🌍Pan-African

Network of automatic weather stations across sub-Saharan Africa recording rainfall, temperature, humidity, wind and radiation at sub-daily intervals. Observations are accessed through an API and web portal under a data-sharing agreement, free for education and research. The station data itself is real but sits behind account credentials rather than an open download.

The ID4D Practitioner's Guide is the World Bank's reference for designing and implementing inclusive, trusted digital identification systems, organised around the Principles on Identification for Sustainable Development. It covers system design, technology choices, procurement and governance, and is a core reference for identity as digital public infrastructure. The ID4D initiative focuses heavily on low- and middle-income countries, with much of its flagship work in Africa.

First continent-scale predictive soil property maps for Africa at 30m resolution, covering organic carbon, pH, texture class, sand, clay, stone content and nutrients at 0-20cm and 20-50cm depths. Each property is published as Cloud-Optimized GeoTIFF (mean and model error layers) on Zenodo under CC BY 4.0. Released 2021 by iSDA with ISRIC.