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How to detect and remove outliers in excel data using matlab

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Hi
I am working on validation of direct normal irradiance (DNI) data. i have ground data for 2 years and I want to detect and remove outliers from the data (values beyond three standard deviations around the mean). data is in excel and is at ten minutes interval. Moreover, data in excel has various columns and I am only concerned with time column and DNI (4 column in screenshot). I need to know how can i do this using matlab. Any help will be highly appreciated. screenshot of data in excel is attached.

Answers (1)

Davide Masiello
Davide Masiello on 3 Mar 2022
I'd try something like this
clear, clc
T = readtable('excelfilename.xlsx');
time = T.time(T.dni > mean(T.dni)-3*std(T.dni) & T.dni < mean(T.dni)+3*std(T.dni));
DNI = T.dni(T.dni > mean(T.dni)-3*std(T.dni) & T.dni < mean(T.dni)+3*std(T.dni));

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