Cheltenham's crime rate in October 2023 stood at 9.4 per 1,000 residents, placing it 17.5% above the UK average of 8.0. This discrepancy highlights the town's distinct profile, where violent crime—particularly violence and sexual offences—dominated the landscape. These incidents accounted for 35.7% of all reported crimes, significantly outpacing the UK average for this category (2.7 per 1,000). The high rate of violent crime may be influenced by Cheltenham's mix of historic town centre activity and modern residential areas, where public spaces and seasonal events like Halloween create conditions for heightened interactions. Anti-social behaviour followed closely, making up 16.9% of incidents and 25% above the UK average. This pattern aligns with the town's character as a tourist destination, where transient populations and late-night activity may contribute to such reports. Public order offences, at 10.2% of all crimes, were 69% above the UK average, further emphasizing the impact of seasonal factors. October's transition to darker evenings, combined with Halloween-related events, may have amplified these trends. While property crime remained relatively lower than violent crime, shoplifting (8.2%) and criminal damage (7.7%) still showed above-average rates, consistent with Cheltenham's retail and leisure-focused economy. The data suggests a combination of local demographics, seasonal rhythms, and the town's role as a hub for both residents and visitors.