bootes_columns_final_cross_match_catalogue.md

Bootes radio-optical cross-match catalogue description

Column Descriptors

Radio

Column Units Description
Source_Name The radio name of the source, automatically generated from RA and DEC
RA deg Position from PyBDSF or combination of PyBDSF components
E_RA deg Estimated by PyBDSF. Only fitting uncertainties are included
DEC deg Position from PyBDSF or combination of PyBDSF components
E_DEC deg Estimated by PyBDSF. Only fitting uncertainties are included
Peak_flux Jy/bm The peak Stokes I flux density per beam of the source
E_Peak_flux Jy/bm The 1-sigma error on the peak flux density per beam of the source
Total_flux Jy The total, integrated Stokes I flux density of the source at the reference frequency
E_Total_flux Jy The 1-sigma on the total flux density of the source
Maj degree The FWHM of the major axis of the source, INCLUDING convolution with the 6-arcsec LOFAR beam
E_Maj degree The 1-sigma error on the FWHM of the major axis of the source
Min degree The FWHM of the minor axis of the source, INCLUDING convolution with the 6-arcsec LOFAR beam
E_Min degree The 1-sigma error on the FWHM of the minor axis of the source
PA deg The position angle of the major axis of the source measured east of north, INCLUDING convolution with the 6-arcsec LOFAR beam
E_PA deg The 1-sigma error on the position angle of the major axis of the source
DC_Maj degree The FWHM of the major axis of the source, after de-convolution with the 6-arcsec LOFAR beam
DC_Min degree The FWHM of the minor axis of the source, after de-convolution with the 6-arcsec LOFAR beam
DC_PA deg The position angle of the major axis of the source measured east of north, after de-convolution with the 6-arcsec LOFAR beam
Isl_rms Jy/beam The average background rms value of the island
S_Code A code that defines the source structure 'S' for single Gaussian, 'M' for multiple Gaussian, 'Z' for compound

Optical-ID

Column Units Description
FLAG_WORKFLOW Flag indicating the output of flowchart for initial PyBDSF sources (see README.txt flag description)
Prefilter Flag indicating the pre-filter workflow outcome (if any, see flag description below)
NoID Flag indicating the reason for lack of ID (see flag description below)
lr_fin LR value (if present) of the cross-match. Note that a source with a LR value may have been finally classified by visual inspection
optRA deg RA of optical identification, if any
optDec deg DEC of optical identification, if any
LGZ_Size arcsec For compound sources, size as defined by Williams+ 19
LGZ_Width arcsec For compound sources, width as defined by Williams+ 19
LGZ_PA deg Position angle for compound sources
Assoc Number of associated components for compound sources
Assoc_Qual Quality measure of the association, 0 -- 1
Art_prob Artefact probability from LGZ
Blend_prob Blend probability from LGZ
Hostbroken_prob 'Host broken up' probability from LGZ
Imagemissing_prob 'Image missing' probability from LGZ
Zoom_prob 'Too zoomed in' probability from LGZ
Created Description of how the source was created
Position_from 'Visual inspection' if the source position comes from inspection, else 'LR'
Renamed_from The name of this source in input catalogues (internal use only)
FLAG_OVERLAP_RADIO Bit flag indicating the multi-wavelength coverage region of the radio source position (RA, Dec) (see README.txt for flag description)
flag_clean_radio 3-valued flag indicating bright star masking at the radio source position (see README.txt for flag description)

Optical/IR Photometry of optical identification

Column Units Description
ID Unique object identifier for multi-wavelength catalogue in this field
ALPHA_J2000 deg Right ascension of multi-wavelength counterpart (J2000)
DELTA_J2000 deg Declination of multi-wavelength counterpart (J2000)
FLAG_DEEP Manual masking and duplicate source flag from Brown et al. I-band catalog (Reliable sources: FLAG_DEEP != 0)
flag_clean 3-valued flag indicating bright star masking at the optical source position (see README.txt for flag description)
ID_OPTICAL Identifier for the optical-NIR detected chi2 catalogue (internal use only)
ID_SPITZER Identifier for the Spitzer detected chi2 catalogue (internal use only)
FLAG_OVERLAP Bit flag indicating the multi-wavelength coverage region of the optical source position (ALPHAJ2000, DELTAJ2000) (see README.txt for flag description)
FUV_flux_corr microJy Recommended GALEX FUV-band flux (aperture and extinction corrected from 3'' aperture)
FUV_fluxerr_corr microJy Recommended GALEX FUV-band flux error (aperture and extinction corrected from 3'' aperture)
FUV_mag_corr mag Recommended GALEX FUV-band magnitude (aperture and extinction corrected from 3'' aperture)
FUV_magerr_corr mag Recommended GALEX FUV-band magnitude error (aperture and extinction corrected from 3'' aperture)
NUV_flux_corr microJy Recommended GALEX NUV-band flux (aperture and extinction corrected from 3'' aperture)
NUV_fluxerr_corr microJy Recommended GALEX NUV-band flux error (aperture and extinction corrected from 3'' aperture)
NUV_mag_corr mag Recommended GALEX NUV-band magnitude (aperture and extinction corrected from 3'' aperture)
NUV_magerr_corr mag Recommended GALEX NUV-band magnitude error (aperture and extinction corrected from 3'' aperture)
u_flux_corr microJy Recommended u-band flux (aperture and extinction corrected from 3'' aperture)
u_fluxerr_corr microJy Recommended u-band flux error (aperture and extinction corrected from 3'' aperture)
u_mag_corr mag Recommended u-band magnitude (aperture and extinction corrected from 3'' aperture)
u_magerr_corr mag Recommended u-band magnitude error (aperture and extinction corrected from 3'' aperture)
Bw_flux_corr microJy Recommended NDWFS Bw-band flux (aperture and extinction corrected from 3'' aperture)
Bw_fluxerr_corr microJy Recommended NDWFS Bw-band flux error (aperture and extinction corrected from 3'' aperture)
Bw_mag_corr mag Recommended NDWFS Bw-band magnitude (aperture and extinction corrected from 3'' aperture)
Bw_magerr_corr mag Recommended NDWFS Bw-band magnitude error (aperture and extinction corrected from 3'' aperture)
R_flux_corr microJy Recommended NDWFS R-band flux (aperture and extinction corrected from 3'' aperture)
R_fluxerr_corr microJy Recommended NDWFS R-band flux error (aperture and extinction corrected from 3'' aperture)
R_mag_corr mag Recommended NDWFS R-band magnitude (aperture and extinction corrected from 3'' aperture)
R_magerr_corr mag Recommended NDWFS R-band magnitude error (aperture and extinction corrected from 3'' aperture)
I_flux_corr microJy Recommended NDWFS I-band flux (aperture and extinction corrected from 3'' aperture)
I_fluxerr_corr microJy Recommended NDWFS I-band flux error (aperture and extinction corrected from 3'' aperture)
I_mag_corr mag Recommended NDWFS I-band magnitude (aperture and extinction corrected from 3'' aperture)
I_magerr_corr mag Recommended NDWFS I-band magnitude error (aperture and extinction corrected from 3'' aperture)
z_flux_corr microJy Recommended z-band flux (aperture and extinction corrected from 3'' aperture)
z_fluxerr_corr microJy Recommended z-band flux error (aperture and extinction corrected from 3'' aperture)
z_mag_corr mag Recommended z-band magnitude (aperture and extinction corrected from 3'' aperture)
z_magerr_corr mag Recommended z-band magnitude error (aperture and extinction corrected from 3'' aperture)
z_Subaru_flux_corr microJy Recommended z_Subaru-band flux (aperture and extinction corrected from 3'' aperture)
z_Subaru_fluxerr_corr microJy Recommended z_Subaru-band flux error (aperture and extinction corrected from 3'' aperture)
z_Subaru_mag_corr mag Recommended z_Subaru-band magnitude (aperture and extinction corrected from 3'' aperture)
z_Subaru_magerr_corr mag Recommended z_Subaru-band magnitude error (aperture and extinction corrected from 3'' aperture)
y_flux_corr microJy Recommended y-band flux (aperture and extinction corrected from 3'' aperture)
y_fluxerr_corr microJy Recommended y-band flux error (aperture and extinction corrected from 3'' aperture)
y_mag_corr mag Recommended y-band magnitude (aperture and extinction corrected from 3'' aperture)
y_magerr_corr mag Recommended y-band magnitude error (aperture and extinction corrected from 3'' aperture)
J_flux_corr microJy Recommended NEWFIRM J-band flux (aperture and extinction corrected from 3'' aperture)
J_fluxerr_corr microJy Recommended NEWFIRM J-band flux error (aperture and extinction corrected from 3'' aperture)
J_mag_corr mag Recommended NEWFIRM J-band magnitude (aperture and extinction corrected from 3'' aperture)
J_magerr_corr mag Recommended NEWFIRM J-band magnitude error (aperture and extinction corrected from 3'' aperture)
H_flux_corr microJy Recommended NEWFIRM H-band flux (aperture and extinction corrected from 3'' aperture)
H_fluxerr_corr microJy Recommended NEWFIRM H-band flux error (aperture and extinction corrected from 3'' aperture)
H_mag_corr mag Recommended NEWFIRM H-band magnitude (aperture and extinction corrected from 3'' aperture)
H_magerr_corr mag Recommended NEWFIRM H-band magnitude error (aperture and extinction corrected from 3'' aperture)
K_flux_corr microJy Recommended K-band flux (aperture and extinction corrected from 3'' aperture)
K_fluxerr_corr microJy Recommended K-band flux error (aperture and extinction corrected from 3'' aperture)
K_mag_corr mag Recommended K-band magnitude (aperture and extinction corrected from 3'' aperture)
K_magerr_corr mag Recommended K-band magnitude error (aperture and extinction corrected from 3'' aperture)
Ks_flux_corr microJy Recommended NEWFIRM Ks-band flux (aperture and extinction corrected from 3'' aperture)
Ks_fluxerr_corr microJy Recommended NEWFIRM Ks-band flux error (aperture and extinction corrected from 3'' aperture)
Ks_mag_corr mag Recommended NEWFIRM Ks-band magnitude (aperture and extinction corrected from 3'' aperture)
Ks_magerr_corr mag Recommended NEWFIRM Ks-band magnitude error (aperture and extinction corrected from 3'' aperture)
ch1_flux_corr microJy Recommended SDWFS Spitzer ch1 flux (aperture and extinction corrected from 4'' aperture)
ch1_fluxerr_corr microJy Recommended SDWFS Spitzer ch1 flux error (aperture and extinction corrected from 4'' aperture)
ch1_mag_corr mag Recommended SDWFS Spitzer ch1 magnitude (aperture and extinction corrected from 4'' aperture)
ch1_magerr_corr mag Recommended SDWFS Spitzer ch1 magnitude error (aperture and extinction corrected from 4'' aperture)
ch2_flux_corr microJy Recommended SDWFS Spitzer ch2 flux (aperture and extinction corrected from 4'' aperture)
ch2_fluxerr_corr microJy Recommended SDWFS Spitzer ch2 flux error (aperture and extinction corrected from 4'' aperture)
ch2_mag_corr mag Recommended SDWFS Spitzer ch2 magnitude (aperture and extinction corrected from 4'' aperture)
ch2_magerr_corr mag Recommended SDWFS Spitzer ch2 magnitude error (aperture and extinction corrected from 4'' aperture)
ch3_flux_corr microJy Recommended SDWFS Spitzer ch3 flux (aperture and extinction corrected from 4'' aperture)
ch3_fluxerr_corr microJy Recommended SDWFS Spitzer ch3 flux error (aperture and extinction corrected from 4'' aperture)
ch3_mag_corr mag Recommended SDWFS Spitzer ch3 magnitude (aperture and extinction corrected from 4'' aperture)
ch3_magerr_corr mag Recommended SDWFS Spitzer ch3 magnitude error (aperture and extinction corrected from 4'' aperture)
ch4_flux_corr microJy Recommended SDWFS Spitzer ch4 flux (aperture and extinction corrected from 4'' aperture)
ch4_fluxerr_corr microJy Recommended SDWFS Spitzer ch4 flux error (aperture and extinction corrected from 4'' aperture)
ch4_mag_corr mag Recommended SDWFS Spitzer ch4 magnitude (aperture and extinction corrected from 4'' aperture)
ch4_magerr_corr mag Recommended SDWFS Spitzer ch4 magnitude error (aperture and extinction corrected from 4'' aperture)
Separation arcsec Separation between position in optical catalogue and the optical ID of the radio source
EBV E(B-V) galactic extinction for the source based on its position (ALPHA_J2000, DELTA_J2000) and Schlegel, Finkbeiner & Davis (1998) extinction map

Photo-z and Other Value Added Parameters

Column Units Description
help_id HELP ID of matched far-IR prior list source
RA_HELP deg Right ascension of help_id source in HELP catalog
DEC_HELP deg Declination of help_id source in HELP catalog
CLASS_STAR SExtractor star/galaxy classifier
F_MIPS_24 microJy Flux density at 24 microm (Median)
FErr_MIPS_24_u microJy Flux density at 24 microm (84th Percentile)
FErr_MIPS_24_l microJy Flux density at 250 microm (16th Percentile)
Bkg_MIPS_24 MJy/Sr Fitted Background of 23 microm map (Median)
Sig_conf_MIPS_24 MJy/Sr fixed at 0
Rhat_MIPS_24 Convergence Statistic (ideally <1.2)
n_eff_MIPS_24 Number of effective samples (ideally >40)
Pval_res_24 Local Goodness of fit measure: 0=good, 1=bad
flag_mips_24 combined flag, 0=good, 1=bad
F_PACS_100 mJy Flux density at 100 microm (Median)
FErr_PACS_100_u mJy Flux density at 100 microm (84th Percentile)
FErr_PACS_100_l mJy Flux density at 100 microm (16th Percentile)
F_PACS_160 mJy Flux density at 160 microm (Median)
FErr_PACS_160_u mJy Flux density at 160 microm (84th Percentile)
FErr_PACS_160_l mJy Flux density at 160 microm (16th Percentile)
Bkg_PACS_100 mJy/Beam Fitted Background of 100 microm map (Median)
Bkg_PACS_160 mJy/Beam Fitted Background of 160 microm map (Median)
Sig_conf_PACS_100 mJy/Beam Fitted residual noise component due to confusion (Median)
Sig_conf_PACS_160 mJy/Beam Fitted residual noise component due to confusion (Median)
Rhat_PACS_100 Convergence Statistic (ideally <1.2)
Rhat_PACS_160 Convergence Statistic (ideally <1.2)
n_eff_PACS_100 Number of effective samples (ideally >40)
n_eff_PACS_160 Number of effective samples (ideally >40)
Pval_res_100 Local Goodness of fit measure: 0=good, 1=bad
Pval_res_160 Local Goodness of fit measure: 0=good, 1=bad
flag_PACS_100 combined flag, 0=good, 1=bad
flag_PACS_160 combined flag, 0=good, 1=bad
F_SPIRE_250 mJy Flux density at 250 microm (Median)
FErr_SPIRE_250_u mJy Flux density at 250 microm (84th Percentile)
FErr_SPIRE_250_l mJy Flux density at 250 microm (16th Percentile)
F_SPIRE_350 mJy Flux density at 350 microm (Median)
FErr_SPIRE_350_u mJy Flux density at 350 microm (84th Percentile)
FErr_SPIRE_350_l mJy Flux density at 350 microm (16th Percentile)
F_SPIRE_500 mJy Flux density at 500 microm (Median)
FErr_SPIRE_500_u mJy Flux density at 500 microm (84th Percentile)
FErr_SPIRE_500_l mJy Flux density at 500 microm (16th Percentile)
Bkg_SPIRE_250 mJy/Beam Fitted Background of 250 microm map (Median)
Bkg_SPIRE_350 mJy/Beam Fitted Background of 350 microm map (Median)
Bkg_SPIRE_500 mJy/Beam Fitted Background of 500 microm map (Median)
Sig_conf_SPIRE_250 mJy/Beam Fitted residual noise component due to confusion (Median)
Sig_conf_SPIRE_350 mJy/Beam Fitted residual noise component due to confusion (Median)
Sig_conf_SPIRE_500 mJy/Beam Fitted residual noise component due to confusion (Median)
Rhat_SPIRE_250 Convergence Statistic (ideally <1.2)
Rhat_SPIRE_350 Convergence Statistic (ideally <1.2)
Rhat_SPIRE_500 Convergence Statistic (ideally <1.2)
n_eff_SPIRE_250 Number of effective samples (ideally >40)
n_eff_SPIRE_350 Number of effective samples (ideally >40)
n_eff_SPIRE_500 Number of effective samples (ideally >40)
Pval_res_250 Local Goodness of fit measure: 0=good, 1=bad
Pval_res_350 Local Goodness of fit measure: 0=good, 1=bad
Pval_res_500 Local Goodness of fit measure: 0=good, 1=bad
flag_spire_250 combined flag, 0=good, 1=bad
flag_spire_350 combined flag, 0=good, 1=bad
flag_spire_500 combined flag, 0=good, 1=bad
XID+_rerun_mips Flag for sources whose MIPS fluxes have been rerun with XID+ (True = rerun)
XID+_rerun_pacs Flag for sources whose PACS fluxes have been rerun with XID+ (True = rerun)
XID+_rerun_spire Flag for sources whose SPIRE fluxes have been rerun with XID+ (True = rerun)
Z_BEST Best available redshift estimate
Z_BEST_SOURCE Source of z_best, 0 = photometric, 1 = spectroscopic
Z_SPEC Literature Spectroscopic Redshift
Z_SOURCE Source of the spectroscopic redshift
Z_QUAL Spectroscopic redshift quality: flag Q = 3 means probable, Q >= 4 means reliable
RA_ZSPEC deg Right ascension of spectroscopic redshift match (J2000)
DEC_ZSPEC deg Declination of spectroscopic redshift match (J2000)
REL Expected reliability of the spectroscopic redshift (where available)
OBJID Spectroscopic match Object ID (where name depends on Z_SOURCE)
AGN_ZSPEC Spectroscopic AGN/QSO flag where provided
z1_median Median of the primary redshift peak above 80% HPD CI
z1_min Lower bound of the primary 80% HPD CI peak
z1_max Upper bound of the primary 80% HPD CI peak
z1_area Integrated area of the primary 80% HPD CI peak
z2_median Median of the secondary redshift peak (if present) above 80% HPD CI
z2_min Lower bound of the secondary 80% HPD CI peak
z2_max Upper bound of the secondary 80% HPD CI peak
z2_area Integrated area of the secondary 80% HPD CI peak
nfilt_eazy Number of filters included in EAZY template fit
nfilt_atlas Number of filters included in Atlas+AGN template fit
nfilt_ananna Number of filters included in Ananna et al. template fit
chi_r_best Chi^2 / nfilt for best-fit galaxy/AGN template (any library)
chi_r_stellar Chi^2 / nfilt for best-fit stellar template
stellar_type Stellar type of best-fit stellar template
AGN Sources flagged by any one of optAGN/IRAGN/XrayAGN
optAGN Source is included in Million Quasar Catalog compilation or spectroscopically identified AGN
IRAGN Source satisfies Donley et al. (2012) IR AGN criteria
XrayAGN Source has X-ray counterpart
XrayFlux_0.5-2 10^-14 ergs cm-2 s-1 XBootes Soft X-ray Flux
XrayHardness XBootes X-ray Hardness Ratio
ap_to_model_z_Subaru Estimated z-band total flux correction from Legacy Surveys model flux (z_Subaru)
ap_to_model_err_z_Subaru Statistical uncertainty on tot_z_Subaru
ap_to_model_z Estimated z-band total flux correction from Legacy Surveys model flux (z)
ap_to_model_err_z Statistical uncertainty on tot_z
zmodel Model grid redshift used in stellar mass fit
chi_best Minimum Chi^2 in stellar mass fit (for Z_BEST)
Mass_median log10(M_sol) 50th percentile of the marginalised stellar mass posterior (for Z_BEST)
Mass_l68 log10(M_sol) 16th percentile of the marginalised stellar mass posterior (for Z_BEST)
Mass_u68 log10(M_sol) 84th percentile of the marginalised stellar mass posterior (for Z_BEST)
Nfilts Number of bands included in stellar mass fit
u_rest mag Rest-frame u-band magnitude for best-fit SED (for Z_BEST)
Bw_rest mag Rest-frame Bw-band magnitude for best-fit SED (for Z_BEST)
R_rest mag Rest-frame R-band magnitude for best-fit SED (for Z_BEST)
I_rest mag Rest-frame I-band magnitude for best-fit SED (for Z_BEST)
z_rest mag Rest-frame z-band magnitude for best-fit SED (for Z_BEST)
z_Subaru_rest mag Rest-frame zSubaru-band magnitude for best-fit SED (for ZBEST)
y_rest mag Rest-frame y-band magnitude for best-fit SED (for Z_BEST)
J_rest mag Rest-frame J-band magnitude for best-fit SED (for Z_BEST)
H_rest mag Rest-frame H-band magnitude for best-fit SED (for Z_BEST)
K_rest mag Rest-frame K-band magnitude for best-fit SED (for Z_BEST)
Ks_rest mag Rest-frame Ks-band magnitude for best-fit SED (for Z_BEST)
ch1_rest mag Rest-frame IRAC 3.6microm magnitude for best-fit SED (for Z_BEST)
ch2_rest mag Rest-frame IRAC 4.5microm magnitude for best-fit SED (for Z_BEST)
ch3_rest mag Rest-frame IRAC 5.8microm magnitude for best-fit SED (for Z_BEST)
ch4_rest mag Rest-frame IRAC 8.0microm magnitude for best-fit SED (for Z_BEST)

Description of visual inspection flags

Prefilter

* 0 - Source not sent to pre-filter workflow
* 1 - Send to LGZ
* 2 - Best candidate ID selected by LR is correct
* 3 - No good match
* 4 - Too zoomed in (sent to TZI workflow)
* 6 - host galaxy detection missing in optical/IR catalogue (below optical/IR catalogue limit)
* 7 - Blend (sent to deblend workflow)

NoID

* 0 - Source has an ID
* 1 - Radio source possition accurate, no ID
* 2 - radio position accurate, possible faint ID below optical/IR catalogue limit (so no ID)
* 3 - extended (radio position may be inaccurate), so no ID
* 4 - radio position lies under another unassociated object (so no ID)
* 5 - extended source, one or more potential IDs, but none unambiguous (so no ID)
* 6 - artefact 
* 7 - blend (more Gaussians that potential host IDs?)
* 8 - possible or likely issue with source association 
* 9 - possible optical ID