Customer Segmentation Report ============================== Cluster: At-Risk Customers - Avg Recency: 36.15 days - Avg Frequency: 8.27 orders - Avg Monetary Value: $2564.46 - Total Customers: 441 Cluster: Big Spenders - Avg Recency: 24.75 days - Avg Frequency: 12.24 orders - Avg Monetary Value: $3559.82 - Total Customers: 199 Cluster: Casual Shoppers - Avg Recency: 36.33 days - Avg Frequency: 5.53 orders - Avg Monetary Value: $1295.97 - Total Customers: 225 Cluster: Loyal Customers - Avg Recency: 133.18 days - Avg Frequency: 4.99 orders - Avg Monetary Value: $1343.74 - Total Customers: 135