I work a lot with IoT data, where basically everything is multi-variate time-series from multiple devices (at different physical locations and logical groupings

I work a lot with IoT data, where basically everything is multi-variate time-series from multiple devices (at different physical locations and logical groupings). Pandas multi index is very nice for this, at least having time+space in the index.