In this section, we present the features of ChemPlot with help of example codes and figures. We start with the installation of ChemPlot, next exemplify various data visualizations, and then present the advanced functionalities of the code. Additionally, we compare the visualization performance of the currently available dimension reduction and similarity methods in ChemPlot.