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If I got it correctly, you might have the following scenearios: labeled samples with tag A or B per date-time index, having as informative attributes the present + some lag values of interest --> (this would be a standard classification approach without time ordering bein necessary) sliding window of samples (what you mean by subsequences) --> here ...

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