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Description
Hello,
Thanks for creating this amazing package. It helps others to use it for different applications.
I have three things to discuss regarding the snippets:
(1) It would be great if the locations of all snippets could be returned as well. (By that, I mean all the subsequences that are close to a snippet which is considered as the representative of those subsequences).
(2) "Probable" Bug: I have an hourly data recorded in a year (array: 8760-hr time series). I tried to find two snippets (with length 24, and window size=12) and I got a result. Then, I just deleted the first 12 samples (i.e. new_array = array[12:]). Rationally speaking, there should be no change in the snippets, but that is not the case as the results have been changed drastically. I also tried array[1:] and the result was the same as the first one but with one hour shift.
I noticed that, in all three cases, the index (given in the result), from which the snippet starts, is multiple of 24 (my snippet size) which might be a little bit strange.
(3) I tried to read the snippet paper published by Dr. Eamon Keogh's team. I found the subsequent length m, the snippet size. However, I couldn't find the purpose of window size, the one used in the snippet function in this package. It would be great if you could give some elaboration on this matter.
Best,
Nima