This repository contains the code used to generate the results of [1]. The manuscript is currently under review and the repository will be updated to reflect any changes during the review process. [1] J. P. Williams, J. N. Kutz, and K. Manohar, "Reservoir computing for system identification and predictive control with limited data," arXiv:2411.05016v1, (2024).