pop-cosmos: Galaxy property and redshift catalog for COSMOS2020
Authors/Creators
Description
This record (v≥2.0.0) contains data products associated with the paper "pop-cosmos: Insights from generative modeling of a deep, infrared-selected galaxy population" by Thorp et al. (2025). Earlier versions of this record (v<2.0.0) contain data products associated with the paper "pop-cosmos: Scaleable inference of galaxy properties and redshifts with a data-driven population model" by Thorp et al. (2024), which are superseded by the contents of v2.0.0. In v≥2.0.0, we include results for all COSMOS2020 galaxies with $\textit{Ch.1}<26$ or $r<25$.
The included products are derived from spectral energy distribution (SED) fits to 26-band COSMOS2020 photometry, using the 16-parameter SPS model described in Thorp et al. (2024, 2025), and the pop-cosmos prior from Thorp et al. (2025). All results are based on Markov Chain Monte Carlo (MCMC) runs using the configuration described in Thorp et al. (2024, 2025). Results correspond to v2.1 of the COSMOS2020 catalog.
The current release includes the following files:
- README_v2_2_0.txt: Detailed information about how to read the other files in the record.
- mcmc_summaries.h5.gz: Zipped HDF5 file with summaries (percentiles) of the posteriors.
- mcmc_samples_pop_cosmos.h5.gz: Zipped HDF5 file with posterior samples (using
pop-cosmosprior). - mcmc_samples_Prospector.h5.gz: Zipped HDF5 file with posterior samples (using
Prospector-$\alpha$ prior).
If you make use of any of these products, please cite this repository and Thorp et al. (2024, 2025). Please also cite the pop-cosmos overview paper by Alsing et al. (2024), and the paper by Deger et al. (2025). If you make use of any COSMOS data products, please cite Weaver et al. (2022) and any other relevant publications. If you make use of COSMOS spectroscopic data, please cite Khostovan et al. (2025) and references therein.
If you spot any issues or have any requests, please contact the corresponding author (Stephen Thorp) using the details in the README.
If you want to access pop-cosmos mock galaxy catalogs, these can be found on Zenodo.
Related software, including a demo notebook for working with the data in this record, can be found on GitHub.
References:
- Alsing et al. (2024). ApJS 274, 12. [arXiv:2402.00935][doi]
- Deger et al. (2025). MNRAS, submitted. [arXiv:2509.20430]
- Khostovan et al. (2025). ApJ, submitted. [arXiv:2503.00120]
- Thorp et al. (2024). ApJ 975, 145. [arXiv:2406.19437][doi]
- Thorp et al. (2025). ApJ, 993, 240. [arXiv:2506.12122][doi]
- Weaver et al. (2022). ApJS 258, 11. [arXiv:2110.13923][doi]
Files
README_v2_2_0.txt
Additional details
Related works
- Is supplement to
- Journal article: 10.3847/1538-4357/ae0936 (DOI)
Funding
Software
- Repository URL
- https://github.com/Cosmo-Pop/pop-cosmos
- Programming language
- Python