This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles et al., 2022). The framework can be used to simulate finely customisable distribution shifts that occur in real world data and compare how methods from domain generalisation, augmentation and other areas perform under these across multiple datasets.