Houston Marathon Crowd Analysis

Key Insights

• The peak occupancy occurred at loading... with loading... people.
• The event had a total of loading... participants and loading... spectators.
• Spectator numbers increased significantly in the period after 8:00 AM, suggesting this is when most spectators arrived to watch the runners.
• Early morning (5:00-6:00 AM) shows high participant counts but minimal spectators, likely reflecting runner check-in and preparation.
• The data shows different crowd patterns at different locations, with some areas predominantly used by participants and others showing more mixed use.