In this study, we explored clustering algorithms and regression analysis for a retrospective evaluation of NPIs against COVID-19 in Nigeria. We analysed temporal data on COVID-19 cases, and deaths. We alsossessed the effectiveness of different NPIs in containing the spread of the virus and mitigating their impact on overall public health outcomes