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2008AJ....136..684K

Kimball, Amy E.; Ivezic, Zeljko

A Unified Catalog of Radio Objects Detected by NVSS, First, WENSS, GB6, and SDSS

The Astronomical Journal, Volume 136, Issue 2, pp. 684-712 (2008).
Abstract
We construct a catalog of radio sources detected by the Green Bank 6 cm survey GB6, Faint Images of the Radio Sky at Twenty cm (FIRST) and NRAO VLA Sky Survey (NVSS) (20 cm), and Westerbork Northern Sky Survey (WENSS) (92 cm) radio surveys, and the Sloan Digital Sky Survey (SDSS) optical survey. The 2.7 million entries in the publicly-available master catalog are comprised of the closest three FIRST to NVSS matches (within 30'') and vice versa, and unmatched sources from each survey. Entries are supplemented by data from the other radio and optical surveys, where available. All objects with even a small probability of physical association are included, such that catalog users can easily implement their own selection criteria for data analysis. We perform data analysis in the ~ 3000 deg2 region of sky where the surveys overlap, which contains 140,000 NVSS-FIRST sources, of which 64,000 are detected by WENSS and 12,000 by GB6. About one third of each sample is detected by the SDSS. An automated classification method based on 20 cm fluxes defines three radio morphology classes: complex, resolved, and compact. Radio color-magnitude-morphology diagrams for these classes show structure suggestive of strong underlying physical correlations. Complex and resolved sources tend to have a steep spectral slope (alpha ~ 0.8) that is nearly constant from 6 to 92 cm, while the compact class (unresolved on ~5'' scale by FIRST) contains a significant number of flat-spectrum (alpha ~ 0) sources. In the optically-detected sample, quasars dominate the flat-spectrum compact sources while steep-spectrum and resolved objects contain substantial numbers of both quasars and galaxies. Differential radio counts of quasars and galaxies are similar at bright flux levels (>100 mJy at 20 cm), while at fainter levels the quasar counts are significantly reduced below galaxy counts. The optically-undetected sample is strongly biased toward steep-spectrum sources. In samples of quasars and galaxies with SDSS spectra (2885 and 1288 respectively), we find that radio properties such as spectral slope, morphology, and radio loudness are correlated with optical color and luminosity.
The FIRST-NVSS-WENSS-GB6-SDSS Radio Object Catalog
Summary
We present here a combined catalog of radio objects drawn from four radio catalogs (FIRST, NVSS, WENSS, and GB6) and the optical SDSS. The two primary surveys used in creating the matched catalog are the two 20 cm surveys, FIRST and NVSS: a row in the matched catalog is either a FIRST object with an NVSS match, an NVSS object with a FIRST match, or an isolated object from either survey. All FIRST/NVSS catalog sources were than matched to the other two radio surveys, GB6 at 6cm and WENSS at 92cm. The complete catalog contains 2,724,343 entries in the region of the sky north of -40deg declination covered by the NVSS (which completely contains the part of sky observed by FIRST). A 2955 deg2 "overlap region" is defined by the area observed by all four radio surveys and photometrically with the SDSS. The overlap region contains 178,000 FIRST-NVSS matches (within 30"), 110,000 isolated FIRST sources, and 23,000 isolated NVSS sources. The catalog includes data parameters (from the original source surveys) for the closest positional matches. In addition, the catalog has "matching parameters" which give the distance to, and total number of, positional matches found within the chosen search radii. The catalog is available for download at the bottom of the page. A detailed description of the calibration and a preliminary science analysis is presented in Kimball & Ivezic (2008) (hereafter Paper I). Individual files with high-resolution figures are available here. Please see the section below on recent changes for updates.
The radio source surveys
The four radio surveys used to create this catalog are FIRST (Faint Images of the Radio Sky at Twenty Centimeters), NVSS (NRAO-VLA Sky Survey, 20cm), GB6 (Green Bank Telescope, 6cm) and WENSS (Westerbork Northern Sky Survey, 92cm).
Matching procedure
The first step in the catalog production was to match FIRST and NVSS. We undertook this step in two parts by first positionally matching FIRST objects to NVSS objects (using NVSS positions as search centers), then matching NVSS objects to FIRST objects (using FIRST positions as search center). For each FIRST and NVSS source, we store in the catalog the closest three neighbors from the other catalog, within 30". Most FIRST-NVSS matches show up twice in the catalog, once with the FIRST detection as the primary and once with the NVSS detection as the primary. Catalog users therefore have the option to examine matching results separately for either catalog. It is easy to distinguish between the two searches (NVSS to FIRST or FIRST to NVSS) using the catalog's matchflag parameters.
In addition to storing data for the three closest matches within 30", we also provide the total number of neighbors found with 5", 10", 30", and 120" (matchtot parameters).
We then positionally matched to neighboring sources in GB6 and WENSS using a 120" search radius. When available, we used the more accurate position of the FIRST source in each catalog row for this step. For NVSS objects with no nearby FIRST neighbor, the NVSS position was used for this step. (See note below on positions.) Each catalog entry contains data describing the closest WENSS and GB6 neighbor; the total number of GB6 and WENSS matches within 120" is stored in the respective matchtot parameter. GB6 and WENSS each cover a different portion of the sky than the 20cm surveys; for primary sources outside GB6 or WENSS survey coverage, the respective matchtot parameter is set to -1.
We also matched the radio catalog with the SDSS photometric survey: we retain photometric metadata, and also spectroscopic metadata for objects observed by the SDSS spectroscopically. Due to the very different astrometric accuracy of NVSS and FIRST, we chose two different search radii for positional matching to FIRST (where available) and NVSS (when no FIRST match available). We used a search radius of 60".
Due to the high density of photometric SDSS sources (about 7.5 arcmin-2), it is easy to find serendipitous line-of-sight matches between intrinsically unrelated objects. We therefore provide data separately for both the nearest and the brightest SDSS photometric matches. If the nearest source is within 3" of the primary object (see Matchflags below), we also find the brightest object within 3". If the nearest object is further than 3" but within 10", we find the brightest object within 10". If no photometric neighbors were found within 10", we used a 30" search radius. If that failed, we used a 60" search radius. In 98.8% of cases where an SDSS match was found within 3", the nearest object and the brightest object are the same source.
	      The Catalog Format
Data Field  Units   Format  Description
-- Row Identifiers --
1   uniq_id         long integer    Unique catalog row identifier
2   ra  degree  double  Designated right ascension of entry     (see note on positions)
3   dec     degree  double  Designated declination of entry

