II/369ivo://CDS.VizieR/II/369CDSKhramtsov V.Spiniello C.Agnello A.Sergeyev A.2023-12-19T13:44:40Z2021-07-14T10:09:08ZCDS support team

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

cds-question@unistra.frsurveysquasarsgalaxiescatalogsphotometryWe present the second public data release of the VISTA EXtension to Auxiliary Surveys (VEXAS DR2), where we classify objects into stars, galaxies and quasars based on an ensemble of machine learning algorithms. The aim of VEXAS is to build the widest multi-wavelength catalogue, providing reference magnitudes, colours and morphological information for a large number of scientific uses. We apply an ensemble of thirty-two different machine learning models, based on three different algorithms and on different magnitude sets, training samples and classification problems (two or three classes) on the three VEXAS Data Release 1 (DR1) optical+infrared (IR) tables. The tables were created in DR1 cross-matching VISTA near-infrared data with Wide-field Infrared Survey Explorer far-infrared data and with optical magnitudes from the Dark Energy Survey (VEXAS-DESW), the Sky Mapper Survey (VEXAS-SMW), and the Panoramic Survey Telescope and Rapid Response System Survey (VEXAS-PSW). We assemble a large table of spectroscopically confirmed objects (VEXAS-SPEC-GOOD, 415 628 unique objects), based on the combination of six different spectroscopic surveys that we use for training. We develop feature imputation to classify also objects for which magnitudes in one or more bands are missing. We classify in total 90106 objects in the Southern Hemisphere. Among these, ~62.9x10^6^ (~52.6x10^6^) are classified as 'high confidence' ('secure') stars, ~920000 (~750000) as 'high confidence' ('secure') quasars and ~34.8 (~34.1) millions as 'high confidence' ('secure') galaxies, with pclass>=0.7 (pclass>=0.9). The DR2 tables update the DR1 with the addition of imputed magnitudes and membership probabilities to each of the three classes. The density of high-confidence extragalactic objects varies strongly with the survey depth: at pclass>0.7; there are 111/deg^2^ quasars in the VEXAS-DESW footprint and 103/deg^2^ in the VEXAS-PSW footprint, while only 10.7/deg^2^ in the VEXASSM footprint. Improved depth in the midIR and coverage in the optical and nearIR are needed for the SM footprint that is not already covered by DESW and PSW.2021A&A...651A..69Khttps://cdsarc.cds.unistra.fr/viz-bin/cat/II/369CatalogResearchIsServedByTAP VizieR generic serviceIsServedByConesearch servicerelated-toII/359 : The VISTA Hemisphere Survey (VHS) catalog DR4.1 (McMahon+, 2013)II/357 : The Dark Energy Survey (DES) Data Release 1 (Abbott+, 2018)II/349 : The Pan-STARRS release 1 (PS) Survey - DR1 (Chambers+, 2016)II/358 : SkyMapper Southern Sky Survey (SM). DR1.1 (Wolf+, 2018)II/328 : AllWISE catalog (Cutri+ 2013)https://www.eso.org/rm/api/v1/public/releaseDescriptions/146 : VEXAS DR1https://www.eso.org/rm/api/v1/public/releaseDescriptions/172 : VEXAS DR2https://cds.unistra.fr/vizier-org/licences_vizier.htmlhttps://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=II/369https://vizier.iucaa.in/viz-bin/VizieR-2?-source=II/369http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=II/369https://vizier.cds.unistra.fr/viz-bin/votable?-source=II/369https://vizier.iucaa.in/viz-bin/votable?-source=II/369http://vizieridia.saao.ac.za/viz-bin/votable?-source=II/369GETtext/xml+votablehttps://tapvizier.cds.unistra.fr/TAPVizieR/tapCone search capability for table II/369/vexasdes (VEXAS-DESW catalogue)https://vizier.cds.unistra.fr/viz-bin/conesearch/II/369/vexasdes?https://vizier.iucaa.in/viz-bin/conesearch/II/369/vexasdes?http://vizieridia.saao.ac.za/viz-bin/conesearch/II/369/vexasdes?GETtext/xml+votable180.050000true44.996113450.005660940.005555555555555556Cone search capability for table II/369/vexasps (VEXAS-PSW catalogue)https://vizier.cds.unistra.fr/viz-bin/conesearch/II/369/vexasps?https://vizier.iucaa.in/viz-bin/conesearch/II/369/vexasps?http://vizieridia.saao.ac.za/viz-bin/conesearch/II/369/vexasps?GETtext/xml+votable180.050000true44.996124480.005652230.005555555555555556Cone search capability for table II/369/vexassm (VEXAS-SMW catalogue)https://vizier.cds.unistra.fr/viz-bin/conesearch/II/369/vexassm?https://vizier.iucaa.in/viz-bin/conesearch/II/369/vexassm?http://vizieridia.saao.ac.za/viz-bin/conesearch/II/369/vexassm?GETtext/xml+votable180.050000true45.0049020.0199380.0055555555555555561/44 2/72 128 131 135-136 141 180-182 185 188-189 191 3/266-267 270-271 275-276 280 292 296 329-331 352-353 518-519 521-523 530-531 534-538 548-549 552-554 569 571-574 576 578 584 737 739 761 763 4/1024 1027-1029 1032 1037-1039 1043-1046 1048-1050 1057-1060 1062 1074 1079 1093 1095 1099 1108-1110 1112-1114 1124-1126 1128-1130 1172-1174 1176-1178 1188-1190 1192-1194 1280-1281 1283 1290 1312 1314-1315 1336 1338 1416-1418 1420 1424 1426-1427 1432 1446 1449-1450 1872-1873 1876-1877 2066 2083 2113-2116 2118-2119 2130-2131 2133-2135 2156-2157 2159 2203-2204 2207 2220 2224 2232-2234 2239-2240 2243-2245 2248 2253 2255 2275 2280-2282 2300 2345 2347 2432 2560-2561 2564-2565 2928-2929 2931-2932 2941-2943 2945 2947 2981 2992-2993 2995-2997 3005 3041-3043 3048-3049 5/0 3072 4100 4103-4104 4106-4107 4120-4121 4132 4136 4141-4143 4146-4147 4160 4165-4167 4169-4171 4188 4204 4208 4225-4227 4244 4253-4255 4288 4290-4291 4300 4302-4303 4309-4311 4313 4315 4352 4377-4379 4389-4391 4393-4395 4444 4460 4464 4508 4524 4528 4544 4700 4716 4720 4764 4780 4784 4800 4864 5128-5130 5138 5146 5152 5154-5158 5168 5174 5177 5179-5180 5182-5183 5252 5254-5255 5314 5320 5322 5356 5358 5676-5677 5679 5684-5686 5688-5690 5693-5695 5700 5702-5703 5732 5736 5760 5762-5763 5765-5766 5768-5770 5774-5775 5777-5780 5793-5795 5804 5808 7441 7444-7445 7500-7501 7512 8256 8258 8270-8271 8282-8283 8285-8287 8320 8322 8325 8327-8328 8330-8331 8449-8451 8468 8470-8471 8514-8516 8518-8519 8529-8531 8632-8633 8635 8800-8802 8804-8805 8807-8808 8810-8811 8820 8823-8824 8827 8884 8888 8891 8893-8895 8900 8904 8907-8908 8910 8913 8916-8918 8921-8922 8924-8925 8940 8944 8951 8955 8964 8967-8968 8984-8986 8991 8996 9000 9002 9011 9019 9095 9099 9132-9133 9204-9206 9208 9213-9215 9232 9377 9379 9385-9387 9732 9736 9773 9775 9890 9896 10248-10250 10252-10253 10304-10305 10308-10309 10320 11720 11732 11736 11741-11743 11745-11748 11752 11754-11755 11757-11759 11761-11763 11776-11777 11779 11785 11812-11813 11815 11821 