J/A+A/619/A14      Classification-aided zph estimation       (Fotopoulou+, 2018)

CPz: Classification-aided photometric-redshift estimation. Fotopoulou S., Paltani S. <Astron. Astrophys. 619, A14 (2018)> =2018A&A...619A..14F 2018A&A...619A..14F (SIMBAD/NED BibCode)
ADC_Keywords: Galaxy catalogs ; Cross identifications ; Redshifts ; Photometry Keywords: methods: data analysis - stars: general - galaxies: general - galaxies: active - surveys Abstract: Broadband 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. Description: This table contains all input spectroscopy and photometry (ultra-violet to mid infrared) including identifiers of the original catalogs used, the consolidated photometry used for the machine learning traning and classification, the output of the photometric redshift spectral energy distribution modeling, and the consolidated optimal redshift and class per object and classification setup. File Summary: -------------------------------------------------------------------------------- FileName Lrecl Records Explanations -------------------------------------------------------------------------------- ReadMe 80 . This file uk_ir.dat 4440 49181 Input spectroscopy and photometry and output of the photometric redshift spectral energy distribution modeling uk_ir.fit 2880 54907 Fits version of the catalog -------------------------------------------------------------------------------- See also: V/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) Byte-by-byte Description of file: uk_ir.dat -------------------------------------------------------------------------------- Bytes Format Units Label Explanations -------------------------------------------------------------------------------- 1- 24 A24 --- id Identifier spectroscopic redshift (id) 26- 34 F9.5 deg RAdeg Right Ascension (J2000.0) (alpha) 36- 44 F9.5 deg DEdeg Declination (J2000.0) (delta) 46- 53 F8.4 --- z Spectroscopic Redshift (redshift) 55- 56 I2 --- Hclass [-1/3] Spectroscopic class (hclass) (1) 58- 67 A10 --- Survey Spectroscopic survey origin (sp_survey) 69- 87 I19 --- SDSSu ?=-99 SDSS identifier (idsdssu_dr12) 89- 97 F9.5 deg RA1deg ?=-99 Right Ascension (J2000.0) (alphasdssu_dr12) 99- 107 F9.5 deg DE1deg ?=-99 Declination (J2000.0) (deltasdssu_dr12) 109- 117 F9.5 arcsec hlruSDSS ?=-99 SDSS half light radius (fluxradiussdssudr12) 119- 127 F9.5 mag umagSDSS ?=-99 Total AB magnitude (magautosdssudr12) 129- 140 F12.5 mag e_umagSDSS ?=-99 Error of total AB magnitude (magerrautosdssudr12) 142- 150 F9.5 mag umag3SDSS ?=-99 3 arcsec aperture AB magnitude (magaper3sdssudr12) 152- 163 F12.5 mag e_umag3SDSS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3sdssudr12) 165- 183 I19 --- SDSSg ?=-99 SDSS identifier (idsdssg_dr12) 185- 193 F9.5 deg RA2deg ?=-99 Right Ascension (J2000.0) (alphasdssg_dr12) 195- 203 F9.5 deg DE2deg ?=-99 Declination (J2000.0) (deltasdssg_dr12) 205- 213 F9.5 arcsec hlrgSDSS ?=-99 SDSS half light radius (fluxradiussdssgdr12) 215- 223 F9.5 mag gmagSDSS ?=-99 Total AB magnitude (magautosdssgdr12) 225- 235 F11.5 mag e_gmagSDSS ?=-99 Error of total AB magnitude (magerrautosdssgdr12) 237- 245 F9.5 mag gmag3SDSS ?=-99 3 arcsec aperture AB magnitude (magaper3sdssgdr12) 247- 255 F9.5 mag e_gmag3SDSS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3sdssgdr12) 257- 275 I19 --- SDSSr ?=-99 SDSS identifier (idsdssr_dr12) 277- 285 F9.5 deg RA3deg ?=-99 Right Ascension (J2000.0) (alphasdssr_dr12) 287- 295 F9.5 deg DE3deg ?=-99 Declination (J2000.0) (deltasdssr_dr12) 297- 305 F9.5 arcsec hlrrSDSS ?=-99 SDSS half light radius (fluxradiussdssrdr12) 307- 315 F9.5 mag rmagSDSS ?=-99 Total AB magnitude (magautosdssrdr12) 317- 325 F9.5 mag e_rmagSDSS ?=-99 Error of total AB magnitude (magerrautosdssrdr12) 327- 335 F9.5 mag rmag3SDSS ?=-99 3 arcsec aperture AB magnitude (magaper3sdssrdr12) 337- 345 F9.5 mag e_rmag3SDSS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3sdssrdr12) 347- 365 I19 --- SDSSi ?=-99 SDSS identifier (idsdssi_dr12) 367- 375 F9.5 deg RA4deg ?=-99 Right Ascension (J2000.0) (alphasdssi_dr12) 377- 385 F9.5 deg DE4deg ?=-99 Declination (J2000.0) (deltasdssi_dr12) 387- 395 F9.5 arcsec hlriSDSS ?=-99 SDSS half light radius (fluxradiussdssidr12) 397- 405 F9.5 mag imagSDSS ?=-99 Total AB magnitude (magautosdssidr12) 407- 418 F12.5 mag e_imagSDSS ?=-99 Error of total AB magnitude (magerrautosdssidr12) 420- 428 F9.5 mag imag3SDSS ?=-99 3 arcsec aperture AB magnitude (magaper3sdssidr12) 430- 438 F9.5 mag e_imag3SDSS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3sdssidr12) 440- 458 I19 --- SDSSz ?=-99 SDSS identifier (idsdssz_dr12) 460- 468 F9.5 deg RA5deg ?=-99 Right Ascension (J2000.0) (alphasdssz_dr12) 470- 478 F9.5 deg DE5deg ?=-99 Declination (J2000.0) (deltasdssz_dr12) 480- 488 F9.5 arcsec hlrzSDSS ?=-99 SDSS half light radius (fluxradiussdsszdr12) 490- 498 F9.5 mag zmagSDSS ?=-99 Total AB magnitude (magautosdsszdr12) 500- 511 F12.5 mag e_zmagSDSS ?=-99 Error of total AB magnitude (magerrautosdsszdr12) 513- 521 F9.5 mag zmag3SDSS ?=-99 3 arcsec aperture AB magnitude (magaper3sdsszdr12) 523- 531 F9.5 mag e_zmag3SDSS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3sdsszdr12) 533- 541 I9 --- CFHTLSu ?=-99 CFHTLS identifier (idcfhtwideu_dr7) 543- 553 F11.6 deg RA6deg ?=-99 Right Ascension (J2000.0) (alphacfhtwideu_dr7) 555- 563 F9.5 deg DE6deg ?