In a city of over 845,000 residents, Leeds recorded 10,533 crimes in October 2023—a rate of 12.5 per 1,000 people, 56.2% above the UK average. This figure places Leeds firmly in the upper echelons of England and Wales for crime density, a position shaped by its status as a major urban centre with a sprawling mix of commercial, academic, and residential zones. The most prevalent crime category was violence and sexual offences, accounting for 36.3% of all reported incidents, with a rate of 4.5 per 1,000 residents—67% above the UK average. This aligns with the city's demographic profile, where areas like the city centre and university campuses often experience higher rates of violent incidents due to concentrated populations and late-night activity. Anti-social behaviour followed closely, with 1,060 incidents reported—a 29.4% increase from September, potentially linked to the seasonal shift to darker evenings and the timing of Halloween. Shoplifting, at 967 cases, was another standout category, 90% above the UK average, a trend consistent with the city's retail presence and the seasonal impact of festive shopping. These patterns are not isolated but reflect broader geographic and demographic trends: Leeds' commuter belt suburbs, for instance, may see higher vehicle crime due to parking congestion, while the student population in areas like Kirkstall and Beeston contributes to bicycle theft and other theft-related offences. The seasonal context of October—darker evenings, the return to standard time, and the proximity to Halloween—likely amplifies certain types of crime, such as public order disturbances and anti-social behaviour. However, the data does not confirm a direct cause for all these trends, and further investigation into local factors, such as policing strategies or community initiatives, may provide deeper insights.