These notes are a summary of teaching notes used related to the preparation of data so that maximal interpretation can be made. Topics covered include:1. checking for accuracy, response sets, and validity of entries in data sets2. detecting and dealing with missing values with the expectation maximisation procedure3. identifying and dealing with outliers and non-normal distributions