Deep Realistic Extragalactic Model (DREaM) Galaxy Catalogs: Predictions for a Roman Ultra-deep Field

Drakos, Nicole E.; Villasenor, Bruno; Robertson, Brant E.; Hausen, Ryan; Dickinson, Mark E.; Ferguson, Henry C.; Furlanetto, Steven R.; Greene, Jenny E.; Madau, Piero; Shapley, Alice E.; Stark, Daniel P.; Wechsler, Risa H.

doi:10.3847/1538-4357/ac46fb

Title: Deep Realistic Extragalactic Model (DREaM) Galaxy Catalogs: Predictions for a Roman Ultra-deep Field

Journal Article · 24 February 2022 · The Astrophysical Journal

DOI: https://doi.org/10.3847/1538-4357/ac46fb · OSTI ID:1867432

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Univ. of California, Santa Cruz, CA (United States)
National Optical-Infrared Astronomy Research Lab., Tucson, AZ (United States)
Space Telescope Science Inst., Baltimore, MD (United States)
Univ. of California, Los Angeles, CA (United States)
Princeton Univ., NJ (United States)
Univ. of Arizona, Tucson, AZ (United States)
Stanford Univ., CA (United States); SLAC National Accelerator Lab., Menlo Park, CA (United States)

In the next decade, deep galaxy surveys from telescopes such as the James Webb Space Telescope and Roman Space Telescope will provide transformational data sets that will greatly enhance the understanding of galaxy formation during the epoch of reionization (EoR). In this work, we present the Deep Realistic Extragalactic Model (DREaM) for creating synthetic galaxy catalogs. Our model combines dark matter simulations, subhalo abundance matching and empirical models, and includes galaxy positions, morphologies, and spectral energy distributions. The resulting synthetic catalog extends to redshifts z ~ 12, and galaxy masses log₁₀(M/M_⊙) = 5 covering an area of 1 deg² on the sky. We use DREaM to explore the science returns of a 1 deg² Roman ultra-deep field (UDF), and to provide a resource for optimizing ultra-deep survey designs. We find that a Roman UDF to ~30 m_AB will potentially detect more than 10⁶ M_UV < -17 galaxies, with more than 10⁴ at redshifts z > 7, offering an unparalleled data set for constraining galaxy properties during the EoR. Our synthetic catalogs and simulated images are made publicly available to provide the community with a tool to prepare for upcoming data.

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Research Organization:: SLAC National Accelerator Laboratory (SLAC), Menlo Park, CA (United States)

Sponsoring Organization:: USDOE Office of Science (SC), Basic Energy Sciences (BES)

Grant/Contract Number:: AC02-76SF00515

OSTI ID:: 1867432

Journal Information:: The Astrophysical Journal, Journal Name: The Astrophysical Journal Journal Issue: 2 Vol. 926; ISSN 0004-637X

Publisher:: IOP PublishingCopyright Statement

Country of Publication:: United States

Language:: English

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The redshift and mass dependence on the formation of the Hubble sequence at z > 1 from CANDELS/UDS Mortlock, Alice; Conselice, Christopher J.; Hartley, William G. Monthly Notices of the Royal Astronomical Society, Vol. 433, Issue 2 https://doi.org/10.1093/mnras/stt793	journal	June 2013
Introducing the Illustris Project: simulating the coevolution of dark and visible matter in the Universe Vogelsberger, Mark; Genel, Shy; Springel, Volker Monthly Notices of the Royal Astronomical Society, Vol. 444, Issue 2 https://doi.org/10.1093/mnras/stu1536	journal	August 2014
The mass evolution of the first galaxies: stellar mass functions and star formation rates at 4 < z < 7 in the CANDELS GOODS-South field Duncan, K.; Conselice, C. J.; Mortlock, A. Monthly Notices of the Royal Astronomical Society, Vol. 444, Issue 3 https://doi.org/10.1093/mnras/stu1622	journal	September 2014
The bright end of the galaxy luminosity function at z≃7: before the onset of mass quenching? Bowler, R. A. A.; Dunlop, J. S.; McLure, R. J. Monthly Notices of the Royal Astronomical Society, Vol. 440, Issue 3 https://doi.org/10.1093/mnras/stu449	journal	April 2014
The galaxy luminosity function at z ≃ 6 and evidence for rapid evolution in the bright end from z ≃ 7 to 5 Bowler, R. A. A.; Dunlop, J. S.; McLure, R. J. Monthly Notices of the Royal Astronomical Society, Vol. 452, Issue 2 https://doi.org/10.1093/mnras/stv1403	journal	July 2015
Mapping stellar content to dark matter haloes using galaxy clustering and galaxy–galaxy lensing in the SDSS DR7 Zu, Ying; Mandelbaum, Rachel Monthly Notices of the Royal Astronomical Society, Vol. 454, Issue 2 https://doi.org/10.1093/mnras/stv2062	journal	October 2015
A catalogue of two-dimensional photometric decompositions in the SDSS-DR7 spectroscopic main galaxy sample: extension to g and i bands Meert, Alan; Vikram, Vinu; Bernardi, Mariangela Monthly Notices of the Royal Astronomical Society, Vol. 455, Issue 3 https://doi.org/10.1093/mnras/stv2475	journal	November 2015
The universality of the virial halo mass function and models for non-universality of other halo definitions Despali, Giulia; Giocoli, Carlo; Angulo, Raul E. Monthly Notices of the Royal Astronomical Society, Vol. 456, Issue 3 https://doi.org/10.1093/mnras/stv2842	journal	December 2015
Non-parametric analysis of the rest-frame UV sizes and morphological disturbance amongst L _* galaxies at 4 < z < 8 Curtis-Lake, E.; McLure, R. J.; Dunlop, J. S. Monthly Notices of the Royal Astronomical Society, Vol. 457, Issue 1 https://doi.org/10.1093/mnras/stv3017	journal	January 2016
Coevolution of metallicity and star formation in galaxies to z ≃ 3.7 – I. A Fundamental Plane Hunt, Leslie; Dayal, Pratika; Magrini, Laura Monthly Notices of the Royal Astronomical Society, Vol. 463, Issue 2 https://doi.org/10.1093/mnras/stw1993	journal	August 2016
A lightcone catalogue from the Millennium-XXL simulation Smith, Alex; Cole, Shaun; Baugh, Carlton Monthly Notices of the Royal Astronomical Society, Vol. 470, Issue 4 https://doi.org/10.1093/mnras/stx1432	journal	June 2017
Inferring gas-phase metallicity gradients of galaxies at the seeing limit: a forward modelling approach Carton, David; Brinchmann, Jarle; Shirazi, Maryam Monthly Notices of the Royal Astronomical Society, Vol. 468, Issue 2 https://doi.org/10.1093/mnras/stx545	journal	March 2017
Semi-analytic forecasts for JWST – I. UV luminosity functions at z = 4–10 Yung, L. Y. Aaron; Somerville, Rachel S.; Finkelstein, Steven L. Monthly Notices of the Royal Astronomical Society, Vol. 483, Issue 3 https://doi.org/10.1093/mnras/sty3241	journal	November 2018
