Couple.uk.csv -

: Best for statistical plotting and complex cleaning.

: Survey data often has "Refused" or "Don't Know" entries. Decide whether to drop these or impute them based on the median. Couple.uk.csv

: Analyze whether partners tend to have similar educational backgrounds using a correlation matrix. 4. Visualizing the Results : Best for statistical plotting and complex cleaning

: Ensure categorical data like employment status is consistently labeled (e.g., "Full-time" vs "FT"). "Full-time" vs "FT").