I am not 100% sure how pandas are handling dates but:
It looks like your dates are in a string format and you are asking for the minimum and maximum value of these which does not make any sense. Asking for the maximum in a list of strings is like asking a book for its maximum word.
You need to convert your dates into some kind of number (try and look up pythons Datetime library), sort it, then convert it back again to strings.