Dataset catalog

Street lamps across Ghana with lamp mount, support and power source where recorded — a proxy for night-time lighting coverage and public-lighting energy demand. Derived from OpenStreetMap. 2716 records.

Transmission and distribution lines and their towers across Ghana, with voltage, circuits and cable count where recorded. The grid itself, rather than the stations that feed it. Derived from OpenStreetMap. 15089 records.

Solar generators and solar plants across Ghana with rated output in megawatts where recorded. Derived from OpenStreetMap. 996 records.

Ambulance stations, rescue stations, public defibrillators and fire hydrants across Ghana. Derived from OpenStreetMap. 23 records.

Silos, barns, greenhouses and grazing meadows across Ghana — post-harvest storage and livestock land, as distinct from the cropland parcels. Derived from OpenStreetMap. 287 records.

Agro-dealers, garden centres, farm shops and agricultural machinery traders across Ghana — the input side of the farming economy. Derived from OpenStreetMap. 42 records.

Bakeries, butchers, greengrocers, fishmongers and drinks retailers across Ghana, with opening hours and operator where recorded. Derived from OpenStreetMap. 300 records.

Clothing and shoe shops, fabric sellers, tailors and shoemakers across Ghana. Derived from OpenStreetMap. 767 records.

Mobile phone, electronics and computer retailers across Ghana, with brand and opening hours where recorded. Derived from OpenStreetMap. 535 records.

Furniture, homeware, kitchen and interior decoration shops across Ghana. Derived from OpenStreetMap. 158 records.

Chemists, hairdressers, beauty salons, cosmetics shops and opticians across Ghana. Derived from OpenStreetMap. 1072 records.

Financial services firms, insurers, accountants, tax advisors and bureaux de change across Ghana — the financial sector beyond retail bank branches. Derived from OpenStreetMap. 282 records.

Law firms, notaries, estate agents and property managers across Ghana. Derived from OpenStreetMap. 30 records.

Engineering, architecture, surveying, IT and management consultancies across Ghana. Derived from OpenStreetMap. 46 records.

Advertising and marketing agencies, newspapers, publishers and broadcast studios across Ghana. Derived from OpenStreetMap. 99 records.

Non-governmental organisations, charities, foundations, unions and member associations across Ghana. Derived from OpenStreetMap. 135 records.

Travel agencies, employment agencies, logistics and courier offices and security firms across Ghana. Derived from OpenStreetMap. 40 records.

Creches, music and language schools, vocational training and exam preparation centres across Ghana — education outside the school system. Derived from OpenStreetMap. 33 records.

Research institutes, research offices and educational institutions across Ghana, with their field and operator where recorded. Derived from OpenStreetMap. 189 records.

Health centres, midwives, physiotherapists, psychotherapists, nutritionists and alternative practitioners across Ghana, with the speciality recorded. Derived from OpenStreetMap. 36 records.

Canals, irrigation ditches and storm drains across Ghana, with width and usage where recorded. Derived from OpenStreetMap. 3023 records.

Natural springs, hot springs and waterfalls across Ghana, with drinking-water suitability and height where recorded. Derived from OpenStreetMap. 25 records.

Wetlands, grassland and scrub across Ghana, with the wetland type recorded where known — habitat and land-cover classes that sit outside forest and farmland. Derived from OpenStreetMap. 2582 records.

Campsites, caravan sites, viewpoints and picnic sites across Ghana — the outdoor end of the tourism offer. Derived from OpenStreetMap. 48 records.