If we want to understand the correlation between data attributes, we have to understand is if they covary. That means that when one variable moves from its mean, we would expect that a related variables would change in a similar way.

If we want to understand the correlation between data attributes, we have to understand is if they covary. That means that when one variable moves from its mean, we would expect that a related variables would change in a similar way.