> 1. Randomly draw, with replacement, 526 measurements.
>

You are only justfied in resampling in this way if you know that all
your observations are iid. I didn't quite follow your problem but it
sounds that the iid assumption is not justified. If your obs were iid
then there would probably be much easier ways of testing your
hypothesis than bootstrap.

Could you please explain you problem again...How many obserations of
the time series (1...T) do you have (i.e. what is T?) How many
variables are in each observation of the time series(20?)? What are you
testing about this time series?


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