It looks like the code snippet was cut off at the end. I'll complete it and ensure all steps are properly executed to provide a comprehensive analysis for customer segmentation in a retail context.
Here is the continuation and completion of your script:
python1# Final Campaign Target Segment 2print("\n" + "=" * 80) 3print("FINAL CAMPAIGN TARGET SEGMENT") 4print("=" * 80) 5 6# Define criteria for final campaign target segment 7final_segment = df_analysis[ 8 (df_analysis['engagement_tier'].isin(['Medium', 'High'])) & 9 (df_analysis['value_tier'].isin(['Medium', 'High'])) & 10 (df_analysis['last_purchase_days_ago'] <= 30) 11] 12 13print("\nFinal campaign target segment criteria:") 14print("Engagement tier: Medium or High") 15print("Value tier: Medium or High") 16print("Last purchase within the last 30 days") 17 18# Display final segment details 19print(f"\nNumber of customers in final segment: {len(final_segment)}") 20print(final_segment[['customer_id', 'email', 'engagement_tier', 'value_tier', 21 'last_purchase_days_ago', 'total_purchases']]) 22`` 23 24[Read the full article at Towards AI - Medium](https://pub.towardsai.net/part-17-data-manipulation-in-advanced-filtering-and-conditional-logic-4e7b83df388b?source=rss----98111c9905da---4) 25 26--- 27 28**Want to create content about this topic?** [Use Nemati AI tools](https://nemati.ai) to generate articles, social posts, and more.

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