+1F1EA"
148
+ 148,Montserrat,MSR,MS,500,+1-664,Plymouth,XCD,"Eastern Caribbean dollar",$,.ms,Montserrat,Americas,Caribbean,Montserratian,"[{zoneName:'America\/Montserrat',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",16.75000000,-62.20000000,🇲🇸,"U+1F1F2 U+1F1F8"
149
+ 149,Morocco,MAR,MA,504,212,Rabat,MAD,"Moroccan dirham",DH,.ma,المغرب,Africa,"Northern Africa",Moroccan,"[{zoneName:'Africa\/Casablanca',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WEST',tzName:'Western European Summer Time'}]",32.00000000,-5.00000000,🇲🇦,"U+1F1F2 U+1F1E6"
150
+ 150,Mozambique,MOZ,MZ,508,258,Maputo,MZN,"Mozambican metical",MT,.mz,Moçambique,Africa,"Eastern Africa",Mozambican,"[{zoneName:'Africa\/Maputo',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-18.25000000,35.00000000,🇲🇿,"U+1F1F2 U+1F1FF"
151
+ 151,Myanmar,MMR,MM,104,95,"Nay Pyi Taw",MMK,"Burmese kyat",K,.mm,မြန်မာ,Asia,"South-Eastern Asia",Burmese,"[{zoneName:'Asia\/Yangon',gmtOffset:23400,gmtOffsetName:'UTC+06:30',abbreviation:'MMT',tzName:'Myanmar Standard Time'}]",22.00000000,98.00000000,🇲🇲,"U+1F1F2 U+1F1F2"
152
+ 152,Namibia,NAM,NA,516,264,Windhoek,NAD,"Namibian dollar",$,.na,Namibia,Africa,"Southern Africa",Namibian,"[{zoneName:'Africa\/Windhoek',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'WAST',tzName:'West Africa Summer Time'}]",-22.00000000,17.00000000,🇳🇦,"U+1F1F3 U+1F1E6"
153
+ 153,Nauru,NRU,NR,520,674,Yaren,AUD,"Australian dollar",$,.nr,Nauru,Oceania,Micronesia,Nauruan,"[{zoneName:'Pacific\/Nauru',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'NRT',tzName:'Nauru Time'}]",-0.53333333,166.91666666,🇳🇷,"U+1F1F3 U+1F1F7"
154
+ 154,Nepal,NPL,NP,524,977,Kathmandu,NPR,"Nepalese rupee",₨,.np,नपल,Asia,"Southern Asia","Nepali, Nepalese","[{zoneName:'Asia\/Kathmandu',gmtOffset:20700,gmtOffsetName:'UTC+05:45',abbreviation:'NPT',tzName:'Nepal Time'}]",28.00000000,84.00000000,🇳🇵,"U+1F1F3 U+1F1F5"
155
+ 156,Netherlands,NLD,NL,528,31,Amsterdam,EUR,Euro,€,.nl,Nederland,Europe,"Western Europe","Dutch, Netherlandic","[{zoneName:'Europe\/Amsterdam',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",52.50000000,5.75000000,🇳🇱,"U+1F1F3 U+1F1F1"
156
+ 157,"New Caledonia",NCL,NC,540,687,Noumea,XPF,"CFP franc",₣,.nc,Nouvelle-Calédonie,Oceania,Melanesia,"New Caledonian","[{zoneName:'Pacific\/Noumea',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'NCT',tzName:'New Caledonia Time'}]",-21.50000000,165.50000000,🇳🇨,"U+1F1F3 U+1F1E8"
157
+ 158,"New Zealand",NZL,NZ,554,64,Wellington,NZD,"New Zealand dollar",$,.nz,"New Zealand",Oceania,"Australia and New Zealand","New Zealand, NZ","[{zoneName:'Pacific\/Auckland',gmtOffset:46800,gmtOffsetName:'UTC+13:00',abbreviation:'NZDT',tzName:'New Zealand Daylight Time'},{zoneName:'Pacific\/Chatham',gmtOffset:49500,gmtOffsetName:'UTC+13:45',abbreviation:'CHAST',tzName:'Chatham Standard Time'}]",-41.00000000,174.00000000,🇳🇿,"U+1F1F3 U+1F1FF"
158
+ 159,Nicaragua,NIC,NI,558,505,Managua,NIO,"Nicaraguan córdoba",C$,.ni,Nicaragua,Americas,"Central America",Nicaraguan,"[{zoneName:'America\/Managua',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'}]",13.00000000,-85.00000000,🇳🇮,"U+1F1F3 U+1F1EE"
159
+ 160,Niger,NER,NE,562,227,Niamey,XOF,"West African CFA franc",CFA,.ne,Niger,Africa,"Western Africa",Nigerien,"[{zoneName:'Africa\/Niamey',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",16.00000000,8.00000000,🇳🇪,"U+1F1F3 U+1F1EA"
160
+ 161,Nigeria,NGA,NG,566,234,Abuja,NGN,"Nigerian naira",₦,.ng,Nigeria,Africa,"Western Africa",Nigerian,"[{zoneName:'Africa\/Lagos',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WAT',tzName:'West Africa Time'}]",10.00000000,8.00000000,🇳🇬,"U+1F1F3 U+1F1EC"
161
+ 162,Niue,NIU,NU,570,683,Alofi,NZD,"New Zealand dollar",$,.nu,Niuē,Oceania,Polynesia,Niuean,"[{zoneName:'Pacific\/Niue',gmtOffset:-39600,gmtOffsetName:'UTC-11:00',abbreviation:'NUT',tzName:'Niue Time'}]",-19.03333333,-169.86666666,🇳🇺,"U+1F1F3 U+1F1FA"
162
+ 163,"Norfolk Island",NFK,NF,574,672,Kingston,AUD,"Australian dollar",$,.nf,"Norfolk Island",Oceania,"Australia and New Zealand","Norfolk Island","[{zoneName:'Pacific\/Norfolk',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'NFT',tzName:'Norfolk Time'}]",-29.03333333,167.95000000,🇳🇫,"U+1F1F3 U+1F1EB"
163
+ 115,"North Korea",PRK,KP,408,850,Pyongyang,KPW,"North Korean Won",₩,.kp,북한,Asia,"Eastern Asia","North Korean","[{zoneName:'Asia\/Pyongyang',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'KST',tzName:'Korea Standard Time'}]",40.00000000,127.00000000,🇰🇵,"U+1F1F0 U+1F1F5"
164
+ 129,"North Macedonia",MKD,MK,807,389,Skopje,MKD,Denar,ден,.mk,"Северна Македонија",Europe,"Southern Europe",Macedonian,"[{zoneName:'Europe\/Skopje',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",41.83333333,22.00000000,🇲🇰,"U+1F1F2 U+1F1F0"
165
+ 164,"Northern Mariana Islands",MNP,MP,580,+1-670,Saipan,USD,"United States dollar",$,.mp,"Northern Mariana Islands",Oceania,Micronesia,"Northern Marianan","[{zoneName:'Pacific\/Saipan',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'ChST',tzName:'Chamorro Standard Time'}]",15.20000000,145.75000000,🇲🇵,"U+1F1F2 U+1F1F5"
166
+ 165,Norway,NOR,NO,578,47,Oslo,NOK,"Norwegian krone",kr,.no,Norge,Europe,"Northern Europe",Norwegian,"[{zoneName:'Europe\/Oslo',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",62.00000000,10.00000000,🇳🇴,"U+1F1F3 U+1F1F4"
167
+ 166,Oman,OMN,OM,512,968,Muscat,OMR,"Omani rial",.ع.ر,.om,عمان,Asia,"Western Asia",Omani,"[{zoneName:'Asia\/Muscat',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'GST',tzName:'Gulf Standard Time'}]",21.00000000,57.00000000,🇴🇲,"U+1F1F4 U+1F1F2"
168
+ 167,Pakistan,PAK,PK,586,92,Islamabad,PKR,"Pakistani rupee",₨,.pk,Pakistan,Asia,"Southern Asia",Pakistani,"[{zoneName:'Asia\/Karachi',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'PKT',tzName:'Pakistan Standard Time'}]",30.00000000,70.00000000,🇵🇰,"U+1F1F5 U+1F1F0"
169
+ 168,Palau,PLW,PW,585,680,Melekeok,USD,"United States dollar",$,.pw,Palau,Oceania,Micronesia,Palauan,"[{zoneName:'Pacific\/Palau',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'PWT',tzName:'Palau Time'}]",7.50000000,134.50000000,🇵🇼,"U+1F1F5 U+1F1FC"
170
+ 169,"Palestinian Territory Occupied",PSE,PS,275,970,"East Jerusalem",ILS,"Israeli new shekel",₪,.ps,فلسطين,Asia,"Western Asia",Palestinian,"[{zoneName:'Asia\/Gaza',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'},{zoneName:'Asia\/Hebron',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",31.90000000,35.20000000,🇵🇸,"U+1F1F5 U+1F1F8"
171
+ 170,Panama,PAN,PA,591,507,"Panama City",PAB,"Panamanian balboa",B/.,.pa,Panamá,Americas,"Central America",Panamanian,"[{zoneName:'America\/Panama',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'}]",9.00000000,-80.00000000,🇵🇦,"U+1F1F5 U+1F1E6"
172
+ 171,"Papua new Guinea",PNG,PG,598,675,"Port Moresby",PGK,"Papua New Guinean kina",K,.pg,"Papua Niugini",Oceania,Melanesia,"Papua New Guinean, Papuan","[{zoneName:'Pacific\/Bougainville',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'BST',tzName:'Bougainville Standard Time[6'},{zoneName:'Pacific\/Port_Moresby',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'PGT',tzName:'Papua New Guinea Time'}]",-6.00000000,147.00000000,🇵🇬,"U+1F1F5 U+1F1EC"
173
+ 172,Paraguay,PRY,PY,600,595,Asuncion,PYG,"Paraguayan guarani",₲,.py,Paraguay,Americas,"South America",Paraguayan,"[{zoneName:'America\/Asuncion',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'PYST',tzName:'Paraguay Summer Time'}]",-23.00000000,-58.00000000,🇵🇾,"U+1F1F5 U+1F1FE"
174
+ 173,Peru,PER,PE,604,51,Lima,PEN,"Peruvian sol",S/.,.pe,Perú,Americas,"South America",Peruvian,"[{zoneName:'America\/Lima',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'PET',tzName:'Peru Time'}]",-10.00000000,-76.00000000,🇵🇪,"U+1F1F5 U+1F1EA"
175
+ 174,Philippines,PHL,PH,608,63,Manila,PHP,"Philippine peso",₱,.ph,Pilipinas,Asia,"South-Eastern Asia","Philippine, Filipino","[{zoneName:'Asia\/Manila',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'PHT',tzName:'Philippine Time'}]",13.00000000,122.00000000,🇵🇭,"U+1F1F5 U+1F1ED"
176
+ 175,"Pitcairn Island",PCN,PN,612,870,Adamstown,NZD,"New Zealand dollar",$,.pn,"Pitcairn Islands",Oceania,Polynesia,"Pitcairn Island","[{zoneName:'Pacific\/Pitcairn',gmtOffset:-28800,gmtOffsetName:'UTC-08:00',abbreviation:'PST',tzName:'Pacific Standard Time (North America'}]",-25.06666666,-130.10000000,🇵🇳,"U+1F1F5 U+1F1F3"
177
+ 176,Poland,POL,PL,616,48,Warsaw,PLN,"Polish złoty",zł,.pl,Polska,Europe,"Eastern Europe",Polish,"[{zoneName:'Europe\/Warsaw',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",52.00000000,20.00000000,🇵🇱,"U+1F1F5 U+1F1F1"
178
+ 177,Portugal,PRT,PT,620,351,Lisbon,EUR,Euro,€,.pt,Portugal,Europe,"Southern Europe",Portuguese,"[{zoneName:'Atlantic\/Azores',gmtOffset:-3600,gmtOffsetName:'UTC-01:00',abbreviation:'AZOT',tzName:'Azores Standard Time'},{zoneName:'Atlantic\/Madeira',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'WET',tzName:'Western European Time'},{zoneName:'Europe\/Lisbon',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'WET',tzName:'Western European Time'}]",39.50000000,-8.00000000,🇵🇹,"U+1F1F5 U+1F1F9"
179
+ 178,"Puerto Rico",PRI,PR,630,"+1-787 and 1-939","San Juan",USD,"United States dollar",$,.pr,"Puerto Rico",Americas,Caribbean,"Puerto Rican","[{zoneName:'America\/Puerto_Rico',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.25000000,-66.50000000,🇵🇷,"U+1F1F5 U+1F1F7"
180
