J/A+A/619/A14ivo://CDS.VizieR/J/A+A/619/A14doi:10.26093/cds/vizier.36190014CDSFotopoulou S.Paltani S.2019-08-06T11:55:58Z2018-11-02T13:21:43ZCDS support team

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

cds-question@unistra.frgalaxiescatalogsastronomical-object-identificationredshiftedphotometryBroadband photometry offers a time and cost effective method to reconstruct the continuum emission of celestial objects. Thus, photometric redshift estimation has supported the scientific exploitation of extragalactic multiwavelength surveys for more than twenty years. Deep fields have been the backbone of galaxy evolution studies and have brought forward a collection of various approaches in determining photometric redshifts. In the era of precision cosmology, with the upcoming Euclid and LSST surveys, very tight constraints are put on the expected performance of photometric redshift estimation using broadband photometry, thus new methods have to be developed in order to reach the required performance. We present a novel automatic method of optimizing photometric redshift performance, the classification-aided photometric redshift estimation (CPz). The main feature of CPz is the unified treatment of all classes of objects detected in extragalactic surveys: galaxies of any type (passive, starforming and starbursts), active galactic nuclei (AGN), quasi-stellar objects (QSO), stars and also includes the identification of potential photometric redshift catastrophic outliers. The method operates in three stages. First, the photometric catalog is confronted with star, galaxy and QSO model templates by means of spectral energy distribution fitting. Second, three machine-learning classifiers are used to identify 1) the probability of each source to be a star, 2) the optimal photometric redshift model library set-up for each source and 3) the probability to be a photometric redshift catastrophic outlier. Lastly, the final sample is assembled by identifying the probability thresholds to be applied on the outcome of each of the three classifiers. Hence, with the final stage we can create a sample appropriate for a given science case, for example favoring purity over completeness. We apply our method to the near- infrared VISTA public surveys, matched with optical photometry from CFHTLS, KiDS and SDSS, mid-infrared WISE photometry and ultra-violet photometry from the Galaxy Evolution Explorer (GALEX). We show that CPz offers improved photometric redshift performance for both normal galaxies and AGN without the need for extra X-ray information.2018A&A...619A..14Fhttps://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/619/A14CatalogResearchIsServedByTAP VizieR generic serviceIsServedByConesearch servicerelated-toV/147 : The SDSS Photometric Catalogue, Release 12 (Alam+, 2015)II/317 : The CFHTLS Survey (T0007 release) (Hudelot+ 2012)II/344 : KiDS-ESO-DR2 multi-band source catalog (de Jong+, 2015)II/343 : VIKING catalogue data release 2 (Edge+, 2016)III/334 : VISTA Deep Extragalactic Observations (VIDEO) (Jarvis+, 2013)II/312 : GALEX-DR5 (GR5) sources from AIS and MIS (Bianchi+ 2011)II/328 : AllWISE Data Release (Cutri+ 2013)https://cds.unistra.fr/vizier-org/licences_vizier.htmlhttps://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/619/A14https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/619/A14http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/619/A14https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/A+A/619/A14https://vizier.iucaa.in/viz-bin/votable?-source=J/A+A/619/A14http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/A+A/619/A14GETtext/xml+votablehttps://tapvizier.cds.unistra.fr/TAPVizieR/tapCone search capability for table J/A+A/619/A14/uk_ir (Input spectroscopy and photometry and output of the photometric redshift spectral energy distribution modeling)https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/619/A14/uk_ir?https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/619/A14/uk_ir?http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/619/A14/uk_ir?GETtext/xml+votable180.050000true34.41787-4.721270.0055555555555555564/1642 1706 5/1024-1025 2050 4420 4422 5460-5462 5468-5469 6397-6399 6477-6479 6481-6483 6485-6487 6490-6494 6500-6501 6503 6505-6506 6512-6513 6549-6550 6553 6561-6563 6565-6567 6572-6573 6737 6739 6741-6743 6745 6748 6750 6762 6819 6828 6830 6912-6914 11262 6/4104-4106 4108 8192 8194-8195 8198 8204 8224 17669 17671 17677 17679 17686 17692-17694 17712-17713 21837 21839 21853-21854 21861 21863 21881 21884 25567 25582-25583 25587 25853-25855 25887 25903 25907 25923 25936 25938-25939 25952 25956-25957 25959 25980-25981 25989 25997 25999 26008-26010 26019 26028-26030 26032-26034 26036-26037 26039 26056-26057 26059-26062 26064 26080 26173-26175 26189-26191 26193-26195 26204-26206 26209-26211 26216-26218 26220-26221 26224-26226 26243 26257-26259 26297-26298 26300 26304 26336 26338 26368-26370 26879 26942-26943 26945 26947 26952-26953 26955 26960 26962-26963 26977 26979 26985-26986 26988-26989 26996-26998 27004 27006 27023 27028-27029 27034-27035 27042-27044 27046 27056 27072 27221 27270-27271 27273-27275 27288 27290 27316 27318-27319 27324 27660 27662 27664 27666 31402 40949-40951 40955 40957-40959 45039 45053-45055https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/619/A14?format=asciidefaultJ/A+A/619/A14/uk_irInput spectroscopy and photometry and output of the photometric redshift spectral energy distribution modelingPrStarStar probability (Pr[star])stat.fit.goodnessdoubleKIDSu? KiDS identifier (id_kids_u_dr2)meta.idintnullableModSBBest fit model template (MOD_BEST_STARBURST)meta.id;stat.fitintrecnoRecord number assigned by the VizieR team. Should Not be used for identification.meta.recordintidIdentifier spectroscopic redshift (id)meta.id;meta.maincharRAJ2000Right Ascension (J2000.0) (alpha)degpos.eq.ra;meta.mainindexedDEJ2000Declination (J2000.0) (delta)degpos.eq.dec;meta.mainindexedzSpectroscopic