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the 'Country' column from the original data final_df = pd.concat([food_data['Country'], principal_components_df], axis=1) # Display the head of the new DataFrame final_df.head() Interpretability Based on this: PC1: RedMeat, WhiteMeat, Eggs, Milk, Cereals, Nuts PC2: Fish, Starch, Fr&Veg PC3: