When I set up the matrix and reduce the rows. This will show if its independent or independent?
It will show whether the vectors are linearly independent or linearly dependent.
Yes, because if you don't obtain the identity matrix, one or two of the vectors are dependent.
Take this rref matrix as an example.
This is telling us the 3rd column can be written as 5v1+2v2.