New tools for raw data characterization of 'big data' are required to suggest initial hypotheses for testing. The widespread use and adoption of web-based maps have provided a familiar set of interactions for exploring abstract large data spaces. Building on these techniques, we developed tile based visual analytics that provide browser-based interactive visualization of billions of data points.