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Edit and run

The goal of this program is to match the NSA galaxies to the AGC catalogs.

Ideally, there will be a one-to-one match, but of course, nothing is ideal...

So what do we do with galaxies that don't have an NSA match? We will need to get their SDSS colors another way so that we can properly separate them into blue and red, and so we can estimate their stellar masses.





In [1]:



    


from matplotlib import pyplot as plt
import numpy as np
from astropy.io import fits
import glob
%matplotlib inline



    











In [2]:



    


def findnearest(x1,y1,x2,y2,delta):#use where command
    matchflag=1
    nmatch=0
    d=np.sqrt((x1-x2)**2 + (y1-y2)**2)#x2 and y2 are arrays
    index=np.arange(len(d))
    t=index[d<delta]
    matches=t
    if len(matches) > 0:
        nmatch=len(matches)
        if nmatch > 1:
            imatch=index[(d == min(d[t]))]
        else:
            imatch=matches[0]
    else:
        imatch = 0
        matchflag = 0

    return imatch, matchflag,nmatch



    











In [3]:



    


def compare_samples(x1,y1,x2,y2):
    plt.figure()
    plt.plot(x1,y1,'bo')
    plt.plot(x2,y2,'ks')



    











In [37]:



    


# match radiuss = 3 arcsec
matchradius=3./3600 # convert to degrees

    
clusterfiles=glob.glob('NRG*AGC.fits')
for cfile in clusterfiles:
    agcdat=fits.getdata(cfile)
    name=cfile.split('_')[0]
    nsafile=name+'_NSA.fits'
    print nsafile
    nsadat=fits.getdata(nsafile)
    imatch=np.zeros(len(agcdat.RA),'i')
    matchflag=np.zeros(len(agcdat.RA),'bool')
    nmatch=np.zeros(len(agcdat.RA),'i')
    for i in range(len(agcdat.RA)):
        imatch[i],matchflag[i],nmatch[i] = findnearest(agcdat.RA[i],agcdat.DEC[i],nsadat.RA,nsadat.DEC,matchradius)
    
    outfile=name+'_matchNSAtoAGC.fits'
    
    orig_cols = agcdat.columns
    new_cols = []
    for col in nsadat.columns.names:
        print col
        base=nsadat[col]
        print base.shape,matchflag.shape
        #a=nsadat[col][imatch]*matchflag + np.zeros(len(nsadat[col]))*matchflag
        #print a.shape
                                        
        #t=fits.Column(name=col, array=a)
        
    #fits.ColDefs([new_cols])
    #hdu = fits.BinTableHDU.from_columns(orig_cols + new_cols)
    #hdu.writeto(outfile,clobber='yes')



    


















    






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AMIVAR
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KCORRECT
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KCOEFF
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MTOL
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B300
(405,) (414,)
B1000
(405,) (414,)
METS
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MASS
(405,) (414,)
XCEN
(405,) (414,)
YCEN
(405,) (414,)
NPROF
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PROFMEAN
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PROFMEAN_IVAR
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QSTOKES
(405, 15, 7) (414,)
USTOKES
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BASTOKES
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PHISTOKES
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PETROFLUX
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PETROFLUX_IVAR
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FIBERFLUX
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FIBERFLUX_IVAR
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BA50
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PHI50
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BA90
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SERSIC_PHI
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PETROTHETA
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PETROTH50
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SERSIC_TH50
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PLATE
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VDISP
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NRGb155_NSA.fits
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RA
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BASTOKES
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PETROFLUX
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BA50
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PHI50
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BA90
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PHI90
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SERSICFLUX
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B300
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BASTOKES
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PETROFLUX
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PHI50
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AID
(422,) (430,)
PID
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PROFTHETA
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FA
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FIELD
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ZDIST
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ZDIST_ERR
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BASTOKES
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PHISTOKES
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PETROFLUX
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FIBERFLUX
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FIBERFLUX_IVAR
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BA50
(422,) (430,)
PHI50
(422,) (430,)
BA90
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(422,) (430,)
SERSICFLUX
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SERSIC_N
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SERSIC_BA
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SERSIC_PHI
(422,) (430,)
ASYMMETRY
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DFLAGS
(422, 7) (430,)
AID
(422,) (430,)
PID
(422,) (430,)
DVERSION
(422,) (430,)
PROFTHETA
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PETROTHETA
(422,) (430,)
PETROTH50
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PETROTH90
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SERSIC_TH50
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OBJNO
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MJD
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D4000
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D4000ERR
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FA
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S2FLUX
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S2FLUXERR
