  In this chapter, we discuss applications of topological data analysis (TDA)
to spatial systems. We briefly review the recently proposed level-set
construction of filtered simplicial complexes, and we then examine persistent
homology in two cases studies: street networks in Shanghai and hotspots of
COVID-19 infections. We then summarize our results and provide an outlook on
TDA in spatial systems.
