context: There is almost no chance that John dropped the milk. It is almost certain that Lily is a frog. It is certain that Julie is in the bedroom.
hypothesis: It is unlikely that lily is a frog, or John dropped the milk.
valid_hypothesis: It is almost certain that lily is a frog, or John dropped the milk.
invalid_hypothesis: It is unlikely that lily is a frog, or John dropped the milk.
hypothesis_assertion: Lily is a frog, or John dropped the milk.