Understanding these patterns could help clinics implement targeted interventions such as additional reminders for high-risk patients, better education about the importance of urodynamic testing, or addressing specific concerns that commonly lead to cancellations, ultimately improving resource utilization and patient care in urogynecology practices.

CIS 576 - Business Data Visualization - Assignment 2