…hat time and energy into low-level graphical manipulation can make you worse at data visualization, because the entire library is framed as an engineering solution to an engineering problem, and data visualization is not an engineering problem. Data visualization is a communication problem. Good data visualization is achieved through good design, regardless and often in spite of the choice of tool.