J/A+A/661/A4      eFEDS optical cluster and group catalog         (Klein+, 2022)
The eROSITA Final Equatorial-Depth Survey (eFEDS).
Optical confirmation, redshifts, and properties of the cluster and
group catalog.
    Klein M., Oguri M., Mohr J.J., Grandis S., Ghirardini V., Liu T., Liu A.,
    Bulbul E., Wolf J., Comparat J., Ramos-Ceja M.E., Buchner J., Chiu I.,
    Clerc N., Merloni A., Miyatake H., Miyazaki S., Okabe N., Ota N.,
    Pacaud F., Salvato M., Driver S.P.
    <Astron. Astrophys. 661, A4 (2022)>
    =2022A&A...661A...4K 2022A&A...661A...4K        (SIMBAD/NED BibCode)
ADC_Keywords: Clusters, galaxy ; Redshifts ; X-ray sources ; Surveys
Keywords: catalogs - galaxies: clusters: general -
          galaxies: distances and redshifts -
          galaxies: clusters: intracluster medium - X-rays: galaxies: clusters
Abstract:
    In 2019, the eROSITA telescope on board of the Russian-German
    satellite Spectrum-Roentgen-Gamma (SRG), has started to perform a deep
    all-sky X-ray survey with the aim of identifying ∼100000 clusters and
    groups over the course of four years. As part of its performance
    verification phase a ∼140deg2 survey called eROSITA Final
    Equatorial-Depth Survey (eFEDS) was performed. With a depth typical of
    the all-sky survey after four years, it allows tests of tools and
    methods as well as improved predictions for the all-sky survey.
    As part of this effort, a catalog of 542 X-ray extent selected galaxy
    group and cluster candidates was constructed. In this paper we present
    the optical follow-up with the aim of providing redshifts and cluster
    confirmation for the full sample. Further we aim to provide additional
    information on cluster dynamical state, cluster richness and cluster
    optical center. Finally we aim to evaluate the impact of optical
    cluster confirmation on the purity and completeness of the X-ray
    selected sample.
    We use optical imaging data from the Hyper Suprime-Cam Subaru
    Strategic Program and from the Legacy Survey to identify optical
    counterparts to the X-ray detected cluster candidates. We make use of
    the red sequence based cluster redshift and confirmation tool MCMF as
    well as the optical cluster finder CAMIRA to derive cluster redshifts
    and richnesses. MCMF provided probabilities of an optical structure
    being a chance super position with the X-ray candidate is used to
    identify the best optical counter part as well as to confirm an X-ray
    candidate as a cluster. The impact of this confirmation process on
    catalog purity and completeness is estimated using optical to X-ray
    scaling relations as well as simulations. The resulting catalog is
    further matched with public group and cluster catalogs. Optical
    estimators of cluster dynamical state are constructed based on density
    maps of the red sequence galaxies at the cluster redshift.
    While providing redshift estimates for all 542 candidates, we
    construct an optically confirmed sample of 477 clusters and groups
    with a residual contamination of 6%. Of these, 470 (98.5%) are
    confirmed using MCMF, and 7 systems are added through cross matching
    with spectroscopic group catalogs. Using observable to observable
    scaling and the applied confirmation threshold, we predict 8±2 real
    systems have been excluded with the MCMF cut required to build this
    low contamination sample. This number is in good agreement with the 7
    systems found through cross matching that were not confirmed with
    MCMF. The predicted redshift and mass distribution of this catalog is
    in good agreement with simulations. Thus, we expect those 477 systems
    to include >99% of all true clusters in the candidate list. Using an
    MCMF independent method, we confirm the catalog contamination of the
    confirmed subsample to be 6±3%. Applying the same method to the
    full candidate list yields 17±3%, consistent with estimates coming
    from the fraction of confirmed systems of ∼17% and expectations from
    simulations of ∼20%. We further present a sample of merging cluster
    candidates based on the derived estimators of cluster dynamical state.
