A scientific community has developed over the past 30 years on the topic of “science mapping” – modeling and visualizing the structure and evolution of scientific inquiry by analyzing features associated with scientific outputs such as articles, their authors, the words used in these articles or article citation patterns. We have found that compelling visual representations (that is, accurate global maps of science) are very useful for understanding current structures and trends along with how science has evolved.