## Scatterplot Matrix

We set variables appropriately for the multiple linear regression model

`Response`to predictor

`X1`up to

`X9`.

The set of scatterplots for each pair of variables can be produced in a matrix form for the response and the explanatory variables . Collinearity appears in such a matrix as a close linear relation between a pair of the explanatory variables.