Description:
    This table contains the main results on the optical confirmation of
    eROSITA eFEDS sources using MCMF (*_COMB), Bytes 197-538. It further
    contains MCMF results of the individual MCMF runs using Legacy Survey
    (*_LS, Bytes 540-760) and HSC-SSP (*_HSC, Bytes 762-968). Entries
    till byte 195 are taken from the original eSASS based X-ray catalog
    (see Brunner et al., 2022A&A...661A...1B 2022A&A...661A...1B, Cat. J/A+A/661/A1).
File Summary:
--------------------------------------------------------------------------------
 FileName      Lrecl  Records   Explanations
--------------------------------------------------------------------------------
ReadMe            80        .   This file
catalog.dat      968      542   Cluster catalog with MCMF entries
--------------------------------------------------------------------------------
See also:
 J/MNRAS/474/3324 : Multicomponent matched filter test (Klein+, 2018)
 J/MNRAS/488/739  : MARD-Y3 catalog (Klein+, 2019)
 J/A+A/661/A1  : The eFEDS X-ray catalogs (V7.4) (Brunner+, 2022)
 J/A+A/661/A2  : Galaxy clusters and groups in eFEDS (Liu+, 2022)
 J/A+A/661/A3  : eFEDS counterparts to point-like sources (Salvato+, 2022)
 J/A+A/661/A5  : The eFEDS AGN catalog (Liu+, 2022)
 J/A+A/661/A7  : X-ray properties of eFEDS clusters and groups (Bahar+, 2022)
 J/A+A/661/A8  : eFEDS catalogue of variable X-ray sources (Boller+, 2022)
 J/A+A/661/A10 : eFEDS galaxy clusters and groups in disguise (Bulbul+, 2022)
 J/A+A/661/A23 : Exoplanet X-ray irradiation & evaporation rates (Foster+, 2022)
 J/A+A/661/A24 : Corona-chromosphere connection (Fuhrmeister+, 2022)
 J/A+A/661/A29 : First eROSITA study of nearby M dwarfs (Magaudda+, 2022)
 J/A+A/661/A34 : eta Cha cluster eROSITA X-ray scan (Robrade+, 2022)
 J/A+A/661/A35 : eROSITA study of 47 Tuc globular cluster (Saeedi+, 2022)
 J/A+A/661/A38 : SRG/ART-XC 1st year all-sky X-ray survey (Pavlinsky+, 2022)
 J/A+A/661/A40 : eRASS1 X-ray sources Sco-Cen members (Schmitt+, 2022)
 J/A+A/661/A44 : A first eROSITA view of ultracool dwarfs (Stelzer+, 2022)
Byte-by-byte Description of file: catalog.dat
--------------------------------------------------------------------------------
   Bytes Format Units       Label           Explanations
--------------------------------------------------------------------------------
   1- 22  A22   ---         Name            eROSITA source name (NAME)
  24- 28  I5    ---         ID-SRC          Source ID of detection pipeline
                                             (ID_SRC)
  30- 38  F9.5  deg         RAdeg           Right ascension of the X-ray
                                             center (J2000) (RA_CORR)
  40- 48  F9.5  deg         DEdeg           Declination of the X-ray
                                             center (J2000) (DEC_CORR)
  50- 58  F9.6  arcsec     ePos             Positional uncertainty
                                             (RADECERRCORR)
  60- 67  F8.5  arcsec      Ext             Source extent in X-ray (EXT)
  69- 80  F12.5 arcsec    e_Ext             [] Error in source extent (EXT_ERR)
  82- 90  F9.5  ---         ExtLike         Extent likelihood (EXT_LIKE)
  92-101  F10.5 ct          MLCT            Source counts (ML_CTS)
 103-114  E12.6 ct        e_MLCT            [] Error on counts (MLCTSERR)
 116-123  F8.6  ct/s        MLRate          Count rate (ML_RATE)
 125-136  F12.6 ct/s      e_MLRate          [] Error on count rate (MLRATEERR)
 138-149  E12.6 ---         MLFlux          Source flux (ML_FLUX)
 151-162  E12.6 ---       e_MLFlux          Error on flux (MLFLUXERR)
 164-173  F10.5 ---         DetLike         Detection likelihood (DET_LIKE)
 175-182  F8.5  ---         MLBkg           Background (ML_BKG)
 184-193  F10.5 ---         MLExpTime       Exposure time (ML_EXP)
     195  A1    ---         INAREA90        [FT] Label for column 18 (INAREA90)
 197-205  F9.6  ---         FcontBest       fcont of best optical counter part:
                                             -1, -2 for manually added systems
                                             (FCONTBEST_COMB)
 207-212  F6.4  ---         zBest           Photometric redshift of best
                                             counter part (ZBESTCOMB)
 214-220  F7.4  ---       e_zBest           ?=- Uncertainty of the photometric
                                             redshift (SIGMAZBEST_COMB)
 222-228  F7.3  ---         lambdaBest      Richness of best counter part
                                             (LAMBDABESTCOMB)
 230-236  F7.4  ---       e_lambdaBest      [] Uncertainty richness
                                             (ELAMBDABESTCOMB)
 238-239  I2    ---         SurvBest        [-1/2] Survey used
                                             (SURVBESTCOMB) (1)
 241-249  F9.5  deg         RAOdeg          Right ascension of optical center of
                                             best counter part (J2000)
                                             (RAOPTCENBEST_COMB)
 251-259  F9.5  deg         DEOdeg          Declination of optical center of
                                             best counter part (J2000)
                                             (DECOPTCENBEST_COMB)
 261-268  F8.5  ---         zspBest         Spectrscopic redshift
                                             (SPECZBEST_COMB)
 270-271  I2    ---       o_zspBest         Number of redshifts used for spec-z
                                             (N_SPEC)
 273-280  F8.6  ---         MProxBest       Approx. M500 used for richness
                                             estimate [1/h] (MASSPROXBESTCOMB)
 282-290  F9.6  ---         Fcont2Best      Second best f_cont of best optical
                                             counter part: -1, -2 for manually
                                             added systems (FCONT2BEST_COMB)
 292-300  F9.6  ---         z2Best          Second Photometric redshift of best
                                             counter part (Z2BESTCOMB)
 302-308  F7.4  ---         lambda2Best     Second Richness of best
                                             counter part (LAMBDA2BESTCOMB)
 310-316  F7.4  ---       e_lambda2Best     Second Uncertainty richness
                                             (ELAMBDA2BESTCOMB)
 318-324  F7.4  ---       e_z2Best          Second Uncertainty of the
                                             photometric redshift
                                             (SIGMAZ2BEST_COMB)
     326  I1    ---         Surv2Best       [0/2] Second Survey used
                                             (SURV2BESTCOMB) (1)
 328-339  E12.6 ---         MProx2Best      Second bApprox. M500 used for
                                             richness estimate [1/h]
                                             (MASSPROX2BESTCOMB)
     341  I1    ---         FlagO-Xpos      Value of the optical footprint map
                                             at X-ray position
                                             (FLAGOPTICALX_POS)
 343-350  F8.6  ---         MaskFr3Foot     Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius (MASKFRAC3FOOT)
 352-359  F8.6  ---         MaskFrFlg       Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius but including flagged area
                                             due to bright star masks
                                             (MASKFRAC3FLAGGED)
 361-368  F8.6  ---         MaskFrR500Foot  Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius but for a r_500 sized region
                                             (MASKFRACR500FOOTBESTCOMB)
 370-377  F8.6  ---         MaskFrR500Flg   Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius but for a r_500 sized region
                                             (MASKFRACR500FLAGGEDBESTCOMB)
 379-386  F8.6  ---         MaskFrR500Foot2 Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius for 2nd best counter part
                                             (MASKFRACR500FOOT2BESTCOMB)
 388-395  F8.6  ---         MaskFrR500Flg2  Fraction of the area not in the
                                             optical footprint within a 3 arcmin
                                             radius but including flagged area
                                             due to bright star masks but for
                                             2nd best counter part
                                             (MASKFRACR500FLAGGED2BESTCOMB)
 397-405  F9.5  deg          RAGdeg         Right ascension of galaxy density
                                             map based centre (J2000)
                                             (RAGDMAPBEST_COMB)
 407-415  F9.5  deg          DEGdeg         Declination of galaxy density map
                                             based centre (J2000)
                                             (DECGDMAPBEST_COMB)
 417-425  F9.5  deg          RAG2deg        Right ascension of galaxy density
                                             map based centre for 2nd best
                                             counterpart (J2000)
                                             (RAGDMAP2BEST_COMB)
 427-435  F9.5  deg          DEG2deg        Declination of galaxy density map
                                             based centre for 2nd best
                                             counterpart (J2000)
                                             (DECGDMAP2BEST_COMB)
 437-445  F9.5  deg          RABdeg         Right ascension of best BCG
                                             candidate (J2000)
                                             (RABCGBEST_COMB)
 447-455  F9.5  deg          DEBdeg         Declination of best BCG candidate
                                             (J2000) (DECBCGBEST_COMB)
 457-465  F9.7  ---          alpha          ?=- Dynamical state estimator alpha
                                             (ALPHA)
 467-475  F9.7  ---          delta          ?=- Dynamical state estimator delta
                                             (DELTA)
 477-485  F9.7  ---          beta           ?=- Dynamical state estimator beta
                                             (BETA)
 487-494  F8.6  ---          ellip          ?=- Dynamical state estimator:
                                             model ellipticity (ELLIP)
 496-503  F8.6  ---          CenterShift    ?=- Shift of the centre of the 2D
                                             density model with respect to X-ray
                                             position (CENTERSHIFT)
 505-513  F9.6  ---          DistNOR500     ?=- Distance to next optical
                                             structure in the galaxy density map
                                             (DISTNEXTOPT_R500)
 515-524  F10.6 Mpc          DistNX         ?=- Distance to next extent
                                             selected eFEDS cluster in MPC
                                             (DISTNEXTXCLUSTMPC)
 526-535  F10.6 ---          DistNXR500     ?=- Distance to next extent selected
                                             eFEDS cluster
                                             (DISTNEXTXCLUSTR500)
 537-538  A2    ---          MCMFNwaySec    [12ABCD ] Sector in f_cont- p_any
                                             plane according to Sect. 5.4
                                             (MCMFNWAYSECTOR)
 540-549  F10.6 ---          FcontLFCLS     fcont of best optical counter part
                                             of individual MCMF run using legacy
                                             survey (FCONTLFC_LS)
 551-559  F9.5  ---          zLFCLS         Corresponding redshift (ZLFCLS)
 561-570  F10.6 ---          lambdaLFCLS    Corresponding richness
                                             (LAMBDALFCLS)
 572-581  F10.6 ---        e_lambdaLFCLS    [] Uncertainty of the richness
                                             (ELAMBDALFCLS)
 583-591  F9.5  ---          zP1LS          Redshift of first peak in lambda
                                             versus redshift plot (ZP1LS)
 593-601  F9.5  ---          zP2LS          Redshift of second peak in lambda
                                             versus redshift plot (ZP2LS)
 603-611  F9.5  ---          zP3LS          Redshift of third peak in lambda
                                             versus redshift plot (ZP3LS)
 613-622  F10.6 ---          lambdaP1LS     Richness of first peak
                                             (LAMBDAP1LS)
 624-633  F10.6 ---          lambdaP2LS     Richness of second peak
                                             (LAMBDAP2LS)
 635-644  F10.6 ---          lambdaP3LS     Richness of third peak
                                             (LAMBDAP3LS)
 646-655  F10.6 ---        e_lambdaP1LS     [] Uncertainty on the richness of
                                             first peak (ELAMBDAP1LS)
 657-666  F10.6 ---        e_lambdaP2LS     [] Uncertainty on the richness of
                                             second peak (ELAMBDAP2LS)
 668-677  F10.6 ---        e_lambdaP3LS     [] Uncertainty on the richness of
                                             third peak (ELAMBDAP3LS)
 679-688  F10.6 ---          FcontP1LS      fcont of the first peak
                                             (FCONTP1_LS)
 690-699  F10.6 ---          FcontP2LS      fcont of the second peak
                                             (FCONTP2_LS)
 701-708  F8.6  ---          FcontP3LS      fcont of the third peak
                                             (FCONTP3_LS)
 710-720  F11.7 ---          DeltaLFCLS     Difference in f_cont between best
                                             and 2nd best counter part
