マルチバンド解析後の天体カタログ (forced_src) の中身

flagの類はflagsというcolumnに格納されています。 例えばpythonでbase_PixelFlags_flag_badを見たい場合は、

from astropy.io import fits
hdul=fits.open("forced_src-filter-tract-patch.fits")
hdul[1].data[“flags”][…,56-1]

# ヘッダに TFLAG56 = ‘base_PixelFlags_flag_bad’と記述されている場合。
# -1するのはTFLAG1から始まっているため。
Schema forced_src
Name Type Doc
id int64 unique ID
coord_ra float64 position in ra/dec
coord_dec float64 position in ra/dec
parent int64 unique ID of parent source
deblend_nChild int32 Number of children this object has (defaults to 0)
base_SdssCentroid_[x,y] float64 centroid from Sdss Centroid algorithm
base_SdssCentroid_[x,y]Err float64 1-sigma uncertainty on [x,y] position
base_TransformedCentroid_[x,y] float64 transformed reference centroid [column,raw]
base_TransformedCentroid_flag flag whether the reference centroid is marked as bad
base_InputCount_value float64 Number of images contributing at center, not including anyclipping
base_SdssShape_[xx,yy,xy] float64 elliptical Gaussian adaptive moments
base_SdssShape_[xx,yy,xy]Err float64 Standard deviation of [xx,yy,xy] moment
base_SdssShape_[x,y] float64 elliptical Gaussian adaptive moments
base_SdssShape_instFlux float64 instFlux uncertainty
base_SdssShape_instFluxErr float64 1-sigma instFlux uncertainty
base_SdssShape_psf_[xx,yy,xy] float64 adaptive moments of the PSF model at the object position
base_SdssShape_instFlux_[xx,yy,xy]_Cov float64 uncertainty covariance between base_SdssShape_instFlux and base_SdssShape_xx
base_TransformedShape_[xx,yy,xy] float64 transformed reference shape [x^2,y^2,xy] moment
base_TransformedShape_flag flag whether the reference shape is marked as bad
modelfit_DoubleShapeletPsfApprox_0_[xx,yy,xy,x,y,0,1,2,3,4,5] float64 Double-Shapelet approximation to the PSF model at the position of this source
modelfit_DoubleShapeletPsfApprox_1_[xx,yy,xy,x,y,0,1,2] float64 Double-Shapelet approximation to the PSF model at the position of this source
modelfit_DoubleShapeletPsfApprox_flag flag General Failure Flag
modelfit_DoubleShapeletPsfApprox_flag_invalidPointForPsf flag PSF model could not be evaluated at the source position
modelfit_DoubleShapeletPsfApprox_flag_invalidMoments flag Moments of the PSF model were not a valid ellipse
modelfit_DoubleShapeletPsfApprox_flag_maxIterations flag optimizer exceeded the maximum number (inner or outer) iterations
base_CircularApertureFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_instFlux float64 instFlux within [3.0,4.5,6.0,9.0,12,17,25,35,50,70]-pixel aperture
base_CircularApertureFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_instFluxErr float64 1-sigma flux uncertainty
base_GaussianFlux_flux float64 flux from Gaussian Flux algorithm
base_GaussianFlux_fluxSigma float64 1-sigma flux uncertainty
base_LocalBackground_instFlux float64 background in annulus around source
base_LocalBackground_instFluxErr float64 1-sigma instFlux uncertainty
base_PSFFlux_instFlux float64 instFlux derived from linear least-squares fit of PSF model
base_PSFFlux_instFlux Err float64 1-sigma instFlux uncertainty
base_PsfFlux_area float64 effective area of PSF
base_Variance_value float64 Variance at object position
ext_photometryKron_KronFlux_instflux float64 flux from Kron Flux algorithm
ext_photometryKron_KronFlux_instfluxErr float64 1-sigma instFlux uncertainty
ext_photometryKron_KronFlux_radius float64 Kron radius (sqrt(a*b))
ext_photometryKron_KronFlux_radius_for_radius float64 radius used to estimate <radius> (sqrt(a*b))
ext_photometryKron_KronFlux_psf_radius float64 Radius of PSF
ext_convolved_ConvolvedFlux_seeing float64 original seeing (Gaussian sigma) at position
ext_convolved_ConvolvedFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_instFlux float64 instFlux within [3.0,4.5,6.0,9.0,12,17,25,35,50,70]-pixel aperture
ext_convolved_ConvolvedFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_instFluxErr float64 1-sigma flux uncertainty
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_instFlux float64 convolved Kron flux: seeing [3.500000,5.000000,6.500000,8.000000]
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_instFluxErr float64 1-sigma flux uncertainty
modelfit_CModel_initial_instFlux float64 flux from the initial fit
modelfit_CModel_initial_instFluxErr float64 flux uncertainty from the initial fit
modelfit_CModel_initial_instFlux_inner flag flux within the fit region, with no extrapolation
modelfit_CModel_exp_instFlux float64 flux from the exponential fit
