Graphs help us make sense of data. In order to do that we need to be able to see the data clearly. One important principle is to remove unnecessary information and design your graph to focus on the information you want to show. This blog post by Cole Nussbaumer from Storytellingwithdata illustrates this really well.
Presenting data with Excel