Supplemental materials of
A Catalog of Quasar Properties from SDSS DR7
Shen et al. (2011), ApJS, 194, 45, arXiv:1006.5178

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This page contains information about the DR7 quasar property catalog (described in the above paper), which is an extension of the SDSS DR7 quasar catalog. Here you can find the catalog and its future updates, as well as Quality Assessment (QA) plots for individual spectral fits. Due to the large number of entries in this catalog, a fits table is provided. If you find bugs in the catalog or if you have any suggestions, please let me know.

This page is now mirrored at SDSS DAS .


In this document:


A few Quick Notes:

If you use any of these data, please reference the following papers (do not reference this webpage because it is only a temporary host!):

Schneider et al. (2010), AJ, 139, 2360; Shen et al. (2011), ApJS, 194, 45, arXiv:1006.5178


Catalog Description

The detailed catalog description can be found in the paper. Here is a summary of cataloged quantities for the fits version.

Main columns

# Tag Name Format Description
1 SDSS_NAME STRING SDSS designation hhmmss.ss+ddmmss.s (J2000.0)
2 RA DOUBLE Right ascension in decimal degrees (J2000.0)
3 DEC DOUBLE Declination in decimal degrees (J2000.0)
4 REDSHIFT DOUBLE Redshift cataloged in the DR7 catalog (Schneider et al. 2010)
5 PLATE LONG Spectroscopic plate number
6 FIBER LONG Spectroscopic fiber number
7 MJD LONG MJD of spectroscopic observation
8 TARGET_FLAG_TARGET LONG Target selection flag (PRIMTARGET; using TARGET photometry)
9 NSPECOBS LONG Number of spectroscopic observations
10 UNIFORM_TARGET LONG Uniform selection flag (0=non-uniformly selected); sky coverage of UNIFORM quasars
11 MI_Z2 DOUBLE Absolute i-band magnitude (normalized at z=2), K-corrected following Richards et al. (2006a)
12 LOGLBOL DOUBLE Bolometric luminosity (in units of erg/s); using bolometric corrections derived from the composite SED from Richards et al. (2006b)
13 LOGLBOL_ERR DOUBLE Measurement error in LogLbol
14 BAL_FLAG LONG BAL flag. 0=nonBALQSO or no wavelength coverage; 1=CIV BALQSO; 2=MgII BALQSO; 3=both CIV and MgII BALQSO
15 FIRST_FR_TYPE LONG FIRST radio flag. -1=not in FIRST footprint; 0=FIRST undetected; 1=core-dominant; 2=lobe-dominant (radio morphology classification following Jiang et al. 2007)
16 FINT_REST6CM_MJY_OBS DOUBLE Observed radio flux density at rest-frame 6cm (mJy)
17 LOGFNU2500A_ERGS_OBS DOUBLE Observed optical flux density at restframe 2500A (log erg/sec/cm^2/Hz)
18 R_6CM_2500A DOUBLE Radio loudness R=f_nu,6cm/f_nu,2500A
19 LOGL5100 DOUBLE Monochromatic luminosity at 5100A (erg/s)
20 LOGL5100_ERR DOUBLE Measurement error in LogL5100
21 LOGL3000 DOUBLE Monochromatic luminosity at 3000A (erg/s)
22 LOGL3000_ERR DOUBLE Measurement error in LogL3000
23 LOGL1350 DOUBLE Monochromatic luminosity at 1350A (erg/s)
24 LOGL1350_ERR DOUBLE Measurement error in LogL1350
25 LOGL_BROAD_HA DOUBLE Line luminosity of broad Ha (erg/s)
26 LOGL_BROAD_HA_ERR DOUBLE Measurement error in LogL_broad_ha
27 FWHM_BROAD_HA DOUBLE FWHM of broad Ha (km/s)
28 FWHM_BROAD_HA_ERR DOUBLE Measurement error in FWHM_broad_ha
29 EW_BROAD_HA DOUBLE Restframe equivalent width of broad Ha (A)
30 EW_BROAD_HA_ERR DOUBLE Measurement error in EW_broad_ha
31 LOGL_NARROW_HA DOUBLE Line luminosity of narrow Ha (erg/s)
32 LOGL_NARROW_HA_ERR DOUBLE Measurement error in LogL_narrow_ha
33 FWHM_NARROW_HA DOUBLE FWHM of narrow Ha (km/s)
34 FWHM_NARROW_HA_ERR DOUBLE Measurement error in FWHM_narrow_ha
35 EW_NARROW_HA DOUBLE Restframe equivalent width of narrow Ha (A)
36 EW_NARROW_HA_ERR DOUBLE Measurement error in EW_narrow_ha
37 LOGL_NII_6585 DOUBLE Line luminosity of [NII]6585 (erg/s)
38 LOGL_NII_6585_ERR DOUBLE Measurement error in LogL_NII_6585
39 EW_NII_6585 DOUBLE Restframe equivalent width of [NII]6585 (A)
40 EW_NII_6585_ERR DOUBLE Measurement error in EW_NII_6585
41 LOGL_SII_6718 DOUBLE Line luminosity of [SII]6718 (erg/s)
42 LOGL_SII_6718_ERR DOUBLE Measurement error in LogL_SII_6718
43 EW_SII_6718 DOUBLE Restframe equivalent width of [SII]6718 (A)
44 EW_SII_6718_ERR DOUBLE Measurement error in EW_SII_6718
45 LOGL_SII_6732 DOUBLE Line luminosity of [SII]6732 (erg/s)
46 LOGL_SII_6732_ERR DOUBLE Measurement error in LogL_SII_6732
47 EW_SII_6732 DOUBLE Restframe equivalent width of [SII]6732 (A)
48 EW_SII_6732_ERR DOUBLE Measurement error in EW_SII_6732
49 EW_FE_HA DOUBLE Restframe equivalent width of Fe within 6000-6500A (A)
50 EW_FE_HA_ERR DOUBLE Measurement error in EW_Fe_ha
51 ALPHA_HA DOUBLE Power-law slope for the continuum fit for Ha [-5,3]
52 ALPHA_HA_ERR DOUBLE Measurement error in alpha_ha
53 LINE_NPIX_HA LONG Number of good pixels for the restframe 6400-6765 A region
54 LINE_MED_SN_HA DOUBLE Median S/N per pixel for the restframe 6400-6765 A region
55 LINE_REDCHI2_HA DOUBLE Reduced chi2 for the Ha fit; -1 if not fitted
56 LOGL_BROAD_HB DOUBLE Line luminosity of broad Hb (erg/s)
57 LOGL_BROAD_HB_ERR DOUBLE Measurement error in LogL_broad_hb
58 FWHM_BROAD_HB DOUBLE FWHM of broad Hb (km/s)
59 FWHM_BROAD_HB_ERR DOUBLE Measurement error in FWHM_broad_hb
60 EW_BROAD_HB DOUBLE Restframe equivalent width of broad hb (A)
61 EW_BROAD_HB_ERR DOUBLE Measurement error in EW_broad_hb
62 LOGL_NARROW_HB DOUBLE

