near- rank - deficiency property

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I am trying to understand low rank approximations and when I was reading up on it, it is stated that one of the methods of getting the low rank approximation is the near-rank-deficiency property holds true for integral equation methods such as laplacian problems. I dont know what the near-rank-deficiency term means.