The galaxy clustering crisis in abundance matching Campbell, Duncan; van den Bosch, Frank C.; Padmanabhan, Nikhil Monthly Notices of the Royal Astronomical Society, Vol. 477, Issue 1 https://doi.org/10.1093/mnras/sty495	journal	February 2018
emerge – an empirical model for the formation of galaxies since z ∼ 10 Moster, Benjamin P.; Naab, Thorsten; White, Simon D. M. Monthly Notices of the Royal Astronomical Society, Vol. 477, Issue 2 https://doi.org/10.1093/mnras/sty655	journal	March 2018
Simulating galaxies in the reionization era with FIRE-2: morphologies and sizes Ma, Xiangcheng; Hopkins, Philip F.; Boylan-Kolchin, Michael Monthly Notices of the Royal Astronomical Society, Vol. 477, Issue 1 https://doi.org/10.1093/mnras/sty684	journal	March 2018
UniverseMachine: The correlation between galaxy growth and dark matter halo assembly from z = 0−10 Behroozi, Peter; Wechsler, Risa H.; Hearin, Andrew P. Monthly Notices of the Royal Astronomical Society, Vol. 488, Issue 3 https://doi.org/10.1093/mnras/stz1182	journal	May 2019
Is the dark-matter halo spin a predictor of galaxy spin and size? Jiang, Fangzhou; Dekel, Avishai; Kneller, Omer Monthly Notices of the Royal Astronomical Society, Vol. 488, Issue 4 https://doi.org/10.1093/mnras/stz1952	journal	July 2019
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Red and dead CANDELS: massive passive galaxies at the dawn of the Universe Merlin, E.; Fortuni, F.; Torelli, M. Monthly Notices of the Royal Astronomical Society, Vol. 490, Issue 3 https://doi.org/10.1093/mnras/stz2615	journal	September 2019
Semi-analytic forecasts for JWST – II. Physical properties and scaling relations for galaxies at z = 4–10 Yung, L. Y. Aaron; Somerville, Rachel S.; Popping, Gergö Monthly Notices of the Royal Astronomical Society, Vol. 490, Issue 2 https://doi.org/10.1093/mnras/stz2755	journal	October 2019
corrfunc – a suite of blazing fast correlation functions on the CPU Sinha, Manodeep; Garrison, Lehman H. Monthly Notices of the Royal Astronomical Society, Vol. 491, Issue 2 https://doi.org/10.1093/mnras/stz3157	journal	November 2019
Galaxy sizes and the galaxy–halo connection – I. The remarkable tightness of the size distributions Zanisi, Lorenzo; Shankar, Francesco; Lapi, Andrea Monthly Notices of the Royal Astronomical Society, Vol. 492, Issue 2 https://doi.org/10.1093/mnras/stz3516	journal	December 2019
The dominance of quenching through cosmic times Renzini, Alvio Monthly Notices of the Royal Astronomical Society: Letters, Vol. 460, Issue 1 https://doi.org/10.1093/mnrasl/slw066	journal	April 2016
Systematic Identification of LAEs for Visible Exploration and Reionization Research Using Subaru HSC (SILVERRUSH). I. Program strategy and clustering properties of ∼2000 Lyα emitters at z = 6–7 over the 0.3–0.5 Gpc2 survey area† Ouchi, Masami; Harikane, Yuichi; Shibuya, Takatoshi Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1 https://doi.org/10.1093/pasj/psx074	journal	August 2017
GOLDRUSH. II. Clustering of galaxies at z ∼ 4–6 revealed with the half-million dropouts over the 100 deg2 area corresponding to 1 Gpc3 Harikane, Yuichi; Ouchi, Masami; Ono, Yoshiaki Publications of the Astronomical Society of Japan, Vol. 70, Issue SP1 https://doi.org/10.1093/pasj/psx097	journal	November 2017
Matplotlib: A 2D Graphics Environment Hunter, John D. Computing in Science & Engineering, Vol. 9, Issue 3 https://doi.org/10.1109/MCSE.2007.55	journal	January 2007
The environmental dependence of the relations between stellar mass, structure, star formation and nuclear activity in galaxies: Galaxy structure, star formation and nuclear activity Kauffmann, Guinevere; White, Simon D. M.; Heckman, Timothy M. Monthly Notices of the Royal Astronomical Society, Vol. 353, Issue 3 https://doi.org/10.1111/j.1365-2966.2004.08117.x	journal	August 2004
The star formation rate of the Universe at z ≈ 6 from the Hubble Ultra-Deep Field Bunker, Andrew J.; Stanway, Elizabeth R.; Ellis, Richard S. Monthly Notices of the Royal Astronomical Society, Vol. 355, Issue 2 https://doi.org/10.1111/j.1365-2966.2004.08326.x	journal	December 2004
