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First mean is calculated.
Then calculate deviations from the mean.
Then the deviations are squared.
Then the squared deviations are summed up.
Finally this sum is divided by number of items for which the variance is being calculated. For a population, it is by the number of values, in this case 12. If it is a sample, then we divide by one less, which is 11,

For these figures, the variance for the population is 11069.24306. If it is a sample, it is 12075.53788 as the result.

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Q: How do you find the variance 415 10 8 33 25 36 66 63 50 64 49 40?
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