@trachelr I think we're running into a confusing API issue on trying to mix sklearn naming with the mne ICA naming. We should agree on one variant and use it consistently across mne objects. Yes, transform == get_sources. Also we should wait and learn from @agramfort why he added the lines here. If this is additional attributes needed to inverse transform later they're good here.