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I want to execute a Location-based Twitter search using the location operator

+1  A: 

You can use the geocode parameter referenced here: http://apiwiki.twitter.com/Twitter-Search-API-Method:-search

Or you can use the near parameter referenced here: http://search.twitter.com/operators

abraham