how to calculate percent change rate on a multi-date dataframe elegantly?

Question

I have a dataframe, which index is datetime. it contains a columns - price

In [9]: df = pd.DataFrame({\'price\':[3,5,6,10,11]}, index=pd.to_datetime([\'2016-0