Anomalies in the ZTF cat. of periodic var. stars J/ApJ/932/118 ivo://CDS.VizieR/J/ApJ/932/118 doi:10.26093/cds/vizier/ba-x4-3p CDS Chan H.-S. Villar V.A. Cheung S.-H. Ho S. O'Grady A.J.G. Drout M.R.,Renzo M. 2026-07-02T11:58:38Z 2025-04-16T11:50:44Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr variable-stars visible-astronomy Periodic variables illuminate the physical processes of stars throughout their lifetime. Wide-field surveys continue to increase our discovery rates of periodic variable stars. Automated approaches are essential to identify interesting periodic variable stars for multiwavelength and spectroscopic follow-up. Here we present a novel unsupervised machine-learning approach to hunt for anomalous periodic variables using phase-folded light curves presented in the Zwicky Transient Facility Catalogue of Periodic Variable Stars by Chen et al. We use a convolutional variational autoencoder to learn a low-dimensional latent representation, and we search for anomalies within this latent dimension via an isolation forest. We identify anomalies with irregular variability. Most of the top anomalies are likely highly variable red giants or asymptotic giant branch stars concentrated in the Milky Way galactic disk; a fraction of the identified anomalies are more consistent with young stellar objects. Detailed spectroscopic follow-up observations are encouraged to reveal the nature of these anomalies. 2022ApJ...932..118C https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJ/932/118 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to B/gcvs : General Catalogue of Variable Stars (Samus+, 2007-2017) II/328 : AllWISE Data Release (Cutri+ 2013) I/329 : URAT1 Catalog (Zacharias+ 2015) I/350 : Gaia EDR3 (Gaia Collaboration, 2020) II/366 : ASAS-SN catalog of variable stars (Jayasinghe+, 2018-2020) I/352 : Distances to 1.47 billion stars in Gaia EDR3 (Bailer-Jones+, 2021) VII/233 : 2MASS All-Sky Extended Source Catalog (XSC) (IPAC/UMass, 2003-2006) J/A+A/417/263 : Catalogue of Algol type binary stars (Budding+, 2004) J/AJ/130/776 : Secular evolution in Mira var. pulsations (Templeton+, 2005) J/A+A/463/275 : Chandra obs. of Serpens SFR (Giardino+, 2007) J/A+A/506/1277 : Modelling of Magellanic Cloud C/O stars (Groenewegen+, 2009) J/MNRAS/399/2063 : LMC red giants in D sequence (Nicholls+, 2009) J/A+A/532/A54 : GRAMS carbon-star model grid (Srinivasan+, 2011) J/A+A/548/A92 : VrI light curves of NGC1904 variables (Kains+, 2012) J/ApJS/213/9 : Catalina Surveys periodic variable stars (Drake+, 2014) J/ApJ/788/48 : X-ray through NIR photometry of NGC 2617 (Shappee+, 2014) J/MNRAS/465/4530 : outlier detection algorithm for SDSS galaxies (Baron+, 2017) J/MNRAS/469/3688 : CSS Periodic Variable Star Catalogue (Drake+, 2017) J/A+A/604/A29 : MC Type II & anomalous Cepheids PL & PR (Groenewegen+, 2017) J/ApJS/232/16 : Mira stars discovered in LAMOST DR4 (Yao+, 2017) J/A+A/619/A51 : Type II Cepheids in the Galactic bulge (Braga+, 2018) J/ApJS/237/28 : WISE catalog of periodic variable stars (Chen+, 2018) J/AJ/156/241 : Variable stars measured by ATLAS (Heinze+, 2018) J/MNRAS/477/2276 : Type II Cepheids abundances (Kovtyukh+, 2018) J/A+A/627/A135 : VRI photometry of IC5070 variable stars (Bhardwaj+, 2019) J/A+A/625/A1 : RR Lyrae variables NIR light-curve templates (Braga+, 2019) J/ApJ/883/58 : Cepheids from VVV in the South Gal. midplane (Dekany+, 2019) J/A+A/623/A110 : Gaia DR2. Variable stars in CMD (Gaia Collaboration+, 2019) J/MNRAS/489/3591 : Open Supernova Cat. anomaly detection (Pruzhinskaya+, 2019) J/other/Sci/365.478 : Milky Way classical Cepheids sample (Skowron+, 2019) J/A+A/644/A95 : omega Cen RR Lyrae and Type II Cepheids (Braga+, 2020) J/ApJS/249/18 : The ZTF catalog of periodic variable stars (Chen+, 2020) J/ApJ/905/94 : Classif. for PS1-MDS SNe with SuperRAENN (Villar+, 2020) J/MNRAS/502/5147 : Anomaly detection in the ZTF DR3 (Malanchev+, 2021) J/AJ/162/101 : K2 ugri & Ha phot. in the Lagoon Nebula (Venuti+, 2021) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJ/932/118 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJ/932/118 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJ/932/118 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJ/932/118 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJ/932/118 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJ/932/118 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJ/932/118/table4 (All periodic variables space ranked by their anomaly scores computed in the Cartesian latent space) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/932/118/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/932/118/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/932/118/table4? GET text/xml+votable 180.0 50000 true 290.10266 5.20426 0.005555555555555556 Cone search capability for table J/ApJ/932/118/table5 (All periodic variables space ranked by their anomaly scores computed in the Spherical latent space) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/932/118/table5? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/932/118/table5? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/932/118/table5? 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7969 7971 7976-7977 7979 7984 7986 7989-7991 7993-7997 7999 8012 8014-8015 8017-8019 8028 8030-8031 8044-8046 8049 8052 8072-8074 8112-8114 8120 8128-8130 8200-8201 8203 8245-8247 8260-8262 8280-8282 8292-8294 8308-8309 8311 8336-8337 8339 8366-8368 8370-8371 8376-8377 8379-8382 8396-8398 8400 8402-8403 8405-8407 8410-8411 8416-8418 8500-8501 8503 8505-8507 8553-8555 8604-8605 8607 8624 8626-8627 8660 8663 8680 8682-8683 8688 8690-8691 8696 8698-8699 8704-8706 8708-8710 8721-8723 8740 8742-8743 8760-8762 8764-8766 8768 8770-8771 8784-8785 8787 8789-8791 8796 8798-8802 8821-8823 8836 8838-8839 8848-8850 8853-8855 8860 8863 8873-8875 8885 8887 8896-8898 8900-8901 8903 8916 8918-8919 8924-8926 8928-8929 8931 8933-8935 8952-8953 8955-8956 8959 8972 8974-8975 8996-8998 9000-9001 9003 9005-9007 9068-9069 9071 9092-9094 9100-9102 9116-9118 9120-9122 9153-9155 9165-9167 9204-9206 9220 9222-9223 9260-9261 9263 9348-9350 9376-9377 9379 9836-9838 9892-9894 10248 10250-10251 10265-10269 10271-10273 10275-10278 10280-10281 10283 10288-10290 10300 10302-10305 10307 10313-10314 10316 10318 10321-10323 10340-10341 10343 10356 10358-10359 10376 10388-10389 10391 10393-10395 10416 10436-10438 10440 10442-10443 10468-10470 10501-10506 10517-10521 10523-10524 10526-10527 10572-10573 10575 10588-10589 10591 10608-10609 10611 10644 10646-10647 10673-10675 10721-10723 10732 10735 10737-10739 10753-10755 10760 10763 10765-10767 10784-10785 10787-10790 10805-10808 10810-10813 10815-10818 10820-10821 10823 10832-10833 10836 10838-10839 10851 10857-10858 10860 10862-10866 10876 10878-10880 10883 10888-10889 10901-10904 10906 10920-10922 10925-10927 10929-10931 10941-10943 10957-10958 10976-10978 10984-10985 10987 10992-10993 10995 11004-11005 11007 11013 11015 11020-11022 11024-11025 11027 11032 11034-11035 11044-11045 11047-11048 11050-11051 