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S2EW
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S2EWERR
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S2VMEAS
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S2VMERR
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MTOL
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B300
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B1000
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BASTOKES
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PETROFLUX
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SERSIC_N
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SERSIC_BA
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HAEWERR
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HAVMEAS
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HAVMERR
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N2FLUX
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N2FLUXERR
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N2EW
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N2EWERR
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N2VMEAS
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N2VMERR
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HBFLUX
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HBFLUXERR
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HBEW
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HBEWERR
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HBVMEAS
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HBVMERR
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O1FLUX
(410,) (422,)
O1FLUXERR
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O1EW
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O1EWERR
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O1VMEAS
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O1VMERR
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O2FLUX
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O2FLUXERR
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O2EW
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O2EWERR
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O2VMEAS
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O2VMERR
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O3FLUX
(410,) (422,)
O3FLUXERR
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O3EW
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O3EWERR
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O3VMEAS
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O3VMERR
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AHGEW
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AHGEWERR
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AHDEW
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AHDEWERR
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NE3EW
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NE3EWERR
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NE5EW
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NE5EWERR
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AV
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S2NSAMP
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RACAT
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DECCAT
(410,) (422,)
ZSDSSLINE
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SURVEY
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PROGRAMNAME
(410,) (422,)
PLATEQUALITY
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TILE
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PLUG_RA
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PLUG_DEC
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NRGs090_NSA.fits
IAUNAME
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SUBDIR
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RA
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DEC
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ISDSS
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INED
(419,) (424,)
ISIXDF
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IALFALFA
(419,) (424,)
IZCAT
(419,) (424,)
ITWODF
(419,) (424,)
MAG
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Z
(419,) (424,)
ZSRC
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SIZE