-- FIRST data --
4   first_id        long integer  unique FIRST identifier
5   first_ra        degree double right ascension (J2000)     values from FIRST survey; for details see the FIRST website
6   first_dec       degree double declination (J2000)
7   first_wflag     char    warning: possible sidelobe of nearby bright source
8   first_peak_flux mJy/beam    float   peak flux at 20cm
9   first_flux      mJy float   integrated flux density at 20cm
10  first_sky       mJy/beam    float   local noise estimate at source position
11  first_major     arcsec  float   FWHM of major axis (after PSF deconvolution)
12  first_minor     arcsec  float   FWHM of minor axis(after PSF deconvolution)
13  first_posangle  degree  float   position angle east of north (after PSF deconvolution)
14  first_fmajor    arsec   float   fitted major axis (before PSF deconvolution)
15  first_fminor    arsec   float   fitted minor axis (before PSF deconvolution)
16  first_fposangle degree  float   fitted position angle east of north (before PSF deconvolution)
17  first_field     char    name of source field

-- NVSS data --
18  nvss_id         long integer    unique NVSS identifier
19  nvss_ra         degree  double  right ascension (J2000)     values from NVSS survey; for details see the NVSS website. Also, please see note on NVSS corrections.
20  nvss_dec        degree  double  declination (J2000)
21  nvss_peak_int   mJy/beam    float   peak intensity at 20cm (Stokes I)
22  nvss_flux       mJy     float   integrated flux at 20cm
23  nvss_major      arcsec  float   FWHM major axis after deconvolution (please see note on NVSS corrections)
24  nvss_minor      arcsec  float   FWHM minor axis after deconvolution (please see note on NVSS corrections)
25  nvss_posangle   degree  float   position angle east of north
26  nvss_q          mJy/beam    float   interpolated Stokes Q value at position of I peak
27  nvss_u          mJy/beam    float   interpolated Stokes U value at position of I peak
28  nvss_p_flux     mJy     float   integrated linear polarized flux
29  nvss_i_rms      mJy/beam    float   RMS noise in Stokes I image
30  nvss_pol_rms    mJy/beam    float   RMS noise in Stokes Q,U images
31  nvss_res_rms    mJy/beam    float   RMS Stokes I residual
32  nvss_res_peak   mJy/beam    float   peak Stokes I residual
33  nvss_res_flux   mJy/beam    float   integrated Stokes I residual
34  nvss_xpixel     pixel   float   "X" pixel of source center
35  nvss_ypixel     pixel   float   "Y" pixel of source center
36  nvss_field      char    name of (4x4 deg) field
37  nvss_jd_processed   day     long integer    Julian date of processing

