Data cleaning is the process of detecting and correcting bad records in a data file. Much of the early Botswana Combination Prevention Project (BCPP) data came from a baseline household questionnaire. Research Assistants (RAs) interviewed thousands of study participants and recorded their answers on laptops. The use of customized software minimized data entry errors.