MIX/ML

Inventory

44 bottles · 9 families

Flavor distance matrix

Pairwise flavor similarity across all bottles. Closer cells indicate more similar flavor profiles.

Distance metric: weighted Euclidean (70% gustative · 30% structural)

Bottles ordered by hierarchical clustering

Computed at startup · 2026-06-08 10:08 UTC

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Natural clusters

Bottles grouped by hierarchical clustering (threshold = 0.25). Each group contains bottles with similar flavor profiles.

Cluster 4 · 2 bottles · avg distance 0.155

Cluster 5 · 2 bottles · avg distance 0.226

Cluster 6 · 2 bottles · avg distance 0.239

Outliers

Bottles with signature flavor profiles that don't cluster with others.

Closest pairs across clusters

Bottles in different clusters that are surprisingly close. These bridge different flavor categories.

  1. 1. Martini Riserva Speciale Ambrato Montenegro · distance 0.141 Vermouth Bianco ↔ Amaro Montenegro
  2. 2. Martini Vermouth Rosso Martini Riserva Speciale Rubino · distance 0.152 Vermouth Rosso ↔ Vermouth Rosso
  3. 3. Carpano Punt e Mes Fusetti Bitter Original · distance 0.155 Vermouth Amaro ↔ Bitter Italiano Generico
  4. 4. Martini Riserva Speciale Ambrato Martini Riserva Speciale Rubino · distance 0.167 Vermouth Bianco ↔ Vermouth Rosso
  5. 5. Nonino Quintessentia Cynar · distance 0.171 Amaro Nonino ↔ Cynar