11056 11058-11059 11096 11098-11099 11145 11148 11151 11156 11158-11159 11165-11167 11180-11182 11192 11194-11195 11204-11205 11207 11212 11214-11215 11228-11230 11248-11250 11252 11254-11255 11272 11274-11275 11312-11313 11315 11456-11457 11459 11500-11501 11503 11792 11794-11795 11808-11809 11811 11832 11834-11835 11844-11845 11847 11864-11866 11869-11871 11932-11934 11972-11974 11976-11977 11979 11984-11985 11987-11988 11990-11991 12004 12006-12007 12024 12026-12030 12120-12121 12123 12140-12142 12144-12146 12148 12152 12165-12167 12192 12194-12195 12204-12206 12208-12209 12224-12226 12228 16244 16248 16312 16320-16322 16328 16638-16639 16719 16723-16724 16726-16728 16735 16740-16742 16753 16755-16758 16763 16783 16788 16795 16803 16808 16810-16814 16818-16820 16824 16826-16827 16830-16831 16836 16838 16845 16849-16850 16852 16855 16861 16865 16881-16883 16886 16888-16890 16892-16893 16895 16957 16981 16984 16987 16989-16990 17003 17010 17014-17015 17037 17039 17043-17044 17048-17049 17051-17053 17073 17077 17091 17093-17094 17096-17097 17099 17102 17104 17118-17119 17121 17125-17126 17134 17140-17141 17144 17146-17147 17149-17151 17153 17155 17158 17162-17164 17166 17170-17172 17175 17177 17179 17185-17186 17195 17198-17199 17204 17206-17209 17213-17215 17218 17220-17221 17224 17229-17234 17236 17238-17239 17241 17249 17251 17254-17256 17260-17262 17264 17267-17269 17271-17272 17274-17275 17279 17282-17283 17286 17301 17303-17304 17306-17307 17309 17311 17313-17317 17321-17322 17326-17327 17333-17335 17338-17339 17341-17342 17345-17348 17350-17352 17355 17357-17358 17361-17364 17368-17370 17377-17379 17381-17383 17385-17387 17389 17393-17396 17398-17399 17409-17410 17413 17415-17416 17420 17422 17424 17426 17431 17435-17436 17438-17439 17441 17448 17450-17452 17455-17457 17459-17461 17463-17464 17466 17474 17477-17478 17480-17482 17485 17487 17491-17492 17494 17496-17498 17502-17503 17505 17507 17509 17511 17514 17516 17518 17521-17523 17526-17527 17529 17532 17535 17538-17541 17543-17545 17551-17552 17554 17557 17559-17560 17562-17563 17565-17566 17568 17571 17576-17577 17581-17583 17590-17591 17593-17596 17598-17600 17603 17605-17607 17609-17610 17612 17614 17617 17619-17621 17625-17627 17629 17636-17637 17639-17641 17646 17649-17652 17654 17656 17659 17664 17667 17670 17673-17675 17677-17680 17682-17683 17688 17690 17694 17696 17699 17702-17705 17707 17712 17716 17719 17723 17728-17729 17731-17732 17735 17738 17740 17744-17746 17748-17749 17751 17753-17755 17760-17762 17764-17765 17770 17773-17777 17780-17782 17784-17786 17788-17789 17791-17792 17794-17796 17799-17800 17803-17805 17807 17812-17813 17815 17817-17819 17825 17827 17829-17831 17840 17842-17843 17845-17846 17849-17851 17854-17856 17858-17859 17861 17863 17865 17867-17870 17872-17873 17875 17877-17878 17882 17884 17887 17890 17892 17895 17897-17900 17903 17905-17908 17911 17915 17917 17919-17921 17923-17926 17928-17930 17944-17945 17948 17950-17951 17956 17958-17959 17961-17964 17966-17968 17971-17972 17976-17978 17981-17985 17989-17990 17994 17997-18001 18003 18005-18006 18017-18022 18028-18029 18031 18033-18036 18038-18041 18043-18045 18049-18051 18054-18055 18057-18058 18060 18062-18063 18069-18071 18074-18078 18082-18085 18087 18090 18092 18094-18095 18112-18113 18115 18121-18125 18129-18133 18135-18137 18141-18143 18150 18152-18154 18160 18162 18164 18166 18172-18173 18175 18189-18191 18197 18199 18205 18207-18209 18212 18218 18232-18233 18247 18252 18254 18257-18259 18268 18272 18274-18275 