Ugly, Bad, and Wrong Figures, From Data to Visualization.Visualizing Data: Mapping Data onto Aesthetics,Aesthetics and Types of Data,Scales Map Data Values onto Aesthetics

Cartesian Coordinates,Nonlinear Axes.Coordinate Systems with Curved Axes.

Color as a Tool to Distinguish, Color to Represent Data Values, Color as a Tool to Highlight.

Amounts,Distributions,Proportions, x–relationships, Geospatial Data, Uncertainty.Visualizing Amounts: Bar Plots,Grouped and Stacked Bars,Dot Plots and Heatmaps.

Visualizing Distributions Along the Vertical Axis,Visualizing Distributions Along the Horizontal Axis. Titles, Captions, and Tables: Figure Titles and Captions