Column descriptions - hzovaro/spaxelsleuth GitHub Wiki

spaxelsleuth is based on pandas DataFrames, where each row represents a single bin or spaxel. Detailed descriptions of the contents of each column are given below.

In the table, <component> represents which Gaussian emission line component the quantity corresponds to, e.g. "component 1" or "component 2", or it may be "total", in which case the measurement corresponds to the quantity summed over all Gaussian components. <line> represents an emission line name.

Column Description
ID Galaxy ID
Flags
Good? Whether galaxy is in final sample
Bad class Flag for bad or problem objects - 0, 5 and 8 are "good"
Coordinates
RA (IFU) (J2000) IFU right ascension in degrees (J2000)
RA (J2000) Object right ascension in degrees (J2000)
Dec (IFU) (J2000) IFU declination in degrees (J2000)
Dec (J2000) Object declination in degrees (J2000)
z (spectroscopic) Spectroscopic redshift
z (flow-corrected) Flow-corrected redshift
z Redshift (flow-corrected, if available, otherwise spectroscopic)
D_A (Mpc) Angular diameter distance
D_L (Mpc) Luminosity distance
kpc per arcsec Angular scale
Morphologies
Morphology (numeric) Galaxy morphology (numerical representation)
Morphology Galaxy morphology (string representation)
Masses, magnitudes, surface brightnesses, colours
log M_* Logarithm of stellar mass
A_g g-band extinction
M_r Absolute r-band magnitude
g - i colour g - i colour
mu_r at 1R_e r-band surface brightness at 1 effective radius (Kelvin et al. 2012)
mu_r at 2R_e r-band surface brightness at 2 effective radii (Kelvin et al. 2012)
mu_r within 1R_e Mean r-band surface brightness within 1 effective radius (Kelvin et al. 2012)
Sizes, inclinations, etc. from Kelvin et al. (2012) fits
e r-band ellipticity (Kelvin et al. 2012)
PA (degrees) r-band position angle (Kelvin et al. 2012)
R_e (arcsec) r-band major axis effective radius (Kelvin et al. 2012)
R_e (kpc) Effective radius in kpc (Kelvin et al. 2012)
i (degrees) Inclination (Kelvin et al. 2012)
Multi-Gaussian Expansion (MGE) size measurements
R_e (MGE) (arcsec) Circularised effective radius (MGE fit)
m_AB (MGE) AB magnitude within 1R_e (MGE fit)
PA (MGE) (degrees) Position angle (MGE fit)
e at 1R_e (MGE) Model isophotal ellipticity at one Re (MGE fit)
e, LW (MGE) Light-weighted ellipticity of the model (MGE fit)
R_e (MGE) (kpc) Effective radius in kpc (MGE fit)
Environmental metrics
Cluster member Flag indicating cluster membership (1=member, 0=non-member)
r/R_200 Projected distance from cluster centre normalised by R200
v/sigma_cluster Line-of-sight velocity relative to cluster redshift normalised by cluster velocity dispersion measured within R200
Proxies for stellar mass surface density/gravitational potential
log(M/R_e) (MGE) Stellar mass divided by R_e (MGE fit)
log(M/R_e^2) (MGE) Stellar mass divided by R_e^2 (MGE fit)
log(M/R_e) Stellar mass divided by R_e (Kelvin et al. 2012)
log(M/R_e^2) Stellar mass divided by R_e^2 (Kelvin et al. 2012)
Spatially resolved quantities
Stellar kinematics
sigma_* Stellar velocity dispersion (km/s)
sigma_* error 1-sigma uncertainty on stellar velocity dispersion (km/s)
v_* Stellar velocity (km/s)
v_* error 1-sigma uncertainty on stellar velocity (km/s)
Continuum-derived properties
HALPHA continuum Mean continuum level in the rest-frame wavelength range 6500 Å - 6540 Å (flux units)
HALPHA continuum std. dev. Standard deviation in the continuum level in the rest-frame wavelength range 6500 Å - 6540 Å (flux units)
HALPHA continuum error 1-sigma uncertainty on the mean continuum level in the rest-frame wavelength range 6500 Å - 6540 Å (flux units)
