J/ApJ/941/104ivo://CDS.VizieR/J/ApJ/941/104doi:10.26093/cds/vizier.19410104CDSYang H.Hare J.Kargaltsev O.Volkov I.Chen S.Rangelov B.2023-10-13T14:33:12Z2023-07-03T10:02:50ZCDS support team

CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France

cds-question@unistra.fractive-galactic-nucleix-ray-binary-starsx-ray-sourcesThe rapid increase in serendipitous X-ray source detections requires the development of novel approaches to efficiently explore the nature of X-ray sources. If even a fraction of these sources could be reliably classified, it would enable population studies for various astrophysical source types on a much larger scale than currently possible. Classification of large numbers of sources from multiple classes characterized by multiple properties (features) must be done automatically and supervised machine learning (ML) seems to provide the only feasible approach. We perform classification of Chandra Source Catalog version 2.0 (CSCv2) sources to explore the potential of the ML approach and identify various biases, limitations, and bottlenecks that present themselves in these kinds of studies. We establish the framework and present a flexible and expandable Python pipeline, which can be used and improved by others. We also release the training data set of 2941 X-ray sources with confidently established classes. In addition to providing probabilistic classifications of 66,369 CSCv2 sources (21% of the entire CSCv2 catalog), we perform several narrower-focused case studies (high-mass X-ray binary candidates and X-ray sources within the extent of the H.E.S.S. TeV sources) to demonstrate some possible applications of our ML approach. We also discuss future possible modifications of the presented pipeline, which are expected to lead to substantial improvements in classification confidences.2022ApJ...941..104Yhttps://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJ/941/104CatalogResearchIsServedByTAP VizieR generic serviceIsServedByConesearch servicerelated-toIX/57 : The Chandra Source Catalog (CSC), Release 2.0 (Evans+, 2019)https://cds.unistra.fr/vizier-org/licences_vizier.htmlhttps://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJ/941/104https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJ/941/104http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJ/941/104https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJ/941/104https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJ/941/104http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJ/941/104GETtext/xml+votablehttps://tapvizier.cds.unistra.fr/TAPVizieR/tapCone search capability for table J/ApJ/941/104/table8 (Properties and classification results of the GCS sources using MUWCLASS)https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/941/104/table8?https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/941/104/table8?http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/941/104/table8?GETtext/xml+votable180.050000true217.540138231.23834040.005555555555555556Cone search capability for table J/ApJ/941/104/table9 (Properties and classification results of the TD sources using MUWCLASS)https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/941/104/table9?https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/941/104/table9?http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/941/104/table9?GETtext/xml+votable180.050000true0.039114813.93849310.005555555555555556Cone search capability for table J/ApJ/941/104/table10 (Properties and classification results of the HESS field sources using MUWCLASS)https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJ/941/104/table10?https://vizier.iucaa.in/viz-bin/conesearch/J/ApJ/941/104/table10?http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJ/941/104/table10?GETtext/xml+votable180.050000true288.56922849.81811540.0055555555555555564/1801 