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add note that Normalizer implements "Spatial Sign" #12397

@amueller

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@amueller

Apparently l2 normalizing the input data is also known as "spatial sign":
https://pubs.acs.org/doi/pdf/10.1021/ci050498u

We should maybe add this to the user guide and/or docstring?

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