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Hi,

The reduction in the feature vector size didn't really affect the results, as the new re-modelled signal is pretty good in terms of results.
Yes, I can perhaps put the results without the modelling there too for the second draft!
Actually the reason that why the 1-NN is better is still a question mark for me, but the results are certain that it is better.

I really appreciate your positive comments and points, Thanks!