Relevance is a lot more than simply showing internet pages about pet dogs, not cats, when somebody queries for “puppies.” When in row echelon variety, the rank is clearly exactly the same for both of those row rank and column rank, and equals the volume of pivots (or standard columns) https://rsac.org