5/270 1399 1654 1806 1810 2286-2287 2538 2628-2629 2858 3610 4178 4962 6601 6814 6932 6934 6940-6941 6978-6979 6984 6986 7008 7122 7203 7213 7216 7224 7377 7380 7648 7654 8274 8281 8633 10452 10553 10556 10615 10959 6/0 3 6 18-19 22 24 50 87 97 153 206-207 226 231 245-247 286 295 301 306 309 336-337 342 361 393 399 463 474 520 522 527 530 532 539 552 579 597 602 609 612 619 642 647-648 650 686-687 689 691 700 725 747 764 799 821 859 862 881 922 928-929 932 946 984 993 1005-1006 1008 1011 1019 1029 1050 1052 1054 1061 1063 1073-1075 1111-1114 1122-1123 1128-1129 1133 1154 1164 1168-1169 1196 1198-1200 1226 1231 1238 1244 1263 1285 1287 1390 1399 1405 1407 1462 1466 1521 1528 1539 1549 1603 1609 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27733-27735 27740 27742-27743 27756-27757 27768-27769 27771 27773-27774 27785 27810 27817 27846 27848 27852-27853 27857 27859 27861-27862 27865 27867-27868 27872 27884 27887 27889 27904 27906-27908 27910 27929 27931 27942-27943 27948 27951 27954-27955 27960 27962 27975-27976 27981 27986 27993 27996 28005 28015 28019 28022 28029 28031 28037-28039 28044-28045 28054 28058-28059 28063 28075 28077 28080-28081 28083-28084 28086 28107-28108 28113 28115 28123-28124 28126-28127 28138 28141-28143 28147 28149 28152 28167 28172-28174 28184 28188 28220-28221 28226 28237 28244-28245 28249 28251 28254 28265 28271 28277 28279 28291 28293 28300 28304 28306 28315 28334 28352 28356 28360 28370 28374 28376-28377 28384 28393 28414 28426 28428-28430 28446 28448 28452 28471 28479 28482-28483 28486 28494-28498 28505 28511-28512 28517-28518 28521 28524 28529 28535 28538-28540 28542 28546 28548 28559 28561 28569-28570 28574 28579 28581 28592 28609 28611 28619 28622 28631-28633 28648 28663-28664 28666 28692 28705 28707 28717 28721-28723 28734-28735 28741 28762 28768-28769 28778 28798 28805 28807-28809 28833 28835-28837 28844 28848-28850 28862 28868 28872 28874-28876 28879-28880 28882 28884 28889-28892 28894 28900 28905 28912-28913 28916 28918-28919 28921-28922 28924 28930 28955 28959 28962 28970-28971 28973-28974 28999 29002 29070 29090-29091 29094 29097 29100-29101 29113-29116 29118 29157 29162 29169 29184 29189 29195 29202 29213 29220 29231 29233-29234 29248 29254 29257 29259 29261 29264 29267 29278 29287-29289 29298 29377 29416 29439 29460-29461 29463 29469 29471 29504-29506 29513 29517 29529 29532-29533 29535 29558 29575 29632 29636 29664 29718 29728 29730 29868 29937 30040 30140 30193 30218-30219 30222-30223 30241 30243-30245 30251 30256 30258-30259 30262-30263 30269 30276-30277 30298-30299 30306 30312 30314-30316 30318-30321 30328 30330 30334-30335 30341 30343 30364 30366 30378 30383 30400 30416-30417 30423 30466 30502 30505-30506 30508 30511 30527 30570 30580 30598 30601 30604 30607 30622 30629 30634 30657 30670 30692 30694 30709 30716 30719 30803 30818 30822 30824 30833 30878-30879 30946 30970 30995 30998 31043 31080-31081 31115-31116 31155 31158 31164 31258 31276 31288 31303 31310 31313 31315 31322 31331 31333 31346 31352 31359 31374-31375 31379 31404 31406-31407 31416-31417 31419 31422 31435-31436 31453 31459 31461 31469 31509 31532 31537 31559 31621-31622 31625 31629 31670 31677 31725 31730 31736 31851 31898 31940 31951 31957 31982 31998 32058-32059 32083 32104 32160 32208-32209 32322 32379 32394 32408 32414 32436 32451 32456 32482 32484 32499-32500 32503 32510 32545 32594 32602 32647 32662 32685 32693 32695 32739 32798 32894 32907 32960 32989 33030 33047 33053 33076 33079 33089-33094 33100 33102 33104-33106 33112 33115-33116 33120-33121 33123 33138-33139 33176 33193 33211 33234-33235 33244 33265 33269 33271 