Machine learning applications for AGN studies J/A+A/685/A107 ivo://CDS.VizieR/J/A+A/685/A107 doi:10.26093/cds/vizier.36850107 CDS Mechbal S. Ackermann M. Kowalski M. 2024-11-29T20:02:12Z 2024-05-14T12:13:33Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr active-galactic-nuclei quasars x-ray-sources photometry accretion We investigate the physical nature of active galactic nuclei (AGNs) using machine learning (ML) tools. We show that the redshift, z, bolometric luminosity, LBol, central mass of the supermassive black hole (SMBH), MBH, Eddington ratio, {lambda}Edd, and AGN class (obscured or unobscured) can be reconstructed through multi-wavelength photometric observations only. We trained a random forest regressor (RFR) ML-model on 7616 spectroscopically observed AGNs from the SPIDERS- AGN survey, which had previously been cross-matched with soft X-ray observations (from ROSAT or XMM), WISE mid-infrared photometry, and optical photometry from SDSS ugriz filters. We built a catalog of 21 050 AGNs that were subsequently reconstructed with the trained RFR; for 9687 sources, we found archival redshift measurements. All AGNs were classified as either type 1 or type 2 using a random forest classifier (RFC) algorithm on a subset of known sources. All known photometric measurement uncertainties were incorporated via a simulation-based approach. We present the reconstructed catalog of 21050 AGNs with redshifts ranging from 0<z<2.5. We determined z estimations for 11363 new sources, with both accuracy and outlier rates within 2%. The distinction between type 1 or type 2 AGN could be identified with respective efficiencies of 94% and 89%. The estimated obscuration level, a proxy for AGN classification, of all sources is given in the dataset. The L_Bol_ , M_BH_ , and {lambda}_Edd_ values are given for 21050 new sources with their estimated error. The release of this catalog will advance AGN studies by presenting key parameters of the accretion history of 6dex in luminosity over a wide range of z. Similar applications of ML techniques using photometric data only will be essential in the future, with large datasets from eROSITA, JSWT, and the VRO poised to be released in the next decade. 2024A&A...685A.107M https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/685/A107 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to VII/258 : Quasars and Active Galactic Nuclei (13th Ed.) (Veron+ 2010) II/328 : AllWISE Data Release (Cutri+ 2013) IX/53 : XMM-Newton slew survey Source Catalogue, version 2.0 J/A+A/588/A103 : Second ROSAT all-sky survey (2RXS) source catalog https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/685/A107 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/685/A107 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/685/A107 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/A+A/685/A107 https://vizier.iucaa.in/viz-bin/votable?-source=J/A+A/685/A107 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/A+A/685/A107 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/A+A/685/A107/catalog (Positions, photometric magnitude and errors, redshift, reconstructed AGN physical parameters) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/685/A107/catalog? https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/685/A107/catalog? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/685/A107/catalog? 