+ 179,Qatar,QAT,QA,634,974,Doha,QAR,"Qatari riyal",ق.ر,.qa,قطر,Asia,"Western Asia",Qatari,"[{zoneName:'Asia\/Qatar',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",25.50000000,51.25000000,🇶🇦,"U+1F1F6 U+1F1E6"
181
+ 180,Reunion,REU,RE,638,262,Saint-Denis,EUR,Euro,€,.re,"La Réunion",Africa,"Eastern Africa","Reunionese, Reunionnais","[{zoneName:'Indian\/Reunion',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'RET',tzName:'R\u00e9union Time'}]",-21.15000000,55.50000000,🇷🇪,"U+1F1F7 U+1F1EA"
182
+ 181,Romania,ROU,RO,642,40,Bucharest,RON,"Romanian leu",lei,.ro,România,Europe,"Eastern Europe",Romanian,"[{zoneName:'Europe\/Bucharest',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",46.00000000,25.00000000,🇷🇴,"U+1F1F7 U+1F1F4"
183
+ 182,Russia,RUS,RU,643,7,Moscow,RUB,"Russian ruble",₽,.ru,Россия,Europe,"Eastern Europe",Russian,"[{zoneName:'Asia\/Anadyr',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'ANAT',tzName:'Anadyr Time[4'},{zoneName:'Asia\/Barnaul',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'KRAT',tzName:'Krasnoyarsk Time'},{zoneName:'Asia\/Chita',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'YAKT',tzName:'Yakutsk Time'},{zoneName:'Asia\/Irkutsk',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'IRKT',tzName:'Irkutsk Time'},{zoneName:'Asia\/Kamchatka',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'PETT',tzName:'Kamchatka Time'},{zoneName:'Asia\/Khandyga',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'YAKT',tzName:'Yakutsk Time'},{zoneName:'Asia\/Krasnoyarsk',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'KRAT',tzName:'Krasnoyarsk Time'},{zoneName:'Asia\/Magadan',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'MAGT',tzName:'Magadan Time'},{zoneName:'Asia\/Novokuznetsk',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'KRAT',tzName:'Krasnoyarsk Time'},{zoneName:'Asia\/Novosibirsk',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'NOVT',tzName:'Novosibirsk Time'},{zoneName:'Asia\/Omsk',gmtOffset:21600,gmtOffsetName:'UTC+06:00',abbreviation:'OMST',tzName:'Omsk Time'},{zoneName:'Asia\/Sakhalin',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'SAKT',tzName:'Sakhalin Island Time'},{zoneName:'Asia\/Srednekolymsk',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'SRET',tzName:'Srednekolymsk Time'},{zoneName:'Asia\/Tomsk',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'MSD+3',tzName:'Moscow Daylight Time+3'},{zoneName:'Asia\/Ust-Nera',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'VLAT',tzName:'Vladivostok Time'},{zoneName:'Asia\/Vladivostok',gmtOffset:36000,gmtOffsetName:'UTC+10:00',abbreviation:'VLAT',tzName:'Vladivostok Time'},{zoneName:'Asia\/Yakutsk',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'YAKT',tzName:'Yakutsk Time'},{zoneName:'Asia\/Yekaterinburg',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'YEKT',tzName:'Yekaterinburg Time'},{zoneName:'Europe\/Astrakhan',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'SAMT',tzName:'Samara Time'},{zoneName:'Europe\/Kaliningrad',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'},{zoneName:'Europe\/Kirov',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'MSK',tzName:'Moscow Time'},{zoneName:'Europe\/Moscow',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'MSK',tzName:'Moscow Time'},{zoneName:'Europe\/Samara',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'SAMT',tzName:'Samara Time'},{zoneName:'Europe\/Saratov',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'MSD',tzName:'Moscow Daylight Time+4'},{zoneName:'Europe\/Ulyanovsk',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'SAMT',tzName:'Samara Time'},{zoneName:'Europe\/Volgograd',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'MSK',tzName:'Moscow Standard Time'}]",60.00000000,100.00000000,🇷🇺,"U+1F1F7 U+1F1FA"
184
+ 183,Rwanda,RWA,RW,646,250,Kigali,RWF,"Rwandan franc",FRw,.rw,Rwanda,Africa,"Eastern Africa",Rwandan,"[{zoneName:'Africa\/Kigali',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-2.00000000,30.00000000,🇷🇼,"U+1F1F7 U+1F1FC"
185
+ 184,"Saint Helena",SHN,SH,654,290,Jamestown,SHP,"Saint Helena pound",£,.sh,"Saint Helena",Africa,"Western Africa","Saint Helenian","[{zoneName:'Atlantic\/St_Helena',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",-15.95000000,-5.70000000,🇸🇭,"U+1F1F8 U+1F1ED"
186
+ 185,"Saint Kitts And Nevis",KNA,KN,659,+1-869,Basseterre,XCD,"Eastern Caribbean dollar",$,.kn,"Saint Kitts and Nevis",Americas,Caribbean,"Kittitian or Nevisian","[{zoneName:'America\/St_Kitts',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",17.33333333,-62.75000000,🇰🇳,"U+1F1F0 U+1F1F3"
187
+ 186,"Saint Lucia",LCA,LC,662,+1-758,Castries,XCD,"Eastern Caribbean dollar",$,.lc,"Saint Lucia",Americas,Caribbean,"Saint Lucian","[{zoneName:'America\/St_Lucia',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",13.88333333,-60.96666666,🇱🇨,"U+1F1F1 U+1F1E8"
188
+ 187,"Saint Pierre and Miquelon",SPM,PM,666,508,Saint-Pierre,EUR,Euro,€,.pm,Saint-Pierre-et-Miquelon,Americas,"Northern America","Saint-Pierrais or Miquelonnais","[{zoneName:'America\/Miquelon',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'PMDT',tzName:'Pierre & Miquelon Daylight Time'}]",46.83333333,-56.33333333,🇵🇲,"U+1F1F5 U+1F1F2"
189
+ 188,"Saint Vincent And The Grenadines",VCT,VC,670,+1-784,Kingstown,XCD,"Eastern Caribbean dollar",$,.vc,"Saint Vincent and the Grenadines",Americas,Caribbean,"Saint Vincentian, Vincentian","[{zoneName:'America\/St_Vincent',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",13.25000000,-61.20000000,🇻🇨,"U+1F1FB U+1F1E8"
190
+ 189,Saint-Barthelemy,BLM,BL,652,590,Gustavia,EUR,Euro,€,.bl,Saint-Barthélemy,Americas,Caribbean,Barthelemois,"[{zoneName:'America\/St_Barthelemy',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.50000000,-63.41666666,🇧🇱,"U+1F1E7 U+1F1F1"
191
+ 190,"Saint-Martin (French part)",MAF,MF,663,590,Marigot,EUR,Euro,€,.mf,Saint-Martin,Americas,Caribbean,Saint-Martinoise,"[{zoneName:'America\/Marigot',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.08333333,-63.95000000,🇲🇫,"U+1F1F2 U+1F1EB"
192
+ 191,Samoa,WSM,WS,882,685,Apia,WST,"Samoan tālā",SAT,.ws,Samoa,Oceania,Polynesia,Samoan,"[{zoneName:'Pacific\/Apia',gmtOffset:50400,gmtOffsetName:'UTC+14:00',abbreviation:'WST',tzName:'West Samoa Time'}]",-13.58333333,-172.33333333,🇼🇸,"U+1F1FC U+1F1F8"
193
+ 192,"San Marino",SMR,SM,674,378,"San Marino",EUR,Euro,€,.sm,"San Marino",Europe,"Southern Europe",Sammarinese,"[{zoneName:'Europe\/San_Marino',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",43.76666666,12.41666666,🇸🇲,"U+1F1F8 U+1F1F2"
194
+ 193,"Sao Tome and Principe",STP,ST,678,239,"Sao Tome",STD,Dobra,Db,.st,"São Tomé e Príncipe",Africa,"Middle Africa","Sao Tomean","[{zoneName:'Africa\/Sao_Tome',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",1.00000000,7.00000000,🇸🇹,"U+1F1F8 U+1F1F9"
195
+ 194,"Saudi Arabia",SAU,SA,682,966,Riyadh,SAR,"Saudi riyal",﷼,.sa,"المملكة العربية السعودية",Asia,"Western Asia","Saudi, Saudi Arabian","[{zoneName:'Asia\/Riyadh',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",25.00000000,45.00000000,🇸🇦,"U+1F1F8 U+1F1E6"
196
+ 195,Senegal,SEN,SN,686,221,Dakar,XOF,"West African CFA franc",CFA,.sn,Sénégal,Africa,"Western Africa",Senegalese,"[{zoneName:'Africa\/Dakar',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",14.00000000,-14.00000000,🇸🇳,"U+1F1F8 U+1F1F3"
197
+ 196,Serbia,SRB,RS,688,381,Belgrade,RSD,"Serbian dinar",din,.rs,Србија,Europe,"Southern Europe",Serbian,"[{zoneName:'Europe\/Belgrade',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",44.00000000,21.00000000,🇷🇸,"U+1F1F7 U+1F1F8"
198
+ 197,Seychelles,SYC,SC,690,248,Victoria,SCR,"Seychellois rupee",SRe,.sc,Seychelles,Africa,"Eastern Africa",Seychellois,"[{zoneName:'Indian\/Mahe',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'SCT',tzName:'Seychelles Time'}]",-4.58333333,55.66666666,🇸🇨,"U+1F1F8 U+1F1E8"
199
+ 198,"Sierra Leone",SLE,SL,694,232,Freetown,SLL,"Sierra Leonean leone",Le,.sl,"Sierra Leone",Africa,"Western Africa","Sierra Leonean","[{zoneName:'Africa\/Freetown',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",8.50000000,-11.50000000,🇸🇱,"U+1F1F8 U+1F1F1"
200
+ 199,Singapore,SGP,SG,702,65,Singapur,SGD,"Singapore dollar",$,.sg,Singapore,Asia,"South-Eastern Asia",Singaporean,"[{zoneName:'Asia\/Singapore',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'SGT',tzName:'Singapore Time'}]",1.36666666,103.80000000,🇸🇬,"U+1F1F8 U+1F1EC"
201
+ 250,"Sint Maarten (Dutch part)",SXM,SX,534,1721,Philipsburg,ANG,"Netherlands Antillean guilder",ƒ,.sx,"Sint Maarten",Americas,Caribbean,"Sint Maarten","[{zoneName:'America\/Anguilla',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.03333300,-63.05000000,🇸🇽,"U+1F1F8 U+1F1FD"
202
+ 200,Slovakia,SVK,SK,703,421,Bratislava,EUR,Euro,€,.sk,Slovensko,Europe,"Eastern Europe",Slovak,"[{zoneName:'Europe\/Bratislava',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",48.66666666,19.50000000,🇸🇰,"U+1F1F8 U+1F1F0"
203
+ 201,Slovenia,SVN,SI,705,386,Ljubljana,EUR,Euro,€,.si,Slovenija,Europe,"Southern Europe","Slovenian, Slovene","[{zoneName:'Europe\/Ljubljana',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",46.11666666,14.81666666,🇸🇮,"U+1F1F8 U+1F1EE"
204
+ 202,"Solomon Islands",SLB,SB,090,677,Honiara,SBD,"Solomon Islands dollar",Si$,.sb,"Solomon Islands",Oceania,Melanesia,"Solomon Island","[{zoneName:'Pacific\/Guadalcanal',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'SBT',tzName:'Solomon Islands Time'}]",-8.00000000,159.00000000,🇸🇧,"U+1F1F8 U+1F1E7"
