The crime mix in Swindon during October 2023 reveals a distinct profile shaped by both local characteristics and seasonal influences. Violence and sexual offences (34.7% of all crimes) dominate the landscape, a pattern consistent with the presence of mixed-use areas and public spaces that may attract higher-risk activities. Anti-social behaviour (21.2%) follows closely, reflecting the challenges of managing community dynamics in a built-up area with a diverse population. Shoplifting (9.3%) emerges as a significant property crime category, likely driven by Swindon's retail presence and the seasonal context of October, which includes darker evenings and Halloween-related events that may increase opportunities for theft. The overall crime rate of 7.6 per 1,000 residents places Swindon 5% below the UK average, a position that could be attributed to the town's infrastructure, which balances urban development with suburban elements. The rate of violent crime (2.6 per 1,000) is 4% below the UK average, suggesting that local initiatives or community-focused policing may be contributing to this trend. However, anti-social behaviour remains a concern, with rates 25% above the national average, highlighting the need for targeted interventions in public spaces. The seasonal context of October—shorter days, clocks going back, and Halloween—may have influenced the types of crimes recorded, with anti-social behaviour and theft from the person showing increased activity during this period. These patterns illustrate the interplay between environmental factors and crime dynamics, offering insights into how Swindon's built-up area manages its unique challenges.