Relationship between A, P and D of a diagonalizable matrix

• If $A$ is the original matrix.
• $D$ is a diagonal matrix where each non-zero element is an eigenvalue of $A$.
• $P$‘s columns are the corresponding eigenvectors, arranged such that the $n$th column of $P$ is the eigenvector corresponding to the $n$th column (eigenvalue) of $D$.