                                             (DELTALFCLS)
 722-730  F9.6  ---        e_zLFCLS         ?=- Uncertainty of the photometric
                                             redshift (SIGMAZLFC_LS)
 732-740  F9.6  ---        e_zP1LS          ?=- Uncertainty of the photometric
                                             redshift of the 1st peak
                                             (SIGMAZP1_LS)
 742-750  F9.6  ---        e_zP2LS          ?=- Uncertainty of the photometric
                                             redshift of the 2nd peak
                                             (SIGMAZP2_LS)
 752-760  F9.6  ---        e_zP3LS          ?=- Uncertainty of the photometric
                                             redshift of the 3rd peak
                                             (SIGMAZP3_LS)
 762-769  F8.6  ---          FcontLFCHSC    f_cont of best optical counter part
                                             of individual MCMF run using
                                             HSC-SSP (HSC) (FCONTLFC_HSC)
 771-780  F10.6 ---          zLFCHSC        Corresponding redshift of best
                                             counter part in HSC (ZLFCHSC)
 782-792  F11.6 ---          lambdaLFCHSC   Richness of first peak
                                             (LAMBDALFCHSC)
 794-803  F10.6 ---        e_lambdaLFCHSC   [] Uncertainty on the richness of
                                             first peak  (ELAMBDALFCHSC)
 805-813  F9.6  ---        e_zLFCHSC        ?=- Uncertainty of the photometric
                                             redshift (SIGMAZLFC_HSC)
 815-824  F10.6 ---          zP1HSC         Redshift of first peak in lambda
                                             versus redshift plot (ZP1HSC)
 826-835  F10.6 ---          zP2HSC         Redshift of second peak in lambda
                                             versus redshift plot (ZP2HSC)
 837-846  F10.6 ---          zP3HSC         Redshift of third peak in lambda
                                             versus redshift plot (ZP3HSC)
 848-858  F11.6 ---          lambdaP1HSC    Richness of first peak
                                             (LAMBDAP1HSC)
 860-869  F10.6 ---          lambdaP2HSC    Richness of second peak
                                             (LAMBDAP2HSC)
 871-879  F9.5  ---          lambdaP3HSC    Richness of third peak
                                             (LAMBDAP3HSC)
 881-890  F10.6 ---        e_lambdaP1HSC    [] Uncertainty on the richness of
                                             first peak corresponding
                                             (ELAMBDAP1HSC)
 892-901  F10.6 ---        e_lambdaP2HSC    [] Uncertainty on the richness of
                                             second peak corresponding
                                             (ELAMBDAP2HSC)
 903-911  F9.5  ---        e_lambdaP3HSC    [] Uncertainty on the richness of
                                             third peak corresponding
                                             (ELAMBDAP3HSC)
 913-921  F9.6  ---        e_zP1HSC         ?=- Uncertainty of the photometric
                                             redshift of the 1st peak
                                             (SIGMAZP1_HSC)
 923-931  F9.6  ---        e_zP2HSC         ?=- Uncertainty of the photometric
                                             redshift of the 2nd peak
                                             (SIGMAZP2_HSC)
 933-941  F9.6  ---        e_zP3HSC         Uncertainty of the photometric
                                             redshift of the 3rd peak
                                             (SIGMAZP3_HSC)
 943-950  F8.6  ---          FcontP1HSC     fcont of the first peak
                                             (FCONTP1_HSC)
 952-959  F8.6  ---          FcontP2HSC     fcont of the second peak
                                             (FCONTP2_HSC)
 961-968  F8.6  ---          FcontP3HSC     fcont of the third peak
                                             (FCONTP3_HSC)
--------------------------------------------------------------------------------
Note (1): Survey used as follows :
           -1 = group catalog
            1 = LS
            2 = HSC
--------------------------------------------------------------------------------
Acknowledgements:
    Matthias Klein, matthias.klein(at)physik.lmu.de
References:
    The Early Data Release of eROSITA and Mikhail Pavlinsky ART-XC on the
    SRG mission, 2022, A&A, 661, A1-A46
(End)                                        Patricia Vannier [CDS]  06-Aug-2021