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Recognized ingredient signals are estimated on a 0–10 scale. A dash means there is not enough information for that flavor dimension. The analyzer finds common flavor ingredients, gives earlier ingredients more weight, and adds their contributions. These are exploratory scores, not lab measurements or verified tasting ratings. “No signal” does not guarantee a flavor is absent. Unspecified “spices,” proprietary blends, ingredient amounts, and cooking effects cannot be resolved from a label.

The catalog uses public manufacturer and retailer product pages, with a source and check date on each entry. It is an unranked starter collection, not Amazon’s top 1,000. Matched bottle sizes and retailer listings are combined under one product. Gift sets and mixed bundles are excluded. Scores are experimental ingredient signals, not tasting ratings. A dash means no recognized signal, not zero flavor. Match percentages compare only selected notes with recognizable ingredient signals; the coverage count shows how many selected notes were usable. Products with missing ingredient lists receive no profile. Shop links lead to product pages at named retailers. They are ordinary links; affiliate tracking is not active. Retailer listings do not guarantee current stock. Amazon links are searches, not verified listings; price, stock, reviews, and bestseller rank are not imported. Tangy describes acidity; citrusy describes lemon, lime, and orange notes. Spicy describes heat; herbal describes leafy or earthy herb notes.