{
 "schema_version": 1,
 "reviewed_at": "2026-10-01",
 "sources": {
  "itu": {
   "name": "ITU ICT Price Baskets, December 2025 release",
   "url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_2008-2025.xlsx",
   "published": "2025-12-02",
   "basis": "official",
   "method": "Retail basket prices collected under ITU rules; country prices are published in USD and as a share of monthly GNI per capita. Basket definitions changed in 2025.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false,
   "download_sha256": "bc09d24b171c5d5c8492de06ee5e73124a9c82c64ba166eb18d5cb39a0d32094"
  },
  "itu-detail": {
   "name": "ITU 2025 basket allowances and operator metadata",
   "url": "https://www.itu.int/en/ITU-D/Statistics/Documents/ICT_Prices/ITU_ICTPriceBaskets_Allowance_2025.xlsx",
   "published": "2025 data release",
   "basis": "official",
   "method": "Selected plans and allowances may exceed the minimum basket requirement. These are 2025 observations, not live retail quotes.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false,
   "download_sha256": "bef84c377d8d3c5ca2c49a053655b58b73b4c636fe6465880e8ef40d68456cd9"
  },
  "ipsos": {
   "name": "Google / Ipsos Our Life With AI, 2025 fieldwork",
   "url": "https://www.ipsos.com/sites/default/files/ct/news/documents/2026-01/Google%20Ipsos%20Our%20Life%20With%20AI%202025%20Topline.pdf",
   "published": "2026-01-15",
   "basis": "survey",
   "method": "Online non-probability survey, approximately 1,000 adults per country; fieldwork 22 September–10 October 2025. Self-reported use. Results describe the surveyed sample and must not be presented as a census of all residents.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "microsoft": {
   "name": "Microsoft AI Economy Institute, Global AI Adoption in 2025",
   "url": "https://www.microsoft.com/en-us/research/wp-content/uploads/2026/01/Microsoft-AI-Diffusion-Report-January-2026.pdf",
   "published": "2026-01",
   "basis": "vendor_estimate",
   "method": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "pnet": {
   "name": "Pnet Job Market Trends, August 2025",
   "url": "https://www.pnet.co.za/wp-content/uploads/2025/09/Pnet_Job-Market-Trends_August.pdf",
   "published": "2025-08 report",
   "basis": "platform_records",
   "method": "Change in AI-related vacancies observed by Pnet. A vacancy is an advertisement, not a hire or net job creation. The report includes international and remote listings; it is not a census of domestic employment.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "pwc": {
   "name": "PwC Africa Workforce Hopes and Fears Survey 2025",
   "url": "https://www.pwc.co.za/en/press-room/africa-workforce-hopes-and-fears-survey-2025.html",
   "published": "2025-11-26",
   "basis": "survey",
   "method": "Pooled employee survey covering Algeria, Kenya, Morocco, Nigeria and South Africa. Not an Africa-wide population estimate and not assignable to individual countries. Survey programme reports 1,753 responses across the five countries.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "aws": {
   "name": "AWS EC2 instance types by Region",
   "url": "https://docs.aws.amazon.com/ec2/latest/instancetypes/ec2-instance-regions.html",
   "published": "Undated live documentation",
   "basis": "operator_documentation",
   "method": "Regional product listing checked on the review date. It does not establish spare capacity, granted account quotas, actual uptime or an available rental price.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "cassava": {
   "name": "Cassava AI, South Africa deployment update",
   "url": "https://www.cassava.ai/2026/03/18/cassava-scales-african-ai-infrastructure-with-nvidia-powered-ai-factories-to-accelerate-sovereign-data-capabilities/",
   "published": "2026-03-18",
   "basis": "operator_statement",
   "method": "Operator-reported South Africa deployment and GPU service offering. Expansion countries are plans, not operating sites verified by this review.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "cassava-product": {
   "name": "Cassava AI GPU as a Service",
   "url": "https://www.cassava.ai/ai-compute/gpu-as-a-service/",
   "published": "Undated product page",
   "basis": "operator_documentation",
   "method": "Advertises H200 GPU services and on-demand, reserved and spot options. No numerical rental rate or installed GPU total found on the reviewed page.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "teraco": {
   "name": "Teraco JB4 expansion completion",
   "url": "https://www.teraco.co.za/news/teraco-completes-significant-jb4-hyperscale-data-centre-expansion-incorporating-new-sustainability-designs/",
   "published": "2025-08-12",
   "basis": "operator_statement",
   "method": "Operator reports completion of a 30 MW addition, bringing the JB4 campus to 50 MW critical IT capacity. Total and increment must not be added. Rated capacity is not actual electricity consumption or AI-specific compute.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "kenya-study": {
   "name": "Columbia Business School research summary: Kenyan entrepreneur experiment",
   "url": "https://business.columbia.edu/insights/ai-widening-gap-between-high-and-low-performers",
   "published": "2026-08-20",
   "basis": "research_summary",
   "method": "Study of 640 Kenyan entrepreneurs. Business performance evidence, not a national employment or wage estimate. Summary reports no statistically significant average effect; this does not mean an effect of exactly zero.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  "uct-study": {
   "name": "University of Cape Town: AI career-guidance research grant",
   "url": "https://www.news.uct.ac.za/article/-2026-02-12-uct-researcher-secures-global-grant-to-test-ai-solutions-for-youth-unemployment",
   "published": "2026-02-12",
   "basis": "research_announcement",
   "method": "Research announcement. No completed employment-impact estimate is extracted from this source.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  }
 },
 "series": [
  {
   "id": "adoption-survey-ai-2025",
   "priority": "adoption",
   "pillar": "access",
   "title": "AI use reported by online survey respondents",
   "unit": "% of respondents",
   "period": "2025 fieldwork; use in preceding 12 months",
   "source_id": "ipsos",
   "definition": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 88,
     "availability": "available",
     "note": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
     "details": {}
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 72,
     "availability": "available",
     "note": "Any AI tool or application, Q3. Online survey respondents aged 18+; not all residents, and not restricted to work use. Country sample approximately 1,000.",
     "details": {}
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    }
   ]
  },
  {
   "id": "adoption-survey-genai-2025",
   "priority": "adoption",
   "pillar": "access",
   "title": "Generative AI use reported by online survey respondents",
   "unit": "% of respondents",
   "period": "2025 fieldwork; use in preceding 12 months",
   "source_id": "ipsos",
   "definition": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 84,
     "availability": "available",
     "note": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
     "details": {}
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 70,
     "availability": "available",
     "note": "Generative AI tools or generation of images, video or audio, Q4. Same online survey and fieldwork as the all-AI measure; a different question.",
     "details": {}
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: country outside this survey’s African sample.",
     "details": {}
    }
   ]
  },
  {
   "id": "adoption-estimate-h1-2025",
   "priority": "adoption",
   "pillar": "access",
   "title": "Estimated generative AI use — H1 2025",
   "unit": "% of working-age population",
   "period": "H1 2025",
   "source_id": "microsoft",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 11.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 8.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 12.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 7.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 7.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": 7.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 10.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": 7.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 12.5,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 12.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": 10.6,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 8.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 12.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 8.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 8.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 10.5,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 8.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 13.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 7.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 6.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 12.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 19.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 8.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 12.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 6.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 11.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": 6.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    }
   ]
  },
  {
   "id": "adoption-estimate-h2-2025",
   "priority": "adoption",
   "pillar": "access",
   "title": "Estimated generative AI use — H2 2025",
   "unit": "% of working-age population",
   "period": "H2 2025",
   "source_id": "microsoft",
   "definition": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
   "evidence_status": "vendor_estimate",
   "temporal_status": "modelled",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 12.0,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 9.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 13.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 11.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 13.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 13.4,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": 10.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 8.1,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 9.1,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 13.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 9.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 9.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 10.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 9.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 13.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 7.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 6.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 12.9,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 21.1,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: no country estimate in the reviewed appendix.",
     "details": {}
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 9.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 12.7,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 6.8,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 12.3,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": 7.6,
     "availability": "available",
     "note": "Generative-AI diffusion estimate adjusted from Microsoft telemetry for device/OS market share, internet penetration and population. Working-age denominator; not a direct population survey or a measure of workplace adoption. Appendix pp. 15–17.",
     "details": {}
    }
   ]
  },
  {
   "id": "cost-mobile-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "title": "Mobile data basket (5 GB minimum)",
   "unit": "USD per month",
   "period": "2025",
   "source_id": "itu",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
   "evidence_status": "official",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 2.23,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2548",
      "source_code": "i271mb_5GB$",
      "source_value": 2.23,
      "metadata_source_id": "itu-detail",
      "operator": "Algérie Télécom Mobile \"MOBILIS\"",
      "allowance_gb": 5,
      "technology": " 4G",
      "tax_rate_as_published": 19,
      "operator_notes": "Zero-rated Facebook and WhatsApp access for 30 days."
