Introduction -- Macroprudential Oversight -- Macroprudential Data -- Data and Dimension Reduction -- Data-Dimension Reductions: A Comparison -- Extending the SOM -- Self-Organizing Financial Stability Map (SOFSM) -- Exploiting the SOFSM -- Decomposing Financial Crises with SOTMs -- Conclusions,...