CoMaLit. V. Mass forecasting with proxies J/MNRAS/468/3322 ivo://CDS.VizieR/J/MNRAS/468/3322 doi:10.26093/cds/vizier.74683322 CDS Sereno M. Ettori S. 2024-08-17T20:18:43Z 2020-04-15T09:20:57Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr galaxy-clusters Mass measurements of astronomical objects are most wanted but still elusive. We need them to trace the formation and evolution of cosmic structure but we can get direct measurements only for a minority. This lack can be circumvented with a proxy and a scaling relation. The twofold goal of estimating the unbiased relation and finding the right proxy value to plug in can be hampered by systematics, selection effects, Eddington/Malmquist biases and time evolution. We present a Bayesian hierarchical method that deals with these issues. Masses to be predicted are treated as missing data in the regression and are estimated together with the scaling parameters. The calibration subsample with measured masses does not need to be representative of the full sample as far as it follows the same scaling relation. We apply the method to forecast weak lensing calibrated masses of the Planck, redMaPPer and MCXC clusters. Planck masses are biased low with respect to weak lensing calibrated masses, with a bias more pronounced for high-redshift clusters. MCXC masses are under-estimated by ~20 per cent, which may be ascribed to hydrostatic bias. Packages and catalogues are made available with the paper. 2017MNRAS.468.3322S https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/468/3322 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to J/ApJS/199/34 : Clusters of galaxies in SDSS-III (Wen+, 2012) J/ApJ/807/178 : Newly rich galaxy clusters identified in SDSS-DR12 J/A+A/594/A27 : Planck Sunyaev-Zeldovich sources (PSZ2) (Plankc+, 2016) J/A+A/534/A109 : MCXC Meta-Catalogue X-ray galaxy Clusters J/ApJ/785/104 : redMaPPer. I. Algorithm applied to SDSS DR8 (Rykoff+, 2014) J/ApJS/224/1 : redMaPPer cluster catalog from DES data (Rykoff+, 2016) J/MNRAS/450/3665 : CoMaLit. III. LC2 catalog (Sereno+, 2015) J/MNRAS/450/3675 : CoMaLit. IV. Sigma Catalogue (Sereno+, 2015) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/MNRAS/468/3322 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/468/3322 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/468/3322 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/MNRAS/468/3322 https://vizier.iucaa.in/viz-bin/votable?-source=J/MNRAS/468/3322 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/MNRAS/468/3322 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/MNRAS/468/3322/table4 (Catalogue of WL calibrated masses of the PSZ2 clusters, Cat. J/A+A/594/A27 (HFI_PCCS_SZ-MMF3_R2.08_MWLc.dat)) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/468/3322/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/468/3322/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/468/3322/table4? GET text/xml+votable 180.0 50000 true 229.1905 -1.0172 0.005555555555555556 Cone search capability for table J/MNRAS/468/3322/table5 (Catalogue of WL calibrated masses of the redMaPPer clusters (redmapper_dr8_public_v6.3_MWLc.dat)) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/468/3322/table5? https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/468/3322/table5? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/468/3322/table5? GET text/xml+votable 180.0 50000 true 239.58 27.233 0.005555555555555556 Cone search capability for table J/MNRAS/468/3322/table6 (Catalogue of WL calibrated masses of the MCXC clusters, Cat. J/A+A/534/A109 (mcxc_MWLc.dat)) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/468/3322/table6? https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/468/3322/table6? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/468/3322/table6? 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16530-16531 16540 16543 16579 16599 16609 16640 16642 16655-16656 16661 16666 16671 16681 16683 16687 16690 16695 16702 16713 16721 16765 16767 16782 16787 16792 16801 16806 16822 16854 16893-16895 16903 16924 16926 16953 16959 16965 16982 16993 17044 17059 17069 17083-17084 17102 17122 17124 17133 17141 17151 17165 17171 17188 17211 17222-17223 17227-17230 17233-17235 17244-17245 17247 17256-17258 17260 17262-17263 17276-17278 17294-17295 17313-17315 17320-17321 17323-17324 17326-17327 17344-17346 17352-17354 17356-17357 17359 17365-17366 17372 17374 17376-17377 17380 17382-17383 17389-17393 17395 17402-17403 17410 17438 17442 17452 17457 17464 17472 17487 17491-17494 17504 17506-17507 17532-17534 17549-17550 17553-17555 17569-17572 17574-17575 17588-17590 17594-17596 17598 17621-17623 17632-17633 17635-17638 17641 17643-17644 17646-17647 17649-17651 17658-17659 17661-17663 17665-17667 17672-17674 17689-17690 17693-17695 17697-17698 17701-17704 17707 17712 17714-17715 17720 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20640 20643 20646 20657 20669 20693 20706-20707 20735 20777 20835 20866 20874 20876 20969 20984 21007 21016 21043 21064 21069 21072-21073 21133-21134 21154 21156 21169 21211 21256 21387 21473 21624 21648 21766 21804 21811 21816 21821-21823 21830 21836 21838-21839 21856 21858-21861 21863 21865-21867 21869-21871 21876 21878 21880 21883-21884 21886-21887 21894 21905 21908-21909 21911 21913 21915 21934 21961 21963-21965 21967 21972-21974 21980 21982-21983 21988 21990-21991 21995 21997-21998 22003 22005-22007 22009-22010 22108 22272 22276 22330 22337 22340 22353-22358 22364 22367 22373-22374 22384 22386-22389 22393 22395 22467 22479 22485-22487 22490-22491 22495 22519 22545 22554-22555 22577 22607 22614-22615 22627 22661 22721-22722 22743 22771 22792 22830 22842 22915 22918 22936 22942 22949 22955 22970 22972 22987 22995 23023 23027 23042 23050 23069 23085 23097 23142 23161 23173 23176 23216 23223 23306 23320-23321 23324 23349 23384 23399 23403 23410 23424 23436 23451 23461 23474 23544-23545 23714 23869 23890 23927 23933 24004 24032 24041 24044 24114 24118 24319 24333 24426 24482 24579 24622 24637-24638 24651 24658 24681 24685 24707 24735 24779 24793 24822 24853 24912 24916 24943 24951 25005 25008 25042 25052 25055 25081 25083 25094 25102 25133-25135 25158-25159 25166 25188 25216 25235 25244 25272 25285 25302 25331 25355 25391 25406 25410 25451 25474 25478 25509 25512 25540 25542 25563 25565-25567 25581-25583 25585-25587 25592-25593 25595 25675 25678-25679 25682 25687 25769 25781 25787 25789 25800 25812 25821-25823 25837-25839 25841 25843 25848-25850 25852-25854 25887 25906 25913-25916 25918-25919 25923 25926 25933-25935 25952-25953 25955 25960-25961 25963 25972-25973 25975-25977 25979 25986-25987 25989-25991 26000 26003-26004 26006 26009 26016 26018-26019 26024-26025 26027 26037-26038 26045-26049 26051 26060-26062 26073 26075 26077-26079 26084 26086-26087 26089-26090 26092 26094-26095 26125 26128 26135 26141-26143 26157-26158 26161 26163 26165-26170 26177-26179 26185-26189 26204-26205 26207-26210 26212 26214-26215 26217-26219 26230-26234 26238-26239 26242-26244 26246-26250 26252 26254-26255 26261-26263 26280-26282 26296-26298 26304 26306-26309 26311 26313 26315 26326-26329 26331 26336-26338 26342-26344 26346-26347 26361-26363 26368-26369 26371 26380-26382 26384-26385 26387-26390 26397-26399 26401-26403 26408-26409 26411 26420 26424-26426 26428-26429 26431-26432 26434-26435 26444-26445 26447 26464-26466 26472 26474-26476 26478 26485-26487 26496-26498 26508-26510 26517-26518 26520 26523 26525 26527 26532-26534 26540-26541 26545-26548 26550-26552 26554 26556-26557 26559 26561-26563 26589-26593 26595 26608-26609 26611 26616-26618 26628 26630 26667-26668 26689-26690 26699 26707 26716 26720 26732 26734 26746 26756 26770 26773 26785 26787 26808 26825 26827 26847-26848 26863 26867-26868 26870-26871 26876 26878-26879 26909 26925 26927 26929 26932 26934 26942-26943 26947 26949 26951-26954 26956 26958 26960 26962-26963 26973 26975 26977-26982 26984 26987 26996 27009-27011 27016-27017 27019 27028-27029 27031-27033 27035-27037 27039 27044 27046-27047 27050-27053 27055-27056 27058 27065 27069-27070 27074-27077 27079-27081 27083 27085 27087-27088 27090-27093 27095-27096 27098-27099 27117 27119 27125-27126 27136 27191 27197-27199 27203 27206-27208 27211 27213-27214 27220-27222 27236-27238 27240-27241 27243-27246 27248 27251 27253 27255 27257-27258 27260-27261 27263 27269 27273-27275 27277-27279 27281-27283 27285-27287 27292-27294 27297 27299 27304-27305 27307-27309 27311 27324 27326-27327 27340 27342 27344-27346 27348-27350 27356-27358 27388 27390-27391 27394 27399-27401 27403-27406 27409-27414 27416-27418 27424-27425 27427-27429 27441-27442 27444-27445 27447 27449-27451 27453-27455 27461-27463 27470-27473 27475 27480-27482 27489-27491 27501-27503 27512 27516-27518 27521-27523 27544 27546-27547 27564 27566-27567 27569-27571 27608-27610 27624-27625 27627 27637-27639 27644 27646-27647 27660-27661 27663-27666 27670 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28360-28362 28366-28367 28369 28371-28372 28374-28375 28388 28391-28392 28397 28399-28402 28408 28410 28412 28414 28433-28435 28480 28482-28483 28488-28490 28493 28497 28499-28501 28503 28506-28507 28509-28511 28530-28531 28533-28536 28538-28539 28541-28545 28547 28552-28553 28555-28558 28564-28565 28567-28569 28573-28578 28580-28581 28592 28594-28596 28598 28605-28607 28612-28613 28615 28620-28622 28632-28633 28635-28636 28638-28639 28656-28658 28669-28671 28739 28746 28987 28995 29014 29234 29488 29625 29660 29694 29711 29715 29735 29742 29774 29784 29796 29818 29852 29876 29908 29965 29992 30028 30032 30045 30060 30081 30379 30901 30916 30946 30956 31007 31083 31093 31111 31117 31121-31122 31180 31217 31225 31284 31286 31288 31290-31291 31293-31295 31338 31351 31354 31357-31359 31365 31367 31369 31371-31373 31381-31382 31384-31385 31387 31389 31391 31396 31398 31401-31403 31408-31409 31411 31420-31421 31423 31429-31432 31434 31441-31445 31448 31450-31451 31453-31455 31477-31479 31484 31486-31487 31495 31509 31528-31530 31534-31535 31537 31539 31544 31546-31548 31551 31598 31616 31619 31628-31630 31648 31650 31654-31656 31658-31662 31664 31666-31667 31672-31673 31675 31677-31679 31684-31685 31687-31689 31691-31692 31694-31695 31702-31704 31706-31708 31710 31712 31714 31728-31730 31737-31740 31742-31743 31851 31936-31937 31985 32039 32139 32144 32161 32168 32223 32279 32329 32362 32379 32390 32410-32411 32413-32415 32420-32421 32423-32424 32426-32427 32432-32434 32442 32444-32446 32448 32462-32463 32469 32474-32477 32479-32482 32485 32487 32489 32491 32545 32553 32599 32602 32621 32624 32633 32648 32672 32674-32675 32689-32691 32693 32700 32702 32704 32739 32746 32764 32766 32798 32825 32833 32863 32894-32895 32907 32927 32960 32982 33004 33030-33031 33034 33058 33117 33152-33153 33159 33180 33208 33222 33224 33235 33289 33303 33313 33321 33349 33363 33367 33415 33433 33451 33474 33509 33515 33517 33521 33540 33580 33586 33605 33614 33620 33624 33627-33628 33639 33649 33657 33662 33668 33692 33709 33716 33718 33748 33769 33774 33783 33796 33810 33822-33823 33826-33827 33866 33871 33885 33891 33894 33897 33917 33937 33945 33955 33968 33980 34030 34032 34040 34049 34071 34073 34087 34097 34121 34126 34139 34155 34159 34161 34165 34174 34181 34186 34197 34229 34260 34264 34324 34338 34355 34360 34362 34368 34374 34403 34416 34423 34437 34442-34443 34446 34461 34463 34480 34490 34496 34500 34503 34512 34515 34520 34534 34548 34552 34570 34572 34580 34653 34703 34726 34793 34805 34823 34839 34910 34918 34961 35007 35015 35043 35055 35069 35078 35097 35121 35130 35133 35139 35147 35171 35206 35240 35251 35266 35271-35272 35310 35325 35343 35346 35388 35417 35441 35447 35455 35523 35529 35536 35595 35636 35652 35683 35694 35696 35719 35741 35755 35758-35759 35769 35789 35808 35823 35853 35932-35933 35950 35976 35985 36012-36013 36017 36023 36028 36048 36070 36082-36083 36089 36094 36097-36098 36131-36132 36144 36150 36152 36177 36217 36231 36242 36247 36250 36311 36317 36342 36393 36417 36423 36432-36434 36453 36490 36526 36547 36553 36577 36582 36589 36621 36672 36698 36713 36763 36771 36775 36778-36779 36784-36785 36787 36794-36795 36801-36803 36806-36807 36809-36812 36814 36826 36832 36834-36835 36844-36846 36850 36857-36859 36862 36891 36918 36963 36975 36981 36983-36984 37008 37049-37050 37084 37087 37095 37138 37170 37191 37307 37376 37378 37388 37395 37404 37412 37484 37533 37567 37586 37628 37770-37771 37974-37975 38123 38142 38173 38206 38246 38270 38278 38308 38322 38348 38527 38704 38741 38804 38822 38853 38858 38873 38891 38912 38919 38944 38955 38973 39004 39010 39020 39043 39047-39048 39055 39058 39067-39068 39077 39079 39085 39087 39137-39138 39170 39211 39443 39459 39462 39506 39531 39552 39577 39582 39588 39594 39598 39608 39613 39658 39680 39715 39737 39819 39960 40081 40111 40204 40208 40224 40238 40252 40271 40293 40311 40321 40326 40340 40351 40401-40402 40410 40424-40425 40432 40436 40508 40511 40517 40547 40564 40583 40596 40601 40615 40679 40702 40774 40777 40803 40809 40904 40929 40933 40949 40951 40953-40957 40959 40965 40987 41014-41015 41027 41077 41081 41093-41094 41116 41151 41230 41240 41246 41249 41326 41417 41423 41429 41893 41949 41973 41988 42027 42072-42073 42332 42542 42808 42834 42877 42901 43078 43212 43219 43224 43256 43270 43302 43358 43375 43412 43428 43433 43451 43503 43516 43533 43542 43577 43612 43625-43627 43630 43637 43644 43649 43656 43679 43706 43750 43752 43757 43784-43785 43787 43827-43828 43830 43836-43838 43841 43843 43849 43876-43877 43881 43891 43909 43914 43937-43939 43941 43947-43948 43950 43960 43962 43977 43981 43988 44008 44017 44033 44041 44088 44108 44144 44146 44148 44169 44172 44191 44209-44210 44255 44262 44302 44320 44322 44502 44554 44563 44648 44662 44731 44742 44790 44800 44802 44817 44824 44896 44976 44992-44993 45006 45039 45043 45049-45051 45053-45054 45076 45105 45114 45140 45177 45189 45197 45200 45210 45227 45235 45250 45253 45276 45293 45336 45384 45390 45392-45393 45421 45424 45433 45435 45474 45498 45506 45523 45542-45543 45546 45562 45580 45584 45607 45637 45720 45741 45754 45789 45821 45852 45883 45885 45893 45906 45908 45942 45962 45965-45966 45973 45981 45984 45993 45997 46009 46020 46077 46079 46101 46137 46160 46180 46191 46193 46219 46237 46244 46252 46255 46258 46301 46312-46313 46341 46389 46399 46424 46441-46442 46444 46459 46470 46474 46484 46526 46540 46548 46552 46558 46566 46571 46612 46643 46652 46660 46687 46737 46739-46740 46752 46763 46855 46868 46889 46892 46911 46915 46923-46924 46950 46952 47016 47028 47043 47052 47065 47139 47168 47188 47207 47225-47226 47314 47319 47327 47347 47358 47368 47386 47463 47467 47509 47524 47573-47574 47580 47589 47595 47618 47805 47820 47851 47919 47921 47941 47960 48053 48076 48128 48132-48133 48147 48171 48193 48199 48254 48258 48272 48297 48311 48319 48323 48344 48346 48349 48351-48353 48375 48392 48423 48440 48444 48456 48459 48479 48483 48487 48489 48500-48501 48518 48540 48576 48583 48594 48620-48621 48639 48649 48684 48688 48692 48707 48711 48713 48735 48738 48945 48966 48977 48989-48991 49009 49020 49023 49091 49111-49113 49117-49118 49125 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/MNRAS/468/3322?format=ascii default J/MNRAS/468/3322/table4 Catalogue of WL calibrated masses of the PSZ2 clusters, Cat. J/A+A/594/A27 (HFI_PCCS_SZ-MMF3_R2.08_MWLc.dat) SimbadName Simbad column added by the CDS meta.id char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Index Sequential number, within the table meta.id int Name Name (1) meta.id;meta.main char RAJ2000 Right ascension (J2000) deg pos.eq.ra;meta.main DEJ2000 Declination (J2000) deg pos.eq.dec;meta.main z ? Redshifts src.redshift;pos.heliocentric float nullable MWLc ? WL calibrated mass (2) 1e+14solMass phys.mass float nullable e_MWLc ? WL calibrated mass error (2) 1e+14solMass stat.error float nullable MLC2 ? WL mass of the LC^2^-single counterpart (2) 1e+14solMass phys.mass float nullable e_MLC2 ? WL mass of the LC^2^-single counterpart error (2) 1e+14solMass stat.error float nullable MCat ? Mass proxy from PSZ (table4) or MCXC (table6) catalogue (2) (3) 1e+14solMass phys.mass float nullable e_MCat ? Mass proxy error (2) (3) 1e+14solMass stat.error float nullable
J/MNRAS/468/3322/table5 Catalogue of WL calibrated masses of the redMaPPer clusters (redmapper_dr8_public_v6.3_MWLc.dat) SimbadName Simbad column added by the CDS meta.id char Name Name (1) meta.id;meta.main char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Index Sequential number, within the table meta.id int RAJ2000 Right ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 Declination (J2000) deg pos.eq.dec;meta.main indexed z ? Redshifts src.redshift;pos.heliocentric float nullable MWLc ? WL calibrated mass (2) 1e+14solMass phys.mass float nullable e_MWLc ? WL calibrated mass error (2) 1e+14solMass stat.error float nullable MLC2 ? WL mass of the LC^2^-single counterpart (2) 1e+14solMass phys.mass float nullable e_MLC2 ? WL mass of the LC^2^-single counterpart error (2) 1e+14solMass stat.error float nullable MCat ? Mass proxy from PSZ (table4) or MCXC (table6) catalogue (2) (3) 1e+14solMass phys.mass float nullable e_MCat ? Mass proxy error (2) (3) 1e+14solMass stat.error float nullable
J/MNRAS/468/3322/table6 Catalogue of WL calibrated masses of the MCXC clusters, Cat. J/A+A/534/A109 (mcxc_MWLc.dat) SimbadName Simbad column added by the CDS meta.id char Name Name (1) meta.id;meta.main char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Index Sequential number, within the table meta.id int RAJ2000 Right ascension (J2000) deg pos.eq.ra;meta.main DEJ2000 Declination (J2000) deg pos.eq.dec;meta.main z ? Redshifts src.redshift;pos.heliocentric float nullable MWLc ? WL calibrated mass (2) 1e+14solMass phys.mass float nullable e_MWLc ? WL calibrated mass error (2) 1e+14solMass stat.error float nullable MLC2 ? WL mass of the LC^2^-single counterpart (2) 1e+14solMass phys.mass float nullable e_MLC2 ? WL mass of the LC^2^-single counterpart error (2) 1e+14solMass stat.error float nullable MCat ? Mass proxy from PSZ (table4) or MCXC (table6) catalogue (2) (3) 1e+14solMass phys.mass float nullable e_MCat ? Mass proxy error (2) (3) 1e+14solMass stat.error float nullable