=-99 Declination (J2000.0) (deltacfhtwideu_dr7) 565- 574 F10.5 arcsec hlruCFHTLS ?=-99 CFHTLS half light radius (fluxradiuscfhtwideudr7) 576- 584 F9.5 mag umagCFHTLS ?=-99 Total AB magnitude (magautocfhtwideudr7) 586- 594 F9.5 mag e_umagCFHTLS ?=-99 Error of total AB magnitude (magerrautocfhtwideudr7) 596- 604 F9.5 mag umag3CFHTLS ?=-99 3 arcsec aperture AB magnitude (magaper3cfhtwideudr7) 606- 614 F9.5 mag e_umag3CFHTLS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3cfhtwideudr7) 616- 624 I9 --- CFHTLSg ?=-99 CFHTLS identifier (idcfhtwideg_dr7) 626- 636 F11.6 deg RA7deg ?=-99 Right Ascension (J2000.0) (alphacfhtwideg_dr7) 638- 646 F9.5 deg DE7deg ?=-99 Declination (J2000.0) (deltacfhtwideg_dr7) 648- 657 F10.5 arcsec hlrgCFHTLS ?=-99 CFHTLS half light radius (fluxradiuscfhtwidegdr7) 659- 667 F9.5 mag gmagCFHTLS ?=-99 Total AB magnitude (magautocfhtwidegdr7) 669- 677 F9.5 mag e_gmagCFHTLS ?=-99 Error of total AB magnitude (magerrautocfhtwidegdr7) 679- 687 F9.5 mag gmag3CFHTLS ?=-99 3 arcsec aperture AB magnitude (magaper3cfhtwidegdr7) 689- 697 F9.5 mag e_gmag3CFHTLS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3cfhtwidegdr7) 699- 707 I9 --- CFHTLSr ?=-99 CFHTLS identifier (idcfhtwider_dr7) 709- 719 F11.6 deg RA8deg ?=-99 Right Ascension (J2000.0) (alphacfhtwider_dr7) 721- 729 F9.5 deg DE8deg ?=-99 Declination (J2000.0) (deltacfhtwider_dr7) 731- 740 F10.5 arcsec hlrrCFHTLS ?=-99 CFHTLS half light radius (fluxradiuscfhtwiderdr7) 742- 750 F9.5 mag rmagCFHTLS ?=-99 Total AB magnitude (magautocfhtwiderdr7) 752- 760 F9.5 mag e_rmagCFHTLS ?=-99 Error of total AB magnitude (magerrautocfhtwiderdr7) 762- 770 F9.5 mag rmag3CFHTLS ?=-99 3 arcsec aperture AB magnitude (magaper3cfhtwiderdr7) 772- 780 F9.5 mag e_rmag3CFHTLS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3cfhtwiderdr7) 782- 790 I9 --- CFHTLSi ?=-99 CFHTLS identifier (idcfhtwidei_dr7) 792- 802 F11.6 deg RA9deg ?=-99 Right Ascension (J2000.0) (alphacfhtwidei_dr7) 804- 812 F9.5 deg DE9deg ?=-99 Declination (J2000.0) (deltacfhtwidei_dr7) 814- 823 F10.5 arcsec hlriCFHTLS ?=-99 CFHTLS half light radius (fluxradiuscfhtwideidr7) 825- 833 F9.5 mag imagCFHTLS ?=-99 Total AB magnitude (magautocfhtwideidr7) 835- 843 F9.5 mag e_imagCFHTLS ?=-99 Error of total AB magnitude (magerrautocfhtwideidr7) 845- 853 F9.5 mag imag3CFHTLS ?=-99 3 arcsec aperture AB magnitude (magaper3cfhtwideidr7) 855- 863 F9.5 mag e_imag3CFHTLS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3cfhtwideidr7) 865- 873 I9 --- CFHTLSz ?=-99 CFHTLS identifier (idcfhtwidez_dr7) 875- 885 F11.6 deg RA10deg ?=-99 Right Ascension (J2000.0) (alphacfhtwidez_dr7) 887- 895 F9.5 deg DE10deg ?=-99 Declination (J2000.0) (deltacfhtwidez_dr7) 897- 906 F10.5 arcsec hlrzCFHTLS ?=-99 CFHTLS half light radius (fluxradiuscfhtwidezdr7) 908- 916 F9.5 mag zmagCFHTLS ?=-99 Total AB magnitude (magautocfhtwidezdr7) 918- 926 F9.5 mag e_zmagCFHTLS ?=-99 Error of total AB magnitude (magerrautocfhtwidezdr7) 928- 936 F9.5 mag zmag3CFHTLS ?=-99 3 arcsec aperture AB magnitude (magaper3cfhtwidezdr7) 938- 946 F9.5 mag e_zmag3CFHTLS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3cfhtwidezdr7) 948- 952 I5 --- KIDSu ?=-99 KiDS identifier (idkidsu_dr2) 954- 962 F9.5 deg RA11deg ?=-99 Right Ascension (J2000.0) (alphakidsu_dr2) 964- 972 F9.5 deg DE11deg ?=-99 Declination (J2000.0) (deltakidsu_dr2) 974- 982 F9.5 arcsec hlruKiDS ?=-99 KiDS half light radius (fluxradiuskidsudr2) 984- 992 F9.5 mag umagKiDS ?=-99 Total AB magnitude (magautokidsudr2) 994-1002 F9.5 mag e_umagKiDS ?=-99 Error of total AB magnitude (magerrautokidsudr2) 1004-1012 F9.5 mag umag3KiDS ?=-99 3 arcsec aperture AB magnitude (magaper3kidsudr2) 1014-1022 F9.5 mag e_umag3KiDS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3kidsudr2) 1024-1030 I7 --- KIDSg ?=-99 KiDS identifier (idkidsg_dr2) 1032-1040 F9.5 deg RA12deg ?=-99 Right Ascension (J2000.0) (alphakidsg_dr2) 1042-1050 F9.5 deg DE12deg ?=-99 Declination (J2000.0) (deltakidsg_dr2) 1052-1060 F9.5 arcsec hlrgKIDSgDR2 ?=-99 KiDS half light radius (fluxradiuskidsgdr2) 1062-1070 F9.5 mag gmagKiDS ?=-99 Total AB magnitude (magautokidsgdr2) 1072-1080 F9.5 mag e_gmagKiDS ?=-99 Error of total AB magnitude (magerrautokidsgdr2) 1082-1090 F9.5 mag gmag3KiDS ?=-99 3 arcsec aperture AB magnitude (magaper3kidsgdr2) 1092-1100 F9.5 mag e_gmag3KiDS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3kidsgdr2) 1102-1108 I7 --- KIDSr ?=-99 KiDS identifier (idkidsr_dr2) 1110-1118 F9.5 deg RA13deg ?=-99 Right Ascension (J2000.0) (alphakidsr_dr2) 1120-1128 F9.5 deg DE13deg ?=-99 Declination (J2000.0) (deltakidsr_dr2) 1130-1138 F9.5 arcsec hlrrKiDS ?=-99 KiDS half light radius (fluxradiuskidsrdr2) 1140-1148 F9.5 mag rmagKiDS ?=-99 Total AB magnitude (magautokidsrdr2) 1150-1158 F9.5 mag e_rmagKiDS ?=-99 Error of total AB magnitude (magerrautokidsrdr2) 1160-1168 F9.5 mag rmag3KiDS ?=-99 3 arcsec aperture AB magnitude (magaper3kidsrdr2) 1170-1178 F9.5 mag e_rmag3KiDS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3kidsrdr2) 1180-1184 I5 --- KIDSi ?=-99 KiDS identifier (idkidsi_dr2) 1186-1194 F9.5 deg RA14deg ?=-99 Right Ascension (J2000.0) (alphakidsi_dr2) 1196-1204 F9.5 deg DE14deg ?=-99 Declination (J2000.0) (deltakidsi_dr2) 1206-1217 F12.5 arcsec hlriKiDS ?=-99 KiDS half light radius (fluxradiuskidsidr2) 1219-1227 F9.5 mag imagKiDS ?=-99 Total AB magnitude (magautokidsidr2) 1229-1237 F9.5 mag e_imagKiDS ?=-99 Error of total AB magnitude (magerrautokidsidr2) 1239-1247 F9.5 mag imag3KiDS ?=-99 3 arcsec aperture AB magnitude (magaper3kidsidr2) 1249-1257 F9.5 mag e_imag3KiDS ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3kidsidr2) 1259-1265 I7 --- VIKINGz ?=-99 VIKING identifier (idvikingz_dr2) 1267-1275 F9.5 deg RA15deg ?=-99 Right Ascension (J2000.0) (alphavikingz_dr2) 1277-1285 F9.5 deg DE15deg ?=-99 Declination (J2000.0) (deltavikingz_dr2) 1287-1299 F13.5 arcsec hlrzVIKING ?=-99 VIKING half light radius (fluxradiusvikingzdr2) 1301-1309 F9.5 mag zmagVIKING ?=-99 Total AB magnitude (magautovikingzdr2) 1311-1319 F9.5 mag e_zmagVIKING ?=-99 Error of total AB magnitude (magerrautovikingzdr2) 1321-1329 F9.5 mag zmag3VIKING ?=-99 3 arcsec aperture AB magnitude (magaper3vikingzdr2) 1331-1339 F9.5 mag e_zmag3VIKING ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3vikingzdr2) 1341-1346 I6 --- VIKINGY ?=-99 VIKING identifier (idvikingy_dr2) 1348-1356 F9.5 deg RA16deg ?=-99 Right Ascension (J2000.0) (alphavikingy_dr2) 1358-1366 F9.5 deg DE16deg ?=-99 Declination (J2000.0) (deltavikingy_dr2) 1368-1379 F12.5 arcsec hlrYVIKING ?=-99 VIKING half light radius (fluxradiusvikingydr2) 1381-1389 F9.5 mag YmagVIKING ?=-99 Total AB magnitude (magautovikingydr2) 1391-1399 F9.5 mag e_YmagVIKING ?=-99 Error of total AB magnitude (magerrautovikingydr2) 1401-1409 F9.5 mag Ymag3VIKING ?=-99 3 arcsec aperture AB magnitude (magaper3vikingydr2) 1411-1419 F9.5 mag e_Ymag3VIKING ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3vikingydr2) 1421-1426 I6 --- VIKINGJ ?=-99 VIKING identifier (idvikingj_dr2) 1428-1436 F9.5 deg RA17deg ?=-99 Right Ascension (J2000.0) (alphavikingj_dr2) 1438-1446 F9.5 deg DE17deg ?=-99 Declination (J2000.0) (deltavikingj_dr2) 1448-1459 F12.5 arcsec hlrJVIKING ?=-99 VIKING half light radius (fluxradiusvikingjdr2) 1461-1469 F9.5 mag JmagVIKING ?=-99 Total AB magnitude (magautovikingjdr2) 1471-1479 F9.5 mag e_JmagVIKING ?=-99 Error of total AB magnitude (magerrautovikingjdr2) 1481-1489 F9.5 mag Jmag3VIKING ?=-99 3 arcsec aperture AB magnitude (magaper3vikingjdr2) 1491-1499 F9.5 mag e_Jmag3VIKING ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3vikingjdr2) 1501-1507 I7 --- VIKINGH ?=-99 VIKING identifier (idvikingh_dr2) 1509-1517 F9.5 deg RA18deg ?=-99 Right Ascension (J2000.0) (alphavikingh_dr2) 1519-1527 F9.5 deg DE18deg ?=-99 Declination (J2000.0) (deltavikingh_dr2) 1529-1540 F12.5 arcsec hlrHVIKING ?=-99 VIKING half light radius (fluxradiusvikinghdr2) 1542-1550 F9.5 mag HmagVIKING ?=-99 Total AB magnitude (magautovikinghdr2) 1552-1560 F9.5 mag e_HmagVIKING ?=-99 Error of total AB magnitude (magerrautovikinghdr2) 1562-1570 F9.5 mag Hmag3VIKING ?=-99 3 arcsec aperture AB magnitude (magaper3vikinghdr2) 1572-1580 F9.5 mag e_Hmag3VIKING ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3vikinghdr2) 1582-1587 I6 --- VIKINGK ?=-99 VIKING identifier (idvikingk_dr2) 1589-1597 F9.5 deg RA19deg ?=-99 Right Ascension (J2000.0) (alphavikingk_dr2) 1599-1607 F9.5 deg DE19deg ?=-99 Declination (J2000.0) (deltavikingk_dr2) 1609-1620 F12.5 arcsec hlrKVIKING ?=-99 VIKING half light radius (fluxradiusvikingkdr2) 1622-1630 F9.5 mag KmagVIKING ?=-99 Total AB magnitude (magautovikingkdr2) 1632-1640 F9.5 mag e_KmagVIKING ?=-99 Error of total AB magnitude (magerrautovikingkdr2) 1642-1650 F9.5 mag Kmag3VIKING ?=-99 3 arcsec aperture AB magnitude (magaper3vikingkdr2) 1652-1660 F9.5 mag e_Kmag3VIKING ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3vikingkdr2) 1662-1668 I7 --- VIDEOz ?=-99 VIDEO identifier (idvideoz_dr3) 1670-1678 F9.5 deg RA20deg ?=-99 Right Ascension (J2000.0) (alphavideoz_dr3) 1680-1688 F9.5 deg DE20deg ?=-99 Declination (J2000.0) (deltavideoz_dr3) 1690-1698 F9.5 mag zmagVIDEO ?=-99 Total AB magnitude (magautovideozdr3) 1700-1708 F9.5 mag e_zmagVIDEO ?=-99 Error of total AB magnitude (magerrautovideozdr3) 1710-1718 F9.5 mag zmag3VIDEO ?=-99 3 arcsec aperture AB magnitude (magaper3videozdr3) 1720-1728 F9.5 mag e_zmag3VIDEO ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3videozdr3) 1730-1735 I6 --- VIDEOY ?=-99 VIDEO identifier (idvideoy_dr3) 1737-1745 F9.5 deg RA21deg ?=-99 Right Ascension (J2000.0) (alphavideoy_dr3) 1747-1755 F9.5 deg DE21deg ?=-99 Declination (J2000.0) (deltavideoy_dr3) 1757-1768 F12.5 arcsec hlrYVIDEO ?=-99 VIDEO half light radius (fluxradiusvideoydr3) 1770-1778 F9.5 mag YmagVIDEO ?=-99 Total AB magnitude (magautovideoydr3) 1780-1788 F9.5 mag e_YmagVIDEO ?=-99 Error of total AB magnitude (magerrautovideoydr3) 1790-1798 F9.5 mag Ymag3VIDEO ?=-99 3 arcsec aperture AB magnitude (magaper3videoydr3) 1800-1808 F9.5 mag e_Ymag3VIDEO ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3videoydr3) 1810-1816 I7 --- VIDEOJ ?=-99 VIDEO identifier (idvideoj_dr3) 1818-1826 F9.5 deg RA22deg ?=-99 Right Ascension (J2000.0) (alphavideoj_dr3) 1828-1836 F9.5 deg DE22deg ?=-99 Declination (J2000.0) (deltavideoj_dr3) 1838-1850 F13.5 arcsec hlrJVIDEO ?=-99 VIDEO half light radius (fluxradiusvideojdr3) 1852-1860 F9.5 mag JmagVIDEO ?=-99 Total AB magnitude (magautovideojdr3) 1862-1870 F9.5 mag e_JmagVIDEO ?=-99 Error of total AB magnitude (magerrautovideojdr3) 1872-1880 F9.5 mag Jmag3VIDEO ?=-99 3 arcsec aperture AB magnitude (magaper3videojdr3) 1882-1890 F9.5 mag e_Jmag3VIDEO ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3videojdr3) 1892-1898 I7 --- VIDEOH ?=-99 VIDEO identifier (idvideoh_dr3) 1900-1908 F9.5 deg RA23deg ?=-99 Right Ascension (J2000.0) (alphavideoh_dr3) 1910-1918 F9.5 deg DE23deg ?=-99 Declination (J2000.0) (deltavideoh_dr3) 1920-1931 F12.5 arcsec hlrHVIDEO ?=-99 VIDEO half light radius (fluxradiusvideohdr3) 1933-1941 F9.5 mag HmagVIDEO ?=-99 Total AB magnitude (magautovideohdr3) 1943-1951 F9.5 mag e_HmagVIDEO ?=-99 Error of total AB magnitude (magerrautovideohdr3) 1953-1961 F9.5 mag Hmag3VIDEO ?=-99 3 arcsec aperture AB magnitude (magaper3videohdr3) 1963-1971 F9.5 mag e_Hmag3VIDEO ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3videohdr3) 1973-1978 I6 --- VIDEOK ?=-99 VIDEO identifier (idvideok_dr3) 1980-1988 F9.5 deg RA24deg ?=-99 Right Ascension (J2000.0) (alphavideok_dr3) 1990-1998 F9.5 deg DE24deg ?=-99 Declination (J2000.0) (deltavideok_dr3) 2000-2011 F12.5 arcsec hlrKVIDEO ?=-99 VIDEO half light radius (fluxradiusvideokdr3) 2013-2021 F9.5 mag KmagVIDEO ?=-99 Total AB magnitude (magautovideokdr3) 2023-2031 F9.5 mag e_KmagVIDEO ?=-99 Error of total AB magnitude (magerrautovideokdr3) 2033-2041 F9.5 mag Kmag3VIDEO ?=-99 3 arcsec aperture AB magnitude (magaper3videokdr3) 2043-2051 F9.5 mag e_Kmag3VIDEO ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3videokdr3) 2053-2071 I19 --- GALEX ?=-99 GALEX identifier (idGALEXdr67) 2073-2081 F9.5 deg RA25deg ?=-99 Right Ascension (J2000.0) (alphaGALEXdr67) 2083-2091 F9.5 deg DE25deg ?=-99 Declination (J2000.0) (deltagalexdr67) 2093-2101 F9.5 mag NUVmag3GALEX ?=-99 3 arcsec aperture AB magnitude (magaper3galexnuvdr67) 2103-2111 F9.5 mag e_NUVmag3GALEX ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3galexnuvdr67) 2113-2121 F9.5 mag NUVmagGALEX ?=-99 Total AB magnitude (magautogalexnuvdr67) 2123-2131 F9.5 mag e_NUVmagGALEX ?=-99 Error of total AB magnitude (magerrautogalexnuvdr67) 2133-2141 F9.5 mag FUVmag3GALEX ?=-99 3 arcsec aperture AB magnitude (magaper3galexfuvdr67) 2143-2154 F12.5 mag e_FUVmag3GALEX ?=-99 Error of 3 arcsec aperture AB magnitude (magerraper3galexfuvdr67) 2156-2164 F9.5 mag FUVmagGALEX ?=-99 Total AB magnitude (magautogalexfuvdr67) 2166-2174 F9.5 mag e_FUVmagGALEX ?=-99 Error of total AB magnitude (magerrautogalexfuvdr67) 2176-2194 A19 --- AllWISE ?=-99 ALLWISE identifier (id_AllWISE) 2196-2204 F9.5 deg RA26deg ?=-99 Right Ascension (J2000.0) (alpha_AllWISE) 2206-2214 F9.5 deg DE26deg ?=-99 Declination (J2000.0) (delta_AllWISE) 2216-2224 F9.5 mag W1magWISE ?=-99 Total AB magnitude (magautoAllWISE_W1) 2226-2230 F5.3 mag e_W1magWISE ?=-99 Error of total AB magnitude (magerrautoAllWISE_W1) 2232-2240 F9.5 mag W2magWISE ?=-99 Total AB magnitude (magautoAllWISE_W2) 2242-2246 F5.3 mag e_W2magWISE ?=-99 Error of total AB magnitude (magerrautoAllWISE_W2) 2248-2256 F9.5 mag W3magWISE ?=-99 Total AB magnitude (magautoAllWISE_W3) 2258-2263 F6.3 mag e_W3magWISE []?=-99 Error of total AB magnitude (magerrautoAllWISE_W3) 2265-2273 F9.5 mag W4magWISE ?=-99 Total AB magnitude (magautoAllWISE_W4) 2275-2283 F9.5 mag e_W4magWISE []?=-99 Error of total AB magnitude (magerrautoAllWISE_W4) 2285-2293 F9.5 mag FUVmag ?=-99 consolidated FUV total AB magnitude (fuv) 2295-2303 F9.5 mag NUVmag ?=-99 consolidated NUV total AB magnitude (nuv) 2305-2313 F9.5 mag umag consolidated u band total AB magnitude (u) 2315-2323 F9.5 mag gmag consolidated g band total AB magnitude (g) 2325-2333 F9.5 mag rmag consolidated r band total AB magnitude (r) 2335-2343 F9.5 mag imag consolidated i band total AB magnitude (i) 2345-2353 F9.5 mag zmag consolidated z band total AB magnitude (z) 2355-2363 F9.5 mag Ymag consolidated Y band total AB magnitude (y) 2365-2373 F9.5 mag Jmag consolidated J band total AB magnitude (j) 2375-2383 F9.5 mag Hmag consolidated h band total AB magnitude (h) 2385-2393 F9.5 mag Kmag consolidated k band total AB magnitude (k) 2395-2403 F9.5 mag W1mag consolidated w1 band total AB magnitude (w1) 2405-2413 F9.5 mag W2mag consolidated w2 band total AB magnitude (w2) 2415-2423 F9.5 mag W3mag consolidated w3 band total AB magnitude (w3) 2425-2433 F9.5 mag W4mag consolidated w4 band total AB magnitude (w4) 2435-2443 F9.5 mag FUVmag3 ?=-99 consolidated FUV band 3 arcsec aperture AB magnitude (fuv3) 2445-2453 F9.5 mag NUVmag3 ?=-99 consolidated NUV band 3 arcsec aperture AB magnitude (nuv3) 2455-2463 F9.5 mag umag3 consolidated u band 3 arcsec aperture AB magnitude (u3) 2465-2473 F9.5 mag gmag3 consolidated g band 3 arcsec aperture AB magnitude (g3) 2475-2483 F9.5 mag rmag3 consolidated r band 3 arcsec aperture AB magnitude (r3) 2485-2493 F9.5 mag imag3 consolidated i band 3 arcsec aperture AB magnitude (i3) 2495-2503 F9.5 mag zmag3 consolidated z band 3 arcsec aperture AB magnitude (z3) 2505-2513 F9.5 mag Ymag3 consolidated Y band 3 arcsec aperture AB magnitude (y3) 2515-2523 F9.5 mag Jmag3 consolidated J band 3 arcsec aperture AB magnitude (j3) 2525-2533 F9.5 mag Hmag3 consolidated H band 3 arcsec aperture AB magnitude (h3) 2535-2543 F9.5 mag Kmag3 consolidated K band 3 arcsec aperture AB magnitude (k3) 2545-2553 F9.5 mag e_FUVmag ?=-99 consolidated FUV total AB magnitude error (fuv_err) 2555-2563 F9.5 mag e_NUVmag ?=-99 consolidated NUV total AB magnitude error (nuv_err) 2565-2576 F12.5 mag e_umag consolidated u band total AB magnitude error (u_err) 2578-2588 F11.5 mag e_gmag consolidated g band total AB magnitude error (g_err) 2590-2598 F9.5 mag e_rmag consolidated r band total AB magnitude error (r_err) 2600-2611 F12.5 mag e_imag consolidated i band total AB magnitude error (i_err) 2613-2621 F9.5 mag e_zmag consolidated z band total AB magnitude error (z_err) 2623-2631 F9.5 mag e_Ymag consolidated Y band total AB magnitude error (y_err) 2633-2641 F9.5 mag e_Jmag consolidated J band total AB magnitude error (j_err) 2643-2651 F9.5 mag e_Hmag consolidated h band total AB magnitude error (h_err) 2653-2661 F9.5 mag e_Kmag consolidated k band total AB magnitude error (k_err) 2663-2671 F9.5 mag e_W1mag consolidated w1 band total AB magnitude error (w1_err) 2673-2681 F9.5 mag e_W2mag consolidated w2 band total AB magnitude error (w2_err) 2683-2691 F9.5 mag e_W3mag ?=-1 consolidated w3 band total AB magnitude error (w3_err) 2693-2701 F9.5 mag e_W4mag ?=-1 consolidated w4 band total AB magnitude error (w4_err) 2703-2714 F12.5 mag e_FUVmag3 ?=-99 consolidated FUV band 3 arcsec aperture AB magnitude error (fuv3_err) 2716-2724 F9.5 mag e_NUVmag3 ?=-99 consolidated NUV band 3 arcsec aperture AB magnitude error (nuv3_err) 2726-2737 F12.5 mag e_umag3 consolidated u band 3 arcsec aperture AB magnitude error (u3_err) 2739-2747 F9.5 mag e_gmag3 consolidated g band 3 arcsec aperture AB magnitude error (g3_err) 2749-2757 F9.5 mag e_rmag3 consolidated r band 3 arcsec aperture AB magnitude error (r3_err) 2759-2767 F9.5 mag e_imag3 consolidated i band 3 arcsec aperture AB magnitude error (i3_err) 2769-2777 F9.5 mag e_zmag3 consolidated z band 3 arcsec aperture AB magnitude error (z3_err) 2779-2787 F9.5 mag e_Ymag3 consolidated Y band 3 arcsec aperture AB magnitude error (y3_err) 2789-2797 F9.5 mag e_Jmag3 consolidated J band 3 arcsec aperture AB magnitude error (j3_err) 2799-2807 F9.5 mag e_Hmag3 consolidated H band 3 arcsec aperture AB magnitude error (h3_err) 2809-2817 F9.5 mag e_Kmag3 consolidated K band 3 arcsec aperture AB magnitude error (k3_err) 2819-2827 F9.5 arcsec hlru ?=-99 u band half light radius (u_hlr) 2829-2837 F9.5 arcsec hlrg ?=-99 g band half light radius (g_hlr) 2839-2847 F9.5 arcsec hlrr ?=-99 r band half light radius (r_hlr) 2849-2857 F9.5 arcsec hlri ?=-99 i band half light radius (i_hlr) 2859-2867 F9.5 arcsec hlrz ?=-99 z band half light radius (z_hlr) 2869-2880 F12.5 arcsec hlrY ?=-99 Y band half light radius (y_hlr) 2882-2893 F12.5 arcsec hlrJ ?=-99 J band half light radius (j_hlr) 2895-2906 F12.5 arcsec hlrH ?=-99 H band half light radius (h_hlr) 2908-2919 F12.5 arcsec hlrK ?=-99 K band half light radius (k_hlr) 2921-2930 E10.5 --- chi2Star Star best chi2 value (CHISTARSTAR) 2932-2936 I5 --- UniqID Unique identifier (IDENTALLMODELS) 2938-2945 F8.4 --- zbest Best photometric redshift (ZBESTALL_MODELS) 2947-2954 F8.4 --- bzbest Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOWALLMODELS) 2956-2963 F8.4 --- Bzbest Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGHALLMODELS) 2965-2974 E10.5 --- chi2All Best fit chi2 value (CHIBESTALL_MODELS) 2976-2979 I4 --- ModAll ?=-999 Best fit model template (MODBESTALL_MODELS) 2981 I1 --- ExtLawAll Best fit extinction law (EXTLAWBESTALL_MODELS) 2983-2989 F7.3 mag E(B-V)All ?=-99 Best fit E(B-V) value (EBVBESTALL_MODELS) 2991-3001 F11.5 --- ScaleAll Best fit model scaling factor (SCALEBESTALL_MODELS) 3003-3011 F9.5 --- DistModAll Best fit model template (DISTMODBESTALLMODELS) 3013-3014 I2 --- NbandAll Number of photometric bands used (NBANDUSEDALL_MODELS) 3016-3023 F8.4 --- zsecAll ?=-99 Second photometric redshift solution (ZSECALL_MODELS) 3025-3034 E10.5 --- chi2SecAll Second best fit chi2 value (CHISECALL_MODELS) 3036-3039 I4 --- ModSecAll ?=-999 Second best fit model template (MODSECALL_MODELS) 3041-3048 F8.4 --- zGal Best photometric redshift (ZBESTGALAXIES) 3050-3057 F8.4 --- bzGal Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_GALAXIES) 3059-3066 F8.4 --- BzGal Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_GALAXIES) 3068-3077 E10.5 --- chi2Gal Best fit chi2 value (CHIBESTGALAXIES) 3079-3082 I4 --- ModGal ?=-999 Best fit model template (MODBESTGALAXIES) 3084 I1 --- ExtLawGal Best fit extinction law (EXTLAWBESTGALAXIES) 3086-3092 F7.3 --- E(B-V)Gal Best fit E(B-V) value (EBVBESTGALAXIES) 3094-3104 F11.5 --- ScaleGal Best fit model scaling factor (SCALEBESTGALAXIES) 3106-3114 F9.5 --- DistModGal Best fit model template (DISTMODBEST_GALAXIES) 3116-3117 I2 --- NbandGal Number of photometric bands used (NBANDUSEDGALAXIES) 3119-3126 F8.4 --- zsecGal ?=-99 Second photometric redshift solution (ZSECGALAXIES) 3128-3137 E10.5 --- Chi2SecGal Second best fit chi2 value (CHISECGALAXIES) 3139-3142 I4 --- ModSecGal ?=-999 Second best fit model template (MODSECGALAXIES) 3144-3151 F8.4 --- zExt Best photometric redshift (ZBESTEXTNV) 3153-3161 F9.5 --- bzExt Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_EXTNV) 3163-3170 F8.4 --- BzExt Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_EXTNV) 3172-3181 E10.5 --- chi2Ext Best fit chi2 value (CHIBESTEXTNV) 3183-3186 I4 --- ModExt ?=-999 Best fit model template (MODBESTEXTNV) 3188 I1 --- ExtLawExt Best fit extinction law (EXTLAWBESTEXTNV) 3190-3196 F7.3 --- E(B-V)Ext Best fit E(B-V) value (EBVBESTEXTNV) 3198-3208 F11.5 --- ScaleExt Best fit model scaling factor (SCALEBESTEXTNV) 3210-3218 F9.5 --- DistModExt Best fit model template (DISTMODBEST_EXTNV) 3220-3221 I2 --- NbandExt Number of photometric bands used (NBANDUSEDEXTNV) 3223-3230 F8.4 --- zsecExt ?=-99 Second photometric redshift solution (ZSECEXTNV) 3232-3241 E10.5 --- chi2secExt Second best fit chi2 value (CHISECEXTNV) 3243-3246 I4 --- ModSecExt ?=-999 Second best fit model template (MODSECEXTNV) 3248-3253 F6.4 --- zQSOV Best photometric redshift (ZBESTQSOV) 3255-3260 F6.4 --- bzQSOV Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_QSOV) 3262-3267 F6.4 --- BzQSOV Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_QSOV) 3269-3278 E10.5 --- chi2QSOV Best fit chi2 value (CHIBESTQSOV) 3280-3281 I2 --- ModQSOV ?=-999 Best fit model template (MODBESTQSOV) 3283 I1 --- ExtLawQSOV Best fit extinction law (EXTLAWBESTQSOV) 3285-3292 F8.6 --- E(B-V)QSOV Best fit E(B-V) value (EBVBESTQSOV) 3294-3305 F12.5 --- ScaleQSOV Best fit model scaling factor (SCALEBESTQSOV) 3307-3313 F7.4 --- DistModQSOV Best fit model template (DISTMODBEST_QSOV) 3315-3316 I2 --- NbandQSOV Number of photometric bands used (NBANDUSEDQSOV) 3318-3325 F8.4 --- zsecQSOV ?=-99 Second photometric redshift solution (ZSECQSOV) 3327-3336 E10.5 --- chi2secQSOV Second best fit chi2 value (CHISECQSOV) 3338-3341 I4 --- ModSecQSOV ?=-999 Second best fit model template (MODSECQSOV) 3343-3350 F8.4 --- zPass Best photometric redshift (ZBESTPASSIVE) 3352-3359 F8.4 --- bzPass Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_PASSIVE) 3361-3368 F8.4 --- BzPass Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_PASSIVE) 3370-3379 E10.5 --- chi2Pass Best fit chi2 value (CHIBESTPASSIVE) 3381-3384 I4 --- ModPas Best fit model template (MODBESTPASSIVE) 3386 I1 --- ExtLawPas Best fit extinction law (EXTLAWBESTPASSIVE) 3388-3394 F7.3 --- E(B-V)Pas Best fit E(B-V) value (BVBESTPASSIVE) 3396-3406 F11.5 --- ScalePass Best fit model scaling factor (SCALEBESTPASSIVE) 3408-3416 F9.5 --- DistModPas Best fit model template (DISTMODBEST_PASSIVE) 3418-3419 I2 --- NbandPass Number of photometric bands used (NBANDUSEDPASSIVE) 3421-3428 F8.4 --- zsecPass ?=-99 Second photometric redshift solution (ZSECPASSIVE) 3430-3439 E10.5 --- chi2secPqss Second best fit chi2 value (CHISECPASSIVE) 3441-3444 I4 --- ModsecPas ?=-999 Second best fit model template (MODSECPASSIVE) 3446-3453 F8.4 --- zSF Best photometric redshift (ZBESTstarforming) 3455-3462 F8.4 --- bzSF Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_starforming) 3464-3472 F9.5 --- BzSF Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_starforming) 3474-3483 E10.5 --- chi2SF Best fit chi2 value (CHIBESTstarforming) 3485-3488 I4 --- ModSF Best fit model template (MODBESTstarforming) 3490 I1 --- ExtLawSF Best fit extinction law (EXTLAWBESTstarforming) 3492-3498 F7.3 --- E(B-V)SF Best fit E(B-V) value (EBVBESTstarforming) 3500-3510 F11.5 --- ScaleSF Best fit model scaling factor (SCALEBESTstarforming) 3512-3520 F9.5 --- DistModSF Best fit model template (DISTMODBEST_starforming) 3522-3523 I2 --- NbandSF Number of photometric bands used (NBANDUSEDstarforming) 3525-3533 F9.5 --- zsecSF ?=-99 Second photometric redshift solution (ZSECstarforming) 3535-3544 E10.5 --- chi2secSF Second best fit chi2 value (CHISECstarforming) 3546-3549 I4 --- ModBestSF ?=-999 Second best fit model template (MODSECstarforming) 3551-3558 F8.4 --- zAGN Best photometric redshift (ZBESTAGN) 3560-3567 F8.4 --- bzAGN Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_AGN) 3569-3576 F8.4 --- BzAGN Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_AGN) 3578-3587 E10.5 --- chi2AGN Best fit chi2 value (CHIBESTAGN) 3589-3592 I4 --- ModAGN Best fit model template (MODBESTAGN) 3594 I1 --- ExtLawAGN Best fit extinction law (EXTLAWBESTAGN) 3596-3602 F7.3 --- E(B-V)AGN Best fit E[B-V] value (EBVBESTAGN) 3604-3614 F11.5 --- ScaleAGN Best fit model scaling factor (SCALEBESTAGN) 3616-3624 F9.5 --- DistModAGN Best fit model template (DISTMODBEST_AGN) 3626-3627 I2 --- NbandAGN Number of photometric bands used (NBANDUSEDAGN) 3629-3636 F8.4 --- zsecAGN ?=-99 Second photometric redshift solution (ZSECAGN) 3638-3647 E10.5 --- Chi2secAGN Second best fit chi2 value (CHISECAGN) 3649-3652 I4 --- ModsecAGN ?=-999 Second best fit model template (MODSECAGN) 3654-3661 F8.4 --- zQSO Best photometric redshift (ZBESTQSO) 3663-3670 F8.4 --- bzQSO Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_QSO) 3672-3679 F8.4 --- BzQSO Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_QSO) 3681-3690 E10.5 --- chi2QSO Best fit chi2 value (CHIBESTQSO) 3692-3695 I4 --- ModQSO Best fit model template (MODBESTQSO) 3697 I1 --- ExtLawQSO Best fit extinction law (EXTLAWBESTQSO) 3699-3706 F8.3 --- E(B-V)QSO Best fit E[B-V] value (EBVBESTQSO) 3708-3718 F11.5 --- ScaleQSO Best fit model scaling factor (SCALEBESTQSO) 3720-3728 F9.5 --- DistModQSO Best fit model template (DISTMODBEST_QSO) 3730-3731 I2 --- NbandQSO Number of photometric bands used (NBANDUSEDQSO) 3733-3740 F8.4 --- zsecQSO ?=-99 Second photometric redshift solution (ZSECQSO) 3742-3751 E10.5 --- chi2secQSO Second best fit chi2 value (CHISECQSO) 3753-3756 I4 --- ModsecQSO ?