Definitely occured: time step 2 and 5; might occur:time step 1, 3 and 4;
Case A or B unknown, best expectation = 0.5; behave randomly will achieve Case A or B known, best expectation = 0.55; For case A, choose action 2; whereas case B, choose action 1;