vdf.describe() really slow

Well, yea, you're running a statistical summary across 17B rows. I'd expect that to take at least a little while...

It's meant as an exploratory function - not something you'd actually bake into a production process. Also, if you don't need all those statistics, you could just call specific things like stddev() or whatever, if that's what you're actually interested in.