[lowmagnet]

I find pandas documentation verbose but ultimately not real world. Every one of them generates random values which aren't visually distinct. Makes it hard to follow operations.

[theseatoms]

I completely agree with this assessment. Demonstration of the functionality is technically all there. It's often just hard to parse.

(Admittedly, this is a bit of a nitpick for free software. Overall, I'm very happy with the package.)