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Default Standard Deviation do I use 520 (20x26) inputs or avg of each

We have 520 inputs...20 categories x 26 participants
For the Standard Deviation do we use the average of the 20 categories or the
520 inputs? We used stdevp on the 520 and got 1.1 When we used the stdevp
on the averages of the 20 categories we got .3
Can you help we are not sure which one is correct?
 
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