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Jeff Jones
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Practical Statistics for Data Scientists: 50 Essential Concepts, by Peter Bruce

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Do not confuse standard deviation (which measures the variability of individual data points) with standard error (which measures the variability of a sample metric).
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Practical Statistics for Data Scientists: 50 Essential Concepts
Practical Statistics for Data Scientists: 50 Essential Concepts
by Peter Bruce
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