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12348 12351-12352 12355 12365-12366 12368 12371 12374 12377 12379-12382 12389-12390 12392 12394-12395 12397 12399-12401 12404-12406 12408-12409 12414 12426 12428 12430 12433-12436 12438-12441 12448-12450 12475 12479-12481 12497 12511 12519 12521-12523 12525-12527 12530 12536 12539-12540 12546-12547 12549 12551 12557 12560 12563 12566 12568 12570 12573 12594-12597 12599 12604 12610 12613 12615-12616 12618 12621 12623 12625-12626 12632-12633 12635 12644 12646-12648 12650-12652 12654-12657 12668 12670 12677 12679 12681 12696-12698 12700-12701 12705-12710 12717 12723 12734 12736-12738 12741 12744 12750 12755 12763 12765-12767 12775 12777-12779 12783-12784 12786-12789 12794 12796 12820-12821 13060-13061 13063 13068-13069 13074-13075 13080 13121 13124-13125 13127 13138 13140 13312 13314-13318 13324 13326 13330-13331 13334 13340 13342 13344-13346 13360-13361 13363 13368-13370 13375 13377 13379 13384 13386-13387 13389-13391 13396 13398-13402 13408-13410 13414-13415 13417-13418 13424 13426-13430 13441 13443-13444 13446 13450 13452-13453 13456-13458 13462-13464 13466-13467 13471 13476 13484 13488-13490 13504-13506 13508 13510 13512 13517 13520 13522 13529-13531 13534 13541 13554 13558 13561 13563-13564 13568-13570 13572 13574 13576 13579 13584 13586 13588-13589 13600 13604 13637 13639 13650-13651 13654 13658 13660 13688-13689 13767 14903 14908 14911 14926 14947-14948 14953 14991 14994-14997 14999 15001-15004 15006 15013-15014 15017 15019 15032 15035 15038-15039 15082-15083 15098-15099 15327 15343 15347 15349-15351 15353-15355 15898 15900 15902 15909 15911 15917-15919 15928-15929 15931 16001 16003 16012-16014 16016 16036 16040 16127 16155 16157-16158 16181 16183 16185 16187 16190 16263 16269 16271-16274 16278 16281-16283 16290-16291 16297-16300 16302 16304-16305 16638 16679 16685 16691 16702 16709 16720-16721 16724-16725 16775 16779-16782 16788-16790 16796-16797 16799 16802 16804-16806 16808-16809 16812 16816 16819 16828-16829 16831 16864 16866 16874-16875 16891 16893-16894 16973-16974 16977 16980 16982 16985-16987 16993-16995 16998 17000-17001 17003 17008 17045-17046 17050-17051 17053 17069 17072 17074 17076 17080 17088 17150-17151 17173 17175 17211 17213-17216 17218-17219 17229-17231 17233 17235 17240-17241 17243 17248-17250 17253-17256 17258 17260-17261 17263 17265-17266 17268 17270-17271 17273 17275-17276 17291 17293-17295 17298 17305 17307 17313-17315 17320-17322 17324-17325 17327 17330-17334 17336-17338 17340-17341 17343 17352-17354 17369-17370 17372-17374 17376-17378 17380-17381 17383-17386 17388 17390-17393 17395 17400-17401 17403 17408 17412-17413 17428 17470-17471 17476 17487 17491 17497 17499 17506-17509 17511 17516-17518 17520 17522-17523 17526-17530 17550-17551 17553-17556 17558-17560 17562-17563 17565 17569 17571 17578-17579 17581-17584 17586-17587 17596 17598-17599 17608 17611 17613-17615 17624-17625 17627-17628 17630-17632 17635 17637 17639 17641-17642 17645-17647 17664-17666 17681-17686 17696-17697 17699 17713-17715 17718-17719 17724-17725 17727 17729-17732 17734 17739 17744 17746 17751 17753-17758 17761 17763 17765 17768-17770 17780 17782 17784-17786 17792-17794 17808 17810-17814 17816-17817 17819 17825-17827 17832-17834 17836 17838-17839 17849-17850 17852-17854 17861-17864 17866-17868 17870-17871 17873 17881 17884 17893-17895 17902-17903 17906 17909-17910 17913 17924 17926-17927 17932-17934 17945-17946 17949-17951 17954-17955 17957-17959 17961 17963 17965-17969 17971 17976 17978-17979 17981-17983 17988-17990 17992-17994 17996 17998-18002 18012 18014-18015 18025-18028 18030-18031 18033-18035 18049 18051 18056 18060-18062 18076-18077 18080 18082-18085 18087-18089 18104-18106 18112 18114-18115 18124-18126 18128 18130-18131 18136 18138-18139 18144 18146-18149 