Standard deviation in each quartile of a dataset
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Say I have a dataset (an array of 1 row by say, x, columns) that I want to divide into 4 quartiles.
How can I divide it into quartiles and compute the standard deviation of the data in each quartile, then plot the resulting standard deviations as a bar plot with the quartiles on the x-axis and standard deviation values on the y-axis?
Thank you in advance, all help is appreciated!
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Image Analyst
2022년 6월 12일
Not sure what you mean by quartile but maybe it's 1/4 of the sorted data. If so, try this:
vec = sort(yourOriginalVector);
numElementsPerQuartile = numel(vec)/4;
stDev(1) = std(vec(1 : numElementsPerQuartile));
stDev(2) = std(vec(numElementsPerQuartile + 1 : 2 * numElementsPerQuartile));
stDev(3) = std(vec(2*numElementsPerQuartile + 1 : 3 * numElementsPerQuartile));
stDev(4) = std(vec(3*numElementsPerQuartile + 1 : end));
bar(stDev);
grid on
ylabel('Standard Deviation')
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