HALPHA continuum luminosity Mean continuum luminosity measured in the rest-frame wavelength range 6500 Å - 6540 Å
HALPHA continuum luminosity error 1-sigma uncertainty on the mean continuum luminosity measured in the rest-frame wavelength range 6500 Å - 6540 Å
B-band continuum Mean continuum level in the rest-frame wavelength range 4000 Å - 5000 Å (flux units)
B-band continuum std. dev. Standard deviation in the continuum level in the rest-frame wavelength range 4000 Å - 5000 Å (flux units)
B-band continuum error 1-sigmag uncertainty on the mean continuum level in the rest-frame wavelength range 4000 Å - 5000 Å (flux units)
D4000 Dn4000 break strength using the definition of Balogh et al. (1999)
D4000 error 1-sigma uncertainty on the Dn4000 break strength using the definition of Balogh et al. (1999)
Median SNR (B, full field) Median signal-to-noise ratio in the B data cube measured across all spaxels
Median SNR (R, full field) Median signal-to-noise ratio in the R data cube measured across all spaxels
Median SNR (B, 1R_e) Median signal-to-noise ratio in the B data cube measured within 1R_e (circularised MGE R_e)
Median SNR (R, 1R_e) Median signal-to-noise ratio in the R data cube measured within 1R_e (circularised MGE R_e)
Median SNR (B, 1.5R_e) Median signal-to-noise ratio in the R data cube measured within 1.5R_e (circularised MGE R_e)
Median SNR (R, 1.5R_e) Median signal-to-noise ratio in the R data cube measured within 1.5R_e (circularised MGE R_e)
Median SNR (B, 2R_e) Median signal-to-noise ratio in the B data cube measured within 2R_e (circularised MGE R_e)
Median SNR (R, 2R_e) Median signal-to-noise ratio in the R data cube measured within 3R_e (circularised MGE R_e)
Coordinates and geometry
x_0 (arcsec) x-coordinate of galaxy centre in arcsec relative to bottom-left corner of image
y_0 (arcsec) y-coordinate of galaxy centre in arcsec relative to bottom-left corner of image
x (projected, arcsec) Projected x-coordinate of spaxel (or bin centre) in arcsec relative to bottom-left corner of image
y (projected, arcsec) Projected y-coordinate of spaxel (or bin centre) in arcsec relative to bottom-left corner of image
x (relative to galaxy centre, deprojected, arcsec) De-projected x-coordinate of spaxel (or bin centre) in arcsec relative to galaxy centre
y (relative to galaxy centre, deprojected, arcsec) De-projected y-coordinate of spaxel (or bin centre) in arcsec relative to galaxy centre
r (relative to galaxy centre, deprojected, arcsec) De-projected radius of spaxel (or bin centre) in arcsec relative to galaxy centre
Bin number Spaxel or bin number
Bin size (pixels) Spaxel or bin size (in pixels)
Bin size (square arcsec) Spaxel or bin size (in square arcseconds)
Bin size (square kpc) Spaxel or bin size (in square kpc)
r/R_e De-projected radius of spaxel (or bin centre) in units of R_e (Kelvin et al. 2012) relative to galaxy centre
Emission line quantities
Number of components (original) Number of Gaussian emission line components identified by LZComp in this spaxel or bin
Number of components "Final" number of components after accounting for data quality and S/N cuts
<line> (<component>) <line> flux (flux units)
<line> error (<component>) 1-sigma uncertainty on <line> flux (flux units)
<line> S/N (<component>) <line> S/N, defined as the flux divided by the 1-sigma uncertainty on the flux
<line> luminosity (<component>) <line> luminosity (flux units)
<line> luminosity error (<component>) 1-sigma uncertainty on the <line> luminosity (flux units)
