i am interested about one thing and please help me,let us consider following matrix

it is taken from following link
http://www2.kenyon.edu/Depts/Math/Paquin/PracticeExam1Solns.pdf
where this matrix is reduced to row echelon form and is found both row space basis and column space basis,but for row space,we see that basis for row space is different basis from column space,also some lecturer use term basis for matrix itself,for example suppose that first and third row gives us non zero determinant,$|3*4-(-1)*4|=16$ and suppose that all others are zero,then lecturer says that basis are $[3,4 ,0, 7]$ and $[-1,4,0,3]$
so does these terms are same?i mean what is different according to our matrix between basis of whole matrix,row space and column space?please help me