Enabling computational reproduction of neuroscience results will greatly benefit both reproducibility and creativity with research data no matter the model or modality, from large scale multi-center fMRI trials to optical Ca2+ imaging in zebrafish. Therefore, a strong data strategy is required that can absorb the huge increment in work hours / effort required for the preparation of such publications.