HALPHA EW (<component>) Halpha equivalent width, defined as the Halpha flux divided by the mean continuum leven in the rest-frame wavelength range 6500 Å - 6540 Å
HALPHA EW error (<component>) 1-sigma uncertainty on the Halpha equivalent width, defined as the Halpha flux divided by the mean continuum leven in the rest-frame wavelength range 6500 Å - 6540 Å
log HALPHA luminosity (<component>) Logarithm of the Halpha luminosity (log erg/s)
log HALPHA luminosity error (lower) (<component>) Lower 1-sigma uncertainty on the logarithm of the Halpha luminosity (log erg/s
log HALPHA luminosity error (upper) (<component>) Upper 1-sigma uncertainty on the logarithm of the Halpha luminosity (log erg/s
log HALPHA EW (<component>) Logarithm of the Halpha EW (log Å)
log HALPHA EW error (lower) (<component>) Lower 1-sigma uncertainty on logarithm of the Halpha EW (log Å)
log HALPHA EW error (upper) (<component>) Upper 1-sigma uncertainty on logarithm of the Halpha EW (log Å)
Emission line kinematics
v_gas (<component>) LOS gas velocity (km/s)
v_gas error (<component>) 1-sigma uncertainty on LOS gas velocity (km/s)
v_grad (<component>) Velocity gradient (eqn. 1 of Zhou et al. 2017)
sigma_gas (<component> LOS gas velocity dispersion corrected for instrumental resolution (km/s)
sigma_gas error (<component> 1-sigma uncertainty on LOS gas velocity dispersion corrected for instrumental resolution (km/s)
log sigma_gas (<component>) Logarithm of the gas velocity dispersion corrected for instrumental resolution (log km/s)
log sigma_gas error (lower) (<component>) Lower 1-sigma uncertainty on logarithm of the gas velocity dispersion corrected for instrumental resolution (log km/s)
log sigma_gas error (upper) (<component>) Upper 1-sigma uncertainty on logarithm of the gas velocity dispersion corrected for instrumental resolution (log km/s)
sigma_obs (<component>) Observed velocity dispersion, un-corrected for instrumental resolution (km/s)
sigma_obs S/N (<component>) Velocity dispersion S/N as defined by Federrath et al. (2017)
sigma_obs target S/N (<component>) Target velocity dispersion S/N as defined by Federrath et al. (2017) assuming sigma_gas_SNR_min = 3
FWHM_gas (<component>) Emission line component FWHM (corrected for instrumental resolution)
FWHM_gas error (<component>) 1-sigma uncertainty on the emission line component FWHM (corrected for instrumental resolution)
Star formation rates
SFR (<component>) SFR (Msun/yr/kpc^-2)
SFR error (<component>) 1-sigma uncertainty on the SFR (Msun/yr/kpc^-2)
log SFR (<component>) Log SFR (<component>)
log SFR error (lower) (<component>) Lower 1-sigma uncertainty on log SFR (<component>)
log SFR error (upper) (<component>) Upper 1-sigma uncertainty on log SFR (<component>)
SFR surface density (<component>) SFR surface density (Msun/yr/kpc^-2)
SFR surface density error (<component>) 1-sigma uncertainty on the SFR surface density (Msun/yr/kpc^-2)
log SFR surface density (<component>) Log SFR surface density (<component>)
log SFR surface density error (lower) (<component>) Lower 1-sigma uncertainty on log SFR surface density (<component>)
log SFR surface density error (upper) (<component>) Upper 1-sigma uncertainty on log SFR surface density (<component>)
Other emission line quantities
HALPHA lambda_obs (Å) (<component>) Observed central wavelength of HALPHA in Angstroms
HALPHA sigma_gas (Å) (<component>) Gaussian sigma of HALPHA in Angstroms
HALPHA A (<component>) Gaussian Amplitude of HALPHA in 'flux units'
HALPHA A/N (measured) Halpha amplitude-to-noise measured directly from the spectrum. Measured as as ...
