The crime profile of Patchway in October 2023 reveals a distinct mix of offences that reflect both local characteristics and seasonal influences. Violence and sexual offences dominate, accounting for 37.2% of all reported crimes, a figure that is 63% above the UK average of 2.7 per 1,000. This elevated level of violent crime may be linked to the area's status as a built-up district within South Gloucestershire, where higher population density and proximity to transport hubs could contribute to increased interpersonal conflicts. Shoplifting, the second most common category at 24.8%, is 400% above the UK average, suggesting pressures on local retail environments, exacerbated by the October shopping season and darker evenings. Anti-social behaviour, though lower than violent crime, remains a notable concern, comprising 8.4% of incidents. The seasonal context of October—marked by the clocks going back and Halloween—may have contributed to increased anti-social behaviour and related incidents, though this connection remains hedged by the lack of direct correlation data. The overall crime rate of 11.8 per 1,000, 47.5% above the UK average, underscores a need for targeted interventions in areas where violent and property crimes are concentrated. The balance between violent and property crimes appears skewed, with property offences (including shoplifting and burglary) making up 49.6% of the total, compared to 37.2% for violent crimes. This suggests a combination of community dynamics and environmental factors, though further analysis would be required to confirm such connections. The data also highlights the importance of understanding how local geography and population demographics shape crime patterns, particularly in areas with mixed urban and suburban characteristics.