Calculate the average length of patient visits and visualize the results using a box plot, focusing solely on the temporal aspects of visits.

Perform a cohort analysis to compare patient visit patterns across different age groups, enabling targeted interventions and resource allocation.

Develop a predictive model to forecast patient visit volumes based on historical data, anticipating future needs but not addressing current patterns.

Use association rule mining to identify frequently co-occurring patient visit patterns, which may not directly inform demographic-specific resource allocation.