205
+ 203,Somalia,SOM,SO,706,252,Mogadishu,SOS,"Somali shilling",Sh.so.,.so,Soomaaliya,Africa,"Eastern Africa","Somali, Somalian","[{zoneName:'Africa\/Mogadishu',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",10.00000000,49.00000000,🇸🇴,"U+1F1F8 U+1F1F4"
206
+ 204,"South Africa",ZAF,ZA,710,27,Pretoria,ZAR,"South African rand",R,.za,"South Africa",Africa,"Southern Africa","South African","[{zoneName:'Africa\/Johannesburg',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'SAST',tzName:'South African Standard Time'}]",-29.00000000,24.00000000,🇿🇦,"U+1F1FF U+1F1E6"
207
+ 205,"South Georgia",SGS,GS,239,500,Grytviken,GBP,"British pound",£,.gs,"South Georgia",Americas,"South America","South Georgia or South Sandwich Islands","[{zoneName:'Atlantic\/South_Georgia',gmtOffset:-7200,gmtOffsetName:'UTC-02:00',abbreviation:'GST',tzName:'South Georgia and the South Sandwich Islands Time'}]",-54.50000000,-37.00000000,🇬🇸,"U+1F1EC U+1F1F8"
208
+ 116,"South Korea",KOR,KR,410,82,Seoul,KRW,Won,₩,.kr,대한민국,Asia,"Eastern Asia","South Korean","[{zoneName:'Asia\/Seoul',gmtOffset:32400,gmtOffsetName:'UTC+09:00',abbreviation:'KST',tzName:'Korea Standard Time'}]",37.00000000,127.50000000,🇰🇷,"U+1F1F0 U+1F1F7"
209
+ 206,"South Sudan",SSD,SS,728,211,Juba,SSP,"South Sudanese pound",£,.ss,"South Sudan",Africa,"Middle Africa","South Sudanese","[{zoneName:'Africa\/Juba',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",7.00000000,30.00000000,🇸🇸,"U+1F1F8 U+1F1F8"
210
+ 207,Spain,ESP,ES,724,34,Madrid,EUR,Euro,€,.es,España,Europe,"Southern Europe",Spanish,"[{zoneName:'Africa\/Ceuta',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'},{zoneName:'Atlantic\/Canary',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'WET',tzName:'Western European Time'},{zoneName:'Europe\/Madrid',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",40.00000000,-4.00000000,🇪🇸,"U+1F1EA U+1F1F8"
211
+ 208,"Sri Lanka",LKA,LK,144,94,Colombo,LKR,"Sri Lankan rupee",Rs,.lk,"śrī laṃkāva",Asia,"Southern Asia","Sri Lankan","[{zoneName:'Asia\/Colombo',gmtOffset:19800,gmtOffsetName:'UTC+05:30',abbreviation:'IST',tzName:'Indian Standard Time'}]",7.00000000,81.00000000,🇱🇰,"U+1F1F1 U+1F1F0"
212
+ 209,Sudan,SDN,SD,729,249,Khartoum,SDG,"Sudanese pound",.س.ج,.sd,السودان,Africa,"Northern Africa",Sudanese,"[{zoneName:'Africa\/Khartoum',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EAT',tzName:'Eastern African Time'}]",15.00000000,30.00000000,🇸🇩,"U+1F1F8 U+1F1E9"
213
+ 210,Suriname,SUR,SR,740,597,Paramaribo,SRD,"Surinamese dollar",$,.sr,Suriname,Americas,"South America",Surinamese,"[{zoneName:'America\/Paramaribo',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'SRT',tzName:'Suriname Time'}]",4.00000000,-56.00000000,🇸🇷,"U+1F1F8 U+1F1F7"
214
+ 211,"Svalbard And Jan Mayen Islands",SJM,SJ,744,47,Longyearbyen,NOK,"Norwegian Krone",kr,.sj,"Svalbard og Jan Mayen",Europe,"Northern Europe",Svalbard,"[{zoneName:'Arctic\/Longyearbyen',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",78.00000000,20.00000000,🇸🇯,"U+1F1F8 U+1F1EF"
215
+ 212,Swaziland,SWZ,SZ,748,268,Mbabane,SZL,Lilangeni,E,.sz,Swaziland,Africa,"Southern Africa",Swazi,"[{zoneName:'Africa\/Mbabane',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'SAST',tzName:'South African Standard Time'}]",-26.50000000,31.50000000,🇸🇿,"U+1F1F8 U+1F1FF"
216
+ 213,Sweden,SWE,SE,752,46,Stockholm,SEK,"Swedish krona",kr,.se,Sverige,Europe,"Northern Europe",Swedish,"[{zoneName:'Europe\/Stockholm',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",62.00000000,15.00000000,🇸🇪,"U+1F1F8 U+1F1EA"
217
+ 214,Switzerland,CHE,CH,756,41,Bern,CHF,"Swiss franc",CHf,.ch,Schweiz,Europe,"Western Europe",Swiss,"[{zoneName:'Europe\/Zurich',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",47.00000000,8.00000000,🇨🇭,"U+1F1E8 U+1F1ED"
218
+ 215,Syria,SYR,SY,760,963,Damascus,SYP,"Syrian pound",LS,.sy,سوريا,Asia,"Western Asia",Syrian,"[{zoneName:'Asia\/Damascus',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",35.00000000,38.00000000,🇸🇾,"U+1F1F8 U+1F1FE"
219
+ 216,Taiwan,TWN,TW,158,886,Taipei,TWD,"New Taiwan dollar",$,.tw,臺灣,Asia,"Eastern Asia","Chinese, Taiwanese","[{zoneName:'Asia\/Taipei',gmtOffset:28800,gmtOffsetName:'UTC+08:00',abbreviation:'CST',tzName:'China Standard Time'}]",23.50000000,121.00000000,🇹🇼,"U+1F1F9 U+1F1FC"
220
+ 217,Tajikistan,TJK,TJ,762,992,Dushanbe,TJS,"Tajikistani somoni",SM,.tj,Тоҷикистон,Asia,"Central Asia",Tajikistani,"[{zoneName:'Asia\/Dushanbe',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'TJT',tzName:'Tajikistan Time'}]",39.00000000,71.00000000,🇹🇯,"U+1F1F9 U+1F1EF"
221
+ 218,Tanzania,TZA,TZ,834,255,Dodoma,TZS,"Tanzanian shilling",TSh,.tz,Tanzania,Africa,"Eastern Africa",Tanzanian,"[{zoneName:'Africa\/Dar_es_Salaam',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",-6.00000000,35.00000000,🇹🇿,"U+1F1F9 U+1F1FF"
222
+ 219,Thailand,THA,TH,764,66,Bangkok,THB,"Thai baht",฿,.th,ประเทศไทย,Asia,"South-Eastern Asia",Thai,"[{zoneName:'Asia\/Bangkok',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'ICT',tzName:'Indochina Time'}]",15.00000000,100.00000000,🇹🇭,"U+1F1F9 U+1F1ED"
223
+ 17,"The Bahamas",BHS,BS,044,+1-242,Nassau,BSD,"Bahamian dollar",B$,.bs,Bahamas,Americas,Caribbean,Bahamian,"[{zoneName:'America\/Nassau',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America)'}]",24.25000000,-76.00000000,🇧🇸,"U+1F1E7 U+1F1F8"
224
+ 220,Togo,TGO,TG,768,228,Lome,XOF,"West African CFA franc",CFA,.tg,Togo,Africa,"Western Africa",Togolese,"[{zoneName:'Africa\/Lome',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",8.00000000,1.16666666,🇹🇬,"U+1F1F9 U+1F1EC"
225
+ 221,Tokelau,TKL,TK,772,690,,NZD,"New Zealand dollar",$,.tk,Tokelau,Oceania,Polynesia,Tokelauan,"[{zoneName:'Pacific\/Fakaofo',gmtOffset:46800,gmtOffsetName:'UTC+13:00',abbreviation:'TKT',tzName:'Tokelau Time'}]",-9.00000000,-172.00000000,🇹🇰,"U+1F1F9 U+1F1F0"
226
+ 222,Tonga,TON,TO,776,676,Nuku'alofa,TOP,"Tongan paʻanga",$,.to,Tonga,Oceania,Polynesia,Tongan,"[{zoneName:'Pacific\/Tongatapu',gmtOffset:46800,gmtOffsetName:'UTC+13:00',abbreviation:'TOT',tzName:'Tonga Time'}]",-20.00000000,-175.00000000,🇹🇴,"U+1F1F9 U+1F1F4"
227
+ 223,"Trinidad And Tobago",TTO,TT,780,+1-868,"Port of Spain",TTD,"Trinidad and Tobago dollar",$,.tt,"Trinidad and Tobago",Americas,Caribbean,"Trinidadian or Tobagonian","[{zoneName:'America\/Port_of_Spain',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",11.00000000,-61.00000000,🇹🇹,"U+1F1F9 U+1F1F9"
228
+ 224,Tunisia,TUN,TN,788,216,Tunis,TND,"Tunisian dinar",ت.د,.tn,تونس,Africa,"Northern Africa",Tunisian,"[{zoneName:'Africa\/Tunis',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",34.00000000,9.00000000,🇹🇳,"U+1F1F9 U+1F1F3"
229
+ 225,Turkey,TUR,TR,792,90,Ankara,TRY,"Turkish lira",₺,.tr,Türkiye,Asia,"Western Asia",Turkish,"[{zoneName:'Europe\/Istanbul',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EET',tzName:'Eastern European Time'}]",39.00000000,35.00000000,🇹🇷,"U+1F1F9 U+1F1F7"
230
+ 226,Turkmenistan,TKM,TM,795,993,Ashgabat,TMT,"Turkmenistan manat",T,.tm,Türkmenistan,Asia,"Central Asia",Turkmen,"[{zoneName:'Asia\/Ashgabat',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'TMT',tzName:'Turkmenistan Time'}]",40.00000000,60.00000000,🇹🇲,"U+1F1F9 U+1F1F2"
231
+ 227,"Turks And Caicos Islands",TCA,TC,796,+1-649,"Cockburn Town",USD,"United States dollar",$,.tc,"Turks and Caicos Islands",Americas,Caribbean,"Turks and Caicos Island","[{zoneName:'America\/Grand_Turk',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'}]",21.75000000,-71.58333333,🇹🇨,"U+1F1F9 U+1F1E8"
232
+ 228,Tuvalu,TUV,TV,798,688,Funafuti,AUD,"Australian dollar",$,.tv,Tuvalu,Oceania,Polynesia,Tuvaluan,"[{zoneName:'Pacific\/Funafuti',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'TVT',tzName:'Tuvalu Time'}]",-8.00000000,178.00000000,🇹🇻,"U+1F1F9 U+1F1FB"
233
+ 229,Uganda,UGA,UG,800,256,Kampala,UGX,"Ugandan shilling",USh,.ug,Uganda,Africa,"Eastern Africa",Ugandan,"[{zoneName:'Africa\/Kampala',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'EAT',tzName:'East Africa Time'}]",1.00000000,32.00000000,🇺🇬,"U+1F1FA U+1F1EC"
234
+ 230,Ukraine,UKR,UA,804,380,Kyiv,UAH,"Ukrainian hryvnia",₴,.ua,Україна,Europe,"Eastern Europe",Ukrainian,"[{zoneName:'Europe\/Kiev',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'},{zoneName:'Europe\/Simferopol',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'MSK',tzName:'Moscow Time'},{zoneName:'Europe\/Uzhgorod',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'},{zoneName:'Europe\/Zaporozhye',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'EET',tzName:'Eastern European Time'}]",49.00000000,32.00000000,🇺🇦,"U+1F1FA U+1F1E6"
235
+ 231,"United Arab Emirates",ARE,AE,784,971,"Abu Dhabi",AED,"United Arab Emirates dirham",إ.د,.ae,"دولة الإمارات العربية المتحدة",Asia,"Western Asia","Emirati, Emirian, Emiri","[{zoneName:'Asia\/Dubai',gmtOffset:14400,gmtOffsetName:'UTC+04:00',abbreviation:'GST',tzName:'Gulf Standard Time'}]",24.00000000,54.00000000,🇦🇪,"U+1F1E6 U+1F1EA"
236
+ 232,"United Kingdom",GBR,GB,826,44,London,GBP,"British pound",£,.uk,"United Kingdom",Europe,"Northern Europe","British, UK","[{zoneName:'Europe\/London',gmtOffset:0,gmtOffsetName:'UTC\u00b100',abbreviation:'GMT',tzName:'Greenwich Mean Time'}]",54.00000000,-2.00000000,🇬🇧,"U+1F1EC U+1F1E7"
237
