> I'm not looking at P37 (instance of) because many of the wikidata items
> don't
> include it. I depend on the the article categories from English Wikipedia.


Ok, I'm not familiar with article categories in the english Wikipedia. This
may cause problems as Wikidata contains more objects than Wikipedia and
Wikipedia often describes two or more objects in one article.

For example the Wikipedia article about the islands Langlütjen describes
two different islands: https://en.wikipedia.org/wiki/Langl%C3%BCtjen In
Wikidata each island has its own object:
https://www.wikidata.org/wiki/Q17130505 and
https://www.wikidata.org/wiki/Q17130568

The algorithm matched https://www.wikidata.org/wiki/Q458905 and
http://www.openstreetmap.org/way/286346464

Adding "instance of" to Wikidata would be a perfect challenge for
https://tools.wmflabs.org/wikidata-game/#
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