18151 18157-18158 18160 18163-18165 18167 18170 18172 18174-18175 18180 18182-18183 18188-18190 18198-18199 18201 18203 18205 18207 18213-18215 18217-18220 18222 18225 18227-18229 18231-18232 18234-18235 18240 18242 18248 18251 18253 18256 18258-18259 18262 18264 18267-18268 18270 18272-18273 18275-18277 18279-18280 18282-18283 18285-18288 18290-18291 18293-18296 18298-18299 18302 18304 18306-18307 18309-18313 18320 18322-18324 18326 18334 18345-18348 18350 18361-18363 18371 18373-18377 18380-18381 18383-18384 18388-18389 18392 18396 18399-18400 18402-18403 18421 18423-18424 18427 18521-18522 18524-18526 18531-18532 18535 18538-18539 18541-18542 18545 18547-18550 18552-18553 18555 18581-18583 18585 18587 18597 18599 18603 18606-18607 18610-18611 18614-18616 18618 18622 18630 18635-18637 18641 18643 18645 18649 18651-18652 18654 18658 18660-18661 18664 18666-18667 18669-18670 18673-18674 18678 18680 18683 18686-18689 18691-18693 18696 18698 18700-18701 18704-18705 18709-18712 18714-18716 18718 18721 18724 18726-18727 18729-18734 18736 18739 18745-18747 18749-18751 18756-18758 18764-18766 18769-18770 18773-18776 18778-18779 18786 18788-18790 18793-18794 18797-18800 18803 18808 18811-18814 18816 18822-18824 18826 18832 18835 18840 18844 18846-18848 18850 18853 18862 18864-18865 18867 18870-18872 18875 18879-18880 18883 18886 18888 18890-18891 18896-18897 18899 18901-18902 18905-18908 18911 18916 18918-18919 18924-18925 18927-18930 18932-18933 18935 18940-18941 18943 18945-18947 18953-18958 18961-18962 18969 18971 18978-18979 18984 18988-18990 18993-18995 18997 18999 19004 19006 19008 19011 19013 19015-19017 19021-19023 19031-19032 19034 19042 19044-19045 19047 19052-19053 19056 19058-19060 19062 19068 19072 19074-19075 19080 19082-19083 19092 19094-19095 19097-19098 19100-19101 19104-19105 19109-19112 19114-19115 19117-19118 19124-19125 19128 19130-19134 19136 19138-19139 19141-19144 19147-19148 19150-19153 19155-19156 19158-19160 19164 19166-19170 19174-19177 19180 19182-19185 19187-19190 19194 19196-19198 19200 19202-19205 19207 19210-19211 19217 19227-19228 19230-19231 19233 19236 19239-19240 19242 19244-19246 19249-19250 19263 19266-19267 19275 19277-19279 19284-19285 19287 19289 19293 19296-19298 19301-19303 19305-19310 19312-19314 19317 19319 19321-19323 19329 19333 19340-19342 19344-19345 19347-19350 19354 19358-19359 19364 19366-19368 19370-19372 19374 19377-19378 19385 19389-19390 19397 19399-19400 19402-19403 19412-19413 19420-19422 19428 19430-19431 19433 19435-19438 19444-19446 19449 19451-19454 19456-19457 19459-19461 19463 19468-19469 19473-19475 19480 19482 19488-19490 19493-19497 19499 19504-19506 19509 19511 19513 19515 19520 19522-19526 19528-19529 19531-19534 19536 19540-19541 19543-19544 19549 19552-19553 19557-19559 19561 19563 19570 19572 19576-19577 19581 19585-19586 19589-19591 19593 19595 19598 19601 19603 19608-19610 19612-19614 19632 19637 19639-19640 19642-19646 19649-19651 19656 19658-19660 19662 19666-19667 19673 19675-19676 19678 19680 19682-19685 19688 19690-19691 19704-19705 19708-19709 19711-19712 19714 19716-19717 19721-19724 19726-19727 19729 19732 19736 19738-19741 19745-19746 19748 19752 19754-19755 19765-19767 19772 19774-19776 19778-19779 19781-19786 19791-19792 19795 19803 19805-19808 19810-19811 19820 19822 19829 19831 19833-19834 19845 19848-19849 19851 19860-19861 19868 19872 19874 19877-19878 19882-19883 19885-19886 19896-19897 19900 19904 19906-19910 19912 19916 19920-19921 19923-19926 19930-19933 19935-19937 19939 19945 19949-19951 19953-19954 19957-19959 19962-19965 19967 19972 19974 19982-19983 19986-19987 19989-19991 20000 20002-20006 20012 20014-20016 20018-20021 20024 20026 20029-20034 20036-20038 20044-20046 20052-20054 20058-20059 20064-20066 20069-20073 20075 20077-20079 20083 20089-20091 20093-20096 20098-20100 20103-20104 20108-20110 20112 20114-20115 20120-20121 20123-20125 20131-20132 20134-20136 20138-20139 20141-20144 20147 20149-20151 20153 20157 20159-20161 20164-20165 20167 20172 20176-20178 20180-20181 20183 20188-20189 20191-20192 20194 20196-20198 20200-20202 20204-20205 20208-20209 20212-20214 20217 20219 20221-20223 20237 20240-20241 20244 20246-20247 20249 20251 20253-20258 20262-20263 20265-20270 20272-20273 20275-20276 20280-20281 20283 20285-20290 20292 20294 20296-20298 20304-20306 20309 20311 20316-20318 20320 20322-20323 20329-20330 20332 20337-20339 20344-20345 20352 20354-20355 20357-20361 20364-20365 20367-20368 20371 20374-20375 20377 20381-20383 20386-20387 20389-20392 20395-20397 20401-20402 20408-20410 20413 20415-20416 20419-20421 20425-20427 20430-20433 20436 20438-20440 20444 20449-20452 20456 20458 20466 20468 20472 21426 21482 21766 21776-21778 21781-21782 21789 21814-21815 21822-21826 21832 21834-21835 21837-21840 21843 21845 21847 21855-21856 21859-21861 21864 21867 21869-21871 21877-21879 21881 21883-21885 21905 21918 21937 21957-21958 21973-21978 21982-21986 21988 21993-21994 21999 22003 22005-22007 22012 22015 22341-22344 22348 22350-22351 22353 22355 22358 22365 22381 22385 22388-22389 22391 22469 22491-22492 22494-22495 22517-22519 22525 22650 22653-22654 22659 22670 22688-22690 22711 22715-22716 22722 22728 22733 22736-22737 22740-22741 22743 22750 22754 22757 22759 22762-22764 22766 22768 22770 22772 22781 22795 22797 22800 22803 22810 22823 22830-22831 22839 22841 22843 22845 22851 22856-22857 22859 22881 22885 22887 22889-22893 22896-22898 22904 22906 22912 22914 22917 22926-22927 22933 22936 22938-22939 22942 22947 22949 22952 22956 22958 22960 22962 22978 22992 22994 23046-23047 23053-23056 23058 23064 23073 23075 23101 23117 23128-23129 23134 23141-23142 23146 23150 23152-23153 23185-23190 23192-23194 23196-23197 23201-23203 23207 23213 23215-23217 23225-23227 23229-23231 23234 23245-23247 23250-23251 23267 23269-23271 23273 23276 23278-23280 23288-23289 23291 23294 23337 23339 23341 23343 23353-23354 23356 23359 23394-23395 23398 23400 23403-23405 23414 23421 23423 23428 23440 23465-23466 23469-23470 23546 23550 24102 24104 24108 24237 24239 24250 24861 24877 24879 24883 24885-24887 24889-24892 24901-24902 24904-24906 24980-24981 24983 24989 25024-25025 25030 25032-25033 25035 25038-25039 25050 25060 25063 25073-25075 25080 25084-25086 25216 25218-25219 25221-25222 25225 25229 25235 25244-25245 25247 25268 25294-25295 25306 25312-25313 25316-25317 25319 25337 25340-25341 25343 25428-25429 25506-25507 25510 25515 25517-25519 25528-25529 25531 25534-25535 25578 25581-25583 25585-25586 25588-25589 25591 25595 25669 25681-25683 25691-25692 25694 25724-25726 25813 25815 25822-25823 25841-25844 25846-25847 25849-25854 25886 25896 25898-25899 25901 25903 25908-25909 25911-25912 25914-25915 25920 25923 25928 25930-25931 25936-25937 25941-25943 25946-25948 25951 25956 25959 25961 25963 25968-25970 25976-25977 25980-25981 25992-25993 25995 25997-26001 26008 26010-26011 26014-26015 26024 26027 26030 26033-26035 26053-26054 26056-26057 26061 26063 26069-26071 26084-26086 26088 26090-26093 26095 26100-26101 26103 26105-26107 26110-26111 26114-26115 26118 26121 26125-26127 26138 26141-26143 26157 26160-26161 26163 26169-26170 26173 26177-26179 26181-26183 26185-26187 26197-26198 26200 26203 26208-26210 26212 26214-26215 26217 26220 26222-26223 26228-26230 26242-26245 26247 26253-26255 26260-26262 26264 26266-26269 26271 26277-26279 26309-26310 26312-26314 26316 26318-26319 26321-26322 26324-26325 26327 26329-26332 26335 26340 26343-26346 26352 26355-26358 26360-26361 26363 26368-26370 26373-26377 26379 26381-26383 26392-26394 26400-26401 26409-26410 26412 26415 26420 26423 26430 26437 26439-26440 26442-26445 26447-26449 26451 26456-26457 26459 26464-26465 26467 26476-26477 26479 26484-26486 26493-26495 26497-26499 26512-26514 26520-26521 26523-26524 26527-26529 26531-26534 26544-26546 26548-26549 26551-26552 26561-26563 26573-26575 26581 26583-26584 26587 26590-26591 26596 26599-26602 26604 26606 26608-26609 26613-26615 26621-26623 26845 26847 26863 26866 26868-26870 26872-26874 26876 26878-26879 26884 26896-26897 26909-26910 26925-26927 26930-26934 26937-26938 26940-26941 26943-26944 26946-26948 26950-26952 26955 26957-26959 26968-26969 26971 26976-26978 26988-26990 26992-26993 26995 27009 27011-27013 27016 27019 27021-27023 27037 27039 27041 27043-27044 27046-27047 27053-27055 27064-27065 27067 27069-27071 27077 27079-27080 27082 27084 27086-27087 27101-27104 27106-27109 27111 27113 27115 27117-27119 27124 27126-27127 27130-27131 27133 27135 27166-27167 27183 27185 27187-27188 27190 27192-27193 27196 27201 27203-27204 27206-27210 27212 27214 27216 27218-27219 27229-27230 27236 27238-27239 27242-27243 27253-27255 27257-27259 27261-27263 27267 27270-27271 27281-27286 27290-27291 27296-27298 27308-27310 27312 27314-27315 27321-27322 27324 27326-27327 27332-27334 27345 27352-27353 27355 27357 27359-27362 27364-27366 27368 27370-27371 27380-27382 27393-27395 27397-27398 27401-27403 27405-27406 27408-27409 27411-27412 27414 27416 27418-27420 27423 27454 27456 27461 27463 27468-27469 27471 27480 27482-27486 27495-27496 27502 27513-27516 27519 27524 27526-27530 27532 27534-27535 27552-27553 27556-27558 27560-27562 27564-27566 27568 27570-27572 27577-27579 27586 27591-27592 27599-27600 27602-27603 27605 27607 27609 27611 27613-27615 27618 27622-27624 27627-27628 27630-27631 27633-27635 27641-27643 27668 27670-27671 27692-27693 27695 27725 27727 27733-27735 27752 27754-27757 27759-27760 27763 27768-27769 27771-27773 27776-27777 27779 27784-27786 27788-27790 27793-27795 27800 27805-27806 27809 27811 27813-27815 27821-27826 27828-27829 27831 27840 27842-27843 27853-27856 27858-27859 27864-27865 27867-27868 27871-27873 27875-27876 27878-27880 27882-27883 27896 27913-27914 27932 27934-27935 27949-27951 27961-27962 27968-27969 27971-27973 27981-27983 27985-27986 27988 27990-27991 27996-27997 27999-28001 28003 28013 28015 28021-28023 28033-28035 28040 28043-28046 28048-28050 28057-28060 28062-28065 28067 28072-28074 28076 28079 28081 28083 28101 28103 28140-28141 28143 28164 28167 28169-28170 28174-28175 28185-28187 28200-28202 28225 28227 28232 28234-28235 28242-28243 28256 28258-28259 28285-28288 28297-28299 28308-28310 28312 28315 28318-28321 28323-28326 28328-28330 28332 28334-28336 28338-28340 28342-28343 28356-28357 28359-28360 28362-28363 28380-28381 28383 28388-28389 28391-28394 28396-28397 28399 28404-28406 28409-28410 28429-28431 28438-28439 28456-28457 28459 28489-28493 28495 28517-28519 28528-28530 28540-28541 28543-28546 28573 28575 28592 28594-28595 28613-28615 28644-28646 28649-28650 28652 28654-28657 28659 29767 29772 29775 29777 29779-29780 29784 29786-29787 29808 29972 29974 30015 30035-30036 30039 30042 30044-30045 30049 30051 30053 30055 30057-30059 30066 30069 