=-999 Second best fit model template (MODSECQSO) 3758-3765 F8.4 --- zSFp Best photometric redshift (ZBESTSTARFORMING_pure) 3767-3774 F8.4 --- bzSFp Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOWSTARFORMINGpure) 3776-3783 F8.4 --- BzSFp Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGHSTARFORMINGpure) 3785-3794 E10.5 --- chi2SFp Best fit chi2 value (CHIBESTSTARFORMING_pure) 3796-3799 I4 --- ModSFp Best fit model template (MODBESTSTARFORMING_pure) 3801 I1 --- ExtLawSFp Best fit extinction law (EXTLAWBESTSTARFORMING_pure) 3803-3809 F7.3 --- E(B-V)SFp Best fit E[B-V] value (EBVBESTSTARFORMING_pure) 3811-3821 F11.5 --- ScaleSFp Best fit model scaling factor (SCALEBESTSTARFORMING_pure) 3823-3831 F9.5 --- DistModSFp Best fit model template (DISTMODBESTSTARFORMINGpure) 3833-3834 I2 --- NbandSFp Number of photometric bands used (NBANDUSEDSTARFORMING_pure) 3836-3843 F8.4 --- zsecSFp ?=-99 Second photometric redshift solution (ZSECSTARFORMING_pure) 3845-3854 E10.5 --- chi2secSFp best fit chi2 value (CHISECSTARFORMING_pure) 3856-3859 I4 --- ModsecSFp ?=-999 Second best fit model template (MODSECSTARFORMING_pure) 3861-3868 F8.4 --- zSB Best photometric redshift (ZBESTSTARBURST) 3870-3877 F8.4 --- bzSB Lower boundary 68% interval of best fit photometric redshift (ZBEST68LOW_STARBURST) 3879-3886 F8.4 --- BzSB Highest boundary 68% interval of best fit photometric redshift (ZBEST68HIGH_STARBURST) 3888-3897 E10.5 --- chi2SB Best fit chi2 value (CHIBESTSTARBURST) 3899-3902 I4 --- ModSB Best fit model template (MODBESTSTARBURST) 3904 I1 --- ExtLawSB Best fit extinction law (EXTLAWBESTSTARBURST) 3906-3912 F7.3 --- E(B-V)SB Best fit E[B-V] value (EBVBESTSTARBURST) 3914-3924 F11.5 --- ScaleSB Best fit model scaling factor (SCALEBESTSTARBURST) 3926-3934 F9.5 --- DistModSB Best fit model template (DISTMODBEST_STARBURST) 3936-3937 I2 --- NbandSB Number of photometric bands used (NBANDUSEDSTARBURST) 3939-3946 F8.4 --- zsecSB ?=-99 Second photometric redshift solution (ZSECSTARBURST) 3948-3957 E10.5 --- chi2secSB Second best fit chi2 value (CHISECSTARBURST) 3959-3962 I4 --- ModsecSB ?=-999 Second best fit model template (MODSECSTARBURST) 3964 I1 --- train [1/3] Sources included in training (train) (2) 3966-3974 F9.5 --- PrStar Star probability (Pr[star]) 3976-3984 F9.5 --- PrGalI Random Forest classification probability (Pr[galaxy]caseI) 3986-3994 F9.5 --- PrExtnvI Random Forest classification probability (Pr[extnv]caseI) 3996-4004 F9.5 --- PrQSOVI Random Forest classification probability (Pr[qsov]caseI) 4006-4014 F9.5 --- PrOutlI Outlier probability (Pr[outlier]caseI) 4016-4024 F9.5 --- zopta0I ?=-99 CPz optimal redshift after consolidation type A and rejection type 0 (zopta0caseI) (3) 4026-4034 F9.5 --- zopta1I ?=-99 CPz optimal redshift after consolidation type A and rejection type 1 (zopta1caseI) (3) 4036-4044 F9.5 --- zopta2I ?=-99 CPz optimal redshift after consolidation type A and rejection type 2 (zopta2caseI) (3) 4046-4054 F9.5 --- zopta3I ?=-99 CPz optimal redshift after consolidation type A and rejection type 3 (zopta3caseI) (3) 4056-4064 F9.5 --- zoptb0I ?=-99 CPz optimal redshift after consolidation type B and rejection type 0 (zoptb0caseI) (3) 4066-4074 F9.5 --- zoptb1I ?=-99 CPz optimal redshift after consolidation type B and rejection type 1 (zoptb1caseI) (3) 4076-4084 F9.5 --- zoptb2I ?=-99 CPz optimal redshift after consolidation type B and rejection type 2 (zoptb2caseI) (3) 4086-4094 F9.5 --- zoptb3I ?=-99 CPz optimal redshift after consolidation type B and rejection type 3 (zoptb3caseI) (3) 4096 I1 --- ClOpta0I CPz optimal classification after consolidation type A and rejection type 0 (classopta0case_I) (3) (4) 4098-4099 I2 --- ClOpta1I CPz optimal classification after consolidation type A and rejection type 1 (classopta1case_I) (3) (4) 4101-4102 I2 --- ClOpta2I CPz optimal classification after consolidation type A and rejection type 2 (classopta2case_I) (3) (4) 4104-4105 I2 --- ClOpta3I CPz optimal classification after consolidation type A and rejection type 3 (classopta3case_I) (3) (4) 4107 I1 --- ClOptb0I CPz optimal classification after consolidation type B and rejection type 0 (classoptb0case_I) (3) (4) 4109-4110 I2 --- ClOptb1I CPz optimal classification after consolidation type B and rejection type 1 (classoptb1case_I) (3) (4) 4112-4113 I2 --- ClOptb2I CPz optimal classification after consolidation type B and rejection type 2 (classoptb2case_I) (3) (4) 4115-4116 I2 --- ClOptb3I CPz optimal classification after consolidation type B and rejection type 3 (classoptb3case_I) (3) (4) 4118-4126 F9.5 --- PrPasII Random Forest classification probability (Pr[passive]caseII) 4128-4136 F9.5 --- PrSFII Random Forest classification probability (Pr[starforming]caseII) 4138-4146 F9.5 --- PrAGNII Random Forest classification probability (Pr[agn]caseII) 4148-4156 F9.5 --- PrQSOII Random Forest classification probability (Pr[qso]caseII) 4158-4166 F9.5 --- PrOutlII Outlier probability (Pr[outlier]caseII) 4168-4176 F9.5 --- zopta0II ?=-99 CPz optimal redshift after consolidation type A and rejection type 0 (zopta0caseII) (3) 4178-4186 F9.5 --- zopta1II ?=-99 CPz optimal redshift after consolidation type A and rejection type 1 (zopta1caseII) (3) 4188-4196 F9.5 --- zopta2II ?=-99 CPz optimal redshift after consolidation type A and rejection type 2 (zopta2caseII) (3) 4198-4206 F9.5 --- zopta3II ?=-99 CPz optimal redshift after consolidation type A and rejection type 3 (zopta3caseII) (3) 4208-4216 F9.5 --- zoptb0II ?=-99 CPz optimal redshift after consolidation type B and rejection type 0 (zoptb0caseII) (3) 4218-4226 F9.5 --- zoptb1II ?