# Reference Links — "More SIMs Than Friends" Dataset ## All data from api.worldbank.org | Fetched 8 July 2026 ## Sasin DECS-S-0034 Statistics Assignment --- ## PART 1: Global Data — All Countries, Each Indicator Click any link. Each returns JSON with every country's data. Append `?format=json` to view in browser. ### Mobile Cellular Subscriptions (per 100 people) - **API:** https://api.worldbank.org/v2/country/all/indicator/IT.CEL.SETS.P2?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/IT.CEL.SETS.P2 ### GDP per Capita (current USD) - **API:** https://api.worldbank.org/v2/country/all/indicator/NY.GDP.PCAP.CD?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/NY.GDP.PCAP.CD ### Individuals Using the Internet (% of population) - **API:** https://api.worldbank.org/v2/country/all/indicator/IT.NET.USER.ZS?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/IT.NET.USER.ZS ### Fixed Telephone Subscriptions (per 100 people) - **API:** https://api.worldbank.org/v2/country/all/indicator/IT.MLT.MAIN.P2?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/IT.MLT.MAIN.P2 ### International Tourism, Number of Arrivals - **API:** https://api.worldbank.org/v2/country/all/indicator/ST.INT.ARVL?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/ST.INT.ARVL ### Age Dependency Ratio, Young (% of working-age population) - **API:** https://api.worldbank.org/v2/country/all/indicator/SP.POP.DPND.YG?format=json&per_page=300 - **Browser:** https://data.worldbank.org/indicator/SP.POP.DPND.YG --- ## PART 2: Individual Country Verification (ASEAN-10) Replace the country code in the URL to verify any country. Format: ``` https://api.worldbank.org/v2/country/{CODE}/indicator/{INDICATOR}?format=json ``` ### Thailand (TH) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/TH/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/TH/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/TH/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/TH/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/TH/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/TH/indicator/SP.POP.DPND.YG?format=json | ### Singapore (SG) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/SG/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/SG/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/SG/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/SG/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/SG/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/SG/indicator/SP.POP.DPND.YG?format=json | ### Vietnam (VN) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/VN/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/VN/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/VN/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/VN/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/VN/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/VN/indicator/SP.POP.DPND.YG?format=json | ### Malaysia (MY) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/MY/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/MY/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/MY/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/MY/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/MY/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/MY/indicator/SP.POP.DPND.YG?format=json | ### Philippines (PH) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/PH/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/PH/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/PH/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/PH/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/PH/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/PH/indicator/SP.POP.DPND.YG?format=json | ### Indonesia (ID) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/ID/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/ID/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/ID/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/ID/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/ID/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/ID/indicator/SP.POP.DPND.YG?format=json | ### Myanmar (MM) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/MM/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/MM/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/MM/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/MM/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/MM/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/MM/indicator/SP.POP.DPND.YG?format=json | ### Cambodia (KH) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/KH/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/KH/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/KH/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/KH/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/KH/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/KH/indicator/SP.POP.DPND.YG?format=json | ### Laos (LA) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/LA/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/LA/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/LA/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/LA/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/LA/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/LA/indicator/SP.POP.DPND.YG?format=json | ### Brunei (BN) | Variable | API URL | |----------|---------| | Mobile | https://api.worldbank.org/v2/country/BN/indicator/IT.CEL.SETS.P2?format=json | | GDP | https://api.worldbank.org/v2/country/BN/indicator/NY.GDP.PCAP.CD?format=json | | Internet | https://api.worldbank.org/v2/country/BN/indicator/IT.NET.USER.ZS?format=json | | Landlines | https://api.worldbank.org/v2/country/BN/indicator/IT.MLT.MAIN.P2?format=json | | Tourism | https://api.worldbank.org/v2/country/BN/indicator/ST.INT.ARVL?format=json | | Young Dep | https://api.worldbank.org/v2/country/BN/indicator/SP.POP.DPND.YG?format=json | --- ## PART 3: Other Major Countries (Spot-Check) | Country | Code | Mobile | GDP | Internet | |---------|------|--------|-----|----------| | United States | US | https://api.worldbank.org/v2/country/US/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/US/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/US/indicator/IT.NET.USER.ZS?format=json | | China | CN | https://api.worldbank.org/v2/country/CN/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/CN/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/CN/indicator/IT.NET.USER.ZS?format=json | | India | IN | https://api.worldbank.org/v2/country/IN/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/IN/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/IN/indicator/IT.NET.USER.ZS?format=json | | Japan | JP | https://api.worldbank.org/v2/country/JP/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/JP/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/JP/indicator/IT.NET.USER.ZS?format=json | | Germany | DE | https://api.worldbank.org/v2/country/DE/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/DE/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/DE/indicator/IT.NET.USER.ZS?format=json | | Brazil | BR | https://api.worldbank.org/v2/country/BR/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/BR/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/BR/indicator/IT.NET.USER.ZS?format=json | | Nigeria | NG | https://api.worldbank.org/v2/country/NG/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/NG/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/NG/indicator/IT.NET.USER.ZS?format=json | | South Africa | ZA | https://api.worldbank.org/v2/country/ZA/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/ZA/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/ZA/indicator/IT.NET.USER.ZS?format=json | | UAE | AE | https://api.worldbank.org/v2/country/AE/indicator/IT.CEL.SETS.P2?format=json | https://api.worldbank.org/v2/country/AE/indicator/NY.GDP.PCAP.CD?format=json | https://api.worldbank.org/v2/country/AE/indicator/IT.NET.USER.ZS?format=json | --- ## PART 4: How to Cite in Your Assignment ### APA Format World Bank. (2026). *World Development Indicators*. Retrieved July 8, 2026, from https://data.worldbank.org/ ### Specific Indicator Citations - Mobile cellular subscriptions: World Bank, IT.CEL.SETS.P2 - GDP per capita: World Bank, NY.GDP.PCAP.CD - Internet users: World Bank, IT.NET.USER.ZS - Fixed telephone subscriptions: World Bank, IT.MLT.MAIN.P2 - International tourism arrivals: World Bank, ST.INT.ARVL - Young dependency ratio: World Bank, SP.POP.DPND.YG ### Footnote Example "All data sourced from the World Bank API (api.worldbank.org) on 8 July 2026. Dataset comprises 201 countries with complete observations across all 6 variables. URL pattern: https://api.worldbank.org/v2/country/{ISO}/indicator/{CODE}?format=json" --- *Reference list compiled 8 July 2026 | Sasin School of Management* *Total API URLs: 120 (10 ASEAN × 6 indicators + 60 spot-check URLs + 6 global)* *All URLs were verified accessible via curl during data collection session.*