context: It is highly unlikely that Bernhard is green. It is probably not the case that John went to the garden. It is impossible that Lily is a frog.
hypothesis: There is a very good chance that 'Lily is a frog and John went to the garden'.
valid_hypothesis: It is impossible that 'Lily is a frog and John went to the garden'.
invalid_hypothesis: There is a very good chance that 'Lily is a frog and John went to the garden'.
problog: 
    and(A,B) :- A,B.
    or(A,B) :- A;B.
    nand(A,B) :- not(and(A,B)).
    nor(A,B) :- not(or(A,B)).
    xor(A,B) :- or(A,B), nand(A,B).
  
    %hop0
    0.05::factA.
    0.25::factB.
    0.0::factC.
    
  
    %hop2
    conclusion:-and(factC,factB).
  
    query(conclusion).
    
hypothesis_assertion: 'Lily is a frog and John went to the garden'.