Couple.uk.csv -

: Verify extreme income or age values to ensure they aren't data entry errors. 3. Suggested Analysis

: The file contains survey data—often derived from sources like the UK Household Longitudinal Study—capturing details about cohabiting or married couples. Key Variables : Couple.uk.csv

: Survey data often has "Refused" or "Don't Know" entries. Decide whether to drop these or impute them based on the median. : Verify extreme income or age values to

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

: 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.