     }
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 5.48,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB118",
      "source_code": "i271mb_5GB$",
      "source_value": 5.48,
      "metadata_source_id": "itu-detail",
      "operator": "Unitel",
      "allowance_gb": 6,
      "technology": "2G& 3G & 4G & 5G",
      "tax_rate_as_published": 14,
      "operator_notes": ""
     }
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 8.21,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB748",
      "source_code": "i271mb_5GB$",
      "source_value": 8.21,
      "metadata_source_id": "itu-detail",
      "operator": "SPACETEL BENIN (MTN)",
      "allowance_gb": 5,
      "technology": "2G&3G&4G&5G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 8.68,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1423",
      "source_code": "i271mb_5GB$",
      "source_value": 8.68,
      "metadata_source_id": "itu-detail",
      "operator": "Mascom",
      "allowance_gb": 6.5,
      "technology": "2G&3G&4G&5G",
      "tax_rate_as_published": 14,
      "operator_notes": ""
     }
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 6.74,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB793",
      "source_code": "i271mb_5GB$",
      "source_value": 6.74,
      "metadata_source_id": "itu-detail",
      "operator": "ORANGE BURKINA FASO SA",
      "allowance_gb": 8,
      "technology": "4G+",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": 5.34,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB658",
      "source_code": "i271mb_5GB$",
      "source_value": 5.34,
      "metadata_source_id": "itu-detail",
      "operator": "Econet Leo",
      "allowance_gb": 5,
      "technology": "3G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": 6.67,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2008",
      "source_code": "i271mb_5GB$",
      "source_value": 6.67,
      "metadata_source_id": "itu-detail",
      "operator": "CVTelecom",
      "allowance_gb": 5,
      "technology": "3G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 8.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1738",
      "source_code": "i271mb_5GB$",
      "source_value": 8.02,
      "metadata_source_id": "itu-detail",
      "operator": "ORANGE Cameroun",
      "allowance_gb": 5,
      "technology": "LTE",
      "tax_rate_as_published": 2,
      "operator_notes": null
     }
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 23.8,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1468",
      "source_code": "i271mb_5GB$",
      "source_value": 23.8,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 5.6,
      "technology": "3G+",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": 9.62,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8578",
      "source_code": "i271mb_5GB$",
      "source_value": 9.62,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": 6,
      "technology": "2G/3G/4G LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": 10.7,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1963",
      "source_code": "i271mb_5GB$",
      "source_value": 10.7,
      "metadata_source_id": "itu-detail",
      "operator": "Comores Telecom",
      "allowance_gb": 10,
      "technology": "4.5G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 6.42,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1693",
      "source_code": "i271mb_5GB$",
      "source_value": 6.42,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Cote d'Ivoire",
      "allowance_gb": 12,
      "technology": "UMTS & LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": 10.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1783",
      "source_code": "i271mb_5GB$",
      "source_value": 10,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom",
      "allowance_gb": 10,
      "technology": "3G",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": 16.88,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2368",
      "source_code": "i271mb_5GB$",
      "source_value": 16.88,
      "metadata_source_id": "itu-detail",
      "operator": "Djibouti Telecom",
      "allowance_gb": 20,
      "technology": "4G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 2.97,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2638",
      "source_code": "i271mb_5GB$",
      "source_value": 2.97,
      "metadata_source_id": "itu-detail",
      "operator": "Vodafone Egypt",
      "allowance_gb": 6,
      "technology": "2G, 3G, 4G",
      "tax_rate_as_published": 42.86000061035156,
      "operator_notes": "This includes (22%) tax rate and administrative fee.\n"
     }
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3493",
      "source_code": "i271mb_5GB$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB2683",
      "source_code": "i271mb_5GB$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": 13.51,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8353",
      "source_code": "i271mb_5GB$",
      "source_value": 13.51,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 7,
      "technology": "3G/4G",
      "tax_rate_as_published": 15,
      "operator_notes": "Plan is bundled with 300 on-net minutes, 50 off-net minutes and 100 SMS."
     }
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 2.13,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2818",
      "source_code": "i271mb_5GB$",
      "source_value": 2.13,
      "metadata_source_id": "itu-detail",
      "operator": "Ethio Telecom",
      "allowance_gb": 5,
      "technology": "UMTS, 4G, LTE",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 16.04,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3133",
      "source_code": "i271mb_5GB$",
      "source_value": 16.04,
      "metadata_source_id": "itu-detail",
      "operator": "Gabon Telecom/Moov Africa (Maroc Telecom)",
      "allowance_gb": 7,
      "technology": "4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": 6.13,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3403",
      "source_code": "i271mb_5GB$",
      "source_value": 6.13,
      "metadata_source_id": "itu-detail",
      "operator": "Africell",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 21.25,
      "operator_notes": ""
     }
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 5.5,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3268",
      "source_code": "i271mb_5GB$",
      "source_value": 5.5,
      "metadata_source_id": "itu-detail",
      "operator": "MTN GHANA",
      "allowance_gb": 5,
      "technology": "3G & LTE",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 6.72,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3358",
      "source_code": "i271mb_5GB$",
      "source_value": 6.72,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Guinea",
      "allowance_gb": 5,
      "technology": "3G+, 4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 8.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3448",
      "source_code": "i271mb_5GB$",
      "source_value": 8.02,
      "metadata_source_id": "itu-detail",
      "operator": "Orange (Sonatel)",
      "allowance_gb": 8,
      "technology": "3G&4G",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 7.73,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB4618",
      "source_code": "i271mb_5GB$",
      "source_value": 7.73,
      "metadata_source_id": "itu-detail",
      "operator": "Safaricom",
      "allowance_gb": 5,
      "technology": "UMTS, LTE, 5G",
      "tax_rate_as_published": 31,
      "operator_notes": ""
     }
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 8.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5248",
      "source_code": "i271mb_5GB$",
      "source_value": 8,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Lesotho",
      "allowance_gb": 6,
      "technology": "3G/LTE",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 8.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5023",
      "source_code": "i271mb_5GB$",
      "source_value": 8,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 7.2,
      "technology": "LTE",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 2.04,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5068",
      "source_code": "i271mb_5GB$",
      "source_value": 2.04,
      "metadata_source_id": "itu-detail",
      "operator": "Libyana",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 0,
      "operator_notes": ""
     }
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 5.34,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5608",
      "source_code": "i271mb_5GB$",
      "source_value": 5.34,
      "metadata_source_id": "itu-detail",
      "operator": "Yas Madagascar",
      "allowance_gb": 5,
      "technology": "4G & 5G",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 3.43,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6238",
      "source_code": "i271mb_5GB$",
      "source_value": 3.43,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Malawi",
      "allowance_gb": 10.4,
      "technology": "3G, LTE",
      "tax_rate_as_published": 26.5,
      "operator_notes": ""
     }
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 8.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5833",
      "source_code": "i271mb_5GB$",
      "source_value": 8.02,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Mali",
      "allowance_gb": 8,
      "technology": "LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 5.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6148",
      "source_code": "i271mb_5GB$",
      "source_value": 5.02,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritel",
      "allowance_gb": 6,
      "technology": "3G/4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": 5.89,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6193",
      "source_code": "i271mb_5GB$",
      "source_value": 5.89,
      "metadata_source_id": "itu-detail",
      "operator": "Cellplus Mobile Communications Ltd (my.t)",
      "allowance_gb": 200,
      "technology": "3G, 4G, 5G",
      "tax_rate_as_published": 15,
      "operator_notes": "VAT is already deducted when consumer purchases airtime. Therefore when calls, SMS or data packs are purchased, VAT of 15% is not levied again on the approved tariff."
     }
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 4.95,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5473",
      "source_code": "i271mb_5GB$",
      "source_value": 4.95,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 11,
      "technology": "4G",
      "tax_rate_as_published": 20,
      "operator_notes": null
     }
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 3.07,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6103",
      "source_code": "i271mb_5GB$",
      "source_value": 3.07,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Mozambique",
      "allowance_gb": 5.8,
      "technology": "LTE & 5G",
      "tax_rate_as_published": 16,
      "operator_notes": ""
     }
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 9.7,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6328",
      "source_code": "i271mb_5GB$",
      "source_value": 9.7,
      "metadata_source_id": "itu-detail",
      "operator": "Mobile Telecommunications Company (MTC)",
      "allowance_gb": 8,
      "technology": "LTE",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 8.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6418",
      "source_code": "i271mb_5GB$",
      "source_value": 8.02,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Niger SA (Ex Celtel)",
      "allowance_gb": 5,
      "technology": "UMTS & LTE",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 0.99,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6463",
      "source_code": "i271mb_5GB$",
      "source_value": 0.99,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5,
      "technology": "LTE & 5G",
      "tax_rate_as_published": 7.5,
      "operator_notes": ""
     }
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 10.2,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1828",
      "source_code": "i271mb_5GB$",
      "source_value": 10.2,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5.1,
      "technology": "LTE",
      "tax_rate_as_published": 18.899999618530273,
      "operator_notes": ""
     }
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 1.43,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7543",
      "source_code": "i271mb_5GB$",
      "source_value": 1.43,
      "metadata_source_id": "itu-detail",
      "operator": "MTN Rwandacell Plc",
      "allowance_gb": 15,
      "technology": "UMTS and LTE",
      "tax_rate_as_published": 28,
      "operator_notes": "Daily limit usage of 500 MB."
