Fuzzy Match Tester

Enter a list of value pairs to compare against both fuzzy-matching rules side by side: lev-ratio (Levenshtein Ratio) and jaro-winkler. Both scores range from 0 (completely different) to 100 (identical); a pair is a match when its score meets or exceeds that algorithm's threshold. Results include both raw and normalized comparisons so you can see how normalization affects each algorithm, and compare the two to help decide which one fits your field.

Levenshtein Ratio: round(100 × (len(A) + len(B) − distance) / (len(A) + len(B))). Jaro-Winkler is prefix-weighted and transposition-aware — best suited to short personal-name fields.

~90 is high-confidence; 85–90 is a grey band.