Problem: What are the most important words?
a rack full of closed umbrellas outside a shop
Answer: rack, shop, umbrella

Problem: What are the most important words?
politician waved to members of the audience after speaking at a rally on saturday .
Answer: audience, politician, rally

Problem: What are the most important words?
container ships loading in the port
Answer:
load, port, ship