Line luminosity of narrow Hb (erg/s)

63 LOGL_NARROW_HB_ERR DOUBLE Measurement error in LogL_narrow_hb
64 FWHM_NARROW_HB DOUBLE FWHM of narrow Hb (km/s)
65 FWHM_NARROW_HB_ERR DOUBLE Measurement error in FWHM_narrow_hb
66 EW_NARROW_HB DOUBLE Restframe equivalent width of narrow Hb (A)
67 EW_NARROW_HB_ERR DOUBLE Measurement error in EW_narrow_hb
68 FWHM_BROAD_HB_1GAUSS DOUBLE FWHM of broad Hb using a single Gaussian fit (km/s
69 LOGL_OIII_4959 DOUBLE Line luminosity of [OIII]4959 (erg/s)
70 LOGL_OIII_4959_ERR DOUBLE Measurement error in LogL_OIII_4959
71 EW_OIII_4959 DOUBLE Restframe equivalent width of [OIII]4959 (A)
72 EW_OIII_4959_ERR DOUBLE Measurement error in EW_OIII_4959
73 LOGL_OIII_5007 DOUBLE Line luminosity of [OIII]5007 (erg/s)
74 LOGL_OIII_5007_ERR DOUBLE Measurement error in LogL_OIII_5007
75 EW_OIII_5007 DOUBLE Restframe equivalent width of [OIII]5007 (A)
76 EW_OIII_5007_ERR DOUBLE Measurement error in EW_OIII_5007
77 EW_FE_HB_4434_4684 DOUBLE Restframe equivalent width of Fe within 4435-4685A (A)
78 EW_FE_HB_4434_4684_ERR DOUBLE Measurement error in EW_FE_HB_4434_4684
79 ALPHA_HB DOUBLE Power-law slope for the continuum fit for Hb [-5,3]
80 ALPHA_HB_ERR DOUBLE Measurement error in alpha_hb
81 LINE_NPIX_HB LONG Number of good pixels for the restframe 4750-4950 A region
82 LINE_MED_SN_HB DOUBLE Median S/N per pixel for the restframe 4750-4950 A region
83 LINE_REDCHI2_HB DOUBLE Reduced chi2 for the Hb fit; -1 if not fitted
84 LOGL_MGII DOUBLE Line luminosity of the whole MgII (erg/s)
85 LOGL_MGII_ERR DOUBLE Measurement error in LogL_MgII
86 FWHM_MGII DOUBLE FWHM of the whole MgII (km/s)
87 FWHM_MGII_ERR DOUBLE Measurement error in FWHM_MgII
88 EW_MGII DOUBLE Restframe equivalent width of the whole MgII (A)
89 EW_MGII_ERR DOUBLE Measurement error in EW_MgII
90 LOGL_BROAD_MGII DOUBLE Line luminosity of the broad MgII (erg/s)
91 LOGL_BROAD_MGII_ERR DOUBLE Measurement error in LogL_broad_MgII
92 FWHM_BROAD_MGII DOUBLE FWHM of the broad MgII (km/s)
93 FWHM_BROAD_MGII_ERR DOUBLE Measurement error in FWHM_broad_MgII
94 EW_BROAD_MGII DOUBLE Restframe equivalent width of the broad MgII (A)
95 EW_BROAD_MGII_ERR DOUBLE Measurement error in EW_broad_MgII
96 FWHM_BROAD_MGII_1GAUSS DOUBLE FWHM of the broad MgII using a single Gaussian fit (km/s)
97 EW_FE_MGII DOUBLE Restframe equivalent width of Fe within 2200-3090A (A)
98 EW_FE_MGII_ERR DOUBLE Measurement error in EW_Fe_MgII
99 ALPHA_MGII DOUBLE Power-law slope for the continuum fit for MgII [-5,3]
100 ALPHA_MGII_ERR DOUBLE Measurement error in alpha_MgII
101 LINE_NPIX_MGII LONG Number of good pixels for the restframe 2700-2900 A region
