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Kenya Civil Liberties Intelligence Observatory

Samwel Njogu Mwaniki

An open-source Bruin-powered intelligence platform that tracks internet censorship, government takedown requests, and political pressure signals in Kenya from 2023 to 2025. The pipeline integrates OONI (protocol-level blocking), ACLED (conflict events), Google Transparency, and Lumen-like data into a governed, layered architecture (Staging → Features → Intelligence → Reporting). It includes statistical guardrails, ASN behavioral profiling, temporal lag analysis, and interactive Streamlit dashboards. Built to be extensible across Africa.

Certificate of Completion

BRUIN ACADEMYVerified Certificate of CompletionTHIS IS TO CERTIFY THATSamwel Njogu MwanikiHAS SUCCESSFULLY COMPLETED THE PROJECTEnd-to-End Data Pipeline with BruinProject: Kenya Civil Liberties Intelligence Observatory · Issued May 2026VERIFIEDBRUIN ACADEMYSabri KaragonenSabri KaragonenCO-FOUNDER, BRUINArsalan NoorafkanArsalan NoorafkanDEVELOPER ADVOCATE, BRUINThis certificate has been verified. Confirm authenticity athttps://getbruin.com/project-showcase/kenya-civil-liberties-intelligence-observatory/

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