As a sanity check, we should include a beta/theta ratio metric in our ML work. This should be relatively straightforward to do with the MNE library.
Details on the FFT and band means used in our app:
- FFT input length, FFT length, and sampling rate: 256
- Epoch length: 256 samples (1s)
- Epoch interval: 250 ms (4times/s)
- FFT buffer smoothed over last 4 epochs
- Theta range: 4-8hz
- Beta range: 13-30hz