Chartjunk is basically anything in a graph that does not help to comprehend the data that the chart is showing; anything that distracts the reader away from it is chartjunk. Here I just want to have at hand this very useful gif that illustrates the concept of chartjunk.
Check out Darkhorse Analytics’s page.