(419,) (424,)
RUN
(419,) (424,)
CAMCOL
(419,) (424,)
FIELD
(419,) (424,)
RERUN
(419,) (424,)
XPOS
(419,) (424,)
YPOS
(419,) (424,)
ZLG
(419,) (424,)
ZDIST
(419,) (424,)
ZDIST_ERR
(419,) (424,)
NSAID
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NMGY
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NMGY_IVAR
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OK
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RNMGY
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ABSMAG
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AMIVAR
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EXTINCTION
(419, 7) (424,)
KCORRECT
(419, 7) (424,)
KCOEFF
(419, 5) (424,)
MTOL
(419, 7) (424,)
B300
(419,) (424,)
B1000
(419,) (424,)
METS
(419,) (424,)
MASS
(419,) (424,)
XCEN
(419,) (424,)
YCEN
(419,) (424,)
NPROF
(419, 7) (424,)
PROFMEAN
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PROFMEAN_IVAR
(419, 15, 7) (424,)
QSTOKES
(419, 15, 7) (424,)
USTOKES
(419, 15, 7) (424,)
BASTOKES
(419, 15, 7) (424,)
PHISTOKES
(419, 15, 7) (424,)
PETROFLUX
(419, 7) (424,)
PETROFLUX_IVAR
(419, 7) (424,)
FIBERFLUX
(419, 7) (424,)
FIBERFLUX_IVAR
(419, 7) (424,)
BA50
(419,) (424,)
PHI50
(419,) (424,)
BA90
(419,) (424,)
PHI90
(419,) (424,)
SERSICFLUX
(419, 7) (424,)
SERSICFLUX_IVAR
(419, 7) (424,)
SERSIC_N
(419,) (424,)
SERSIC_BA
(419,) (424,)
SERSIC_PHI
(419,) (424,)
ASYMMETRY
(419, 7) (424,)
CLUMPY
(419, 7) (424,)
DFLAGS
(419, 7) (424,)
AID
(419,) (424,)
PID
(419,) (424,)
DVERSION
(419,) (424,)
PROFTHETA
(419, 15) (424,)
PETROTHETA
(419,) (424,)
PETROTH50
(419,) (424,)
PETROTH90
(419,) (424,)
SERSIC_TH50
(419,) (424,)
OBJNO
(419,) (424,)
PLATE
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FIBERID
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MJD
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COEFF
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VDISP
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D4000
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D4000ERR
(419,) (424,)
FA
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FAERR
(419,) (424,)
S2FLUX
(419,) (424,)
S2FLUXERR
(419,) (424,)
S2EW
(419,) (424,)
S2EWERR
(419,) (424,)
S2VMEAS
(419,) (424,)
S2VMERR
(419,) (424,)
S2RATIO
(419,) (424,)
HAFLUX
(419,) (424,)
HAFLUXERR
(419,) (424,)
HAEW
(419,) (424,)
HAEWERR
(419,) (424,)
HAVMEAS
(419,) (424,)
HAVMERR
(419,) (424,)
N2FLUX
(419,) (424,)
N2FLUXERR
(419,) (424,)
N2EW
(419,) (424,)
N2EWERR
(419,) (424,)
N2VMEAS
(419,) (424,)
N2VMERR
(419,) (424,)
HBFLUX
(419,) (424,)
HBFLUXERR
(419,) (424,)
HBEW
(419,) (424,)
HBEWERR
(419,) (424,)
HBVMEAS
(419,) (424,)
HBVMERR
(419,) (424,)
O1FLUX
(419,) (424,)
O1FLUXERR
(419,) (424,)
O1EW
(419,) (424,)
O1EWERR
(419,) (424,)
O1VMEAS
(419,) (424,)
O1VMERR
(419,) (424,)
O2FLUX
(419,) (424,)
O2FLUXERR
(419,) (424,)
O2EW
(419,) (424,)
O2EWERR
(419,) (424,)
O2VMEAS
(419,) (424,)
O2VMERR
(419,) (424,)
O3FLUX
(419,) (424,)
O3FLUXERR
(419,) (424,)
O3EW
(419,) (424,)
O3EWERR
(419,) (424,)
O3VMEAS
(419,) (424,)
O3VMERR
(419,) (424,)
AHGEW
(419,) (424,)
AHGEWERR
(419,) (424,)
AHDEW
(419,) (424,)
AHDEWERR
(419,) (424,)
NE3EW
(419,) (424,)
NE3EWERR
(419,) (424,)
NE5EW
(419,) (424,)
NE5EWERR
(419,) (424,)
AV
(419,) (424,)
S2NSAMP
(419,) (424,)
RACAT
(419,) (424,)
DECCAT
(419,) (424,)
ZSDSSLINE
(419,) (424,)
SURVEY
(419,) (424,)
PROGRAMNAME
(419,) (424,)
PLATEQUALITY
(419,) (424,)
TILE
(419,) (424,)
PLUG_RA
(419,) (424,)
PLUG_DEC
(419,) (424,)
NRGs090_NSA.fits
IAUNAME
(419,) (424,)
SUBDIR
(419,) (424,)
RA
(419,) (424,)
DEC
(419,) (424,)
ISDSS
(419,) (424,)
INED
(419,) (424,)
ISIXDF
(419,) (424,)
IALFALFA
(419,) (424,)
IZCAT
(419,) (424,)
ITWODF
(419,) (424,)
MAG
(419,) (424,)
Z
(419,) (424,)
ZSRC
(419,) (424,)
SIZE
(419,) (424,)
RUN
(419,) (424,)
CAMCOL
(419,) (424,)
FIELD
(419,) (424,)
RERUN
(419,) (424,)
XPOS
(419,) (424,)
YPOS
(419,) (424,)
ZLG
(419,) (424,)
ZDIST
(419,) (424,)
ZDIST_ERR
(419,) (424,)
NSAID
(419,) (424,)
NMGY
(419, 7) (424,)
NMGY_IVAR
(419, 7) (424,)
OK
(419,) (424,)
RNMGY
(419, 7) (424,)
ABSMAG
(419, 7) (424,)
AMIVAR
(419, 7) (424,)
EXTINCTION
(419, 7) (424,)
KCORRECT
(419, 7) (424,)
KCOEFF
(419, 5) (424,)
MTOL
(419, 7) (424,)
B300
(419,) (424,)
B1000
(419,) (424,)
METS
(419,) (424,)
MASS
(419,) (424,)
XCEN
(419,) (424,)
