A CATALOG OF BROAD ABSORPTION LINE QUASARS IN SLOAN DIGITAL SKY SURVEY DATA RELEASE 5

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Published 2009 February 20 © 2009. The American Astronomical Society. All rights reserved.
, , Citation Robert R. Gibson et al 2009 ApJ 692 758 DOI 10.1088/0004-637X/692/1/758

0004-637X/692/1/758

ABSTRACT

We present a catalog of 5039 broad absorption line (BAL) quasars (QSOs) in the Sloan Digital Sky Survey (SDSS) Data Release 5 (DR5) QSO catalog that have absorption troughs covering a continuous velocity range ⩾2000 km s−1. We have fitted ultraviolet (UV) continua and line emission in each case, enabling us to report common diagnostics of BAL strengths and velocities in the range −25, 000 to 0 km s−1 for Si iv λ1400, C iv λ1549, Al iii λ1857, and Mg ii λ2799. We calculate these diagnostics using the spectrum listed in the DR5 QSO catalog, and also for spectra from additional SDSS observing epochs when available. In cases where BAL QSOs have been observed with Chandra or XMM-Newton, we report the X-ray monochromatic luminosities of these sources. We confirm and extend previous findings that BAL QSOs are more strongly reddened in the rest-frame UV than non-BAL QSOs, and that BAL QSOs are relatively X-ray weak compared to non-BAL QSOs. The observed BAL fraction is dependent on the spectral signal-to-noise ratio (S/N); for higher S/N sources, we find an observed BAL fraction of ≈ 15%. BAL QSOs show a similar Baldwin effect as for non-BAL QSOs, in that their C iv emission equivalent widths decrease with increasing continuum luminosity. However, BAL QSOs have weaker C iv emission in general than do non-BAL QSOs. Sources with higher UV luminosities are more likely to have higher-velocity outflows, and the BAL outflow velocity and UV absorption strength are correlated with relative X-ray weakness. These results are in qualitative agreement with models that depend on strong X-ray absorption to shield the outflow from overionization and enable radiative acceleration. In a scenario in which BAL trough shapes are primarily determined by outflow geometry, observed differences in Si iv and C iv trough shapes would suggest that some outflows have ion-dependent structure.

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1. INTRODUCTION

The study of broad absorption lines (BALs) commonly observed in the ultraviolet (UV) spectra of optically selected quasars (QSOs; e.g., Trump et al. 2006, and references therein) significantly advances our understanding of the structure and emission/absorption physics of active galactic nuclei (AGNs). BALs are at least 2000 km s−1 wide by definition (Weymann et al. 1991), and can be accelerated up to and beyond velocities of 0.1c. The depth of absorption at a given outflow velocity is largely determined by the fraction of the UV emission region covered by the BAL outflow (e.g., Arav et al. 1999a, and see also Appendix A of Hall et al. 2002), and is therefore an indicator of the outflow structure. In some cases, BAL troughs have been observed to change dramatically over several (rest-frame) years, indicating that the structure of the BAL outflow evolves on observable timescales (e.g., Gibson et al. 2008b). It is thought that an X-ray absorber shields the BAL outflow from overionization by the soft X-rays generated in the heart of the QSO, so that UV radiation can accelerate the outflow to high velocities (e.g., Murray et al. 1995). The shielding X-ray absorber may also influence other BAL properties, such as the maximum outflow velocity (e.g., Gallagher et al. 2006).

BAL characteristics such as outflow velocities, velocity widths, and absorption depths vary widely among individual sources; large samples are therefore required in order to obtain a general understanding of QSO physics. Variability and multiwavelength studies of BAL QSOs can be performed with dedicated observations, but are most economically conducted using publicly archived, serendipitous observations of optically identified BAL QSOs. Such studies have become possible due to large QSO surveys with well-understood selection properties that have greatly increased the number of known, representative BAL QSOs. Hewett & Foltz (2003) identified a sample of 67 BAL QSOs in the Large Bright Quasar Survey (LBQS; Hewett et al. 1995, and references therein). Tolea et al. (2002) and Reichard et al. (2003) studied 116 and 224 BAL QSOs, respectively, in the Sloan Digital Sky Survey (SDSS; York et al. 2000) Early Data Release (EDR). Ganguly et al. (2007) have identified ≈ 600 QSOs with broad absorption in SDSS Data Release 2 (DR2), while Trump et al. (2006) have recently identified 1986 traditional BAL QSOs in the SDSS Data Release 3 (DR3) QSO catalog (Schneider et al. 2005). As survey technology progresses (e.g., from the LBQS to the SDSS), fainter sources are cataloged, increasing our coverage of the QSO luminosity/redshift plane. As a result, we are not only increasing sample sizes over time, but also increasing the physical parameter space for QSO studies.

In the current study, we identify and quantify the BAL absorption in sources in the SDSS Data Release (DR5) QSO catalog (Schneider et al. 2007). Of the 77,429 DR5 QSOs in the catalog, we identify 4204 traditionally defined BAL QSOs, 481 of which have BALs from low-ionization stages of Al iii and/or Mg ii. Our sample size increases to 5039 BAL QSOs if we extend the traditional definition to include BALs that have absorption at outflow velocities within 3000 km s−1 of the emission-line redshift. (The "traditional" and "extended" BAL definitions are formally detailed in Section 2.) In cases where multiple SDSS spectra are publicly available for a QSO, we identify BALs present in the duplicate spectra as well as in the primary spectrum listed in the DR5 QSO catalog. We also determine the monochromatic X-ray luminosities of BAL QSOs that were observed with Chandra and/or XMM-Newton, and test for any correlations between BAL properties and relative X-ray brightness.

Because conventions vary among studies, we briefly describe the terminology used in this catalog. BAL QSOs are broadly classified by ionization into low-ionization BAL QSOs ("LoBALs") and high-ionization BAL QSOs ("HiBALs"). LoBALs are QSOs that have BALs from ions at lower ionization states such as Al iii or Mg ii. They may also have BALs from higher ionization stages such as Si iv or C iv. "FeLoBALs," which show broad absorption from iron blueward of 2800 Å, are included in the category of LoBALs for this work. HiBALs have BALs only from high-ionization stages. While most BAL QSOs do not have broad Al iii or Mg ii absorption lines, the unambiguous classification of HiBALs requires spectra that extend to the Al iii and Mg ii regions in order to verify that no BALs are present for these ions.

We define velocities flowing outward (with respect to QSO emission rest frames) to be negative. Positive velocities indicate features that are at longer wavelengths than the wavelength corresponding to (rest-frame) zero velocity. However, we use the terms "greater" and "smaller" velocities to refer to the magnitude of the velocity, so that an outflow velocity of −10,000 km s−1 is "greater" than a velocity of −5000 km s−1. We adopt this convention to match common terminology.

Throughout this work we use a cosmology in which H0 = 70 km s−1 Mpc−1, ΩM = 0.3, and ΩΛ = 0.7.

2. OBSERVATIONS AND DATA REDUCTION

This BAL catalog is constructed from SDSS DR5 (Adelman-McCarthy et al. 2007). The SDSS uses a CCD camera (Gunn et al. 1998) on a dedicated 2.5 m telescope (Gunn et al. 2006) at Apache Point Observatory, New Mexico, to obtain images in five broad optical bands (ugriz; Fukugita et al. 1996) over approximately 10,000 deg2 of the high Galactic latitude sky. The survey data-processing software measures the properties of each detected object in the imaging data in all five bands, and determines and applies both astrometric and photometric calibrations (Smith et al. 2002; Pier et al. 2003; Ivezić et al. 2004). The SDSS quasar target selection algorithm is presented in Richards et al. (2002). See Stoughton et al. (2002) for a detailed description of many of the technical aspects of the SDSS. The SDSS photometry is reported on the asinh magnitude scale (Lupton et al. 1999).

In order to account for the loss of flux due to "fiber leak," we multiply each spectra by a constant that matches the photometric g, r, and i point-spread function (PSF) magnitudes to those synthesized from the spectra. In cases where the synthetic magnitudes are lower (brighter) than the PSF magnitudes (e.g., because the source luminosity has varied), we leave the spectrum unchanged. We also correct the spectra for Galactic extinction using the reddening curve of Cardelli et al. (1989) with the near-UV extension of O'Donnell (1994). We obtain E(BV) from the NASA Extragalactic Database (NED)9, which uses the dust maps of Schlegel et al. (1998). The redshifts for our QSOs are taken from the DR5 QSO catalog, with the exception of two sources, J100424.88+122922.2 and J153029.05+553247.9, which we consider to be misclassified. We assign these sources redshifts of 4.66 and 1.73, respectively.

We do not rebin SDSS spectra except in a few special cases for which we note the rebinning method directly. A "spectral bin" therefore refers to the standard wavelength binning of SDSS spectra, which is ≈ 69 km s−1 per bin in the observing frame.

We fit SDSS spectra using the algorithm of Gibson et al. (2008b), which we summarize here. For QSOs at z ⩾ 1.7, our continuum model is a power law reddened using the Small Magellanic Cloud (SMC) reddening curve of Pei (1992). For QSOs at lower redshifts, we use a fourth- or sixth-degree polynomial; in our experience this nonphysical model is able to reproduce well the complex continuum at longer wavelengths. We initially fit regions that are generally free from strong absorption or emission features: 1250–1350, 1700–1800, 1950–2200, 2650–2710, 2950–3700, 3950–4050, 4140–4270, 4400–4800, 5100–6400, and > 6900 Å. We then iteratively fit the continuum, ignoring at each step wavelength bins that deviate by > 3σ from the current fit in order to exclude strong absorption and emission features. We fit Voigt profiles to the strongest emission lines expected in the spectrum: Si iv λ1400, C iv λ1549, Al iii λ1857, C iii λ1909, and Mg ii λ2799. These wavelengths are taken from the SDSS vacuum wavelength list used by the SDSS pipeline to determine emission-line redshifts.10 The wavelengths of the emission lines are allowed to vary in the fit. We ascribe no physical significance to the Voigt profile; it simply enables us to model emission-line cores and wings using a small number of parameters. We fit emission lines iteratively as well, ignoring at each step bins that are absorbed by more than 2.5σ from the continuum + emission fit. Due to the degeneracy between the UV emission continuum shape and the magnitude of intrinsic reddening, we do not attach physical significance to the values of E(BV) obtained from our fits. The UV luminosities we report are therefore corrected for Galactic, but not intrinsic, reddening. After the initial automatic fits were performed, R.R.G. inspected and manually adjusted the automatic fits. Other reviewers (L.J., Y.S., W.N.B., J.W., P.B.H., S.F.A., D.V.B., D.P.S.) then examined this adjusted sample of spectra in order to ensure that BALs were not missed or mischaracterized.

We smoothed each spectrum using a boxcar three bins wide11 and then searched the smoothed spectra for BALs by calculating BI, the traditional "balnicity index" of Weymann et al. (1991). The balnicity index is defined as

Equation (1)

where f(v) is the continuum-normalized spectral flux at a velocity v (in km s−1) from the line rest wavelength (in the system frame). The dimensionless value C is 0 unless the observed spectrum has fallen at least 10% below the continuum for a velocity width of at least 2000 km s−1 on the red side of the absorption trough, at which point C is set to 1. Traditional BALs are defined to have BI>0. Because this metric does not include a large number of broad absorption features at lower outflow velocities, we also define and calculate BI0 in a similar fashion to BI, but integrate to 0 km s−1 instead of −3000 km s−1. We measure BI and BI0 for Si iv, C iv, Al iii, and Mg ii, using the wavelength for the red component of the doublets given in the theoretical line list of Verner et al. (1995) to define zero velocity for each ion. These wavelengths are 1402.77 Å (Si iv), 1550.77 Å (C iv), 1862.79 Å (Al iii), and 2803.53 Å (Mg ii). In some cases, BAL troughs may be contaminated by absorption from other ions, such as Fe ii λ2632 and C ii λ1335. Such contamination is difficult to identify except when strong absorption begins at the known wavelengths of these lines. In general, we do not account for contamination, but ascribe all broad absorption to Si iv, C iv, Al iii, or Mg ii. In Section 3, we list 92 sources in our BAL catalog that appear to have contaminated BALs, based on visual inspection.

Overall, our models are able to accurately reproduce the observed continuum and emission-line features in the SDSS QSO spectra. However, there are cases where reproducing emission is problematic. This could occur, for example, if an emission-line profile is highly asymmetric. There are also cases, such as strongly absorbed emission-line profiles, for which we were unable to accurately determine the underlying emission. We define a set of flags that we use to indicate when the fit model is particularly uncertain due to such effects.

  • 1.  
    EmLost: The profile of the emission line at (nearly) zero velocity has been strongly absorbed and may not have been accurately reconstructed. The EmLost flag is set if a BAL is found for this ion and either the center of the (best-guess) emission-line fit is in the BAL region, the FWHM of our (best-guess) emission-line fit is < 10 Å, or there is evidence that a broad range of spectral bins in the line center are absorbed. Quantitatively, for the last criterion, we require that at least 15 adjacent bins (20 for Mg ii) fall ⩾ 5% below our emission model fit, and these absorbed bins lie in the wavelength region where the emission is above the line half-maximum. Our fitting experience indicates that characterizing emission lines is particularly difficult in cases meeting these criteria. Low-velocity absorption is very common; nearly half of the sources with C iv BI0 > 0 have this flag set for the C iv emission line. Setting this flag indicates that measurements of BAL troughs are less certain in cases where the BAL extends to low velocities.
  • 2.  
    BlueWingAbs: Additional "blue wing" emission occurs on the blue side of the C iv emission line, and absorption is apparent between the blue wing and the line core.12 Since we fit only the line core and cannot accurately reconstruct the "blue wing" emission, we could potentially miss BAL absorption in these cases. The BlueWingAbs flag is set to "1" when 15 consecutive bins redward of 1500 Å lie above the model fit, and 15 more consecutive bins further redward lie below the model, and all these bins are shortward of the wavelength at which the blue side of the C iv emission line reaches its half-maximum.
  • 3.  
    BALManyBadBins: Some putative BALs consist of a large number of spectral bins that have been flagged as "bad" in the SDSS pipeline.13 Unfortunately, the pipeline occasionally flags bins that are acceptable, and the low flux density and signal-to-noise (S/N) in BAL troughs make them especially susceptible to flagging. We report the BALManyBadBins flag when > 25% of the bins in a BAL have been flagged by the SDSS. However, we ignore the flags BRIGHTSKY and EMLINE, because these warnings can be triggered by the low flux levels in strong BAL troughs.

Figure 1 shows examples of spectra that have the EmLost and BlueWingAbs flags set for the C iv absorption region.

Figure 1.

Figure 1. Examples of C iv absorption regions for BAL QSOs that have the C iv EmLost (top) and BlueWingAbs (bottom) flags set. The x-axis shows rest-frame wavelength, while the y-axis shows the (unsmoothed) flux density scaled arbitrarily. Our model fit is plotted with a thick line.

Standard image High-resolution image

The 2200–3000 Å region surrounding the Mg ii emission line is especially difficult to model due to poorly constrained emission-line structure and blended emission from ions such as Fe ii. Modeling the full emission structure in this region is beyond the scope of this study. For Mg ii absorption, we have fit the emission-line core and estimated the continuum model from the fit to the surrounding region. We therefore do not claim that our Mg ii absorption list is complete, although visual inspections indicate that we have not missed a large number of strong, broad absorption features.

In some cases, we report BAL absorption detected in the observed spectrum even though the entire outflow velocity range (defined to be −25, 000 to 0 km s−1) does not fall in the SDSS spectral bandpass. As a result, the reported BAL properties may not accurately represent the measurements that would be obtained if the full velocity range were observed. If a representative sample of BAL properties is required, redshift restrictions should be placed on QSO samples to ensure that the entire potential absorption region falls in the SDSS bandpass. We discuss this point further in Section 4.

Small, systematic misestimates of the true continuum level could cause us to miss or mistakenly identify broad, shallow BALs. This could occur, for example, if the true emission continuum is more structured than our continuum models. While detailed studies of BAL morphology are beyond the scope of the current work, we did implement a statistic to search the catalog for broad (> 50 Å wide in the rest frame), shallow absorption features with relatively little absorption structure and found that such features are rare. (Only 7 of 4664 C iv BALs matched our criterion.) Nonetheless, users of this catalog should be aware of such limitations in BAL identification.

We have identified several DR5 QSOs that have spectra that are strongly contaminated by superposed stellar spectra. The stellar features can trigger false BAL identifications because they do not match the typical QSO spectrum. We have omitted these sources (J012412.46 − 010049.8, J014349.15 + 002128.3, J024804.70+002357.0, and J073405.24 + 320315.2) from the catalog. Additionally, we are aware of one source, J114240.94 + 601550.5, that would be classified as a LoBAL QSO based on the spectra provided in SDSS DR3 and DR5. However, DR6 calibration has adjusted this spectrum and removed the BAL feature. We have omitted this source from the catalog and caution that, while such instances are rare, users should be aware of the latest calibration data for individual objects.

3. CATALOG DATA

The redshift and absolute i-magnitude (obtained from the DR5 catalog) are plotted for our BAL sources in Figure 2. In Table 1, we list the UV spectral properties for all QSOs in the DR5 catalog that show Si iv, C iv, Al iii, or Mg ii BALs identified by the procedures described in Section 2. Table 1 contains 5039 QSOs in all, with BI0 > 0 for 1083 BALs attributed to Si iv, 4664 BALs attributed to C iv, 391 BALs attributed to Al iii, and 332 BALs attributed to Mg ii. For each source with BI0 > 0 for at least one of these ions, we list the name, right ascension (R.A.), declination (using J2000 coordinates), and redshift given in the DR5 catalog. For each ion (Si iv, C iv, Al iii, and Mg ii), we list the measurements for BI, BI0, EW0, vmin, vmax, and fdeep (see below). Although it is, in principle, possible to calculate formal errors for BI and EW measurements, we do not report formal errors in the tables. The true error in these measurements is dominated by the continuum placement and the absorption trough shape, which in turn determines which spectral bins are included in BAL troughs. We therefore do not report formal errors, because they are an inaccurate measure of the complex factors involved.

Figure 2.

Figure 2. Large, dark squares show the absolute i-magnitude and redshift of the LoBALs (with Al iii or Mg ii BI0 > 0) in this catalog. Smaller, gray squares show the same for HiBALs or sources that did not have low-ionization regions in the SDSS bandpass and could therefore not be classified as HiBALs or LoBALs with certainty (see Section 1). For the region between the vertical dotted lines, the full Al iii and Mg ii BAL absorption regions are in the SDSS bandpass. BAL QSOs which are also in the LBQS are circled.

Standard image High-resolution image

Table 1. DR5 BAL Cataloga

DR5 Name R.A. (J2000) Decl. (J2000) z Si iv BI (km s−1) Si iv BI0 (km s−1) Si iv EW0 (Å) Si iv vmin (km s−1) Si iv vmax (km s−1) Si iv fdeep C iv BI (km s−1) C iv BI0 (km s−1) C iv EW0 (Å) C iv vmin (km s−1)
000013.80−005446.8 0.057505 −0.913004 1.84 0 276.6 −6.2 −2249 −4872 0.58 0 404.3 −9.9 −358
000038.65+011426.3 0.161078 1.240640 1.84 1733.2 1733.2 −15.9 −6778 −10295 0.75 2144.7 2144.7 −19.2 −5923
000046.41+011420.8 0.193415 1.239118 3.76 801.3 801.3 −8.2 −7157 −10537 0.61 5803.2 5803.2 −44.6 −4232
000051.56+001202.5 0.214856 0.200710 3.88 1008.6 1435.0 −12.4 −2423 −6701 0.74 2170.4 2759.8 −22.7 −2258
000056.89−010409.7 0.237056 −1.069386 2.11 842.1 1504.2 −12.5 −2214 −6700 0.65 1355.5 2353.8 −20.7 −1497
000013.80−005446.8 −3326 0.77 0 0 0       0 0 0    
000038.65+011426.3 −10544 0.85 0 0 0       0 0 0    
000046.41+011420.8 −19529 0.78 0 0 0                
000051.56+001202.5 −8054 0.86 0 0 0                
000056.89−010409.7 −8605 0.56 0 0 0       0 0 0    
000013.80−005446.8   1 1 0 0 0 0     1 3.7 −27.55 −27.38
000038.65+011426.3   0 0 0 0 0 0     0 2.9 −27.70 −27.49
000046.41+011420.8   1 1 0 0 0 0     0 4.2 −27.37  
000051.56+001202.5   0 1 0 0 0 0     0 4.6 −27.45  
000056.89−010409.7   1 0 0 0 0 0     0 4.7 −27.51 −27.15

Notes. aFor redshifts z ≲ 0.72, the SDSS spectrum does not extend below (rest frame) 2200 Å. Consequently, the UV continuum estimate is less certain, as the 2200–3000 Å region may have significant emission and absorption features that obscure the underlying continuum.

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

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The quantity EW0 is the rest-frame absorption equivalent width measured in BAL regions, i.e., in spectral bins which are part of a continuous absorption region ⩾ 10% below the continuum and > 2000 km s−1 wide. Narrower absorption troughs are not included in this measurement. We define vmax and vmin to be the outflow velocities corresponding to the shortest and longest wavelengths, respectively, in the BAL trough(s) of a given spectrum, where a BAL trough is any region for which the flux drops ⩾ 10% below the continuum for a velocity range of >2000 km s−1. For example, if a given spectrum has two C iv BALs extending from −20,000 to −15,000 km s−1 and from −8000 to −5000 km s−1, then for this source the C iv vmax = −20, 000 and vmin = −5000 km s−1. The quantity fdeep is defined to be the fraction of BAL bins that fall at least 50% below the continuum. (The definition of "spectral bin" is given in Section 2.)

We also report, for each ion, the EmLost and BALManyBadBins flags. For C iv we also report the BlueWingAbs flag. Finally, we report measured values of the monochromatic luminosities Lν(1400 Å) and Lν(2500 Å) (corrected for Galactic reddening), as well as SN1700, which we use to estimate the S/N associated with the measurement of C iv absorption. SN1700 is defined as the median of the flux divided by the noise (reported by the SDSS pipeline) for all spectral bins in the 1650–1750 Å region, using the intrinsic binning provided in the SDSS spectra. This wavelength region was selected to be (typically) free of strong absorption, but still near the C iv BAL region. SN1700 depends on many factors, including the integration time and the source redshift and luminosity; we use it simply to construct samples of QSOs that are less influenced by selection effects associated with low S/N.

We have used the same procedures to analyze additional spectra of DR5 QSOs that are available in the DR6 public database. These spectra provide one or more additional epochs of SDSS spectroscopy that can be used to study the variability of BALs on (rest-frame) timescales up to ≈ 1 yr. As previous studies of samples of BAL QSOs have shown, BALs commonly vary significantly on such timescales (e.g., Barlow 1993; Lundgren et al. 2007; Gibson et al. 2008b). However, we caution that BI measures can change dramatically due to small changes in a few spectral bins and, for this reason, BI and BI0 alone are not necessarily good metrics of variability. A full variability study should account for these issues as well as differences in S/N and calibration issues between epochs; such a study is beyond the scope of this work. In Table 2, we report the UV spectral properties measured for each available spectrum of any QSO that has at least one BAL with BI0 > 0 for any epoch. Additionally, we report the MJD, plate, and fiber numbers used to uniquely identify each spectrum. The MJD field is the modified Julian date of each SDSS observation.

Table 2. DR5 BAL Catalog Duplicate Spectra

DR5 Name R.A. (J2000) Decl. (J2000) z MJD Plate Fiber Si iv BI (km s−1) Si iv BI0 (km s−1) Si iv EW0 (Å) Si iv vmin(km s−1) Si iv vmax(km s−1) Si iv fdeep C iv BI (km s−1)  
000056.89−010409.7 0.237056 −1.069386 2.11 52203 0685 194 1233.8 1885.3 −14.1 −2145 −8632 0.36 1238.2  
001130.55+005550.7 2.877324 0.930756 2.31 52519 0686 603 259.4 259.4 −5.0 −2955 −6612 0.17 245.2  
001130.55+005550.7 2.877324 0.930756 2.31 52518 0687 339 76.6 76.6 −3.3 −4404 −6888 0.03 285.8  
001438.28−010750.1 3.659519 −1.130607 1.82 52518 0687 249 0 0 0       571.5  
001824.95+001525.8 4.603987 0.257193 2.43 51816 0390 386 1697.3 2522.0 −18.9 −1841 −7776 0.76 4371.1  
000056.89−010409.7 1988.4 −19.4 −1773 −8260 0.59 0 0 0       0 0  
001130.55+005550.7 866.8 −11.7 −1409 −6516 0.38 0 0 0       0 0  
001130.55+005550.7 943.4 −12.2 −1409 −6378 0.44 0 0 0       0 0  
001438.28−010750.1 571.5 −10.6 −3153 −6052 0.67 0 0 0       0 0  
001824.95+001525.8 5849.7 −39.2 −1538 −12162 0.82 9.7 9.7 −3.2 −3551 −5691 0.00 0 0  
000056.89−010409.7 0       1 1 0 0 0 0     0 4.4
001130.55+005550.7 0       1 1 0 0 0 0     0 9.5
001130.55+005550.7 943.4 0       1 1 0 0 0 0   0 9.8
001438.28−010750.1 0       0 1 0 0   0     0 7.0
001824.95+001525.8 0 0       0 0 0 0 0 0 0 0 4.0

Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.

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In Table 3, we list 118 DR5 QSOs that have the C iv BlueWingAbs flag set, but are not considered to have C iv BALs in this catalog. Because these QSOs have emission features that are not well matched by a single, symmetric Voigt profile, the absorption in these cases is more difficult to accurately determine. Small (and somewhat subjective) changes to the continuum placement for these QSOs can affect whether or not we measure BI0 > 0 in some cases.

Table 3. DR5 Non-BALs with C iv BlueWingAbs Flag Set

DR5 Name R.A. Decl. z
000058.77+003510.5 0.244895 0.586257 1.65
000124.23−093349.8 0.350965 −9.563839 1.63
000839.31−005336.8 2.163799 −0.893578 2.62
002018.74−104851.3 5.078088 −10.814263 1.64
003554.17−001353.0 8.975741 −0.231411 2.78
003841.36−004254.4 9.672349 −0.715120 1.55
004218.71+003237.1 10.577999 0.543640 3.06
005844.81−003934.1 14.686740 −0.659494 1.60
011202.98−103616.5 18.012429 −10.604590 2.06
011705.18+152931.7 19.271614 15.492161 1.85
011918.15−095239.0 19.825643 −9.877519 1.78
012802.66+000040.9 22.011116 0.011362 1.87
020755.76+011159.4 31.982337 1.199843 2.07
022430.17−004131.1 36.125713 −0.691996 1.67
022534.09+000347.8 36.392059 0.063296 1.73
022849.70−004550.4 37.207116 −0.764002 2.54
025103.47−064719.7 42.764498 −6.788819 1.94
030311.30+002051.3 45.797098 0.347600 1.76
030758.75+004259.0 46.994819 0.716413 2.52
032505.57−003445.5 51.273226 −0.579311 2.50
034000.92+001944.6 55.003860 0.329071 2.67
073157.88+365557.8 112.991170 36.932735 2.14
073453.93+422443.7 113.724745 42.412157 1.90
074136.49+385847.6 115.402070 38.979891 1.87
080024.41+160152.5 120.101736 16.031277 1.65
080937.80+421029.3 122.407505 42.174819 1.67
081145.52+052435.3 122.939672 5.409811 3.57
082107.11+360303.5 125.279636 36.050996 1.66
083314.24+482335.4 128.309371 48.393181 1.60
084951.46+383548.4 132.464419 38.596792 2.43
085507.83+061117.3 133.782626 6.188150 3.18
090351.08+535101.0 135.962844 53.850293 2.86
090539.53+330923.4 136.414726 33.156514 2.82
091002.53+422100.5 137.510549 42.350159 2.08
091053.58+563119.9 137.723266 56.522218 2.36
091342.48+372603.3 138.427000 37.434263 2.13
091520.41+041557.4 138.835061 4.265964 1.92
091545.38+083625.7 138.939124 8.607161 1.61
091741.60+594557.3 139.423349 59.765919 2.20
091835.40+051544.6 139.647508 5.262410 1.89
092316.08+325504.2 140.817004 32.917851 1.64
092550.48+264920.2 141.460340 26.822298 2.07
092830.60+101406.9 142.127503 10.235262 2.80
092940.75+321033.0 142.419819 32.175839 1.78
093330.53+362736.8 143.377235 36.460226 1.61
093433.86+565509.6 143.641090 56.919338 1.90
093753.26+381625.3 144.471948 38.273704 3.19
095108.76+314705.8 147.786534 31.784968 3.03
095317.39+281926.2 148.322488 28.323965 1.63
095722.81+622334.9 149.345077 62.393040 2.25
095805.67+375029.0 149.523629 37.841405 1.95
100145.01+511611.7 150.437550 51.269942 1.94
100247.30+451648.5 150.697102 45.280166 1.63
100425.66+444406.7 151.106926 44.735208 1.77
101303.73+434606.3 153.265570 43.768418 2.93
102259.79+010123.6 155.749157 1.023223 1.56
103227.63+612853.6 158.115135 61.481566 2.31
103403.87+380248.4 158.516153 38.046790 3.55
104157.94+473329.6 160.491423 47.558243 1.64
104212.55+404122.8 160.552321 40.689669 1.74
105216.05+485619.1 163.066878 48.938658 2.24
105332.47+293737.6 163.385319 29.627115 2.08
105623.71+384155.0 164.098806 38.698626 1.85
110249.51+013640.6 165.706317 1.611299 1.76
110312.88+120855.9 165.803696 12.148876 1.58
112249.43+002047.5 170.705996 0.346535 2.57
112745.14+633618.4 171.938114 63.605118 1.56
112813.92+494857.1 172.058017 49.815880 1.55
112906.44+064809.3 172.276850 6.802611 3.22
114817.70+135949.8 177.073777 13.997174 1.87
115701.92+562144.9 179.258005 56.362482 2.17
120720.58+644842.3 181.835781 64.811759 1.85
121005.00+125904.3 182.520873 12.984554 1.59
121538.55+340451.9 183.910634 34.081101 2.20
122145.26+412525.0 185.438614 41.423626 2.03
123437.37+062803.7 188.655710 6.467713 2.12
125215.26+475231.1 193.063601 47.875327 1.61
130140.58+544907.3 195.419119 54.818701 1.75
131234.56+011409.7 198.144034 1.236055 2.07
131936.87+114652.3 199.903666 11.781212 2.23
132707.05+313838.6 201.779411 31.644065 2.81
134556.93+612509.6 206.487213 61.419352 1.77
135249.81−031354.3 208.207550 −3.231758 4.75
135306.34+113804.7 208.276448 11.634643 1.62
140030.56+594229.7 210.127351 59.708277 1.92
141438.04+373357.1 213.658535 37.565878 1.57
141609.15+502925.5 214.038133 50.490434 1.73
142342.68+572410.5 215.927859 57.402930 1.66
142901.69+441358.6 217.257070 44.232945 1.62
143236.18+234914.4 218.150757 23.820679 2.94
143911.28+563855.3 219.797039 56.648710 1.64
144650.53+470814.3 221.710566 47.137309 1.69
144844.81+494834.8 222.186714 49.809694 2.07
145432.54+343523.9 223.635601 34.589985 1.61
145609.59+354908.5 224.039977 35.819048 1.61
145647.53+533539.5 224.198044 53.594306 1.62
150220.46+465233.5 225.585282 46.875985 4.26
150344.91+005026.8 225.937156 0.840782 1.88
151555.26+605156.0 228.980261 60.865565 1.86
152500.12+414336.8 231.250508 41.726898 1.89
152952.38+553346.8 232.468265 55.563016 2.94
154725.59+534814.5 236.856625 53.804052 1.87
155218.09+045635.2 238.075379 4.943133 1.57
160329.14+090218.2 240.871427 9.038390 4.74
162246.27+290054.1 245.692808 29.015031 2.15
162802.82+301219.1 247.011771 30.205308 2.44
163045.20+345924.5 247.688340 34.990159 3.36
163955.00+310048.6 249.979187 31.013525 1.72
164207.25+354306.0 250.530227 35.718337 2.33
164547.63+232824.6 251.448488 23.473525 1.86
165444.63+384808.6 253.685981 38.802401 1.73
210255.16−064112.2 315.729853 −6.686746 2.11
212957.88+100347.2 322.491177 10.063128 3.90
215002.70+011343.8 327.511251 1.228854 3.27
220116.75+125636.4 330.319831 12.943448 2.92
221347.32+001928.4 333.447208 0.324570 2.31
222339.21+003942.1 335.913409 0.661708 2.96
235833.49−110532.7 359.639563 −11.092431 1.98

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During the visual inspection process, we have identified BAL troughs that are likely associated with ions other than Si iv, C iv, Al iii, or Mg ii. In particular, Si iv BALs may be contaminated by C ii λ1335 Å, Al iii BALs by Si ii λ1808 Å, and Mg ii BALs by Fe ii absorption at rest wavelengths such as 2750, 2632, and 2414 Å. In Table 4, we list 92 BAL QSOs in our catalog that show visual evidence of probable contamination. In the table, we identify the ion for which BAL contamination is likely.

Table 4. BALs with Absorption from Other Ions

DR5 Name R.A. Decl. z Si iv Contam?a Al iii Contam?a Mg ii Contam?a
031856.62−060037.7 49.735942 −6.010475 1.82 1 1 1
074554.74+181817.0 116.478093 18.304736 1.84 0 0 1
074850.39+442439.0 117.209995 44.410834 1.20 1 0 1
080248.19+551328.9 120.700793 55.224706 2.24 0 0 1
080401.06+230922.5 121.004436 23.156270 1.84 1 0 1
080501.77+221409.7 121.257378 22.236030 0.46 1 0 0
081426.45+364713.5 123.610221 36.787098 0.48 1 0 0
081547.33+555154.0 123.947212 55.865010 1.44 0 0 1
083942.11+380526.3 129.925466 38.090666 0.95 0 0 1
084044.41+363327.8 130.185078 36.557738 1.84 0 0 1
084526.06+010332.2 131.358610 1.058945 1.89 0 0 1
084554.24+423003.5 131.476038 42.500991 1.85 1 0 0
085216.78+233916.8 133.069948 23.654686 0.70 0 0 1
085910.39+423911.2 134.793316 42.653126 1.25 0 1 1
090106.43+291128.5 135.276799 29.191262 0.55 1 0 0
090720.29+365050.1 136.834576 36.847253 0.99 1 1 0
092221.25+084312.8 140.588543 8.720224 0.77 1 0 1
093224.48+084008.1 143.102039 8.668921 1.14 1 0 1
093348.37+313335.2 143.451569 31.559805 1.80 1 0 0
094347.22+324314.2 145.946760 32.720627 1.09 1 0 0
101927.36+022521.4 154.864039 2.422628 1.52 0 0 1
102036.09+602339.0 155.150382 60.394179 1.22 0 0 1
102216.71+345929.6 155.569661 34.991574 1.84 0 0 1
102236.23+372241.4 155.650962 37.378175 2.12 0 0 1
102343.13+553132.3 155.929735 55.525657 1.55 1 0 0
102413.94+465355.3 156.058095 46.898705 1.31 1 0 0
103349.80+332812.0 158.457509 33.470003 0.95 0 0 1
103524.68+452008.4 158.852840 45.335676 2.19 0 1 0
103958.21+061119.7 159.992549 6.188832 0.44 1 0 0
112001.68+620459.6 170.007008 62.083230 1.44 0 0 1
112235.98+042228.2 170.649927 4.374512 3.76 0 1 0
112526.12+002901.3 171.358859 0.483701 1.14 0 0 1
112828.31+011337.9 172.117966 1.227217 2.64 0 0 1
113212.92+010441.3 173.053845 1.078150 3.88 0 0 1
113424.64+323802.4 173.602671 32.634015 1.32 0 0 1
113734.06+024159.3 174.391920 2.699808 2.76 1 1 0
114013.74+624156.3 175.057256 62.698984 1.41 1 0 0
114225.75+663237.4 175.607303 66.543737 1.18 1 0 0
115436.60+030006.3 178.652517 3.001775 1.46 0 0 1
120627.62+002335.3 181.615115 0.393165 2.11 0 0 1
123549.95+013252.6 188.958127 1.547953 2.55 0 0 1
123816.38+085146.8 189.568260 8.863020 1.09 0 0 1
124140.51+012228.4 190.418794 1.374580 1.90 1 1 0
124452.50+583427.6 191.218759 58.574354 1.65 1 0 0
125942.80+121312.6 194.928337 12.220168 0.29 0 0 1
130138.87+023137.4 195.411975 2.527074 2.08 1 0 0
131010.74−003007.2 197.544790 −0.502027 0.55 1 0 0
131935.61+152040.6 199.898379 15.344636 0.45 1 0 0
131957.70+283311.1 199.990434 28.553085 1.40 0 0 1
132139.86−004151.9 200.416109 −0.697774 0.42 1 0 0
134026.43+634433.1 205.110163 63.742535 0.53 1 0 0
134145.12−003631.0 205.438034 −0.608638 0.52 1 0 0
134417.40+125030.9 206.072505 12.841917 1.42 1 0 0
134818.03+423205.1 207.075135 42.534762 0.40 1 0 0
134934.14+245540.1 207.392268 24.927807 1.97 1 0 0
135246.37+423923.5 208.193219 42.656554 1.40 1 0 0
135421.82+380327.3 208.590946 38.057602 2.21 1 0 0
140419.53+342807.5 211.081378 34.468771 1.62 0 1 1
142010.28+604722.3 215.042863 60.789546 1.92 0 0 1
142216.85+091524.3 215.570224 9.256768 1.41 1 1 1
142321.84+063031.7 215.841033 6.508812 1.06 1 0 0
143015.56+634721.5 217.564840 63.789328 1.97 1 0 0
143156.30+432556.3 217.984602 43.432328 1.34 1 0 0
143751.16+530706.8 219.463185 53.118575 0.53 1 0 0
144002.24+371058.5 220.009350 37.182922 0.40 0 0 1
144406.69+331345.8 221.027888 33.229412 3.58 1 0 0
144424.55+013457.0 221.102292 1.582513 1.79 1 0 0
144800.14+404311.7 222.000614 40.719921 1.82 0 0 1
144838.74+563919.1 222.161437 56.655330 1.83 0 0 1
144849.30−013524.1 222.205440 −1.590050 0.93 1 1 1
145138.28+415401.0 222.909522 41.900296 1.34 1 0 0
145507.23+571651.8 223.780126 57.281080 2.64 0 0 1
145729.62+042655.7 224.373450 4.448831 1.20 0 0 1
150848.80+605551.9 227.203334 60.931090 0.36 0 0 1
154741.96+444340.0 236.924871 44.727790 1.17 1 0 1
155359.96+005641.4 238.499834 0.944841 2.31 1 0 0
155816.71+475645.5 239.569657 47.945992 1.27 1 1 0
160627.56+445503.2 241.614869 44.917573 1.44 1 0 0
160744.30+513736.2 241.934600 51.626749 2.21 1 1 0
161013.07+452850.3 242.554494 45.480643 0.65 1 0 0
163313.28+352050.8 248.305352 35.347462 2.15 0 0 1
165008.87+311734.7 252.536981 31.292988 1.96 1 0 0
170602.51+304424.8 256.510462 30.740228 1.45 1 0 0
170931.01+630357.2 257.379217 63.065902 1.27 0 0 1
171701.00+304357.6 259.254169 30.732683 0.55 0 1 1
172341.08+555340.5 260.921168 55.894597 1.76 1 1 1
210757.67−062010.6 316.990293 −6.336294 2.23 0 0 1
222700.62−075356.7 336.752603 −7.899091 1.02 0 0 1
223841.88+142154.9 339.674541 14.365252 3.06 1 0 0
224117.74−010218.6 340.323945 −1.038511 1.82 0 0 1
224207.43−093219.3 340.530964 −9.538706 0.81 1 0 0
235038.95+133816.3 357.662311 13.637877 1.65 1 0 0

Note. aA "1" indicates visual evidence of probable BAL contamination.

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We have searched the Chandra and XMM-Newton archives for targeted or serendipitous observations of BAL QSOs in this catalog. The data analysis for the X-ray observations is described in Section 4.6. We report in Table 5 the relevant X-ray properties for the 73 radio-quiet sources at z < 2.68 described in that section. The redshift cut ensures that the 2500 Å continuum flux can be accurately determined.

Table 5. X-Ray Source Information

SDSS Source ObsIda X-Ray Exposure (ks)b 0.5–2 keV Counts Source/BG 2–8 keV Counts Source/BG X-Ray Detected?c log(R*) log(L2keV)d αOXe ΔαOXe
001130.55+005550.7 0403760301 25.4 34/12.7 29/10.5 1 <0.70 26.33 −1.94(0.03) −0.25(0.03)
002331.21−011045.6 4079 1.9 2/0.6 2/0.7 0 <1.32 <26.76 <−1.50 <0.09
003135.56+003421.3 2101 6.7 32/0.4 10/0.7 1 <0.75 26.84 −1.71(0.03) −0.03(0.03)
004527.68+143816.1 6889 11.4 7/0.2 5/0.7 1 <0.54 25.62 −2.37(0.06) −0.62(0.06)
005025.13−005718.3 4825 13.0 16/1.2 12/2.7 1 <1.13 26.31 −1.81(0.05) −0.17(0.05)
005355.15−000309.3 4830 7.1 18/0.1 10/0.3 1 <0.56 26.16 −1.94(0.04) −0.27(0.04)
011227.60−011221.7 4832 5.9 2/0.1 7/0.3 1 <0.50 25.14 −2.36(0.08) −0.69(0.08)
024230.65−000029.6 344 47.4 12/3.0 20/2.6 1 <0.92 24.88 −2.44(0.06) −0.77(0.06)
024304.68+000005.4 0111200201 39.0 84/14.5 49/10.3 1 <0.64 26.72 −1.75(0.02) −0.08(0.02)
030000.57+004828.0 4145 4.7 1/0.7 0/0.5 0 <0.12 <24.92 <−2.33 <−0.70
034313.77+010336.9 5650 7.9 41/0.2 26/0.4 1 <0.73 26.58 −1.85(0.02) −0.16(0.02)
073739.96+384413.2 6888 10.5 8/0.1 4/0.3 1 <0.10 25.66 −2.23(0.07) −0.53(0.07)
075627.77+445836.4 3033 7.0 17/0.8 12/1.5 1 <0.79 26.52 −1.78(0.04) −0.12(0.04)
082859.97+500451.3 0303550901 17.0 81/61.6 98/87.3 1 <1.15 26.41 −1.76(0.03) −0.12(0.03)
083104.90+532500.1 5656 11.6 7/0.8 9/4.5 1 <0.39 25.87 −2.19(0.07) −0.47(0.07)
084044.41+363327.8 817 4.1 0/0.7 8/0.4 1 0.11 25.61 −2.27(0.06) −0.56(0.06)
084327.88+361723.2 532 8.1 5/2.7 6/5.8 0 <1.38 <26.38 <−1.58 <−0.01
084538.66+342043.6 818 4.2 40/0.2 12/0.3 1 <0.13 26.89 −1.91(0.03) −0.15(0.03)
090904.52−000234.5 5703 1.3 0/0.1 2/0.1 1 <1.44 26.28 −1.56(0.12) −0.02(0.12)
091251.87+591600.7 3034 9.8 1/0.2 1/0.2 0 <1.17 <25.55 <−1.91 <−0.34
091400.95+410600.9 509 9.1 2/2.4 3/3.7 0 <1.18 <26.14 <−1.78 <−0.17
092011.33+495404.0 6885 1.5 1/0.0 2/0.1 1 <0.16 26.17 −2.08(0.10) −0.36(0.10)
092138.45+301546.9 0150620101 15.8 7/4.1 13/3.2 1 <0.60 25.52 −2.14(0.08) −0.49(0.08)
093514.71+033545.7 5705 1.8 2/0.0 3/0.1 1 <0.10 26.32 −2.08(0.08) −0.34(0.08)
093918.07+355615.0 0021740101 34.0 8/6.3 7/10.8 0 <0.79 <26.13 <−1.93 <−0.27
094309.56+481140.5 0201470101 50.1 8/5.8 7/5.2 0 <0.91 <25.94 <−1.91 <−0.28
095110.56+393243.9 0111290101 21.2 11/7.6 9/7.5 0 <1.23 <26.24 <−1.65 <−0.08
095544.91+410755.0 5759 40.2 11/0.4 11/0.8 1 <1.08 25.07 −2.20(0.04) −0.59(0.04)
095944.47+051158.3 0204791101 15.3 11/18.8 16/8.1 1 <0.94 26.29 −1.71(0.04) −0.11(0.04)
100711.81+053208.9 6882 1.0 9/0.0 6/0.0 1 <−0.18 26.83 −2.05(0.06) −0.25(0.06)
104233.86+010206.2 4086 1.7 4/0.2 3/0.2 1 <0.72 26.73 −1.74(0.06) −0.07(0.06)
104705.07+590728.4 5028 71.1 40/1.9 175/8.2 1 <0.64 24.71 −1.88(0.00) −0.44(0.00)
110637.16+522233.4 0304071201 8.0 5/3.3 12/2.7 1 <0.98 26.02 −1.86(0.09) −0.24(0.09)
114111.61−014306.6 4146 10.0 12/0.2 11/0.4 1 <0.42 25.53 −2.11(0.06) −0.47(0.06)
120522.18+443140.4 4162 29.7 55/4.1 46/6.1 1 <0.77 26.25 −1.87(0.03) −0.22(0.03)
120550.19+020131.5 5700 2.1 8/0.1 2/0.1 1 <0.16 26.83 −1.92(0.07) −0.17(0.07)
120626.17+151335.6 4834 7.1 3/0.2 1/0.3 1 <0.68 25.61 −2.08(0.08) −0.44(0.08)
120924.07+103612.0 1764 1.2 3/-0.0 0/-0.0 0 0.15 <25.25 <−1.98 <−0.43
120945.11+454404.6 0033540601 12.5 5/4.8 8/5.8 0 <0.71 <26.52 <−1.76 <−0.11
121125.48+151851.5 2104 4.9 4/0.1 2/0.1 1 <0.54 25.95 −2.08(0.07) −0.39(0.07)
121205.30+152005.8 2104 4.9 21/1.0 5/2.2 1 <1.20 27.31 −1.34(0.04) 0.27(0.04)
121440.27+142859.1 2456 4.5 1/0.1 0/0.2 0 <0.31 <25.45 <−2.28 <−0.59
121930.95+104700.1 2106 4.6 1/0.2 5/0.2 1 <0.38 25.74 −2.14(0.07) −0.46(0.07)
122033.87+334312.0 2118 3.1 132/0.0 53/0.2 1 <0.68 27.59 −1.30(0.02) 0.33(0.02)
122637.02+013016.0 0110990201 28.6 24/6.0 8/6.0 1 <0.66 26.10 −1.88(0.05) −0.25(0.05)
122654.39−005430.6 4060 19.8 42/0.7 10/1.1 1 <0.68 26.58 −1.89(0.02) −0.19(0.02)
122708.29+012638.4 0110990201 28.6 10/4.3 6/3.7 1 <1.00 25.66 −2.01(0.07) −0.39(0.07)
122726.90−001003.9 4865 4.9 0/0.1 4/1.3 0 <0.86 <26.20 <−1.77 <−0.16
130136.12+000157.9 4862 4.9 4/0.6 4/0.9 1 <0.36 25.97 −2.10(0.09) −0.41(0.09)
133428.06−012349.0 2110 5.1 3/0.0 3/0.2 1 0.72 25.87 −2.23(0.07) −0.50(0.07)
133639.40+514605.2 0084190201 47.5 22/17.4 13/12.5 0 <1.03 <26.34 <−1.79 <−0.15
142412.13+054033.6 5177 3.0 7/0.1 3/0.7 1 <1.03 26.61 −1.61(0.10) −0.01(0.10)
142620.30+351712.1 3619 4.7 15/0.6 6/0.8 1 <0.77 26.85 −1.60(0.05) 0.04(0.05)
142640.83+332158.7 4255 5.0 0/0.1 1/0.3 0 <0.93 <25.74 <−1.91 <−0.32
142652.94+375359.9 542 8.1 11/0.5 9/1.0 1 <1.05 26.00 −1.83(0.06) −0.23(0.06)
143031.78+322145.9 4279 5.0 20/0.1 6/0.2 1 <0.96 27.20 −1.48(0.04) 0.16(0.04)
143117.93+364706.0 4126 3.9 7/0.0 3/1.0 1 <0.87 26.68 −1.70(0.06) −0.05(0.06)
143411.23+334015.3 4236 4.6 10/0.0 4/0.2 1 <1.09 26.57 −1.60(0.06) 0.00(0.06)
143513.89+484149.3 0110930401 9.1 22/3.1 12/3.1 1 <0.91 26.76 −1.61(0.03) 0.02(0.03)
143752.75+042854.5 5704 1.5 1/0.0 0/0.0 0 <0.17 <26.18 <−2.12 <−0.39
143853.36+354918.7 3596 4.6 6/0.1 1/0.2 1 <0.89 26.27 −1.73(0.06) −0.13(0.06)
144027.00+032637.9 4942 23.1 6/5.0 11/2.7 1 <0.87 25.14 −2.30(0.08) −0.64(0.08)
144625.48+025548.6 0203050801 7.9 3/2.2 6/3.4 0 <0.98 <26.58 <−1.65 <−0.03
144842.45+042403.1 6886 8.9 7/0.2 10/0.3 1 <0.08 25.41 −2.37(0.08) −0.65(0.08)
145002.34+421505.2 5717 4.3 1/0.0 1/0.7 1 <0.94 25.82 −1.97(0.13) −0.34(0.13)
154359.44+535903.2 822 4.5 61/0.2 18/0.2 1 <0.21 27.17 −1.81(0.03) −0.05(0.03)
155259.33+551033.9 0145450601 9.5 13/7.6 13/11.2 0 <1.33 <27.04 <−1.44 <0.17
155338.19+551401.9 0145450601 9.5 16/5.6 14/8.7 1 <0.76 26.25 −1.81(0.06) −0.18(0.06)
221511.93−004549.9 4147 4.6 0/0.1 0/0.3 0 <−0.17 <24.73 <−2.71 <−0.96
234810.54+010551.3 861 23.2 65/2.4 15/4.0 1 <1.13 26.68 −1.55(0.02) 0.05(0.02)
235251.16−001950.4 2115 5.8 7/0.4 1/1.4 1 <1.15 26.41 −1.70(0.06) −0.09(0.06)
235253.51−002850.4 2115 5.8 0/0.1 0/0.3 0 <0.68 <24.72 <−2.42 <−0.78
235759.42−000420.5 0303110801 9.5 8/5.1 6/4.9 0 <1.42 <26.49 <−1.50 <0.05

Notes. aThe Chandra or XMM-Newton observation identification number. Ten-digit numbers correspond to XMM-Newton observations, while shorter numbers correspond to Chandra observations. bThe effective X-ray exposure reported by the CIAO or SAS toolchains for the extraction of the source region. cA "1" indicates an X-ray detection based on the technical criteria in Section 4.6; "0" indicates no detection. dThe monochromatic luminosity is in units of erg s−1 Hz−1. eThe error, assumed to be dominated by the error on X-ray luminosity, is reported in parentheses.

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4. ANALYSIS AND DISCUSSION

In the following sections, we briefly analyze the absorption and emission properties of BAL QSOs and discuss some physical implications of these properties. Because BALs can appear at a range of velocities, we consider only QSOs at redshifts sufficiently high that the entire velocity range (defined to be −25,000 to 0 km s−1) is visible in the SDSS spectra. For the various ions we consider, these redshift ranges are: 1.96 ⩽ z ⩽ 5.55 (Si iv), 1.68 ⩽ z ⩽ 4.93 (C iv), 1.23 ⩽ z ⩽ 3.93 (Al iii), and 0.48 ⩽ z ⩽ 2.28 (Mg ii). Catalog users who wish to conduct statistical studies of BAL properties should, in most cases, apply similar redshift criteria when selecting their samples to ensure that additional BAL absorption is not missed because it falls outside the SDSS spectral bandpass. Similar bandpass constraints are necessary when assembling a sample of QSOs that are required to be free of BAL features.

4.1. BAL QSO Reddening

Previous studies have found that BAL QSOs are redder than non-BAL QSOs, with LoBALs even redder than HiBALs (e.g., Weymann et al. 1991; Brotherton et al. 2001; Reichard et al. 2003; Trump et al. 2006). In order to investigate reddening in DR5 BAL QSOs, we measure the ratio of the continuum flux densities (in erg s−1 cm−2 Hz−1) at 1400 Å and 2500 Å. (The continuum flux densities are calculated from the continuum fit alone, with emission lines excluded from the model. The continuum-fitting procedures described in Section 2 should make continuum placement relatively independent of line emission and/or absorption.) This ratio, RredFν(1400 Å)/Fν(2500 Å), is plotted in Figure 3 for HiBAL, LoBAL, and non-BAL QSOs at 1.96 ⩽ z ⩽ 2.28. The distribution of Rred for HiBALs is similar to that of non-BALs, but shifted to lower Rred. The distribution for LoBALs is much broader and shifted to even lower Rred.

Figure 3.

Figure 3. Distribution of the ratio RredFν(1400 Å)/Fν(2500 Å) for QSOs with no BALs (thin solid line), for HiBAL QSOs (thick solid line), and for LoBAL QSOs (thick dotted line). The distributions for the BAL QSOs have been renormalized to match the area under the non-BAL QSO distribution for easy comparison.

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Lower Rred values could be due to increased dust reddening, a different shape for the underlying continuum emission, or a combination of both factors. The median value of Rred is 0.75 for non-BAL QSOs, 0.64 for HiBAL QSOs, and 0.30 for LoBAL QSOs. If we assume that all QSOs have similar emission continuum slopes and the differences are attributed completely to SMC-like dust reddening, HiBAL QSOs have a typical E(BV) ≈ 0.023 and LoBALs have E(BV) ≈ 0.14 compared to non-BAL QSOs. The E(BV) value for HiBALs agrees with that found by Reichard et al. (2003), while the LoBAL reddening is somewhat stronger in our sample than the value of 0.077 reported in that study. The difference between HiBAL and LoBAL reddening is ΔE(BV) ≈ 0.117, similar to the value E(BV) ≈ 0.1 found by Sprayberry & Foltz (1992).

4.2. Fraction of BAL QSOs in SDSS

The observed fraction of BAL QSOs in optical surveys differs from the intrinsic fraction due to selection effects (e.g., Hewett et al. 1995; Krolik & Voit 1998; Reichard et al. 2003; Dai et al. 2008; Knigge et al. 2008). Because BAL QSOs are redder than non-BAL QSOs (Section 4.1), they are rejected in magnitude-limited surveys at a higher rate than less-reddened QSOs of the same intrinsic luminosity. Furthermore, color selection criteria may incorrectly classify BAL QSOs due to the influence of absorption on BAL QSO colors. BAL identification is also dependent on the S/N of the spectrum, because bins in the middle of a broad absorption feature can randomly rise above the 90% continuum level and prevent the formal identification of a BAL. At lower S/N, this occurs more frequently. False identifications can also occur when the S/N level is low, due to continuum misplacement or flux levels randomly falling below the required threshhold for BAL identification.

Figure 4 shows the fraction of QSOs with C iv BALs as a function of SN1700. Each point in the plot represents the fraction of BAL QSOs in a bin of 2000 QSOs arranged in order of increasing SN1700. The x coordinate of each point represents the center of the bin. The "error bars" represent 1σ limits on the fractions calculated using a binomial distribution. We show the observed fractions of cases with BI>0 and also for the larger class with BI0 > 0. The observed fraction of cases with BI0 > 0 rises with SN1700 to ≈ 15% at higher S/N levels. The difference in BAL fractions may not be attributable to S/N alone, as SN1700 is correlated with the observed flux and also the QSO luminosity.

Figure 4.

Figure 4. Fraction of BALs observed in samples of 2000 QSOs as a function of SN1700, the median S/N for spectral bins in the 1650–1700 Å range. The filled circles indicate C iv BALs with BI0 > 0 and the open squares indicate C iv BALs with BI>0. The error bars represent 1σ confidence regions generated using binomial statistics. Note that SN1700 is not independent of the source luminosity (Section 4.2).

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At redshifts z < 2.3, the SDSS color selection criteria are relatively unaffected by BAL absorption, and the typical level of reddening for BAL QSOs causes them to be ∼ 0.15 to 0.2 mag fainter than non-BAL QSOs (Reichard et al. 2003; Knigge et al. 2008). In order to estimate the intrinsic fraction of BAL QSOs, we have identified all optically selected QSOs with SN1700 ⩾ 9, i ⩽ 18.5, and 1.68 ⩽ z ⩽ 2.3. We call this set of QSOs subsample S0. The S/N cut minimizes the tendency of BALs to go undetected in low-S/N spectra. The i-magnitude cut is brighter than the SDSS limit to allow us to examine BAL QSOs that are fainter than the parent sample due to excess reddening. The lower limit on redshift ensures that the full C iv absorption region is in the SDSS spectral bandpass, and the upper redshift limit represents the point at which SDSS selection effects begin to significantly bias the observed BAL fraction (Reichard et al. 2003). We have additionally required that the QSOs in subsample S0 be selected for SDSS spectroscopy purely on optical grounds, in order to remove any bias due to specially targeting radio- or X-ray-bright QSOs.

Of the 3427 QSOs in S0, 455 have C iv BI>0 and 519 have BI0 > 0. This corresponds to BAL fractions of 13.3% (±0.6%) and 15.1% (±0.6%), respectively. The stated errors are 1σ ranges calculated from the binomial distribution, but do not include additional error due to inaccuracies in the estimates of BAL QSO selection effects in the SDSS.

These numbers do not account for the fact that BAL QSOs tend to be redder than non-BAL QSOs, and therefore more likely to be excluded in a flux-limited sample. If we make the assumption that BAL QSOs are drawn from a parent population Δmi-magnitudes brighter, we can estimate the intrinsic BAL fraction by comparing the number of BAL QSOs with 18.7 ⩾ i ⩾ 17.7 to non-BAL QSOs with 18.7 − Δmi ⩾ 17.7 − Δm. For Δm = 0.16 (corresponding to E(BV) = 0.023 at 2500 Å), the intrinsic C iv BAL fractions are 16.4 ± 0.6% (BI>0) and 18.5 ± 0.7% (BI0 > 0), respectively. However, because the number of DR5 QSOs per unit magnitude is a rapidly increasing function of i-magnitude, these fractions are highly dependent on the idealized assumption that we can directly compare BAL QSOs to a (presumed) parent population Δmi-magnitudes brighter. A similar method was used by Hewett & Foltz (2003) to obtain a fraction of 22 ± 4% for the LBQS BAL sample. Our estimated BAL fraction agrees reasonably well with those from surveys of QSOs identified in other wavebands such as the radio (18 ± 4%; Becker et al. 2000) and infrared (20 ± 2%; see Section 6 of Dai et al. 2008).

It has been previously suggested that more luminous QSOs are more likely to show BALs in their spectra (Ganguly et al. 2007). In order to test for luminosity dependence of the intrinsic BAL fraction, we have divided subsample S0 into two groups depending on whether the monochromatic luminosity at 2500 Å is greater or less than the median value of 1.81 × 1031 erg s−1 Hz−1. We find that 231 (264) of the 1713 lower luminosity QSOs have BI>0 (BI0 > 0), compared to 224 (255) of the 1714 QSOs in the higher luminosity group. A Kolmogorov–Smirnov test finds no indication of differing distributions of BI0 for the higher and lower luminosity subsamples. We therefore do not find any significant dependence of the BAL fraction on luminosity in sources with SN1700 ⩾ 9. However, we note that the luminosity range of our S0 sample is rather small, with 1031Lν(2500 Å) ≲ 6 × 1031 erg s−1 Hz−1 in most cases, and a larger luminosity baseline is needed to test this result more sensitively. In particular, we note that Brandt et al. (2000) reported (in their Section 8.1) an observed BAL fraction of only 6 ± 2% for the 87 QSOs at z < 0.5 in the Bright Quasar Survey (BQS; Schmidt & Green 1983). These QSOs are generally less luminous than the SDSS QSOs in our sample, suggesting that the BAL fraction may be luminosity-dependent over luminosity ranges wider than that of our SDSS sample.

4.3. Distribution of BI for Si iv and C iv

Figure 5 shows the distributions of BI0 for 345 BALs of Si iv (top panel) and 1603 of C iv (bottom panel). In each case, we have considered only QSOs at redshifts sufficiently large that the entire potential absorption region (out to −25,000 km s−1) is in the SDSS bandpass (Section 4). The distributions are not strongly affected by spectral S/N, in the sense that a Kolmogorov–Smirnov test finds no significant difference between the distributions of BI0 for the full sample and for a high-S/N subsample (scaled and plotted with a dotted line in Figure 5), which has SN1700 > 9.

Figure 5.

Figure 5. Top panel: the distribution of BI0 for Si iv BALs at z > 1.96. The solid line shows the distribution for all BALs, while the dotted line shows the distribution for QSOs with SN1700 > 9, scaled to match the area of the full distribution. Bottom panel: same as the top panel, but for C iv BALs at z > 1.68.

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Stacking BAL spectra in groups ordered by BI0 can provide a qualitative picture of trends that distinguish strong BALs from weaker BALs. For illustrative purposes, we have constructed median and mean spectra of BAL QSOs with SN1700 ⩾ 9 at a range of BI0 values. First, we arranged all BAL spectra with SN1700 ⩾ 9 in order of increasing BI0. We divided this ordered set of spectra into four groups of equal size (111 per group for Si iv, 400 per group for C iv), so that each group represents a unique range of BI0. We divided each individual spectrum by its emission model to construct an absorber "transmission spectrum," and rebinned these spectra to a common grid. Finally, for each wavelength bin at wavelength λ in the grid, we determined the median, M(λ), of all the transmission spectra in a given group. Plots of the median and mean spectra M(λ) are shown for each group in Figure 6 (for Si iv BALs) and Figure 7 (for C iv BALs).

Figure 6.

Figure 6. Median (solid line) and mean (dotted line) rest-frame spectra of the absorber transmission for Si iv BALs with BI0 > 0. Spectra with Si iv BALs were sorted by BI0 and divided into four groups of 111 objects. Each spectrum was divided by its emission model and rebinned to a common wavelength grid. The spectra for each group are plotted in order of increasing BI0. The local maxima at shorter wavelengths are attributable to unmodeled emission lines such as O i λ1306 and C ii λ1335. The vertical dotted lines mark the wavelengths of these two lines.

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Figure 7.

Figure 7. Median (solid line) and mean (dotted line) rest-frame spectra of the absorber transmission for C iv BALs with BI0 > 0. Spectra with C iv BALs were sorted by BI0 and divided into four groups of 400 objects. Each spectrum was divided by its emission model and rebinned to a common wavelength grid. The spectra for each group are plotted in order of increasing BI0.

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Two local maxima seen at ≈ 1305 Å and ≈ 1335 Å in the median spectra for Si iv BALs (Figure 6) are likely due to unmodeled emission from lines such as O i λ1306 and C ii λ1335. Apart from the effects of unmodeled emission, the median spectra for Si iv and C iv BALs are qualitatively similar. The broad, shallow features in the median spectra for the low-BI0 groups reflect a tendency for weaker BALs to appear at a wide range of velocities. Stronger BAL absorption tends to appear at lower outflow velocities.

4.4. Distribution of vmax and vmin

Figure 8 shows the distribution of vmax and vmin values for 344 Si iv and 1603 C iv BALs with SN1700 ⩾ 9 and BI0 > 0. The distribution for Si iv drops at outflow velocities of about −15,000 and −20,000 km s−1. These drops are attributable to BAL troughs that would otherwise terminate near these velocities being filled in by the emission features mentioned in Section 4.3. We also show the distribution of |vmaxvmin| for the same BALs in Figure 9. Note that, by definition (Section 3), the velocity range between vmax and vmin may include relatively unabsorbed regions in cases with multiple BAL troughs for a single ion. Although BAL absorption can cover a wide velocity range, narrower troughs (< 5000 km s−1) are more common.

Figure 8.

Figure 8. Top panel: the distribution of vmax (solid line) and vmin (dotted line) for Si iv BALs with SN1700 > 9. Bottom panel: same as the top panel, but for C iv.

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Figure 9.

Figure 9. Top panel: the distribution of |vmaxvmin| for Si iv BALs with SN1700 > 9. Bottom panel: same as the top panel, but for C iv.

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Previous studies have found that BAL maximum outflow velocities are correlated with QSO UV luminosities, as might be expected if BAL outflows are accelerated by radiation pressure (Laor & Brandt 2002; Ganguly et al. 2007). In order to test this conclusion, we have taken the set of 1239 QSOs with 1.68 ⩽ z ⩽ 2.68, C iv BI0 > 0, and SN1700 ⩾ 9, and divided it into two subsamples, depending on whether the monochromatic luminosity at 2500 Å falls above or below the median Lν(2500 Å) ≈ 1.38 × 1031 erg s−1 Hz−1.14 The median (mean) value of Lν(2500 Å) for the higher luminosity subsample is 2.05 × 1031 (2.53 × 1031) erg s−1 Hz−1, and for the lower luminosity subsample it is 1.06 × 1031 (1.04 × 1031) erg s−1 Hz−1.

We have plotted the distributions for vmin and vmax for the lower- and higher-luminosity samples in Figure 10. While the distribution of vmin appears to be unrelated to the source luminosity, the distribution of vmax differs significantly (at > 99.99% confidence) between the lower and higher luminosity subsamples. Compared to the lower luminosity subsample, the higher luminosity QSOs have fewer BALs with |vmax| < 15, 000 km s−1 and more BALs with |vmax|>15, 000 km s−1. In fact, a Spearman rank correlation test finds a highly significant correlation (at > 99.99% confidence) between Lν(2500 Å) and vmax for the full sample. If radiation pressure contributes significantly to accelerating the BAL outflow (e.g., Murray et al. 1995), we would expect to see such trends. As noted in Section 4.2, the luminosity range covered by our sample is limited; stronger effects may be observable with samples covering a wider range of L2500.

Figure 10.

Figure 10. Top panel: the distribution of C iv BAL vmin for lower-luminosity (solid line) and higher-luminosity (dotted line) QSOs with SN1700 > 9. Bottom panel: same as the top panel, but showing the distribution of vmax.

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We caution that low-S/N sources can have BALs obscured due to statistical noise. This effect could lead to a false trend in which lower luminosity (lower S/N) sources have lower values of vmax due to obscuration of the higher velocity region of the BAL. We have applied a simple cut to our sample (SN1700 ⩾ 9) to limit the effects of low S/N.

It has previously been observed that BALs associated with different ions can have different absorption profiles (e.g., Voit et al. 1993). Here, we briefly compare Si iv and C iv BAL properties using a large sample of SDSS BAL QSOs. There are 798 QSOs in our catalog that have BI0 > 0 for both Si iv and C iv absorption and are also at high enough redshift (z > 1.96), so that Si iv absorption could be detected up to |vmax|≈ 25,000 km s−1. In Figure 11, we plot Si iv vmin against C iv vmin for sources with SN1700 > 9, and in Figure 12 we do the same for vmax. From these figures, we see that vmin is well correlated between the two ions. This supports the general identification of BAL absorption blueward of 1400 Å with Si iv, rather than extremely high-velocity C iv absorption. Si iv tends (with some exceptions) to have equal or greater values of |vmin| than C iv does, and also equal or lesser values of |vmax|. At outflow velocities |v| ≳ 15, 000 km s−1, the Si iv BAL trough can be truncated by unmodeled emission (such as C ii λ1335); however, the effect is also seen for cases with lower values of C iv |vmax|. Additional unmodeled emission may be affecting the Si iv trough even at lower outflow velocities, but strong lines are not typically seen at these wavelengths in the AGN spectra, and according to theoretical line lists (e.g., Verner et al. 1996), even stronger line emission would be noticeable from the same ions in other spectral regions.

Figure 11.

Figure 11. Si iv BAL vmin plotted against C iv BAL vmin for QSOs with SN1700 > 9 and BI0 > 0 for both Si iv and C iv. The solid line indicates where vC IV = vSi IV.

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Figure 12.

Figure 12. Si iv BAL vmax plotted against C iv BAL vmax for QSOs with SN1700 > 9 and BI0 > 0 for both Si iv and C iv. The solid line indicates where vC iv = vSi iv.

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Visual inspection indicates that the narrower Si iv troughs can, in some cases, be attributed to the fact that Si iv troughs are shallower and may be categorized as narrower because their high- and low-velocity regions lie above the 90% continuum line due to a sloping trough shape or spectral noise. If the trough depth is governed by the geometric covering factor, this points to geometric differences between the C iv and Si iv absorbers. For stronger Si iv BALs, differences in outflow velocities also suggest differences in the outflow structure. Studies of individual sources have found that the outflow geometry can differ for ions of various elements (e.g., Arav et al. 1999a, 1999b). Our results for a large sample of BAL QSOs indicate that BAL outflows do, in general, show some ion-dependent structure, if we assume that trough depths are dominated by outflow structure.

We have visually inspected the less-common cases in which the Si iv |vmin| is less than that of C iv. In some cases, there is broad absorption at lower velocities for C iv that was not formally detected as a BAL; a less-restrictive measure of identifying broad absorption features would not classify these sources as outliers. In other cases, the BAL troughs are indeed unusual; in particular, we cannot rule out the possibility that extremely high-velocity C iv BALs are being misclassified as low-velocity Si iv absorption. We have also visually inspected cases where the Si iv |vmax| is much larger than that of C iv. The high-velocity absorption attributed to Si iv is typically in the 1330–1340 Å range, and is therefore likely due to contamination by C ii λ1335, as discussed in Section 2.

4.5. Distribution of C iv Emission

Trump et al. (2006) found that the BAL QSOs in their catalog tended to match emission templates with broader line emission than for non-BAL QSOs, and Richards (2006) has suggested that BAL QSOs may be drawn from a parent sample of QSOs with larger C iv blueshifts and weaker C iv emission. To test the hypothesis that C iv emission is different in BAL QSOs, we constructed two QSO subsamples. For each subsample, we required that z ⩾ 1.68, so that the entire C iv absorption region (out to −25,000 km s−1) is visible in the SDSS bandpass, and also that SN1700 > 9, in order to ensure that the spectra have high S/N. We also required that the EmLost flag be false for C iv, and that vmin for any BALs present be <−10, 000 km s−1. These samples consist of 369 C iv BAL QSOs and 9597 non-BAL QSOs. While these sources may not, in principle, be completely representative of all BAL QSOs, selecting BALs detached from the C iv emission lines is necessary to ensure that BALs are not noticeably affecting C iv line emission. However, we are only using 23% of the available BAL QSO population, and if QSOs having BALs with higher values of |vmin| are somehow physically different from the rest of the BAL QSO population, our result will not represent the entire BAL QSO population. We note that Turnshek et al. (1988) identified a small sample of three BAL QSOs having strong, smooth C iv BALs with vmin ≈ 0 km s−1 and found that they had emission-line characteristics differing from those of QSOs with significantly detached BALs. Further study of this subject will clearly be valuable, but is outside the scope of the current work.

Figure 13 shows the distribution of C iv emission equivalent width (EW) for BAL and non-BAL QSOs in our subsamples, while Figure 14 shows the distributions of C iv FWHM. The distribution of EWs is clearly different between the two groups, with BAL QSOs having weaker C iv emission EWs. A Kolmogorov–Smirnov test confirms the difference at > 99.99% confidence. On the other hand, we find no visual or statistical evidence that the distribution of FWHMs differs. We caution in this case that we have fit line cores and not accounted for (often weakly constrained) emission features in the red and/or blue wings of the line. If the emission in the line wings or line emission from other ions differs between BALs and non-BALs (e.g., Reichard et al. 2003), we would not be sensitive to these effects.

Figure 13.

Figure 13. C iv λ1549.5 model emission line EW for BAL QSOs (solid histogram) and non-BAL QSOs (dotted histogram). The BAL distribution has been scaled by a constant for easy comparison. We considered only QSOs with z ⩾ 1.68 and SN1700 > 9 to ensure that the entire C iv absorption region (out to −25,000 km s−1) was available and that spectra had high S/N. The x-axis is logarithmic.

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Figure 14.

Figure 14. Same as Figure 13, but showing the C iv emission-line FWHM.

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For non-BAL QSOs, the C iv emission EW is related to the UV luminosity according to the well-known Baldwin effect (Baldwin 1977), with log (EW) ≡ AB + β log (LUV) and β ≈ −0.2 (e.g., Kinney et al. 1990; Wilhite et al. 2006). If BAL QSOs are derived from a parent population with higher intrinsic UV luminosities than we observe (perhaps because excess UV absorption reddens BAL QSOs; Section 4.1), and if the Baldwin effect in BAL QSOs is based on the intrinsic (e.g., prereddened) luminosity, then the Baldwin effect would lead to weaker emission EWs in BAL QSOs compared to non-BAL QSOs of the same observed UV luminosity.

We have measured the Baldwin effect relation for BAL and non-BAL QSOs separately. To do this, we ordered by L2500 the samples of BAL and non-BAL QSOs used to generate Figure 13 and divided them into groups of size 50 (BALs) or 200 (non-BALs). For each group, we record the median L2500 and C iv EW. The points in Figure 15 show these values for the sample of BAL QSOs. Fitting these points for the BAL QSOs, we find AB = 7.291 ± 1.40 and β = −0.188 ± 0.045; this fit is shown in the figure with a solid line. For non-BAL QSOs, we find AB = 7.830 ± 0.437 and β = −0.203 ± 0.014; this fit is shown as a dotted line for comparison. For clarity, we do not plot the non-BAL data points; they are well represented by the fit line. Both logarithmic slopes are consistent with those previously found for the Baldwin effect, but the normalization for the BAL sample is smaller. Fitting the median EW values reduces the influence of a significant number of outlying sources with extremely weak C iv emission. If we fit directly the EW and L2500 values for the full samples, we obtain similar results but with slightly steeper logarithmic slopes of β = −0.24 ± 0.01 and β = −0.27 ± 0.05, respectively.

Figure 15.

Figure 15. Filled squares indicate the median log(L2500) and median log(C iv EW) for luminosity-ordered subsamples of 50 BAL QSOs with C iv BI0 > 0 and SN1700 > 9. The rectangles surrounding the filled squares indicate the range of the central two quartiles in EW. The solid line indicates the best fit to these points. The dotted line indicates a fit to a similarly-constructed set of subsamples of non-BAL QSOs.

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If BAL continuum emission is absorbed compared to non-BAL QSOs, but the C iv emission is unaffected by absorption, we would expect BAL QSOs to have generally larger emission EWs than non-BAL QSOs, contrary to what we observe in Figure 13. If both the line and continuum emission are equally absorbed, the EWs would be unchanged, but continuum luminosities would be fainter. This would shift leftward the trend of EW against L2500 plotted in Figure 15. However, a rather large shift is required to explain the discrepancy between BAL and non-BAL fit lines in the figure: L2500 would have to change by a factor of ≈ 2. This is much larger than typically observed for BAL QSOs (Sections 4.1 and 4.2). While BAL QSOs exhibit a Baldwin effect, it appears that this effect alone does not account for the difference observed between BAL and non-BAL QSO C iv emission EWs.

Since we have only considered BAL QSOs that do not have strong BAL features obscuring the emission-line regions, it is not obvious why BAL QSOs should have significantly different C iv emission-line properties from non-BAL QSOs. It may be that the BAL absorber or other absorbers associated with the BAL outflow along the line of sight partially obscure the broad emission-line region (BELR). The low-velocity absorption profile would have to be broad and smooth, so that significant deficits in the line emission profile were not detected as BALs. More complex scenarios may also be constructed to account for the effects of viewing, at different orientation angles, the anisotropic emission-line radiation from the disk and the BAL outflow (e.g., Krolik & Voit 1998). Additional orientation-dependent effects may be introduced as the emission is absorbed and scattered by material (including the BAL outflow itself) in the QSO nucleus.

Alternatively, the decreased emission in BAL QSOs could be due to ionization effects. For example, if the ionization state of the emission-line region were lower for BAL QSOs than for non-BAL QSOs, perhaps due to the presence of additional absorbing material in BAL QSOs that blocks ionizing photons from the emission-line region, then emission from highly ionized species such as C iv could be inhibited in such cases. In fact, a preliminary analysis of our data indicates that the ratio of C iv to C iii emission EWs is significantly (> 99.99% confidence) lower for BALs than for non-BAL QSOs, which could indicate that the BELR gas is at a lower ionization state in BAL QSOs. However, this effect could be explained by other factors besides ionization differences between BAL and non-BAL QSOs. Further study is therefore needed to determine the extent and physical implications of any differences between broad line emission in BAL and non-BAL QSOs.

4.6. X-ray Properties of BAL QSOs

The UV and X-ray luminosities of QSOs are correlated (e.g., Avni & Tananbaum 1982). Recent studies have carefully quantified the UV/X-ray luminosity relation across ≈ 5 orders of magnitude in UV luminosity (e.g., Strateva et al. 2005; Steffen et al. 2006; Just et al. 2007). This relation is usually expressed in terms of the logarithm of the ratio between the monchromatic luminosities Lν at 2 keV and 2500 Å with the parameter

Equation (2)

For typical QSOs, αOX is a function of L2500, the monochromatic luminosity at 2500 Å. Just et al. (2007) found

Equation (3)

Equation (3) enables quantitative measurement of how the X-ray luminosity of a given QSO differs from that expected for a typical QSO of the same UV luminosity. This difference is parameterized by

Equation (4)

where αOX is the value observed for a particular source observed to have a UV luminosity of L2500, and αOX(L2500) is determined for a typical QSO from Equation (3). For example, ΔαOX = −0.4 corresponds to X-ray weakness by a factor of ≈ 11 with respect to typical QSOs of the same UV luminosity, and ΔαOX = −0.9 corresponds to X-ray weakness by a factor of ≈ 220.

Many SDSS QSOs have been observed in targeted or (typically) serendipitous observations with Chandra or XMM-Newton. As part of a study to determine the X-ray properties of non-BAL QSOs, we implemented semiautomated processes to identify such sources and obtain X-ray flux densities from data available in the Chandra and XMM-Newton archives. These procedures are described in detail in Gibson et al. (2008a). Briefly, we determined which SDSS QSOs fell on Chandra ACIS or XMM-Newton MOS/pn chips and reduced these data to obtain source and background spectra in each case. We then used the Cash statistic to fit a broken power law to each unbinned spectrum, with the power-law break set at (rest-frame) 2 keV. From this fit, we determined the flux density at 2 keV, Fν(2 keV). We determined upper and lower limits on Fν by adjusting the power-law norm and refitting the remaining spectral parameters until the Cash statistic C changed by ΔC = 1.

We used Poisson statistics to determine whether a source was detected (based on expected background count rates) at > 99% confidence in either the observed-frame full (0.5–8 keV), soft (0.5–2 keV), or hard (2–8 keV) bands. High angular resolution is essential to "resolve away" the X-ray background and maximize the rate of source detections. The excellent resolution and astrometric precision of the Chandra ACIS instrument allowed a high source detection rate even for short exposure times and high off-axis angles. For this reason, in cases where a source was observed multiple times, we selected (in an unbiased way) the longest Chandra ACIS exposure as most representative of source properties. If Chandra ACIS observations were not available, we selected the longest XMM-Newton MOS camera observation to determine X-ray fluxes. We prefer the MOS to the pn camera because the MOS is more effective at "resolving away" the background, resulting in a superior detection fraction for these faint sources.

QSOs with strong radio emission are well known to be relatively X-ray bright (e.g., Worrall et al. 1987; Brinkmann et al. 2000). We wish to identify such sources, so that we can understand the emission and absorption processes of BAL QSOs without the added complexity of enhanced X-ray emission that may be associated with a radio jet. For sources observed in the FIRST radio survey (Becker et al. 1995), we obtain the 1.4 GHz core flux densities from the DR5 QSO catalog. For sources that were not covered by the FIRST survey, we used 1.4 GHz flux densities obtained from the NVSS survey (Condon et al. 1998). We estimate the monochromatic luminosity at 5 GHz assuming that the radio flux follows a power law with a spectral index α = −0.8. We then calculate the radio-loudness parameter (e.g., Sramek & Weedman 1980; Kellermann et al. 1989),

Equation (5)

We classify sources with log (R*) ⩾ 1 as "radio-loud" and all other sources as "radio-quiet." Values of log (R*) (or the upper limit on log (R*)) are given in Table 5. In some cases, the radio observations may not be sufficiently sensitive to reach to log (R*) = 1, but even so these cases are small in number and are not extremely radio-bright (see the discussion in Gibson et al. (2008a). Throughout this section, we only consider radio-quiet sources. A detailed study of the X-ray properties of radio-loud BAL QSOs is being conducted separately (B. Miller et al. 2009, in preparation).

In this work, we consider only those sources that are within 10' of the telescope pointing. At larger off-axis angles, the angular resolution is significantly worse, leading to greater uncertainty in background estimation and a larger fraction of nondetections.

4.6.1. X-ray Weakness

Compared to typical QSOs of the same UV luminosity, BAL QSOs are unusually X-ray weak (e.g., Green et al. 1995; Brandt et al. 2000) due to strong X-ray absorption (e.g., Green et al. 2001; Gallagher et al. 2001, 2002, and references therein). Figure 16 shows the distribution of ΔαOX for the 42 radio-quiet HiBAL (top panel) and 8 LoBAL (bottom panel) QSOs in our study. The relatively high fraction of X-ray detections indicates that the X-ray emission of SDSS BAL QSOs is reasonably well matched to the sensitivities of modern X-ray observatories. As previous studies have indicated (e.g., Gallagher et al. 2006), LoBAL QSOs are found to be significantly X-ray weaker than HiBAL QSOs at 99.99% confidence, according to a Gehan test implemented in the Astronomy Survival Analysis (ASURV) software package (e.g., Isobe & Feigelson 1990; Lavalley et al. 1992). The extreme X-ray weakness of LoBAL QSOs is presumably due to stronger X-ray absorption.

Figure 16.

Figure 16. Top panel: the distribution of ΔαOX (defined in Section 4.6) for HiBAL QSOs. Upper limits for sources that were not detected in X-rays are plotted with arrows. The arrows are spaced vertically for visual clarity, but only the x-axis value is meaningful as an indication of the upper limit value. Each arrow represents a single source. The vertical dotted line indicates ΔαOX = 0 for clarity. Bottom panel: same as the top panel, but for LoBAL QSOs.

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4.6.2. X-ray Brightness and BAL Properties

Gallagher et al. (2006) examined the UV and X-ray properties of 35 BAL QSOs with optical/UV spectroscopy in the LBQS. They found that most UV BAL properties were not strongly correlated with X-ray brightness in their sample. The exception was vmax, which correlated with ΔαOX at ≈ 99.7% confidence. Motivated by their study, we have tested for correlations between BAL properties and ΔαOX in our larger sample of DR5 BAL QSOs with Chandra and/or XMM-Newton coverage. We have limited our study to consider only radio-quiet QSOs that are confirmed HiBALs; our results are therefore independent of the effects of enhanced X-ray emission associated with radio jets, any physical factors which may differ between HiBAL and LoBAL QSOs, and also any biases inherent in the Mg ii BAL detection process (discussed in Section 2).

We have plotted the C iv BAL BI0, EW0, vmax, and vmin against ΔαOX in Figure 17. In each panel, we have plotted data from this catalog with filled squares for X-ray-detected sources, or arrows indicating 1σ upper limits, in cases where the source was not detected in X-rays. We have also plotted HiBALs from Gallagher et al. (2006) that were not included in the SDSS DR5 QSO catalog. The Gallagher et al. (2006) non-SDSS HiBALs are plotted with open circles (for detected sources) or circles containing arrows (indicating upper limits for nondetected sources). For these sources, we have measured C iv BI0 and vmin from the LBQS spectra using the procedures of this catalog. As the figures show, the SDSS BALs extend the range of the Gallagher et al. (2006) study to include weaker BALs at lower maximum outflow velocities, and such sources tend to be less X-ray weak, i.e., they tend to have X-ray luminosities more similar to those of non-BAL QSOs. We have coded the points in Figure 17 so that black points represent sources with higher UV luminosities, having L2500 ⩾ 1.44 × 1031 erg s−1. Red points represent less UV-luminous sources. While the less UV-luminous sources can be found with a wide range of BAL properties, they preferentially have weaker BAL features (i.e., lower values of BI0 and |EW|) and are not as X-ray weak as the sources with higher values of L2500.

Figure 17.

Figure 17. Top left: C iv BI0 plotted against the relative X-ray brightness ΔαOX for HiBALs observed in X-rays with Chandra or XMM-Newton. The filled squares represent sources from this catalog that were detected in X-rays, while arrows represent sources from this catalog that were not detected in X-rays. The open circles represent sources from Gallagher et al. (2006) that are not included in this catalog and were detected in X-rays. Smaller circles with arrows represent sources from Gallagher et al. (2006) that are not included in this catalog and were not detected in X-rays. The black points have L2500 ⩾ 1.44 × 1031 erg s−1, while the red points have lower values of L2500. Top right: the same, but plotting C iv BAL absorption EW against ΔαOX. Bottom left: the same, but plotting C iv BAL absorption vmax against ΔαOX. Bottom right: the same, but plotting C iv BAL absorption vmin against ΔαOX.

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Using Kendall's Tau test as implemented in ASURV, we have tested for correlations between C iv BAL properties and ΔαOX for the QSOs in this catalog alone, and also for the combined sample with the Gallagher et al. (2006) sources included. In cases where a Gallagher et al. (2006) source was observed in the SDSS, we used the measurements from our current study. The results of our correlation tests are shown in Table 6. We find correlations at > 95% confidence between BI0, EW0, vmax, and vmin for HiBALs in our sample alone; with the inclusion of the Gallagher et al. (2006) HiBAL sources, the significance rises to > 99.9% in some cases. fdeep does not show significant evidence for correlation with ΔαOX. While the correlation between vmin and ΔαOX is formally significant at high confidence, Figure 17 suggests that this is primarily due to a lack of high |vmin| for relatively X-ray-bright sources. As Table 6 shows, we find no significant correlations between BAL properties and the UV luminosity, Lν(2500 Å), alone. However, we previously observed (in Section 4.4, using a much larger sample) that BAL QSOs with higher UV luminosities are more likely to have higher |vmax| values.

Table 6. Tests for HiBAL C iv Absorption Correlations with ΔαOX

  Only DR5 HiBALs Confidence With G06 HiBALs Confidence
BI0 vs. ΔαOX 98.91 99.97
EW vs. ΔαOX 96.89 99.99
vmax vs. ΔαOX 99.97 >99.99
vmin vs. ΔαOX 99.50 98.88
fdeep vs. ΔαOX 78.93 81.70
BI0 vs. Lν(2500 Å) 47.74 24.85
EW vs. Lν(2500 Å) 32.75 2.20
vmax vs. Lν(2500 Å) 31.16 54.28
vmin vs. Lν(2500 Å) 67.60 67.60
fdeep vs. Lν(2500 Å) 6.94 40.55

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Taken together, these correlations suggest that the X-ray absorber plays an important role in the acceleration of BAL outflows. The depth of a BAL trough is likely determined by the fraction of the UV emission region covered by the BAL outflow at a given velocity (Arav et al. 1999a). This geometry may be relatively independent of the interior X-ray absorber, and thus it is not surprising that fdeep is unrelated to ΔαOX. However, the BAL BI and EW are strongly dependent on the BAL width, and the correlations between BI0, EW, vmax, and ΔαOX are reasonable in a scenario where the acceleration of the BAL, and therefore its velocity width, are influenced by the X-ray absorber which shields the BAL outflow from overionization and thereby enables efficient line-driven radiative acceleration.

Recent studies have identified an upper "envelope" to absorber outflow velocities that is dependent on UV luminosity (Laor & Brandt 2002; Ganguly et al. 2007). This envelope may be interpreted as a terminal velocity that a QSO of a given luminosity can support for a radiatively driven wind. In Figure 18, we plot the C iv vmax and L2500 values for 42 QSOs that are known to be HiBALs (at z ⩾ 1.68) that also have X-ray data available, together with the envelope (solid line) derived by Ganguly et al. (2007). We divide our sources into X-ray brighter or X-ray weaker subsamples according to whether their ΔαOX values fall above or below the median value of −0.17 for detected sources. The plot shows that X-ray weaker sources with a range of a factor of ≈ 20 in L2500 tend to have higher outflow velocities (as can also be seen from Figure 17) and generally lie closer to the envelope than do X-ray brighter sources. Additional analysis is required to determine the nature of any relation between X-ray properties and BAL terminal velocities, but Figure 18 demonstrates that the X-ray absorption mechanism (assumed to be the cause of X-ray weakness) is important to the process of BAL acceleration.

Figure 18.

Figure 18. Plot of C iv vmax against L2500 for known HiBALs at z ⩾ 1.68. The solid squares represent X-ray-detected sources with ΔαOX above the median ΔαOX value. Open circles represent X-ray detected sources with ΔαOX below the median value or undetected sources with upper limits below the median. Crosses represent the remaining undetected sources. The solid curve represents the "envelope" from Figure 7 of Ganguly et al. (2007).

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5. CONCLUSIONS

We have presented a catalog of BAL properties for spectra of 5039 BAL QSOs in the SDSS DR5 QSO catalog, and also for spectra of DR5 QSOs obtained in additional epochs that are available in the DR6 public database. We have analyzed the UV absorption properties and also the X-ray properties of radio-quiet BAL QSOs that have been observed in targeted or serendipitous Chandra and/or XMM-Newton observations.

A preliminary analysis of the data in this catalog indicates the following.

  • 1.  
    BAL QSOs show stronger UV reddening than non-BAL QSOs (Section 4.1), in agreement with the findings of previous studies. LoBAL QSOs are even redder than HiBAL QSOs, and also have a broader distribution of Rred, the ratio of flux densities at 1400 and 2500 Å.
  • 2.  
    Estimates of the intrinsic BAL fraction are complicated by low S/N and survey selection effects. This fraction is ≈ 16.4% for traditional BALs, with some uncertainty due to the assumptions made to determine what fraction of BAL QSOs drop out of magnitude-limited surveys. A preliminary analysis of a sample corrected for S/N and survey selection effects finds no dependence of the BAL fraction or distribution of BI0 on UV luminosity for the relatively limited luminosity range in our sample.
  • 3.  
    BAL QSOs with higher UV luminosities are more likely to have a high |vmax| than lower luminosity QSOs (Section 4.4), as expected for a scenario in which radiation pressure accelerates BAL outflows.
  • 4.  
    While Si iv trough profiles are complicated by unmodeled emission at high velocities, there is some evidence that Si iv BAL troughs tend to appear in a narrower velocity range than those of C iv (Section 4.4). Because Si iv is found at slightly lower ionization stages than C iv, this trend may reveal ionization-dependent structure in BAL outflows.
  • 5.  
    BAL QSOs and non-BAL SDSS QSOs both follow Baldwin-effect relations between C iv emission and UV luminosity with similar logarithmic slopes. However, BAL QSOs tend to have weaker C iv line emission than do non-BAL QSOs (Section 4.5). This effect may be due to additional, unmodeled absorption of broad emission lines, or to the obstruction of ionizing X-ray photons from the BELR gas.
  • 6.  
    As previous studies have found, radio-quiet HiBAL QSOs are generally relatively X-ray weak compared to non-BAL QSOs, and radio-quiet LoBAL QSOs are even more X-ray weak than HiBAL QSOs are (Section 4.6.1). The X-ray weakness is attributed to strong X-ray absorption that is necessary to shield the BAL outflow from overionization.
  • 7.  
    In general, a larger degree of relative X-ray weakness is associated with stronger C iv BAL absorption and faster outflow velocities in radio-quiet, HiBAL QSOs (Section 4.6.2). These trends are consistent with a scenario in which strong X-ray absorption enables and enhances the effectiveness of radiation pressure to accelerate the BAL outflow.

We will maintain a Web site to track information relevant to this work. Readers interested in DR5 BAL Catalog studies are encouraged to check http://www.astro.washington.edu/users/rgibson/dR5BALCat/ for additional information.

We gratefully acknowledge support from NASA LTSA grant NAG5-13035 (R.R.G., W.N.B., D.P.S.), NASA grant NNX07AQ57G (R.R.G., W.N.B.), NSF AST06-07634 (D.P.S., D.V.B.), NSERC (P.B.H.), SAO GO6-7107X (S.F.A.), and GO5-6112X (S.F.A.). L.J. and X.F. acknowledge support from NSF Grants AST 03-07384 and AST 08-06861 and a Packard Fellowship for Science and Engineering. Funding for the SDSS and SDSS-II has been provided by the Alfred P. Sloan Foundation, the Participating Institutions, the National Science Foundation, the US Department of Energy, the National Aeronautics and Space Administration, the Japanese Monbukagakusho, the Max Planck Society, and the Higher Education Funding Council for England. The SDSS Web site is http://www.sdss.org/. The SDSS is managed by the Astrophysical Research Consortium (ARC) for the participating institutions. The participating institutions are the American Museum of Natural History, Astrophysical Institute of Potsdam, University of Basel, Cambridge University, Case Western Reserve University, University of Chicago, Drexel University, Fermilab, the Institute for Advanced Study, the Japan Participation Group, Johns Hopkins University, the Joint Institute for Nuclear Astrophysics, the Kavli Institute for Particle Astrophysics and Cosmology, the Korean Scientist Group, the Chinese Academy of Sciences (LAMOST), Los Alamos National Laboratory, the Max Planck Institute for Astronomy (MPIA), the Max Planck Institute for Astrophysics (MPA), New Mexico State University, Ohio State University, University of Pittsburgh, University of Portsmouth, Princeton University, the United States Naval Observatory, and the University of Washington. Most of the data analysis for this project was performed using the ISIS platform (Houck & Denicola 2000). We thank the referee for helpful comments that have improved the quality of this work.

Footnotes

  • 10 
  • 11 

    Smoothing is performed to reduce scatter in the data that could obscure broad absorption features. We use the same smoothing width as Trump et al. (2006) did for the DR3 BAL QSO catalog. Although the smoothing width we use is much smaller than the minimum width of a BAL, we note that the BAL detection process is technically dependent on the smoothing width, as even a single bin can "break up" a potential BAL.

  • 12 

    For example, some asymmetry can be seen on the blue side of C iv λ1549 in the SDSS QSO composite spectrum (Vanden Berk et al. 2001). The strength of this emission varies widely among individual cases, making it difficult to model with our current methods. Some of the emission may also be due to lines of other ions, such as Si ii λ1527 (Verner et al. 1996).

  • 13 
  • 14 

    Because our estimates of the flux at 2500 Å are based on the continuum fit, Lν(2500 Å) does not include the additional emission in this region associated with blended lines of ions such as Fe ii.

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10.1088/0004-637X/692/1/758