Reverse Box-Cox transformation

SciPy has added an inverse Box-Cox transformation. https://docs.scipy.org/doc/scipy/reference/generated/scipy.special.inv_boxcox.html scipy.special.inv_boxcox scipy.special.inv_boxcox(y, lmbda) = Compute the inverse of the Box-Cox transformation. Find x such that: y = (x**lmbda – 1) / lmbda if lmbda != 0 log(x) if lmbda == 0 Parameters: y : array_like Data to be transformed. lmbda : array_like Power parameter of the Box-Cox … Read more

How to correctly use scipy’s skew and kurtosis functions?

These functions calculate moments of the probability density distribution (that’s why it takes only one parameter) and doesn’t care about the “functional form” of the values. These are meant for “random datasets” (think of them as measures like mean, standard deviation, variance): import numpy as np from scipy.stats import kurtosis, skew x = np.random.normal(0, 2, … Read more

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