Data Cleaning

Convert text to lowercase Remove punctuation marks Remove legal suffixes such as inc, llc, ltd, corp, corporation, co, company, gmbh, sarl, plc, pty, bv, ag, sa,...

Standardize company names by trimming leading/trailing spaces Convert names to consistent case Remove punctuation and special characters Replace common abbreviations with standardized forms Remove legal suffixes when needed Normalize...