How to split 1 channel audio into 2 channels?

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I have an audio file with two speakers on 1 channel. I would like to separate the audio in 2 channels (one per speaker).

I was thinking of splitting on silences, or more complicated things like speaker diarization to i.e. to detect different speakers in an audio recording.

How would you do?

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