Phot. metallicity prediction of RR Lyrae stars J/ApJS/261/33 ivo://CDS.VizieR/J/ApJS/261/33 doi:10.26093/cds/vizier.22610033 CDS Dekany I. Grebel E.K. 2022-11-15T07:25:03Z 2022-11-07T11:53:43Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr variable-stars metallicity infrared-photometry visible-astronomy Wide-band photometry surveys astronomical-models RR Lyrae stars are useful chemical tracers thanks to the empirical relationship between their heavy-element abundance and the shape of their light curves. However, the consistent and accurate calibration of this relation across multiple photometric wave bands has been lacking. We have devised a new method for the metallicity estimation of fundamental-mode RR Lyrae stars in the Gaia optical G and near-infrared VISTA Ks wave bands by deep learning. First, an existing metallicity prediction method is applied to large photometric data sets, which are then used to train long short-term memory recurrent neural networks for the regression of the [Fe/H] to the light curves in other wave bands. This approach allows an unbiased transfer of our accurate, spectroscopically calibrated I-band formula to additional bands at the expense of minimal additional noise. We achieve a low mean absolute error of 0.1 dex and high R2 regression performance of 0.84 and 0.93 for the Ks and G bands, respectively, measured by cross-validation. The resulting predictive models are deployed on the Gaia DR2 and VVV inner bulge RR Lyrae catalogs. We estimate mean metallicities of -1.35dex for the inner bulge and -1.7dex for the halo, which are significantly less than the values obtained by earlier photometric prediction methods. Using our results, we establish a public catalog of photometric metallicities of over 60,000 Galactic RR Lyrae stars and provide an all-sky map of the resulting RR Lyrae metallicity distribution. The software code used for training and deploying our recurrent neural networks is made publicly available in the open-source domain. 2022ApJS..261...33D https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/261/33 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to I/345 : Gaia DR2 (Gaia Collaboration, 2018) J/AJ/108/1016 : Kinematics of local RR lyrae stars. I. (Layden, 1994) J/AJ/110/2319 : Abundances in RR Lyr variables (Clementini+ 1995) J/A+A/312/111 : [Fe/H] from RR Lyrae light curves (Jurcsik+, 1996) J/ApJS/197/29 : Chemical compositions of 11 RR Lyrae (For+, 2011) J/ApJ/782/59 : Abundances of 8 RR Lyrae subclass C stars (Govea+, 2014) J/MNRAS/447/2404 : Equivalent width of 21 RR Lyrae stars (Pancino+, 2015) J/MNRAS/466/2602 : Blazhko effect in Galactic RR Lyrae (Prudil+, 2017) J/ApJ/848/68 : Abund. & RVs of stable and Blazhko RRc stars (Sneden+, 2017) J/ApJ/857/54 : JHKs photometry of VVV RR Lyrae stars (Dekany+, 2018) J/MNRAS/478/4590 : Light curves of RR Lyrae variables in M31 (Tanakul+, 2018) J/A+A/622/A60 : Gaia DR2 misclassified RR Lyrae list (Clementini+, 2019) J/ApJ/898/46 : NIR LCs of RRab stars from the VVV survey (Dekany+, 2020) J/ApJ/908/20 : Field RR Lyrae as galactic probes. II. (Crestani+, 2021) J/A+A/657/A123 : OGLE IV & Gaia EDR3 data for RR Lyrae (Oliveira+, 2022) http://ogledb.astrouw.edu.pl/~ogle/OCVS/ : OCVS home page https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/261/33 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/261/33 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/261/33 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/261/33 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/261/33 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/261/33 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJS/261/33/table1 (*I-band photometric parameters and metallicities of RRab stars in the bulge and disk areas of the OGLE Collection of Variable Stars (OCVS)) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/261/33/table1? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/261/33/table1? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/261/33/table1? GET text/xml+votable 180.0 50000 true 256.2812083 -32.6325556 0.005555555555555556 Cone search capability for table J/ApJS/261/33/table4 (G-band photometric metallicity estimates and basic light-curve attributes of Gaia DR2 RRab stars) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/261/33/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/261/33/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/261/33/table4? GET text/xml+votable 180.0 50000 true 55.6006783 9.2651953 0.005555555555555556 Cone search capability for table J/ApJS/261/33/table5 (K_S_-band photometric metallicity estimates and basic light-curve attributes of the VVV bulge RRab stars discovered by Dekany & Grebel (2020, J/ApJ/898/46)) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/261/33/table5? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/261/33/table5? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/261/33/table5? GET text/xml+votable 180.0 50000 true 256.363625 -34.5641389 0.005555555555555556 2/112 3/456-458 477 516-517 520 581 646 663 665 669 4/778-779 803 808-809 813 819 898-899 902 905-906 909 928 1810-1811 1814 1816-1817 1820 1822-1823 1837 1840 1842 1861 1863 1867 1872 1874 1879-1880 1882-1883 1885-1886 1889 1892 1905 1907 1917 1920-1921 1926 1930 1933 1935 1945-1947 1953 1974 2004 2006-2007 2010-2012 2014 2016 2034 2053 2055 2058-2059 2072-2073 2076 2088-2089 2112 2308 2314 2332 2336 2338 2343-2346 2353 2356 2369 2371 2373 2377 2383-2384 2485 2575 2578-2580 2582-2583 2589-2591 2595-2596 2598 2601-2602 2607-2608 2615 2617 2620 2623 2625 2627 2631 2633 2636 2640 2642-2643 2645-2647 2650-2651 2657-2659 2664-2665 2669 2675 2680 2682-2685 2687 2690-2692 2694 2697-2698 2720 2775 2781 2783 2862 2873 2946 2967 2975 2986-2987 2990 2996-2997 3019 3041 3044 3049 3052 3054 3065 5/64 87 256 385 674 682 735 760 896 946-947 953 1083 1165 1178 1205 1249 1254 1275 1397 1464 1523 1535 1749 1845 1894 1897 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14235-14236 14238 14240-14242 14247-14249 14251 14253 14258 14260-14261 14264-14266 14268-14269 14271 14273-14274 14277-14278 14280 14282 14290-14291 14293-14296 14299 14304 14306 14314 14317 14319-14320 14323-14325 14335-14336 14338-14339 14341 14343 14352 14354 14361-14364 14366 14402-14403 14406-14407 14409-14411 14413-14417 14419 14424-14425 14427-14428 14431 14453-14455 14472-14474 14524 14527 14532-14534 14573-14575 14581-14583 14585-14586 14589-14591 14600 14603 14606 14612-14613 14615 14617 14624 14626 14629 14631 14633-14635 14642-14643 14645-14646 14652 14656 14659-14661 14673 14676-14677 14681 14685 14692 14710 14714-14716 14720-14722 14724 14726 14736 14738-14742 14750-14751 14753-14755 14760-14761 14764-14766 14768-14769 14771-14773 14776 14780 14782-14783 14787 14796 14798 14801 14803 14805-14806 14810 14816 14818-14819 14824-14826 14828 14830-14832 14834-14835 14837 14843 14872-14874 14877 14880 14883 14897-14900 14902-14904 14906-14907 14910 14912-14913 14915 14924 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15926-15928 15930 15933 15935-15936 15939 15941 15945-15948 15958 15960 15962 15965-15967 15976 15980 15983-15984 15989 15992 15996 16001 16005-16007 16009 16012-16014 16017-16018 16020 16022-16025 16027-16028 16034-16036 16039 16054-16056 16058 16064-16066 16070-16071 16073-16075 16083 16085 16089 16092 16096 16099-16101 16103 16106 16113-16115 16118 16121-16122 16130-16132 16140 16142 16146 16149 16155 16157 16161 16167 16177 16193 16203 16206-16207 16210 16213-16214 16216 16225 16227 16233 16236-16237 16239-16240 16242 16248 16252 16257 16260 16263 16265-16267 16269 16274 16278 16281 16284 16288 16290-16291 16301 16304 16308 16313-16314 16320 16322 16329 16333-16334 16336 16340 16345 16347 16349-16350 16356 16365 16368-16370 16373 16378 16380-16382 16384 16397 16405-16406 16408 16410 16413 16419 16423-16424 16429 16434 16439-16440 16443 16445 16447-16449 16451 16455 16464-16465 16470-16471 16473 16478 16480-16481 16485 16493 16499 16506-16508 16528-16529 16534 16583-16584 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21906-21907 21910-21912 21919 21924 21927-21929 21932 21941 21944-21945 21950 21952 21955 21962-21963 21965-21966 21973 21975 21977-21978 21982-21983 21985 21989 21992 21994 21996-21997 22000 22002 22009 22011 22013 22015-22016 22018-22019 22022-22023 22027 22030 22032-22033 22036 22040 22045-22049 22051 22055 22060-22061 22064-22066 22076 22081 22085 22091 22095-22097 22103 22112 22114 22117-22119 22125-22127 22138 22150 22156 22162 22164 22170 22180 22195-22196 22199 22204-22205 22209 22213 22221 22223-22224 22227 22232 22238 22251 22253 22258 22264 22267-22268 22271-22272 22279 22285 22302 22304 22338 22343 22345 22350-22352 22354-22357 22359-22360 22364 22373 22384 22386 22391 22421 22533-22534 22537 22539 22541 22556 22558 22560-22561 22563 22569-22570 22574 22578-22579 22587 22591 22595 22613-22614 22617 22625 22628 22630 22632 22636 22638 22641-22642 22647 22649 22659 22664-22665 22676 22688 22693-22694 22701 22705 22708 22710 22719 22722 22726 22731 22735-22736 22742-22743 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35116 35121-35122 35127 35130-35132 35138 35141 35147-35148 35151 35158 35163 35168 35171 35182 35185-35186 35191-35193 35196 35199 35203-35205 35207-35208 35215-35216 35219-35220 35222-35223 35227 35229-35230 35239 35243 35247 35251-35252 35258 35262 35264-35266 35268 35278-35280 35282 35284-35286 35292 35294 35299 35301 35304-35305 35309 35318 35322 35326-35327 35333-35337 35340 35345-35347 35349 35354 35361 35364-35365 35367 35375-35377 35379 35383-35384 35386-35390 35394-35395 35397-35399 35406-35407 35409 35412 35418-35420 35423 35426 35428 35431 35433-35435 35438 35443-35444 35446 35451-35452 35457 35461 35468 35471-35472 35474 35476 35480 35483 35485-35486 35488 35490-35492 35505 35512 35515-35517 35521-35522 35529 35531 35533 35536 35540 35542-35543 35546 35549-35551 35553 35559 35564 35566-35567 35571 35573 35576 35581-35582 35589 35592 35596-35597 35599 35603-35604 35610-35611 35613 35616 35622-35623 35625-35626 35629-35630 35632 35634-35635 35637 35641 35645 35650 35652 35655 35657 35659-35660 35663 35669 35672-35674 35678 35689 35692-35693 35700 35705-35706 35720-35722 35724 35726-35727 35729-35730 35735 35737 35739 35746-35747 35756 35758 35762 35766 35768-35769 35771 35773 35779 35781-35783 35785 35788 35790 35792 35796 35801 35808-35810 35813 35815-35816 35821 35832-35833 35835 35837-35838 35840-35841 35844-35846 35849-35850 35852 35861 35864 35868 35876-35877 35882-35883 35886 35890 35896 35898 35900 35904 35907 35913 35919 35921 35924-35925 35929 35937 35939 35943-35944 35948 35951-35952 35960 35963-35964 35967-35969 35972 35974-35975 35977-35978 35980 35982-35983 35990 35995 35998 36003 36009 36014 36016-36017 36022 36030-36031 36033 36038 36040 36045 36048 36051 36057 36059-36060 36064-36065 36093 36102-36103 36106-36109 36111 36115 36118 36121 36123 36128 36137 36139 36141 36145 36151 36165-36168 36173 36176 36178 36183 36186 36188 36190 36196 36198-36200 36207-36208 36217 36220 36222 36225 36240-36241 36245 36264 36271 36283 36289 36303 36308 36315 36317 36336-36337 36341 36351 36356 36363 36392 36395 36403 36411 36414 36449 36487 36494 36497-36498 36500-36501 36506 36509 36511-36512 36518 36520-36522 36531 36537 36539 36675 36692 36697 36699 36724 36727 36864 36866-36867 36875-36876 36879-36880 36882-36883 36886-36888 36890-36891 36904-36906 36917 36919 36924-36925 36954-36955 36957 36959 36961-36963 36972 36974-36976 36978 36988 36990-36991 36993-36995 36998-36999 37004 37006 37009-37011 37044-37046 37065-37067 37072 37075 37080-37081 37083-37085 37087 37101-37102 37104-37106 37112-37114 37116 37119 37132-37133 37135-37136 37138-37139 37142-37143 37145 37147-37149 37151-37152 37154-37155 37169-37171 37180-37182 37256 37259 37264 37267 37276 37278-37279 37285-37287 37289 37291 37294-37295 37304 37306-37307 37340-37341 37348-37349 37351-37354 37360 37362 37366 37368 37370-37371 37373 37375 37405-37406 37425-37428 37431 37448-37450 37456-37458 37460-37462 37464 37466-37467 37469-37472 37474-37475 37564 37567 37573-37575 37580-37581 37588-37589 37591 37596-37598 37605-37609 37616 37620 37622 37624 37626 37629-37630 37632-37633 37635-37637 37639 37644 37668-37670 37676-37677 37679 37692-37694 37712-37713 37721-37722 37724 37726-37727 37732-37733 37735-37737 37739 37741-37743 37749-37751 37757-37758 37760-37762 37772-37774 37780-37781 37784-37786 37798-37801 37803 37806-37807 37817-37819 37821-37825 37827-37828 37830 37836 37838 37841 37855-37857 37859-37860 37863 37868-37869 37871 37875 37877-37879 37884 37886-37887 37897 37920 37923 37956-37957 37959 37988 37990-37991 38000-38001 38003 38020-38021 38023-38024 38048-38049 38051-38053 38055 38064-38066 38088-38090 38092 38094-38096 38098-38099 38101-38103 38112-38113 38124-38125 38164-38166 38176-38178 38205 38207 38209-38213 38215-38217 38219 38236-38237 38239 38252-38254 38268-38270 38273-38275 38284 38286-38287 38296-38297 38299 38301 38303-38306 38316-38318 38330 38336 38338-38339 38352-38354 38364 38366-38367 38374-38375 38384-38386 38392-38393 38395-38396 38399 38404-38405 38407 38409-38411 38416 38418-38419 38421-38422 38424-38426 38428-38430 38441 38443-38446 38452-38454 38456 38458-38462 38477-38479 38488-38489 38491-38493 38495 38504 38506 38512-38513 38515-38518 38524 38526-38527 38529 38531-38532 38534-38537 38539-38541 38543-38546 38552-38553 38555-38558 38560 38562-38566 38568-38569 38571-38573 38577-38579 38585-38587 38596-38597 38609-38611 38616-38618 38620-38622 38625-38627 38632-38633 38637-38639 38649-38651 38653 38656-38657 38659 38669-38672 38674 38676 38678-38681 38683 38688-38690 38696 38698 38700-38701 38704-38706 38718 38728-38730 38732 38734-38738 38752 38755-38756 38758-38759 38764 38766-38767 38769-38771 38776 38778-38780 38782 38784 38788-38789 38791-38792 38795 38797-38798 38800-38802 38804-38806 38811-38812 38815-38818 38826 38834-38837 38839 38846 38848-38849 38851 38853 38856-38857 38859 38861-38866 38870-38873 38875 38884 38889 38891-38892 38894 38897-38898 38900-38901 38903 38905 38909 38916-38918 38932 38934-38936 38938 38944 38946-38947 38952-38954 38956 38958 38960-38961 38966 38968 38970 38972-38973 38976-38977 38979-38981 38983 38986-38988 38991 38994-38997 39003 39005-39007 39009 39013-39016 39018-39021 39023-39024 39027 39032-39033 39035 39037 39039 39045 39049-39051 39054-39055 39058-39059 39066 39071 39075-39077 39079 39085-39086 39090 39093-39095 39097-39098 39100 39108 39110 39112 39114 39120-39121 39123-39124 39127 39130 39132-39133 39138 39140-39141 39145 39149 39151 39153-39156 39160 39168 39171-39174 39177-39180 39182-39183 39186-39187 39192-39193 