- # Convert 'Extracurricular Activities' column to binary (0 or 1)
- df['Extracurricular Activities'] = df['Extracurricular Activities'].map({'Yes': 1, 'No': 0})
- # Now, re-calculate the correlation matrix
- correlation_matrix = df.corr()
- dependent_variable_correlation = correlation_matrix['Performance Index']
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