11920-11921 11923 11933 11976-11977 11979 11992-11994 11996-11997 11999 12016 12161 12163 12201 12204-12205 12207 6/4 8 12292 12296 16404 16407-16409 16411 16420 16423 16488-16490 16492-16494 16496-16498 16500-16501 16507-16508 16510-16511 16532-16534 16536-16538 16543 16548-16550 16552-16554 16559 16563 16579 16582-16583 16644 16646 16648 16650 16655 16659 16675 16756-16758 16760-16762 16820-16822 16824-16826 16836-16838 16840-16842 16893-16895 16899 16980-16981 16984 16991 17008 17010-17011 17156-17158 17178-17179 17206 17229-17231 17233-17235 17249 17251 17259 17412-17414 17416-17418 17469-17471 17473 17476-17477 17479 17485-17487 17505-17507 17549-17551 17553-17555 17569-17571 17780 17784 17844 17848 17860 17864 18036 18040 18100 18104 18116 18120 18180 18184 18804 18808 18868 18872 18884 18888 19060 19064 19124 19128 19140 19144 19204 19208 19460 19464 20524-20525 20527 20544 20546-20547 20556 20576 20578-20579 20613-20615 20636-20638 20656-20658 20664 20666-20667 20670 20676 20678 20683-20684 20686-20687 20702 20705 20715 20724 20726 21012 21014-21015 21248 21250 21286 21292 21294-21295 21394 21400 21402 21436 21438 22712-22714 22748-22749 22751 22764 22767-22768 22771 22804 22806-22807 22880 22882 22888-22890 22932-22934 22936-22938 22948-22950 22952-22954 23044-23046 23057-23059 23068 23071 23084 23087-23088 23091-23092 23094-23095 23104 23124-23126 23128-23130 23160 23168 23171 23220 23224 23236 23240 29760-29761 29784-29785 29788-29789 29791 29985 29988-29989 30013 30052-30054 30056-30057 30064-30065 30068 33028-33030 33040-33041 33074-33075 33119 33123 33126-33127 33138-33139 33284-33286 33296-33297 33307 33319 33795 33876 33878-33879 34050-34051 34053-34055 34069-34071 34112 34114-34115 34536-34537 34539 35212-35214 35224-35225 35227 35239 35284 35287-35288 35291 35300 35303-35304 35540 35543-35544 35549-35551 35556 35560 35563 35569-35571 35604 35608 35620 35623-35624 35626-35627 35638 35644 35646-35647 35661-35663 35676 35683 35692-35694 35705 35708-35710 35764-35766 35768-35769 35784 35799 35803 35815 35819 35860 35862-35865 35867 35876 35879-35880 35882-35883 35885-35887 35948 35952 35956-35957 35959 35963 35988-35989 35992 36004 36006 36012 36032 36039 36069 36071 36075 36352 36375 36379 36386 36391 36395 36536-36538 36828 36831 36836-36837 36840 36842-36843 36847-36848 36851 36936-36938 36960 36962 36968 36970 37056 37058 37064 37066 37088 37090 37096 37098 37440 37442 37448 37450 37472 37474 37480 37482 37504-37505 37507 37513 37515 37537 37539 37568 37570 37576 37578 37600 37602 37608 38932 38936 38948 38952 38954 39040 39042 39048 39070 39072 39074 39080 39089-39091 39096-39097 39099 39441 39444 39592-39594 39599 39608 39610-39611 39613-39615 39656 39658-39659 41004-41006 41016 41056-41057 41060-41061 41088-41090 41224-41226 41228-41229 41240-41241 41284-41286 41296-41297 41300-41301 46884-46885 46888 46895 46932-46934 46936-46938 46943 46948-46950 46952-46954 46959 46963 46976 46978-46979 46996-46997 47000 47007 47012 47014-47015 47026-47027 47043 47113 47115 47137 47148-47149 47151 47237 47256-47257 47259 47281 47292-47293 47295 47689 47717 47728-47729 47731 47741 47912-47913 47980-47982 47995 48017 48020-48021 48068 48070-48071 48076-48077 48116-48117 