Many states are embracing “data science” as a new high school course that emphasizes data visualization and data storytelling. In this session we describe hands-on data science activities with spreadsheets that we developed as part of the STEMcoding project (http://youtube.com/STEMcoding). These activities strongly align with various math, science and computer science standards. They can be used in a year long data science or statistics course, or they can enhance science, math or computer science courses.