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I need it to stress test some location based web service. The input is 4 pairs of lat/lon defining a bounding rectangle or a set of points defining a polygon.
Are there any libraries/algorithms for generating random point on a map? (Python/java)
Take a look at this question, which deals with generating points inside an arbitrary 4-point convex polygon.
Random points inside a 4-sided Polygon