# HIDDEN
# Clear previously defined variables
%reset -f


To effectively use data visualizations, you must be proficient with both the programming tools to generate plots and the principles of visualization. In this chapter we will introduce seaborn and matplotlib, our tools of choice for creating plots. We will also learn how to spot misleading visualizations and how to improve visualizations using data transformations, smoothing, and dimensionality reduction.