     }
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 6.42,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7678",
      "source_code": "i271mb_5GB$",
      "source_value": 6.42,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 8,
      "technology": "3G/4G",
      "tax_rate_as_published": 23,
      "operator_notes": ""
     }
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": 20.27,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8443",
      "source_code": "i271mb_5GB$",
      "source_value": 20.27,
      "metadata_source_id": "itu-detail",
      "operator": "Cable and Wireless (Seychelles) Ltd",
      "allowance_gb": 6.5,
      "technology": "4G LTE, 3G UMTS",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": 4.26,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7858",
      "source_code": "i271mb_5GB$",
      "source_value": 4.26,
      "metadata_source_id": "itu-detail",
      "operator": "Africell",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 2.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7993",
      "source_code": "i271mb_5GB$",
      "source_value": 2,
      "metadata_source_id": "itu-detail",
      "operator": "Hormuud Telecom ",
      "allowance_gb": 5,
      "technology": "LTE, 5G",
      "tax_rate_as_published": 5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 6.43,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9838",
      "source_code": "i271mb_5GB$",
      "source_value": 6.43,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom SA",
      "allowance_gb": 5,
      "technology": "3G/LTE/5G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": 6.07,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8083",
      "source_code": "i271mb_5GB$",
      "source_value": 6.07,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5,
      "technology": "3G/4G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 4.17,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7633",
      "source_code": "i271mb_5GB$",
      "source_value": 4.17,
      "metadata_source_id": "itu-detail",
      "operator": "Zain Sudan",
      "allowance_gb": 10,
      "technology": "3G & 4G",
      "tax_rate_as_published": 30,
      "operator_notes": ""
     }
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": 11.75,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8128",
      "source_code": "i271mb_5GB$",
      "source_value": 11.75,
      "metadata_source_id": "itu-detail",
      "operator": "CST",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 4.72,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9163",
      "source_code": "i271mb_5GB$",
      "source_value": 4.72,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Tanzania",
      "allowance_gb": 5.6,
      "technology": "4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 8.02,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8623",
      "source_code": "i271mb_5GB$",
      "source_value": 8.02,
      "metadata_source_id": "itu-detail",
      "operator": "Togo Cellulaire",
      "allowance_gb": 6,
      "technology": "4G+",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 4.74,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8983",
      "source_code": "i271mb_5GB$",
      "source_value": 4.74,
      "metadata_source_id": "itu-detail",
      "operator": "Ooredoo",
      "allowance_gb": 6,
      "technology": "3G/4G/5G",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 5.44,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9208",
      "source_code": "i271mb_5GB$",
      "source_value": 5.44,
      "metadata_source_id": "itu-detail",
      "operator": "MTN Uganda",
      "allowance_gb": 7.5,
      "technology": "2G, 3G+, 4G",
      "tax_rate_as_published": 30,
      "operator_notes": ""
     }
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 2.83,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9883",
      "source_code": "i271mb_5GB$",
      "source_value": 2.83,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": 6,
      "technology": "3G & 4G",
      "tax_rate_as_published": 33.5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB9928",
      "source_code": "i271mb_5GB$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail",
      "operator": "ECONET",
      "allowance_gb": 5.6,
      "technology": "W-CDMA, LTE, 5G",
      "tax_rate_as_published": 25,
      "operator_notes": ""
     }
    }
   ]
  },
  {
   "id": "cost-mobile-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "title": "Mobile data basket / monthly income",
   "unit": "% of monthly GNI per capita",
   "period": "2025",
   "source_id": "itu",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "evidence_status": "official",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 0.49,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2546",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 0.49,
      "metadata_source_id": "itu-detail",
      "operator": "Algérie Télécom Mobile \"MOBILIS\"",
      "allowance_gb": 5,
      "technology": " 4G",
      "tax_rate_as_published": 19,
      "operator_notes": "Zero-rated Facebook and WhatsApp access for 30 days."
     }
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 3.05,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB116",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 3.05,
      "metadata_source_id": "itu-detail",
      "operator": "Unitel",
      "allowance_gb": 6,
      "technology": "2G& 3G & 4G & 5G",
      "tax_rate_as_published": 14,
      "operator_notes": ""
     }
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 6.89,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB746",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 6.89,
      "metadata_source_id": "itu-detail",
      "operator": "SPACETEL BENIN (MTN)",
      "allowance_gb": 5,
      "technology": "2G&3G&4G&5G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 1.38,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1421",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.38,
      "metadata_source_id": "itu-detail",
      "operator": "Mascom",
      "allowance_gb": 6.5,
      "technology": "2G&3G&4G&5G",
      "tax_rate_as_published": 14,
      "operator_notes": ""
     }
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 8.8,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB791",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 8.8,
      "metadata_source_id": "itu-detail",
      "operator": "ORANGE BURKINA FASO SA",
      "allowance_gb": 8,
      "technology": "4G+",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": 25.18,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB656",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 25.18,
      "metadata_source_id": "itu-detail",
      "operator": "Econet Leo",
      "allowance_gb": 5,
      "technology": "3G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": 1.59,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2006",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.59,
      "metadata_source_id": "itu-detail",
      "operator": "CVTelecom",
      "allowance_gb": 5,
      "technology": "3G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 5.72,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1736",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 5.72,
      "metadata_source_id": "itu-detail",
      "operator": "ORANGE Cameroun",
      "allowance_gb": 5,
      "technology": "LTE",
      "tax_rate_as_published": 2,
      "operator_notes": null
     }
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 53.67,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1466",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 53.67,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 5.6,
      "technology": "3G+",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": 11.81,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8576",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 11.81,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": 6,
      "technology": "2G/3G/4G LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": 7.36,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1961",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 7.36,
      "metadata_source_id": "itu-detail",
      "operator": "Comores Telecom",
      "allowance_gb": 10,
      "technology": "4.5G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 3.04,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1691",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 3.04,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Cote d'Ivoire",
      "allowance_gb": 12,
      "technology": "UMTS & LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": 18.75,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1781",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 18.75,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom",
      "allowance_gb": 10,
      "technology": "3G",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": 5.74,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2366",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 5.74,
      "metadata_source_id": "itu-detail",
      "operator": "Djibouti Telecom",
      "allowance_gb": 20,
      "technology": "4G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 1.58,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2636",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.58,
      "metadata_source_id": "itu-detail",
      "operator": "Vodafone Egypt",
      "allowance_gb": 6,
      "technology": "2G, 3G, 4G",
      "tax_rate_as_published": 42.86000061035156,
      "operator_notes": "This includes (22%) tax rate and administrative fee.\n"
     }
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3491",
      "source_code": "i271mb_5GB_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB2681",
      "source_code": "i271mb_5GB_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": 4.56,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8351",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.56,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 7,
      "technology": "3G/4G",
      "tax_rate_as_published": 15,
      "operator_notes": "Plan is bundled with 300 on-net minutes, 50 off-net minutes and 100 SMS."
     }
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 4.79,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2816",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.79,
      "metadata_source_id": "itu-detail",
      "operator": "Ethio Telecom",
      "allowance_gb": 5,
      "technology": "UMTS, 4G, LTE",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 2.65,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3131",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 2.65,
      "metadata_source_id": "itu-detail",
      "operator": "Gabon Telecom/Moov Africa (Maroc Telecom)",
      "allowance_gb": 7,
      "technology": "4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": 8.68,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3401",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 8.68,
      "metadata_source_id": "itu-detail",
      "operator": "Africell",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 21.25,
      "operator_notes": ""
     }
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 3.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3266",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 3.06,
      "metadata_source_id": "itu-detail",
      "operator": "MTN GHANA",
      "allowance_gb": 5,
      "technology": "3G & LTE",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 5.16,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3356",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 5.16,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Guinea",
      "allowance_gb": 5,
      "technology": "3G+, 4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 10.2,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3446",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 10.2,
      "metadata_source_id": "itu-detail",
      "operator": "Orange (Sonatel)",
      "allowance_gb": 8,
      "technology": "3G&4G",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 4.1,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB4616",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.1,
      "metadata_source_id": "itu-detail",
      "operator": "Safaricom",
      "allowance_gb": 5,
      "technology": "UMTS, LTE, 5G",
      "tax_rate_as_published": 31,
      "operator_notes": ""
     }
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 8.35,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5246",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 8.35,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Lesotho",
      "allowance_gb": 6,
      "technology": "3G/LTE",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 12.63,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5021",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 12.63,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 7.2,
      "technology": "LTE",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 0.39,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5066",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 0.39,
      "metadata_source_id": "itu-detail",
      "operator": "Libyana",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 0,
      "operator_notes": ""
     }
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 12.49,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5606",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 12.49,
      "metadata_source_id": "itu-detail",
      "operator": "Yas Madagascar",
      "allowance_gb": 5,
      "technology": "4G & 5G",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 8.45,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6236",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 8.45,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Malawi",
      "allowance_gb": 10.4,
      "technology": "3G, LTE",
      "tax_rate_as_published": 26.5,
      "operator_notes": ""
     }
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 9.38,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5831",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 9.38,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Mali",
      "allowance_gb": 8,
      "technology": "LTE",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 2.94,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6146",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 2.94,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritel",
      "allowance_gb": 6,
      "technology": "3G/4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": 0.54,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6191",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 0.54,
      "metadata_source_id": "itu-detail",
      "operator": "Cellplus Mobile Communications Ltd (my.t)",
      "allowance_gb": 200,
      "technology": "3G, 4G, 5G",
      "tax_rate_as_published": 15,
      "operator_notes": "VAT is already deducted when consumer purchases airtime. Therefore when calls, SMS or data packs are purchased, VAT of 15% is not levied again on the approved tariff."