30071 30076 30078 30098 30103 30105 30108 30146 30166 30172 30174-30175 30195 30770 30774-30776 30781 30783 30803 30809 30827 30831 30834 30842-30843 30918 30927-30928 30937-30938 30949 30951 30960 30963 30965 30968 30973 30975 31015 31019 31038 31066 31075-31076 31078 31081-31082 31085 31097 31101 31103 31108 31117 31122 31130 31138-31139 31143 31150 31152-31154 31163 31166-31167 31172-31173 31229-31230 31263 31287 31290-31293 31297 31302 31309-31310 31312 31315-31316 31318-31319 31321 31323-31325 31329-31331 31333 31336 31338 31341-31342 31344 31346 31349 31353-31354 31357-31358 31364 31367 31371-31372 31375 31381-31383 31389 31391-31392 31394-31395 31402-31405 31407-31408 31410 31413-31415 31421-31423 31425-31430 31432 31434-31437 31439-31441 31443-31444 31448-31449 31451-31452 31454-31456 31458-31459 31462 31465-31467 31472 31474 31481-31484 31488 31490 31509-31510 31522-31523 31527-31529 31531-31532 31534-31536 31538 31542 31545-31548 31550-31551 31575 31581-31583 31586 31590-31594 31597-31598 31606 31609 31611 31613-31615 31621-31625 31629-31631 31637-31639 31641-31645 31652 31656-31658 31664 31666 31671-31672 31674-31675 31677 31679-31681 31689-31690 31692 31696 31698 31702-31705 31708-31709 31712 31717-31718 31722-31723 31725 31727 31730 31733-31735 31739 31742-31743 31779 31787 31802 31873 31877-31878 31881-31882 31886-31888 31891 31904 31906 31910 31913 31915 31980 32183 32186 32189 32258 32265-32266 32289 32291 32293-32295 32298-32301 32303 32325 32335 32337 32344-32345 32369-32371 32375 32377 32379-32380 32384-32385 32388 32390-32391 32398-32401 32403 32408 32410-32411 32413-32417 32419 32424-32426 32428 32431 32440-32441 32443 32448 32454 32456-32457 32459-32461 32463 32465 32468-32469 32480 32482-32483 32492-32494 32496-32497 32501-32506 32508-32509 32511 32519 32526 32530 32532 32537-32538 32546-32548 32556 32558-32559 32562 32640-32641 32643-32644 32646 32652-32653 32680-32681 32683 32700 32702 32761-32763 35822-35823 35831 36325 36329-36330 36332 36334 36337 36340 36342-36343 36447 36461 36463 36466-36467 36476 36505-36509 36511 36514-36515 36518-36519 36532 36534-36538 36544-36546 36548 36550 36552-36554 36560 36578 36582-36583 36595 36599 36615 36617 36619 36621 36623 36626 36633 36641-36643 36719 36724 36729 36733-36734 36758-36759 36763-36765 36767 36770 36774-36775 36786-36787 36792 36794-36798 36800-36802 36809 36811 36832-36833 36835 36837 36839-36840 36842 36844 36847-36848 36850 36855-36856 40939 40947-40949 40951 40953-40958 44351 44397 44400 44408 44410-44411 44485 44493 44515 44517-44518 44526 44574 44596-44598 44605 44642-44643 44648-44650 44740 44744-44745 44747 44749-44750 44769 44780-44781 44783 44792 44795 44870 44872 44876 44896 44898 44907 44957 44989 44991 44994 45023 45026-45027 45038-45039 45042 45048 45050-45051 48557 48560 48566 48568-48569 48572 48694 48719 48731 48734 48738-48741 48748 48756 48759 48766-48767 48853-48855 48860 48863 48881-48884 48891 48907 48910 48913 48917-48919 48928-48929 48931 48936-48937 48952 48956 48971-48972 48974 48989-48991 48993-48994 48996-48997 49000-49001 49003 49020-49021 49077 49079 49084-49085 49087 49096-49098 49100-49101 49104-49105 49107 49110 49113-49115 49124 49128 49135-49136 49140-49142 49144-49145 49148 49150-49151 2.381800341673347e-19 6.090060298487514e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/685/A107?format=ascii X-ray default J/A+A/685/A107/catalog Positions, photometric magnitude and errors, redshift, reconstructed AGN physical parameters recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Name X-ray identifier (JHHMMSS.s+DDMMSS) meta.id.part;meta.main char RAJ2000 X-ray right ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 X-ray declination (J2000) deg pos.eq.dec;meta.main indexed logFlux X-ray 0.5-2 keV band flux log(mW.m**-2) phot.flux;em.X-ray double e_logFlux ? X-ray 0.5-2 keV band flux error log(mW.m**-2) stat.error;phot.flux double nullable RAWdeg AllWISE right ascension (J2000) deg pos.eq.ra DEWdeg AllWISE declination (J2000) deg pos.eq.dec W1mag AllWISE W1 magnitude (Vega) mag phot.mag;em.IR.3-4um double W2mag AllWISE W2 magnitude (Vega) mag phot.mag;em.IR.4-8um double W3mag AllWISE W3 magnitude (Vega) mag phot.flux.density;em.IR.8-15um double W4mag AllWISE W4 magnitude (Vega) mag phot.flux.density;em.IR.15-30um double e_W1mag AllWISE W1 magnitude error (Vega) mag stat.error;phot.mag double e_W2mag AllWISE W2 magnitude error (Vega) mag stat.error;phot.mag double e_W3mag AllWISE W3 magnitude error (Vega) mag stat.error;phot.mag double e_W4mag AllWISE W4 magnitude error (Vega) mag stat.error;phot.mag double e_logMBH Uncertainty on the black hole mass log(solMass) stat.error double logLEdd Eddington luminosity log(1e-07W) phys.luminosity double e_logLEdd ? Uncertainty on the Eddington luminosity log(1e-07W) stat.error double nullable FG Gaia G mean flux e.s**-1 phot.flux.density;em.opt double e_FG Gaia G mean flux error e.s**-1 stat.error double Class Broad spectral classification computed by the SDSS-DR16 spectroscopic pipeline src.class char SubClass Detailed spectral classification computed by the SDSS-DR16 spectroscopic pipeline src.class char umagPSF SDSS PSF magnitude in the u-band (AB) mag phot.mag;em.opt.U double gmagPSF SDSS PSF magnitude in the g-band (AB) mag phot.mag;em.opt.B double rmagPSF SDSS PSF magnitude in the r-band (AB) mag phot.mag;em.opt.R double imagPSF SDSS PSF magnitude in the i-band (AB) mag phot.mag;em.opt.I double zmagPSF SDSS PSF magnitude in the z-band (AB) mag phot.mag;em.opt.I double e_umagPSF SDSS PSF magnitude error in the u-band (AB) mag stat.error;pos.cartesian.x double e_gmagPSF SDSS PSF magnitude error in the g-band (AB) mag stat.error double e_rmagPSF SDSS PSF magnitude error in the r-band (AB) mag stat.error double e_imagPSF SDSS PSF magnitude error in the i-band (AB) mag stat.error double e_zmagPSF SDSS PSF magnitude error in the z-band (AB) mag stat.error double z Redshift of the source src.redshift double e_z Uncertainty in the redshift stat.error;src.redshift double logLX X-ray luminosity in the 0.5-2keV band log(1e-07W) phys.luminosity;em.X-ray double e_logLX ? Uncertainty on the X-ray luminosity in the 0.5-2keV band log(1e-07W) stat.error double nullable logLbol Bolometric luminosity log(1e-07W) phys.luminosity double e_logLbol Uncertainty on the bolometric luminosity log(1e-07W) stat.error double logMBH Black hole mass log(solMass) phys.mass double logREdd Eddington ratio phys.luminosity;arith.ratio double e_logREdd ? Uncertainty on the uncertainty stat.error double nullable Recons [0/1]? Flag indicating whether the source and values from columns (z to e_logEddRatio) are from (3) meta.code int nullable knownz [0/1]? Flag indicating whether the redshift values (z and e_z) come from (4) meta.code int nullable obscur [0/1] Value between 0 and 1 indicating whether the source is obscured (obscuration ~ 1) or not (obscuration ~ 0), from the ML classifier meta.code double e_obscur Uncertainty on the obscuration value stat.error double XName 2RXS or XMMSL2 X-ray detection (1) meta.id.part;meta.main char ALLWISE WISE All-Sky Release catalog name, JHHMMSS.ss+DDMMSS.s (2) meta.id char