Question

What do eigenvalues tell us?​

Answer 1

Eigenvectors and values exist in pairs: every eigenvector has a corresponding eigenvalue. An eigenvalue is a number, telling you how much variance there is in the data in that direction, in the example above the eigenvalue is a number telling us how spread out the data is on the line.