     }
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 1.5,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5471",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.5,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 11,
      "technology": "4G",
      "tax_rate_as_published": 20,
      "operator_notes": null
     }
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 6.4,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6101",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 6.4,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Mozambique",
      "allowance_gb": 5.8,
      "technology": "LTE & 5G",
      "tax_rate_as_published": 16,
      "operator_notes": ""
     }
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 2.75,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6326",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 2.75,
      "metadata_source_id": "itu-detail",
      "operator": "Mobile Telecommunications Company (MTC)",
      "allowance_gb": 8,
      "technology": "LTE",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 13.86,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6416",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 13.86,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Niger SA (Ex Celtel)",
      "allowance_gb": 5,
      "technology": "UMTS & LTE",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 1.56,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6461",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.56,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5,
      "technology": "LTE & 5G",
      "tax_rate_as_published": 7.5,
      "operator_notes": ""
     }
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 5.32,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1826",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 5.32,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5.1,
      "technology": "LTE",
      "tax_rate_as_published": 18.899999618530273,
      "operator_notes": ""
     }
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 1.87,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7541",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.87,
      "metadata_source_id": "itu-detail",
      "operator": "MTN Rwandacell Plc",
      "allowance_gb": 15,
      "technology": "UMTS and LTE",
      "tax_rate_as_published": 28,
      "operator_notes": "Daily limit usage of 500 MB."
     }
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 4.68,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7676",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.68,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 8,
      "technology": "3G/4G",
      "tax_rate_as_published": 23,
      "operator_notes": ""
     }
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": 1.43,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8441",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.43,
      "metadata_source_id": "itu-detail",
      "operator": "Cable and Wireless (Seychelles) Ltd",
      "allowance_gb": 6.5,
      "technology": "4G LTE, 3G UMTS",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": 6.13,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7856",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 6.13,
      "metadata_source_id": "itu-detail",
      "operator": "Africell",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 4.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7991",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4,
      "metadata_source_id": "itu-detail",
      "operator": "Hormuud Telecom ",
      "allowance_gb": 5,
      "technology": "LTE, 5G",
      "tax_rate_as_published": 5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 1.27,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9836",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.27,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom SA",
      "allowance_gb": 5,
      "technology": "3G/LTE/5G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": 24.23,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8081",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 24.23,
      "metadata_source_id": "itu-detail",
      "operator": "MTN",
      "allowance_gb": 5,
      "technology": "3G/4G",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 6.62,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7631",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 6.62,
      "metadata_source_id": "itu-detail",
      "operator": "Zain Sudan",
      "allowance_gb": 10,
      "technology": "3G & 4G",
      "tax_rate_as_published": 30,
      "operator_notes": ""
     }
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": 4.35,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8126",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.35,
      "metadata_source_id": "itu-detail",
      "operator": "CST",
      "allowance_gb": 5,
      "technology": "4G",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 4.79,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9161",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 4.79,
      "metadata_source_id": "itu-detail",
      "operator": "Vodacom Tanzania",
      "allowance_gb": 5.6,
      "technology": "4G",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 9.46,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8621",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 9.46,
      "metadata_source_id": "itu-detail",
      "operator": "Togo Cellulaire",
      "allowance_gb": 6,
      "technology": "4G+",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 1.36,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8981",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 1.36,
      "metadata_source_id": "itu-detail",
      "operator": "Ooredoo",
      "allowance_gb": 6,
      "technology": "3G/4G/5G",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 6.07,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9206",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 6.07,
      "metadata_source_id": "itu-detail",
      "operator": "MTN Uganda",
      "allowance_gb": 7.5,
      "technology": "2G, 3G+, 4G",
      "tax_rate_as_published": 30,
      "operator_notes": ""
     }
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 3.18,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. The 5 GB mobile basket must not be spliced into the older 2 GB series. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9881",
      "source_code": "i271mb_5GB_GNI",
      "source_value": 3.18,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": 6,
      "technology": "3G & 4G",
      "tax_rate_as_published": 33.5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB9926",
      "source_code": "i271mb_5GB_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail",
      "operator": "ECONET",
      "allowance_gb": 5.6,
      "technology": "W-CDMA, LTE, 5G",
      "tax_rate_as_published": 25,
      "operator_notes": ""
     }
    }
   ]
  },
  {
   "id": "cost-fixed-usd-2025",
   "priority": "costs",
   "pillar": "access",
   "title": "Fixed broadband basket (5 GB minimum)",
   "unit": "USD per month",
   "period": "2025",
   "source_id": "itu",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
   "evidence_status": "official",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 11.88,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2527",
      "source_code": "i154_FBB5$",
      "source_value": 11.88,
      "metadata_source_id": "itu-detail",
      "operator": "Algérie Télécom",
      "allowance_gb": "Unlimited",
      "technology": "XDSL et FTTX",
      "tax_rate_as_published": 0,
      "operator_notes": null
     }
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 30.69,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB97",
      "source_code": "i154_FBB5$",
      "source_value": 30.69,
      "metadata_source_id": "itu-detail",
      "operator": "ZAP",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 14,
      "operator_notes": null
     }
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 25.66,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB727",
      "source_code": "i154_FBB5$",
      "source_value": 25.66,
      "metadata_source_id": "itu-detail",
      "operator": "SBIN",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 49.97,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1402",
      "source_code": "i154_FBB5$",
      "source_value": 49.97,
      "metadata_source_id": "itu-detail",
      "operator": "Botswana Telecommunications Corporation Limited (BTCL)",
      "allowance_gb": "Unlimited",
      "technology": "DSL",
      "tax_rate_as_published": 14,
      "operator_notes": null
     }
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 24.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB772",
      "source_code": "i154_FBB5$",
      "source_value": 24.06,
      "metadata_source_id": "itu-detail",
      "operator": "CanalBox",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": 64.88,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB637",
      "source_code": "i154_FBB5$",
      "source_value": 64.88,
      "metadata_source_id": "itu-detail",
      "operator": "CBINET",
      "allowance_gb": "Unlimited",
      "technology": "DSL, FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": "An additional tax called OTT and IP Communication Tax of 100,000 BIF/month/subscription is applied to each connection (including each additional residential connection)."
     }
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": 8.57,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1987",
      "source_code": "i154_FBB5$",
      "source_value": 8.57,
      "metadata_source_id": "itu-detail",
      "operator": "CVTelecom",
      "allowance_gb": 10,
      "technology": "DSL, FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 24.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1717",
      "source_code": "i154_FBB5$",
      "source_value": 24.06,
      "metadata_source_id": "itu-detail",
      "operator": "CAMTEL",
      "allowance_gb": "Throttled",
      "technology": "Fixed wireless",
      "tax_rate_as_published": 19.25,
      "operator_notes": "Throttled, beyond the 35 GB quota, the maximum internet speed decreases to 1 Mbps."
     }
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 33.96,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1447",
      "source_code": "i154_FBB5$",
      "source_value": 33.96,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 20,
      "technology": "Wireless 3G+",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB8557",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": 34.49,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1942",
      "source_code": "i154_FBB5$",
      "source_value": 34.49,
      "metadata_source_id": "itu-detail",
      "operator": "Comores Télécom",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 24.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1672",
      "source_code": "i154_FBB5$",
      "source_value": 24.06,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Côte d’Ivoire",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB1762",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": 15.47,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2347",
      "source_code": "i154_FBB5$",
      "source_value": 15.47,
      "metadata_source_id": "itu-detail",
      "operator": "Djibouti Telecom",
      "allowance_gb": 150,
      "technology": "ADSL",
      "tax_rate_as_published": 10,
      "operator_notes": null
     }
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 4.74,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2617",
      "source_code": "i154_FBB5$",
      "source_value": 4.74,
      "metadata_source_id": "itu-detail",
      "operator": "WE Data",
      "allowance_gb": 140,
      "technology": "DSL/FTTH",
      "tax_rate_as_published": 14,
      "operator_notes": "Speed throttled to 256 Kbps after consumption of 140 GB."
