For operations where vectorization pandas will be much faster since its based on numpy. That being said, there are things which are very awkard to do in pandas

For operations where vectorization pandas will be much faster since its based on numpy. That being said, there are things which are very awkard to do in pandas which are very easy in pyfunctional