39195-39198 39209 39211 39216-39217 39224-39226 39228-39229 39231-39232 39234-39235 39237-39238 39241-39242 39244 39246 39248 39251 39253 39255 39257 39263-39264 39269 39271-39272 39275-39277 39279 39283 39288 39291 39298-39301 39303-39306 39316-39318 39320 39322 39324-39325 39327 39330 39332-39333 39335 39337-39341 39343-39345 39347-39350 39360 39364 39366 39372-39373 39380-39381 39385 39388 39390-39391 39396-39397 39399-39400 39402-39403 39405-39408 39411-39412 39415-39417 39424-39425 39427 39429 39436 39441-39442 39449 39458 39460 39462 39465-39466 39470 39475 39477-39480 39482-39484 39487 39489-39490 39492-39493 39497 39499 39505-39506 39508-39509 39511 39514-39516 39518-39519 39521-39522 39530-39531 39537 39539-39540 39543 39545-39546 39549-39551 39553 39555-39556 39567 39569 39571 39575-39576 39578-39581 39585 39587 39590 39593 39595 39598-39600 39605 39609-39611 39617 39619 39632-39633 39640 39642 39647-39648 39653 39658-39661 39664 39667-39668 39670-39671 39673 39676 39680 39683-39684 39686-39687 39690-39691 39693 39695 39699 39701-39702 39705 39707 39712-39714 39716 39718 39720-39721 39723 39725-39726 39729 39731 39737-39738 39741-39742 39745 39749-39751 39756 39758 39782-39784 39786-39788 39791-39792 39795-39798 39801-39804 39807 39813-39815 39817 39820-39821 39832 39835-39837 39839 39845 39847 39850 39852-39853 39855 39860-39861 39865 39871-39872 39874-39876 39878 39880 39882 39885-39888 39890-39891 39893 39897-39898 39900 39902-39905 39907 39910-39912 39914 39916 39918-39920 39922 39925-39926 39933-39935 39937-39939 39948 39950-39951 39957-39959 39965-39967 39969-39970 39972-39974 39976 39978-39979 39981-39983 39988-39989 39991 39993-39994 39997 39999-40001 40004 40006-40010 40012-40014 40016 40021-40023 40025-40027 40033-40034 40038 40041-40045 40048-40049 40051-40054 40056-40057 40059-40062 40065-40067 40069-40073 40075 40088-40089 40092-40093 40095 40105-40107 40109 40111-40112 40114-40117 40120-40121 40123 40134-40135 40137 40139-40140 40142-40143 40146 40148-40149 40152 40157 40161 40163 40165 40167 40169 40178 40181 40185 40187 40192 40194-40195 40199-40200 40202-40204 40206 40208 40210 40213 40215-40216 40227 40230 40236 40238 40321-40324 40326-40327 40333 40357 40366 40368 40370 40376-40377 40380 40382 40453-40454 40459 40461 40463 40465-40467 40472 40475-40476 40478 40480 40483 40485 40487 40489-40490 40496 40500 40503 40509-40510 40513-40514 40519 40521-40524 40526-40527 40534-40535 40537 40539-40540 40542-40544 40546-40548 40550-40551 40564-40565 40573 40576 40579 40581-40583 40586-40587 40592-40594 40597-40599 40601-40606 40608 40610-40614 40616 40621-40622 40624 40626 40631 40634-40635 40637 40639 40642-40643 40645-40646 40649 40651 40655 40658-40662 40665 40670-40671 40676-40677 40680 40682 40684-40685 40687 40691-40692 40695 40698-40700 40702 40704-40705 40707 40710-40712 40722 40727 40729 40734-40735 40738-40739 40742 40744-40745 40747-40749 40751 40754 40757 40761-40762 40778 40808 40811 40814 40837-40838 40840-40842 40844 40846 40848 40852 40862-40865 40872 40874-40875 40881-40882 40886 40888 40894-40895 40903 40908 40920 40922 40930 40932-40933 40937-40941 40943 40945 40950 40953 40957 40959-40960 40962-40963 40968 40971-40974 40978-40980 40982-40983 40988-40989 40991 41000-41001 41003 41014-41018 41033-41035 41042-41043 41052 41055-41056 41058-41059 41072-41073 41075 41088 41090-41091 41093-41095 41105-41109 41111 41120 41123-41125 41127 41140 41142-41143 41152-41154 41172 41174-41175 41184 41186-41187 41221-41223 41228-41229 41231 41244-41246 41300-41302 41412-41414 41473-41475 41484-41485 41487 41489-41491 41501-41503 41505-41507 41556-41558 41596-41597 41599 41613-41615 41648-41650 41652 41654 41656-41658 41660 41663 41668-41670 41680 41686-41687 41689-41691 41696 41698-41699 41756-41758 41764-41766 41768 41770-41771 41774-41775 41779-41780 41783 41800-41801 41808-41810 41812-41813 41818-41819 41825-41827 41857-41859 41901-41903 41913-41917 41919 41948-41949 41951 41953-41958 41984 41986-41987 42016 42018-42019 42048 42051 42053-42057 42059 42065 42067 42073-42074 42077-42079 42084 42086-42087 42112 42114-42115 42156-42158 42168-42170 42172 42174-42175 42204-42206 42208-42210 42215-42216 42218-42219 42228 42230-42231 42256 42258-42259 42268 42270-42271 42311 42317 42319 42376-42377 42379-42381 42384-42386 42394-42395 42398-42399 42497 42499 42501 42503 42661-42663 42668-42669 42680-42681 42700-42702 42728 42733 42745 42748-42749 42751 42760 42762 42764-42765 42767 42776-42778 42789-42791 42901-42903 42980 42982-42983 43012 43021-43024 43027 43092 43100 43102-43103 43120-43122 43128 43130-43131 43144 43146-43147 43196-43198 43205-43207 43212-43213 43216-43218 43220 43224 43240 43242 43244-43246 43262-43263 43267-43269 43271 43274 43278-43281 43283 43289-43291 43297 43299 43301-43302 43304-43306 43312-43313 43332-43334 43336 43344-43346 43348 43387 43418 43421 43423 43441 43443-43444 43462 43468-43469 43472-43473 43475 43478-43481 43484-43485 43540-43542 43564-43566 43568-43569 43571 43575 43580 43582-43584 43587-43590 43596-43598 43621-43623 43625 43661-43664 43666 43672 43674 43677 43679 43684-43685 43687 43696 43698 43701-43703 43709-43711 43715-43717 43719-43720 43722 43724-43725 43728 43730-43731 43745 43747-43748 43751 43754 43757 43760 43762-43763 43772-43774 43944 43946 44072 44090 44093 44114 44122 44124 44126 44134 44140 44142 44145 44153 44155 44159 44162 44166-44168 44177-44182 44237 44244-44246 44249 44252-44253 44288-44290 44312-44313 44315 44323 44325 44327 44330 44341 44343-44344 44360 44362-44363 44377-44379 44394-44395 44417-44420 44422-44425 44427 44433-44434 44436-44438 44445-44447 44465 44468-44469 44489-44491 44513-44515 44521 44524-44525 44527 44881 44884-44885 45069-45070 45073-45075 45078-45080 45082-45084 45086-45087 45100 45102-45104 45107-45108 45110 45116-45117 45119-45122 45130-45132 45135 45137-45139 45141-45143 45148-45150 45152-45153 45155 45164-45165 45167-45168 45170 45172-45173 45175 45184 45186-45188 45190-45191 45196 45198-45199 45204 45206-45207 45213 45215 45224-45226 45232 45234-45236 45238-45239 45244-45246 45250 45252-45253 45255 45257-45259 45264-45265 45267-45269 45271 45273 45276 45278-45280 45282-45285 45287-45288 45290-45291 45297-45302 45304-45305 45307-45309 45311 45316 45318-45321 45324 45327 45332-45334 45336-45338 45341-45343 45348 45350 45352-45353 45355 45358-45359 45364-45366 45369-45374 45380-45382 45396-45398 45405-45406 45408-45409 45411 45425-45430 45432 45436 45439-45442 45448-45450 45456 45458-45459 45461-45462 45465-45467 45470-45471 45473-45475 45477-45479 45481 45483 45493-45495 45498-45501 45505-45507 45516 45518-45519 45524-45525 45527 45540 45542 45544-45546 45548 45550-45551 45554 45556-45557 45560 45562-45563 45565-45567 45569-45570 45573-45575 45589-45591 45596 45598-45599 45612 45614-45615 45624 45626-45627 45644 45646-45647 45656-45657 45659-45662 45664 45666-45667 45669-45672 45674-45675 45680-45682 45684-45685 45696-45697 45699 45712 45714-45715 45724-45726 45741-45743 45748 45750-45751 45760 45762-45763 45776 45778-45779 45781-45782 45784 45786-45787 45789-45791 45812-45814 45820-45822 45828 45830-45831 45837-45839 45846 45850 45860 45862-45863 45872 45874-45875 45877-45881 45883 45890-45892 45895 45900-45901 45903-45904 45912-45913 45915-45918 45927-45928 45930-45931 45945-45947 45950-45952 45957-45961 45963 45966 45984-45986 45989-45990 45992 45994-45995 45997-45999 46002 46006 46008 46011 46013 46016 46018-46019 46024 46026-46027 46032 46034 46036-46038 46044-46045 46048-46050 46052 46058-46062 46064-46066 46068-46069 46071 46076 46078-46082 46085 46087-46090 46092 46094-46095 46098-46100 46103-46104 46106 46108-46109 46113-46115 46121 46124-46126 46132-46134 46136 46138-46140 46142-46144 46146-46149 46151-46152 46155-46156 46158-46160 46163-46164 46166-46167 46169 46171-46172 46174 46177 46179 46182 46184-46185 46188 46190-46192 46194 46197 46199-46200 46202 46204 46206-46207 46209-46213 46216-46218 46224 46227-46229 46232-46233 46236 46238-46240 46242 46250-46251 46253-46257 46260 46262 46265 46267 46270 46272-46274 46276 46280-46281 46283-46284 46289-46291 46293 46296-46297 46300 46302 46304 46311 46313 46315 46319 46323-46325 46327 46333 46335-46337 46339-46340 46342-46345 46348 46355-46356 46368 46370-46371 46377-46378 46381 46383 46388-46389 46393-46394 46401-46403 46405 46412 46420 46422 46427-46429 46436-46437 46444 46446-46448 46452 46454 46457 46461 46464 46466 46473-46475 46480 46496 46498 46503 46513 46518 46523 46525 46542 46562-46563 46594-46595 46599-46601 46603-46606 46609-46610 46612-46614 46617 46619-46621 46623 46627 46629-46632 46634 46636-46638 46640-46641 46648 46650 46652-46653 46660-46662 46665-46666 46673 46677-46679 46684 46686 46688-46690 46693-46694 46696-46697 46701-46702 46705-46708 46710-46711 46714-46715 46721-46726 46730 46749-46750 46760 46762-46763 46768-46769 46771-46774 46776-46778 46780-46782 46784-46786 46788-46789 46792-46794 46796 46798-46799 46801-46802 46806 46811-46812 46816-46817 46819 46821-46822 46831 46836 46839-46840 46842-46844 46846-46847 46855 46867 46871-46873 46876 46878-46879 46881 46883-46884 46886-46887 46889 46891 46893 46897-46898 46900 46907 46910 46914 46979 46987 46989 46992-46994 47000-47002 47009-47010 47013 47016 47018 47026 47032 47034 47104-47106 47124-47126 47156 47160-47162 47164-47166 47172 47174 47176 47179-47180 47182 47192 47200 47202 47205 47207-47210 47212 47214 47216 47218-47219 47221 47223 47226 47231 47240-47241 47243-47246 47260-47261 47268 47270 47276 47304-47305 47307-47309 47311 47314 47317-47318 47324 47326-47327 47332-47333 47344 47346-47350 47353 47357-47358 47360 47362 47364-47366 47372-47373 47375 47384 47386-47387 47398-47400 47402-47404 47406 47410-47413 47415 47419 47421-47422 47429 47431 47444 47447-47450 47452 47455-47457 47459-47462 47464-47466 47489-47491 47502 47505-47509 47514 47518 47521-47522 47529-47531 47533 47535 47537-47539 47554 47557 47559 47564-47566 47568 47570 47572-47573 47576-47577 47579 47581-47582 47584 47587 47624 47626 47662 47700-47701 47747 47753 47755 47810-47811 47820 47822-47823 47838 47860 47862-47863 47872-47873 47876-47877 47879 47897 47900-47901 47903 47969 47992-47993 48014-48015 48028 48044 48084-48085 48114 48119 48128 48130-48131 48156 48158-48160 48163-48165 48167 48180-48181 48183 48192-48193 48195 48197-48198 48200-48201 48203 48209-48214 48216-48217 48219-48222 48224 48226-48227 48237 48239-48241 48243 48246-48247 48252 48254 48269-48271 48285-48287 48297-48299 48301-48302 48324 48326-48327 48336-48338 48345-48349 48351-48353 48355 48365-48367 48380-48382 48389-48390 48395-48396 48398-48400 48408 48410 48417-48418 48421-48424 48427 48432 48434 48440-48441 48512 48517-48519 48524-48526 48536-48538 48549 48553-48555 48557-48559 48562 48644-48646 48649-48651 48672 48674 48688 48690-48691 48700-48702 48720-48722 48726-48727 48748 48750-48751 48760-48761 48779-48780 48782 48805 48825 48827 48861-48862 48885-48887 48896-48898 48900-48901 48904-48905 48907 48913-48914 48920-48921 48929-48931 