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Joint analysis of shear-tSZ cross-correlations and cosmic shear with KiDS-1000, Planck, and ACT

This repository contains the scripts, utilities, data vectors, and covariances used in the paper Joint constraints on cosmology and the impact of baryon feedback: combining KiDS-1000 lensing with the thermal Sunyaev-Zeldovich effect from Planck and ACT.

The main dependencies are

  • NaMaster, for the estimation of the pseudo-Cls and Gaussian covariances,
  • pyhmcode, for the non-linear power spectra models and halo profiles,
  • CCL, for the non-Gaussian covariance contributions,
  • kcap, for the inference pipeline.

Repository structure

  • data/: Contains catalogue statistics and data products with multiple applications (e.g., speficiation of the ell-binning).
  • notebooks/: Collection of Jupyter notebooks used in data reduction and exploration.
  • results/: Data vectors and covariances used in the analysis.
  • paper/: Scripts to create the plots used in the paper.
  • scripts/: Collection of scripts used in the data reduction. The measurement "pipeline" is described in scripts/README.md.
  • tools/: Collection of tools used in the analysis. The distinction between scripts and tools is somewhat arbitrary.