     }
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3472",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB2662",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": 5.13,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8332",
      "source_code": "i154_FBB5$",
      "source_value": 5.13,
      "metadata_source_id": "itu-detail",
      "operator": "SPTC",
      "allowance_gb": 20,
      "technology": "ADSL",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 5.52,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB2797",
      "source_code": "i154_FBB5$",
      "source_value": 5.52,
      "metadata_source_id": "itu-detail",
      "operator": "Ethio Telecom",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 40.1,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3112",
      "source_code": "i154_FBB5$",
      "source_value": 40.1,
      "metadata_source_id": "itu-detail",
      "operator": "Gabon Telecom/Moov Africa",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3382",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 6.55,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3247",
      "source_code": "i154_FBB5$",
      "source_value": 6.55,
      "metadata_source_id": "itu-detail",
      "operator": "Telecel Ghana",
      "allowance_gb": 21.489999771118164,
      "technology": "FTTH",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 5.82,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3337",
      "source_code": "i154_FBB5$",
      "source_value": 5.82,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Guinea",
      "allowance_gb": 5,
      "technology": "WiMax",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 33.28,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB3427",
      "source_code": "i154_FBB5$",
      "source_value": 33.28,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Bissau, SA",
      "allowance_gb": "Throttled",
      "technology": "Proxim technology (Wireless)",
      "tax_rate_as_published": 19,
      "operator_notes": "Throttled with a fair usage policy of 500GB per month."
     }
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 23.19,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB4597",
      "source_code": "i154_FBB5$",
      "source_value": 23.19,
      "metadata_source_id": "itu-detail",
      "operator": "Safaricom PLC",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 31,
      "operator_notes": null
     }
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 5.35,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5227",
      "source_code": "i154_FBB5$",
      "source_value": 5.35,
      "metadata_source_id": "itu-detail",
      "operator": "Econet Telecom Lesotho",
      "allowance_gb": 10,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 93.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5002",
      "source_code": "i154_FBB5$",
      "source_value": 93,
      "metadata_source_id": "itu-detail",
      "operator": "Telecel ",
      "allowance_gb": "Unlimited",
      "technology": "fixed wireless",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 4.09,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5047",
      "source_code": "i154_FBB5$",
      "source_value": 4.09,
      "metadata_source_id": "itu-detail",
      "operator": "Libya Telecom and Technology (LTT)",
      "allowance_gb": 20,
      "technology": "ADSL",
      "tax_rate_as_published": 0,
      "operator_notes": ""
     }
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 10.46,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5587",
      "source_code": "i154_FBB5$",
      "source_value": 10.46,
      "metadata_source_id": "itu-detail",
      "operator": "Yas Madagascar",
      "allowance_gb": 100,
      "technology": "FTTH",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 8.57,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6217",
      "source_code": "i154_FBB5$",
      "source_value": 8.57,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Malawi",
      "allowance_gb": 30,
      "technology": "4G wireless",
      "tax_rate_as_published": 26.5,
      "operator_notes": ""
     }
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 15.88,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5812",
      "source_code": "i154_FBB5$",
      "source_value": 15.88,
      "metadata_source_id": "itu-detail",
      "operator": "Moov Africa Malitel",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 30.14,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6127",
      "source_code": "i154_FBB5$",
      "source_value": 30.14,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritel",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": 10.73,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6172",
      "source_code": "i154_FBB5$",
      "source_value": 10.73,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritius Telecom Ltd",
      "allowance_gb": 60,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 9.99,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB5452",
      "source_code": "i154_FBB5$",
      "source_value": 9.99,
      "metadata_source_id": "itu-detail",
      "operator": "IAM",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 21.17,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6082",
      "source_code": "i154_FBB5$",
      "source_value": 21.17,
      "metadata_source_id": "itu-detail",
      "operator": "TMCEL",
      "allowance_gb": 40,
      "technology": "ADSL",
      "tax_rate_as_published": 16,
      "operator_notes": ""
     }
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 18.86,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6307",
      "source_code": "i154_FBB5$",
      "source_value": 18.86,
      "metadata_source_id": "itu-detail",
      "operator": "Telecom Namibia",
      "allowance_gb": "Unlimited",
      "technology": "WIMAX & ADSL",
      "tax_rate_as_published": 0,
      "operator_notes": null
     }
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 29.49,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6397",
      "source_code": "i154_FBB5$",
      "source_value": 29.49,
      "metadata_source_id": "itu-detail",
      "operator": "Niger Telecoms",
      "allowance_gb": "Unlimited",
      "technology": "Fixed wireless",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 9.75,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB6442",
      "source_code": "i154_FBB5$",
      "source_value": 9.75,
      "metadata_source_id": "itu-detail",
      "operator": "ipNX Nigeria",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 7.5,
      "operator_notes": null
     }
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 24.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB1807",
      "source_code": "i154_FBB5$",
      "source_value": 24.06,
      "metadata_source_id": "itu-detail",
      "operator": "Congo Telecom",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 24,
      "operator_notes": ""
     }
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 17.86,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7522",
      "source_code": "i154_FBB5$",
      "source_value": 17.86,
      "metadata_source_id": "itu-detail",
      "operator": "GVA Rwanda Ltd",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 20.69,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7657",
      "source_code": "i154_FBB5$",
      "source_value": 20.69,
      "metadata_source_id": "itu-detail",
      "operator": "SONATEL ORANGE",
      "allowance_gb": "Unlimited",
      "technology": "ADSL/VDSL",
      "tax_rate_as_published": 23,
      "operator_notes": null
     }
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": 13.49,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8422",
      "source_code": "i154_FBB5$",
      "source_value": 13.49,
      "metadata_source_id": "itu-detail",
      "operator": "Cable and Wireless (Seychelles) Ltd",
      "allowance_gb": 15,
      "technology": "ADSL and Fibre",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB7837",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 25.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7972",
      "source_code": "i154_FBB5$",
      "source_value": 25,
      "metadata_source_id": "itu-detail",
      "operator": "Hormuud Telecom ",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 5,
      "operator_notes": "Includes 200 minutes."
     }
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 17.03,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9817",
      "source_code": "i154_FBB5$",
      "source_value": 17.03,
      "metadata_source_id": "itu-detail",
      "operator": "Telkom",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB8062",
      "source_code": "i154_FBB5$",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 23.07,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB7612",
      "source_code": "i154_FBB5$",
      "source_value": 23.07,
      "metadata_source_id": "itu-detail",
      "operator": "Sudani",
      "allowance_gb": 15,
      "technology": "ADSL",
      "tax_rate_as_published": 40,
      "operator_notes": ""
     }
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": 33.71,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8107",
      "source_code": "i154_FBB5$",
      "source_value": 33.71,
      "metadata_source_id": "itu-detail",
      "operator": "CST",
      "allowance_gb": 100,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 27.53,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9142",
      "source_code": "i154_FBB5$",
      "source_value": 27.53,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": "Unlimited",
      "technology": "5G",
      "tax_rate_as_published": 35,
      "operator_notes": null
     }
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 24.06,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8602",
      "source_code": "i154_FBB5$",
      "source_value": 24.06,
      "metadata_source_id": "itu-detail",
      "operator": "GVA Togo",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 12.93,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB8962",
      "source_code": "i154_FBB5$",
      "source_value": 12.93,
      "metadata_source_id": "itu-detail",
      "operator": "Topnet",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 7,
      "operator_notes": ""
     }
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 30.45,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9187",
      "source_code": "i154_FBB5$",
      "source_value": 30.45,
      "metadata_source_id": "itu-detail",
      "operator": "Roke Telkom",
      "allowance_gb": "Unlimited",
      "technology": "FxWireless",
      "tax_rate_as_published": 30,
      "operator_notes": null
     }
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 3.54,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9862",
      "source_code": "i154_FBB5$",
      "source_value": 3.54,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel ",
      "allowance_gb": 10,
      "technology": "4G& 5G",
      "tax_rate_as_published": 33.5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": 14.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Connection charges and device costs are not added to this monthly figure.",
     "details": {
      "source_cell": "economies_2008-2025!AB9907",
      "source_code": "i154_FBB5$",
      "source_value": 14,
      "metadata_source_id": "itu-detail",
      "operator": "TelOne",
      "allowance_gb": 30,
      "technology": "ADSL, FTTH",
      "tax_rate_as_published": 25,
      "operator_notes": ""
     }
    }
   ]
  },
  {
   "id": "cost-fixed-gni-2025",
   "priority": "costs",
   "pillar": "access",
   "title": "Fixed broadband basket / monthly income",
   "unit": "% of monthly GNI per capita",
   "period": "2025",
   "source_id": "itu",
   "definition": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
   "evidence_status": "official",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": 2.59,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2525",
      "source_code": "i154_FBB5_GNI",
      "source_value": 2.59,
      "metadata_source_id": "itu-detail",
      "operator": "Algérie Télécom",
      "allowance_gb": "Unlimited",
      "technology": "XDSL et FTTX",
      "tax_rate_as_published": 0,
      "operator_notes": null
     }
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": 17.09,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB95",
      "source_code": "i154_FBB5_GNI",
      "source_value": 17.09,
      "metadata_source_id": "itu-detail",
      "operator": "ZAP",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 14,
      "operator_notes": null
     }
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": 21.52,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB725",
      "source_code": "i154_FBB5_GNI",
      "source_value": 21.52,
      "metadata_source_id": "itu-detail",
      "operator": "SBIN",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": 7.93,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1400",
      "source_code": "i154_FBB5_GNI",
      "source_value": 7.93,
      "metadata_source_id": "itu-detail",
      "operator": "Botswana Telecommunications Corporation Limited (BTCL)",
      "allowance_gb": "Unlimited",
      "technology": "DSL",
      "tax_rate_as_published": 14,
      "operator_notes": null
     }
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": 31.43,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB770",
      "source_code": "i154_FBB5_GNI",
      "source_value": 31.43,
      "metadata_source_id": "itu-detail",
      "operator": "CanalBox",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB635",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail",
      "operator": "CBINET",
      "allowance_gb": "Unlimited",
      "technology": "DSL, FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": "An additional tax called OTT and IP Communication Tax of 100,000 BIF/month/subscription is applied to each connection (including each additional residential connection)."