48933-48935 48940-48942 48952 48954-48957 48959 48968 48992 48994-48995 49003 49024-49026 49028-49029 49031 49057 49059-49062 49068 49070-49073 49075-49078 49080-49081 49083 49092 49094 49114 49129-49131 49136 49139 49144 49146-49147 7.952274030004205e-20 3.916500758235022e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/261/33?format=ascii Optical Infrared default J/ApJS/261/33/table1 *I-band photometric parameters and metallicities of RRab stars in the bulge and disk areas of the OGLE Collection of Variable Stars (OCVS) SimbadName Simbad column added by the CDS meta.id char nullable recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Field Field identifier (1) meta.code char ID [1/68197] Object identifier within the Field (1) meta.id.part;meta.main int RAJ2000 Hour of Right Ascension (J2000) pos.eq.ra;meta.main indexed DEJ2000 Degree of Declination (J2000) pos.eq.dec;meta.main [Fe/H] [-8.7/3.2] Metallicity estimate log(Sun) phys.abund.Z float Imag [10.78/21.3] Mean I band magnitude mag phot.mag;em.opt.I float Nep [16/15016] Number of epochs in the light curve meta.number int Per [0.27/1] Period d time.period double Atot [0.016/1.2] Total (peak-to-valley) amplitude src.var.amplitude float A1 [0.006/0.5] The A_1_ Fourier parameter stat.Fourier float A2 [0.001/0.3] The A_2_ Fourier parameter stat.Fourier float A3 [0/0.2] The A_3_ Fourier parameter stat.Fourier float phi21 [5.16/10.5] The {phi}_21_ Fourier parameter stat.Fourier float phi31 [2.7/9.1] The {phi}_31_ Fourier parameter stat.Fourier float Cphi [0.8/1] Phase coverage (1-maximum phase lag) time.phase float S/N [50/8796] Signal-to-Noise stat.snr float
J/ApJS/261/33/table4 G-band photometric metallicity estimates and basic light-curve attributes of Gaia DR2 RRab stars Gmag [9.4/21] Mean Gaia DR2 G band magnitude mag phot.mag;em.opt float Nep [21/247] Number of epochs in the light curve meta.number int Per [0.3/0.98] Period d time.period double Simbad Simbad column added by the CDS meta.ref.url char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Gaia Gaia DR2 source identifier meta.id;meta.main [Fe/H] [-3.1/-0.06] Mean Metallicity prediction from a model ensemble log(Sun) phys.abund.Z;stat.mean float e_[Fe/H] [0.01/0.8] Standard deviation of [Fe/H] log(Sun) stat.error;phys.abund.Fe float Atot [0.12/1.4] Total (peak-to-valley) amplitude src.var.amplitude float Cphi [0.85/1] Phase coverage (1-maximum phase lag) time.phase float S/N [30/5443] Signal-to-Noise stat.snr float _RA Right Ascension (J2000) from SIMBAD (not part of the original data) deg pos.eq.ra;meta.main indexed _DE Declination (J2000) from SIMBAD (not part of the original data) deg pos.eq.dec;meta.main indexed
J/ApJS/261/33/table5 K_S_-band photometric metallicity estimates and basic light-curve attributes of the VVV bulge RRab stars discovered by Dekany & Grebel (2020, J/ApJ/898/46) recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int [DG2020] [7/13250] Dekany & Grebel 2020, J/ApJ/898/46 identifier meta.id;meta.main int RAJ2000 [17/18] Hour of Right Ascension (J2000) pos.eq.ra;meta.main DEJ2000 Degree of Declination (J2000) pos.eq.dec;meta.main [Fe/H] [-2.6/-0.06] Metallicity estimate from a model ensemble log(Sun) phys.abund.Z float e_[Fe/H] [0.008/0.5] Standard deviation of [Fe/H] log(Sun) stat.error;phys.abund.Fe float Ksmag [12/16.3] Mean K_S_ band magnitude mag phot.mag;em.IR.K float Nep [33/469] Number of epochs in the light curve meta.number int Per [0.29/0.98] Period d time.period double Atot [0.058/0.7] Total (peak-to-valley) amplitude src.var.amplitude float Cphi [0.8/0.99] Phase coverage (1-maximum phase lag) time.phase float S/N [30.4/272] Signal-to-Noise stat.snr float