Ah, I think I see. Ignoring the bitmask might mean that I would be using potential rubbish without me being able to tell. In that sense, pandas would not have a real concept of missings in that it does not treat nan and missing differently,? That is where I was getting things wrong. One would have to be careful doing conversion from pandas then, right?