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I've included a couple of links. Statistical theory can never tell you how many samples you must take, all it can tell you the expected error that your sample should have given the variability of the data.

Worked in reverse, you provide an expected error and the variability of the data, and statistical theory can tell you the corresponding sample size.

The calculation methodology is given on the related links.

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Q: How To Determine Sample Size?
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