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These are the changes I've made regarding the data augmentation.
The change in create is what I believe is the appropriate change to fix the time series error I was getting before.
I have set up roll so that it rolls over time a given number of time steps (or percent).
So roll2 (or rolls2) will roll the time step by 2, rollp25 will roll the time series by 25% of the number of time steps.