1. Data visualizations do not speak for themselves and need words and context to provide meaning. 2. While data visualizations are useful for identifying patterns, they often only scratch the surface and deeper qualitative analysis is needed to understand the full context and meaning. 3. When analyzing social media data, data visualizations are limited because they reduce large amounts of data and obscure important details; combining visualizations with in-depth qualitative analysis provides a more complete understanding.