Observatory

Data Quality Observatory

Live quality metrics across TwinFyRx drug intelligence datasets. Coverage rates, data freshness, and record counts — updated with every pipeline run.

About This Page

Automated Validation

Every metric on this page is computed by automated data quality checks that run after each pipeline refresh. No manual reporting.

Source Data

TwinFyRx integrates data from CMS (NADAC, ASP, Part D), NLM (RxNorm), and FDA (NDC Directory). Each source has its own refresh cadence noted above.

Coverage Methodology

Coverage percentages measure successful mappings between standard identifiers (NDC, HCPCS, RxNorm). Denominators are the full set from each upstream source.