+ 233,"United States",USA,US,840,1,Washington,USD,"United States dollar",$,.us,"United States",Americas,"Northern America",American,"[{zoneName:'America\/Adak',gmtOffset:-36000,gmtOffsetName:'UTC-10:00',abbreviation:'HST',tzName:'Hawaii\u2013Aleutian Standard Time'},{zoneName:'America\/Anchorage',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'America\/Boise',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Chicago',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Denver',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Detroit',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Indianapolis',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Knox',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Indiana\/Marengo',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Petersburg',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Tell_City',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Indiana\/Vevay',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Vincennes',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Indiana\/Winamac',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Juneau',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'America\/Kentucky\/Louisville',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Kentucky\/Monticello',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Los_Angeles',gmtOffset:-28800,gmtOffsetName:'UTC-08:00',abbreviation:'PST',tzName:'Pacific Standard Time (North America'},{zoneName:'America\/Menominee',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Metlakatla',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'America\/New_York',gmtOffset:-18000,gmtOffsetName:'UTC-05:00',abbreviation:'EST',tzName:'Eastern Standard Time (North America'},{zoneName:'America\/Nome',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'America\/North_Dakota\/Beulah',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/North_Dakota\/Center',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/North_Dakota\/New_Salem',gmtOffset:-21600,gmtOffsetName:'UTC-06:00',abbreviation:'CST',tzName:'Central Standard Time (North America'},{zoneName:'America\/Phoenix',gmtOffset:-25200,gmtOffsetName:'UTC-07:00',abbreviation:'MST',tzName:'Mountain Standard Time (North America'},{zoneName:'America\/Sitka',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'America\/Yakutat',gmtOffset:-32400,gmtOffsetName:'UTC-09:00',abbreviation:'AKST',tzName:'Alaska Standard Time'},{zoneName:'Pacific\/Honolulu',gmtOffset:-36000,gmtOffsetName:'UTC-10:00',abbreviation:'HST',tzName:'Hawaii\u2013Aleutian Standard Time'}]",38.00000000,-97.00000000,🇺🇸,"U+1F1FA U+1F1F8"
238
+ 234,"United States Minor Outlying Islands",UMI,UM,581,1,,USD,"United States dollar",$,.us,"United States Minor Outlying Islands",Americas,"Northern America",American,"[{zoneName:'Pacific\/Midway',gmtOffset:-39600,gmtOffsetName:'UTC-11:00',abbreviation:'SST',tzName:'Samoa Standard Time'},{zoneName:'Pacific\/Wake',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'WAKT',tzName:'Wake Island Time'}]",0.00000000,0.00000000,🇺🇲,"U+1F1FA U+1F1F2"
239
+ 235,Uruguay,URY,UY,858,598,Montevideo,UYU,"Uruguayan peso",$,.uy,Uruguay,Americas,"South America",Uruguayan,"[{zoneName:'America\/Montevideo',gmtOffset:-10800,gmtOffsetName:'UTC-03:00',abbreviation:'UYT',tzName:'Uruguay Standard Time'}]",-33.00000000,-56.00000000,🇺🇾,"U+1F1FA U+1F1FE"
240
+ 236,Uzbekistan,UZB,UZ,860,998,Tashkent,UZS,"Uzbekistani soʻm",лв,.uz,O‘zbekiston,Asia,"Central Asia","Uzbekistani, Uzbek","[{zoneName:'Asia\/Samarkand',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'UZT',tzName:'Uzbekistan Time'},{zoneName:'Asia\/Tashkent',gmtOffset:18000,gmtOffsetName:'UTC+05:00',abbreviation:'UZT',tzName:'Uzbekistan Time'}]",41.00000000,64.00000000,🇺🇿,"U+1F1FA U+1F1FF"
241
+ 237,Vanuatu,VUT,VU,548,678,"Port Vila",VUV,"Vanuatu vatu",VT,.vu,Vanuatu,Oceania,Melanesia,"Ni-Vanuatu, Vanuatuan","[{zoneName:'Pacific\/Efate',gmtOffset:39600,gmtOffsetName:'UTC+11:00',abbreviation:'VUT',tzName:'Vanuatu Time'}]",-16.00000000,167.00000000,🇻🇺,"U+1F1FB U+1F1FA"
242
+ 238,"Vatican City State (Holy See)",VAT,VA,336,379,"Vatican City",EUR,Euro,€,.va,Vaticano,Europe,"Southern Europe",Vatican,"[{zoneName:'Europe\/Vatican',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'CET',tzName:'Central European Time'}]",41.90000000,12.45000000,🇻🇦,"U+1F1FB U+1F1E6"
243
+ 239,Venezuela,VEN,VE,862,58,Caracas,VES,Bolívar,Bs,.ve,Venezuela,Americas,"South America",Venezuelan,"[{zoneName:'America\/Caracas',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'VET',tzName:'Venezuelan Standard Time'}]",8.00000000,-66.00000000,🇻🇪,"U+1F1FB U+1F1EA"
244
+ 240,Vietnam,VNM,VN,704,84,Hanoi,VND,"Vietnamese đồng",₫,.vn,"Việt Nam",Asia,"South-Eastern Asia",Vietnamese,"[{zoneName:'Asia\/Ho_Chi_Minh',gmtOffset:25200,gmtOffsetName:'UTC+07:00',abbreviation:'ICT',tzName:'Indochina Time'}]",16.16666666,107.83333333,🇻🇳,"U+1F1FB U+1F1F3"
245
+ 241,"Virgin Islands (British)",VGB,VG,092,+1-284,"Road Town",USD,"United States dollar",$,.vg,"British Virgin Islands",Americas,Caribbean,"British Virgin Island","[{zoneName:'America\/Tortola',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.43138300,-64.62305000,🇻🇬,"U+1F1FB U+1F1EC"
246
+ 242,"Virgin Islands (US)",VIR,VI,850,+1-340,"Charlotte Amalie",USD,"United States dollar",$,.vi,"United States Virgin Islands",Americas,Caribbean,"U.S. Virgin Island","[{zoneName:'America\/St_Thomas',gmtOffset:-14400,gmtOffsetName:'UTC-04:00',abbreviation:'AST',tzName:'Atlantic Standard Time'}]",18.34000000,-64.93000000,🇻🇮,"U+1F1FB U+1F1EE"
247
+ 243,"Wallis And Futuna Islands",WLF,WF,876,681,"Mata Utu",XPF,"CFP franc",₣,.wf,"Wallis et Futuna",Oceania,Polynesia,"Wallis and Futuna, Wallisian or Futunan","[{zoneName:'Pacific\/Wallis',gmtOffset:43200,gmtOffsetName:'UTC+12:00',abbreviation:'WFT',tzName:'Wallis & Futuna Time'}]",-13.30000000,-176.20000000,🇼🇫,"U+1F1FC U+1F1EB"
248
+ 244,"Western Sahara",ESH,EH,732,212,El-Aaiun,MAD,"Moroccan Dirham",MAD,.eh,"الصحراء الغربية",Africa,"Northern Africa","Sahrawi, Sahrawian, Sahraouian","[{zoneName:'Africa\/El_Aaiun',gmtOffset:3600,gmtOffsetName:'UTC+01:00',abbreviation:'WEST',tzName:'Western European Summer Time'}]",24.50000000,-13.00000000,🇪🇭,"U+1F1EA U+1F1ED"
249
+ 245,Yemen,YEM,YE,887,967,Sanaa,YER,"Yemeni rial",﷼,.ye,اليَمَن,Asia,"Western Asia",Yemeni,"[{zoneName:'Asia\/Aden',gmtOffset:10800,gmtOffsetName:'UTC+03:00',abbreviation:'AST',tzName:'Arabia Standard Time'}]",15.00000000,48.00000000,🇾🇪,"U+1F1FE U+1F1EA"
250
+ 246,Zambia,ZMB,ZM,894,260,Lusaka,ZMW,"Zambian kwacha",ZK,.zm,Zambia,Africa,"Eastern Africa",Zambian,"[{zoneName:'Africa\/Lusaka',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-15.00000000,30.00000000,🇿🇲,"U+1F1FF U+1F1F2"
251
+ 247,Zimbabwe,ZWE,ZW,716,263,Harare,ZWL,"Zimbabwe Dollar",$,.zw,Zimbabwe,Africa,"Eastern Africa",Zimbabwean,"[{zoneName:'Africa\/Harare',gmtOffset:7200,gmtOffsetName:'UTC+02:00',abbreviation:'CAT',tzName:'Central Africa Time'}]",-20.00000000,30.00000000,🇿🇼,"U+1F1FF U+1F1FC"
indus_knn.sav ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1f6ae6f37fd431a1e472c3b8fb7a7dfce0d718b6f1b895c5acf765b662ce34d
3
+ size 1484278
kbert_topics.py ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from sentence_transformers import SentenceTransformer, util
2
+ from keybert import KeyBERT
3
+ from preprocess_function import bert_preprocess
4
+ import spacy
5
+ import spacy_transformers
6
+ import spacy.cli
7
+ spacy.cli.download("en_core_web_trf")
8
+ nlp = spacy.load("en_core_web_trf")
9
+
10
+ model_sent = SentenceTransformer("all-mpnet-base-v2")
11
+
12
+ kw_model = KeyBERT(model = model_sent)
13
+
14
+
15
+ common_words = []
16
+ with open("common_words_v2.txt", "r") as file:
17
+ for line in file:
18
+ common_words.append(line.strip())
19
+
20
+ def extract_topics(event_value):
21
+ keywords = kw_model.extract_keywords(bert_preprocess(event_value), top_n = 10)
22
+
23
+ entity_remove = {'CARDINAL', 'DATE', 'GPE', 'LANGUAGE', 'LOC',
24
+ 'NORP', 'ORDINAL', 'PERCENT', 'PERSON', 'QUANTITY', 'TIME'}
25
+
26
+
27
+ keyword_bert = [token.lemma_ for key in keywords if key[1] >= 0.3 for token in nlp(key[0])]
28
+
29
+ work_list = []
30
+
31
+ for word_check in keyword_bert:
32
+ doc = nlp(word_check)
33
+ if not any(word.label_ in entity_remove for word in doc.ents):
34
+ work_list.extend(token.text for token in doc if token.pos_ != 'VERB')
35
+
36
+ work_list = list(set(work_list) - set(common_words))
37
+
38
+ return work_list
39
+
mapping.py ADDED
@@ -0,0 +1,55 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pickle
2
+ import pandas as pd
3
+ from sentence_transformers import SentenceTransformer, util
4
+ from preprocess_function import preprocess_text
5
+ model_sent = SentenceTransformer("all-mpnet-base-v2")
6
+
7
+ sector_model = pickle.load(open('sector_knn.sav', 'rb'))
8
+ indus_model = pickle.load(open('indus_knn.sav', 'rb'))
9
+ other_indus_model = pickle.load(open('other_industries_knn.sav', 'rb'))
10
+
11
+ def get_mapping(prep_text):
12
+ event_discr_embeddings = model_sent.encode([preprocess_text(prep_text)],
13
+ batch_size=250,
14
+ show_progress_bar=True)
15
+ event_embedd = event_discr_embeddings[0]
16
+ sectors = pd.read_excel('sect_other.xlsx', sheet_name = 'sectors')
17
+ sectors['name_clean'] = sectors['name'].str.replace('&','').str.strip()
18
