*If a categorical variable does not carry any meaningful order information then this encoding might be misleading to downstream statistical models and you might consider using one-hot encoding instead (see below).
Shouldn’t this line be the opposite. Encoding a categorical column which does not contain any meaningful order would be preferable using OridnalEncoder rather than the opposite?