At the moment it pinpoints neighbours only at the country level, however one could fetch the location of events a neighbour is attending and infer a more precise location from that data.
You might need to clone the pipe and change the user default to get it working. I haven't figured out yet why it sometimes fails.
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neighbours geomap mashup