48640 48642-48643 48648-48650 48800-48801 48803 48813 48824-48825 488278.157980699529898e-21 2.0372238493098756e-19https://cdsarc.cds.unistra.fr/viz-bin/moc/II/369?format=asciidefaultII/369/vexasdesVEXAS-DESW catalogueVISTAID in VISTA (SOURCEID_VISTA)meta.id;meta.mainRAJ2000Right Ascension (J2000.0) in DES (RA_DES)degpos.eq.ra;meta.mainindexedDEJ2000Declination (J2000.0) in DES (DEC_DES)degpos.eq.dec;meta.mainindexedDESID in DES (coadd_obj_id_DES)meta.idAllWISEID in AllWISE (ID_AllWISE)meta.idcharYmag? Magnitude in Y-band from VISTA (Y_VISTA)magphot.mag;em.IR.Jfloatnullablee_Ymag? Error in Y_VISTA (EY_VISTA)magstat.error;phot.magfloatnullableJmagMagnitude in J-band from VISTA (J_VISTA)magphot.mag;em.IR.Jfloate_Jmag? Error in J_VISTA (EJ_VISTA) (G1)magstat.error;phot.magfloatnullableHmag? Magnitude in H-band from VISTA (H_VISTA)magphot.mag;em.IR.Hfloatnullablee_Hmag? Error in H_VISTA (EH_VISTA)magstat.error;phot.magfloatnullableKsmagMagnitude in Ks-band from VISTA (KS_VISTA)magphot.mag;em.IR.Kfloate_Ksmag? Error in KS_VISTA (EKS_VISTA) (G1)magstat.error;phot.magfloatnullablegmagMagnitude in g-band from DES (mag_auto_g_DES)magphot.mag;em.opt.Bfloate_gmag? Error in mag_auto_g_DES (magerr_auto_g_DES) (G1)magstat.error;phot.magfloatnullablermagMagnitude in r-band from DES (mag_auto_r_DES)magphot.mag;em.opt.Rfloate_rmag? Error in mag_auto_r_DES (magerr_auto_r_DES) (G1)magstat.error;phot.magfloatnullableimagMagnitude in i-band from DES (mag_auto_i_DES)magphot.mag;em.opt.Ifloate_imag? Error in mag_auto_i_DES (magerr_auto_i_DES) (G1)magstat.error;phot.magfloatnullablezmagMagnitude in z-band from DES (mag_auto_z_DES)magphot.mag;em.opt.Ifloate_zmag? Error in mag_auto_z_DES (magerr_auto_z_DES) (G1)magstat.error;phot.magfloatnullableymagMagnitude in y-band from DES (mag_auto_y_DES)magphot.mag;em.IR.Jfloate_ymag? Error in mag_auto_y_DES (magerr_auto_y_DES) (G1)magstat.error;phot.magfloatnullableW1magMagnitude in W1-band from WISE (W1mag)magphot.mag;em.IR.3-4umfloate_W1mag? Error in W1mag (e_W1mag) (G1)magstat.error;phot.magfloatnullableW2magMagnitude in W2-band from WISE (W2mag)magphot.mag;em.IR.4-8umfloate_W2mag? Error in W2mag (e_W2mag) (G1)magstat.error;phot.magfloatnullableW3mag? Magnitude in W3-band from WISE (W3mag)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? Error in W3mag (e_W3mag)magstat.error;phot.magfloatnullableW4mag? Magnitude in W4-band from WISE (W4mag)magphot.flux.density;em.IR.15-30umfloatnullablee_W4mag? Error in W4mag (e_W4mag)magstat.error;phot.magfloatnullablepStarVISTA[0/1] Probability that the source is a star from VISTA (PSTAR_VISTA)stat.fit.goodnessdoubleE(B-V)The galactic dust extinction value measured from the Schlegel maps (EBV_VISTA) (G2)magphot.color.excessfloatpSTAR[0/1] Probability of being a STAR (p_STAR)stat.fit.goodnessdoublepQSO[0/1] Probability of being a QSO (p_QSO)stat.fit.goodnessdoublepGALAXY[0/1] Probability of being a GALAXY (p_GALAXY)stat.fit.goodnessdoubleClassObject classification (CLASS) (G3)meta.code.class;src.classintImpflagString indicating which magnitudes are imputed (Imputation_flag) (G4)meta.codecharWarflagFlag which highlights if the objects is within the safe ranges or not and if it is an outlier or not (Warning_flag) (G5)meta.codeintII/369/vexaspsVEXAS-PSW catalogueImpflagString indicating which magnitudes are imputed (Imputation_flag) (G4)meta.codecharVISTAID in VISTA (SOURCEID_VISTA)meta.id;meta.mainRAJ2000Right Ascension (J2000.0) in PS (RA_PS)degpos.eq.ra;meta.mainindexedDEJ2000Declination (J2000.0) in DES (DEC_PS)degpos.eq.dec;meta.mainindexedPSID in PS (objID_PS)meta.idAllWISEID in AllWISE (ID_AllWISE)meta.idcharYmag? Magnitude in Y-band from VISTA (Y_VISTA)magphot.mag;em.IR.Jfloatnullablee_Ymag? Error in Y_VISTA (EY_VISTA)magstat.error;phot.magfloatnullableJmagMagnitude in J-band from VISTA (J_VISTA)magphot.mag;em.IR.Jfloate_Jmag? Error in J_VISTA (EJ_VISTA) (G1)magstat.error;phot.magfloatnullableHmag? Magnitude in H-band from VISTA (H_VISTA)magphot.mag;em.IR.Hfloatnullablee_Hmag? Error in H_VISTA (EH_VISTA)magstat.error;phot.magfloatnullableKsmagMagnitude in Ks-band from VISTA (KS_VISTA)magphot.mag;em.IR.Kfloate_Ksmag? Error in KS_VISTA (EKS_VISTA) (G1)magstat.error;phot.magfloatnullablegmagMagnitude in g-band from PS (gpetMag_PS)magphot.mag;em.opt.Bfloate_gmag? Error in gmag (gpetMagErr_PS) (G1)magstat.error;phot.magfloatnullablermagMagnitude in r-band from PS (rpetMag_PS)magphot.mag;em.opt.Rfloate_rmag? Error in rmag (rpetMagErr_PS) (G1)magstat.error;phot.magfloatnullableimagMagnitude in i-band from PS (ipetMag_PS)magphot.mag;em.opt.Ifloate_imag? Error in imag (ipetMagErr_PS) (G1)magstat.error;phot.magfloatnullablezmagMagnitude in z-band from PS (zpetMag_PS)magphot.mag;em.opt.Ifloate_zmag? Error in zmag (zpetMagErr_PS) (G1)magstat.error;phot.magfloatnullableymagMagnitude in y-band from PS (ypetMag_PS)magphot.mag;em.IR.Jfloate_ymag? Error in ymag (ypetMagErr_PS) (G1)magstat.error;phot.magfloatnullableW1magMagnitude in W1-band from WISE (W1mag)magphot.mag;em.IR.3-4umfloate_W1mag? Error in W1mag (e_W1mag) (G1)magstat.error;phot.magfloatnullableW2magMagnitude in W2-band from WISE (W2mag)magphot.mag;em.IR.4-8umfloate_W2mag? Error in W2mag (e_W2mag) (G1)magstat.error;phot.magfloatnullableW3mag? Magnitude in W3-band from WISE (W3mag)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? Error in W3mag (e_W3mag)magstat.error;phot.magfloatnullableW4mag? Magnitude in W4-band from WISE (W4mag)magphot.flux.density;em.IR.15-30umfloatnullablee_W4mag? Error in W4mag (e_W4mag)magstat.error;phot.magfloatnullablePStarVISTA[0/1] Probability that the source is a star from VISTA (PSTAR_VISTA)stat.probabilitydoubleE(B-V)The galactic dust extinction value measured from the Schlegel maps (EBV_VISTA) (G2)magphot.color.excessfloatpSTAR[0/1] Probability of being a STAR (p_STAR)stat.fit.goodnessdoublepQSO[0/1] Probability of being a QSO (p_QSO)stat.fit.goodnessdoublepGALAXY[0/1] Probability of being a GALAXY (p_GALAXY)stat.fit.goodnessdoubleCLASSObject classification (CLASS) (G3)meta.code.class;src.classintWarflagFlag which highlights if the objects is within the safe ranges or not and if it is an outlier or not (Warning_flag) (G5)meta.codeintII/369/vexassmVEXAS-SMW cataloguezmagMagnitude in z-band from SM (z_petro_SM)magphot.mag;em.opt.IfloatVISTAID in VISTA (SOURCEID_VISTA)meta.id;meta.mainRAJ2000Right Ascension (J2000.0) in SM (RA_SM)degpos.eq.ra;meta.mainindexedDEJ2000Declination (J2000.0) in SM (DEC_SM)degpos.eq.dec;meta.mainindexedSMID in SM (object_id_SM)meta.idlongAllWISEID in AllWISE (ID_AllWISE)meta.idcharYmag? Magnitude in Y-band from VISTA (Y_VISTA)magphot.mag;em.IR.Jfloatnullablee_Ymag? Error in Y_VISTA (EY_VISTA)magstat.error;phot.magfloatnullableJmagMagnitude in J-band from VISTA (J_VISTA)magphot.mag;em.IR.Jfloate_Jmag? Error in J_VISTA (EJ_VISTA) (G1)magstat.error;phot.magfloatnullableHmag? Magnitude in H-band from VISTA (H_VISTA)magphot.mag;em.IR.Hfloatnullablee_Hmag? Error in H_VISTA (EH_VISTA)magstat.error;phot.magfloatnullableKsmagMagnitude in Ks-band from VISTA (KS_VISTA)magphot.mag;em.IR.Kfloate_Ksmag? Error in KS_VISTA (EKS_VISTA) (G1)magstat.error;phot.magfloatnullableumagMagnitude in u-band from SM (u_petro_SM)magphot.mag;em.opt.Ufloate_umag? Error in u_petro_SM (e_u_petro_SM) (G1)magstat.error;phot.magfloatnullablevmag? Magnitude in v-band from SM (v_petro_SM)magphot.mag;em.opt.Vfloatnullablee_vmag? Error in v_petro_SM (e_v_petro_SM) (G1)magstat.error;phot.magfloatnullablegmagMagnitude in g-band from SM (g_petro_SM)magphot.mag;em.opt.Bfloate_gmag? Error in g_petro_SM (e_g_petro_SM) (G1)magstat.error;phot.magfloatnullablermagMagnitude in r-band from SM (r_petro_SM)magphot.mag;em.opt.Rfloate_rmag? Error in r_petro_SM (e_r_petro_SM) (G1)magstat.error;phot.magfloatnullableimagMagnitude in i-band from SM (i_petro_SM)magphot.mag;em.opt.Ifloate_imag? Error in i_petro_SM (e_i_petro_SM) (G1)magstat.error;phot.magfloatnullablee_zmag? Error in z_petro_SM (e_z_petro_SM) (G1)magstat.error;phot.magfloatnullableW1magMagnitude in W1-band from WISE (W1mag)magphot.mag;em.IR.3-4umfloate_W1mag? Error in W1mag (e_W1mag) (G1)magstat.error;phot.magfloatnullableW2magMagnitude in W2-band from WISE (W2mag)magphot.mag;em.IR.4-8umfloate_W2mag? Error in W2mag (e_W2mag) (G1)magstat.error;phot.magfloatnullableW3mag? Magnitude in W3-band from WISE (W3mag)magphot.flux.density;em.IR.8-15umfloatnullablee_W3mag? Error in W3mag (e_W3mag)magstat.error;phot.magfloatnullableW4mag? Magnitude in W4-band from WISE (W4mag)magphot.flux.density;em.IR.15-30umfloatnullablee_W4mag? Error in W4mag (e_W4mag)magstat.error;phot.magfloatnullablepStarVISTA[0/1] Probability that the source is a star from VISTA (PSTAR_VISTA)stat.fit.goodnessdoubleE(B-V)The galactic dust extinction value measured from the Schlegel maps (EBV_VISTA) (G2)magphot.color.excessfloatpSTAR[0/1] Probability of being a STAR (p_STAR)stat.fit.goodnessdoublepQSO[0/1] Probability of being a QSO (p_QSO)stat.fit.goodnessdoublepGALAXY[0/1] Probability of being a GALAXY (p_GALAXY)stat.fit.goodnessdoubleCLASSObject classification (CLASS) (G3)meta.code.class;src.classintpSTAR25[0/1] Probability of being a STAR from MODEL_25 (p_STAR_25)stat.fit.goodnessdoublepQSO25[0/1] Probability of being a QSO from MODEL_25 (p_QSO_25)stat.fit.goodnessdoublepGALAXY25[0/1] Probability of being a GALAXY from MODEL_25 (p_GALAXY_25)stat.fit.goodnessdoubleCLASS25Object classification from MODEL_25 (CLASS_25) (G3)meta.code.class;src.classintImpflagString indicating which magnitudes are imputed (Imputation_flag) (G4)meta.codecharWarflagFlag which highlights if the objects is within the safe ranges or not and if it is an outlier or not (Warning_flag) (G5)meta.codeint