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@comane comane commented Sep 29, 2024

This PR adds the basis completeness plots from Luca's notebook https://github.com/HEP-PBSP/wm-paper/blob/main/wmin_basis_studies/benchmark_PCA_bases/basis_bench.ipynb to the weight-minimisation module of colibri, allowing the user to produce these plots through a validphys runcard.

Two types of plots are available:

  • A plot comparing various weight-minimisation bases distances' from a target set.
  • A plot generator, looping over bases, showing each basis' distance from each of the PDF sets which make up a target set.

An example runcard is included. Example report: https://vp.nnpdf.science/HAEJaf7iRL2dyPqn8gB0Dg==

TODO:

  • Download PDFs automatically
  • More descriptive names for dist_types?
  • More flexibility with cutoff and binning?
  • Improve colour scheme?
  • Sample PDF plots?
  • Normalise plots?

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3 participants