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    1. Living_Appeal6282 on

      Source: UK Office for National Statistics (ONS) via Nomis business counts (SIC 96020 – hairdressing and beauty treatment).

      This map shows hair & beauty business density across MSOAs in England & Wales using 2025 registered business counts matched with ONS population estimates.

      MSOAs represent areas of roughly 5,000–15,000 residents, allowing comparison of local business density rather than city-wide averages.

      Data processing and visualisation were carried out using Python (GeoPandas/Pandas) using official ONS boundary shapefiles.

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