=-99 CPz optimal redshift after consolidation type B and rejection type 1 (zoptb1caseII) (3) 4228-4236 F9.5 --- zoptb2II ?=-99 CPz optimal redshift after consolidation type B and rejection type 2 (zoptb2caseII) (3) 4238-4246 F9.5 --- zoptb3II ?=-99 CPz optimal redshift after consolidation type B and rejection type 3 (zoptb3caseII) (3) 4248 I1 --- ClOpta0II CPz optimal classification after consolidation type A and rejection type 0 (classopta0case_II) (3) (5) 4250-4251 I2 --- ClOpta1II CPz optimal classification after consolidation type A and rejection type 1 (classopta1case_II) (3) (5) 4253-4254 I2 --- ClOpta2II CPz optimal classification after consolidation type A and rejection type 2 (classopta2case_II) (3) (5) 4256-4257 I2 --- ClOpta3II CPz optimal classification after consolidation type A and rejection type 3 (classopta3case_II) (3) (5) 4259-4261 I3 --- ClOptb0II CPz optimal classification after consolidation type B and rejection type 0 (classoptb0case_II) (3) (5) 4263-4265 I3 --- ClOptb1II CPz optimal classification after consolidation type B and rejection type 1 (classoptb1case_II) (3) (5) 4267-4269 I3 --- ClOptb2II CPz optimal classification after consolidation type B and rejection type 2 (classoptb2case_II) (3) (5) 4271-4273 I3 --- ClOptb3II CPz optimal classification after consolidation type B and rejection type 3 (classoptb3case_II) (3) (5) 4275-4283 F9.5 --- PrPasIII Random Forest classification probability (Pr[passive]caseIII) 4285-4293 F9.5 --- PrSFIII Random Forest classification probability (Pr[starforming]caseIII) 4295-4303 F9.5 --- PrSBIII Random Forest classification probability (Pr[starburst]caseIII) 4305-4313 F9.5 --- PrAGNIII Random Forest classification probability (Pr[agn]caseIII) 4315-4323 F9.5 --- PrQSOIII Random Forest classification probability (Pr[qso]caseIII) 4325-4333 F9.5 --- PrOutIII Outlier probability (Pr[outlier]caseIII) 4335-4343 F9.5 --- zopta0III ?=-99 CPz optimal redshift after consolidation type A and rejection type 0 (zopta0caseIII) (3) 4345-4353 F9.5 --- zopta1III ?=-99 CPz optimal redshift after consolidation type A and rejection type 1 (zopta1caseIII) (3) 4355-4363 F9.5 --- zopta2III ?=-99 CPz optimal redshift after consolidation type A and rejection type 2 (zopta2caseIII) (3) 4365-4373 F9.5 --- zopta3III ?=-99 CPz optimal redshift after consolidation type A and rejection type 3 (zopta3caseIII) (3) 4375-4383 F9.5 --- zoptb0III ?=-99 CPz optimal redshift after consolidation type B and rejection type 0 (zoptb0caseIII) (3) 4385-4393 F9.5 --- zoptb1III ?=-99 CPz optimal redshift after consolidation type B and rejection type 1 (zoptb1caseIII) (3) 4395-4403 F9.5 --- zoptb2III ?=-99 CPz optimal redshift after consolidation type B and rejection type 2 (zoptb2caseIII) (3) 4405-4413 F9.5 --- zoptb3III ?=-99 CPz optimal redshift after consolidation type B and rejection type 3 (zoptb3caseIII) (3) 4415 I1 --- ClOpta0III CPz optimal classification after consolidation type A and rejection type 0 (classopta0case_III) (3) (6) 4417-4418 I2 --- ClOpta1III CPz optimal classification after consolidation type A and rejection type 1 (classopta1case_III) (3) (6) 4420-4421 I2 --- ClOpta2III CPz optimal classification after consolidation type A and rejection type 2 (classopta2case_III) (3) (6) 4423-4424 I2 --- ClOpta3III CPz optimal classification after consolidation type A and rejection type 3 (classopta3case_III) (3) (6) 4426-4428 I3 --- ClOptb0III CPz optimal classification after consolidation type B and rejection type 0 (classoptb0case_III) (3) (6) 4430-4432 I3 --- ClOptb1III CPz optimal classification after consolidation type B and rejection type 1 (classoptb1case_III) (3) (6) 4434-4436 I3 --- ClOptb2III CPz optimal classification after consolidation type B and rejection type 2 (classoptb2case_III) (3) (6) 4438-4440 I3 --- ClOptb3III CPz optimal classification after consolidation type B and rejection type 3 (classoptb3case_III) (3) (6) -------------------------------------------------------------------------------- Note (1): Spectral classification according to corresponding spectroscopic survey as follows: -1 = unknown 0 = star 1 = normal galaxy 2 = AGN 3 = QSO Note (2): Sources included in machine-learning training as follows: 1 = train 2 = test 3 = validation Note (3): consolidation and rejection types: consolidation type: A = Assign best class to highest probability B = Probability threshold cut, 40% or higher for normal galaxies and AGN, 20% or higher for QSO rejection type: 0 = no rejection 1 = rejection of stars 2 = rejection of outliers 3 = of stars and outliers Note (4): optimal class definition as follows: -2 = outlier -1 = star 1 = galaxy 2 = EXTNV 3 = QSOV Note (5): optimal class definition as follows: -2 = outlier -1 = star 1 = passive 2 = starforming 3 = AGN 4 = QSO Note (6): optimal class definition as follows: -2 = outlier -1 = star 1 = passive 2 = starforming 3 = starburst 4 = AGN 5 = QSO -------------------------------------------------------------------------------- Acknowledgements: Sotiria Fotopoulou, Sotiria.Fotopoulou(at)unige.ch
(End) Patricia Vannier [CDS] 14-Aug-2018
The document above follows the rules of the Standard Description for Astronomical Catalogues; from this documentation it is possible to generate f77 program to load files into arrays or line by line