Violence and sexual offences dominated Belper’s crime profile in March 2023, accounting for 27.2% of all reported crimes and contributing to a total crime rate of 5.8 per 1,000 residents. This figure is 23.7% below the UK average of 7.6 per 1,000, a significant deviation that may reflect the area’s unique demographic or geographic profile. The built-up nature of Belper within Amber Valley—a region with a mix of rural and urban characteristics—likely influences crime patterns. Anti-social behaviour and criminal damage and arson, while lower than the UK average in some respects, showed marked deviations, with the former exceeding UK rates by 25% and the latter by 50%. These discrepancies may be linked to local factors such as population density or community dynamics. Seasonal transitions in March, including the shift to spring and the elongation of evenings, may have contributed to the prominence of violent offences, as increased outdoor activity and social interaction could heighten opportunities for such incidents. The data also highlights a notable absence of property crime relative to the UK average, with shoplifting and burglary rates 39% and 70% below national levels respectively, indicating effective local deterrence strategies or a lower concentration of retail or high-value assets. These findings underscore the need to consider both seasonal and structural factors when interpreting crime trends in Belper, even as the area continues to maintain a crime profile that diverges from national norms.