The abundance and radial distribution of satellite galaxies van den Bosch, Frank C.; Yang, Xiaohu; Mo, H. J. Monthly Notices of the Royal Astronomical Society, Vol. 356, Issue 4 https://doi.org/10.1111/j.1365-2966.2004.08407.x	journal	February 2005
MoMaF: the Mock Map Facility Blaizot, Jérémy; Wadadekar, Yogesh; Guiderdoni, Bruno Monthly Notices of the Royal Astronomical Society, Vol. 360, Issue 1 https://doi.org/10.1111/j.1365-2966.2005.09019.x	journal	June 2005
The ages and metallicities of galaxies in the local universe Gallazzi, Anna; Charlot, Stéphane; Brinchmann, Jarle Monthly Notices of the Royal Astronomical Society, Vol. 362, Issue 1 https://doi.org/10.1111/j.1365-2966.2005.09321.x	journal	September 2005
Taxing the rich: recombinations and bubble growth during reionization Furlanetto, Steven R.; Oh, S. Peng Monthly Notices of the Royal Astronomical Society, Vol. 363, Issue 3 https://doi.org/10.1111/j.1365-2966.2005.09505.x	journal	November 2005
The cosmological simulation code gadget-2 Springel, Volker Monthly Notices of the Royal Astronomical Society, Vol. 364, Issue 4 https://doi.org/10.1111/j.1365-2966.2005.09655.x	journal	December 2005
The non-parametric model for linking galaxy luminosity with halo/subhalo mass Vale, A.; Ostriker, J. P. Monthly Notices of the Royal Astronomical Society, Vol. 371, Issue 3 https://doi.org/10.1111/j.1365-2966.2006.10605.x	journal	September 2006
The high-redshift galaxy population in hierarchical galaxy formation models Kitzbichler, M. G.; White, S. D. M. Monthly Notices of the Royal Astronomical Society, Vol. 376, Issue 1 https://doi.org/10.1111/j.1365-2966.2007.11458.x	journal	March 2007
The correlation of star formation quenching with internal galaxy properties and environment Kimm, Taysun; Somerville, Rachel S.; Yi, Sukyoung K. Monthly Notices of the Royal Astronomical Society, Vol. 394, Issue 3 https://doi.org/10.1111/j.1365-2966.2009.14414.x	journal	April 2009
A fundamental relation between mass, star formation rate and metallicity in local and high-redshift galaxies: The fundamental metallicity relation Mannucci, F.; Cresci, G.; Maiolino, R. Monthly Notices of the Royal Astronomical Society, Vol. 408, Issue 4 https://doi.org/10.1111/j.1365-2966.2010.17291.x	journal	September 2010
Smoothly rising star formation histories during the reionization epoch: Smoothly rising SFHs at high redshift Finlator, Kristian; Oppenheimer, Benjamin D.; Davé, Romeel Monthly Notices of the Royal Astronomical Society https://doi.org/10.1111/j.1365-2966.2010.17554.x	journal	October 2010
Multi-scale initial conditions for cosmological simulations: Multi-scale initial conditions Hahn, Oliver; Abel, Tom Monthly Notices of the Royal Astronomical Society, Vol. 415, Issue 3 https://doi.org/10.1111/j.1365-2966.2011.18820.x	journal	July 2011
A critical analysis of the ultraviolet continuum slopes (β) of high-redshift galaxies: no evidence (yet) for extreme stellar populations at z > 6: The UV slopes of high-redshift galaxies Dunlop, J. S.; McLure, R. J.; Robertson, B. E. Monthly Notices of the Royal Astronomical Society, Vol. 420, Issue 1 https://doi.org/10.1111/j.1365-2966.2011.20102.x	journal	December 2011
Cosmic Star-Formation History Madau, Piero; Dickinson, Mark Annual Review of Astronomy and Astrophysics, Vol. 52, Issue 1 https://doi.org/10.1146/annurev-astro-081811-125615	journal	August 2014
The Connection Between Galaxies and Their Dark Matter Halos Wechsler, Risa H.; Tinker, Jeremy L. Annual Review of Astronomy and Astrophysics, Vol. 56, Issue 1 https://doi.org/10.1146/annurev-astro-081817-051756	journal	September 2018
Galaxies in the First Billion Years After the Big Bang Stark, Daniel P. Annual Review of Astronomy and Astrophysics, Vol. 54, Issue 1 https://doi.org/10.1146/annurev-astro-081915-023417	journal	September 2016
