Are you looking for a faster alternative to pandas? Have a look at https://vaex.io/: a Python library for lazy Out-of-Core DataFrames. Vaex works with enormous tabular data, processes > 10^9 rows per second, computes on the fly, without wasting RAM, is memory efficient, and has built-in visualization.