Shall Include Gathering of Data Programmatically, or through provided files (csv, tsv, etc), loading them into appropriate data structure, to perform assessment (both visually and programmatically) and culminating in clean data useable in analysis or machine learning predictive models. each stage (Gathering, Assessment, and Cleaning) would result in a report that explains the process, the actions taken, and the result achieved.