Redshift (redshift)src.redshiftdoubleHclass[-1/3] Spectroscopic class (hclass) (1)meta.code.classintSurveySpectroscopic survey origin (sp_survey)meta.ref;pos.parallax.spectcharSDSSu? SDSS identifier (id_sdss_u_dr12)meta.idnullableRA1deg? Right Ascension (J2000.0) (alpha_sdss_u_dr12)degpos.eq.ranullableDE1deg? Declination (J2000.0) (delta_sdss_u_dr12)degpos.eq.decnullablehlruSDSS? SDSS half light radius (flux_radius_sdss_u_dr12)arcsecphys.angSize;srcdoublenullableumagSDSS? Total AB magnitude (mag_auto_sdss_u_dr12)magphot.mag;em.opt.Udoublenullablee_umagSDSS? Error of total AB magnitude (magerr_auto_sdss_u_dr12)magstat.error;pos.cartesian.xdoublenullableumag3SDSS? 3 arcsec aperture AB magnitude (mag_aper3_sdss_u_dr12)magphot.mag;em.opt.Udoublenullablee_umag3SDSS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_sdss_u_dr12)magstat.error;pos.cartesian.xdoublenullableSDSSg? SDSS identifier (id_sdss_g_dr12)meta.idnullableRA2deg? Right Ascension (J2000.0) (alpha_sdss_g_dr12)degpos.eq.ranullableDE2deg? Declination (J2000.0) (delta_sdss_g_dr12)degpos.eq.decnullablehlrgSDSS? SDSS half light radius (flux_radius_sdss_g_dr12)arcsecphys.angSize;srcdoublenullablegmagSDSS? Total AB magnitude (mag_auto_sdss_g_dr12)magphot.mag;em.opt.Bdoublenullablee_gmagSDSS? Error of total AB magnitude (magerr_auto_sdss_g_dr12)magstat.errordoublenullablegmag3SDSS? 3 arcsec aperture AB magnitude (mag_aper3_sdss_g_dr12)magphot.mag;em.opt.Bdoublenullablee_gmag3SDSS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_sdss_g_dr12)magstat.errordoublenullableSDSSr? SDSS identifier (id_sdss_r_dr12)meta.idnullableRA3deg? Right Ascension (J2000.0) (alpha_sdss_r_dr12)degpos.eq.ranullableDE3deg? Declination (J2000.0) (delta_sdss_r_dr12)degpos.eq.decnullablehlrrSDSS? SDSS half light radius (flux_radius_sdss_r_dr12)arcsecphys.angSize;srcdoublenullablermagSDSS? Total AB magnitude (mag_auto_sdss_r_dr12)magphot.mag;em.opt.Rdoublenullablee_rmagSDSS? Error of total AB magnitude (magerr_auto_sdss_r_dr12)magstat.errordoublenullablermag3SDSS? 3 arcsec aperture AB magnitude (mag_aper3_sdss_r_dr12)magphot.mag;em.opt.Rdoublenullablee_rmag3SDSS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_sdss_r_dr12)magstat.errordoublenullableSDSSi? SDSS identifier (id_sdss_i_dr12)meta.idnullableRA4deg? Right Ascension (J2000.0) (alpha_sdss_i_dr12)degpos.eq.ranullableDE4deg? Declination (J2000.0) (delta_sdss_i_dr12)degpos.eq.decnullablehlriSDSS? SDSS half light radius (flux_radius_sdss_i_dr12)arcsecphys.angSize;srcdoublenullableimagSDSS? Total AB magnitude (mag_auto_sdss_i_dr12)magphot.mag;em.opt.Idoublenullablee_imagSDSS? Error of total AB magnitude (magerr_auto_sdss_i_dr12)magstat.errordoublenullableimag3SDSS? 3 arcsec aperture AB magnitude (mag_aper3_sdss_i_dr12)magphot.mag;em.opt.Idoublenullablee_imag3SDSS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_sdss_i_dr12)magstat.errordoublenullableSDSSz? SDSS identifier (id_sdss_z_dr12)meta.idnullableRA5deg? Right Ascension (J2000.0) (alpha_sdss_z_dr12)degpos.eq.ranullableDE5deg? Declination (J2000.0) (delta_sdss_z_dr12)degpos.eq.decnullablehlrzSDSS? SDSS half light radius (flux_radius_sdss_z_dr12)arcsecphys.angSize;srcdoublenullablezmagSDSS? Total AB magnitude (mag_auto_sdss_z_dr12)magphot.mag;em.opt.Idoublenullablee_zmagSDSS? Error of total AB magnitude (magerr_auto_sdss_z_dr12)magstat.errordoublenullablezmag3SDSS? 3 arcsec aperture AB magnitude (mag_aper3_sdss_z_dr12)magphot.mag;em.opt.Idoublenullablee_zmag3SDSS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_sdss_z_dr12)magstat.errordoublenullableCFHTLSu? CFHTLS identifier (id_cfhtwide_u_dr7)meta.idlongnullableRA6deg? Right Ascension (J2000.0) (alpha_cfhtwide_u_dr7)degpos.eq.ranullableDE6deg? Declination (J2000.0) (delta_cfhtwide_u_dr7)degpos.eq.decnullablehlruCFHTLS? CFHTLS half light radius (flux_radius_cfhtwide_u_dr7)arcsecphys.angSize;srcdoublenullableumagCFHTLS? Total AB magnitude (mag_auto_cfhtwide_u_dr7)magphot.mag;em.opt.Udoublenullablee_umagCFHTLS? Error of total AB magnitude (magerr_auto_cfhtwide_u_dr7)magstat.error;pos.cartesian.xdoublenullableumag3CFHTLS? 3 arcsec aperture AB magnitude (mag_aper3_cfhtwide_u_dr7)magphot.mag;em.opt.Udoublenullablee_umag3CFHTLS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_cfhtwide_u_dr7)magstat.error;pos.cartesian.xdoublenullableCFHTLSg? CFHTLS identifier (id_cfhtwide_g_dr7)meta.idlongnullableRA7deg? Right Ascension (J2000.0) (alpha_cfhtwide_g_dr7)degpos.eq.ranullableDE7deg? Declination (J2000.0) (delta_cfhtwide_g_dr7)degpos.eq.decnullablePrOutlIIOutlier probability (Pr[outlier]_case_II)stat.fit.goodnessdoublehlrgCFHTLS? CFHTLS half light radius (flux_radius_cfhtwide_g_dr7)arcsecphys.angSize;srcdoublenullablegmagCFHTLS? Total AB magnitude (mag_auto_cfhtwide_g_dr7)magphot.mag;em.opt.Bdoublenullablee_gmagCFHTLS? Error of total AB magnitude (magerr_auto_cfhtwide_g_dr7)magstat.errordoublenullablegmag3CFHTLS? 3 arcsec aperture AB magnitude (mag_aper3_cfhtwide_g_dr7)magphot.mag;em.opt.Bdoublenullablegmagconsolidated g band total AB magnitude (g)magphot.mag;em.opt.Bdoublee_gmag3CFHTLS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_cfhtwide_g_dr7)magstat.errordoublenullableCFHTLSr? CFHTLS identifier (id_cfhtwide_r_dr7)meta.idlongnullableRA8deg? Right Ascension (J2000.0) (alpha_cfhtwide_r_dr7)degpos.eq.ranullableDE8deg? Declination (J2000.0) (delta_cfhtwide_r_dr7)degpos.eq.decnullablehlrrCFHTLS? CFHTLS half light radius (flux_radius_cfhtwide_r_dr7)arcsecphys.angSize;srcdoublenullablermagCFHTLS? Total AB magnitude (mag_auto_cfhtwide_r_dr7)magphot.mag;em.opt.Rdoublenullablee_rmagCFHTLS? Error of total AB magnitude (magerr_auto_cfhtwide_r_dr7)magstat.errordoublenullablermag3CFHTLS? 3 arcsec aperture AB magnitude (mag_aper3_cfhtwide_r_dr7)magphot.mag;em.opt.Rdoublenullablee_rmag3CFHTLS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_cfhtwide_r_dr7)magstat.errordoublenullableCFHTLSi? CFHTLS identifier (id_cfhtwide_i_dr7)meta.idlongnullableRA9deg? Right Ascension (J2000.0) (alpha_cfhtwide_i_dr7)degpos.eq.ranullableDE9deg? Declination (J2000.0) (delta_cfhtwide_i_dr7)degpos.eq.decnullablehlriCFHTLS? CFHTLS half light radius (flux_radius_cfhtwide_i_dr7)arcsecphys.angSize;srcdoublenullableimagCFHTLS? Total AB magnitude (mag_auto_cfhtwide_i_dr7)magphot.mag;em.opt.Idoublenullablee_imagCFHTLS? Error of total AB magnitude (magerr_auto_cfhtwide_i_dr7)magstat.errordoublenullableimag3CFHTLS? 3 arcsec aperture AB magnitude (mag_aper3_cfhtwide_i_dr7)magphot.mag;em.opt.Idoublenullablee_imag3CFHTLS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_cfhtwide_i_dr7)magstat.errordoublenullableCFHTLSz? CFHTLS identifier (id_cfhtwide_z_dr7)meta.idlongnullableRA10deg? Right Ascension (J2000.0) (alpha_cfhtwide_z_dr7)degpos.eq.ranullableDE10deg? Declination (J2000.0) (delta_cfhtwide_z_dr7)degpos.eq.decnullablehlrzCFHTLS? CFHTLS half light radius (flux_radius_cfhtwide_z_dr7)arcsecphys.angSize;srcdoublenullablezmagCFHTLS? Total AB magnitude (mag_auto_cfhtwide_z_dr7)magphot.mag;em.opt.Idoublenullablee_zmagCFHTLS? Error of total AB magnitude (magerr_auto_cfhtwide_z_dr7)magstat.errordoublenullablezmag3CFHTLS? 3 arcsec aperture AB magnitude (mag_aper3_cfhtwide_z_dr7)magphot.mag;em.opt.Idoublenullablee_zmag3CFHTLS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_cfhtwide_z_dr7)magstat.errordoublenullableRA11deg? Right Ascension (J2000.0) (alpha_kids_u_dr2)degpos.eq.ranullableDE11deg? Declination (J2000.0) (delta_kids_u_dr2)degpos.eq.decnullablehlruKiDS? KiDS half light radius (flux_radius_kids_u_dr2)arcsecphys.angSize;srcdoublenullableumagKiDS? Total AB magnitude (mag_auto_kids_u_dr2)magphot.mag;em.opt.Udoublenullablee_umagKiDS? Error of total AB magnitude (magerr_auto_kids_u_dr2)magstat.error;pos.cartesian.xdoublenullableumag3KiDS? 3 arcsec aperture AB magnitude (mag_aper3_kids_u_dr2)magphot.mag;em.opt.Udoublenullablee_umag3KiDS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_kids_u_dr2)magstat.error;pos.cartesian.xdoublenullableKIDSg? KiDS identifier (id_kids_g_dr2)meta.idintnullableRA12deg? Right Ascension (J2000.0) (alpha_kids_g_dr2)degpos.eq.ranullableDE12deg? Declination (J2000.0) (delta_kids_g_dr2)degpos.eq.decnullablehlrgKIDSgDR2? KiDS half light radius (flux_radius_kids_g_dr2)arcsecphys.angSize;srcdoublenullablegmagKiDS? Total AB magnitude (mag_auto_kids_g_dr2)magphot.mag;em.opt.Bdoublenullablee_gmagKiDS? Error of total AB magnitude (magerr_auto_kids_g_dr2)magstat.errordoublenullablegmag3KiDS? 3 arcsec aperture AB magnitude (mag_aper3_kids_g_dr2)magphot.mag;em.opt.Bdoublenullablee_gmag3KiDS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_kids_g_dr2)magstat.errordoublenullableKIDSr? KiDS identifier (id_kids_r_dr2)meta.idintnullableRA13deg? Right Ascension (J2000.0) (alpha_kids_r_dr2)degpos.eq.ranullableDE13deg? Declination (J2000.0) (delta_kids_r_dr2)degpos.eq.decnullablehlrrKiDS? KiDS half light radius (flux_radius_kids_r_dr2)arcsecphys.angSize;srcdoublenullablermagKiDS? Total AB magnitude (mag_auto_kids_r_dr2)magphot.mag;em.opt.Rdoublenullablee_rmagKiDS? Error of total AB magnitude (magerr_auto_kids_r_dr2)magstat.errordoublenullablermag3KiDS? 3 arcsec aperture AB magnitude (mag_aper3_kids_r_dr2)magphot.mag;em.opt.Rdoublenullablee_rmag3KiDS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_kids_r_dr2)magstat.errordoublenullableKIDSi? KiDS identifier (id_kids_i_dr2)meta.idintnullableRA14deg? Right Ascension (J2000.0) (alpha_kids_i_dr2)degpos.eq.ranullableDE14deg? Declination (J2000.0) (delta_kids_i_dr2)degpos.eq.decnullablehlriKiDS? KiDS half light radius (flux_radius_kids_i_dr2)arcsecphys.angSize;srcdoublenullableimagKiDS? Total AB magnitude (mag_auto_kids_i_dr2)magphot.mag;em.opt.Idoublenullablee_imagKiDS? Error of total AB magnitude (magerr_auto_kids_i_dr2)magstat.errordoublenullableimag3KiDS? 3 arcsec aperture AB magnitude (mag_aper3_kids_i_dr2)magphot.mag;em.opt.Idoublenullablee_imag3KiDS? Error of 3 arcsec aperture AB magnitude (magerr_aper3_kids_i_dr2)magstat.errordoublenullableVIKINGz? VIKING identifier (id_viking_z_dr2)meta.idintnullableRA15deg? Right Ascension (J2000.0) (alpha_viking_z_dr2)degpos.eq.ranullableDE15deg? Declination (J2000.0) (delta_viking_z_dr2)degpos.eq.decnullablehlrzVIKING? VIKING half light radius (flux_radius_viking_z_dr2)arcsecphys.angSize;srcdoublenullablezmagVIKING? Total AB magnitude (mag_auto_viking_z_dr2)magphot.mag;em.opt.Idoublenullablee_zmagVIKING? Error of total AB magnitude (magerr_auto_viking_z_dr2)magstat.errordoublenullablezmag3VIKING? 3 arcsec aperture AB magnitude (mag_aper3_viking_z_dr2)magphot.mag;em.opt.Idoublenullablee_zmag3VIKING? Error of 3 arcsec aperture AB magnitude (magerr_aper3_viking_z_dr2)magstat.errordoublenullableVIKINGY? VIKING identifier (id_viking_y_dr2)meta.idintnullableRA16deg? Right Ascension (J2000.0) (alpha_viking_y_dr2)degpos.eq.ranullableDE16deg? Declination (J2000.0) (delta_viking_y_dr2)degpos.eq.decnullablehlrYVIKING? VIKING half light radius (flux_radius_viking_y_dr2)arcsecphys.angSize;srcdoublenullableYmagVIKING? Total AB magnitude (mag_auto_viking_y_dr2)magphot.mag;em.IR.Jdoublenullablee_YmagVIKING? Error of total AB magnitude (magerr_auto_viking_y_dr2)magstat.errordoublenullableYmag3VIKING? 3 arcsec aperture AB magnitude (mag_aper3_viking_y_dr2)magphot.mag;em.IR.Jdoublenullablee_Ymag3VIKING? Error of 3 arcsec aperture AB magnitude (magerr_aper3_viking_y_dr2)magstat.errordoublenullableVIKINGJ? VIKING identifier (id_viking_j_dr2)meta.idintnullableRA17deg? Right Ascension (J2000.0) (alpha_viking_j_dr2)degpos.eq.ranullableDE17deg? Declination (J2000.0) (delta_viking_j_dr2)degpos.eq.decnullablehlrJVIKING? VIKING half light radius (flux_radius_viking_j_dr2)arcsecphys.angSize;srcdoublenullableJmagVIKING? Total AB magnitude (mag_auto_viking_j_dr2)magphot.mag;em.IR.Jdoublenullablee_JmagVIKING? Error of total AB magnitude (magerr_auto_viking_j_dr2)magstat.errordoublenullableJmag3VIKING? 3 arcsec aperture AB magnitude (mag_aper3_viking_j_dr2)magphot.mag;em.IR.Jdoublenullablee_Jmag3VIKING? Error of 3 arcsec aperture AB magnitude (magerr_aper3_viking_j_dr2)magstat.errordoublenullableVIKINGH? VIKING identifier (id_viking_h_dr2)meta.idintnullableRA18deg? Right Ascension (J2000.0) (alpha_viking_h_dr2)degpos.eq.ranullableDE18deg? Declination (J2000.0) (delta_viking_h_dr2)degpos.eq.decnullablehlrHVIKING? VIKING half light radius (flux_radius_viking_h_dr2)arcsecphys.angSize;srcdoublenullableHmagVIKING? Total AB magnitude (mag_auto_viking_h_dr2)magphot.mag;em.IR.Hdoublenullablee_HmagVIKING? Error of total AB magnitude (magerr_auto_viking_h_dr2)magstat.errordoublenullableHmag3VIKING? 3 arcsec aperture AB magnitude (mag_aper3_viking_h_dr2)magphot.mag;em.IR.Hdoublenullablee_Hmag3VIKING? Error of 3 arcsec aperture AB magnitude (magerr_aper3_viking_h_dr2)magstat.errordoublenullableVIKINGK? VIKING identifier (id_viking_k_dr2)meta.idintnullableRA19deg? Right Ascension (J2000.0) (alpha_viking_k_dr2)degpos.eq.ranullableDE19deg? Declination (J2000.0) (delta_viking_k_dr2)degpos.eq.decnullablehlrKVIKING? VIKING half light radius (flux_radius_viking_k_dr2)arcsecphys.angSize;srcdoublenullableKmagVIKING? Total AB magnitude (mag_auto_viking_k_dr2)magphot.mag;em.IR.Kdoublenullablee_KmagVIKING? Error of total AB magnitude (magerr_auto_viking_k_dr2)magstat.errordoublenullableKmag3VIKING? 3 arcsec aperture AB magnitude (mag_aper3_viking_k_dr2)magphot.mag;em.IR.Kdoublenullablee_Kmag3VIKING? Error of 3 arcsec aperture AB magnitude (magerr_aper3_viking_k_dr2)magstat.errordoublenullableVIDEOz? VIDEO identifier (id_video_z_dr3)meta.idintnullableRA20deg? Right Ascension (J2000.0) (alpha_video_z_dr3)degpos.eq.ranullableDE20deg? Declination (J2000.0) (delta_video_z_dr3)degpos.eq.decnullablezmagVIDEO? Total AB magnitude (mag_auto_video_z_dr3)magphot.mag;em.opt.Idoublenullablee_zmagVIDEO? Error of total AB magnitude (magerr_auto_video_z_dr3)magstat.errordoublenullablezmag3VIDEO? 3 arcsec aperture AB magnitude (mag_aper3_video_z_dr3)magphot.mag;em.opt.Idoublenullablee_zmag3VIDEO? Error of 3 arcsec aperture AB magnitude (magerr_aper3_video_z_dr3)magstat.errordoublenullableVIDEOY? VIDEO identifier (id_video_y_dr3)meta.idintnullableRA21deg? Right Ascension (J2000.0) (alpha_video_y_dr3)degpos.eq.ranullableDE21deg? Declination (J2000.0) (delta_video_y_dr3)degpos.eq.decnullablehlrYVIDEO? VIDEO half light radius (flux_radius_video_y_dr3)arcsecphys.angSize;srcdoublenullableYmagVIDEO? Total AB magnitude (mag_auto_video_y_dr3)magphot.mag;em.IR.Jdoublenullablee_YmagVIDEO? Error of total AB magnitude (magerr_auto_video_y_dr3)magstat.errordoublenullablermagconsolidated r band total AB magnitude (r)magphot.mag;em.opt.RdoubleYmag3VIDEO? 3 arcsec aperture AB magnitude (mag_aper3_video_y_dr3)magphot.mag;em.IR.Jdoublenullablee_Ymag3VIDEO? Error of 3 arcsec aperture AB magnitude (magerr_aper3_video_y_dr3)magstat.errordoublenullableVIDEOJ? VIDEO identifier (id_video_j_dr3)meta.idintnullableRA22deg? Right Ascension (J2000.0) (alpha_video_j_dr3)degpos.eq.ranullableDE22deg? Declination (J2000.0) (delta_video_j_dr3)degpos.eq.decnullablehlrJVIDEO? VIDEO half light radius (flux_radius_video_j_dr3)arcsecphys.angSize;srcdoublenullableJmagVIDEO? Total AB magnitude (mag_auto_video_j_dr3)magphot.mag;em.IR.Jdoublenullablee_JmagVIDEO? Error of total AB magnitude (magerr_auto_video_j_dr3)magstat.errordoublenullableJmag3VIDEO? 3 arcsec aperture AB magnitude (mag_aper3_video_j_dr3)magphot.mag;em.IR.Jdoublenullablee_Jmag3VIDEO? Error of 3 arcsec aperture AB magnitude (magerr_aper3_video_j_dr3)magstat.errordoublenullableVIDEOH? VIDEO identifier (id_video_h_dr3)meta.idintnullableRA23deg? Right Ascension (J2000.0) (alpha_video_h_dr3)degpos.eq.ranullableDE23deg? Declination (J2000.0) (delta_video_h_dr3)degpos.eq.decnullablehlrHVIDEO? VIDEO half light radius (flux_radius_video_h_dr3)arcsecphys.angSize;srcdoublenullableHmagVIDEO? Total AB magnitude (mag_auto_video_h_dr3)magphot.mag;em.IR.Hdoublenullablee_HmagVIDEO? Error of total AB magnitude (magerr_auto_video_h_dr3)magstat.errordoublenullableHmag3VIDEO? 3 arcsec aperture AB magnitude (mag_aper3_video_h_dr3)magphot.mag;em.IR.Hdoublenullablee_Hmag3VIDEO? Error of 3 arcsec aperture AB magnitude (magerr_aper3_video_h_dr3)magstat.errordoublenullableVIDEOK? VIDEO identifier (id_video_k_dr3)meta.idintnullableRA24deg? Right Ascension (J2000.0) (alpha_video_k_dr3)degpos.eq.ranullableDE24deg? Declination (J2000.0) (delta_video_k_dr3)degpos.eq.decnullablehlrKVIDEO? VIDEO half light radius (flux_radius_video_k_dr3)arcsecphys.angSize;srcdoublenullableKmagVIDEO? Total AB magnitude (mag_auto_video_k_dr3)magphot.mag;em.IR.Kdoublenullablee_KmagVIDEO? Error of total AB magnitude (magerr_auto_video_k_dr3)magstat.errordoublenullableKmag3VIDEO? 3 arcsec aperture AB magnitude (mag_aper3_video_k_dr3)magphot.mag;em.IR.Kdoublenullablee_Kmag3VIDEO? Error of 3 arcsec aperture AB magnitude (magerr_aper3_video_k_dr3)magstat.errordoublenullableGALEX? GALEX identifier (id_GALEX_dr67)meta.idnullableRA25deg? Right Ascension (J2000.0) (alpha_GALEX_dr67)degpos.eq.ranullableDE25deg? Declination (J2000.0) (delta_galex_dr67)degpos.eq.decnullableNUVmag3GALEX? 3 arcsec aperture AB magnitude (mag_aper3_galex_nuv_dr67)magphot.mag;em.UV.200-300nmdoublenullablee_NUVmag3GALEX? Error of 3 arcsec aperture AB magnitude (magerr_aper3_galex_nuv_dr67)magstat.errordoublenullableNUVmagGALEX? Total AB magnitude (mag_auto_galex_nuv_dr67)magphot.mag;em.UV.200-300nmdoublenullablee_NUVmagGALEX? Error of total AB magnitude (magerr_auto_galex_nuv_dr67)magstat.errordoublenullableFUVmag3GALEX? 3 arcsec aperture AB magnitude (mag_aper3_galex_fuv_dr67)magphot.mag;em.UV.100-200nmdoublenullablee_FUVmag3GALEX? Error of 3 arcsec aperture AB magnitude (magerr_aper3_galex_fuv_dr67)magstat.errordoublenullableFUVmagGALEX? Total AB magnitude (mag_auto_galex_fuv_dr67)magphot.mag;em.UV.100-200nmdoublenullablee_FUVmagGALEX? Error of total AB magnitude (magerr_auto_galex_fuv_dr67)magstat.errordoublenullableAllWISE? ALLWISE identifier (id_AllWISE)meta.idcharRA26deg? Right Ascension (J2000.0) (alpha_AllWISE)degpos.eq.ranullableDE26deg? Declination (J2000.0) (delta_AllWISE)degpos.eq.decnullableW1magWISE? Total AB magnitude (mag_auto_AllWISE_W1)magphot.mag;em.IR.3-4umdoublenullablee_W1magWISE? Error of total AB magnitude (magerr_auto_AllWISE_W1)magstat.errorfloatnullableW2magWISE? Total AB magnitude (mag_auto_AllWISE_W2)magphot.mag;em.IR.4-8umdoublenullablee_W2magWISE? Error of total AB magnitude (magerr_auto_AllWISE_W2)magstat.errorfloatnullableW3magWISE? Total AB magnitude (mag_auto_AllWISE_W3)magphot.flux.density;em.IR.8-15umdoublenullablee_W3magWISE[]? Error of total AB magnitude (magerr_auto_AllWISE_W3)magstat.errorfloatnullableW4magWISE? Total AB magnitude (mag_auto_AllWISE_W4)magphot.flux.density;em.IR.15-30umdoublenullablee_W4magWISE[]? Error of total AB magnitude (magerr_auto_AllWISE_W4)magstat.errordoublenullableFUVmag? consolidated FUV total AB magnitude (fuv)magphot.mag;em.UV.100-200nmdoublenullableNUVmag? consolidated NUV total AB magnitude (nuv)magphot.mag;em.UV.200-300nmdoublenullableumagconsolidated u band total AB magnitude (u)magphot.mag;em.opt.Udoubleimagconsolidated i band total AB magnitude (i)magphot.mag;em.opt.Idoublezmagconsolidated z band total AB magnitude (z)magphot.mag;em.opt.IdoubleYmagconsolidated Y band total AB magnitude (y)magphot.mag;em.IR.JdoubleJmagconsolidated J band total AB magnitude (j)magphot.mag;em.IR.JdoubleHmagconsolidated h band total AB magnitude (h)magphot.mag;em.IR.HdoubleKmagconsolidated k band total AB magnitude (k)magphot.mag;em.IR.KdoubleW1magconsolidated w1 band total AB magnitude (w1)magphot.mag;em.IR.3-4umdoubleW2magconsolidated w2 band total AB magnitude (w2)magphot.mag;em.IR.4-8umdoubleW3magconsolidated w3 band total AB magnitude (w3)magphot.flux.density;em.IR.8-15umdoubleW4magconsolidated w4 band total AB magnitude (w4)magphot.flux.density;em.IR.15-30umdoubleFUVmag3? consolidated FUV band 3 arcsec aperture AB magnitude (fuv3)magphot.mag;em.UV.100-200nmdoublenullableNUVmag3? consolidated NUV band 3 arcsec aperture AB magnitude (nuv3)magphot.mag;em.UV.200-300nmdoublenullableumag3consolidated u band 3 arcsec aperture AB magnitude (u3)magphot.mag;em.opt.Udoublegmag3consolidated g band 3 arcsec aperture AB magnitude (g3)magphot.mag;em.opt.Bdoublermag3consolidated r band 3 arcsec aperture AB magnitude (r3)magphot.mag;em.opt.Rdoubleimag3consolidated i band 3 arcsec aperture AB magnitude (i3)magphot.mag;em.opt.Idoublezmag3consolidated z band 3 arcsec aperture AB magnitude (z3)magphot.mag;em.opt.IdoubleYmag3consolidated Y band 3 arcsec aperture AB magnitude (y3)magphot.mag;em.IR.JdoubleJmag3consolidated J band 3 arcsec aperture AB magnitude (j3)magphot.mag;em.IR.JdoubleHmag3consolidated H band 3 arcsec aperture AB magnitude (h3)magphot.mag;em.IR.HdoubleKmag3consolidated K band 3 arcsec aperture AB magnitude (k3)magphot.mag;em.IR.Kdoublee_FUVmag? consolidated FUV total AB magnitude error (fuv_err)magstat.error;phot.mag;em.UV.100-200nmdoublenullablee_NUVmag? consolidated NUV total AB magnitude error (nuv_err)magstat.error;phot.mag;em.UV.200-300nmdoublenullablee_umagconsolidated u band total AB magnitude error (u_err)magstat.error;phot.mag;em.opt.Udoublee_gmagconsolidated g band total AB magnitude error (g_err)magstat.error;phot.mag;em.opt.Bdoublee_rmagconsolidated r band total AB magnitude error (r_err)magstat.error;phot.mag;em.opt.Rdoublee_imagconsolidated i band total AB magnitude error (i_err)magstat.error;phot.mag;em.opt.Idoublee_zmagconsolidated z band total AB magnitude error (z_err)magstat.error;phot.mag;em.opt.Idoublee_Ymagconsolidated Y band total AB magnitude error (y_err)magstat.error;phot.mag;em.opt.Bdoublee_Jmagconsolidated J band total AB magnitude error (j_err)magstat.error;phot.mag;em.IR.Jdoublee_Hmagconsolidated h band total AB magnitude error (h_err)magstat.error;phot.mag;em.IR.Hdoublee_Kmagconsolidated k band total AB magnitude error (k_err)magstat.error;phot.mag;em.IR.Kdoublee_W1magconsolidated w1 band total AB magnitude error (w1_err)magstat.error;phot.magdoublee_W2magconsolidated w2 band total AB magnitude error (w2_err)magstat.error;phot.magdoublee_W3mag? consolidated w3 band total AB magnitude error (w3_err)magstat.error;phot.magdoublenullablee_W4mag? consolidated w4 band total AB magnitude error (w4_err)magstat.error;phot.magdoublenullablee_FUVmag3? consolidated FUV band 3 arcsec aperture AB magnitude error (fuv3_err)magstat.error;phot.mag;em.UV.100-200nmdoublenullablee_NUVmag3? consolidated NUV band 3 arcsec aperture AB magnitude error (nuv3_err)magstat.error;phot.mag;em.UV.200-300nmdoublenullablee_umag3consolidated u band 3 arcsec aperture AB magnitude error (u3_err)magstat.error;pos.cartesian.xdoublee_gmag3consolidated g band 3 arcsec aperture AB magnitude error (g3_err)magstat.error;phot.magdoublee_rmag3consolidated r band 3 arcsec aperture AB magnitude error (r3_err)magstat.error;phot.magdoublee_imag3consolidated i band 3 arcsec aperture AB magnitude error (i3_err)magstat.error;phot.magdoublee_zmag3consolidated z band 3 arcsec aperture AB magnitude error (z3_err)magstat.error;phot.magdoublee_Ymag3consolidated Y band 3 arcsec aperture AB magnitude error (y3_err)magstat.errordoublee_Jmag3consolidated J band 3 arcsec aperture AB magnitude error (j3_err)magstat.error;phot.mag;em.IR.Jdoublee_Hmag3consolidated H band 3 arcsec aperture AB magnitude error (h3_err)magstat.error;phot.mag;em.IR.Hdoublee_Kmag3consolidated K band 3 arcsec aperture AB magnitude error (k3_err)magstat.error;phot.mag;em.IR.Kdoublehlru? u band half light radius (u_hlr)arcsecphys.angSize;srcdoublenullablehlrg? g band half light radius (g_hlr)arcsecphys.angSize;srcdoublenullablehlrr? r band half light radius (r_hlr)arcsecphys.angSize;srcdoublenullablehlri? i band half light radius (i_hlr)arcsecphys.angSize;srcdoublenullablehlrz? z band half light radius (z_hlr)arcsecphys.angSize;srcdoublenullablehlrY? Y band half light radius (y_hlr)arcsecphys.angSize;srcdoublenullablehlrJ? J