Block Diagonal Matrix and Similarity Transformation

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Some matrices cannot be diagonalized. In such cases the "best" you can do is to make them block-diagonal; in linear algebra this is called the Jordan Form. To me it looks like this is what the notes are talking about.

EDIT: right after posting, I remembered that the Jordan form has upper-triangular blocks, so the notes are not doing that...

Jason