In the last decades, Machine Learning (ML) applications have had a great impact on molecular and material science. However, every ML model requires a definition of its applicability domain. Chemplot is a python library for chemical space visualization that allows users to plot the chemical space of their datasets. Chemplot contains smart algorithms behind which uses both structural and tailored similarity. Moreover, it is easy to use even for non-experts.