+ sectors['name_clean'] = sectors['name_clean'].str.replace('IT','information technology').str.replace(',','').str.lower()
19
+
20
+ industries = pd.read_excel('sect_other.xlsx', sheet_name = 'other_indus')
21
+ industries['industries_name_clean'] = industries['name'].str.replace('&','').str.strip()
22
+ industries['industries_name_clean'] = industries['industries_name_clean'].str.replace('IT','information technology').str.replace(',','').str.lower()
23
+
24
+ other_industries = pd.read_csv('other_industries.csv')
25
+ other_industries['other_industries_name_clean'] = other_industries['Industry'].str.replace('-',' ').str.replace('/',' ').str.replace('(',' ').str.replace(')',' ').replace('&',' ').str.strip().str.lower()
26
+
27
+ n_neighbors = 1
28
+ threshold = 0.40
29
+
30
+ #sectors
31
+ distances, indices = sector_model.kneighbors([event_embedd], n_neighbors=2)
32
+ name_index = indices[0]
33
+ distance_name = str(distances[0])
34
+ topic_name = []
35
+ for index_i in name_index:
36
+ topic_name.append(sectors['name_clean'].tolist()[index_i])
37
+ topic_name = str(topic_name)
38
+
39
+
40
+ #industries
41
+ distances_indus, indices_indus = indus_model.kneighbors([event_embedd], n_neighbors=n_neighbors)
42
+ name_index_indus = indices_indus[0][0]
43
+ distance_name_indus = distances_indus[0][0]
44
+ topic_name_indus = industries['industries_name_clean'].tolist()[name_index_indus]
45
+
46
+ #other_industries
47
+ distances_other, indices_other = other_indus_model.kneighbors([event_embedd], n_neighbors=3)
48
+ name_index_other = indices_other[0]
49
+ distance_name_other = str(distances_other[0])
50
+ topic_name_other = []
51
+ for index_o in name_index_other:
52
+ topic_name_other.append(other_industries['other_industries_name_clean'].tolist()[index_o])
53
+ topic_name_other = str(topic_name_other)
54
+
55
+ return topic_name, distance_name, topic_name_indus, distance_name_indus,topic_name_other,distance_name_other
myproject.ini ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ ### topic extraction files
2
+ tag_stopword = stopwords_tag.txt
3
+ tag_similar_model = word2vec.model
4
+ tag_bigram = bi_phrases.txt
5
+ tag_trigram = tri_phrases.txt
6
+ tag_vocabSingle = vocabSingle.txt
7
+ tag_vocabMulti = vocabMulti.txt
8
+ tag_vocabDouble = vocabDouble.txt
other_industries.csv ADDED
@@ -0,0 +1,336 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Industry
2
+ 3D Printing
3
+ Accounting
4
+ Accounting
5
+ AdTech
6
+ Aerospace Engineering
7
+ Agile Development
8
+ Agricultural Technology
9
+ Agritech
10
+ Air Pollution Control
11
+ Airbnb Hosting
12
+ Airlines/Aviation
13
+ Algorithmic Trading
14
+ Alternative Dispute Resolution
15
+ Alternative Energy
16
+ Alternative Finance
17
+ Alternative Medicine
18
+ Animal Welfare
19
+ Animation
20
+ Apparel/Fashion
21
+ Aquaculture
22
+ Architecture/Planning
23
+ Artificial Intelligence
24
+ Artificial Intelligence Tools
25
+ Artificial Neural Networks
26
+ Arts/Crafts
27
+ Astrology
28
+ Augmented Intelligence
29
+ Augmented Reality/Virtual Reality
30
+ Automated Manufacturing
31
+ Automated Vehicles
32
+ Automotive
33
+ Autonomous Systems
34
+ Aviation/Aerospace
35
+ Banking/Mortgage
36
+ Behavioral Economics
37
+ big data
38
+ Bioinformatics
39
+ Biomechanics
40
+ Biomedical Engineering
41
+ Biometrics
42
+ Biotechnology/Greentech
43
+ Broadcast Media
44
+ Building Materials
45
+ Business Supplies/Equipment
46
+ Capital Markets/Hedge Fund/Private Equity
47
+ Carbon Footprint Reduction
48
+ Carbon Trading
49
+ Chatbots
50
+ Chemicals
51
+ Childcare
52
+ Civic Technology
53
+ Civic/Social Organization
54
+ Civil Engineering
55
+ Clean Energy
56
+ Clean Water Access
57
+ Clinical Research
58
+ Cloud Computing
59
+ Cognitive Computing
60
+ Cognitive Psychology
61
+ Commercial Real Estate
62
+ Community Development
63
+ Computer Games
64
+ Computer Hardware
65
+ Computer Networking
66
+ Computer Software/Engineering
67
+ Computer/Network Security
68
+ Connected Devices
69
+ Conservation Biology
70
+ Construction
71
+ Consumer Data Privacy
72
+ Consumer Electronics
73
+ Consumer Goods
74
+ Consumer Services
75
+ Cosmetics
76
+ Crowdfunding
77
+ Cryonics
78
+ Cryptocurrencies
79
+ Cryptocurrency/Blockchain
80
+ Cultural Heritage
81
+ Cyber-Physical Systems
82
+ Cybersecurity
83
+ Dairy
84
+ Data Analytics
85
+ Data Privacy Solutions
86
+ Decentralized Finance (DeFi)
87
+ Defense/Space
88
+ Design
89
+ Digital Art
90
+ Digital Currency
91
+ Digital Healthcare
92
+ Digital Identity Management
93
+ Digital Marketing
94
+ Distributed Energy Resources
95
+ Drone Delivery
96
+ Drones
97
+ E-commerce
98
+ Education Management
99
+ Elderly Care
100
+ E-Learning
101
+ Electric Mobility
102
+ Electrical/Electronic Manufacturing
103
+ Electromagnetic Engineering
104
+ Emergency Medicine
105
+ Emergency Services
106
+ Energy Efficiency
107
+ Energy Storage
108
+ Entertainment/Movie Production
109
+ Environmental Conservation
110
+ Environmental Consulting
111
+ Environmental Monitoring
112
+ Environmental Services
113
+ Ethical Fashion
114
+ Event Technology
115
+ Events Services
116
+ Executive Office
117
+ Exoskeletons
118
+ Experiential Marketing
119
+ Facilities Services
120
+ Farming
121
+ Fashion Accessories
122
+ Fashion Tech
123
+ Financial Inclusion
124
+ Financial Services
125
+ Financial Technology (FinTech)
126
+ Fine Art
127
+ Fintech Innovation
128
+ Fishery
129
+ Food Delivery Services
130
+ Food Production
131
+ Food Security
132
+ Food/Beverages
133
+ Forensic Science
134
+ Forestry
135
+ Freelance Services
136
+ Fuel Cells
137
+ Fuel Efficiency
138
+ Fundraising
139
+ Furniture
140
+ Gambling/Casinos
141
+ Game Development
142
+ Gaming Industry
143
+ Gender Equality
144
+ Gene Editing
145
+ Genetic Counseling
146
+ Genetic Engineering
147
+ Geothermal Energy
148
+ Gig Economy
149
+ Glass/Ceramics/Concrete
150
+ Government Administration
151
+ Government Relations
152
+ Graphic Design/Web Design
153
+ Green Building/Architecture
154
+ Green Chemistry
155
+ Green Technology
156
+ Health Tech
157
+ Health/Fitness
158
+ Higher Education/Acadamia
159
+ Higher Education/Academia
160
+ Home Automation
161
+ Hospital/Health Care
162
+ Hospitality
163
+ Human Resources/HR
164
+ Human-Computer Interaction
165
+ Humanitarian Aid
166
+ Impact Investing
167
+ Import/Export
168
+ Inclusive Design
169
+ Individual/Family Services
170
+ Indoor Farming
171
+ Industrial Automation
172
+ Industrial Design
173
+ Information Services
174
+ Information Technology/IT
175
+ Innovative Materials
176
+ Innovative Transportation
177
+ Insurance
178
+ Interior Design
179
+ International Affairs
180
+ International Trade/Development
181
+ Internet
182
+ Internet Governance
183
+ Internet of Things (IoT)
184
+ Investment Banking/Venture
185
+ Investment Management/Hedge Fund/Private Equity
186
+ IoT Security
187
+ Judiciary
188
+ Law Enforcement
189
+ Law Practice/Law Firms
190
+ Legal Cannabis
191
+ Legal Services
192
+ Legal Tech
193
+ Legislative Office
194
+ Leisure/Travel
195
+ Library
196
+ Livestock Farming
197
+ Local Food Systems
198
+ Logistics/Procurement
199
+ Luxury Goods/Jewelry
200
+ Machine Learning
201
+ Machine Vision
202
+ Machinery
203
+ Management Consulting
204
+ Marine Conservation
205
+ Maritime
206
+ Market Research
207
+ Marketing/Advertising/Sales
208
+ Mechanical or Industrial Engineering
209
+ Media Production
210
+ Media Technology
211
+ Medical Equipment
212
+ Medical Practice
213
+ Medical Robotics
214
+ Mental Health Care
215
+ Microfinance
216
+ Microgrid Solutions
217
+ Military Industry
218
+ Mining/Metals
219
+ Mobile Apps
220
+ Mobile Payments
221
+ Molecular Biology
222
+ Motion Pictures/Film
223
+ Museums/Institutions
224
+ Music
225
+ Music Streaming
226
+ Nanomedicine
227
+ Nanotechnology
228
+ Neurotechnology
229
+ Newspapers/Journalism
230
+ Non-Profit/Volunteering
231
+ Nuclear Energy
232
+ Ocean Energy
233
+ Oceanography
234
+ Oil/Energy/Solar/Greentech
235
+ Online Education
236
+ Online Gaming
237
+ Online Publishing
238
+ Open Education Resources
239
+ Open Source Software
240
+ Organic Electronics
241
+ Organic Farming
242
+ Other Industry
243
+ Outsourcing/Offshoring
244
+ Package/Freight Delivery
245
+ Packaging/Containers
246
+ Paper/Forest Products
247
+ Performing Arts
248
+ Personal Development
249
+ Personal Finance
250
+ Pervasive Computing
251
+ Pharmaceuticals
252
+ Philanthropy
253
+ Photography
254
+ Plant Genetics
255
+ Plant-Based Foods
256
+ Plastics
257
+ Political Organization
258
+ Precision Agriculture
259
+ Precision Medicine
260
+ Primary/Secondary Education
261
+ Printing
262
+ Privacy Tech
263
+ Professional Training
264
+ Program Development
265
+ Psychedelic Therapy
266
+ Public Relations/PR
267
+ Public Safety
268
+ Publishing Industry
269
+ Quantum Computing
270
+ Railroad Manufacture
271
+ Ranching
272
+ Real Estate/Mortgage
273
+ Recreational Facilities/Services
274
+ Religious Institutions
275
+ Remote Work Solutions
276
+ Renewable Energy
277
+ Renewable Fuel
278
+ Renewable Materials
279
+ Renewables/Environment
280
+ Research Industry
281
+ Restaurants
282
+ Retail Industry
283
+ Retail Tech
284
+ Ride-Sharing
285
+ Robot-Assisted Surgery
286
+ Robotics
287
+ Security/Investigations
288
+ Semiconductors
289
+ Shipbuilding
290
+ Smart Cities
291
+ Smart Clothing
292
+ Smart Grid
293
+ Social Entrepreneurship
294
+ Social Media
295
+ Space Exploration/Commercial Spaceflight