modelfit_CModel_exp_instFluxErr float64 flux uncertainty from the exponential fit
modelfit_CModel_exp_instFlux_inner float64 flux within the fit region, with no extrapolation
modelfit_CModel_dev_instFlux float64 flux from the de Vaucouleur fit
modelfit_CModel_dev_instFluxErr float64 flux uncertainty from the de Vaucouleur fit
modelfit_CModel_dev_instFlux_inner float64 flux within the fit region, with no extrapolation
modelfit_CModel_instFlux float64 flux from the final cmodel fit
modelfit_CModel_instFluxErr float64 flux uncertainty from the final cmodel
modelfit_CModel_instFlux_inner float64 flux within the fit region, with no extrapolation
modelfit_CModel_fracDev float64 fraction of flux in de Vaucouleur component
modelfit_CModel_objective float64 -ln(likelihood) (chi^2) in cmodel fit
undeblended_base_CircularApertureFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_flux float64 flux within [3.0,4.5,6.0,9.0,12,17,25,35,50,70]-pixel aperture
undeblended_base_CircularApertureFlux_[3_0,4_5,6_0,9_0,12_0,17_0,25_0,35_0,50_0,70_0]_fluxSigma float64 1-sigma flux uncertainty
undeblended_base_PsfFlux_instFlux float64 flux derived from linear least-squares fit of PSF model
undeblended_base_PsfFlux_instFluxErr float64 1-sigma flux uncertainty
undeblended_base_PsfFlux_area float64 effective area of PSF
undeblended_ext_photometryKron_KronFlux_instFlux float64 flux from Kron Flux algorithm
undeblended_ext_photometryKron_KronFlux_instFluxErr float64 1-sigma flux uncertainty
undeblended_ext_photometryKron_KronFlux_radius float32 Kron radius (sqrt(a*b))
undeblended_ext_photometryKron_KronFlux_radius_for_radius float32 radius used to estimate <radius> (sqrt(a*b))
undeblended_ext_photometryKron_KronFlux_psf_radius float32 Radius of PSF
ext_convolved_ConvolvedFlux_seeing float32 original seeing (Gaussian sigma) at position
ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]_instFlux float64 flux within [3.300000,4.500000,6.000000]-pixel aperture
ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]_instfluxErr float64 1-sigma flux uncertainty
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_instFlux float64 convolved Kron flux: seeing [3.500000,5.000000,6.500000,8.000000]
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_fluxSigma float64 1-sigma flux uncertainty
base_GaussianFlux_apCorr float64 aperture correction applied to base_GaussianFlux
base_GaussianFlux_apCorrErr float64 standard deviation of aperture correction applied to base_GaussianFllux
base_PsfFlux_apCorr float64 aperture correction applied to base_PsfFlux
base_PsfFlux_apCorrErr float64 standard deviation of aperture correction applied to base_PsfFlux’
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_apCorr float64 aperture correction applied to ext_convolved_ConvolvedFlux_[0,1,2,3]_kron
ext_convolved_ConvolvedFlux_[0,1,2,3]_kron_apCorrErr float64 standard deviation of aperture correction applied to ext_convolved_ConvolvedFlux_[0,1,2,3]_kron
ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]_apCorr float64 aperture correction applied to ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]
ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]_apCorrErr float64 standard deviation of aperture correction applied to ext_convolved_ConvolvedFlux_[0,1,2,3]_[3_3,4_5,6_0]
ext_photometryKron_KronFlux_apCorr float64 aperture correction applied to ext_photometryKron_KronFlux
ext_photometryKron_KronFlux_apCorrErr float64 standard deviation of aperture correction applied to ext_photometryKron_KronFlux
modelfit_CModel_apCorr float64 aperture correction applied to modelfit_CModel
modelfit_CModel_apCorrErr float64 standard deviation of aperture correction applied to modelfit_CModel
modelfit_CModel_dev_apCorr float64 aperture correction applied to modelfit_CModel_dev
modelfit_CModel_dev_apCorrErr float64 standard deviation of aperture correction applied to modelfit_CModel_dev
modelfit_CModel_exp_apCorr float64 aperture correction applied to modelfit_CModel_exp
modelfit_CModel_exp_apCorrErr float64 standard deviation of aperture correction applied to modelfit_CModel_exp
modelfit_CModel_initial_apCorr float64 aperture correction applied to modelfit_CModel_initial
modelfit_CModel_initial_apCorrErr float64 standard deviation of aperture correction applied to modelfit_CModel_initial
base_ClassificationExtendedness_value float64 Set to 1 for extended sources, 0 for point sources.