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Notes on whatever I'm currently building or thinking about — a UK election model, a dissertation project, and whatever comes next.

  • From groups to seats

    Flows, uncertainty, and tactical voting — opening up the pipeline that turns any group structure into seat-by-seat forecasts.

    August 2026Part 3 · Prediction18 min read
  • What a house is worth, and why London breaks the curve

    A dissertation project's baseline house-price model finds sensible, well-behaved relationships everywhere — until it hits the one UK housing market that isn't behaving like the rest of the country.

    June 2026Research note10 min read
  • One seat, many voters

    Why single-category constituency models are running out of road, and what unmixing 632 seats’ census composition into a handful of shared archetypes gets us instead.

    April 2026Part 2 · Latent groups24 min read
  • Trying to sort 632 seats into types

    Running the full standard toolkit — K-means, HAC, DBSCAN and GMM, across PCA and UMAP, scored on four metrics — on Britain's constituencies, and reporting honestly on where it falls short.

    October 2025Part 1 · Clustering14 min read

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