A vast amount of data is generated in our society, encompassing an array of measurements, accompanied by location and time information. This multivariate spatio-temporal data is used to study important problems challenging today’s world including climate change and disease spread. This research introduces new methods and frameworks with accompanying open-source software to help in the analysis of multivariate spatio-temporal data.