[acdha]

It’s not as simple as a dynamic language - python code which is heavily using things which are implemented in C will typically have much less margin. In this case, they’re comparing a Pandas dataframe to a much less complicated HashMap and I’d expect a large fraction of the delta to be related to all of the extra magic in Pandas — which is a great cue to ask whether you need that since you’re definitely paying for it.