def add_age_to_icustays(stays): stays['AGE'] = (stays.INTIME - stays.DOB).apply(lambda s: s / np.timedelta64(1, 's')) / 60./60/24/365 stays.AGE.ix[stays.AGE<0] = 90 return stays