[{"field":"adm2_pcode","label":"District code","unit":"code","definition":"Stable OCHA COD-AB ADM2 identifier. The only district key in CAD's data guaranteed stable across vintages.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"codab_name","label":"District","unit":"text","definition":"District name as published by OCHA COD-AB.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"adm1_name","label":"Region","unit":"text","definition":"Region (ADM1) name: the official name from pipeline/region_names.csv, keyed on the COD-AB region code. The boundary file's own spelling of one region differs from the official one and is not used.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"adm1_pcode","label":"Region code","unit":"code","definition":"Stable OCHA COD-AB ADM1 identifier.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"area_sqkm","label":"Land area","unit":"km²","definition":"Geodesic area on the WGS84 spheroid, computed by CAD from the COD-AB polygon. Not a published figure.","attribution":["OCHA / Ghana Statistical Service","area computed by CAD"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"population_2020_worldpop","label":"Population (2020 estimate)","unit":"people","definition":"MODELLED population. Area-weighted sum of the WorldPop 2020 constrained 100 m surface within the district. Sums to 33.0m nationally against the 2021 PHC's 30.8m -- a distribution, not a census count.","attribution":["WorldPop (University of Southampton)","OCHA / Ghana Statistical Service"],"vintage":"2020","licence":"open","scope":"modelled","section":"demand","levels":["district","region","ghana"]},{"field":"density_per_sqkm_worldpop","label":"People per km²","unit":"people per km²","definition":"MODELLED density. population_2020_worldpop divided by area_sqkm. Inherits the modelled-surface caveat.","attribution":["WorldPop (University of Southampton)","OCHA / Ghana Statistical Service"],"vintage":"2020","licence":"open","scope":"modelled","section":"demand","levels":["district","region","ghana"]},{"field":"slug","label":"URL slug","unit":"text","definition":"Lower-case, hyphenated form of the COD-AB name, used only to make the URL readable. The p-code is the key.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"district_aliases","label":"Other spellings","unit":"text","definition":"Other spellings of the district name as used by its own assembly in its plans and in national statistics tables. Search resolves them; the COD-AB name is displayed.","attribution":["National Development Planning Commission and the issuing District Assembly","OCHA / Ghana Statistical Service"],"vintage":"2026","licence":"public-official","scope":"district","section":"identity","levels":["district"]},{"field":"bbox","label":"Bounding box","unit":"degrees","definition":"[west, south, east, north] of the COD-AB polygon, for the map to frame the place.","attribution":["OCHA / Ghana Statistical Service"],"vintage":"2021-03-08","licence":"open","scope":"district","section":"identity","levels":["district","region","ghana"]},{"field":"population_2021_phc","label":"Population (2021 census)","unit":"people","definition":"Official 2021 PHC count, redistributed by UNFPA as COD-PS on COD-AB boundaries. National total reconciles exactly to the published 30,832,019. Region and national figures are the published ADM1/ADM0 rows, not sums.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"density_per_sqkm_2021","label":"People per km² (2021 census)","unit":"people per km²","definition":"2021 PHC population divided by the geodesic area of the COD-AB polygon. Both inputs official; the division is CAD's.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","area computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"population_share_region_pct_phc","label":"Share of the region's people","unit":"percent","definition":"District 2021 PHC population as a percentage of the published regional (ADM1) figure.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district"]},{"field":"population_share_national_pct_phc","label":"Share of Ghana's people","unit":"percent","definition":"2021 PHC population as a percentage of the published national (ADM0) figure.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"regional","section":"demand","levels":["region","ghana"]},{"field":"population_rank_national_phc","label":"Population rank in Ghana","unit":"rank","definition":"Rank by 2021 PHC population among the 260 districts of the published boundary set (1 = largest); regions ranked among 16.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","ranking by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"population_rank_region_phc","label":"Population rank in the region","unit":"rank","definition":"Rank by 2021 PHC population among the districts of the same region (1 = largest).","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","ranking by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district"]},{"field":"density_rank_national_phc","label":"Density rank in Ghana","unit":"rank","definition":"Rank by 2021 census density among the 260 districts (1 = densest); regions ranked among 16.