How to substitue NaN cells in a column (or matrix) with the previous valid number?
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Hi guys, pretty easy question i guess...
I have a very big matrix full of NaN values, thousands of them in each column. I need to replace them with the fist oldest value available..
Let's say that i have a column like this:
1
2
4
NaN
2
In this case i should replace NaN with 2. I have some complexities, for example i may not have a rectangular matrix and i could have some nan at the end of the column... in this case i should replace the nan with the first value "up".. Example:
1
3
2
NaN
NaN
In this case the NaN must become both 2.
I attach an example of a little .mat file ready to make some tries.
Thank you so much for the help.
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Joseph Cheng
2014-3-18
编辑:Joseph Cheng
2014-3-18
This is the quickest way I was able to come up with. Not very elegant or probably the most optimal way but here is it. I would start by finding the last non-NaN value and having it substitute the last entry in the column. This ensures that the very last entry is a number. Then replaces each NaN value with the following number until there is no more NaN values left in that column. Then moves to the next column.
iexample = Example;
for i =1:4
temp = iexample(:,i);
A = isnan(temp);
A = find(A==0);
temp(end) = temp(A(end));
while sum(isnan(temp))~=0
B = isnan(temp);
B = find(B==1);
temp(B)=temp(B+1);
end
iexample(:,i)=temp;
end
I was hoping i would be able to come up with a scheme instead of the while loop by substituting consecutive NaN by the first valid number after the NaN. But haven't figure that one out yet.
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