33275 33281 33283 33289 33293-33295 33297-33299 33304-33306 33316-33318 33321 33328 33330 33409 33417 33456-33458 33470 33498 33520 33534 33543 33549 33553 33580 33598 33605 33610 33614 33619 33622 33627-33628 33648-33649 33651 33657 33668 33692 33709 33711 33713 33716 33718 33725 33730 33735 33741 33746 33756 33758 33764 33767 33776 33783 33795-33796 33804 33828 33835 33861 33863 33878-33879 33891 33894 33897 33900 33905-33906 33912-33913 33917 33920-33921 33923 33926 33945 33954-33957 33968 33980 33984 33986 33990 33997-33999 34008 34010 34023 34029 34034 34038 34049 34052 34054 34059 34081 34083 34086-34088 34104 34121 34139 34157 34159 34161 34165 34168 34170 34174 34181 34184 34186 34215 34242-34243 34251 34264 34273 34294 34325-34326 34334 34350 34355 34360 34368 34405 34416 34418 34430 34443 34461 34463 34471 34492-34494 34503 34512 34531 34536 34540 34640-34641 34668-34670 34680 34696 34698-34699 34701 34726 34737 34745 34788 34793-34796 34798 34809 34821 34836 34839 34911 34913 34918 34930 34935 34954 35001 35003 35032-35033 35039 35041 35043 35049 35055 35108 35121 35131 35147 35171 35177 35210 35218 35227 35242-35243 35258 35269 35271 35284 35310 35314 35342 35362 35364 35387-35388 35390 35395-35396 35420 35434 35442-35443 35473 35476 35499 35512 35514 35536 35538 35545 35547-35549 35559 35565 35567 35569 35576 35578 35623 35676 35683 35696 35707 35720 35759 35770-35771 35808 35853 35869 35897 35928 35933 35935 35939 35950 35952 35957 35966 35985 35987 35993 36006 36028 36031 36036 36038 36048 36052 36066 36081-36082 36089 36098 36100 36104 36107 36125 36130-36131 36153 36156 36160 36172 36177-36178 36188-36189 36194 36217 36231 36241-36242 36247 36258-36259 36261 36263 36271 36298 36323 36331 36343 36377 36392 36423 36427 36457 36460 36466 36497 36511 36545 36547 36554 36563 36595 36621 36623 36634 36660 36669-36671 36673 36713 36728 36734 36766-36767 36773 36780 36785 36792-36794 36826 36846 36863 36956-36958 36971 36974 37003 37012 37025 37056 37112-37113 37120 37170 37186-37187 37203 37233 37275 37294 37310 37333 37335 37341-37343 37351 37361 37364 37366-37367 37388 37429 37475 37505 37560 37636 37675 37686 37710 37721 37746 37787 37828 37842 37848 37863 37869 37871-37872 37874-37875 37881 37884 37897 37904 37906-37907 37912 37915 37921 37923-37926 37928-37930 37933 37936-37937 37954 37959 37965 37978-37979 37994 38016-38018 38020 38022 38024 38026 38039 38045 38081 38099 38105 38139 38311 38320-38321 38347 38354 38359 38363 38390 38448-38449 38465 38512 38514 38539 38579 38653 38655 38657 38681-38684 38702-38704 38786-38787 38821-38822 38842 38852 38856 38858-38859 38868 38872 38926 38973 39008 39010 39043-39044 39046 39067-39069 39077 39079 39086-39087 39102 39202-39203 39235 39241 39246 39250-39251 39253 39266-39268 39272 39281 39283 39318 39322 39326-39327 39384 39422 39428 39432 39443 39487 39608 39619 39657-39658 39784-39785 39836 39854 39886 39907 39920 39960 39982 39991 40018 40061 40071 40082 40124 40252 40274 40279 40290-40291 40294 40321 40323 40346 40384 40410 40432-40433 40456 40564 40613 40615 40623 40777 40801 40803 40809 40941 40951-40952 40987-40988 41052 41079-41081 41212 41276 41304 41310 41417 41423 41434 41457 41460 41472 41511 41571 41574 41576-41577 41580-41581 41583-41584 41586 41591 41594-41596 41598 41613 41643 41653-41655 41659 41663 41667 41670 41674 41677 41680 41683-41686 41696 41698 41735-41736 41741 41743 41758-41761 41768 41770 41772-41773 41777-41778 41780 41802-41804 41812 41814-41815 41822-41823 41845 41847 41852 41857 41865 41876 41937 42004 42012 42016 42025 42060 42076 42158-42159 42162 42167-42169 42171-42174 42176-42177 42189 42194 42196 42206-42207 42210 42216 42221 42234 42278 42314 42336 42347 42353-42354 42365-42367 42370-42371 42379 42382-42384 42386 42390 42392-42394 42396 42398 42400 42412 42417 42419 42429 42433-42435 42437-42441 42444-42446 42450 42455-42458 42466 42482-42483 42487 42490-42491 42493 42496 42502 42505 42508 42528 42533 42610-42611 42614 42619 42666 42670 42686 42694 42700-42701 42711 42761 42789 42800 42812 42834 42841 42931 42952 42955 42958 42970 42972 42981-42984 42989-42992 43009-43010 43019-43020 43025 43107 43125 43227 43233 43238 43246 43251 43253 43257 43262-43263 43268 43281 43326 43333 43358 43366 43374 43389 43420 43444 43458 43460 43477 43503 43523 43544 43572 43585 43594 43619 43626-43627 43630-43631 43671 43676-43677 43704 43706 43713 43715-43717 43748 43778 43784-43785 43806 43809 43819 43828 43830 43835 43849 43872 43874 43881 43898 43905 43912 43915 43925 43938-43942 43945 43947 43950 43957 43966 43977 44017 44026 44049 44054 44086 44093-44094 44108 44119 44125 44226 44232 44247 44252 44255 44281 44284 44286 44290 44301 44316 44356 44371 44452 44454 44502 44554 44563 44660 44671 44673 44697 44713 44718 44791 44802-44803 44805 44807 44812 44817 44820 44833 44852 44894 44908 44932 44947 44993 45031 45044 45076 45222 45233 45235 45305 45387 45421 45424 45426 45432 45435 45446 45460 45469 45491 45526 45531 45543-45544 45562 45564 45587 45590 45633 45636 45732 45754 45763 45823 45829 45867 45873-45874 45883 45894 45904 45912 45914 45962 45966 45975 45981 45983-45984 45988 46001 46005 46011 46036 46040 46048 46076 46079 46083 46101 46108 46120 46130 46149 46164 46168-46169 46172 46235 46237 46258 46264 46296 46312 46314 46323 46341 46345-46346 46353 46368 46388-46389 46398-46399 46402 46424 46438 46442 46444 46474 46477 46484 46491 46494 46496 46510 46517 46549 46568 46571 46608 46642 46648 46651-46652 46660-46661 46687 46712 46714 46721 46729 46732 46739 46753 46762-46763 46794 46807 46811 46855 46882 46886 46889-46890 46892 46911 46924 46964 46987 46997-46999 47005 47027 47043 47047 47050 47053 47058 47064 47073 47078 47080 47093 47107 47117 47125 47139 47168 47188 47197 47199 47204-47205 47217 47225 47235 47244 47330 47336 47368 47370 47375 47386 47391 47397 47424 47434 47454 47463 47573 47597 47636 47740-47742 47765 47777 47824-47825 47828 47854 47865-47866 47868 47941 47960 47971 48035 48076 48105 48163 48174 48186 48193 48267 48270 48272 48319 48330 48338 48344 48388-48390 48423 48429 48434 48475-48476 48478-48479 48483 48489 48498 48500-48501 48519 48595 48614 48684 48686 48688 48776 48891 48951 48966 48996 49009 49011-49012 49014 49020-49021 49023 49053 49094 49097 49106 49120 491251.1166583743361574e-19 3.916500758235022e-19https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJ/941/104?format=asciiX-raydefaultJ/ApJ/941/104/table8Properties and classification results of the GCS sources using MUWCLASSCSCv2CSCv2 source name (1)meta.id;meta.maincharrecnoRecord number assigned by the VizieR team. Should Not be used for identification.meta.recordintRAJ2000CSCv2 Right Ascension (J2000)degpos.eq.ra;meta.mainindexedDEJ2000CSCv2 Declination (J2000)degpos.eq.dec;meta.mainindexedPUCSCv2 err_ellipse_r0 value (2)arcsecstat.errorfloatS/NCSCv2 X-ray significancestat.fit.goodnessfloatFsAverage soft (0.5-1.2 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FsThe 1-sigma uncertainty in FsmW.m**-2stat.errorfloatFmAverage medium (1.2-2 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FmThe 1-sigma uncertainty in FmmW.m**-2stat.errorfloatFhAverage hard (2-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FhThe 1-sigma uncertainty in FhmW.m**-2stat.errorfloatFbAverage broad (0.5-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FbThe 1-sigma uncertainty in FbmW.m**-2stat.errorfloatPIntra? Intra-observation variability probability (3)src.varfloatnullablePInter? Inter-observation variability probabilitysrc.varfloatnullableGmag? Gaia EDR3 G band magnitudemagphot.mag;em.optfloatnullablee_Gmag? The 1-sigma uncertainty in Gmagmagstat.error;phot.magfloatnullableBPmag? Gaia EDR3 BP band magnitudemagphot.mag;em.opt.Bfloatnullablee_BPmag? The 1-sigma uncertainty in BPmagmagstat.error;phot.magfloatnullableRPmag? Gaia EDR3 RP band magnitudemagphot.mag;em.opt.Rfloatnullablee_RPmag? The 1-sigma uncertainty in RPmagmagstat.error;phot.magfloatnullableJmag? 