Subtract the value in a field in one row from all other rows of the same field in pandas dataframe

Question

I have a dataframe as shown below:

data = {\'sid\':[1,1,1,2,2,2],
        \'field1\':[\'start\', None, None, \'start\', None, None], 
        \'field2\':[\'a\