An alternative is to conduct this as a whiteboard exercise (works well esp. if Java isn't working or time is tight)
Demonstrate correlations and non-linear relations (5 mins). If time allows (generally not), set the task as a problem - to draw scatterplots and work out the correlations for each nominated pair and then to explain what is going on (10 mins).