This is really a post where 1 picture = 1,000 words, so please consider the datasets charted below: Pretty different graphs, right? Yet, you might be surprised to hear that they are all identical in the light of common summary statistics: mean, variance, (Pearson) correlation and linear regression. Here are the exact figures: