Are the giant oscillations part of the noise - all noise - or do they have signal in them? If you had to draw the true signal, what would it look like? If we know what you want it to look like, we can perhaps design a filter to produce that, then you can call that your true signal and then subtract it from the original signal to get only the noise.
Also, can you attach the data file so we can play with it ourselves?
