Context Word: okra. 
Question: PersonX watched a cooking video where PersonY was explaining how to prepare and cook okra, but _ still didn't know what to do. 
Answer: PersonX
PersonX watched a cooking video where PersonY was explaining how to prepare and cook okra, and _ explained exactly what to do.