102 LINE_MED_SN_MGII DOUBLE Median S/N per pixel for the restframe 2700-2900 A region
103 LINE_REDCHI2_MGII DOUBLE Reduced chi2 for the MgII fit; -1 if not fitted
104 LOGL_CIV DOUBLE Line luminosity of the whole CIV (erg/s)
105 LOGL_CIV_ERR DOUBLE Measurement error in LogL_CIV
106 FWHM_CIV DOUBLE FWHM of the whole CIV (km/s)
107 FWHM_CIV_ERR DOUBLE Measurement error in FWHM_CIV
108 EW_CIV DOUBLE Restframe equivalent width of the whole CIV (A)
109 EW_CIV_ERR DOUBLE Measurement error in EW_CIV
110 ALPHA_CIV DOUBLE Power-law slope for the continuum fit for CIV [-5,3]
111 ALPHA_CIV_ERR DOUBLE Measurement error in alpha_CIV
112 LINE_NPIX_CIV LONG Number of good pixels for the restframe 1500-1600 A region
113 LINE_MED_SN_CIV DOUBLE Median S/N per pixel for the restframe 1500-1600 A region
114 LINE_REDCHI2_CIV DOUBLE Reduced chi2 for the CIV fit; -1 if not fitted
115 VOFF_BROAD_HA DOUBLE Velocity shift of broad Ha (km/s)
116 VOFF_BROAD_HA_ERR DOUBLE Measurement error in VOFF_BROAD_HA
117 VOFF_NARROW_HA DOUBLE Velocity shift of narrrow Ha (km/s)
118 VOFF_NARROW_HA_ERR DOUBLE Measurement error in VOFF_NARROW_HA
119 VOFF_BROAD_HB DOUBLE Velocity shift of broad Hb (km/s)
120 VOFF_BROAD_HB_ERR DOUBLE Measurement error in VOFF_BROAD_HB
121 VOFF_NARROW_HB DOUBLE Velocity shift of narrow Hb (km/s)
122 VOFF_NARROW_HB_ERR DOUBLE Measurement error in VOFF_narrow_HB
123 VOFF_BROAD_MGII DOUBLE Velocity shift of broad MgII (km/s)
124 VOFF_BROAD_MGII_ERR DOUBLE Measurement error in VOFF_BROAD_MGII
125 VOFF_CIV_PEAK DOUBLE Velocity shift of the CIV peak (km/s)
126 VOFF_CIV_PEAK_ERR DOUBLE Measurement error in VOFF_CIV_PEAK
127 LOGBH_HB_MD04 DOUBLE Virial BH mass based on Hbeta (MD04, Msun)
128 LOGBH_HB_MD04_ERR DOUBLE Measurement error in LOGBH_HB_MD04
129 LOGBH_HB_VP06 DOUBLE Virial BH mass based on Hbeta (VP06, Msun)
130 LOGBH_HB_VP06_ERR DOUBLE Measurement error in LOGBH_HB_VP06
131 LOGBH_MGII_MD04 DOUBLE Virial BH mass based on MgII (MD04, Msun)
132 LOGBH_MGII_MD04_ERR DOUBLE Measurement error in LOGBH_MgII_MD04
133 LOGBH_MGII_VO09 DOUBLE Virial BH mass based on MgII (VO09, Msun)
134 LOGBH_MGII_VO09_ERR DOUBLE Measurement error in LOGBH_MgII_VO09
135 LOGBH_MGII_S10 DOUBLE Virial BH mass based on MgII (S10, Msun)
136 LOGBH_MGII_S10_ERR DOUBLE Measurement error in LOGBH_MgII_S10
137 LOGBH_CIV_VP06 DOUBLE Virial BH mass based on CIV (VP06, Msun)
138 LOGBH_CIV_VP06_ERR DOUBLE Measurement error in LOGBH_CIV_VP06
139 LOGBH DOUBLE The adopted fiducial virial BH mass (Msun)
140 LOGBH_ERR DOUBLE Measurement error in LOGBH
141 LOGEDD_RATIO DOUBLE Eddington ratio based on the fiducial virial BH mass
142 SPECIAL_INTEREST_FLAG LONG Special interest flag

