In October 2023, Leeds recorded 10,533 crimes, equating to 12.5 incidents per 1,000 residents—a rate 56.2% above the UK average of 8.0 per 1,000. This figure, for a city with a population exceeding 845,000, underscores the volume of criminal activity relative to the area's size. The most prevalent crimes were violence and sexual offences (3821 cases, 36.3% of total), followed by anti-social behaviour (1060 cases, 10.1%) and shoplifting (967 cases, 9.2%). These patterns align with Leeds' status as a major urban centre, where high-density living, commercial hubs, and seasonal factors like darker evenings and Halloween likely contribute to increased reports of violent and disorderly conduct. The surge in anti-social behaviour, for instance, may reflect heightened social interactions in public spaces during autumn. Similarly, shoplifting rates far outpace the UK average, consistent with the city's retail presence and foot traffic in areas such as the city centre and major shopping districts. While property crimes (4135) and violent crimes (3821) dominate the breakdown, the data also reveals that theft from the person—though low at 0.1 per 1,000—is 33% below the UK average, suggesting a relatively lower incidence of opportunistic street crime compared to other regions. This contrast may be attributed to local policing strategies or demographic factors, though further analysis would be required to confirm. The seasonal context of October, with clocks going back and shorter daylight hours, likely exacerbates patterns of anti-social behaviour and violent crime, as darkness increases the risk of unobserved activity in public areas. These trends, while concerning, are not unexpected for a city of Leeds' scale and complexity, where urban density and socioeconomic diversity shape crime dynamics in distinct ways.