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If I wanted to normalize a bunch of values that were between zero and 1, where some values were dangerously close to zero such as 0.00001 and others were magnitudes larger like 0.8 - would I take the a log or use something like StandardScaler?

z = (x - u) / s

https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html

If log is indeed the right option here, which log should I take (log2, log5)?

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