Hi, This patch improves documentation. There is no change in functionality. There are 3 categories: Trivial typos in comments Checkdoc fixes in docstrings Addition of header/footer (Commentary section etc), also suggested by checkdoc If of interest please install, or otherwise provide suggestions for further work.