The repository contains R scripts for implementing the HDPS as originally described in this article: "Assessment of a Modified High-Dimensional Propensity Score Approach for UK Electronic Health Record Data: Evaluating Upper Gastrointestinal Safety of NSAIDs and COX-2 Inhibitors".