2MASS J band magnitudemagphot.mag;em.IR.Jfloatnullablee_Jmag? The 1-sigma uncertainty in Jmagmagstat.error;phot.magfloatnullableHmag? 2MASS H band magnitudemagphot.mag;em.IR.Hfloatnullablee_Hmag? The 1-sigma uncertainty in Hmagmagstat.error;phot.magfloatnullableKmag? 2MASS K band magnitudemagphot.mag;em.IR.Kfloatnullablee_Kmag? The 1-sigma uncertainty in Kmagmagstat.error;phot.magfloatnullableW1mag? W1 band magnitude (4)magphot.mag;em.IR.3-4umfloatnullablee_W1mag? The 1-sigma uncertainty in W1magmagstat.error;phot.magfloatnullableW2mag? W2 band magnitude (4)magphot.mag;em.IR.4-8umfloatnullablee_W2mag? The 1-sigma uncertainty in W2magmagstat.error;phot.magfloatnullableW3mag? W3 band magnitude (4)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? The 1-sigma uncertainty in W3magmagstat.error;phot.magfloatnullableplx? Gaia EDR3 absolute stellar parallaxmaspos.parallax.trigfloatnullablee_plx? The 1-sigma uncertainty in plxmasstat.error;pos.parallaxfloatnullablepm? Gaia EDR3 total proper motionmas/yrpos.pmfloatnullablergeo? Median of geometric distance (5)pcpos.distancefloatnullableb_rgeo? 16th percentile of rgeopcpos.distance;stat.minfloatnullableB_rgeo? 84th percentile of rgeopcpos.distance;stat.maxfloatnullablePAGNClassification probability as an AGNstat.fit.goodnessfloatPCVClassification probability as a CVstat.fit.goodnessfloatPHM*Classification probability as a HM-STARstat.fit.goodnessfloatPHMXBClassification probability as a HMXBstat.fit.goodnessfloatPLM*Classification probability as a LM-STARstat.fit.goodnessfloatPLMXBClassification probability as a LMXBstat.fit.goodnessfloatPNSClassification probability as a NSstat.fit.goodnessfloatPYSOClassification probability as a YSOstat.fit.goodnessfloate_PAGNThe 1-sigma uncertainty in PAGNstat.errorfloate_PCVThe 1-sigma uncertainty in PCVstat.errorfloate_PHM*The 1-sigma uncertainty in PHM*stat.errorfloate_PHMXBThe 1-sigma uncertainty in PHMXBstat.errorfloate_PLM*The 1-sigma uncertainty in PLM*stat.errorfloate_PLMXBThe 1-sigma uncertainty in PLMXBstat.errorfloate_PNSThe 1-sigma uncertainty in PNSstat.errorfloate_PYSOThe 1-sigma uncertainty in PYSOstat.errorfloatClassPredicted class (6)src.classcharClassPClassification probability (7)src.classfloate_ClassPThe 1-sigma uncertainty in ClassPstat.errorfloatCTClassification confidence thresholdmeta.code.qualdoubleFlagsCompilation of CSCv2 flags (8)meta.code.errorcharJ/ApJ/941/104/table9Properties and classification results of the TD sources using MUWCLASSW1mag? W1 band magnitude (4)magphot.mag;em.IR.3-4umdoublenullablerecnoRecord number assigned by the VizieR team. Should Not be used for identification.meta.recordinte_FsThe 1-sigma uncertainty in FsmW.m**-2stat.errorfloatCTClassification confidence thresholdmeta.code.qualdoubleFlagsCompilation of CSCv2 flags (8)meta.code.errorcharCatalogSource name from literature verified catalogs (9)meta.idcharTClassTrue class of source from the TDsrc.classcharClassRReference of classifications of the TD sourcemeta.bibcharCSCv2CSCv2 source name (1)meta.id;meta.maincharRAJ2000CSCv2 Right Ascension (J2000)degpos.eq.ra;meta.mainDEJ2000CSCv2 Declination (J2000)degpos.eq.dec;meta.mainPUCSCv2 err_ellipse_r0 value (2)arcsecstat.errorfloatS/NCSCv2 