| company_name_stopwords | Stop Words Used by the Normalizer |
| dict_crosswalk | Dictionary Crosswalk of a Match Result |
| expand_matches | Expand Matches to Every Original Dictionary Row |
| match_companies | Match Company Names against a Dictionary |
| normalize_company_name | Normalize Company Names |
| validate_matches_llm | Validate Matches using LLM (Azure OpenAI) |