This study presents a comprehensive analytics framework for Toronto Island Park ferry ticket sales and redemptions (May 2015–December 2025), covering 261,538 records and 12,972,051 tickets. An interactive Streamlit dashboard was developed with 5 KPIs across 3 user roles. Key findings include a 98.6% redemption rate, peak demand at 12:00 noon, and an Off-Season Utilization Index of 7.4%. Submitted as part of the Unified Mentor Internship Project 4.
pranay jha (2026) studied this question.