X-ray significancestat.fit.goodnessfloatFsAverage soft (0.5-1.2 keV) band fluxmW.m**-2phot.flux;em.X-raydoubleFmAverage medium (1.2-2 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FmThe 1-sigma uncertainty in FmmW.m**-2stat.errorfloatFhAverage hard (2-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FhThe 1-sigma uncertainty in FhmW.m**-2stat.errorfloatFbAverage broad (0.5-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FbThe 1-sigma uncertainty in FbmW.m**-2stat.errorfloatPIntra? Intra-observation variability probability (3)src.varfloatnullablePInter? Inter-observation variability probabilitysrc.varfloatnullableGmag? Gaia EDR3 G band magnitudemagphot.mag;em.optfloatnullablee_Gmag? The 1-sigma uncertainty in Gmagmagstat.error;phot.magfloatnullableBPmag? Gaia EDR3 BP band magnitudemagphot.mag;em.opt.Bfloatnullablee_BPmag? The 1-sigma uncertainty in BPmagmagstat.error;phot.magfloatnullableRPmag? Gaia EDR3 RP band magnitudemagphot.mag;em.opt.Rfloatnullablee_RPmag? The 1-sigma uncertainty in RPmagmagstat.error;phot.magfloatnullableJmag? 2MASS J band magnitudemagphot.mag;em.IR.Jfloatnullablee_Jmag? The 1-sigma uncertainty in Jmagmagstat.error;phot.magfloatnullableHmag? 2MASS H band magnitudemagphot.mag;em.IR.Hfloatnullablee_Hmag? The 1-sigma uncertainty in Hmagmagstat.error;phot.magfloatnullableKmag? 2MASS K band magnitudemagphot.mag;em.IR.Kfloatnullablee_Kmag? The 1-sigma uncertainty in Kmagmagstat.error;phot.magfloatnullablee_W1mag? The 1-sigma uncertainty in W1magmagstat.error;phot.magfloatnullableW2mag? W2 band magnitude (4)magphot.mag;em.IR.4-8umdoublenullablee_W2mag? The 1-sigma uncertainty in W2magmagstat.error;phot.magfloatnullableW3mag? W3 band magnitude (4)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? The 1-sigma uncertainty in W3magmagstat.error;phot.magfloatnullableplx? Gaia EDR3 absolute stellar parallaxmaspos.parallax.trigfloatnullablee_plx? The 1-sigma uncertainty in plxmasstat.error;pos.parallaxfloatnullablePM? Gaia EDR3 total proper motionmas/yrpos.pmfloatnullablergeo? Median of geometric distance (5)pcpos.distancefloatnullableb_rgeo? 16th percentile of rgeopcpos.distance;stat.minfloatnullableB_rgeo? 84th percentile of rgeopcpos.distance;stat.maxfloatnullablePAGNClassification probability as an AGNstat.fit.goodnessfloatPCVClassification probability as a CVstat.fit.goodnessfloatPHM*Classification probability as a HM-STARstat.fit.goodnessfloatPHMXBClassification probability as a HMXBstat.fit.goodnessfloatPLM*Classification probability as a LM-STARstat.fit.goodnessfloatPLMXBClassification probability as a LMXBstat.fit.goodnessfloatPNSClassification probability as a NSstat.fit.goodnessfloatPYSOClassification probability as a YSOstat.fit.goodnessfloate_PAGNThe 1-sigma uncertainty in PAGNstat.errorfloate_PCVThe 1-sigma uncertainty in PCVstat.errorfloate_PHM*The 1-sigma uncertainty in PHM*stat.errorfloate_PHMXBThe 1-sigma uncertainty in PHMXBstat.errorfloate_PLM*The 1-sigma uncertainty in PLM*stat.errorfloate_PLMXBThe 1-sigma uncertainty in PLMXBstat.errorfloate_PNSThe 1-sigma uncertainty in PNSstat.errorfloate_PYSOThe 1-sigma uncertainty in PYSOstat.errorfloatClassPClassification probability (7)src.classfloate_ClassPThe 1-sigma uncertainty in ClassPstat.errorfloatClassPredicted class (6)src.classcharJ/ApJ/941/104/table10Properties and classification results of the HESS field sources using MUWCLASSW3mag? W3 band magnitude (4)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? The 1-sigma uncertainty in W3magmagstat.error;phot.magfloatnullableplx? Gaia EDR3 absolute stellar parallaxmaspos.parallax.trigfloatnullablee_plx? The 1-sigma uncertainty in plxmasstat.error;pos.parallaxfloatnullablePM? Gaia EDR3 total proper