Machine learning-based training of brain activity has led to exciting developments: reducing fears, changing preferences, and even increasing confidence. Unfortunately, data to better understand the mechanisms of brain self-regulation remain scarce. A group of researchers from Japan, the U.S. and Canada have joined forces to release the largest existing dataset of the sort.