Dask to Distributed Can Work Really Well

A lot of data frame operations are not embarrassingly parallel. A filter or sorry, a join needs a shuffle. And that's why you see those tools being slower than Pandas. I feel like Pollers kind of has a different way, but attempts to solve some of those problems.