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","ranking by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"share_under_15_pct","label":"Under 15","unit":"percent","definition":"Share of the population aged 0-14, from the UNFPA COD-PS five-year age bands -- a modelled disaggregation of the census, not a published PHC age table. Region and national shares are summed from district bands.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"share_15_64_pct","label":"Working age (15-64)","unit":"percent","definition":"Share of the population aged 15-64, from COD-PS age bands (modelled disaggregation).","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"share_65_plus_pct","label":"65 and over","unit":"percent","definition":"Share of the population aged 65+, from COD-PS age bands (modelled disaggregation).","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"age_dependency_ratio","label":"Dependency ratio","unit":"dependants per 100 aged 15-64","definition":"(under 15 + 65 and over) / (15-64) x 100, from COD-PS age bands.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"sex_ratio_m_per_100f","label":"Sex ratio","unit":"males per 100 females","definition":"Males per 100 females, 2021 PHC totals.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"district","section":"demand","levels":["district","region","ghana"]},{"field":"population_growth_pct_pa","label":"Population growth 2010–2021","unit":"percent per year","definition":"Intercensal growth rate between the 2010 and 2021 censuses, per year, from the COD-PS growth-rate sheet. Published at REGION level only; the national figure is derived from the two census totals. Not available per district.","attribution":["UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"regional","section":"demand","levels":["region","ghana"]},{"field":"worldpop_vs_phc_ratio","label":"WorldPop 2020 / census 2021","unit":"ratio","definition":"Modelled WorldPop 2020 population divided by the official 2021 PHC count. Reads how far the modelled surface departs from the count for this district.","attribution":["WorldPop (University of Southampton)","OCHA / Ghana Statistical Service","UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","computed by CAD"],"vintage":"2021","licence":"open","scope":"modelled","section":"demand","levels":["district"]},{"field":"worldpop_phc_divergence_flag","label":"WorldPop divergence","unit":"class","definition":"close (WorldPop within 5% of the census count) / divergent (stated as % above or below) / severe (beyond a factor of two either way; the grid must not be used for this district). Derived by CAD from the ratio.","attribution":["WorldPop (University of Southampton)","OCHA / Ghana Statistical Service","UNFPA / Ghana Statistical Service (COD-PS, 2021 Population and Housing Census)","classified by CAD"],"vintage":"2021","licence":"open","scope":"modelled","section":"demand","levels":["district"]},{"field":"n_localities_gazetteer","label":"Named localities","unit":"count","definition":"Populated places in the GeoNames gazetteer falling inside the COD-AB polygon (point-in-polygon by CAD). A coverage artefact of the gazetteer, NOT a settlement census -- some districts are under-mapped.","attribution":["GeoNames.org (CC BY 4.0)","placed in districts by CAD"],"vintage":"2026","licence":"open","scope":"proxy","section":"demand","levels":["district","region","ghana"]},{"field":"plan_description","label":"About the district","unit":"text","definition":"Narrative description grounded in the district's own medium-term development plan, with plan title, period, status, evidence tier and page numbers. 181 of 261 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"demand","levels":["district"]},{"field":"urban_pop_pct_national","label":"Urban population (national)","unit":"percent","definition":"Share of Ghana's population living in urban areas, World Bank WDI. NATIONAL -- context only. The district urban/rural split is a declared gap. Shown beside the World Bank's Sub-Saharan Africa and World aggregates for the same year.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"demand","levels":["ghana"]},{"field":"pop_total_national","label":"Population (World Bank estimate)","unit":"people","definition":"Ghana's total population, World Bank WDI annual series 1960-2025 (UN World Population Prospects basis). The country page's headline. Runs above the 2021 census count (30.8m), which remains the count of record and the denominator for every region and district figure. Shown beside the World Bank's Sub-Saharan Africa and World aggregates for the same year.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"demand","levels":["ghana"]},{"field":"top_industries","label":"Leading sectors","unit":"sectors (ordered)","definition":"PLAN-STATED, NOT MEASURED. Sectors named in the district's MTDP economic-base chapter, ordered by first mention. 172 of 260 districts.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"economy","levels":["district"]},{"field":"n_industries_named","label":"Sectors named in the plan","unit":"count","definition":"Distinct sectors identified in the plan narrative.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"economy","levels":["district"]},{"field":"top_industries_evidence","label":"Matched terms","unit":"text","definition":"The words in the plan behind each sector label: the evidence for the sector list. Kept in the data for audit; not displayed.