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numpy scale array

a = np.array([]) # Your values
np.interp(a, (a.min(), a.max()), (-1, +1))
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scale in numpy

abs_max = np.amax(np.abs(unnormalized_array))
normalized_array = unnormalized_array * (4.0 / abs_max)
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