More Augment Functions - task 3 - Hilbert - #51 #173
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Hilbert implementation without using Scipy for both pandas and polars.
I have tested outputs against the scipy implementation and confirmed the results match.
May need assistance to see if there are ways to better implement in Polars.
The time was 4x longer using polars. Possibly because I am required to still use numpy's implementation of FFT since there is none that i found in polars.
Will submit updated init files in seperate PR