SSP

With previous App (Rejecting Epochs based on channel amplitude) we could get rid of so many epoch, maybe that's acceptable if we have a visual or auditory experiment because it's easy to acquire more data, but we used to work also with taste/olfactory data and we typically have like two to three stimulation per minute so we have really just few trials and so few epochs, meaning we don't want to lose them all so we might be interested in ways to preserve these data and to somehow get rid of the artifact without actually having to drop these epochs. If there was a way for us to remove the blinking artifact from our epochs without having to remove the entire epochs that would be awesome. There is multiple methods to do so, one approach that is commonly used in meg but can also be applied to eeg, but it's not so common is called signal space projection (SSP). It essentially uses PCA to get a hold of the artifact and then tries to project it out or regress it out of the data. MNE has some convenience functions to automatically help us detect EOG and ECG artifacts, create ssp projectors to remove these artifacts from the data.