296
+ Space Tourism
297
+ Sporting Goods
298
+ Sports
299
+ Staffing/Recruiting
300
+ Supermarkets
301
+ Sustainable Agriculture
302
+ Sustainable Architecture
303
+ Sustainable Fashion
304
+ Sustainable Packaging
305
+ Sustainable Tourism
306
+ Synthetic Biology
307
+ Technical Writing
308
+ Telecommunications
309
+ Telemedicine
310
+ Textiles
311
+ Think Tanks
312
+ Tobacco
313
+ Translation/Localization
314
+ Transportation
315
+ Travel & Tourism
316
+ Urban Farming
317
+ Urban Planning
318
+ Utilities
319
+ Venture Capital/VC
320
+ Veterinary
321
+ Virtual Events/Conferences
322
+ Virtual Reality Content Creation
323
+ Virtual Reality Therapy
324
+ Warehousing
325
+ Waste Management
326
+ Water Treatment
327
+ Wellness and Self-Care
328
+ Wholesale
329
+ Wind Energy
330
+ Wine/Spirits
331
+ Wireless
332
+ Wireless Charging
333
+ Writing/Editing
334
+ Youth Development
335
+ Zero Waste Solutions
336
+ Zoology
other_industries_knn.sav ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2089797ba8a8bbcb88068029cf1b72e6eb5d0adf8bad4018a629b7ea109d0741
3
+ size 1029622
preprocess_function.py ADDED
@@ -0,0 +1,80 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import pandas as pd
2
+ import re
3
+ from nltk import ngrams
4
+ from nltk.corpus import wordnet
5
+ from nltk.corpus import stopwords
6
+ from nltk.tokenize import word_tokenize
7
+ from nltk.stem import WordNetLemmatizer
8
+ import nltk
9
+ nltk.download('wordnet')
10
+ nltk.download('stopwords')
11
+ nltk.download('punkt')
12
+ nltk.download('stopwords')
13
+ stop_words = set(stopwords.words('english'))
14
+
15
+
16
+ stop_words_2 = ('show','international','exhibition','trade','fair','global','conference','world',
17
+ 'expo','event','wellknown','popular','new', 'together',
18
+ 'latest','offer','trend','sector','exhibitor','th','one','like','also','held','well','etc','u','bb',
19
+ 'provide', 'provides', 'provide','day','attendee','year', 'best','top','management',
20
+ 'brings','bring','event','topic','visitor','buyer','brand','take','u','national','great','come')
21
+
22
+ stop_words = stop_words.union(stop_words_2)
23
+
24
+ list_location = []
25
+ for col in ['name','capital','region','subregion']:#countries
26
+ list_location.extend(list(set(pd.read_csv('countries.csv')[col])))
27
+ list_location.extend(list(set(pd.read_csv('states.csv')['name'])))
28
+ list_location.extend(list(set(pd.read_csv('cities.csv')['name'])))
29
+ list_location.extend(list(set(pd.read_csv('zones.csv')['Zone'])))
30
+
31
+ locations_removal = set([x.lower() for x in list_location if not pd.isna(x)])
32
+
33
+ locations_removal.discard('nan')
34
+
35
+ stop_words_bert = stop_words.union(locations_removal).union(stop_words_2)
36
+
37
+ def preprocess_text(keyword):
38
+ keyword = ' '.join([w for w in word_tokenize(keyword) if not w.lower() in stop_words])
39
+ keyword = keyword.replace('/', ' ')
40
+ keyword = re.sub(r"^[^a-zA-Z0-9]+|[^a-zA-Z0-9\)]+$", " ", keyword).strip()
41
+ keyword = keyword.replace('_', ' ')
42
+ keyword = keyword.replace('&', ' ').strip()
43
+ keyword = keyword.encode('ascii', 'ignore').decode('utf-8').strip().lower()
44
+ keyword = re.sub(r'[^a-zA-Z\s]', '', keyword)
45
+ words = word_tokenize(keyword)
46
+ words = [word for word in words if word not in stop_words]
47
+ lemmatizer = WordNetLemmatizer()
48
+ words = list(set([lemmatizer.lemmatize(word) for word in words]))
49
+ words = [word for word in words if word not in stop_words]
50
+ processed_text = ' '.join(words)
51
+ processed_text = re.sub(r'\b\w*([a-zA-Z])\1{10,}\w*\b', '', processed_text)
52
+ return processed_text
53
+
54
+ def bert_preprocess(keyword):
55
+
56
+ # Remove abbreviations
57
+ keyword = re.sub(r"\b[A-Z\.]{2,}\b", ' ', keyword)
58
+
59
+ # Convert to lowercase
60
+ keyword = keyword.lower()
61
+
62
+ # Tokenize and remove stop words
63
+ keyword = ' '.join([w for w in word_tokenize(keyword) if re.sub(r'[^\w\s]', '', w.lower()) not in stop_words_bert])
64
+
65
+ # Remove special characters, unwanted patterns, and symbols
66
+ keyword = re.sub(r"^[^a-zA-Z0-9]+|[^a-zA-Z0-9\)]+$", " ", keyword)
67
+ keyword = re.sub(r'[^a-zA-Z\s]', ' ', keyword)
68
+
69
+ # Clean up and lemmatize words
70
+ lemmatizer = WordNetLemmatizer()
71
+ words = [w for w in word_tokenize(keyword)]
72
+ words = [lemmatizer.lemmatize(word) for word in words]
73
+
74
+ # Remove repeated characters
75
+ processed_text = re.sub(r'\b\w*([a-zA-Z])\1{10,}\w*\b', '', ' '.join(words))
76
+
77
+ # Join words and remove unnecessary spaces
78
+ processed_text = ' '.join(processed_text.split())
79
+
80
+ return processed_text
requirements.txt ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ pandas==1.5.3
2
+ numpy==1.22.4
3
+ scikit-learn==1.2.2
4
+ sentence_transformers==2.2.2
5
+ gradio==3.35.2
6
+ openpyxl==3.1.2
7
+ nltk==3.8.1
8
+ keybert==0.7.0
9
+ spacy==3.6.1
10
+ spacy-transformers==1.2.5
11
+ configparser
12
+ beautifulsoup4
13
+ unicodedata2
14
+ gensim
15
+ PyDictionary
sect_other.xlsx ADDED
Binary file (18.6 kB). View file
 
sector_knn.sav ADDED
Binary file (89.6 kB). View file
 
states.csv ADDED
The diff for this file is too large to render. See raw diff
 
stopwords_tag.txt ADDED
@@ -0,0 +1 @@
 
 
1
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h,wyndham,philadelphia,wyndham,wyndham,boston,wwt,wroclaw,poland,written,wrest_point,wow,topkapi,cause,worst,worldconferences,worlda,closely,tirelessly,smarter,cooperatively,collaboratively,org,woodcock,johnson,wood_mackenzie,burning,wonderful,chance,womena,owned,wolters,kluwer,wolfson,college,woburn,witnessing,dramatic,wisest,wisely,wisconsin,differently,wonderland,acc,winston,salem,ding,windy,windsor,atlantica,windhoek,namibia,win,wilmington,riverside,willow,creek,williamsburg_lodge,william,penn,willard,intercontinental,willamette_valley,wilkes,barre,wilfrid,laurier,wigwam_resort,wien,westbahnhof,widespread,widening,widely,regarded,attended,appreciated,acknowledged,wichita_fall,manufacturer,distributor,dealer,whittlebury,enterprise,whilst,remaining,keeping,exploring,ensuring,discussing,wharton_school,specimen,westminster_suite,westminster,forum,briefing,westfalenhallen,dortmund,westerner_park,interstate,western_canadian,western_balkan,wes_knodel,welsh_government,welsh,wellcome,joining,welcoming_people,welcoming,welcome,contribution,prior,week,fayre,fayres,webb,weba,european,accessibility,wear_evening,wear_bridesmaid,alteration,overcome,way,waukesha,county,cebu,wasting,washington,dulles,wardman,wanner,ewa,wang,prof,ifra,wan,walter,washington,walsh,away,waldronsmith,waldorf,astoria,level,unrivalled,ukrainian,unparalleled,unified,quad_city,quito,ecuador,quebec,questex,attribute,latino,quality_period,provisioning,raised,quo_vadis,qui_tam,surveying,quebec_montreal,quilters_guild,qui,nhon,qed,quabec,quaynote,quickly,took,qbd_pat,vast,vip,varied,supporting,vendor,selling,vandusen,view_face,versa,vice,varna,bulgaria,majority,venetian,macao,varied,van,der,vystavochnyy,tsentr,vsb,voluntary_sector,den,vina,del,victoria,inn,villa,rosa,victorian_study,velo,vigyan,bhawan,valletta,malta,vmug,usercon,vps,variable,displaying,valparaiso,chile,vincentz,von,braun,vila,gale,variable_structure,agnostic,vested,vinod,kumar,vancouver,harbourside,voyageur,borne,von_willebrand,vuca,virginia,ashok,vytautas,visit,variation,iteratively,statewide,valley_mall,vijay,performing,voir_dire,programme,extremism,valuing,universiteit,uma,need,unconventional,ultimately,improve,upcoming,utmost,importance,unpublished,midwest,underrepresented,universiti,teknologi,undergoing,uncertainty,unfair,unforeseen,circumstance,peninsula,incontinence,liubljana,guided,uncertain,utah,urbana,union_square,extremity,unintended,consequence,universidade,universiti,kuala,underlying,ultimately,universite,paris,immediately,urgently,needed,unprecedented,universite,libre,universidad,nacional,unrivaled,unmet_need,universidad,autonoma,pervasive,influence,universite,laval,undue,universiti,universitas,muhammadiyah,eastside,politecnica,unconscious,universalist,uthm,unexpected,orlando,unplanned,headquarters,headquarter,underlying,usual,pendidikan,unusual,ultimately,broaden,underwear_cap,uncover,utmost,update,delivers,unichrone,geneva,palexpo,grad,generating,gaulle,galveston,texas,elegant,guangzhou,poly,guest_speaker,guangdong,province,golden_tulip,amp,inc,guwahati,assam,participant,gather,gaborone,botswana,german,austrian,invaluable,guangzhou,baiyun,greatest,tek,reputed,rcog,organisation,gala,gcc,recognised,grosvenor,indication,groundbreaking,george,glasgow,caledonian,jubilee,gran,canaria,galleria,houston,guiding,instability,gaylord,texan,illustration,guest_accommodation,generated,grosvenor_square,tied,thorough,grande,sukhumvit,grove_park,given,georgetown,penang,gained,garmisch,partenkirchen,georg,august,graf,graduation,opryland,gadjah,mada,grantmaker_support,guru,nanak,generous_support,geelong,waterfront,george_street,glazier,gothia,guild,greatest,given,grad,galloway,gently,loved,versus,got,goa,velha,mastery,proofreading,gomti,nagar,grecotel,exclusive,sdgs,hongjaarbeurs,utrecht,jawaharlal,nehru,jyvaskyla,pavilion,finland,jubi,jointly,organised,sponsored,juan,carlos,jaguar_land,hosted,joined,jaipur,rajasthan,joseph,martin,john,hopkins,jiexpo,kemayoran,jackson_hole,jackson,hositing,discus,review,pierre,john,moore,johannes,gutenberg,john,mcintyre,joint,john,paul,jean,monnet,aspiration,jozef,stefan,julie,john,jumeirah,etihad