Extinction parameters
HALPHA extinction correction (total) Halpha extinction correction factor (from SAMI DR3)
HALPHA extinction correction error (total) 1-sigma uncertainty on Halpha extinction correction factor (from SAMI DR3)
Balmer decrement (<component>) Measured HALPHA/HBETA ratio
Balmer decrement error (<component>) 1-sigma uncertainty on the measured HALPHA/ HBETAratio
A_V (<component>) Total extinction in the V-band computed using the Balmer decrement (mag)
A_V error (<component>) 1-sigma uncertainty on the total extinction in the V-band computed using the Balmer decrement
Emission line ratios
N2O2 (<component>) log NII6583 / OII3726+OII3729 ratio
N2S2 (<component>) log NII6583 / SII6716+SII6731 ratio
O3N2 (<component>) log (OIII5007/HBETA) / (NII6583/HALPHA) ratio
R23 (<component>) log (OIII4959+OIII5007 + OII3726+OII3729) / HBETA ratio
O3O2 (<component>) log OIII5007 / OII3726+OII3729 ratio
O1O3 (<component>) log OI6300 / OIII5007 ratio
Dopita+2016 (<component>) log (NII6583 / SII6716+SII6731) + 0.264 * np.log10(NII6583 / HALPHA) ratio
N2 (<component>) NII6583 / HALPHA ratio
N2 error (<component>) 1-sigma uncertainty on the NII6583 / HALPHA ratio
log N2 (<component>) log NII6583 / HALPHA ratio
log N2 error (lower) (<component>) Lower 1-sigma uncertainty on log NII6583 / HALPHA ratio
log N2 error (upper) (<component>) Lower 1-sigma uncertainty on log NII6583 / HALPHA ratio
O1 (<component>) OI6300 / HALPHA ratio
O1 error (<component>) 1-sigma uncertainty on the OI6300 / HALPHA ratio
log O1 (<component>) log OI6300 / HALPHA ratio
log O1 error (lower) (<component>) Lower 1-sigma uncertainty on log OI6300 / HALPHA ratio
log O1 error (upper) (<component>) Lower 1-sigma uncertainty on log OI6300 / HALPHA ratio
S2 (<component>) SII6716+SII6731 / HALPHA ratio
S2 error (<component>) 1-sigma uncertainty on the SII6716+SII6731 / HALPHA ratio
log S2 (<component>) log SII6716+SII6731 / HALPHA ratio
log S2 error (lower) (<component>) Lower 1-sigma uncertainty on log SII6716+SII6731 / HALPHA ratio
log S2 error (upper) (<component>) Upper 1-sigma uncertainty on log SII6716+SII6731 / HALPHA ratio
O3 (<component>) OIII5007 / HBETA ratio
O3 error (<component>) 1-sigma uncertainty on the OIII5007 / HBETA ratio
log O3 (<component>) log OIII5007 / HBETA ratio
log O3 error (lower) (<component>) Lower 1-sigma uncertainty on log OIII5007 / HBETA ratio
log O3 error (upper) (<component>) Upper 1-sigma uncertainty on log OIII5007 / HBETA ratio
[SII] ratio (<component>) SII6716/SII6731 ratio
[SII] ratio error (<component>) 1-sigma uncertainty on the SII6716/SII6731 ratio
log [SII] ratio (<component>) log SII6716/SII6731 ratio
log [SII] ratio error (lower) (<component>) Lower 1-sigma uncertainty on log SII6716/SII6731 ratio
log [SII] ratio error (upper) (<component>) Upper 1-sigma uncertainty on log SII6716/SII6731 ratio
Spectral categories
BPT (numeric) (<component>) BPT category (numerical representation)
BPT (<component>) BPT category (string representation)
Stellar/gas kinematic offsets
v_gas - v_* (<component>) Difference between stellar and gas LOS velocities
v_gas - v_* error (<component>) 1-sigma uncertainty on the difference between stellar and gas LOS velocities
sigma_gas - sigma_* (<component>) Difference between stellar and gas LOS velocity dispersions
sigma_gas^2 - sigma_*^2 (<component>) Difference between the squares of the stellar and gas LOS velocity dispersions
sigma_gas/sigma_* (<component>) Ratio of the stellar and gas LOS velocity dispersions
sigma_gas - sigma_* error (<component>) 1-sigma uncertainty on the difference between stellar and gas LOS velocity dispersions
sigma_gas^2 - sigma_*^2 error (<component>) 1-sigma uncertainty on the difference between the squares of the stellar and gas LOS velocity dispersions
sigma_gas/sigma_* error (<component>) 1-sigma uncertainty on the ratio of the stellar and gas LOS velocity dispersions
Component offsets
delta sigma_gas (A/B) sigma_gas (component A) - sigma_gas (component B)
delta sigma_gas error (A/B) 1-sigma uncertainty on sigma_gas (component A) - sigma_gas (component B)
delta v_gas (A/B) v_gas (component A) - v_gas (component B)
delta v_gas error (A/B) 1-sigma uncertainty on v_gas (component A) - v_gas (component B)
HALPHA EW ratio (A/B) Ratio of EWs measured in components A and B
HALPHA EW ratio error (A/B) 1-sigma uncertainty on ratio of EWs measured in components A and B
Delta HALPHA EW (A/B) log(HALPHA EW (component A)) - log(HALPHA EW (component B))
HALPHA EW/HALPHA EW (total) (<component>) HALPHA EW in <component> divided by the total EW in the spaxel
Metallicities
log(O/H) + 12 (<diagnostic>) (<component>) Gas-phase metallicity measured using <diagnostic> (<component>)
log(O/H) + 12 (<diagnostic>) error (lower) (<component>) Lower 1-sigma uncertainty on the gas-phase metallicity measured using <diagnostic> (<component>), from MC simulations
log(O/H) + 12 (<diagnostic>) error (upper) (<component>) Upper 1-sigma uncertainty on the gas-phase metallicity measured using <diagnostic> (<component>), from MC simulations
log(U) (<diagnostic>) (<component>) Ionisation parameter measured using <diagnostic> (<component>)
log(U) (<diagnostic>) error (lower) (<component>) Lower 1-sigma uncertainty on the ionisation parameter measured using <diagnostic> (<component>)
log(U) (<diagnostic>) error (upper) (<component>) Upper 1-sigma uncertainty on the ionisation parameter measured using <diagnostic> (<component>)
Data quality and S/N settings
eline_SNR_min Minimum emission line S/N adopted
sigma_gas_SNR_min Minimum gas velocity dispersion S/N adopted
line_flux_SNR_cut True if S/N cuts have been applied to emission line fluxes
missing_fluxes_cut True if missing flux cuts have been applied to emission line fluxes
line_amplitude_SNR_cut True if line amplitude cuts have been applied to emission line fluxes
flux_fraction_cut True if flux fraction cuts have been applied to emission line fluxes
vgrad_cut True if beam smearing cuts have been applied to gas velocity dispersion measurements
sigma_gas_SNR_cut True if S/N cuts have been applied to gas velocity dispersion measurements
stekin_cut True if stellar kinematics data quality and S/N cuts have been applied
correct_extinction True if extinction correction has been applied to emission line fluxes
Data quality and S/N flags
Beam smearing flag (<component>) True if sigma_gas < 2 * v_grad
Low sigma_gas S/N flag (<component>) True if sigma_obs S/N < sigma_obs target S/N
Bad stellar kinematics True if stellar kinematics do not meet the minimum data quality and S/N requirements given in Croom et al. (2021) (p18)
Low flux S/N flag - <line> (<component>) True if <line> S/N < eline_SNR_min
Missing flux flag - <line> (<component>) True if <line> flux is NaN but the corresponding error is finite
Missing v_gas flag (<component>) True if v_gas flag (<component>) is NaN but the corresponding error is finite
Missing sigma_gas flag (<component>) True if sigma_gas flag (<component>) is NaN but the corresponding error is finite
Missing v_* flag True if v_* flag is NaN but the corresponding error is finite
Missing sigma_* flag True if sigma_* flag is NaN but the corresponding error is finite
Low flux fraction flag - <line> (<component>) True if <line> amplitude (<component>) < 0.05 * <line> amplitude (component 1)
Low amplitude flag - <line> (<component>) True if <line> (<component>) < 3 * RMS noise in the rest-frame wavelength range
Missing components flag (<component>) True if any kinematic components in this spaxel fail to meet minimum data quality and S/N requirements
⚠️ **GitHub.com Fallback** ⚠️