Expanding mean of time delta

Question

Having the following DF:

df = pd.DataFrame({\'id\':[1,1,1,2,2,2,2],
\'timestamp\':[\'2020-09-01 18:14:35\',\'2020-09-01 18:14:39\',
\'2020-09-01 18:14:40\',\'