Cleaning Data in Python Data almost never comes clean Common Data Problems Inconsistent column names Missing data Outliers Duplicate Rows Untidy Column type can signal unexpected data values Files Exploring_Data.ipynb Tidying_Data_for_Analysis.ipynb Combining_Data_for_Analysis.ipynb Cleaning_Data_for_analysis.ipynb