Which Nonparametric outlier detection do you suggest to detect outliers (red points) in these plots? I have tested std, IQR, etc., but no good result. It is just one vector including normal and outliers. Thanks for your help.

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Arkan
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Can you please explain the axis? How many vectors does the upper plot contain? Four vectors, each starting from 80, 30, -30, -40 or only single vector? – aivanov Dec 12 '21 at 21:03
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This is just one vector. – Arkan Dec 13 '21 at 12:29
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Can you plot this such that the temporal structure of the data is clear? Right now points along time are overlapping – Jon Nordby Dec 18 '21 at 18:54
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Without better info (requested above) it is not really possible to answer this – Jon Nordby Jan 03 '22 at 16:55
