<p style='text-indent:20px;'>Topological Data Analysis (TDA) provides novel approaches that allow us to analyze the geometrical shapes and topological structures of a dataset. As one important application, TDA can be used for data visualization dimension reduction. We follow framework circular coordinate representation, which allows perform reduction high-dimensional datasets on torus usi...