what is the reason to draw the scatterplot matrix for the mcmc sample?

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I found some bayesian paper try to draw the scatter plot matrix for the parameters.

I just wondering what is the goal to draw this scatter plot matrix?

what is the meaning if I see some linear or nonlinear relationships between samples.

Thanks enter image description here

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