context: It is highly likely that Lily is a frog. It is highly likely that Bernhard is a swan. It is likely that Brian is a lion. It is unlikely that if Brian is a lion, or Lily is a frog, then Greg is yellow. It is likely that if Brian is a lion, or Lily is a frog, then Daniel got the milk. We doubt that if Brian is a lion, and Lily is a frog, then Emily is a sheep.
hypothesis: It is almost certain that lily is a frog, or Daniel got the milk.
valid_hypothesis: It is almost certain that lily is a frog, or Daniel got the milk.
invalid_hypothesis: It is highly unlikely that lily is a frog, or Daniel got the milk.
hypothesis_assertion: Lily is a frog, or Daniel got the milk.