band half light radius (j_hlr)arcsecphys.angSize;srcdoublenullablehlrH? H band half light radius (h_hlr)arcsecphys.angSize;srcdoublenullablehlrK? K band half light radius (k_hlr)arcsecphys.angSize;srcdoublenullablechi2StarStar best chi^2^ value (CHI_STAR_STAR)stat.fit.chi2doubleUniqIDUnique identifier (IDENT_ALL_MODELS)meta.idintzbestBest photometric redshift (Z_BEST_ALL_MODELS)src.redshift.photdoublebzbestLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_ALL_MODELS)stat.errordoubleBzbestHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_ALL_MODELS)stat.errordoublechi2AllBest fit chi^2^ value (CHI_BEST_ALL_MODELS)stat.fit.chi2doubleModAll? Best fit model template (MOD_BEST_ALL_MODELS)meta.id;stat.fitintnullableExtLawAllBest fit extinction law (EXTLAW_BEST_ALL_MODELS)stat.fit.paramintE(B-V)All? Best fit E(B-V) value (EBV_BEST_ALL_MODELS)magstat.fit.paramfloatnullableScaleAllBest fit model scaling factor (SCALE_BEST_ALL_MODELS)stat.fit.paramdoubleDistModAllBest fit model template (DIST_MOD_BEST_ALL_MODELS)stat.fit.paramdoubleNbandAllNumber of photometric bands used (NBAND_USED_ALL_MODELS)meta.numberintzsecAll? Second photometric redshift solution (Z_SEC_ALL_MODELS)src.redshift.photdoublenullablechi2SecAllSecond best fit chi^2^ value (CHI_SEC_ALL_MODELS)stat.fit.chi2doubleModSecAll? Second best fit model template (MOD_SEC_ALL_MODELS)meta.id;stat.fitintnullablezGalBest photometric redshift (Z_BEST_GALAXIES)src.redshift.photdoublebzGalLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_GALAXIES)stat.errordoubleBzGalHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_GALAXIES)stat.errordoublechi2GalBest fit chi^2^ value (CHI_BEST_GALAXIES)stat.fit.chi2doubleModGal? Best fit model template (MOD_BEST_GALAXIES)meta.id;stat.fitintnullableExtLawGalBest fit extinction law (EXTLAW_BEST_GALAXIES)stat.fit.paramintE(B-V)GalBest fit E(B-V) value (EBV_BEST_GALAXIES)stat.fit.paramfloatScaleGalBest fit model scaling factor (SCALE_BEST_GALAXIES)stat.fit.paramdoubleDistModGalBest fit model template (DIST_MOD_BEST_GALAXIES)stat.fit.paramdoubleNbandGalNumber of photometric bands used (NBAND_USED_GALAXIES)meta.numberintzsecGal? Second photometric redshift solution (Z_SEC_GALAXIES)src.redshift.photdoublenullableChi2SecGalSecond best fit chi^2^ value (CHI_SEC_GALAXIES)stat.fit.chi2;stat.value;meta.modelleddoubleModSecGal? Second best fit model template (MOD_SEC_GALAXIES)meta.id;stat.fitintnullablezExtBest photometric redshift (Z_BEST_EXTNV)src.redshift.photdoublebzExtLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_EXTNV)stat.errordoubleBzExtHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_EXTNV)stat.errordoublechi2ExtBest fit chi^2^ value (CHI_BEST_EXTNV)stat.fit.chi2doubleModExt? Best fit model template (MOD_BEST_EXTNV)meta.id;stat.fitintnullableExtLawExtBest fit extinction law (EXTLAW_BEST_EXTNV)stat.fit.paramintE(B-V)ExtBest fit E(B-V) value (EBV_BEST_EXTNV)stat.fit.paramfloatScaleExtBest fit model scaling factor (SCALE_BEST_EXTNV)stat.fit.paramdoubleDistModExtBest fit model template (DIST_MOD_BEST_EXTNV)stat.fit.paramdoubleNbandExtNumber of photometric bands used (NBAND_USED_EXTNV)meta.numberintzsecExt? Second photometric redshift solution (Z_SEC_EXTNV)src.redshift.photdoublenullablechi2secExtSecond best fit chi^2^ value (CHI_SEC_EXTNV)stat.fit.chi2doubleModSecExt? Second best fit model template (MOD_SEC_EXTNV)meta.id;stat.fitintnullablezQSOVBest photometric redshift (Z_BEST_QSOV)src.redshift.photfloatbzQSOVLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_QSOV)stat.errorfloatBzQSOVHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_QSOV)stat.errorfloatchi2QSOVBest fit chi^2^ value (CHI_BEST_QSOV)stat.fit.chi2doubleModQSOV? Best fit model template (MOD_BEST_QSOV)meta.id;stat.fitintnullableExtLawQSOVBest fit extinction law (EXTLAW_BEST_QSOV)stat.fit.paramintE(B-V)QSOVBest fit E(B-V) value (EBV_BEST_QSOV)stat.fit.paramdoubleScaleQSOVBest fit model scaling factor (SCALE_BEST_QSOV)stat.fit.paramdoubleDistModQSOVBest fit model template (DIST_MOD_BEST_QSOV)stat.fit.paramfloatNbandQSOVNumber of photometric bands used (NBAND_USED_QSOV)meta.numberintzsecQSOV? Second photometric redshift solution (Z_SEC_QSOV)src.redshift.photdoublenullablechi2secQSOVSecond best fit chi^2^ value (CHI_SEC_QSOV)stat.fit.chi2doubleModSecQSOV? Second best fit model template (MOD_SEC_QSOV)meta.id;stat.fitintnullablezPassBest photometric redshift (Z_BEST_PASSIVE)src.redshift.photdoublebzPassLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_PASSIVE)stat.errordoubleBzPassHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_PASSIVE)stat.errordoublechi2PassBest fit chi^2^ value (CHI_BEST_PASSIVE)stat.fit.chi2doubleModPasBest fit model template (MOD_BEST_PASSIVE)meta.id;stat.fitintExtLawPasBest fit extinction law (EXTLAW_BEST_PASSIVE)stat.fit.paramintE(B-V)PasBest fit E(B-V) value (BV_BEST_PASSIVE)stat.fit.paramfloatScalePassBest fit model scaling factor (SCALE_BEST_PASSIVE)stat.fit.paramdoubleDistModPasBest fit model template (DIST_MOD_BEST_PASSIVE)stat.fit.paramdoubleNbandPassNumber of photometric bands used (NBAND_USED_PASSIVE)meta.numberintzsecPass? Second photometric redshift solution (Z_SEC_PASSIVE)src.redshift.photdoublenullablechi2secPqssSecond best fit chi^2^ value (CHI_SEC_PASSIVE)stat.fit.chi2doubleModsecPas? Second best fit model template (MOD_SEC_PASSIVE)meta.id;stat.fitintnullablezSFBest photometric redshift (Z_BEST_starforming)src.redshift.photdoublebzSFLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_starforming)stat.errordoubleBzSFHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_starforming)stat.errordoublechi2SFBest fit chi^2^ value (CHI_BEST_starforming)stat.fit.chi2doubleModSFBest fit model template (MOD_BEST_starforming)meta.id;stat.fitintExtLawSFBest fit extinction law (EXTLAW_BEST_starforming)stat.fit.paramintE(B-V)SFBest fit E(B-V) value (EBV_BEST_starforming)stat.fit.paramfloatScaleSFBest fit model scaling factor (SCALE_BEST_starforming)stat.fit.paramdoubleDistModSFBest fit model template (DIST_MOD_BEST_starforming)stat.fit.paramdoubleNbandSFNumber of photometric bands used (NBAND_USED_starforming)meta.numberintzsecSF? Second photometric redshift solution (Z_SEC_starforming)src.redshift.photdoublenullablechi2secSFSecond best fit chi^2^ value (CHI_SEC_starforming)stat.fit.chi2doubleModBestSF? Second best fit model template (MOD_SEC_starforming)meta.id;stat.fitintnullablezAGNBest photometric redshift (Z_BEST_AGN)src.redshift.photdoublebzAGNLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_AGN)stat.errordoubleBzAGNHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_AGN)stat.errordoublechi2AGNBest fit chi^2^ value (CHI_BEST_AGN)stat.fit.chi2doubleModAGNBest fit model template (MOD_BEST_AGN)meta.id;stat.fitintExtLawAGNBest fit extinction law (EXTLAW_BEST_AGN)stat.fit.paramintE(B-V)AGNBest fit E[B-V] value (EBV_BEST_AGN)stat.fit.paramfloatScaleAGNBest fit model scaling factor (SCALE_BEST_AGN)stat.fit.paramdoubleDistModAGNBest fit model template (DIST_MOD_BEST_AGN)stat.fit.paramdoubleNbandAGNNumber of photometric bands used (NBAND_USED_AGN)meta.numberintzsecAGN? Second photometric redshift solution (Z_SEC_AGN)src.redshift.photdoublenullableChi2secAGNSecond best fit chi^2^ value (CHI_SEC_AGN)stat.fit.chi2;stat.value;meta.modelleddoubleModsecAGN? Second best fit model template (MOD_SEC_AGN)meta.id;stat.fitintnullablezQSOBest photometric redshift (Z_BEST_QSO)src.redshift.photdoublebzQSOLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_QSO)stat.errordoubleBzQSOHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_QSO)stat.errordoublechi2QSOBest fit chi^2^ value (CHI_BEST_QSO)stat.fit.chi2doubleModQSOBest fit model template (MOD_BEST_QSO)meta.id;stat.fitintExtLawQSOBest fit extinction law (EXTLAW_BEST_QSO)stat.fit.paramintE(B-V)QSOBest fit E[B-V] value (EBV_BEST_QSO)stat.fit.paramdoubleScaleQSOBest fit model scaling factor (SCALE_BEST_QSO)stat.fit.paramdoubleDistModQSOBest fit model template (DIST_MOD_BEST_QSO)stat.fit.paramdoubleNbandQSONumber of photometric bands used (NBAND_USED_QSO)meta.numberintzsecQSO? Second photometric redshift solution (Z_SEC_QSO)src.redshift.photdoublenullablechi2secQSOSecond best fit chi^2^ value (CHI_SEC_QSO)stat.fit.chi2doubleModsecQSO? Second best fit model template (MOD_SEC_QSO)meta.id;stat.fitintnullablezSFpBest photometric redshift (Z_BEST_STARFORMING_pure)src.redshift.photdoublebzSFpLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_STARFORMING_pure)stat.errordoubleBzSFpHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_STARFORMING_pure)stat.errordoublechi2SFpBest fit chi^2^ value (CHI_BEST_STARFORMING_pure)stat.fit.chi2doubleModSFpBest fit model template (MOD_BEST_STARFORMING_pure)meta.id;stat.fitintExtLawSFpBest fit extinction law (EXTLAW_BEST_STARFORMING_pure)stat.fit.paramintE(B-V)SFpBest fit E[B-V] value (EBV_BEST_STARFORMING_pure)stat.fit.paramfloatScaleSFpBest fit model scaling factor (SCALE_BEST_STARFORMING_pure)stat.fit.paramdoubleDistModSFpBest fit model template (DIST_MOD_BEST_STARFORMING_pure)stat.fit.paramdoubleNbandSFpNumber of photometric bands used (NBAND_USED_STARFORMING_pure)meta.numberintzsecSFp? Second photometric redshift solution (Z_SEC_STARFORMING_pure)src.redshift.photdoublenullablechi2secSFpbest fit chi^2^ value (CHI_SEC_STARFORMING_pure)stat.fit.chi2doubleModsecSFp? Second best fit model template (MOD_SEC_STARFORMING_pure)meta.id;stat.fitintnullablezSBBest photometric redshift (Z_BEST_STARBURST)src.redshift.photdoublebzSBLower boundary 68% interval of best fit photometric redshift (Z_BEST68_LOW_STARBURST)stat.errordoubleBzSBHighest boundary 68% interval of best fit photometric redshift (Z_BEST68_HIGH_STARBURST)stat.errordoublechi2SBBest fit chi^2^ value (CHI_BEST_STARBURST)stat.fit.chi2doubleExtLawSBBest fit extinction law (EXTLAW_BEST_STARBURST)stat.fit.paramintE(B-V)SBBest fit E[B-V] value (EBV_BEST_STARBURST)stat.fit.paramfloatScaleSBBest fit model scaling factor (SCALE_BEST_STARBURST)stat.fit.paramdoubleDistModSBBest fit model template (DIST_MOD_BEST_STARBURST)stat.fit.paramdoubleNbandSBNumber of photometric bands used (NBAND_USED_STARBURST)meta.numberintzsecSB? Second photometric redshift solution (Z_SEC_STARBURST)src.redshift.photdoublenullablechi2secSBSecond best fit chi^2^ value (CHI_SEC_STARBURST)stat.fit.chi2doubleModsecSB? Second best fit model template (MOD_SEC_STARBURST)meta.id;stat.fitintnullabletrain[1/3] Sources included in training (train) (2)meta.codeintPrGalIRandom Forest classification probability (Pr[galaxy]_case_I)stat.fit.goodnessdoublePrExtnvIRandom Forest classification probability (Pr[extnv]_case_I)stat.fit.goodnessdoublePrQSOVIRandom Forest classification probability (Pr[qsov]_case_I)stat.fit.goodnessdoublePrOutlIOutlier probability (Pr[outlier]_case_I)stat.fit.goodnessdoublezopta0I? CPz optimal redshift after consolidation type A and rejection type 0 (zopt_a_0_case_I) (3)src.redshift.photdoublenullablezopta1I? CPz optimal redshift after consolidation type A and rejection type 1 (zopt_a_1_case_I) (3)src.redshift.photdoublenullablezopta2I? CPz optimal redshift after consolidation type A and rejection type 2 (zopt_a_2_case_I) (3)src.redshift.photdoublenullablezopta3I? CPz optimal redshift after consolidation type A and rejection type 3 (zopt_a_3_case_I) (3)src.redshift.photdoublenullablezoptb0I? CPz optimal redshift after consolidation type B and rejection type 0 (zopt_b_0_case_I) (3)src.redshift.photdoublenullablezoptb1I? CPz optimal redshift after consolidation type B and rejection type 1 (zopt_b_1_case_I) (3)src.redshift.photdoublenullablezoptb2I? CPz optimal redshift after consolidation type B and rejection type 2 (zopt_b_2_case_I) (3)src.redshift.photdoublenullablezoptb3I? CPz optimal redshift after consolidation type B and rejection type 3 (zopt_b_3_case_I) (3)src.redshift.photdoublenullableClOpta0ICPz optimal classification after consolidation type A and rejection type 0 (class_opt_a_0_case_I) (3) (4)meta.codeintClOpta1ICPz optimal classification after consolidation type A and rejection type 1 (class_opt_a_1_case_I) (3) (4)meta.codeintClOpta2ICPz optimal classification after consolidation type A and rejection type 2 (class_opt_a_2_case_I) (3) (4)meta.codeintClOpta3ICPz optimal classification after consolidation type A and rejection type 3 (class_opt_a_3_case_I) (3) (4)meta.codeintClOptb0ICPz optimal classification after consolidation type B and rejection type 0 (class_opt_b_0_case_I) (3) (4)meta.codeintClOptb1ICPz optimal classification after consolidation type B and rejection type 1 (class_opt_b_1_case_I) (3) (4)meta.codeintClOptb2ICPz optimal classification after consolidation type B and rejection type 2 (class_opt_b_2_case_I) (3) (4)meta.codeintClOptb3ICPz optimal classification after consolidation type B and rejection type 3 (class_opt_b_3_case_I) (3) (4)meta.codeintPrPasIIRandom Forest classification probability (Pr[passive]_case_II)stat.fit.goodnessdoublePrSFIIRandom Forest classification probability (Pr[starforming]_case_II)stat.fit.goodnessdoublePrAGNIIRandom Forest classification probability (Pr[agn]_case_II)stat.fit.goodnessdoublePrQSOIIRandom Forest classification probability (Pr[qso]_case_II)stat.fit.goodnessdoublezopta0II? CPz optimal redshift after consolidation type A and rejection type 0 (zopt_a_0_case_II) (3)src.redshift.photdoublenullablezopta1II? CPz optimal redshift after consolidation type A and rejection type 1 (zopt_a_1_case_II) (3)src.redshift.photdoublenullablezopta2II? CPz optimal redshift after consolidation type A and rejection type 2 (zopt_a_2_case_II) (3)src.redshift.photdoublenullablezopta3II? CPz optimal redshift after consolidation type A and rejection type 3 (zopt_a_3_case_II) (3)src.redshift.photdoublenullablezoptb0II? CPz optimal redshift after consolidation type B and rejection type 0 (zopt_b_0_case_II) (3)src.redshift.photdoublenullablezoptb1II? CPz optimal redshift after consolidation type B and rejection type 1 (zopt_b_1_case_II) (3)src.redshift.photdoublenullablezoptb2II? CPz optimal redshift after consolidation type B and rejection type 2 (zopt_b_2_case_II) (3)src.redshift.photdoublenullablezoptb3II? CPz optimal redshift after consolidation type B and rejection type 3 (zopt_b_3_case_II) (3)src.redshift.photdoublenullableClOpta0IICPz optimal classification after consolidation type A and rejection type 0 (class_opt_a_0_case_II) (3) (5)meta.codeintClOpta1IICPz optimal classification after consolidation type A and rejection type 1 (class_opt_a_1_case_II) (3) (5)meta.codeintClOpta2IICPz optimal classification after consolidation type A and rejection type 2 (class_opt_a_2_case_II) (3) (5)meta.codeintClOpta3IICPz optimal classification after consolidation type A and rejection type 3 (class_opt_a_3_case_II) (3) (5)meta.codeintClOptb0IICPz optimal classification after consolidation type B and rejection type 0 (class_opt_b_0_case_II) (3) (5)meta.codeintClOptb1IICPz optimal classification after consolidation type B and rejection type 1 (class_opt_b_1_case_II) (3) (5)meta.codeintClOptb2IICPz optimal classification after consolidation type B and rejection type 2 (class_opt_b_2_case_II) (3) (5)meta.codeintClOptb3IICPz optimal classification after consolidation type B and rejection type 3 (class_opt_b_3_case_II) (3) (5)meta.codeintPrPasIIIRandom Forest classification probability (Pr[passive]_case_III)stat.fit.goodnessdoublePrSFIIIRandom Forest classification probability (Pr[starforming]_case_III)stat.fit.goodnessdoublePrSBIIIRandom Forest classification probability (Pr[starburst]_case_III)stat.fit.goodnessdoublePrAGNIIIRandom Forest classification probability (Pr[agn]_case_III)stat.fit.goodnessdoublePrQSOIIIRandom Forest classification probability (Pr[qso]_case_III)stat.fit.goodnessdoublePrOutIIIOutlier probability (Pr[outlier]_case_III)stat.fit.goodnessdoublezopta0III? CPz optimal redshift after consolidation type A and rejection type 0 (zopt_a_0_case_III) (3)src.redshift.photdoublenullablezopta1III? CPz optimal redshift after consolidation type A and rejection type 1 (zopt_a_1_case_III) (3)src.redshift.photdoublenullablezopta2III? CPz optimal redshift after consolidation type A and rejection type 2 (zopt_a_2_case_III) (3)src.redshift.photdoublenullablezopta3III? CPz optimal redshift after consolidation type A and rejection type 3 (zopt_a_3_case_III) (3)src.redshift.photdoublenullablezoptb0III? CPz optimal redshift after consolidation type B and rejection type 0 (zopt_b_0_case_III) (3)src.redshift.photdoublenullablezoptb1III? CPz optimal redshift after consolidation type B and rejection type 1 (zopt_b_1_case_III) (3)src.redshift.photdoublenullablezoptb2III? CPz optimal redshift after consolidation type B and rejection type 2 (zopt_b_2_case_III) (3)src.redshift.photdoublenullablezoptb3III? CPz optimal redshift after consolidation type B and rejection type 3 (zopt_b_3_case_III) (3)src.redshift.photdoublenullableClOpta0IIICPz optimal classification after consolidation type A and rejection type 0 (class_opt_a_0_case_III) (3) (6)meta.codeintClOpta1IIICPz optimal classification after consolidation type A and rejection type 1 (class_opt_a_1_case_III) (3) (6)meta.codeintClOpta2IIICPz optimal classification after consolidation type A and rejection type 2 (class_opt_a_2_case_III) (3) (6)meta.codeintClOpta3IIICPz optimal classification after consolidation type A and rejection type 3 (class_opt_a_3_case_III) (3) (6)meta.codeintClOptb0IIICPz optimal classification after consolidation type B and rejection type 0 (class_opt_b_0_case_III) (3) (6)meta.codeintClOptb1IIICPz optimal classification after consolidation type B and rejection type 1 (class_opt_b_1_case_III) (3) (6)meta.codeintClOptb2IIICPz optimal classification after consolidation type B and rejection type 2 (class_opt_b_2_case_III) (3) (6)meta.codeintClOptb3IIICPz optimal classification after consolidation type B and rejection type 3 (class_opt_b_3_case_III) (3) (6)meta.codeint