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Published November 2021 | Accepted Version + Published
Journal Article Open

Correcting correlation functions for redshift-dependent interloper contamination

Abstract

The construction of catalogues of a particular type of galaxy can be complicated by interlopers contaminating the sample. In spectroscopic galaxy surveys this can be due to the misclassification of an emission line; for example in the Hobby–Eberly Telescope Dark Energy Experiment (HETDEX) low-redshift [O II] emitters may make up a few per cent of the observed Ly α emitter (LAE) sample. The presence of contaminants affects the measured correlation functions and power spectra. Previous attempts to deal with this using the cross-correlation function have assumed sources at a fixed redshift, or not modelled evolution within the adopted redshift bins. However, in spectroscopic surveys like HETDEX, where the contamination fraction is likely to be redshift dependent, the observed clustering of misclassified sources will appear to evolve strongly due to projection effects, even if their true clustering does not. We present a practical method for accounting for the presence of contaminants with redshift-dependent contamination fractions and projected clustering. We show using mock catalogues that our method, unlike existing approaches, yields unbiased clustering measurements from the upcoming HETDEX survey in scenarios with redshift-dependent contamination fractions within the redshift bins used. We show our method returns autocorrelation functions with systematic biases much smaller than the statistical noise for samples with at least as high as 7 per cent contamination. We also present and test a method for fitting for the redshift-dependent interloper fraction using the LAE–[O II] galaxy cross-correlation function, which gives less biased results than assuming a single interloper fraction for the whole sample.

Additional Information

© 2021 The Author(s). Published by Oxford University Press on behalf of Royal Astronomical Society. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. Accepted 2021 July 2. Received 2021 June 29; in original form 2021 April 9. Published: 16 July 2021. The authors acknowledge the feedback from the internal HETDEX referees and the anonymous journal referee. We acknowledge useful discussions with Humna Awan, Jiamin Hou, Martha Lippich, Andrea Pezzotta, Agne Semenaite, Martín Crocce, Román Scoccimarro, and the HETDEX cosmology science working group. Henry S. Grasshorn Gebhardt is a National Aeronautics and Space Administration (NASA) Postdoctoral Program Fellow. KG acknowledges support from the National Science Foundation (NSF) via grant NSF-2008793. EG was supported by the Department of Energy via grant DE-SC0010008. EK's work was supported in part by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany's Excellence Strategy – EXC-2094 – 390783311. DJ was supported at Pennsylvania State University by the NASA ATP program (80NSSC18K1103). We acknowledge the use of the PYTHON libraries MATPLOTLIB (Hunter 2007), ASTROPY (Astropy Collaboration et al. 2013, 2018), NUMPY (Harris et al. 2020), and SCIPY (Virtanen et al. 2020). This research also used TOPCAT (Taylor 2005), STILTS (Taylor 2006); and the GNU Scientific Library (GSL); URL: https://www.gnu.org/software/gsl/ HETDEX is led by the University of Texas at Austin McDonald Observatory and Department of Astronomy with participation from the Ludwig-Maximilians-Universität München, Max-Planck-Institut für Extraterrestrische Physik (MPE), Leibniz-Institut für Astrophysik Potsdam (AIP), Texas A&M University, Pennsylvania State University, Institut für Astrophysik Göttingen, The University of Oxford, Max-Planck-Institut für Astrophysik (MPA), The University of Tokyo, and Missouri University of Science and Technology. In addition to Institutional support, HETDEX is funded by the National Science Foundation (grant AST-0926815), the State of Texas, the US Air Force (AFRL FA9451-04-2-0355), and generous support from private individuals and foundations. The observations were obtained with the Hobby-Eberly Telescope (HET), which is a joint project of the University of Texas at Austin, the Pennsylvania State University, Ludwig-Maximilians-Universität München, and Georg-August-Universität Göttingen. The HET is named in honour of its principal benefactors, William P. Hobby and Robert E. Eberly. The authors acknowledge the Texas Advanced Computing Center (TACC) at The University of Texas at Austin for providing high performance computing, visualization, and storage resources that have contributed to the research results reported within this paper; URL: http://www.tacc.utexas.edu This research made use of NASA's Astrophysics Data System Bibliographic Services. Data Availability: The HETDEX data are currently proprietary, but public releases are planned for the future. The authors will respond to reasonable requests for access to the simulation data used in this paper, so long as no unreleased proprietary data is involved.

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Additional details

Created:
August 20, 2023
Modified:
October 23, 2023