Database Analytics
Explore insights and statistics about cocktail recipes and ingredients in the database.
Ingredient Usage by Recipe Count
Click on an ingredient to explore its subtypes. Usage counts include all child ingredients.
Loading ingredient data...
Ingredient Hierarchy Tree
Interactive radial tree showing ingredient relationships. Click nodes to expand/collapse. Hover to see recipe counts (direct and with children).
Loading ingredient tree...
Recipe Complexity Distribution
Distribution of recipes by number of ingredients.
Loading complexity data...
Cocktail Space Visualization (Manhattan Distance)
Interactive map showing recipes positioned by ingredient similarity using Manhattan distance. Hover over points to see recipe names. Click to view details.
Loading cocktail space...
Cocktail Space Visualization (EM Learner)
Interactive map showing recipes positioned by ingredient similarity using learned distances from the EM algorithm. Ingredients are rolled up to parent categories for dimensional reduction. Hover over points to see recipe names. Click to view details.
Loading cocktail space...