The reason birds migrate is that they are avoiding the cold weather brewing in the place they are staying so they move to warmer countries. There is a possibility they are just "passing through" Doha when you noticed them. Scientifically, birds can travel thousands of miles so it's possible Doha is not their final stop. They might have headed towards Iran or beyond... Once they know that the weather in their place has warmed up, they go back.