Cary Lee developed a data normalization feature for the amperity/amperity-docs repository, focusing on inclusive handling of nonbinary gender markers in user records. Cary designed and implemented logic to standardize various nonbinary identifiers—such as NONBINARY, ENBY, and NB—by normalizing them to 'X', thereby improving the consistency and quality of matching signals across datasets. The work involved updating documentation using RST and applying technical writing skills to clearly communicate the new normalization semantics. This targeted feature enhanced both data inclusivity and analytics accuracy, reflecting a thoughtful approach to documentation and data normalization within a short project timeframe.