For an matrix over the real numbers, write its rows as and its columns as . Then
Thus the row space and column space consist of all linear combinations of the corresponding rows and columns; the null space is the kernel of a linear map represented by . The matrix rank counts independent row or column directions, with row rank equal to column rank.

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