     }
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": 2.05,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1985",
      "source_code": "i154_FBB5_GNI",
      "source_value": 2.05,
      "metadata_source_id": "itu-detail",
      "operator": "CVTelecom",
      "allowance_gb": 10,
      "technology": "DSL, FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": 17.15,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1715",
      "source_code": "i154_FBB5_GNI",
      "source_value": 17.15,
      "metadata_source_id": "itu-detail",
      "operator": "CAMTEL",
      "allowance_gb": "Throttled",
      "technology": "Fixed wireless",
      "tax_rate_as_published": 19.25,
      "operator_notes": "Throttled, beyond the 35 GB quota, the maximum internet speed decreases to 1 Mbps."
     }
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": 76.58,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1445",
      "source_code": "i154_FBB5_GNI",
      "source_value": 76.58,
      "metadata_source_id": "itu-detail",
      "operator": "Orange",
      "allowance_gb": 20,
      "technology": "Wireless 3G+",
      "tax_rate_as_published": 19,
      "operator_notes": ""
     }
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB8555",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": 23.74,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1940",
      "source_code": "i154_FBB5_GNI",
      "source_value": 23.74,
      "metadata_source_id": "itu-detail",
      "operator": "Comores Télécom",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 10,
      "operator_notes": ""
     }
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": 11.41,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1670",
      "source_code": "i154_FBB5_GNI",
      "source_value": 11.41,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Côte d’Ivoire",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB1760",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": 5.26,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2345",
      "source_code": "i154_FBB5_GNI",
      "source_value": 5.26,
      "metadata_source_id": "itu-detail",
      "operator": "Djibouti Telecom",
      "allowance_gb": 150,
      "technology": "ADSL",
      "tax_rate_as_published": 10,
      "operator_notes": null
     }
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": 2.52,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2615",
      "source_code": "i154_FBB5_GNI",
      "source_value": 2.52,
      "metadata_source_id": "itu-detail",
      "operator": "WE Data",
      "allowance_gb": 140,
      "technology": "DSL/FTTH",
      "tax_rate_as_published": 14,
      "operator_notes": "Speed throttled to 256 Kbps after consumption of 140 GB."
     }
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3470",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB2660",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": 1.73,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8330",
      "source_code": "i154_FBB5_GNI",
      "source_value": 1.73,
      "metadata_source_id": "itu-detail",
      "operator": "SPTC",
      "allowance_gb": 20,
      "technology": "ADSL",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": 12.41,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB2795",
      "source_code": "i154_FBB5_GNI",
      "source_value": 12.41,
      "metadata_source_id": "itu-detail",
      "operator": "Ethio Telecom",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": 6.63,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3110",
      "source_code": "i154_FBB5_GNI",
      "source_value": 6.63,
      "metadata_source_id": "itu-detail",
      "operator": "Gabon Telecom/Moov Africa",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB3380",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": 3.65,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3245",
      "source_code": "i154_FBB5_GNI",
      "source_value": 3.65,
      "metadata_source_id": "itu-detail",
      "operator": "Telecel Ghana",
      "allowance_gb": 21.489999771118164,
      "technology": "FTTH",
      "tax_rate_as_published": 26,
      "operator_notes": ""
     }
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": 4.46,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3335",
      "source_code": "i154_FBB5_GNI",
      "source_value": 4.46,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Guinea",
      "allowance_gb": 5,
      "technology": "WiMax",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": 42.33,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB3425",
      "source_code": "i154_FBB5_GNI",
      "source_value": 42.33,
      "metadata_source_id": "itu-detail",
      "operator": "Orange Bissau, SA",
      "allowance_gb": "Throttled",
      "technology": "Proxim technology (Wireless)",
      "tax_rate_as_published": 19,
      "operator_notes": "Throttled with a fair usage policy of 500GB per month."
     }
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": 12.29,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB4595",
      "source_code": "i154_FBB5_GNI",
      "source_value": 12.29,
      "metadata_source_id": "itu-detail",
      "operator": "Safaricom PLC",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 31,
      "operator_notes": null
     }
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": 5.58,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5225",
      "source_code": "i154_FBB5_GNI",
      "source_value": 5.58,
      "metadata_source_id": "itu-detail",
      "operator": "Econet Telecom Lesotho",
      "allowance_gb": 10,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": 146.84,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5000",
      "source_code": "i154_FBB5_GNI",
      "source_value": 146.84,
      "metadata_source_id": "itu-detail",
      "operator": "Telecel ",
      "allowance_gb": "Unlimited",
      "technology": "fixed wireless",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": 0.78,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5045",
      "source_code": "i154_FBB5_GNI",
      "source_value": 0.78,
      "metadata_source_id": "itu-detail",
      "operator": "Libya Telecom and Technology (LTT)",
      "allowance_gb": 20,
      "technology": "ADSL",
      "tax_rate_as_published": 0,
      "operator_notes": ""
     }
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": 24.48,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5585",
      "source_code": "i154_FBB5_GNI",
      "source_value": 24.48,
      "metadata_source_id": "itu-detail",
      "operator": "Yas Madagascar",
      "allowance_gb": 100,
      "technology": "FTTH",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": 21.11,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6215",
      "source_code": "i154_FBB5_GNI",
      "source_value": 21.11,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel Malawi",
      "allowance_gb": 30,
      "technology": "4G wireless",
      "tax_rate_as_published": 26.5,
      "operator_notes": ""
     }
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": 18.58,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5810",
      "source_code": "i154_FBB5_GNI",
      "source_value": 18.58,
      "metadata_source_id": "itu-detail",
      "operator": "Moov Africa Malitel",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": 17.62,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6125",
      "source_code": "i154_FBB5_GNI",
      "source_value": 17.62,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritel",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": ""
     }
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": 0.98,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6170",
      "source_code": "i154_FBB5_GNI",
      "source_value": 0.98,
      "metadata_source_id": "itu-detail",
      "operator": "Mauritius Telecom Ltd",
      "allowance_gb": 60,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": 3.04,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB5450",
      "source_code": "i154_FBB5_GNI",
      "source_value": 3.04,
      "metadata_source_id": "itu-detail",
      "operator": "IAM",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 20,
      "operator_notes": ""
     }
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": 44.21,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6080",
      "source_code": "i154_FBB5_GNI",
      "source_value": 44.21,
      "metadata_source_id": "itu-detail",
      "operator": "TMCEL",
      "allowance_gb": 40,
      "technology": "ADSL",
      "tax_rate_as_published": 16,
      "operator_notes": ""
     }
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": 5.36,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6305",
      "source_code": "i154_FBB5_GNI",
      "source_value": 5.36,
      "metadata_source_id": "itu-detail",
      "operator": "Telecom Namibia",
      "allowance_gb": "Unlimited",
      "technology": "WIMAX & ADSL",
      "tax_rate_as_published": 0,
      "operator_notes": null
     }
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": 50.98,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6395",
      "source_code": "i154_FBB5_GNI",
      "source_value": 50.98,
      "metadata_source_id": "itu-detail",
      "operator": "Niger Telecoms",
      "allowance_gb": "Unlimited",
      "technology": "Fixed wireless",
      "tax_rate_as_published": 19,
      "operator_notes": null
     }
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": 15.47,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB6440",
      "source_code": "i154_FBB5_GNI",
      "source_value": 15.47,
      "metadata_source_id": "itu-detail",
      "operator": "ipNX Nigeria",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 7.5,
      "operator_notes": null
     }
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": 12.54,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB1805",
      "source_code": "i154_FBB5_GNI",
      "source_value": 12.54,
      "metadata_source_id": "itu-detail",
      "operator": "Congo Telecom",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 24,
      "operator_notes": ""
     }
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": 23.34,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7520",
      "source_code": "i154_FBB5_GNI",
      "source_value": 23.34,
      "metadata_source_id": "itu-detail",
      "operator": "GVA Rwanda Ltd",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": 15.1,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7655",
      "source_code": "i154_FBB5_GNI",
      "source_value": 15.1,
      "metadata_source_id": "itu-detail",
      "operator": "SONATEL ORANGE",
      "allowance_gb": "Unlimited",
      "technology": "ADSL/VDSL",
      "tax_rate_as_published": 23,
      "operator_notes": null
     }
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": 0.95,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8420",
      "source_code": "i154_FBB5_GNI",
      "source_value": 0.95,
      "metadata_source_id": "itu-detail",
      "operator": "Cable and Wireless (Seychelles) Ltd",
      "allowance_gb": 15,
      "technology": "ADSL and Fibre",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB7835",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": 50.0,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7970",
      "source_code": "i154_FBB5_GNI",
      "source_value": 50,
      "metadata_source_id": "itu-detail",
      "operator": "Hormuud Telecom ",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 5,
      "operator_notes": "Includes 200 minutes."
