Plot time series with irregular intervals and interpolate at regular intervals
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Hello all,
I have a matrix which contains data in this format: [ Date Time(HHMMSS) Price ]
2 70052 40.175
2 70214 40
2 70249 40
2 70347 40
2 70400 40
I want to be able to plot this as a time series as is, and then do linear interpolation for some interval (e.g. 15 mins) to get a reduced matrix. How may I be able to do this? I tried plotting the 3rd column but it becomes equally spaced 1 second intervals.
Thank you,
Answers (1)
Jonathan Epperl
on 11 Nov 2012
You plot minutes vs. price by running (Assuming your data is in the variable M)
plot(M(:,2),M(:,3));
With regards to the interpolation you need to be a little more specific. You fit the best (in the least-squares sense) straight line to your data by running
r = [M(:,2) ones(size(M,1),1)]\M(:,3)
% Check v your Data
plot(M(:,2),M(:,3),'kx',M(:,2),r(1)*M(:,2)+r(2),'r');
legend('Data', 'Linear Interpolation')
so that r(1) is the slope, r(2) the intercept of the line.
9 Comments
Jonathan Epperl
on 11 Nov 2012
Could you elaborate on that? The middle column is supposed to be HHMMSS, but there are entries where the 2nd to 3rd digits are >59? How could that happen? Do you want to simply discard those points, or do you want to convert those so they make sense?
Matt Fig
on 11 Nov 2012
Jonathan, read the time from the last digit. The leading 0 is absent....
70052 = 07:00:52
Jonathan Epperl
on 11 Nov 2012
Matt, like I was saying, 2nd to 3rd digits are >59? Still, how is that possible if those are actually hours, minutes and seconds without the separators?
Matt Fig
on 11 Nov 2012
Oh I missed the first comment. I thought you were seeing that in the OP.
Louise
on 11 Nov 2012
Walter Roberson
on 11 Nov 2012
seconds = fix(M(:,2)/10000) * 60 * 60 + fix(mod(M(:,2),10000) / 100) * 60 + mod(M(:,2),100);
plot(seconds, M(:,3))
Walter Roberson
on 11 Nov 2012
The code I gave converts everything to seconds, not to minutes/seconds. You need continuous ranges in order to interpolate. The serial date format such as is returned by datenum is fine for interpolation.
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