There are two branches to visuals in data science: visual analytics and visualization. The difference between the two is important in this chapter. Think of visual analytics as an additional tool for stages 1 to 3 in the Data Science Process (identifying the question, preparing the data and analysing the data). Visualization is what lies at the core of stage 4, data visualization.

