I am working on a simple audio spectrum analyzer using FPGA. For the preprocessing part, my idea is to use python to convert wav file to csv file, and then feed the data to a fast fourier transform module. Is it possible to get it work?
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There are plenty of available open source modules to perform this: A GitHub repository for same.
Just open github and type wav to csv and you'll find quite a lot of them. Or even google a bit and you can find lot of answers on same.
One small query though. You basically want to convert the .wav file into a time series data right?
In that case, I'll highly recommend to go through: KDNugget's post about same.

Amit Amola
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