Machine learning-based training of brain activity has led to exciting developments: reduce fears, change one's preferences, or even increase one's confidence. Unfortunately, data to better understand the mechanisms of brain self-regulation remain scarce. A group of researchers from Japan, the US and Canada have joined forces to release the largest existing dataset of the sort.