After a two-year pandemic-prompted hiatus, the Dorchester Day Parade will journey up the avenue once again on Sun., June 5. The parade, which starts at 1 p.m. in Lower Mills, follows a three-mile course up Dorchester Avenue to Columbia Road. The all-volunteer committee that organizes the event hopes it will quickly regain its foothold as the year’s largest celebration of