Cheltenham's crime rate in November 2023 reached 9.4 per 1,000 residents, placing it 25.3% above the UK average of 7.5. This figure reflects a persistent challenge for local authorities, with violence and sexual offences accounting for 34.2% of all reported crimes—3.2 per 1,000 residents, a rate 24% higher than the national average. Anti-social behaviour followed closely, making up 17.4% of incidents at 1.6 per 1,000, 52% above the UK average. These patterns are consistent with Cheltenham's character as a market town with a mix of residential and commercial areas, where high foot traffic in retail zones and public spaces may contribute to elevated anti-social behaviour. The seasonal context of November—marked by Bonfire Night, Black Friday shopping, and the onset of darker evenings—likely influenced the crime profile. For instance, the 27.3% decrease in criminal damage and arson could be attributed to heightened community engagement during public events. Meanwhile, the 24% above-average rate of violence and sexual offences may reflect the impact of social gatherings and the increased anonymity associated with darker nights. The town's proximity to major transport routes and its status as a tourist destination may also play a role in shaping these trends, though further analysis is required to confirm this connection. Overall, the data underscores the need for targeted interventions in high-risk areas during the late autumn months.