context: There is a very good chance that Lily is gray. There is almost no chance that Bernhard is a frog. It is probably not the case that Greg is a swan.
hypothesis: It is likely that either Bernhard is a frog, or Greg is a swan.
valid_hypothesis: It is probably not the case that either Bernhard is a frog, or Greg is a swan.
invalid_hypothesis: It is likely that either Bernhard is a frog, or Greg is a swan.
hypothesis_assertion: Either Bernhard is a frog, or Greg is a swan.