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"economy","levels":["district"]},{"field":"sector_district_counts","label":"Districts naming each sector","unit":"count","definition":"How many districts name each sector as a leading sector in their own plan. An aggregate of plan statements, not an economic measurement.","attribution":["National Development Planning Commission and the issuing District Assembly","aggregated by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"economy","levels":["region","ghana"]},{"field":"gdp_per_capita_usd_national","label":"GDP per capita (national)","unit":"current USD","definition":"Ghana's GDP per capita in current US dollars, World Bank WDI (annual series 1960-2025). NATIONAL envelope -- context only, never a local income measure, identical across districts. Shown beside the World Bank's Sub-Saharan Africa and World aggregates for the same year.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"economy","levels":["district","region","ghana"]},{"field":"remittances_usd_national","label":"Personal remittances received (national)","unit":"current USD","definition":"Personal remittances received, current US dollars, World Bank WDI annual series.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"economy","levels":["ghana"]},{"field":"region_cpi_housing_index","label":"Housing CPI (region)","unit":"index (2021 = 100)","definition":"GSS consumer price index for the housing, water, electricity, gas and other fuels basket, for the REGION. Applied to every district in the region -- not district-specific. Monthly series from 1998.","attribution":["Ghana Statistical Service, StatsBank (CPI, housing/water/electricity/gas/fuels basket)"],"vintage":"2026M01","licence":"public-official","scope":"regional","section":"cost","levels":["district","region","ghana"]},{"field":"region_cpi_housing_yoy_pct","label":"Housing CPI, year on year (region)","unit":"percent","definition":"Year-on-year change in the regional housing/utilities CPI, latest month. Regional, not district-specific.","attribution":["Ghana Statistical Service, StatsBank","computed by CAD"],"vintage":"2026M01","licence":"public-official","scope":"regional","section":"cost","levels":["district","region","ghana"]},{"field":"national_cpi_housing_index","label":"Housing CPI (national)","unit":"index (2021 = 100)","definition":"GSS national CPI for the housing, water, electricity, gas and other fuels basket. Monthly series from 1998.","attribution":["Ghana Statistical Service, StatsBank (CPI, housing/water/electricity/gas/fuels basket)"],"vintage":"2026M01","licence":"public-official","scope":"national","section":"cost","levels":["region","ghana"]},{"field":"national_cpi_housing_yoy_pct","label":"Housing CPI, year on year (national)","unit":"percent","definition":"Year-on-year change in the national housing/utilities CPI, latest month.","attribution":["Ghana Statistical Service, StatsBank","computed by CAD"],"vintage":"2026M01","licence":"public-official","scope":"national","section":"cost","levels":["region","ghana"]},{"field":"national_ppi_construction_index","label":"Construction PPI (national)","unit":"index (2020 = 100)","definition":"GSS producer price index for the construction industry, base 2020 = 100 (the 2020 monthly average is 100.0 in the series). NATIONAL -- construction-cost context only, identical across districts. Monthly series from 2006.","attribution":["Ghana Statistical Service, StatsBank (PPI, construction industry)"],"vintage":"2026M04","licence":"public-official","scope":"national","section":"cost","levels":["district","region","ghana"]},{"field":"national_ppi_construction_yoy_pct","label":"Construction PPI, year on year (national)","unit":"percent","definition":"Year-on-year change in the national construction PPI, latest month. Not district-specific.","attribution":["Ghana Statistical Service, StatsBank"],"vintage":"2026M04","licence":"public-official","scope":"national","section":"cost","levels":["district","region","ghana"]},{"field":"plan_title","label":"Development plan","unit":"text","definition":"Title of the statutory medium-term development plan the district's content is drawn from.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_period","label":"Plan period","unit":"text","definition":"The years the plan covers.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_status","label":"Plan status","unit":"text","definition":"current (2026-2029 cycle) or superseded (an earlier cycle, indicative only).","attribution":["National Development Planning Commission and the issuing District Assembly","classified by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district","region","ghana"]},{"field":"plan_evidence_tier","label":"Evidence tier","unit":"text","definition":"T1 -- statutory development plan, current cycle; T2 -- official, prior cycle (indicative).","attribution":["National Development Planning Commission and the issuing District Assembly","classified by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_citation","label":"Citation","unit":"text","definition":"Plan title and the page range behind the extracted description; page numbers are PDF pages of the document, whose total length is plan_pages.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_vision","label":"Vision","unit":"text","definition":"The district's stated vision, quoted from its plan with page numbers. 