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nhs-data

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Live ML app that predicts which GP practices will overspend on NHS prescribing. Upload a raw NHSBSA file, get at-risk practices ranked by predicted overspend. Random Forest (R²=0.95) built with scikit-learn and Streamlit.

  • Updated Jun 21, 2026
  • Python

End-to-end NHS prescribing data science project. Analyses £10.54B and 217M+ records to find where the NHS overspends and predict at-risk GP practices using Python, DuckDB and Random Forest. Includes a live dashboard and a live ML prediction app.

  • Updated Jun 21, 2026
  • Jupyter Notebook

Live interactive dashboard exploring £10.54B of NHS primary care prescribing across 42 ICBs and 5,764 GP practices. Built with Streamlit, DuckDB and Plotly. Eight chapters covering cost, geography, overspending, prediction and seasonality.

  • Updated Jun 21, 2026
  • Python

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