     }
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 3.36,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9815",
      "source_code": "i154_FBB5_GNI",
      "source_value": 3.36,
      "metadata_source_id": "itu-detail",
      "operator": "Telkom",
      "allowance_gb": "Unlimited",
      "technology": "Fibre",
      "tax_rate_as_published": 15,
      "operator_notes": null
     }
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB8060",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail"
     }
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": 36.63,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB7610",
      "source_code": "i154_FBB5_GNI",
      "source_value": 36.63,
      "metadata_source_id": "itu-detail",
      "operator": "Sudani",
      "allowance_gb": 15,
      "technology": "ADSL",
      "tax_rate_as_published": 40,
      "operator_notes": ""
     }
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": 12.5,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8105",
      "source_code": "i154_FBB5_GNI",
      "source_value": 12.5,
      "metadata_source_id": "itu-detail",
      "operator": "CST",
      "allowance_gb": 100,
      "technology": "FTTH",
      "tax_rate_as_published": 15,
      "operator_notes": ""
     }
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": 27.95,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9140",
      "source_code": "i154_FBB5_GNI",
      "source_value": 27.95,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel",
      "allowance_gb": "Unlimited",
      "technology": "5G",
      "tax_rate_as_published": 35,
      "operator_notes": null
     }
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": 28.39,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8600",
      "source_code": "i154_FBB5_GNI",
      "source_value": 28.39,
      "metadata_source_id": "itu-detail",
      "operator": "GVA Togo",
      "allowance_gb": "Unlimited",
      "technology": "FTTH",
      "tax_rate_as_published": 18,
      "operator_notes": null
     }
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": 3.72,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB8960",
      "source_code": "i154_FBB5_GNI",
      "source_value": 3.72,
      "metadata_source_id": "itu-detail",
      "operator": "Topnet",
      "allowance_gb": "Unlimited",
      "technology": "ADSL",
      "tax_rate_as_published": 7,
      "operator_notes": ""
     }
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": 33.98,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9185",
      "source_code": "i154_FBB5_GNI",
      "source_value": 33.98,
      "metadata_source_id": "itu-detail",
      "operator": "Roke Telkom",
      "allowance_gb": "Unlimited",
      "technology": "FxWireless",
      "tax_rate_as_published": 30,
      "operator_notes": null
     }
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": 3.97,
     "availability": "available",
     "note": "ITU 2025 retail basket, selected under its representative-operator rules. At least 5 GB; actual allowance may be higher. Historical observation, not a current quote. Income ratio uses ITU’s own GNI denominator and release, which can differ from this Observatory’s AI-price income base.",
     "details": {
      "source_cell": "economies_2008-2025!AB9860",
      "source_code": "i154_FBB5_GNI",
      "source_value": 3.97,
      "metadata_source_id": "itu-detail",
      "operator": "Airtel ",
      "allowance_gb": 10,
      "technology": "4G& 5G",
      "tax_rate_as_published": 33.5,
      "operator_notes": ""
     }
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information in the ITU 2025 basket cell; no prior year substituted.",
     "details": {
      "source_cell": "economies_2008-2025!AB9905",
      "source_code": "i154_FBB5_GNI",
      "source_value": "NA",
      "metadata_source_id": "itu-detail",
      "operator": "TelOne",
      "allowance_gb": 30,
      "technology": "ADSL, FTTH",
      "tax_rate_as_published": 25,
      "operator_notes": ""
     }
    }
   ]
  },
  {
   "id": "jobs-pnet-ai-vacancy-growth",
   "priority": "outcomes",
   "pillar": "jobs",
   "title": "Growth in AI-related vacancies on Pnet",
   "unit": "% change",
   "period": "H1 2025 versus H1 2024",
   "source_id": "pnet",
   "definition": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
   "evidence_status": "platform_records",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "DZA",
     "label": "Algeria",
     "country": "DZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "AGO",
     "label": "Angola",
     "country": "AGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "BEN",
     "label": "Benin",
     "country": "BEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "BWA",
     "label": "Botswana",
     "country": "BWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "BFA",
     "label": "Burkina Faso",
     "country": "BFA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "BDI",
     "label": "Burundi",
     "country": "BDI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "CPV",
     "label": "Cabo Verde",
     "country": "CPV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "CMR",
     "label": "Cameroon",
     "country": "CMR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "CAF",
     "label": "Central African Republic",
     "country": "CAF",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "TCD",
     "label": "Chad",
     "country": "TCD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "COM",
     "label": "Comoros",
     "country": "COM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "CIV",
     "label": "Côte d'Ivoire",
     "country": "CIV",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "COD",
     "label": "Democratic Republic of the Congo",
     "country": "COD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "DJI",
     "label": "Djibouti",
     "country": "DJI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "EGY",
     "label": "Egypt",
     "country": "EGY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GNQ",
     "label": "Equatorial Guinea",
     "country": "GNQ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "ERI",
     "label": "Eritrea",
     "country": "ERI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SWZ",
     "label": "Eswatini",
     "country": "SWZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "ETH",
     "label": "Ethiopia",
     "country": "ETH",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GAB",
     "label": "Gabon",
     "country": "GAB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GMB",
     "label": "Gambia",
     "country": "GMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GHA",
     "label": "Ghana",
     "country": "GHA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GIN",
     "label": "Guinea",
     "country": "GIN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "GNB",
     "label": "Guinea-Bissau",
     "country": "GNB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "KEN",
     "label": "Kenya",
     "country": "KEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "LSO",
     "label": "Lesotho",
     "country": "LSO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "LBR",
     "label": "Liberia",
     "country": "LBR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "LBY",
     "label": "Libya",
     "country": "LBY",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MDG",
     "label": "Madagascar",
     "country": "MDG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MWI",
     "label": "Malawi",
     "country": "MWI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MLI",
     "label": "Mali",
     "country": "MLI",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MRT",
     "label": "Mauritania",
     "country": "MRT",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MUS",
     "label": "Mauritius",
     "country": "MUS",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MAR",
     "label": "Morocco",
     "country": "MAR",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "MOZ",
     "label": "Mozambique",
     "country": "MOZ",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "NAM",
     "label": "Namibia",
     "country": "NAM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "NER",
     "label": "Niger",
     "country": "NER",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "NGA",
     "label": "Nigeria",
     "country": "NGA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "COG",
     "label": "Republic of the Congo",
     "country": "COG",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "RWA",
     "label": "Rwanda",
     "country": "RWA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SEN",
     "label": "Senegal",
     "country": "SEN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SYC",
     "label": "Seychelles",
     "country": "SYC",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SLE",
     "label": "Sierra Leone",
     "country": "SLE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SOM",
     "label": "Somalia",
     "country": "SOM",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "ZAF",
     "label": "South Africa",
     "country": "ZAF",
     "value": 77,
     "availability": "available",
     "note": "Pnet report, page 7: year-on-year growth in AI-related advertisements. Platform scope includes international/remote listings. This is a demand signal; it does not measure hires, net employment, wages or a causal effect of AI.",
     "details": {}
    },
    {
     "id": "SSD",
     "label": "South Sudan",
     "country": "SSD",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "SDN",
     "label": "Sudan",
     "country": "SDN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "STP",
     "label": "São Tomé and Príncipe",
     "country": "STP",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "TZA",
     "label": "Tanzania",
     "country": "TZA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "TGO",
     "label": "Togo",
     "country": "TGO",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "TUN",
     "label": "Tunisia",
     "country": "TUN",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "UGA",
     "label": "Uganda",
     "country": "UGA",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "ZMB",
     "label": "Zambia",
     "country": "ZMB",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    },
    {
     "id": "ZWE",
     "label": "Zimbabwe",
     "country": "ZWE",
     "value": null,
     "availability": "no_information_in_source",
     "note": "No information: outside this platform report’s country scope.",
     "details": {}
    }
   ]
  },
  {
   "id": "adoption-workforce-any-ai",
   "priority": "adoption",
   "pillar": "jobs",
   "title": "Employees reporting AI use at work",
   "unit": "% of surveyed employees",
   "period": "2025 survey",
   "source_id": "pwc",
   "definition": "Pooled responses from Algeria, Kenya, Morocco, Nigeria and South Africa; use in the past year. Not an Africa-wide or country-level rate.",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "five-country-sample",
     "country": "",
     "label": "Five-country employee sample",
     "value": 64,
     "availability": "available",
     "note": "Pooled responses from Algeria, Kenya, Morocco, Nigeria and South Africa; use in the past year. Not an Africa-wide or country-level rate.",
     "details": {
      "countries": [
       "DZA",
       "KEN",
       "MAR",
       "NGA",
       "ZAF"
      ],
      "sample_size": 1753
     }
    }
