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I have an apparent time-series/sequencial (supervised: multi-class classification problem) dataset with each data-point time-stamped. However, some domain intuition tells me that the data is static and no need to treat them as time-series data. I have also verified that a non-timeseries method fits (even with rigorous cross-validation and other good practices) the data well. However, I want to prove this in more rigorous/methodological way, preferably in python but R is also fine if no alternative. Is there any method/test that validate my hypothesis?

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