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DSP and filtering library

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This issue is a todo to add STFT analysis support together with a few basic feature extractors such as spectral flux and mfcc this todo does not include synthesis, which...

Much of the documentation in dsp is sloppy or non existent This issue is to clean up docs, add some examples. It however largely depends on #1.

doc

dct spectrum plots are absolute value, they should be signed.