Code associated with the paper, A Machine Learning Augmented Data Assimilation Method for High-Resolution Observations, in review at the Journal of Advances in Modeling Earth Systems (JAMES) and available as a preprint at 10.22541/essoar.168201784.41405555/v1. Repository includes code for generating the plots in the manuscript and the required processed data as well as scripts for generating full output data from all experiments