Physical Models of Galaxy Formation in a Cosmological Framework Somerville, Rachel S.; Davé, Romeel Annual Review of Astronomy and Astrophysics, Vol. 53, Issue 1 https://doi.org/10.1146/annurev-astro-082812-140951	journal	August 2015
Absorption-Line Spectroscopy of Gravitationally Lensed Galaxies: Further Constraints on the Escape Fraction of Ionizing Photons at high Redshift Leethochawalit, Nicha; Jones, Tucker A.; Ellis, Richard S. The Astrophysical Journal, Vol. 831, Issue 2 https://doi.org/10.3847/0004-637X/831/2/152	journal	November 2016
The Theoretical Astrophysical Observatory: Cloud-Based mock Galaxy Catalogs Bernyk, Maksym; Croton, Darren J.; Tonini, Chiara The Astrophysical Journal Supplement Series, Vol. 223, Issue 1 https://doi.org/10.3847/0067-0049/223/1/9	journal	March 2016
The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package Price-Whelan, A. M.; Sipőcz, B. M.; Günther, H. M. The Astronomical Journal, Vol. 156, Issue 3 https://doi.org/10.3847/1538-3881/aabc4f	journal	August 2018
New Determinations of the UV Luminosity Functions from z ∼ 9 to 2 Show a Remarkable Consistency with Halo Growth and a Constant Star Formation Efficiency Bouwens, R. J.; Oesch, P. A.; Stefanon, M. The Astronomical Journal, Vol. 162, Issue 2 https://doi.org/10.3847/1538-3881/abf83e	journal	July 2021
ALMA SPECTROSCOPIC SURVEY IN THE HUBBLE ULTRA DEEP FIELD: THE INFRARED EXCESS OF UV-SELECTED z = 2–10 GALAXIES AS A FUNCTION OF UV-CONTINUUM SLOPE AND STELLAR MASS J. Bouwens, Rychard; Aravena, Manuel; Decarli, Roberto The Astrophysical Journal, Vol. 833, Issue 1 https://doi.org/10.3847/1538-4357/833/1/72	journal	December 2016
The Concentration Dependence of the Galaxy–Halo Connection: Modeling Assembly bias with Abundance Matching Lehmann, Benjamin V.; Mao, Yao-Yuan; Becker, Matthew R. The Astrophysical Journal, Vol. 834, Issue 1 https://doi.org/10.3847/1538-4357/834/1/37	journal	December 2016
The Spectral Evolution of the First Galaxies. III. Simulated James Webb Space Telescope Spectra of Reionization-epoch Galaxies with Lyman-continuum Leakage Zackrisson, Erik; Binggeli, Christian; Finlator, Kristian The Astrophysical Journal, Vol. 836, Issue 1 https://doi.org/10.3847/1538-4357/836/1/78	journal	February 2017
The Frontier Fields: Survey Design and Initial Results Lotz, J. M.; Koekemoer, A.; Coe, D. The Astrophysical Journal, Vol. 837, Issue 1 https://doi.org/10.3847/1538-4357/837/1/97	journal	March 2017
Nebular Continuum and Line Emission in Stellar Population Synthesis Models Byler, Nell; Dalcanton, Julianne J.; Conroy, Charlie The Astrophysical Journal, Vol. 840, Issue 1 https://doi.org/10.3847/1538-4357/aa6c66	journal	May 2017
HST Imaging of the Brightest z ∼ 8–9 Galaxies from UltraVISTA: The Extreme Bright End of the UV Luminosity Function Stefanon, Mauro; Labbé, Ivo; Bouwens, Rychard J. The Astrophysical Journal, Vol. 851, Issue 1 https://doi.org/10.3847/1538-4357/aa9a40	journal	December 2017
The Effects of Environment on the Evolution of the Galaxy Stellar Mass Function Papovich, Casey; Kawinwanichakij, Lalitwadee; Quadri, Ryan F. The Astrophysical Journal, Vol. 854, Issue 1 https://doi.org/10.3847/1538-4357/aaa766	journal	February 2018
The Dearth of z ∼ 10 Galaxies in All HST Legacy Fields—The Rapid Evolution of the Galaxy Population in the First 500 Myr Oesch, P. A.; Bouwens, R. J.; Illingworth, G. D. The Astrophysical Journal, Vol. 855, Issue 2 https://doi.org/10.3847/1538-4357/aab03f	journal	March 2018
Evolution of the Stellar Mass–Metallicity Relation. I. Galaxies in the z ∼ 0.4 Cluster Cl0024 Leethochawalit, Nicha; Kirby, Evan N.; Moran, Sean M. The Astrophysical Journal, Vol. 856, Issue 1 https://doi.org/10.3847/1538-4357/aab26a	journal	March 2018
