context: It is probably not the case that Julius is a frog. It is improbable that Mary discarded the apple. It is probably not the case that Lily is white.
hypothesis: There is a better than even chance that lily is white, and Mary discarded the apple.
valid_hypothesis: There is almost no chance that lily is white, and Mary discarded the apple.
invalid_hypothesis: There is a better than even chance that lily is white, and Mary discarded the apple.
hypothesis_assertion: Lily is white, and Mary discarded the apple.