Knowledge Base

UN Digital Library (OAI-PMH). Collected from United Nations (igo) on a daily cadence. 22 records spanning 1986-12-02 to 2026-07-30, covering MLI, LBR, SLE, CIV, NGA, GIN, GNB, TGO, GHA, BFA, SEN, MRT, CPV. Evidence is content-addressed: ...

National constitutions (Constitute Project). Collected from Comparative Constitutions Project (academic) on a quarterly cadence. 21 records spanning 1980-01-01 to 2024-01-01, covering GMB, MLI, CIV, TGO, MRT, LBR, BEN, GNB, NER, GIN, NGA...

UN Security Council Consolidated Sanctions List. Collected from United Nations Security Council (igo) on a daily cadence. 155 records spanning 2001-01-25 to 2024-05-21, covering MLI, GNB, MRT, NGA, NER, BFA, GHA, SEN, GIN, BEN, TGO. Evid...

EU Financial Sanctions File (European Commission). Collected from Council of the European Union (igo) on a daily cadence. 199 records spanning 2001-01-25 to 2026-07-23, covering MLI, TGO, MRT, BFA, NGA, GIN, NER, GHA, SEN, CIV. Evidence ...

Military expenditure, arms transfers and personnel (SIPRI via World Bank). Collected from Stockholm International Peace Research Institute (academic) on a annual cadence. 111 records spanning 1993-12-31 to 2024-12-31, covering NGA, SLE, ...

IMF DataMapper (World Economic Outlook aggregates). Collected from International Monetary Fund (igo) on a quarterly cadence. 130 records spanning 2018-12-31 to 2031-12-31, covering CPV, NGA, BFA, TGO, MRT, LBR, BEN, GNB, NER, CIV, GIN, M...

geoBoundaries gbOpen — African administrative divisions ADM0-ADM2. Collected from geoBoundaries (William & Mary geoLab) (academic) on a quarterly cadence. 160 records spanning 2005-01-01 to 2022-01-01, covering GMB, SLE, CPV, BFA, TGO, M...

Safety, stability and governance indices (WGI + outcome measures). Collected from World Bank Group (igo) on a annual cadence. 242 records spanning 2000-12-31 to 2024-12-31, covering BFA, BEN, NGA, NER, SEN, SLE, LBR, TGO, MRT, MLI, GNB, ...