The code is broken into two R scripts. Regressionfitbitdata.R is primarily for communication with the Fitbit API, returning data, and cleaning it to create a data table. The second script regressionoffitbit.R, reads the data and creates a regression model to predict the amount of calories burnt in a day's activities.