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A matrix can look like a wall of numbers, but most of them are redundant. Walk the columns of a small four by five matrix and only two are genuinely new — every other column is a simple recipe of those two, so the rank is just two. That means the matrix factors exactly into a four by two times a two by five: the independent columns are the ...
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