Re:Polars
by YetAnotherNick on Monday January 08, 2024 @10:44PM
(#38922044)
Where is it written in pandas documentation? Pandas dataframe is stored in list of 1d numpy arrays, not a single 2d array.
The columns with common dtypes are grouped together in something called "blocks" and inside those blocks are 2D numpy arrays. It is probably not in the documentation because it is seen as implementation detail but you can see the block manager's structure in this article (https://dkharazi.github.io/blog/blockmanager/) or in this talk (https://thomasjpfan.github.io/scipy-2020-lightning-talk-pand...).
It's in the documentation.
I just learned pandas recently, and I would have said this same thing. Not because I read through the numpy code, but because I read the documentation.
Is it wrong? Can't a user pick up a new tool and trust some documentation without reading through 100's of libraries built on libraries.
When was last time someone traced out every dependency, so they can confidently say something is "Myth".