pathpy is an OpenSource python package for the analysis of time series data on networks using higher- and multi order graphical models. The package is specifically tailored to analyze temporal networks as well as sequential data that capture multiple short, independent paths observed in an underlying graph topology. Examples for data that can be analysed with pathpy include time-stamped social networks, user click streams in information networks, biological pathways, or traces of information propagating in social media.