,jumeirah,messilah,want,joyce,goh,jing,wen,kortrijk_xpo,key_element,khartoum_sudan,key_decision,kathmandu,nepal,kansa,fahd,klaipeda,lithuania,krasnoyarsk,influencers,kazan,konnect,kaunas,kidz,key_driver,kazanskaya,yarmarka,kingston,jamaica,key_account,king_mongkuts,know,existed,colorado,kinase,inhibitor,kellogg_school,kempinski,nairobi,kyoto,terrsa,kigali,rwanda,abdulaziz,hows,kruger,kiddie,krishi,sanskriti,katherine,mansfield,intention,hussein,kongress,mongkut,kansei,karolinska,institutet,khanty,mansiysk,kavli_royal,saud,know,exactly,krabi,thailand,kazan,krasnoyarsk,siberia,kap,europa,krishna,hyderabad,king_fund,kandy,sri,kohn_hall,kept,kabul,afghanistan,,kuta,central,kic,univassist,kongresshaus,stadthalle,caused,korean_capital,long,tradition,looking,leading,lutfi,kirdar,lehigh,lutheran,learned,ljubljana,slovenia,lima,peru,easier,luanda,angola,listed,lusaka,zambia,initiative,affecting,lowering,longer,delivered,constance,lively,compliant,leela,ambience,difficulty,lomonosov,moscow,los,alamo,los_cabos,executive,leishman,tahoe,likeminded,learnt,larnaca,cyprus,charles,round,loews,coronado,responsibility,langenbeck,virchow,loews,ventana,lucian,blaga,miami,langham,huntington,liverpool,john,annapolis,limassol,cyprus,lake_buena,proof,origination,zambia,lumpur,bangsar,eighteenth,ekg,langham,melbourne,linklaters,ludwig,maximilians,awaited,lalit,mumbai,louis,downtown,lorem_ipsum,limiting,gone,lawprose,applies,legged,lower_middle,leave,luna_park,lodge_omaha,considered,instead,conducting,lauderdale,broward,directive,secure,nec,birmingham,newly,manufactured,notable,north,northeast,ohio,norge,varemesse,tsing,newly,discovered,newer,noc_iocs,north_eastern,nearly,newark,liberty,north_coast,northern,michigan,neglected,appointed,nitty_gritty,notified,northwest,arkansas,nwfa,necessary,noorul,islam,formed,nashville,tennessee,neu,ulm,assigned,cleared,nineteenth,north_americaa,respected,nordrhein,westfalen,acropolis,nice_aaroport,nationwide,necessity,newest,nusantara,northstar_travel,territory,scholastic,nanth,undefined,brookhollow,nusa_dua,nourished,announcement,nelson_mandela,novo,nordisk,norfolk,waterside,nbcrna,eastern,nijmegen,occurring,nashville,nice,sophia,north,wale,nassau,bahamas,non_hodgkin,collegiate,obedience,obtain,plenty,exclusively,ohio,ohrid,macedonia,oklahoma,acquaintance,alike,kinross,omg,omni,opatijska,cvijeta,dependence,opportune,opportunistic,opposing,mem,pre,opus,oranjestad,aruba,orff,schulwerk,committed,devoted,icao,organization,organizedwith,organizer,presenter,previously,sokos,osceola,oscine,osgoode,osha,confusing,oslo,norway,yummies,valamar,lacroma,dubrovnik,venezia,mestre,castellana,checking,verification,verity,variety,promotional,gimmick,unacceptable,unforgettable,moment,uae,use,atd,spontaneous,tampa,westshore,provision,tempe,admitted,theme,respond,smoothly,belek,ton,torres,strait,islander,suitable,perfectionism,potentially,concerned,facade,wcse,titled,similarly,apwa,westworld,celebrant,scottsdale,iwa,babe,bolyai,napoca,bandar,seri,begawan,brunei,abidjan,cote,ivoire,regd,pap,sieh,chamagne,incorporated,incorporate,incorporating,apa,amrita,vishwa,vidyapeetham,iccae,organizes,avoid,avenue,assurance,rit,indexed,ijhas,issn,bos,favor,dammam,saudi,arabia,debut,difficult,dissemination,reviewed,possible,eau_palm_spa,ecole,polytechnique,lausanne,focused,assist,eliminating,stiff,forever,ijbees,expanding,hundsdorfer,francesca,montijano,bob,interviewing,hout,weizhang,huang,willem,realised,kyunki,ghar,bina,henry,gonzalez,hbgcc,situation,mistake,highlight,iae,idc,identifying,habit,imitation,immersive,improving,incisive,including,index,thomson,scopus,indexed,inevitable,adjusting,mikrotik,routeros,inspires,targeted,compelling,inviting,invited,isle,jamia,millia,islamia,jeddah,info,michael,length_of_stay,lineup,latvia,lidia,aceto,luigi,brugnano,minh_city,vietnam,presented,yokids,payable,featuring,directs,conference,mico,milano,proficiency,distinguish,supercross,stretching,equipping,investorsnan,novi,serbia,crowd,particular,published,racv,radisson,blu,edwardian,riga,critically,reading,reagan,reference,renew,extended,holiday_club,riyadh,russell,steve,ruuth,gerhard,rydges,trade_fair,sector,race_bib,bib,kind,cooperation_among,phoenix_az,tokyo,among,fest,number_of_people,accurately_reflect,luxury_brand,black_sea,exhibited_product,fast_pace,europea_lead,talented_young,consider,christi,dent,into,yours,his,while,where,further,very,those,havent,was,because,few,if,couldn't,at,their,through,but,with,own,ll,itself,other,this,theirs,to,didnt,your,our,again,haven't,shan,being,ve,didn't,are,mightn't,then,until,that'll,both,shouldnt,there,who,themselves,on,than,been,she,between,you've,nor,myself,it,over,should've,you're,do,wasnt,having,aint,hers,by,doesn't,when,most,in,had,or,werent,too,about,them,weren't,her,is,they,isn't,you'd,ourselves,should,ma,hadnt,needn't,what,below,will,have,we,couldn't,from,off,neednt,you,don't,ours,my,only,wasn't,isnt,doesnt,some,out,that,no,just,yourselves,were,how,here,before,hasn't,won,down,himself,for,hasnt,you'll,so,does,once,not,under,won't,she's,doing,has,which,up,and,each,more,wouldn't,him,it's,after,am,aren't,above,herself,these,be,whom,yourself,same,can,he,mustnt,such,hadn't,as,of,against,during,arent,wouldnt,me,did,an,why,any,the,now,mightnt,shan't,shouldn't,all,dont,its,mustn't,auction_house,civil_society,mouse,square_meter,sahara,wall_street,firmenkontaktmesse
topics_extraction.py ADDED
@@ -0,0 +1,296 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import numpy as np
2
+ import pandas as pd
3
+ from urllib.parse import unquote
4
+ import nltk
5
+ nltk.download('popular')
6
+ import re
7
+ import math
8
+ import configparser
9
+ from bs4 import BeautifulSoup
10
+ import unicodedata
11
+ import string
12
+ from gensim.models import Word2Vec
13
+ from gensim.models.phrases import Phraser, Phrases
14
+ from nltk.corpus import stopwords
15
+ from nltk.stem import WordNetLemmatizer
16
+ from nltk.corpus import wordnet as wn
17
+ from nltk import pos_tag
18
+ from collections import defaultdict
19
+ from nltk.corpus import wordnet as wn
20
+ tag_map = defaultdict(lambda : wn.NOUN)
21
+ tag_map['J'] = wn.ADJ
22
+ tag_map['V'] = wn.VERB
23
+ tag_map['R'] = wn.ADV
24
+ import spacy
25
+ spacy.cli.download("en_core_web_md")
26
+ nlp = spacy.load("en_core_web_trf")
27
+ lemmatizer = WordNetLemmatizer()
28
+ evType_stop = set(nltk.corpus.stopwords.words('english'))
29
+
30
+ # read configuration file
31
+ # config = configparser.ConfigParser()
32
+ # config.read('myproject.ini')
33
+
34
+
35
+ ### files to be load
36
+
37
+ tag_similarModel_path = "word2vec.model" #config['path']['tag_similar_model'] #word2vec model
38
+ tag_trigram_path = "tri_phrases.txt"#config['path']['tag_trigram'] # trigram phraser
39
+ tag_bigram_path = "bi_phrases.txt"#config['path']['tag_bigram'] # bigram phraser
40
+
41
+ tag_similarModel = Word2Vec.load("word2vec.model")
42
+ tag_trigram_phraser = Phraser.load("tri_phrases.txt")
43
+ tag_bigram_phraser = Phraser.load("bi_phrases.txt")
44
+
45
+ # load stopword file
46
+ file2 = open("stopwords_tag.txt", "r+")
47
+ data2 = file2.read()
48
+ stopword_tag = data2.split(",")
49
+
50
+ # load vocabulary of single words
51
+ file3 = open("vocabSingle.txt", "r+")
52
+ data3 = file3.read()
53
+ vocab1 = data3.split(",")
54
+
55
+ # load vocabulary of words of length more than 2
56
+ file4 = open("vocabMulti.txt", "r+")
57
+ data4 = file4.read()
58
+ vocab2 = data4.split(",")
59
+
60
+ # load vocabulary of words of length 2
61
+ file6 = open("vocabDouble.txt", "r+")
62
+ data6 = file6.read()
63
+ vocab4 = data6.split(",")
64
+
65
+
66
+ ### preprocess the text string
67
+ ### remove any email ids, websites, digits etc
68
+ def pre_process(text):
69
+ try:
70
+ soup = BeautifulSoup(text, "html.parser")
71
+ text = soup.get_text()
72
+ text = unicodedata.normalize('NFKD', text).encode('ascii', 'ignore').decode('utf-8', 'ignore')
73
+ convert_IT = re.sub(r'^IT$| IT ', " information technology ",text)
74
+ remove_urls = re.sub(r'''(?i)\b((?:https?://|www\d{0,3}[.]|[a-z0-9.\-]+[.][a-z]{2,4}/)(?:[^\s()<>]+|\(([^\s()<>]+|(\([^\s()<>]+\)))*\))+(?:\(([^\s()<>]+|(\([^\s()<>]+\)))*\)|[^\s`!()\[\]{};:'".,<>?«»“”‘’]))'''," ",convert_IT.lower())
75
+ remove_ids = re.sub(r'\S*@\S*\S?'," ",remove_urls)
76
+ remove_digit_punct = re.sub(r'[^a-zA-z0-9-]|\d+nd|\d+st|\d+th|\d+rd|null|^nan| nan ', ' ', remove_ids)
77
+ remove_spaces = re.sub(r'\s{2,}', ' ', remove_digit_punct)
78
+ remove_sufix = re.sub(r'^all\w+', '', remove_spaces)
79
+ return remove_sufix
80
+ except Exception:
81
+ return text
82
+
83
+
84
+ # lemmatization of words
85
+ def nlk_lemma(tokns):
86
+ lema_tokns = []
87
+ for token, tag in pos_tag(tokns):
88
+ if token!='media':
89
+ lema_tokns.append(lemmatizer.lemmatize(token, tag_map[tag[0]]))
90
+ else:
91
+ lema_tokns.append(token)
92
+ return lema_tokns
93
+
94
+ # tokenize and lemmatize the text string
95
+ def preprocess(text):
96
+ text = re.sub(r'^information technology$| information technology ',' IT ',text)
97
+ tokens = text.split(" ")
98
+ tokens = [w for w in tokens if not w in evType_stop]
99
+ tokens = [token for token in tokens if len(token) > 1]
100
+ tokens = nlk_lemma(tokens)
101
+ return tokens
102
+
103
+
104
+ # create bigrams, trigrams
105
+ def phrasers(token_sent):
106
+ textx = tag_bigram_phraser[token_sent]
107
+ texty = list(tag_trigram_phraser[textx])
108
