Cosine similarity and aggregated scoring for Flora trait queries.

The calculation process provides a visual representation of the cosine similarity scores between user queries and Flora traits. In the middle section, each row represents a specific trait of a plant species, while columns correspond to the user's query traits (Trait 1, Trait 2, Trait 3). The cosine similarity score measures how closely a trait from the user's query aligns with traits in the Flora dataset.

Red numbers highlight the highest similarity score for each species across all its traits, representing the trait most relevant to the user's query. At the bottom, the aggregated scores show the average of these highest scores, providing an overall similarity score for each species and ranking their relevance to the user's query.