motionmas/yrpos.pmfloatnullablergeo? Median of geometric distance (5)pcpos.distancefloatnullableb_rgeo? 16th percentile of rgeopcpos.distance;stat.minfloatnullableB_rgeo? 84th percentile of rgeopcpos.distance;stat.maxfloatnullablePAGNClassification probability as an AGNstat.fit.goodnessfloate_PHM*The 1-sigma uncertainty in PHM*stat.errorfloate_PHMXBThe 1-sigma uncertainty in PHMXBstat.errorfloate_PLM*The 1-sigma uncertainty in PLM*stat.errorfloate_PLMXBThe 1-sigma uncertainty in PLMXBstat.errorfloate_PNSThe 1-sigma uncertainty in PNSstat.errorfloate_PYSOThe 1-sigma uncertainty in PYSOstat.errorfloatClassPredicted class (6)src.classcharClassPClassification probability (7)src.classfloate_ClassPThe 1-sigma uncertainty in ClassPstat.errorfloatCTClassification confidence thresholdmeta.code.qualfloatFlagsCompilation of CSCv2 flags (8)meta.code.errorcharCatalogSource name from literature verified catalogs (9)meta.idcharTClassTrue class of source from the TDsrc.classcharClassRReference of classifications of the TD sourcemeta.bibcharHESSHESS name that the CSCv2 source resides inmeta.idcharCSCv2CSCv2 source name (1)meta.id;meta.maincharPCVClassification probability as a CVstat.fit.goodnessfloatPHM*Classification probability as a HM-STARstat.fit.goodnessfloatPHMXBClassification probability as a HMXBstat.fit.goodnessfloatPLM*Classification probability as a LM-STARstat.fit.goodnessfloatPLMXBClassification probability as a LMXBstat.fit.goodnessfloatPNSClassification probability as a NSstat.fit.goodnessfloatPYSOClassification probability as a YSOstat.fit.goodnessfloate_PAGNThe 1-sigma uncertainty in PAGNstat.errorfloate_PCVThe 1-sigma uncertainty in PCVstat.errorfloatrecnoRecord number assigned by the VizieR team. Should Not be used for identification.meta.recordintRAJ2000CSCv2 Right Ascension (J2000)degpos.eq.ra;meta.mainDEJ2000CSCv2 Declination (J2000)degpos.eq.dec;meta.mainPUCSCv2 err_ellipse_r0 value (2)arcsecstat.errorfloatS/NCSCv2 X-ray significancestat.fit.goodnessfloatFsAverage soft (0.5-1.2 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FsThe 1-sigma uncertainty in FsmW.m**-2stat.errorfloatFmAverage medium (1.2-2 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FmThe 1-sigma uncertainty in FmmW.m**-2stat.errorfloatFhAverage hard (2-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FhThe 1-sigma uncertainty in FhmW.m**-2stat.errorfloatFbAverage broad (0.5-7 keV) band fluxmW.m**-2phot.flux;em.X-raydoublee_FbThe 1-sigma uncertainty in FbmW.m**-2stat.errorfloatPIntra? Intra-observation variability probability (3)src.varfloatnullablePInter? Inter-observation variability probabilitysrc.varfloatnullableGmag? Gaia EDR3 G band magnitudemagphot.mag;em.optfloatnullablee_Gmag? The 1-sigma uncertainty in Gmagmagstat.error;phot.magfloatnullableBPmag? Gaia EDR3 BP band magnitudemagphot.mag;em.opt.Bfloatnullablee_BPmag? The 1-sigma uncertainty in BPmagmagstat.error;phot.magfloatnullableRPmag? Gaia EDR3 RP band magnitudemagphot.mag;em.opt.Rfloatnullablee_RPmag? The 1-sigma uncertainty in RPmagmagstat.error;phot.magfloatnullableJmag? 2MASS J band magnitudemagphot.mag;em.IR.Jfloatnullablee_Jmag? The 1-sigma uncertainty in Jmagmagstat.error;phot.magfloatnullableHmag? 2MASS H band magnitudemagphot.mag;em.IR.Hfloatnullablee_Hmag? The 1-sigma uncertainty in Hmagmagstat.error;phot.magfloatnullableKmag? 2MASS K band magnitudemagphot.mag;em.IR.Kfloatnullablee_Kmag? The 1-sigma uncertainty in Kmagmagstat.error;phot.magfloatnullableW1mag? W1 band magnitude (4)magphot.mag;em.IR.3-4umdoublenullablee_W1mag? The 1-sigma uncertainty in W1magmagstat.error;phot.magfloatnullableW2mag? W2 band magnitude (4)magphot.mag;em.IR.4-8umfloatnullablee_W2mag? The 1-sigma uncertainty in W2magmagstat.error;phot.magfloatnullable