Clay Cross, a built-up area within North East Derbyshire, experienced a 28.9% increase in its crime rate to 10.4 per 1,000 residents in February 2024, placing it 46.5% above the UK average of 7.1 per 1,000. This surge was driven by a dramatic 318.2% rise in anti-social behaviour, which accounted for 57.5% of all reported crimes, far exceeding the UK average by 471%. The month also saw a 35.7% decrease in violent crimes, falling from 28 to 18, a shift that may be influenced by the winter season’s low outdoor activity and reduced social gatherings. Anti-social behaviour, the most prevalent category, likely reflects a combination of seasonal factors and local dynamics, such as the area’s post-industrial character, which may contribute to community tensions or under-resourced public spaces. In contrast, shoplifting and drugs both increased by 100% compared to January, though these remain significantly below UK averages, suggesting isolated incidents rather than systemic issues. The seasonal context of February—a winter month with limited daylight and reduced outdoor activity—may partly explain the fluctuation between violent and non-violent crimes, as indoor spaces become focal points for anti-social conduct. This pattern aligns with broader trends in similar post-industrial towns, where community cohesion and economic challenges can amplify certain types of crime during colder months.