Consider a matrix . In general, this matrix has rank

Now, suppose we wish to column-center the data. We can do this algebraically by using what is known as the centering matrix,

where is the matrix where for all . Multiplying with results to the centering of all the columns.

The vector of ones is the only independent element in its nullspace and so . Therefore,

Similarly, for the row-centered matrix ,

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