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This Gist is about how I use PyAudio, NumPy, and Matplotlib to plot freqency spectrum of system sound or microphone.

You can read this blog post for more detail or watch this video:

https://i.ytimg.com/vi/hiGB_AP6iTo/maxresdefault.jpg