Chin Hwee Ong is a data engineer, aspiring polymath and Industry 4.0 enthusiast who happens to have a background in aerospace engineering and computational modelling. As an avid user of the pandas library and a beneficiary of open source, Chin Hwee is a contributor to the documentation for pandas 1.0 and has a not-so-secret wish for data processing codes to run faster.