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With 2000 samples/sec for 20 sec, this works out
to 0.58/200 = 3D 0.0029. This is the expected
standard deviation for the means you calculated.
Your means show a st dev of 0.0047, which is
noticeably bigger than the results of the simulation,
but in the same ballpark. The difference is
probably not statistically significant.