-- WENSS data --

38  wenss_id        long integer    unique WENSS identifier
39  wenss_ra        degree  double  right ascension  values from the WENSS survey;
				      for details see the WENSS paper
40  wenss_dec       degree  double  declination
41  wenss_type      char    label: Single, Component, Multiple, or Extended
42  wenss_flag      char    set to "*" when source-finding algorithm failed
43  wenss_peak_flux mJy/beam    float   peak flux density at 92cm
44  wenss_flux  mJy float   integrated source flux at 92cm
45  wenss_major     arcsec  float   source major axis size
46  wenss_minor     arcsec  float   source minor axis size
47  wenss_posangle  degree  float   source angle on sky east of north
48  wenss_sky       mJy/beam    float   local rms noise level
49  wenss_frame     char    name of WENSS frame

-- GB6 Data --

50  gb6_id          long integer    unique GB6 identifier
51  gb6_ra          degree  double  right ascension (J2000)     values from GB6 survey; for details see the GB6 catalog paper
52  gb6_dec         degree  double  declination (J2000)
53  gb6_ra_err      degree  float   error in right ascension
54  gb6_dec_err     degree  float   error in declination
55  gb6_peak_flux   mJy/beam    float   peak flux at 6cm
56  gb6_peak_flux_err   mJy/beam    float   error in peak flux
57  gb6_major       arcsec  float   FWHM major axis
58  gb6_minor       arcsec  float   FWHM minor axis
59  gb6_flux        mJy     float   integrated source flux
60  gb6_posangle    degree  float   fitted major axis position east of north
61  gb6_sky         mJy     float   local sky level
62  gb6_xpixel      pixel   float   "X" pixel of object center
63  gb6_ypixel      pixel   float   "Y" pixel of object center
64  gb6_eflag       char    flag indicating significantly extended source
65  gb6_wflag       char    warning flag
66  gb6_cflag       char    flag indicating confusion

-- SDSS photometric data (nearest) --

67  near_ra         degree  double  right ascension     values from SDSS photometric survey; for details see www.sdss.org
68  near_dec        degree  double  declination
69  near_type       integer     indicates source photometric type
70  near_flags      char    SDSS quality flags
71  near_modelmag_u     magnitude   float   u,g,r,i,z magnitudes
72  near_modelmag_g     magnitude   float
73  near_modelmag_r     magnitude   float
74  near_modelmag_i     magnitude   float
75  near_modelmag_z     magnitude   float
76  near_modelmagerr_u  magnitude   float   u,g,r,i,z magnitude errors
77  near_modelmagerr_g  magnitude   float
78  near_modelmagerr_r  magnitude   float
79  near_modelmagerr_i  magnitude   float
80  near_modelmagerr_z  magnitude   float

-- SDSS photometric data (brightest) --
81  bright_ra   degree  double  right ascension     values from SDSS photometric survey; for details see www.sdss.org
82  bright_dec  degree  double  declination
83  bright_type         integer     indicates source photometric type
84  bright_flags        char    SDSS quality flags
85  bright_modelmag_u   magnitude   float   u,g,r,i,z magnitudes
86  bright_modelmag_g   magnitude   float
87  bright_modelmag_r   magnitude   float
88  bright_modelmag_i   magnitude   float
89  bright_modelmag_z   magnitude   float
90  bright_modelmagerr_u    magnitude   float   u,g,r,i,z magnitude errors
91  bright_modelmagerr_g    magnitude   float
92  bright_modelmagerr_r    magnitude   float
93  bright_modelmagerr_i    magnitude   float
94  bright_modelmagerr_z    magnitude   float

