This document discusses visual conversations with data through explanatory and exploratory data visualizations. It provides examples of visualization tools like ggplot2 and d3.js and techniques like exploiting hierarchical structure with treemaps, using pivot tables, and creating macroscopes. The document advocates having visual conversations with one's own data to discover patterns and differences in an emergent and interactive way.