+ phrase_text = " ".join(texty)
109
+ phrase_text = re.sub(r'^information technology$| information technology ',' IT ',phrase_text)
110
+ return phrase_text
111
+
112
+ # identify the part-of-speech(POS) tags for each word
113
+ # select only those words which are having the POS tags as per the below list
114
+ def posTags(text):
115
+ text = re.sub('-','hyphen',text)
116
+ doc = nlp(text)
117
+ tags = [(X, X.tag_) for X in doc]
118
+ keys1 = []
119
+ #print(tags)
120
+ for el in tags:
121
+ if el[1] in ['NN','PRP','NNP','NNS','NNPS','JJ','JJR','VB','VBD','VBZ','FW','XX','VBG','VBP','VBN']:
122
+ key_text = re.sub('hyphen','-',str(el[0]))
123
+ keys1.append(key_text)
124
+ return keys1
125
+
126
+ def posTags1(text):
127
+ text = re.sub('-','hyphen',text)
128
+ text = re.sub("hyphen | hyphen",' ',text)
129
+ doc = nlp(text)
130
+ tags = [(X, X.tag_) for X in doc]
131
+ keys1 = []
132
+
133
+ for el in tags:
134
+ #if el[1] in ['NN','NNP','NNS','NNPS','JJ','VBG','VBZ','FW','XX','IN','VBN','DT','VBP','VBN']:
135
+ key_text = re.sub('hyphen','-',str(el[0]))
136
+ keys1.append(key_text)
137
+ return keys1
138
+
139
+
140
+ # this function will from given list of words remove words that starts with 'accessory' or words contains stopwords or
141
+ # words contains digits
142
+ def get_keys(keys1):
143
+ imp_keys =[]
144
+ for tokens in keys1:
145
+ if re.search("^accessory",tokens):
146
+ pass
147
+ elif len(tokens)>1:
148
+ tex_li = tokens.split("_")
149
+ if tex_li[0] in stopword_tag or tex_li[-1] in stopword_tag or tokens in stopword_tag or tex_li[0].isdigit() or tex_li[-1].isdigit():
150
+ pass
151
+ else:
152
+ imp_keys.append(tokens)
153
+ return imp_keys
154
+
155
+
156
+ # this function will return the topics eligible
157
+ def tags(kys):
158
+ kys = ['gis' if x=='gi' else x for x in kys]
159
+ temp = []
160
+ max_words=[]
161
+ max_count=(dict( (l, kys.count(l) ) for l in set(kys))) # count the frequency of all the words
162
+ try:
163
+ if max_count['business']:
164
+ max_count['business']=1 # if 'business' word in the list then make it's count ==1 since it is most frequent word
165
+ except:
166
+ pass
167
+
168
+ itemMaxValue = max(max_count.items(), key=lambda x: x[1])
169
+
170
+ v = list(max_count.values())
171
+ if len(max_count)!=sum(v):
172
+ for key, value in max_count.items():
173
+ if value == itemMaxValue[1]:
174
+ max_words.append(key)
175
+ kys = list(set(kys))
176
+
177
+ for elem in kys:
178
+ temp1 = []
179
+ for ek in kys:
180
+ try:
181
+ if 0.99 > tag_similarModel.wv.similarity(elem, ek)>0.15:
182
+ temp1.append(1)
183
+ else:
184
+ temp1.append(0)
185
+ except:
186
+ temp1.append(0)
187
+ temp.append(temp1)
188
+ su = []
189
+ for val in temp:
190
+ su.append(sum(val))
191
+
192
+ try:
193
+ if 0 in list(set(su)):
194
+ thrhld = math.floor(sum(list(set(su)))/(len(set(su))-1))
195
+ else:
196
+ thrhld = math.floor(sum(list(set(su)))/(len(set(su))))
197
+ final_keys = []
198
+ for i in range(0,len(temp)):
199
+ if sum(temp[i])>=thrhld:
200
+ final_keys.append(kys[i])
201
+ if final_keys and max_words:
202
+ for max_word in max_words:
203
+ final_keys.append(max_word)
204
+ return final_keys
205
+ elif final_keys:
206
+ return final_keys
207
+ else:
208
+ return kys
209
+
210
+ except Exception as e:
211
+ if len(kys)<3:
212
+ return kys
213
+ elif max_words:
214
+ return max_words
215
+ else:
216
+ return []
217
+
218
+
219
+ # this function will return words which are present in vocabulary contains single words
220
+ def checkSingleWord(single_list):
221
+ sin_list=[]
222
+ for word in single_list:
223
+ if word in vocab1:
224
+ sin_list.append(word)
225
+ return sin_list
226
+
227
+ # this function will identify whether words are present in vocabulary contains words of length 2
228
+ # if no words found in vocabulary then it will call checkSingleWord function
229
+ def checkBigram(word_list):
230
+ bi_list = []
231
+ for word in word_list:
232
+ w2 = word.split("_")
233
+ singleWord = checkSingleWord(w2)
234
+ if word in vocab4:
235
+ bi_list.append(word)
236
+ elif singleWord:
237
+ for elem in singleWord:
238
+ bi_list.append(elem)
239
+ return bi_list
240
+
241
+ # this function will 1st identify whether words are in vocabulary contains words of length more than 2
242
+ # if not then call checkBigram function to identify words with length equal to 2
243
+ # if list return empty then call checkSingleWord function
244
+ # return list of words
245
+ def getFinalTags(tags):
246
+ finalTags= []
247
+ for element in tags:
248
+ w1 = element.split("_")
249
+ if len(w1)>2:
250
+ if element in vocab2:
251
+ finalTags.append([element])
252
+ else:
253
+ textx = tag_bigram_phraser[w1]
254
+ bigram_tags = checkBigram(textx)
255
+ finalTags.append(bigram_tags)
256
+ elif len(w1)==2:
257
+ bigram_tags = checkBigram([element])
258
+ finalTags.append(bigram_tags)
259
+ else:
260
+ single_tags= checkSingleWord([element])
261
+ finalTags.append(single_tags)
262
+ flat_list = [item for sublist in finalTags for item in sublist]
263
+ return flat_list
264
+
265
+
266
+ # this function will call all the other functions
267
+ # it will return the list of topics extracted from a given list
268
+ def getTags(text):
269
+ pos_text = posTags(text)
270
+ text = " ".join(pos_text)
271
+ text = pre_process(text)
272
+ text_token = preprocess(text)
273
+ text = phrasers(text_token)
274
+ print(text)
275
+ pos_text1 = posTags1(text) # convert it into list using split(" ")
276
+ print(pos_text1)
277
+ filtered_keys = get_keys(pos_text1)
278
+ finalTagsList = getFinalTags(filtered_keys)
279
+ tags_list = tags(finalTagsList)
280
+ tags_list = list(set(tags_list))
281
+ return tags_list
282
+
283
+
284
+ def classify(user_query):
285
+ user_query = unquote(unquote(user_query))
286
+ eventdict = {}
287
+ eventdict['tags'] = []
288
+
289
+ try:
290
+ #Get Products
291
+ tags_result = getTags(user_query)
292
+ eventdict['tags'] = tags_result
293
+ return eventdict
294
+ except (ValueError, TypeError, AttributeError) as e:
295
+ #print(e)
296
+ return eventdict
tri_phrases.txt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:befda0f8b9ec07977c5f698ebdc496fc32f846a30901869f2c6b75210fc6eea6
3
+ size 1653938
vocabDouble.txt ADDED
@@ -0,0 +1 @@
 
 
1
+ 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e,turbulent_environment,turbulent_flow,turnkey_solution,two-dimensional_material,two-dimensional_modeling,ubiquitous_compute,ubiquitous_computing,ubiquitous_multimedia,ulcerative_colitis,ultrafast_laser,ultrafast_optic,unani_siddha,undergraduate_student,underground_space,underground_utility,underinsured_motorist,underwater_archaeology,underwater_vehicle,unitary_patent,unman_aircraft,unmanned_aerial,unmanned_aircraft,unmanned_surface,unmanned_system,unsaturated_soil,unstructured_data,unsupervised_learn,upper_airway,upper_limb,upper_respiratory,urantia_book,urban_drainage,urban_ecology,urban_forest,urban_forestry,urban_land,urban_regeneration,urban_slum,urban_transit,urgent_care,urological_association,urological_society,urological_surgery,usb_drive,uterine_bleeding,uterine_disorder,utility-scale_solar,vacant_property,vaccine-preventable_disease,vaccine_adjuvant,value-based_care,value-based_contract,value-based_healthcare,value-based_payment,vaporizer_hookahs,varicose_vein,vascular_access,vascular_anomaly,vascular_dementia,vascular_disease,vascular_malformation,vascular_medicine,vascular_surgeon,vascular_surgery,vascular_surgical,vascular_ultrasound,vector-borne_disease,vedic_astrology,vegetation_management,vehicular_network,vehicular_networking,venous_access,venous_thromboembolism,ventricular_arrhythmia,vernacular_architecture,vertebrate_paleontology,vertebrate_pest,vertical_flight,veterinary_acupuncture,veterinary_dentistry,veterinary_ophthalmology,veterinary_parasitology,vibrational_spectroscopy,video_gaming,video_projection,vintage_jewellery,vintage_linen,vintage_tractor,viral_disease,viral_infection,virtual_currency,virtual_desktop,virtual_instrumentation,visual_analytics,visual_artist,visual_impairment,visual_literacy,visual_perception,visual_search,visual_studio,visually_impair,vitamin_deficiency,vitro_fertilization,vlsi_embed,vocational_rehabilitation,voice_mail,vulnerability_analysis,vulval_disease,wagon_ride,waldenstrom_macroglobulinemia,war_relic,waste_conversion,waste_generator,waste_incineration,waste_minimization,waste_stream,wastewater_reuse,wastewater_utility,water_bottle,water_cooler,water_desalination,water_loss,water_pollution,water_reuse,water_sanitation,water_scarcity,water_tightness,watercolor_painting,watershed_management,wealth_advisor,weather_forecast,weather_forecasting,weather_prediction,web-based_application,web-based_learning,web_app,web_application,web_apps,web_browser,web_search,wedding_ring,wildlife_conservation,wildlife_ecology,wildlife_habitat,wildlife_rehabilitation,wildlife_rehabilitators,wireless_sensor,wood_carve,workplace_bullying,workplace_conflict,workplace_violence,x-ray_diffraction,x-ray_microscopy,year-end_tax,yellow_belt,yin_yoga,yoga_festival,yoga_meditation,yoga_teacher,yoga_therapy,youth_mental,zero_carbon,zika_virus,zoho_solution,zoological_society,zoonotic_disease,agile_certify,membrane-based_electrode,cultural_heritage,architectural_heritage,engrave_machine,digital_signage,animal_husbandry,pet_groom
vocabMulti.txt ADDED
@@ -0,0 +1 @@
 
 
1
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