When a span of set of vectors is equal to span of canonical basis with the same dimension

linear algebra

I need to clarify some linear algebra concepts;
Row vectors $[1,0,0,0],[0,1,0,0] \in R^4 $ span a subspace of dimension $2$.
And rows $[0,1,0,0] [0,0,0,1]$ as well, and I think they do not span the same subspace, but have same dimension, and I'm not sure
why is that?
When span of set of vectors is equal to span of canonical basis(which generates entire $R^2$ with the same dimension? I'm confusing the concepts, thanks for help in advance

Best Answer

Indeed they span different subspaces. Why would you think that they span the same subspace?

Consider a simpler example that can be visualised easily. Consider $R^3$ and clearly $(1,0,0)$ and $(0,1,0)$ span the entire $xy-$plane however, $(0,1,0)$ and $(0,0,1)$ span the entire $yz-$ plane.

Why so? It is because taking only a few basis doesn't exhaust all the cases. In this case, taking only two such as $(1,0,0)$ and $(0,1,0)$ doesn't consider the case $(0,1,0)$ and $(0,0,1)$.

To generate a subspace, no. of linearly independent vectors should be equal to no. of basis of that subspace which is also called dimension of the subspace.