That's unusual. Usually, if particles leave the domain they just keep going in the same direction. Check it is 2d-axi, and that you're using high-res tracking. How does the velocity contour & vector field look? From scale what is the minimum y coordinate. Please also zoom in on the angled edge - the mesh looks a little odd from your picture.
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