First, we need to clean up precinct names. Across all of our raw sources, precinct names are littered with inconsistencies โ leading zeros, accents, special characters, abbreviations, and more. Additionally, the same precinct might have entirely different names across multiple sources. It could be named for its polling place, for its VTD FIPS code, for a code assigned by its county government, or using some other convention altogether.