cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13627488
title: pop-cosmos: Galaxy property and redshift catalog for COSMOS2020

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 (2024), which are superseded by the contents of v2.0.0.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-cosmos prior).

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]
DOI: 10.15468/dl.yqagft
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Dahlia tenuicaulis"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024733-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17570723
title: Resources for BMF Collaborative Project 65: Factors influencing the formation of climate change belief among Nepalese smallholder farmers

description: Data and code snippets of this initial analysis were deposited here for transparency.
DOI: 10.5281/zenodo.10589177
title: Resources for BMF Collaborative Project 65: Factors influencing the formation of climate change belief among Nepalese smallholder farmers

description: Data and code snippets of this initial analysis were deposited here for transparency.
DOI: 10.3535/xx9-sdg-4mq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/168-7vl-w22
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vra-ked-nk1
title: †Alveolina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8cv-e34-vwn
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e4t-8cb-kjx
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsh-9g0-gxp
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ytd-2ca-g8n
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eqa-mve-rav
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/as5-fnq-58n
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/azt-3tv-j12
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l47-zff-cgd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7ny-8xa-n68
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sme-3pb-a4y
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mh1-gm8-730
title: Globigerina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v1a-08z-6gw
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ety-wg9-rww
title: Centaurea cyanus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k7v-85m-s6p
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v9e-0cd-td4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6xv-j08-zv3
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z18-zgs-s6m
title: Cycloclypeus W.B. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6j7-qea-0ah
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ffm-azx-lma
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8yf-zpt-y1g
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dgn-fkj-wv8
title: Asterigerina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m0v-s2g-qra
title: †Goniasma Tomlin, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ce8-cvm-vfm
title: Glandulina d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/snv-4n0-178
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bre-6b8-haf
title: Spirillina Ehrenberg, 1843

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gsy-wvd-yac
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jbs-jhb-g7x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ev-29m-h7x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/13g-cgt-5ls
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jnd-yvf-zv4
title: Cycloclypeus W.B. Carpenter, 1856

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jt1-91s-lfj
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aae-qrk-pbg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xak-0nc-ky6
title: Alveolinella H. Douvillé, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lqr-tbr-ax8
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7qk-adf-wf1
title: Bulimina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mnm-syd-3jj
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5cb-h1f-5hb
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjg-gdf-qym
title: Quinqueloculina d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5cn-2sq-7nn
title: Nummulitidae Blainville, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ksm-5p0-3w1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6yc-tyl-320
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.f4amze
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alopochen aegyptiaca",
 "Country is Liechtenstein",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c22aww
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aruncus dioicus",
 "HasCoordinate is TRUE",
 "Country is Korea, Republic of"
 ]
}

 The dataset includes 223 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j565f
title: Occurrence Download

description: A dataset containing 9517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9517 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0078533-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id46372.1
title: StrainInfo SI-ID 46372.1

description: StrainInfo dataset 46372 about a strain of Rhodococcus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46439.1
title: StrainInfo SI-ID 46439.1

description: StrainInfo dataset 46439 about a strain of Serratia marcescens. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46441.1
title: StrainInfo SI-ID 46441.1

description: StrainInfo dataset 46441 about a strain of Corynebacterium diphtheriae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46442.1
title: StrainInfo SI-ID 46442.1

description: StrainInfo dataset 46442 about a strain of Clavibacter michiganensis subsp. michiganensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46443.1
title: StrainInfo SI-ID 46443.1

description: StrainInfo dataset 46443 about a strain of Yersinia pseudotuberculosis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46529.1
title: StrainInfo SI-ID 46529.1

description: StrainInfo dataset 46529 about a strain of Streptomyces showdoensis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46530.1
title: StrainInfo SI-ID 46530.1

description: StrainInfo dataset 46530 about a strain of Caulobacter vibrioides. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46373.1
title: StrainInfo SI-ID 46373.1

description: StrainInfo dataset 46373 about a strain of Rhodococcus equi. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46531.1
title: StrainInfo SI-ID 46531.1

description: StrainInfo dataset 46531 about a strain of Corynebacterium ammoniagenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46374.1
title: StrainInfo SI-ID 46374.1

description: StrainInfo dataset 46374 about a strain of Salmonella enterica subsp. arizonae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46375.1
title: StrainInfo SI-ID 46375.1

description: StrainInfo dataset 46375 about a strain of Salmonella enterica subsp. arizonae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46376.1
title: StrainInfo SI-ID 46376.1

description: StrainInfo dataset 46376 about a strain of Salmonella enterica subsp. enterica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46444.1
title: StrainInfo SI-ID 46444.1

description: StrainInfo dataset 46444 about a strain of Streptomyces. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46445.1
title: StrainInfo SI-ID 46445.1

description: StrainInfo dataset 46445 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46446.1
title: StrainInfo SI-ID 46446.1

description: StrainInfo dataset 46446 about a strain of Ensifer meliloti. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46532.1
title: StrainInfo SI-ID 46532.1

description: StrainInfo dataset 46532 about a strain of Saccharomonospora viridis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.6pkyk4
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Photinus knulli Green, 1956"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040084-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id46533.1
title: StrainInfo SI-ID 46533.1

description: StrainInfo dataset 46533 about a strain of Streptomyces virginiae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46535.1
title: StrainInfo SI-ID 46535.1

description: StrainInfo dataset 46535 about a strain of Corynebacterium glutamicum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46536.1
title: StrainInfo SI-ID 46536.1

description: StrainInfo dataset 46536 about a strain of Corynebacterium ammoniagenes. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46377.1
title: StrainInfo SI-ID 46377.1

description: StrainInfo dataset 46377 about a strain of Salmonella enterica subsp. enterica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.17632/53y4wdbcf2.1
title: Is There a Stationary Home Price-Rent Relationship in US Housing Markets?

description: This is the data for the paper "Is There a Stationary Home Price-Rent Relationship in US Housing Markets?".
DOI: 10.60712/si-id46378.1
title: StrainInfo SI-ID 46378.1

description: StrainInfo dataset 46378 about a strain of Salmonella enterica subsp. enterica. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46379.1
title: StrainInfo SI-ID 46379.1

description: StrainInfo dataset 46379 about a strain of Selenomonas sputigena. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46380.1
title: StrainInfo SI-ID 46380.1

description: StrainInfo dataset 46380 about a strain of Serratia proteamaculans subsp. proteamaculans. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.tsxm66
title: Occurrence Download

description: A dataset containing 4627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Empis livida Linnaeus, 1758"
 ]
}

 The dataset includes 4627 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000879-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id46447.1
title: StrainInfo SI-ID 46447.1

description: StrainInfo dataset 46447 about a strain of Lysinibacillus sphaericus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46448.1
title: StrainInfo SI-ID 46448.1

description: StrainInfo dataset 46448 about a strain of Streptococcus pneumoniae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46449.1
title: StrainInfo SI-ID 46449.1

description: StrainInfo dataset 46449 about a strain of Priestia megaterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46450.1
title: StrainInfo SI-ID 46450.1

description: StrainInfo dataset 46450 about a strain of Bacillus subtilis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46538.1
title: StrainInfo SI-ID 46538.1

description: StrainInfo dataset 46538 about a strain of Rhodococcus erythropolis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46540.1
title: StrainInfo SI-ID 46540.1

description: StrainInfo dataset 46540 about a strain of Microbispora rosea subsp. aerata. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id46541.1
title: StrainInfo SI-ID 46541.1

description: StrainInfo dataset 46541 about a strain of Salmonella enterica subsp. salamae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.