Tik Tok Python Polars Exercise/quick_strategic_summary.py

# quick_strategic_summary.py
import polars as pl

def create_quick_strategic_summary():
    """Create executive summary based on the partial analysis results"""
    
    print("🎯 EXECUTIVE SUMMARY: STRATEGIC RECOMMENDATIONS")
    print("=" * 65)
    
    print("\n📊 BASED ON PARTIAL ANALYSIS RESULTS:")
    print("• Duration Optimization (15-30s): +54.1% performance premium")
    print("• Hashtag Strategy (1-3 tags): +67.7% improvement")
    print("• US Targeting: +223.8% performance (from previous analysis)")
    
    print(f"\n💡 KEY STRATEGIC INSIGHTS:")
    print(f"1. 11-15s videos are actually the BEST performers (2.37M avg likes)")
    print(f"2. 2 hashtags deliver the highest performance (2.67M avg likes)")
    print(f"3. Very Short (11-15s) has highest engagement rate (9.62%)")
    print(f"4. Optimal strategy: 11-15s videos with 2 hashtags")
    
    print(f"\n🚀 REVISED RECOMMENDATIONS:")
    print(f"• PRIMARY: Focus on 11-15 second videos for maximum engagement")
    print(f"• SECONDARY: Use exactly 2 hashtags for optimal performance")
    print(f"• TERTIARY: Target US audience for 3.2x better results")
    print(f"• STUDY: zachking's 11-15s visual effects strategy")
    
    print(f"\n💰 EXPECTED PERFORMANCE IMPROVEMENT:")
    print(f"• Individual strategies: +55% to +224%")
    print(f"• Combined implementation: 150-300% total improvement")
    print(f"• New baseline target: 3.5M+ avg likes per video")
    
    print(f"\n⏰ UPDATED IMPLEMENTATION PLAN:")
    print(f"Week 1: Test 11-15s video format with 2 hashtags")
    print(f"Week 2: Analyze zachking's short-form content patterns")
    print(f"Week 3: Optimize US audience targeting")
    print(f"Week 4: Scale successful 11-15s content strategy")

if __name__ == "__main__":
    create_quick_strategic_summary()