Ah, interesting. Searching the dataset for my local area, this seems to include some restaurants, but omits hotels entirely. That's skewing the numbers downward tremendously.
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replyWhich explains why Spearmint Rhino is listed in Birmingham (hint: you might get a surprise popping in that establishment for a quick pint).
replySo nice interface and all but some data curation will be needed - perhaps on a crowd sourced basis? Click and add comment &c.
I thought about doing something similar pre-Covid. There are commercial datasets that are more complete (Local Data Company was the one I targeted when I was researching), but... well... £000's a quarter.
replyThe project would have had to cover its costs, so the idea went to the great backlog in the sky.