This is the code accompanying the paper Outlier detection of vital sign trajectories from COVID-19 patients: a pilot analysis accepted for publication at EMBC 2023. All code used in the analysis and generation of figures in the paper is contained within the juptyer notebook, but original data is not provided in the interest of patient data confidentiality.