-- SDSS data (spectroscopic) --
95  spec_type       integer     indicates source spectroscopic type     values from SDSS spectroscopic survey; for details see www.sdss.org
96  spec_mjd    day     long integer    Julian date of observation
97  spec_plate      integer     SDSS plate #
98  spec_fiber      integer SDSS fiber #
99  spec_redshift       double  spectroscopic redshift
100 spec_redshifterr        double  error in spectroscopic redshift
101 spec_redshift_warning       long integer    warning flag for redshift calculation

-- Matching parameters --
102  matchflag_first  integer     set to -1 if FIRST is primary; otherwise equals rank of FIRST match (see matchflag note below)
103  matchflag_nvss   integer     set to -1 if NVSS is primary; otherwise equals rank of NVSS match (see matchflag note below)
104  distance         arcsec      double  distance between NVSS and FIRST source in this row.
105  overlap          integer     set to 1 if row entry falls within overlap region; 0 otherwise (see note on positions)
106  spec_overlap     integer     set to 1 if row entry falls within SDSS spectroscopic overlap region; 0 otherwise (see note on positions)
107  matchtot5        integer     # of NVSS or FIRST neighbors within 5" of primary source
108  matchtot10       integer     # of NVSS or FIRST neighbors within 10" of primary source
109  matchtot30       integer     # of NVSS or FIRST neighbors within 30" of primary source
110  matchtot120      integer     # of NVSS or FIRST neighbors within 120" of primary source
111  wenss_distance   arcsec  double  distance between primary and nearest WENSS source within 120" (see note on positions)
112  wenss_matchtot120       integer     # of WENSS neighbors within 120" of primary source (see note on positions)
113  gb6_distance    arcsec  double  distance between primary and nearest GB6 source within 120" (see note on positions)
114  gb6_matchtot120         integer     # of GB6 neighbors within 120" of primary source (see note on positions)
115  near_distance   arcsec  double  distance between primary and nearest SDSS photometric source within 60" (see note on positions)
116  bright_distance     arcsec  double  distance between primary and nearest bright SDSS photometric source within 3", 10", 30", or 60" (see notes on positions and SDSS photometry)
117  sdss_matchtot       integer     # of photometric neighbors within 60" of primary (see notes on positions and recent changes)
>

Overlap regions

We have defined a region, about 2955 deg2, where the sky coverage of the four radio surveys and the SDSS photometric survey overlap. The SDSS spectroscopic survey is not yet complete; the spec_overlap parameter refers to a slightly smaller 2894 deg2 region defined by the overlap of the four radio surveys and the SDSS spectroscopic survey as of SDSS public Data Release 5. The data parameters overlap and spec_overlap are set to 1 if the row entry lies within the relevant sky region and is set to 0 otherwise.

NVSS corrections

The integrated NVSS fluxes and the NVSS major and minor axis sizes were calculated according to Condon et al. 1998 (available from the the NVSS website), where the FWHM of the beamsize is ? = 45" everywhere. However, the code used by the NVSS catalog browser to calculate angular sizes has since been updated to account for a non-circular beam. The values in the original version 1.0 of the Unified Catalog were calculated using the earlier circular beam approximation. Now available for download is an updated version 1.1, with the following changes:
* The corrected flux values are lower than the values in version 1.0, with discrepancy as large as 10% in the case of unresolved sources.
* The non-circular beam calculation can result in negative angular sizes for unresolved sources. We therefore provide an auxiliary file with angular sizes as output by the NVSS catalog browser. For resolved sources, the value given is the angular size. For unresolved sources, the value given is an upper limit only. Flags indicate whether the values are upper limits (0) or real (1). A future version of the Unified Catalog will include these values.
* Modifications to some of the figures and tables in Paper I are outlined here.
The original version 1.0 of the Unified Catalog is available here.
Positions
Because FIRST has more accurate astrometry than NVSS, we use the FIRST position to designate the right ascension and declination for each row, where available. For an NVSS source with no FIRST match, we use the NVSS position to designate ra and dec parameters for the corresponding row in the catalog. This decision results in the following: each FIRST source will have the same near and bright optical matches every time it appears in the catalog; an NVSS source can have different designated optical neighbors if it appears in several catalog rows with different FIRST matches.
SDSS spectroscopic type
The type or class of an SDSS spectroscopic source is determined from the spectrum by the survey's spectroscopic pipeline.

