Variance
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What it is
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a measure of how far data points spread out from the mean
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Sample variance formula
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Grouped-data computational formula
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, a shortcut avoiding the need to compute each deviation from the mean directly
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Caution
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this shortcut subtracts two large, similar-magnitude sums — for large data values, this is vulnerable to Catastrophic Cancellation (see the Numerical Methods knowledge base), which can even produce a nonsensical negative variance under limited computational precision
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