Published October 31, 2024 | Version v1.0.0
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stevet40/quantile_utilities: v1.0.0

  • 1. ROR icon Stockholm University
  • 2. ROR icon University of Cambridge
  • 3. ROR icon Imperial College London

Description

This repository contains utilities and an example notebook associated with the paper "Data-Space Validation of High-Dimensional Models by Comparing Sample Quantiles" by Thorp et al. (2025).

Currently included are:

  • quantile_utilities.py: A set of Python functions for creating quantile-quantile (Q-Q) and probability-probability (P-P) plots as described in the paper. These can be used to create plots in the style of those in the paper.
  • demo.ipynb: A Jupyter notebook containing one- and two-dimensional examples, inspired by Figures 1 and 3 in the paper.

The dependencies are: numpy, scipy, and matplotlib.

The code included in this Zenodo record is being developed on GitHub: https://github.com/stevet40/quantile_utilities

Reference: Thorp et al. (2025), ApJS 276, 5. [arXiv:2402.00930][doi]

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Additional details

Related works

Is described by
Journal article: 10.3847/1538-4365/ad8ebd (DOI)
Preprint: arXiv:2402.00930 (arXiv)
Is supplement to
Software: https://github.com/stevet40/quantile_utilities/tree/v1.0.0 (URL)

Funding

European Commission
CosmicExplorer - Exploring the Cosmos with the Vera Rubin Observatory 101018897
Knut and Alice Wallenberg Foundation
Understanding the Dynamic Universe 2018.0067

Software

Repository URL
https://github.com/stevet40/quantile_utilities
Programming language
Python