Fix the Time Series Docs

[chukarsten]

They look a hot mess.

We need to handle all these warnings and clean it up.

[sbadithe]

Hi! Maybe a silly question: but is the intent of this ticket to suppress the warnings in the docs or to modify the demo such that it no longer throws warnings?