This document discusses new tools for visualizing complexity. It describes macroscopes, which combine big data, algorithms, and visualization to understand complex systems. Examples are given of tracking global conversations around topics and visualizing relationships between entities. Needed investments are cited to further develop these tools. Strategic applications are envisioned using dynamic, real-time interactive interfaces.