context: There is little chance that Lily is a frog. There is almost no chance that Brian is a lion. It is probably the case that Bernhard is yellow.
hypothesis: It is highly likely that lily is a frog, and Bernhard is yellow.
valid_hypothesis: It is highly unlikely that lily is a frog, and Bernhard is yellow.
invalid_hypothesis: It is highly likely that lily is a frog, and Bernhard is yellow.
hypothesis_assertion: Lily is a frog, and Bernhard is yellow.