Multicollinearity

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1.Why is investigating into collinearity amongst variables important?

2.What’s Orthogonality?

3.How does VIF value help?

4.How to use Eigen Values?

5.What condition indices and condition number is?

6.How to use eigen vectors and eigen values to find Collinearity?

7.Explanatory variables are also called as..!