65 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_goal","label":"Development goal","unit":"text","definition":"The overall district development goal as stated in the plan. 22 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_priorities","label":"Stated priorities","unit":"text","definition":"Ranked development priorities as listed in the plan, with page numbers. 50 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_issues","label":"Key issues named","unit":"text","definition":"Development issues the plan itself names, with page numbers. 56 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_projects","label":"Committed projects","unit":"text","definition":"Specific projects with a figure or unit listed in the plan, with page numbers. 42 districts.","attribution":["National Development Planning Commission and the issuing District Assembly"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"plan_note","label":"Extraction note","unit":"text","definition":"What the plan does not itemise -- why a heading above is empty.","attribution":["National Development Planning Commission and the issuing District Assembly","note by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"n_development_plans","label":"Development plans held","unit":"count","definition":"Number of NDPC medium-term development plans CAD holds for the district (all cycles).","attribution":["National Development Planning Commission and the issuing District Assembly","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"planning","levels":["district","region","ghana"]},{"field":"has_current_plan","label":"Current plan held","unit":"boolean","definition":"Whether CAD holds the district's 2026-2029 plan.","attribution":["National Development Planning Commission and the issuing District Assembly","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"planning","levels":["district","region","ghana"]},{"field":"plan_cycles_held","label":"Plan cycles held","unit":"text","definition":"The plan cycles CAD holds for the district.","attribution":["National Development Planning Commission and the issuing District Assembly","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"planning","levels":["district"]},{"field":"spatial_plans","label":"Spatial plans that apply","unit":"text","definition":"LUSPA spatial development frameworks and structure plans that cover this place. National and regional plans apply by geography; sub-regional and local plans apply only to the districts they name (processed/spatial_plan_coverage.csv, cited to the plan). Where a plan's own district list is not held the entry says 'may apply, coverage unconfirmed'. Metadata only.","attribution":["Land Use and Spatial Planning Authority (LUSPA)"],"vintage":"2026","licence":"public-official","scope":"regional","section":"planning","levels":["district","region","ghana"]},{"field":"district_capital","label":"District capital","unit":"text","definition":"The administrative capital. Stated in the assembly's own plan where held (134 districts, medium confidence) else from Wikidata (70, low confidence). Where neither names one it is absent, not guessed.","attribution":["National Development Planning Commission and the issuing District Assembly","Wikidata contributors (CC0)","GeoNames.org (CC BY 4.0)"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district","region","ghana"]},{"field":"plans_catalogued_total","label":"Plans catalogued","unit":"count","definition":"NDPC and LUSPA planning documents in CAD's inventory.","attribution":["National Development Planning Commission and the issuing District Assembly","Land Use and Spatial Planning Authority (LUSPA)","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"national","section":"planning","levels":["ghana"]},{"field":"districts_with_plan","label":"Districts with a plan held","unit":"count","definition":"Districts for which CAD holds at least one medium-term development plan.","attribution":["National Development Planning Commission and the issuing District Assembly","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"regional","section":"planning","levels":["region","ghana"]},{"field":"districts_with_current_plan","label":"Districts with a current plan","unit":"count","definition":"Districts for which CAD holds the 2026-2029 plan.","attribution":["National Development Planning Commission and the issuing District Assembly","catalogued by CAD"],"vintage":"2026","licence":"public-official","scope":"regional","section":"planning","levels":["region","ghana"]},{"field":"districts_with_highlights","label":"Districts with extracted plan content","unit":"count","definition":"Districts whose plan vision, priorities, issues and projects have been extracted and page-anchored.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"regional","section":"planning","levels":["region","ghana"]},{"field":"districts_with_description","label":"Districts with a description","unit":"count","definition":"Districts with a plan-grounded narrative description.