I know this is one of the most repetitive question but bear with me please. I am trying to gain an intuitive understanding of eigenvectors. I had this example in my mind where there is a matrix A, the columns correspond to features of house such as floors, rooms etc and rows correspond to houses. Now if I compute the eigenvectors of this matrix what information will those eigenvectors give me ?