Let us start with a given
matrix 
.
The aim of this entry is to compare nullspace, column space and row space between
,
and
. Obviously,
and
are
and
matrices respectively.
Nullspaces. We start with the following result
Proposition 1. The following

holds.
Proof. Pick an arbitrary element
, i.e.
, we can see that

so
.
Conversely, assume
is such that
, as a consequence,
. This gives us the fact
.
Consequently,
which proves
.
In other words,
.
Remark.
is no longer true since these two matrices have different dimension.
Regarding to matrix
, one has
.
Similarly, involving matrix
, one gets
.
It now follows from Proposition 1 that
.
In other words, column and row spaces associated to
and
have the same dimension respectively.
Row spaces. We prove the following
Proposition 2. The following

holds.
Proof. The way to compare column spaces is to use the following facts

and
.
Equivalently, from the first fact we need to show that
.
In term of the second fact, once you have a suitable matrix
the column space of
is indeed contained in the column space of
. Therefore

which turns out to be

since they have the same dimension, equality occurs.
Remark. This comes from the proof above. If you have a good matrix
, the following is true
.
Column spaces. We prove the following
Proposition 3. The following

holds.
Proof. This is trivial by using Proposition 2.
Remark. If you have a good matrix
, the following is true
.