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This lecture discusses a specific example of a matrix A that is not diagonalizable, showcasing how to calculate its characteristic polynomial, trace, determinant, and eigenvectors. Through geometric interpretations, it explores the concept of eigenvalues and eigenvectors in linear algebra.