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Tips for optimizing species data display for public-facing UIs?

I'm building an interface to visualize marine species data from the API for an educational tool, and I'm curious how others handle loading large datasets while keeping the UX smooth especially when dealing with taxonomy-based filters.

Also, while browsing for layout inspiration, I stumbled on a site with some of the finest patches in terms of design and detail: . Not related to code, but it sparked some UI ideas for how to present structured visuals.

Has anyone dealt with real-time filtering across multiple categories?