Special interest flag (in hex and decimal)

  DISK_EMITTER                = 0x1          = bit # 0 =        1		(An example, 1684-290-53239) 
DISK_EMITTER_CANDIDATE = 0x2 = bit # 1 = 2 DOUBLE_PEAKED_OIII = 0x4 = bit # 2 = 4 (An example, 1320-343-52759)

Select special objects in IDL:
IDL> bh = mrdfits('filename', 1) ; filename is the path of the fits catalog
IDL> ind = where( (bh.special_interest_flag AND 2L^0) NE 0 ) ; return the indices of disk emitters
IDL> ind = where( (bh.special_interest_flag AND 2L^0+2L^1) NE 0 ) ; return the indices of disk emitters and disk emitter candidates
IDL> ind = where( (bh.special_interest_flag AND 2L^2) NE 0 ) ; return the indices of double-peaked [OIII] objects

Ancillary columns

The following additional columns were not included in the published paper. These columns were added only for the convenience of users; please cite the original papers on these data upon usage.

143 Z_HW DOUBLE Improved redshifts from Hewett & Wild (2010)
144 Z_HW_ERR DOUBLE Error of the HW redshift
145 UGRIZ DOUBLE[5] SDSS ugriz PSF magnitudes; (nearly) AB; asinh; BEST photometry; flux conversion
146 UGRIZ_ERR DOUBLE[5] SDSS ugriz PSF magnitude errors
147 UGRIZ_DERED DOUBLE[5] SDSS ugriz PSF magnitudes corrected for Galactic extinction using the SFD map
148 DELTA_G_I DOUBLE Deviation from the mean g-i color at each redshift (see Richards et al. 2003 for details)
149 LOGNH DOUBLE Logarithm of Galactic Hi column density in cm^-2
150 RASS_COUNT_RATE DOUBLE Log RASS full band count rate (counts/s); -9.0 is no detection; 30" matching radius
151 RASS_OFFSET DOUBLE SDSS/RASS separation in arcsec
152 JHK DOUBLE[3] 2MASS JHKs magnitudes; flux conversion ; 2" matching radius; 0.0 indicates no detection
153 JHK_ERR DOUBLE[3] 2MASS magnitude errors
154 MASS_OFFSET DOUBLE SDSS/2MASS separation in arcsec
155 WISE1234 DOUBLE[4] WISE 3.4, 4.6, 12, 22um profile-fitting magnitudes; Vega; flux conversion ; Preliminary Data Release (2011-04-14, coverage map); 6" matching radius
156 WISE1234_ERR DOUBLE[4] WISE magnitude errors; 0 indicates non-detection or 95% confidence upper limit
157 WISE_OFFSET DOUBLE SDSS/WISE separation in arcsec
158 COMMENT STRING Every quasar is unique. Comments on individual quasars. [Not available yet]
159 GALEX_MAG DOUBLE[2] GALEX magnitudes [NUV, FUV]; aperture, AB; GR6; 5" matching radius
160 GALEX_MAG_ERR DOUBLE[2] GALEX magnitude errors [NUV_err, FUV_err]; -999 = no detection
161 GALEX_OFFSET DOUBLE SDSS/GALEX separation in arcsec
162 E_BV DOUBLE Galactic E(B-V) using the SFD map [using linear interpolation from the 4 nearest pixels].

NB: Here the cross-matching with other survey catalogs only reports the closest matches; the matching radii are larger than the typical astrometric uncertainties reported by WISE and GALEX, but comparable to the angular resolution in the shortest waveband. You may want to use the cataloged OFFSET values to refine the cross-matched sources.


Quick Plots


Left: Distribution of DR7 quasars in the redshift-luminosity space; Right: Distribution of DR7 quasars in the redshift-virial mass plane.

Balmer decrement based on a subset of quasars have both Halpha and Hbeta measurements. Left: For narrow emission lines; Right: For broad emission lines.

Distribution of the flux ratio of the [OIII]4959,5007 doublet. We didn't fix the flux ratio of the [OIII] doublet during the fits, but the resulting distribution peaks at the expected theoretical value.


Comparison with the DR5 Compilation (Shen et al. 2008)

This DR7 compilation is much more complete than our previous DR5 compilation. We have now included line fits with multiple Gaussians for the broad Hbeta and broad MgII; these fits provide a more accurate fit to the broad line profile. We also compiled quantities such as equivalent widths, line luminosities, iron emission strengths etc. in the catalog. Halpha properties are also added in this compilation. Finally, we reported measurement errors estimated from Monte Carlo trials of mock spectra. Except for CIV, we have adopted different procedures to measure the broad Hbeta and MgII, and used different fiducial scaling relations to compute Hbeta- and MgII-based virial BH masses (but we have retained the single-Gaussian broad line fits as we did for DR5; see the paper for details).

Even for the single-Gaussian fits to the broad lines, there are still some minor changes compared to the DR5 vesion:

Nevertheless, the DR7 measurements are fully consistent with the DR5 measurements with the same fitting technique.

Finally, we did not compare in detail our measurements with the CAS pipeline (spec1d) measurements, for which the continuum+line fitting procedure is more restrictive than ours. Some limited comparison of the CIV line between the two sets of measurements shows that the CAS pipeline CIV EWs are systematically smaller than our values by about 0.1-0.2 dex, likely caused by the spec1d pipeline fitting recipe.


Update Notes


Last modified: May 2011 by Yue Shen