Adding 11,220 nature routes to Global City Intelligence

Global City Intelligence now publishes nature and weekend-escape pages for cities across its index. The expansion added 11,220 nature routes, drawn from a corpus of 53,082 curated places, and brought the platform to 84,833 indexed URLs across 4,442 cities.

The more interesting part of this update is what is not in it.

Pages were not created because a URL was available

The obvious way to build a feature like this is to generate every combination — every city crossed with every nature category — and let thin pages rank on long-tail queries. We deliberately did not do that.

A category page for a city is only published when the corpus contains at least four verified places of that type within range. Below that threshold, no page is generated, the route returns 404, and the URL never enters the sitemap. This is why some well-known cities have no page for a category you might expect them to have: the evidence threshold was not met, and publishing an empty page would have been worse than publishing nothing.

Classification comes from structured types, not names

Every place is classified from its Wikidata structured type — the P31 “instance of” statement, plus at most one P279 “subclass of” hop — rather than from its name.

The rule that does the real work is a directional one: a name may never add a category, only remove one. “Lakeview Park” is typed as a park, so it is a park. Nothing about the word “Lakeview” is allowed to promote it into the lakes category. Names are consulted in exactly one direction, to remove a category that a structured type would otherwise license — which catches cases where the type is technically correct but misleading.

That asymmetry is the difference between a dataset and a keyword index.

What this does not tell you

These pages describe what exists near a city and how far away it is. They are geographic facts, and they are as good as Wikidata’s coverage of a given region — which is uneven, and noticeably thinner outside Europe and North America. They are not a recommendation, a ranking, or a measure of quality.