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final_columns = [
    'Assignment_Number', 
    'Title', 
    'First_Name', 
    'Known_As', 
    'Last_Name',
    'Position_Name', 
    'Working_Hours', 
    'Full-Time_Equivalent', 
    'Month',
    'MonthNumber', 
    'Year', 
    'Line_Manager_Name', 
    'ContractType', 
    'Target_Hours',
    'FullName', 
    'KnownAsFullName', 
    'LineManager_FullName', 
    'LineManager_KnownAsFullName',
    'YearMonth', 
    'Is_New_Contract_This_Month', 
    'Will_End_After_This_Month',
    'Position_Changed', 
    'ContractType_Changed'
]

# Select only these columns from final_df
final_df = final_df[final_columns]

# Now final_df contains exactly the columns we discussed.
print("Final DataFrame shape:", final_df.shape)
print(final_df.head())