Exploring tail dependence

The XY scatter plot shows a sample from the Gaussian distribution with correlation between the two variables. The correlation can be calculated for just a portion of the data. If only the top portion is considered (all values above the threshold) then the strength of the dependence decreases towards zero. Sample size
Sample dependence
Threshold value