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What towns are made of

sites audited
towns
trade types

Every business website we audit carries the OpenStreetMap tag for what the business actually is — a pub, a guest house, a dentist. That turns the corpus into a picture of what each place's high street is made of, and lets us ask whether the mix predicts the quality.

Read the mix only inside a comparable universe. Leads were collected by targeted queries — one per county, per trade. Oxfordshire looks like 31% pubs across the whole corpus because a pub crawl ran there, not because Oxfordshire is unusual. Only two groups were collected with an identical query everywhere, so only those two can be compared between places: accommodation and eating & drinking. Pick All trades and the composition charts switch off; the quality metrics still work, because those never depended on the sampling.
Concentrations that survive correction
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