Drake is my new favourite R package. Drake is a tool for orchestrating complicated workflows. You piece together a plan based on some high-level, abstract functions. These functions should be pure — they need to be defined by their inputs only, not relying on any predefined variables that aren’t in the function signature. Then, drake will take the steps in that plan and work out how to run it. Here’s how I’ve defined the plan above: