Dowser.
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geo_point — the %{"lat" => _, "lon" => _} object form <-> a {lat, lon}
tuple.
Other Elasticsearch forms (string "lat,lon", [lon, lat], geohash) pass
through untouched — write your own codec over geo_point to handle them.