What does real difference mean in science?

There are two ways to work out the real difference mean in science. Firstly, the real difference means when the ranges for two different values do not overlap. If they do overlap, then there may not be a difference in the true value. Secondly, if there is a real difference, the range of one value should not overlap the mean of another value.