   ]
  },
  {
   "id": "adoption-workforce-daily-genai",
   "priority": "adoption",
   "pillar": "jobs",
   "title": "Employees reporting daily generative AI use",
   "unit": "% of surveyed employees",
   "period": "2025 survey",
   "source_id": "pwc",
   "definition": "Daily generative AI use in the pooled five-country employee survey. Distinct frequency and tool definition from any AI use in the past year.",
   "evidence_status": "survey",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "five-country-sample",
     "country": "",
     "label": "Five-country employee sample",
     "value": 17,
     "availability": "available",
     "note": "Daily generative AI use in the pooled five-country employee survey. Distinct frequency and tool definition from any AI use in the past year.",
     "details": {
      "countries": [
       "DZA",
       "KEN",
       "MAR",
       "NGA",
       "ZAF"
      ],
      "sample_size": 1753
     }
    }
   ]
  },
  {
   "id": "compute-site-it-capacity",
   "priority": "compute",
   "pillar": "infrastructure",
   "title": "Critical IT capacity at reviewed completed sites",
   "unit": "MW of rated critical IT capacity",
   "period": "Operator completion statement, 2025-08-12",
   "source_id": "teraco",
   "definition": "Selected site evidence, not a national inventory. Rated critical IT capacity is not actual load, GPU capacity or an Africa total.",
   "evidence_status": "operator_statement",
   "temporal_status": "measured",
   "rows": [
    {
     "id": "teraco-jb4",
     "label": "Teraco JB4, South Africa",
     "country": "ZAF",
     "value": 50,
     "availability": "available",
     "note": "50 MW is total critical IT capacity after a 30 MW addition. Actual utilisation and AI-specific capacity are not reported. JB4 is a different facility from JB7 in the project pipeline; do not add its incremental 30 MW again.",
     "details": {
      "asset_id": "teraco-jb4"
     }
    }
   ]
  }
 ],
 "assets": [
  {
   "id": "aws-cape-town-g4dn",
   "country": "ZAF",
   "name": "AWS EC2 G4dn — Cape Town",
   "kind": "GPU cloud service",
   "status": "Provider-listed regional service",
   "source_id": "aws",
   "source_locator": "Africa (Cape Town), af-south-1",
   "capacity_mw": null,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "Listed when reviewed on 2026-10-01",
   "note": "AWS lists G4dn in Cape Town. Listing does not verify spare capacity or account access. The reviewed regional listing gives no GPU fleet count, power capacity or hourly price. Inf1 is also listed, but is an inference accelerator and is not counted as a GPU.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  {
   "id": "cassava-south-africa",
   "country": "ZAF",
   "name": "Cassava AI — South Africa",
   "kind": "AI compute deployment",
   "status": "Operator-reported deployment and service offering",
   "source_id": "cassava",
   "source_locator": "South Africa deployment update",
   "capacity_mw": null,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "2026-03-18 operator update",
   "note": "South Africa deployment is stated by the operator. Nigeria, Kenya, Egypt and Morocco remain expansion plans in this source. No MW, installed GPU total or numerical rental rate is published here. Linked to the existing Cassava AI Factory project; not an additional project.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  },
  {
   "id": "teraco-jb4",
   "country": "ZAF",
   "name": "Teraco JB4 Bredell campus",
   "kind": "General data-centre facility",
   "status": "Operator-reported completed expansion",
   "source_id": "teraco",
   "source_locator": "Opening paragraphs, dated 12 August 2025",
   "capacity_mw": 50,
   "gpu_count": null,
   "hourly_price_usd": null,
   "period": "2025-08-12 completion statement",
   "note": "50 MW is total critical IT capacity after a 30 MW addition. Actual utilisation and AI-specific capacity are not reported. JB4 is a different facility from JB7 in the project pipeline; do not add its incremental 30 MW again.",
   "reviewed_at": "2026-10-01",
   "headline_eligible": false
  }
 ],
 "coverage": [
  {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "AGO",
   "country_name": "Angola",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BDI",
   "country_name": "Burundi",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BEN",
   "country_name": "Benin",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BFA",
   "country_name": "Burkina Faso",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "BWA",
   "country_name": "Botswana",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CAF",
   "country_name": "Central African Republic",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CIV",
   "country_name": "Côte d'Ivoire",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CMR",
   "country_name": "Cameroon",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COD",
   "country_name": "Democratic Republic of the Congo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COG",
   "country_name": "Republic of the Congo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "COM",
   "country_name": "Comoros",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "CPV",
   "country_name": "Cabo Verde",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "DJI",
   "country_name": "Djibouti",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "DZA",
   "country_name": "Algeria",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "EGY",
   "country_name": "Egypt",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "costs",
   "state": "no_information_in_reviewed_sources",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ERI",
   "country_name": "Eritrea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ETH",
   "country_name": "Ethiopia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GAB",
   "country_name": "Gabon",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GHA",
   "country_name": "Ghana",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GIN",
   "country_name": "Guinea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GMB",
   "country_name": "Gambia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GNB",
   "country_name": "Guinea-Bissau",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "costs",
   "state": "no_information_in_reviewed_sources",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "GNQ",
   "country_name": "Equatorial Guinea",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "outcomes",
   "state": "related_study_only",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "KEN",
   "country_name": "Kenya",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LBR",
   "country_name": "Liberia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LBY",
   "country_name": "Libya",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "LSO",
   "country_name": "Lesotho",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MAR",
   "country_name": "Morocco",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MDG",
   "country_name": "Madagascar",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MLI",
   "country_name": "Mali",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MOZ",
   "country_name": "Mozambique",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MRT",
   "country_name": "Mauritania",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MUS",
   "country_name": "Mauritius",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "MWI",
   "country_name": "Malawi",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NAM",
   "country_name": "Namibia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "NER",
   "country_name": "Niger",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NER",
   "country_name": "Niger",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "NER",
   "country_name": "Niger",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NER",
   "country_name": "Niger",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "adoption",
   "state": "survey_available",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "NGA",
   "country_name": "Nigeria",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "RWA",
   "country_name": "Rwanda",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SDN",
   "country_name": "Sudan",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SEN",
   "country_name": "Senegal",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SLE",
   "country_name": "Sierra Leone",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SOM",
   "country_name": "Somalia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SSD",
   "country_name": "South Sudan",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "STP",
   "country_name": "São Tomé and Príncipe",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SWZ",
   "country_name": "Eswatini",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "adoption",
   "state": "no_information_in_reviewed_sources",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "SYC",
   "country_name": "Seychelles",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TCD",
   "country_name": "Chad",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TGO",
   "country_name": "Togo",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TUN",
   "country_name": "Tunisia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "TZA",
   "country_name": "Tanzania",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "UGA",
   "country_name": "Uganda",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "adoption",
   "state": "survey_available",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "outcomes",
   "state": "vacancy_evidence_only",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZAF",
   "country_name": "South Africa",
   "priority": "compute",
   "state": "provider_evidence_available",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZMB",
   "country_name": "Zambia",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  },
  {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "adoption",
   "state": "estimate_only",
   "note": "National business-adoption and usage-frequency measures remain uncollected. Pooled employee survey is not allocated to countries.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "outcomes",
   "state": "not_yet_researched",
   "note": "Comparable country-level wages, hires and causal net employment outcomes have not been established in this collection round.",
   "reviewed_at": ""
  },
  {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "costs",
   "state": "price_evidence_available",
   "note": "ITU 2025 baskets checked. Current local device retail prices and verified payment checkout conditions remain uncollected.",
   "reviewed_at": "2026-10-01"
  },
  {
   "country": "ZWE",
   "country_name": "Zimbabwe",
   "priority": "compute",
   "state": "not_yet_researched",
   "note": "This is a starter sample, not a facility census. GPU counts, current rental quotes and latency measurements remain gaps.",
   "reviewed_at": ""
  }
 ],
 "findings": [
  {
   "priority": "outcomes",
   "country": "KEN",
   "source_id": "kenya-study",
   "finding": "No statistically significant average business-performance effect in the reported entrepreneur experiment. This is not evidence of a zero effect or a national jobs outcome."
  },
  {
   "priority": "outcomes",
   "country": "ZAF",
   "source_id": "uct-study",
   "finding": "A career-guidance experiment was announced. The reviewed announcement supplies no completed employment-impact result."
  }
 ]
}
