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For a given -by- matrix , its {\em normalized numerical range} is defined as the range of the function $f_{N,A}\colon x\mapsto (x^*Ax)/(\norm{Ax}\cdot\norm{x})\ker A$. We provide an explicit description of this set for the case when is normal or . This extension of earlier results for particular cases of -by- matrices (by Gevorgyan) and essentially Hermitian matrices of arbitrary size (by A. Stoica and one of the authors) was achieved due to the fresh point of view at as the image of the Davis-Wielandt shell under a certain non-linear mapping .

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