| { |
| "project_title": "Data-Driven Banking Analysis", |
| "total_records": 2512, |
| "total_transaction_volume_usd": 747556, |
| "average_transaction_amount_usd": 297.59, |
| "average_customer_balance_usd": 5114.30, |
| "transaction_split": { |
| "debit_percentage": 77.4, |
| "debit_count": 1944, |
| "credit_percentage": 22.6, |
| "credit_count": 568 |
| }, |
| "channel_usage": { |
| "digital_percentage": 79.9, |
| "physical_branch_percentage": 20.1 |
| }, |
| "customer_demographics": { |
| "average_age": 44.67, |
| "top_segments": ["Doctors", "Students", "Retired"] |
| }, |
| "system_security_metrics": { |
| "average_transaction_duration_seconds": 119.64, |
| "average_login_attempts": 1.12, |
| "max_login_attempts_outlier": 5 |
| } |
| } |
