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How to check for bivariate Gaussianity without the use of regression check?

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user1102
user1102

How to check for bivariate Gaussianity without the use of regression check?

What steps could be taken to check for bivariate Gaussianity without using regression based check? Can we somehow employ the use of definition of variogram measure for assessing spatial variability?