How to Measure Galaxy Star Formation Histories. II. Nonparametric Models Leja, Joel; Carnall, Adam C.; Johnson, Benjamin D. The Astrophysical Journal, Vol. 876, Issue 1 https://doi.org/10.3847/1538-4357/ab133c	journal	April 2019
Conditions for Reionizing the Universe with a Low Galaxy Ionizing Photon Escape Fraction Finkelstein, Steven L.; D’Aloisio, Anson; Paardekooper, Jan-Pieter The Astrophysical Journal, Vol. 879, Issue 1 https://doi.org/10.3847/1538-4357/ab1ea8	journal	July 2019
COSMOS-DASH: The Evolution of the Galaxy Size–Mass Relation since z ∼ 3 from New Wide-field WFC3 Imaging Combined with CANDELS/3D- HST Mowla, Lamiya A.; Dokkum, Pieter van; Brammer, Gabriel B. The Astrophysical Journal, Vol. 880, Issue 1 https://doi.org/10.3847/1538-4357/ab290a	journal	July 2019
Quiescent Galaxies 1.5 Billion Years after the Big Bang and Their Progenitors Valentino, Francesco; Tanaka, Masayuki; Davidzon, Iary The Astrophysical Journal, Vol. 889, Issue 2 https://doi.org/10.3847/1538-4357/ab64dc	journal	January 2020
Early Low-mass Galaxies and Star-cluster Candidates at z ∼ 6–9 Identified by the Gravitational-lensing Technique and Deep Optical/Near-infrared Imaging Kikuchihara, Shotaro; Ouchi, Masami; Ono, Yoshiaki The Astrophysical Journal, Vol. 893, Issue 1 https://doi.org/10.3847/1538-4357/ab7dbe	journal	April 2020
Effects of Photoionization and Photoheating on Lyα Forest Properties from Cholla Cosmological Simulations Villasenor, Bruno; Robertson, Brant; Madau, Piero The Astrophysical Journal, Vol. 912, Issue 2 https://doi.org/10.3847/1538-4357/abed5a	journal	May 2021
Galaxy Stellar Mass Functions from z ∼ 10 to z ∼ 6 using the Deepest Spitzer/Infrared Array Camera Data: No Significant Evolution in the Stellar-to-halo Mass Ratio of Galaxies in the First Gigayear of Cosmic Time Stefanon, Mauro; Bouwens, Rychard J.; Labbé, Ivo The Astrophysical Journal, Vol. 922, Issue 1 https://doi.org/10.3847/1538-4357/ac1bb6	journal	November 2021
The JWST Extragalactic Mock Catalog: Modeling Galaxy Populations from the UV through the Near-IR over 13 Billion Years of Cosmic History Williams, Christina C.; Curtis-Lake, Emma; Hainline, Kevin N. The Astrophysical Journal Supplement Series, Vol. 236, Issue 2 https://doi.org/10.3847/1538-4365/aabcbb	journal	May 2018
COLOSSUS: A Python Toolkit for Cosmology, Large-scale Structure, and Dark Matter Halos Diemer, Benedikt The Astrophysical Journal Supplement Series, Vol. 239, Issue 2 https://doi.org/10.3847/1538-4365/aaee8c	journal	December 2018
CosmoDC2: A Synthetic Sky Catalog for Dark Energy Science with LSST Korytov, Danila; Hearin, Andrew; Kovacs, Eve The Astrophysical Journal Supplement Series, Vol. 245, Issue 2 https://doi.org/10.3847/1538-4365/ab510c	journal	December 2019
A New View of the Size–Mass Distribution of Galaxies: Using r ₂₀ and r ₈₀ Instead of r ₅₀ Miller, Tim B.; Dokkum, Pieter van; Mowla, Lamiya The Astrophysical Journal, Vol. 872, Issue 1 https://doi.org/10.3847/2041-8213/ab0380	journal	February 2019
An Ancient Massive Quiescent Galaxy Found in a Gas-rich z ∼ 3 Group Kalita, Boris S.; Daddi, Emanuele; D’Eugenio, Chiara The Astrophysical Journal Letters, Vol. 917, Issue 2 https://doi.org/10.3847/2041-8213/ac16dc	journal	August 2021
The Detection of Ionized Carbon Emission at z ∼ 8* Topping, Michael W.; Shapley, Alice E.; Stark, Daniel P. The Astrophysical Journal Letters, Vol. 917, Issue 2 https://doi.org/10.3847/2041-8213/ac1a79	journal	August 2021
The Predicament of Absorption-dominated Reionization: Increased Demands on Ionizing Sources Davies, Frederick B.; Bosman, Sarah E. I.; Furlanetto, Steven R. The Astrophysical Journal Letters, Vol. 918, Issue 2 https://doi.org/10.3847/2041-8213/ac1ffb	journal	September 2021
python-fsps: Python bindings to FSPS (v0.1.1) Foreman-Mackey, Dan; Sick, Jonathan; Johnson, Ben https://doi.org/10.5281/zenodo.12157	software	October 2014

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