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Standard Deviation

Average spread of values around the mean.

Standard deviation (σ) quantifies dispersion. In finance it is the main measure of volatility. A daily return std dev of 1.5% annualises to about 24% — roughly in line with an equity index in a normal year.

std = returns.std()
ann_vol = std * np.sqrt(252)