This course covers data manipulation and transformation concepts. Students will be able to operate data quality investigation, data preparation and preprocessing, operate missing data and imputations. Students will be able to use commands to data filter, aggregate, join, and concatenate data. Students will be able to apply the knowledge in data extraction, loading, and transforming for further data analysis process.