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"regional","section":"planning","levels":["region","ghana"]},{"field":"mmda_class","label":"Assembly type","unit":"text","definition":"metropolitan, municipal or district assembly, read from the official COD-AB name under Act 936's classification.","attribution":["Local Government Service (lgs.gov.gh)","OCHA / Ghana Statistical Service","Local Governance Act 2016 (Act 936)","Land Use and Spatial Planning Act 2016 (Act 925)","Chieftaincy Act 2008 (Act 759)","Constitution of Ghana 1992"],"vintage":"2021","licence":"public-official","scope":"district","section":"who","levels":["district","region","ghana"]},{"field":"assembly_offices","label":"Offices of the assembly","unit":"text","definition":"The offices set by law for every assembly -- Chief Executive, Coordinating Director, Presiding Member -- with how each is filled and its statutory basis. Titles only: the people holding them are not published here.","attribution":["Local Governance Act 2016 (Act 936)","Land Use and Spatial Planning Act 2016 (Act 925)","Chieftaincy Act 2008 (Act 759)","Constitution of Ghana 1992"],"vintage":"2016","licence":"public-official","scope":"statutory","section":"who","levels":["district","region","ghana"]},{"field":"region_offices","label":"Regional offices","unit":"text","definition":"The Regional Minister and Regional Coordinating Council, with statutory basis. Titles only.","attribution":["Local Governance Act 2016 (Act 936)","Land Use and Spatial Planning Act 2016 (Act 925)","Chieftaincy Act 2008 (Act 759)","Constitution of Ghana 1992"],"vintage":"2016","licence":"public-official","scope":"statutory","section":"who","levels":["district","region","ghana"]},{"field":"regional_capital","label":"Regional capital","unit":"text","definition":"Seat of the regional administration, from the GeoNames gazetteer (medium confidence).","attribution":["GeoNames.org (CC BY 4.0)"],"vintage":"2026","licence":"public-official","scope":"district","section":"who","levels":["district","region","ghana"]},{"field":"traditional_areas","label":"Traditional authority","unit":"text","definition":"Traditional areas and councils, their seats and the title of the paramount stool or skin, as named in the district's own plan with page numbers. Never names a person; disputes are not adjudicated. 74 districts.","attribution":["National Development Planning Commission and the issuing District Assembly","extracted by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"who","levels":["district","region","ghana"]},{"field":"contacts","label":"Who you have to deal with","unit":"text","definition":"For each thing a developer needs -- a building permit, a plan, an assembly decision, customary land -- the body or office that decides it and the statute that says so.","attribution":["Local Governance Act 2016 (Act 936)","Land Use and Spatial Planning Act 2016 (Act 925)","Chieftaincy Act 2008 (Act 759)","Constitution of Ghana 1992"],"vintage":"2016","licence":"public-official","scope":"statutory","section":"who","levels":["district"]},{"field":"mmda_classes","label":"Assemblies by type","unit":"count","definition":"How many metropolitan, municipal and district assemblies the place contains.","attribution":["Local Government Service (lgs.gov.gh)","OCHA / Ghana Statistical Service","Local Governance Act 2016 (Act 936)","Land Use and Spatial Planning Act 2016 (Act 925)","Chieftaincy Act 2008 (Act 759)","Constitution of Ghana 1992"],"vintage":"2021","licence":"public-official","scope":"regional","section":"who","levels":["region","ghana"]},{"field":"data_gaps","label":"What is not yet shown, and why","unit":"text","definition":"Indicators a developer needs that this page does not show, each marked published (a GSS district table exists and is not yet on the site), derivable (CAD derives it from open geodata for a catchment) or field (nobody in Ghana publishes it; CAD measures it on site).","attribution":["Cann Analysis and Development"],"vintage":"2026","licence":"public-official","scope":"district","section":"gaps","levels":["district","region","ghana"]},{"field":"pop_growth_pct_national","label":"Population growth (national)","unit":"percent per year","definition":"Annual population growth rate, World Bank WDI, beside the Sub-Saharan Africa and World rates.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"demand","levels":["ghana"]},{"field":"cpi_inflation_pct_national","label":"Consumer price inflation (national, annual)","unit":"percent","definition":"Annual consumer-price inflation, all items, World Bank WDI (from the GSS CPI). Beside the Sub-Saharan Africa and World rates. Differs from the GSS housing-basket rate above, which is one basket, month on month a year earlier.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"cost","levels":["ghana"]},{"field":"electricity_access_pct_national","label":"Access to electricity","unit":"percent","definition":"Share of the population with access to electricity, World Bank WDI (Sustainable Energy for All database). NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"electricity_access_rural_pct_national","label":"Access to electricity, rural","unit":"percent","definition":"Share of the rural population with access to electricity, World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"basic_water_pct_national","label":"Basic drinking water","unit":"percent","definition":"Share of the population using at least a basic drinking-water service, WHO/UNICEF JMP via World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"basic_sanitation_pct_national","label":"Basic sanitation","unit":"percent","definition":"Share of the population using at least a basic sanitation service, WHO/UNICEF JMP via World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"internet_users_pct_national","label":"Internet users","unit":"percent","definition":"Individuals using the internet, share of population, ITU via World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"mobile_subs_per100_national","label":"Mobile subscriptions","unit":"per 100 people","definition":"Mobile cellular subscriptions per 100 people, ITU via World Bank WDI. Above 100 means more SIMs than people. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"fixed_broadband_per100_national","label":"Fixed broadband","unit":"per 100 people","definition":"Fixed broadband subscriptions per 100 people, ITU via World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"air_passengers_national","label":"Air passengers carried","unit":"people","definition":"Passengers carried by air carriers registered in the country, ICAO via World Bank WDI. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"logistics_performance_index_national","label":"Logistics Performance Index","unit":"score, 1 to 5","definition":"World Bank Logistics Performance Index, overall score 1 (low) to 5 (high), latest survey year. Trade logistics: customs, infrastructure, shipments, tracking, timeliness. NATIONAL -- nothing below this level is published for Ghana; identical on every region and district page, shown beside Sub-Saharan Africa and the World.","attribution":["World Bank, World Development Indicators (CC BY 4.0)"],"vintage":"2025","licence":"open","scope":"national","section":"infrastructure","levels":["district","region","ghana"]},{"field":"plan_pages","label":"Pages in the plan document","unit":"count","definition":"Number of PDF pages in the development plan the district content is drawn from. Every page cited on the page is checked against it at build time.","attribution":["National Development Planning Commission and the issuing District Assembly","counted by CAD"],"vintage":"2026","licence":"public-official","scope":"plan-stated","section":"planning","levels":["district"]},{"field":"boundary_note","label":"About this boundary","unit":"text","definition":"Where the published polygon and the assembly differ: Guan (created 2020 from Hohoe Municipal) has no polygon of its own and is shown inside Hohoe's; each carries its own census count from the COD-PS post-split sheet.","attribution":["UNFPA / Ghana Statistical Service (COD-PS)","OCHA / Ghana Statistical Service (COD-AB)"],"vintage":"2021","licence":"open","scope":"district","section":"identity","levels":["district"]},{"field":"households_total_2021","label":"Households (2021 census)","unit":"count","definition":"Number of households counted in the 2021 PHC, GSS StatsBank district table. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"demand","levels":["district"]},{"field":"mean_household_size_2021","label":"Mean household size (2021 census)","unit":"people per household","definition":"Average household size, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"demand","levels":["district"]},{"field":"urban_share_pct_2021","label":"Urban share of population (2021 census)","unit":"percent","definition":"Share of the district's 2021 census population enumerated in urban localities (GSS locality-type classification). Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"demand","levels":["district"]},{"field":"dwelling_compound_pct_2021","label":"Compound houses","unit":"percent","definition":"Share of dwelling units that are compound houses (rooms), 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"cost","levels":["district"]},{"field":"dwelling_separate_pct_2021","label":"Separate (detached) houses","unit":"percent","definition":"Share of dwelling units that are separate detached houses, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"cost","levels":["district"]},{"field":"dwelling_flat_pct_2021","label":"Flats and apartments","unit":"percent","definition":"Share of dwelling units that are flats or apartments, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"cost","levels":["district"]},{"field":"tenure_owner_occupied_pct_2021","label":"Owner-occupied","unit":"percent","definition":"Share of dwelling units owner-occupied, 2021 PHC tenure table. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"cost","levels":["district"]},{"field":"tenure_renting_pct_2021","label":"Renting","unit":"percent","definition":"Share of dwelling units rented, 2021 PHC tenure table. The nearest thing to a rental-market size that exists below national level. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"cost","levels":["district"]},{"field":"electricity_lighting_pct_2021","label":"Households lit by electricity","unit":"percent","definition":"Share of households whose main source of lighting is electricity of any kind (mains, community grid, solar panel, generator), 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"electricity_mains_pct_2021","label":"Households on mains electricity","unit":"percent","definition":"Share of households whose main source of lighting is mains electricity, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"basic_water_pct_2021","label":"Basic drinking-water service","unit":"percent","definition":"Share of households with an improved drinking-water source within a 30-minute round trip (WHO/UNICEF 'basic service'), 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"basic_sanitation_pct_2021","label":"Basic sanitation service","unit":"percent","definition":"Share of households with an improved toilet facility not shared with other households (WHO/UNICEF 'basic service'), 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"employed_total_2021","label":"Employed population, 15 and over (2021 census)","unit":"people","definition":"Employed population aged 15 and over, 2021 PHC industry table. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"economy","levels":["district"]},{"field":"employment_agriculture_pct_2021","label":"Employed in agriculture","unit":"percent","definition":"Share of the employed population in agriculture, forestry and fishing, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"economy","levels":["district"]},{"field":"employment_industry_pct_2021","label":"Employed in industry","unit":"percent","definition":"Share of the employed population in mining, manufacturing, utilities and construction, 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"economy","levels":["district"]},{"field":"employment_services_pct_2021","label":"Employed in services","unit":"percent","definition":"Share of the employed population in services (everything not agriculture or industry), 2021 PHC. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"economy","levels":["district"]},{"field":"population_2010_phc","label":"Population, 2010 census","unit":"people","definition":"2010 PHC population on the 2019 district boundaries, as re-tabulated by GSS (StatsBank PHC2010). Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2010 Population and Housing Census re-tabulated on the 2019 districts (StatsBank)"],"vintage":"2010","licence":"public-official","scope":"district","section":"demand","levels":["district"]},{"field":"intercensal_growth_pct_pa","label":"Population growth 2010 to 2021","unit":"percent per year","definition":"Annual growth between the 2010 and 2021 census counts on the same 2019 boundaries. Shown only where the two counts are comparable; otherwise 'not comparable: boundary changed'. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2010 and 2021 Population and Housing Censuses (StatsBank)","rate by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"demand","levels":["district"]},{"field":"nearest_airport","label":"Nearest airport with scheduled flights","unit":"text","definition":"The nearest of Ghana's airports with scheduled passenger service (Kotoka, Kumasi, Tamale, Takoradi, Sunyani, Ho; OurAirports). Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OurAirports (public domain)","Ghana Ports and Harbours Authority","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","distance by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"nearest_airport_km","label":"Distance to that airport","unit":"km","definition":"Geodesic distance to the nearest airport with scheduled service. Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OurAirports (public domain)","Ghana Ports and Harbours Authority","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","distance by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"dist_kotoka_km","label":"Distance to Kotoka International, Accra","unit":"km","definition":"Geodesic distance to Kotoka International Airport, the country's international gateway. Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OurAirports (public domain)","Ghana Ports and Harbours Authority","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","distance by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"nearest_port","label":"Nearest seaport","unit":"text","definition":"Tema or Takoradi, Ghana's two commercial seaports (Ghana Ports and Harbours Authority). Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OurAirports (public domain)","Ghana Ports and Harbours Authority","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","distance by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"nearest_port_km","label":"Distance to that seaport","unit":"km","definition":"Geodesic distance to the nearest of Tema and Takoradi. Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OurAirports (public domain)","Ghana Ports and Harbours Authority","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","distance by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"road_km_major","label":"Major roads","unit":"km","definition":"Length of trunk, primary, secondary and tertiary roads (and their links) mapped in OpenStreetMap inside the district polygon. OpenStreetMap coverage varies by district.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"road_km_trunk_primary","label":"Trunk and primary roads","unit":"km","definition":"Length of trunk and primary roads (and their links) mapped in OpenStreetMap inside the district polygon: the national and inter-regional network. OpenStreetMap coverage varies by district.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"road_density_km_per_sqkm","label":"Major-road density","unit":"km per km²","definition":"Major-road length per square kilometre of the district polygon. The catchment-scale version is what a site analysis reads. OpenStreetMap coverage varies by district.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"dist_trunk_primary_km","label":"Distance to a trunk or primary road","unit":"km","definition":"Distance from the reference point to the nearest trunk or primary road. Zero where the capital sits on one. Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"rail_km","label":"Railway line","unit":"km","definition":"Length of railway mapped in OpenStreetMap inside the district polygon. Mapped line, whatever its operating status: much of Ghana's network is not in service. OpenStreetMap coverage varies by district.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"n_bus_stations_osm","label":"Bus and lorry stations mapped","unit":"count","definition":"Bus stations and lorry parks mapped in OpenStreetMap inside the district polygon. A coverage artefact of the map, NOT a count of stations: whole districts return zero.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"proxy","section":"infrastructure","levels":["district"]},{"field":"dist_bus_station_km","label":"Distance to a mapped bus or lorry station","unit":"km","definition":"Distance from the reference point to the nearest bus station or lorry park mapped in OpenStreetMap, wherever in Ghana it is. Coverage-dependent: a long distance may mean an unmapped station. Measured from the district's reference point: its capital as named in the assembly's plan and located as a GeoNames point, else the polygon's interior centre (the method travels with the figure). Straight-line, not road distance.","attribution":["OpenStreetMap contributors (ODbL)","GeoNames.org (CC BY 4.0)","OCHA / GSS COD-AB (CC BY-IGO)","computed by CAD"],"vintage":"2026","licence":"public-official","scope":"proxy","section":"infrastructure","levels":["district"]},{"field":"mobile_phone_ownership_pct_2021","label":"Own a mobile phone","unit":"percent","definition":"Share of the population aged 6 and over owning a functional mobile phone, smart or not, 2021 PHC ICT table. Adoption, not network coverage: no open coverage map exists for Ghana. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"smartphone_ownership_pct_2021","label":"Own a smartphone","unit":"percent","definition":"Share of the population aged 6 and over owning a functional smartphone, 2021 PHC ICT table. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"mobile_internet_use_pct_2021","label":"Used the internet on a phone","unit":"percent","definition":"Share of the population aged 6 and over who used the internet on a mobile phone in the three months before the 2021 census. The nearest published thing to a district's data-connectivity in use. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"mobile_money_use_pct_2021","label":"Used mobile money","unit":"percent","definition":"Share of the population aged 6 and over who used a mobile phone for mobile-money transactions (alone or with other financial transactions), 2021 PHC ICT table. Reads as the reach of cashless retail payment. Published on the owner's decision of 2026-09-13 (processed/layer_register.csv, StatsBank rows).","attribution":["Ghana Statistical Service, 2021 Population and Housing Census (StatsBank district tables)","derived shares by CAD"],"vintage":"2021","licence":"public-official","scope":"district","section":"infrastructure","levels":["district"]},{"field":"industry_band_manufacturing","label":"Manufacturing: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for manufacturing: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_food_processing","label":"Food & farm processing: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for food & farm processing: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_warehousing","label":"Warehousing & distribution: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for warehousing & distribution: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_construction","label":"Construction: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for construction: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_shops","label":"Shops & restaurants: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for shops & restaurants: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_offices","label":"Offices & business services: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for offices & business services: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]},{"field":"industry_band_health_education","label":"Schools & clinics: suitability band","unit":"band","definition":"Band of the district's 1-100 suitability score for schools & clinics: Prime 81-100, Strong 61-80, Moderate 41-60, Weak 21-40, Poor 1-20. The score ranks districts against each other, so each band holds about a fifth of scored districts. Methodology: docs/industry_score.md.","attribution":["CAD industry suitability model (scripts/industry_score.R)","Ghana Statistical Service, 2021 Population and Housing Census (StatsBank)","OpenStreetMap contributors (ODbL)","European Commission JRC GHSL R2023A (CC BY 4.0)","OurAirports","Ghana Ports and Harbours Authority"],"vintage":"2021","licence":"public-official","scope":"modelled","section":"industries","levels":["district"]}]