thanks @JakeSimpson for your debugging idea, i shouldve tried that the first thing.
below shows consistency in random outcome, and we can say the random stream is replicated perfectly here.
so the issue must be with the map logic, even though i ran out of workarounds to solve it, i might have to change the whole approach.