Couple.uk.csv Direct

: Best for statistical plotting and complex cleaning.

: Use a scatter plot to compare the earnings of Partner A vs. Partner B to identify trends in "breadwinning" roles.

: Analyze whether partners tend to have similar educational backgrounds using a correlation matrix. 4. Visualizing the Results

: Useful for showing the intersection of employment types between partners.

: How long the couple has been together. 2. Data Cleaning Steps