 * -1: unclassifiable
 * 0: no spectroscopic match>
 * 1: star
 * 2: galaxy
 * 3: quasar
 * 4: high-redshift quasar
 * 6: late-type star

SDSS photometry: nearest vs. brightest

Parameters labeled near correspond to the closest SDSS photometric match within 60". If that object is within 3" the parameters labeled bright correspond to the brightest neighbor within 3", and sdss_matchtot records the total number of neighbors within 3". If the nearest neighbor is further than 3" away but within 10" (or 30" or 60"), the bright and sdss_matchtot parameters correspond to neighbors within 10" (or 30" or 60", respectively).

SDSS photometric type

SDSS photometric type is determined morphologically in a simple way: objects whose light distribution matches the point-spread function are classified as unresolved (type=1 in this catalog); extended objects are classified as resolved (type=2 in this catalog).

SDSS magnitudes

The SDSS uses inverse hyperbolic sine ("asinh") magnitudes, often referred to as "luptitudes". For >10? detections, "luptitudes" are practically the same as standard magnitudes. For more details, please see the SDSS website and the Lupton et al. 1999 AJ paper.

Matchflags

The FIRST-NVSS matching was done in two ways: we both positionally matched NVSS objects to FIRST sources, and positionally matched FIRST objects to NVSS sources. If a FIRST detection was the primary object, matchflag_first = -1. If an NVSS object was the primary, then matchflag_first = 1 for the row containing the nearest FIRST match, matchflag_first = 2 for the row containing the second closest FIRST match, and matchflag_first = 3 for the row containing the third closest FIRST match (within 30"). Any remaining matches within 30" are not stored, although the number of such matches can be recovered from the matchtot30 parameter. Equivalent rules govern matchflag_nvss.
Download the catalog in fits or csv (text) format
Version 1.1 of the catalog is available below. Click here for version 1.0. See the note above on NVSS corrections for a discussion of the changes.
For details regarding the selection of sources for each file, see Paper I. The file extension .csv refers to a comma-separated-variable text file. To unzip a .gz file, type "gunzip filename" at the command line (exclude quotation marks).
1. The complete catalog (version 1.1) is available as a compressed, tarred archive of files each with a 5deg width in right ascension. There are 2,724,343 rows. File names have the format Complete_0RA5 (containing sources between 0 and 5deg in right ascension). The data have the format described in the above table. To unzip the compressed archives, type
Download the fits archive (271M compressed; 1.4G uncompressed) or the csv archive (227M compressed; 1.3G uncompressed
2. A small subset of the catalog could be useful for familiarizing yourself with the catalog format and for testing code. It covers a region of the sky about 106 deg2 in the range 150deg < R.A. < 165deg 40 Download the fits file (2.1M compressed; 8.7M uncompressed) or the csv file (9.5M). 3. The set of sources detected by FIRST and NVSS in the 2955 deg2 overlap region containing 141,881 sources. Matching radius is 25". Parameters include: uniq_id, ra, dec, first_peak_flux, first_flux, nvss_flux, gb6_flux, wenss_flux, distance, wenss_distance, gb6_distance.
Download the fits file (5.5M compressed; 8.7M uncompressed) or the csv file (9.2M).
4.The set of sources detected by all four radio catalogs and the SDSS in the 2955 deg2 overlap region containing 4732 sources. Matching radii are: (FIRST-NVSS) 25", (FIRST-WENSS) 30", (FIRST-GB6) 70", (FIRST-SDSS) 2". In addition to those listed in item 3 above, parameters include: near_type, near_flags, the near model magnitudes and their errors. Download the fits file (470K compressed; 625K uncompressed) or the csv file (837 K). 5.The set of galaxies with optical spectra detected by NVSS, FIRST, WENSS, and SDSS in the 2955 deg2 overlap region containing 2885 sources. Matching radii are: (FIRST-NVSS) 25", (FIRST-WENSS) 30", (FIRST-SDSS) 2". Parameters include: uniq_id, ra, dec, first_peak_flux, first_flux, nvss_flux, wenss_flux, near_type, near_flags, distance, wenss_distance, near_distance, the near_modelmags and their errors, and the SDSS spectroscopic parameters. Download the fits file (298K compressed; 439K uncompressed) or the csv file (570K).
6. The set of quasars with optical spectra detected by NVSS, FIRST, WENSS, and SDSS in the 2955 deg2 overlap region containing 1288 sources. Matching radii are: (FIRST-NVSS) 25", (FIRST-WENSS) 30", (FIRST-SDSS) 2". For each source, the file includes all 74 parameters originally provided in the Schneider et al. (2007, AJ, 134, 102) SDSS DR5 known quasar catalog. Additionally, parameters from the unified catalog include: uniq_id, ra, dec, first_peak_flux, first_flux, nvss_flux, wenss_flux, the near_modelmags and their errors. The file includes a header describing each of the columns.
Download the text file (755K).
7. The set of isolated FIRST-NVSS sources. It is comprised of objects observed in both FIRST and NVSS (matched within 15") with no other FIRST detection within 30" of the NVSS source. The file contains all 109,825 such sources within the 2955 deg2 overlap region. Parameters include: uniq_id, ra, dec, first_peak_flux, first_flux, nvss_flux, wenss_flux, gb6_flux, distance, wenss_distance, gb6_distance described above. The two FIRST fluxes and the NVSS flux are necessary and sufficient to divide the data into the three morphological classes described in Paper I.
Download the fits file (4.1M compressed; 6.8M uncompressed) or the csv file (7.0M).
8. The set of isolated FIRST-NVSS sources with a photometric SDSS match containing 42,144 sources. This file is a subset of sources from item 7 above. FIRST-SDSS matching radius is 2". It includes all data parameters described in items 7 above, as well as SDSS data (near_ra, near_dec, near_distance, near_type, near_flags, model magnitudes, and model magnitude errors).
Download the fits file (3.7M compressed; 5.7M uncompressed) or the csv file (6.9M).
9.The set of 9337 high-redshift (z > 1) galaxy candidates detected by FIRST, NVSS, WENSS (and not SDSS). These objects were selected based on their lack of an optical counterpart, and their steep radio spectra (? 9220 < -0.5). (See notes on recent changes.) Please note: the correct selection of these sources is given in Section 5.2 of Paper I; Table 8 does not list the selection criteria correctly. These objects: are a subset of item D in Table 8, have no SDSS match within 3", have compact radio morphology, and have steep radio spectra (? 9220 < -0.5).
Download the fits file (2.5M compressed; 5.0M uncompressed) or the csv file (5.8M).
10. An auxiliary text file containing NVSS angular sizes in agreement with the NVSS catalog browser. See the note above on NVSS corrections for details. The file contains one row for each NVSS source in the Unified Catalog. Parameters include: NVSS id, major axis [arcsec], major axis flag, minor axis [arcsec], minor axis flag. Flags are 0 for unresolved (upper limit only), 1 for resolved (actual angular size).
Download the csv file (12M compressed; 38M uncompressed).

Recent changes
(Posted 10 Oct 2008) Correction: The parameter sdss_matchtot records the total number of SDSS neighbors within 60", not within the pre-defined search radius as was previously stated (see note on SDSS photometry).
(Posted 11 Oct 2008) Correction: The original set of high-redshift (z > 1) galaxy candidates for download mistakenly included sources with flat spectra and uncorrected NVSS fluxes. The version currently posted here is correct. Note that the corrected version is smaller than the dataset referred to in Paper I.
(Posted 9 March 2009) Now available: version 1.1 of the catalog contains corrected NVSS fluxes and major/minor axis sizes. See the note above on NVSS corrections for details. The original version 1.0 is still available for download here. We thank Dr. Haida Liang (Nottingham Trent University), Dr. Hui Shi (NAOC), and Dr. Jess Broderick (University of Sydney) for bringing this issue to our attention.
If you use this catalog in your research, we would greatly appreciate it if you add a link to this site and a reference to Kimball & Ivezic 2008, AJ, 136, 684 in your publications.
   Amy Kimball
   Zeljko Ivezic

   Department of Astronomy
   Box 351580, U.W.
   Seattle, WA   98195-1580
   USA

Please send us your questions, comments or suggestions.
Version 1.1, last updated 5 May 2009
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