The incident occurred at the RM Palmer Company in West Reading. Two people are dead, 9 are missing and multiple others are injured after an explosion at a chocolate factory Friday in West Reading, Pennsylvania, police and city officials said. The explosion occurred at around 4:57 p.m. at the RM Palmer Company in West Reading, located about 60 miles northwest of Philadelphia.