18279-18280 18283-18284 18286 18288 18290-18291 18293 18296-18298 18301-18305 18307-18308 18312 18314 18316 18318-18321 18323 18327-18329 18331-18334 18337-18340 18348-18349 18351 18353-18354 18359 18361-18363 18365-18367 18372-18373 18375 18377-18382 18389 18391-18392 18394-18397 18399-18400 18402-18403 18416 18419 18421 18423 18426 18434 18459 18462-18463 18473 18479 18481 18483-18486 18489-18490 18492-18493 18495 18497-18501 18503 18506-18509 18511 18513-18514 18520-18521 18523-18524 18526-18529 18531 18533 18535 18537-18539 18541 18543 18545 18548-18549 18551-18553 18555-18558 18568 18570-18571 18582 18588 18590-18591 18596 18598-18599 18604-18606 18629-18631 18636 18638-18640 18642-18644 18646-18647 18656 18658-18661 18663 18680-18681 18683 18688 18690-18691 18699 18704-18705 18707-18710 18712-18713 18715 18721-18722 18724-18725 18727 18736 18738-18739 18756-18758 18764 18766-18767 18773-18775 18777 18779 18785-18790 18792-18793 18795-18798 18800 18802-18805 18807-18808 18810 18813-18815 18829-18834 18840-18841 18843 18848 18850-18851 18861-18863 18884-18886 18892 18894 18896 18899-18902 18905 18907 18909 18911-18912 18914-18916 18918-18921 18923 18930 18932-18934 18937-18939 18952-18953 18955 18973-18975 18980-18982 18996-18998 19017-19019 19029-19034 19040-19042 19073-19075 19189-19191 19205-19206 19209-19211 19280-19282 19284-19286 19297-19299 19324-19326 19465-19467 19469-19470 19473-19475 19480-19481 19484-19485 19494-19496 19501-19502 19504 19506-19510 19517-19519 19525 19527-19529 19531 19536-19537 19539-19540 19548 19552 19557-19559 19562-19563 19566-19567 19573-19574 19580 19582-19583 19585 19587-19588 19590-19591 19596-19597 19599 19605-19607 19612 19614-19615 19617-19619 19637-19639 19648-19650 19656 19658 19661-19662 19665-19670 19677-19679 19716 19718-19721 19723-19725 19727-19729 19731-19733 19745 19753-19756 19758-19761 19763 19773-19775 19778-19780 19782-19783 19792 19794-19795 19805-19807 19813-19815 19824 19826-19827 19840-19842 19864 19866-19867 19877-19879 19884-19885 19887-19888 19890-19891 19904 19906-19907 19928-19929 19931 19936-19938 19968 19970-19971 20032-20034 20040-20041 20043 20053-20055 20072 20074-20075 20088-20090 20160 20162 20224-20226 20240-20242 20244-20245 20247 20276-20278 20304-20305 20307 20813-20815 20817-20819 20833 20835 20844-20845 20847 20944-20945 20947 20955 20973-20975 21207 21213-21215 21228 21230-21231 21233-21235 21271 21277-21279 21293-21295 21304-21306 21312-21313 21315-21317 21319-21322 21328-21330 21353-21354 21356-21358 21360-21362 21368 21370-21371 21396-21397 21399-21400 21405-21406 21429-21431 21448-21449 21451 21532-21534 21568 21570 21585 21588-21590 21597 21602 21614 21623 21627 21629-21631 21713-21715 21760-21762 21769-21771 21824 21827 21836 21839 21852 21854-21856 21858-21859 21861-21863 21872-21873 21875-21876 21878 21887 21968-21970 22000-22002 22004 22006-22007 22392 22394-22395 22557-22558 22567 22573 22578-22580 22584 22586-22589 22591-22592 22594-22595 22600 22602-22603 22611 22616 22618-22621 22623-22626 22641-22643 22648-22650 22657 22659 22661 22668 22671 22680-22682 22688 22690 22692-22694 22696-22697 22699 22701-22702 22704-22705 22707-22710 22716-22717 22719-22721 22723 22729 22731-22733 22735 22748-22749 22751-22752 22754-22755 22758-22762 22773-22777 22779 22784-22786 22852-22854 23028-23029 23031 23040 23043 23049-23053 23057-23058 23060 23063-23066 23072 23074-23076 23078-23079 23081 23083-23085 23092 23094-23095 23104 23106-23108 23114-23115 23121-23123 23129 23131 23139 23145-23147 23168 23170 23172 23174-23175 23177 23179-23180 23182 23185 23189-23192 23194-23195 23208 23210 23212-23213 23215 23220-23221 23223 23241-23242 23244-23246 23272-23273 23275 23300 23302-23303 23433-23435 23461-23463 23480 23482-23483 24895 24930 24934 24940 24954-24955 24977 24980-24981 24983 24989 24991 24994 25001 25016 25018 25022 25025 25027 25029-25030 25032 25035 25037-25039 25053-25058 25061-25066 25068 25070-25072 25074-25076 25078-25079 25084-25085 25087 25151 25176 25181 25183 25185 25187 25190-25193 25198-25201 25203-25204 25206 25208 25210 25212 25214 25231 25233 25236 25238-25239 25241 25243 25245-25246 25251-25253 25261 25264 25266 25268 25270-25274 25278-25279 25281 25283-25284 25286 25292-25294 25296-25298 25300-25301 25304 25307-25310 25312 25315-25317 25319-25320 25322 25331 25335-25338 25343 25350 25353-25358 25360-25362 25364 25366-25367 25373-25375 25377-25378 25382 25386 25393-25398 25404-25406 25409-25411 25420 25422 25425-25427 25437 25439 25441 25443-25444 25446-25448 25450-25452 25454-25455 25476-25477 25479-25482 25488-25489 25491 25508 25510 25520-25522 25524-25526 25528 25531 25536-25538 25541-25544 25546-25547 25549-25551 25556-25557 25559 25568-25569 25571 25580-25581 25583 25588 25590-25594 25600 25607 25612-25613 25623-25624 25626-25627 25643 25646 25650-25652 25655 25661 25665-25666 25668 25670-25671 25677 25679 25684 25686-25689 25691 25697-25700 25702-25706 25708-25709 25720-25721 25723 25725-25727 25737-25738 25752-25753 25755-25757 25759 25765-25767 25776-25778 25781-25782 25784-25786 25789 25791 25800-25802 25812-25813 25815-25818 25828 25830-25831 25856-25858 25860-25861 25863 25868-25869 25871 25873-25875 25880 25882-25883 25912-25913 25915 25917-25919 25992-25993 25995 26009-26011 26016 26018-26019 26025-26027 26072-26073 26075 26093-26095 26120 26122-26123 26133-26135 26141-26142 26150-26151 26165-26168 26170 26177-26179 26188 26190 26192-26193 26195 26197-26199 26221-26223 26257-26259 26261-26266 26280-26282 26285-26287 26296-26297 26299 26388-26389 26391 26412-26414 26425-26427 26452-26453 26455 26460-26461 26492-26494 26501-26503 26512-26513 26515-26517 26519 26549-26551 26593-26594 26640 26644 26647 26652-26653 26655 26664 26669 26671 26673 26675 26677-26678 26680 26685-26686 26688-26690 26693-26698 26700 26702-26704 26707 26710 26713-26715 26718 26720 26722 26724 26727 26730-26731 26734-26736 26739-26742 26745-26748 26750-26751 26753 26756 26758 26760 26762-26765 26767-26768 26771-26772 26774 26778 26785-26788 26790-26792 26794-26795 26797 26800 26803 26806 26808 26810 26812 26814-26818 26825-26828 26831 26833 26835-26837 26839-26841 26847 26850 26858 26860-26862 26870-26871 26877-26878 26880-26881 26883-26886 26889 26891 26896 26898-26899 26908-26909 26911 26913-26916 26918 26920-26922 26927 26930-26932 26934-26937 26939-26940 26942-26944 26947-26948 26951 26953-26955 26960-26962 26969-26971 26976-26978 26985-26986 27001-27005 27007 27009 27011-27013 27015-27017 27019 27022 27024 27026 27028 27030 27032-27033 27037-27040 27042 27045-27047 27052-27054 27060 27062-27063 27065-27066 27070-27071 27073-27076 27078-27079 27090 27097-27099 27104-27105 27109 27111 27113-27114 27116-27117 27120-27122 27125-27127 27129-27131 27138-27139 27142-27143 27148-27150 27158 27167-27168 27170-27171 27181-27183 27185-27187 27191 27194-27196 27198-27199 27201-27202 27208-27209 27212-27214 27216-27217 27224 27226 27229-27230 27232-27234 27238-27239 27243-27246 27249-27250 27252-27253 27255-27257 27259-27261 27264-27266 27270 27272 27277-27278 27300-27301 27303 27305-27307 27317-27322 27325-27327 27330 27334-27335 27337 27339 27344-27346 27348 27351 27356-27357 27360 27362-27363 27366-27367 27369-27373 27375 27377-27378 27380 27382 27385-27387 27389-27391 27401-27405 27407 27413-27415 27417 27419-27422 27424-27425 27427 27431 27434-27435 27437 27439 27441-27442 27444 27446-27447 27451 27453-27454 27460 27462 27465-27466 27469-27470 27473-27474 27476-27477 27479-27481 27483 27485-27488 27491-27493 27495-27496 27499 27501 27504-27505 27508 27510-27511 27516-27517 27524-27526 27528 27530-27534 27536 27538-27539 27541-27545 27547 27556 27558-27559 27565-27566 27568 27570-27571 27576-27577 27585 27587 27592-27594 27597 27600 27602 27608 27611 27613 27615-27616 27623 27625-27627 27629-27630 27640 27642-27643 27658-27659 27672-27673 27675 27684-27686 27688-27689 27691-27694 27712 27714-27715 27720-27721 27723 27756-27757 27759 27761-27763 27777-27778 27785-27787 27800 27802-27803 27812-27814 27824-27826 27828-27829 27831 27836-27838 27848 27850-27851 27865-27867 27876 27878-27881 27883 27895-27896 27899-27901 27903 27920-27922 27961 27963 28008-28009 28011-28012 28014-28015 28040 28043 28061-28063 28076-28077 28079 28081-28083 28088-28090 28101 28103 28111 28118-28119 28124-28125 28127 28152-28153 28155 28164-28165 28168-28170 28172 28174-28175 28185-28187 28192-28193 28195 28201-28203 28205-28208 28210-28211 28213-28215 28217-28219 28248-28250 28260-28262 28269-28271 28289-28290 28299-28302 28310-28313 28315-28317 28320-28321 28323 28329 28331 28352-28353 28355 28367-28369 28371 28388 28390-28391 28400-28401 28403 28412 28414-28416 28418-28419 28428-28430 28444-28446 28452 28454-28455 28460 28462-28463 28472-28473 28475 28480 28482-28483 28508-28510 28512-28513 28515 28548-28550 28557 28559 28572-28574 28576-28578 28581-28582 28598-28602 28608-28609 28611 28628 28631 28652-28654 28656 28658-28660 28663 28925 28990 29005 29007 29009 29011 29016-29017 29040-29041 29043 29053 29055 29071 29073-29074 29080 29084 29089 29091-29092 29094-29095 29097-29098 29104 29110 29112 29114-29115 29122 29128-29129 29131 29134 29143 29147 29153 29156-29157 29159 29162-29163 29245-29247 29290 29325-29327 29329-29332 29336 29348-29349 29351 29362 29368-29369 29371 29374 29382 29388-29389 29391 29402-29403 29415 29419 29437-29439 29442 29446-29447 29455-29457 29459-29460 29462-29463 29465-29467 29475 29480-29481 29483 29569-29571 29580-29582 29584-29586 29592-29593 29595-29597 29599 29615-29617 29619 29641-29643 29696-29697 29699-29700 29702-29703 29708 29710-29711 29721-29723 30730 30740-30741 30743 30747 30749-30751 30758 30804-30805 30807 31304-31305 31307 31345-31347 31364 31366-31367 31404 31406-31407 31660-31662 35837 35839 36093 36241 36244 36246 36262 36264 36271 36280 36311 36317 36319 36322 36332 36335 36337-36341 36345 36347 36349 36413-36414 36431 36441 36473 36475-36476 36478 36494 36497 36500-36501 36510-36511 36518-36522 36527 36531 36537-36539 36544 36561 36564 36567 36571 36577-36578 36586 36590 36594 36596-36598 36600-36601 36604-36606 36619 36624 36629 36634 36636-36638 36643 36650 36652 36654-36656 36658-36660 36662 36664 36667 36675-36676 36680 36682 36688 36691-36692 36694-36696 36699-36700 36704 36706-36709 36711 36715 36719-36720 36722 36724 36726-36729 36732 36734 36737-36740 36742-36746 36748-36749 36753 36755 36760-36761 36763 36766-36768 36770-36771 36773 36776 36778-36779 36781-36782 36784 36787 36794-36798 36800 36804 36806-36807 36814-36815 36817-36821 36823 36826 36828 36830-36833 36838 36844 36846 36848 36850 36855-36857 36859 39933-39935 40255 40270 40280 40286 40292-40293 40299 40302 40308-40310 40317-40318 40333 40339 40344 40347 40349-40350 40357 40368 40370 40373 40376-40377 40380 40382 40385 40387-40388 40394-40396 40398 40401 40404 40411 40414-40415 40420 40423 40425-40426 40432 40434-40435 40441-40442 40445-40447 40589-40591 40602 40609-40611 40630 40667 40669-40671 40682 40685 40700 40702-40703 40724-40725 40731 40743 40753-40754 40756-40758 40764-40766 40768-40770 40775-40776 40778-40779 40784-40785 40790-40791 40794-40795 40797-40800 40802-40804 40806-40807 40816-40817 40820-40822 40825-40827 40829-40831 40833-40835 40840-40842 40852 40854-40855 40857-40860 40862-40863 40868-40869 40871 40876 40879 40885-40887 40901 40903 40905-40907 40914-40916 40918-40919 40937-40939 40950-40951 44031 44285 44287 44349-44351 44365-44367 44369-44371 44374 44385-44387 44429-44431 44434-44437 44439 44449 44451 44456 44458-44459 44461-44463 44473-44475 44489-44494 44505-44507 44520-44522 44607 44621 44626-44627 44632 44634-44637 44639 44641 44643 44646-44648 44652-44653 44655-44656 44658 44660-44662 44668-44670 44687 44691 44693 44698 44709 44711 44713 44717 44720 44723-44724 44731-44732 44737 44740 44743-44744 44749 44752 44754 44756 44760-44761 44771 44774 44777 44782-44786 44792 44794-44796 44798-44801 44804 44807-44808 44810 44816-44817 44820-44822 44825-44827 44832-44834 44845-44847 44849-44851 44864-44865 44867 44889-44891 44900-44901 44903-44905 44907 44929-44932 44934-44936 44939 44945-44947 44966-44967 44972 44974-44975 44988-44989 44991 44994-44995 45017 45019 45028-45029 45031 45040 45042-45045 45047 48126-48127 48381-48383 48445 48447 48475 48481 48488 48498 48504 48506 48525-48526 48529-48531 48533-48538 48542-48543 48545-48547 48553-48555 48561-48562 48564 48567 48569-48571 48573 48576-48577 48579-48580 48582-48585 48587 48590-48591 48593 48598 48600 48602-48606 48608 48610-48614 48616-48617 48619 48625-48627 48701-48703 48717-48719 48721 48723 48725-48727 48737 48739 48764-48765 48767 48782-48783 48785-48787 48802-48803 48817-48819 48832-48833 48835 48841-48843 48900-48901 48904 48906-48907 48913-48915 48948-48949 48951 48972-48974 49104-49105 49107 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJ/932/118?format=ascii Optical default J/ApJ/932/118/table4 All periodic variables space ranked by their anomaly scores computed in the Cartesian latent space ZTF ZTF identifier meta.id;meta.main char primary 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 ID [1/781604] Catalog internal identifier meta.id int Class Class label (G1) meta.code;src.var char RAJ2000 Right Ascension in decimal degrees (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-21/81] Declination in decimal degrees (J2000) deg pos.eq.dec;meta.main indexed Score [0/1] Anomaly score stat.fit.param double CPVS Display data from the ZTF CPVS cat. (Chen+ 2020, J/ApJS/249/18) meta.ref.url char
J/ApJ/932/118/table5 All periodic variables space ranked by their anomaly scores computed in the Spherical latent space ZTF ZTF identifier meta.id;meta.main char primary 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 ID [1/781604] Catalog internal identifier meta.id int Class Class label (G1) meta.code;src.var char RAJ2000 Right Ascension in decimal degrees (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-21/81] Declination in decimal degrees (J2000) deg pos.eq.dec;meta.main indexed Score [0/1] Anomaly score stat.fit.param double CPVS Display data from the ZTF CPVS cat. (Chen+ 2020, J/ApJS/249/18) meta.ref.url char