I have two matrices, 22007x3
and 352x2
. The first column in each is an index, most (but not all) of which are shared (i.e. x1 contains indices that aren't in x2).
I would like to combine the two matrices into a 22007x4
matrix, such that column 4 is filled in with the values that correspond to particular indices in both original matrices.
For example:
x1 =
1 1 5
1 2 4
1 3 5
2 1 1
2 2 1
2 3 2
x2 =
1 15.5
2 -5.6
becomes
x3 =
1 1 5 15.5
1 2 4 15.5
1 3 5 15.5
2 1 1 -5.6
2 2 1 -5.6
2 3 2 -5.6
I've tried something along the lines of
x3(1:numel(x1),1:3)=x1;
x3(1:numel(x2(:,2)),4)=x2(:,2);
but firstly I get the error
??? Subscripted assignment dimension mismatch.
and then I can't figure out I would fill the rest of it.
An important point is that there are not necessarily an equal number of rows per index in my data.
How might I make this work?
Taking Amro's answer from here
[~, loc] = ismember(x1(:,1), x2(:,1));
ismember's second argument returns the location in x2 where each element of x1 can be found (or 0 if it can't)
a = x2(loc(loc > 0), 2);
get the relevant values using these row indices but excluding the zeros, hence the loc > 0
mask. You have to exclude these as 1, they are not in x2 and 2 you can't index with 0
.
Make a new column of default values to stick on the end of x1. I think NaN()
is probably better but zeros()
is also fine maybe
newCol = NaN(size(x1,1),1)
Now use logical indexing to get the locations of the non zero elements and put a
in those locations
newCol(loc > 0) = a
Finnaly stick it on the end
x3 = [x1, newCol]