In this tutorial we will explore the Palmer Penguins dataset, starting with exploratory charts, then creating a linked animation, and concluding with converting the animation into a simple interactive visualization. In doing so, this tutorial will unpack some of the fundamental concepts that underlie the architecture of Matplotlib, hopefully providing attendees with the foundation for creating effective visualizations using Matplotlib.