Sales Data Q1 2024
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Summary Statistics:
- Total Records: 1,472 transactions
- Date Range: January 1 - March 31, 2024
- Products: A, B, C, D
- Regions: North, South, East, West

Top Performing Products:
1. Product A: $1,245,890 total sales (avg $847/transaction)
2. Product C: $1,123,450 total sales (avg $763/transaction)
3. Product B: $987,230 total sales (avg $671/transaction)
4. Product D: $856,340 total sales (avg $582/transaction)

Regional Breakdown:
- North Region: $1,089,450 (26.3% of total)
- South Region: $1,045,230 (25.2% of total)
- East Region: $1,012,890 (24.4% of total)
- West Region: $1,001,340 (24.1% of total)

Key Trends:
- Product A shows consistent growth throughout Q1 (+15% month-over-month)
- West region had strongest growth rate despite lower absolute numbers
- Discount rates ranged from 0% to 20%, with 10% being most common
- Average transaction size increased 8% from Jan to March
- Customer count per transaction averaging 25 customers

Notable Patterns:
- Weekday sales 23% higher than weekend sales
- Product D underperforming in South region specifically
- Strong correlation between discount rate and quantity sold
- North region showing premium pricing power (higher avg transaction)

Concerns:
- Product D sales declining 5% month-over-month
- South region discount rates higher than other regions
- Customer acquisition costs need monitoring

Opportunities:
- West region expansion showing strong ROI
- Product A momentum could be leveraged for upselling
- Cross-regional best practices could improve South region performance