YCEN
(419,) (424,)
NPROF
(419, 7) (424,)
PROFMEAN
(419, 15, 7) (424,)
PROFMEAN_IVAR
(419, 15, 7) (424,)
QSTOKES
(419, 15, 7) (424,)
USTOKES
(419, 15, 7) (424,)
BASTOKES
(419, 15, 7) (424,)
PHISTOKES
(419, 15, 7) (424,)
PETROFLUX
(419, 7) (424,)
PETROFLUX_IVAR
(419, 7) (424,)
FIBERFLUX
(419, 7) (424,)
FIBERFLUX_IVAR
(419, 7) (424,)
BA50
(419,) (424,)
PHI50
(419,) (424,)
BA90
(419,) (424,)
PHI90
(419,) (424,)
SERSICFLUX
(419, 7) (424,)
SERSICFLUX_IVAR
(419, 7) (424,)
SERSIC_N
(419,) (424,)
SERSIC_BA
(419,) (424,)
SERSIC_PHI
(419,) (424,)
ASYMMETRY
(419, 7) (424,)
CLUMPY
(419, 7) (424,)
DFLAGS
(419, 7) (424,)
AID
(419,) (424,)
PID
(419,) (424,)
DVERSION
(419,) (424,)
PROFTHETA
(419, 15) (424,)
PETROTHETA
(419,) (424,)
PETROTH50
(419,) (424,)
PETROTH90
(419,) (424,)
SERSIC_TH50
(419,) (424,)
OBJNO
(419,) (424,)
PLATE
(419,) (424,)
FIBERID
(419,) (424,)
MJD
(419,) (424,)
COEFF
(419, 7) (424,)
VDISP
(419,) (424,)
D4000
(419,) (424,)
D4000ERR
(419,) (424,)
FA
(419,) (424,)
FAERR
(419,) (424,)
S2FLUX
(419,) (424,)
S2FLUXERR
(419,) (424,)
S2EW
(419,) (424,)
S2EWERR
(419,) (424,)
S2VMEAS
(419,) (424,)
S2VMERR
(419,) (424,)
S2RATIO
(419,) (424,)
HAFLUX
(419,) (424,)
HAFLUXERR
(419,) (424,)
HAEW
(419,) (424,)
HAEWERR
(419,) (424,)
HAVMEAS
(419,) (424,)
HAVMERR
(419,) (424,)
N2FLUX
(419,) (424,)
N2FLUXERR
(419,) (424,)
N2EW
(419,) (424,)
N2EWERR
(419,) (424,)
N2VMEAS
(419,) (424,)
N2VMERR
(419,) (424,)
HBFLUX
(419,) (424,)
HBFLUXERR
(419,) (424,)
HBEW
(419,) (424,)
HBEWERR
(419,) (424,)
HBVMEAS
(419,) (424,)
HBVMERR
(419,) (424,)
O1FLUX
(419,) (424,)
O1FLUXERR
(419,) (424,)
O1EW
(419,) (424,)
O1EWERR
(419,) (424,)
O1VMEAS
(419,) (424,)
O1VMERR
(419,) (424,)
O2FLUX
(419,) (424,)
O2FLUXERR
(419,) (424,)
O2EW
(419,) (424,)
O2EWERR
(419,) (424,)
O2VMEAS
(419,) (424,)
O2VMERR
(419,) (424,)
O3FLUX
(419,) (424,)
O3FLUXERR
(419,) (424,)
O3EW
(419,) (424,)
O3EWERR
(419,) (424,)
O3VMEAS
(419,) (424,)
O3VMERR
(419,) (424,)
AHGEW
(419,) (424,)
AHGEWERR
(419,) (424,)
AHDEW
(419,) (424,)
AHDEWERR
(419,) (424,)
NE3EW
(419,) (424,)
NE3EWERR
(419,) (424,)
NE5EW
(419,) (424,)
NE5EWERR
(419,) (424,)
AV
(419,) (424,)
S2NSAMP
(419,) (424,)
RACAT
(419,) (424,)
DECCAT
(419,) (424,)
ZSDSSLINE
(419,) (424,)
SURVEY
(419,) (424,)
PROGRAMNAME
(419,) (424,)
PLATEQUALITY
(419,) (424,)
TILE
(419,) (424,)
PLUG_RA
(419,) (424,)
PLUG_DEC
(419,) (424,)
NRGs110_NSA.fits
IAUNAME
(429,) (454,)
SUBDIR
(429,) (454,)
RA
(429,) (454,)
DEC
(429,) (454,)
ISDSS
(429,) (454,)
INED
(429,) (454,)
ISIXDF
(429,) (454,)
IALFALFA
(429,) (454,)
IZCAT
(429,) (454,)
ITWODF
(429,) (454,)
MAG
(429,) (454,)
Z
(429,) (454,)
ZSRC
(429,) (454,)
SIZE
(429,) (454,)
RUN
(429,) (454,)
CAMCOL
(429,) (454,)
FIELD
(429,) (454,)
RERUN
(429,) (454,)
XPOS
(429,) (454,)
YPOS
(429,) (454,)
ZLG
(429,) (454,)
ZDIST
(429,) (454,)
ZDIST_ERR
(429,) (454,)
NSAID
(429,) (454,)
NMGY
(429, 7) (454,)
NMGY_IVAR
(429, 7) (454,)
OK
(429,) (454,)
RNMGY
(429, 7) (454,)
ABSMAG
(429, 7) (454,)
AMIVAR
(429, 7) (454,)
EXTINCTION
(429, 7) (454,)
KCORRECT
(429, 7) (454,)
KCOEFF
(429, 5) (454,)
MTOL
(429, 7) (454,)
B300
(429,) (454,)
B1000
(429,) (454,)
METS
(429,) (454,)
MASS
(429,) (454,)
XCEN
(429,) (454,)
YCEN
(429,) (454,)
NPROF
(429, 7) (454,)
PROFMEAN
(429, 15, 7) (454,)
PROFMEAN_IVAR
(429, 15, 7) (454,)
QSTOKES
(429, 15, 7) (454,)
USTOKES
(429, 15, 7) (454,)
BASTOKES
(429, 15, 7) (454,)
PHISTOKES
(429, 15, 7) (454,)
PETROFLUX
(429, 7) (454,)
PETROFLUX_IVAR
(429, 7) (454,)
FIBERFLUX
(429, 7) (454,)
FIBERFLUX_IVAR
(429, 7) (454,)
BA50
(429,) (454,)
PHI50
(429,) (454,)
BA90
(429,) (454,)
PHI90
(429,) (454,)
SERSICFLUX
(429, 7) (454,)
SERSICFLUX_IVAR
(429, 7) (454,)
SERSIC_N
(429,) (454,)
SERSIC_BA
(429,) (454,)
SERSIC_PHI
(429,) (454,)
ASYMMETRY
(429, 7) (454,)
CLUMPY
(429, 7) (454,)
DFLAGS
(429, 7) (454,)
AID
(429,) (454,)
PID
(429,) (454,)
DVERSION
(429,) (454,)
PROFTHETA
(429, 15) (454,)
PETROTHETA
(429,) (454,)
PETROTH50
(429,) (454,)
PETROTH90
(429,) (454,)
SERSIC_TH50
(429,) (454,)
OBJNO
(429,) (454,)
PLATE
(429,) (454,)
FIBERID
(429,) (454,)
MJD
(429,) (454,)
COEFF
(429, 7) (454,)
VDISP
(429,) (454,)
D4000
(429,) (454,)
D4000ERR
(429,) (454,)
FA
(429,) (454,)
FAERR
(429,) (454,)
S2FLUX
(429,) (454,)
S2FLUXERR
(429,) (454,)
S2EW
(429,) (454,)
S2EWERR
(429,) (454,)
S2VMEAS
(429,) (454,)
S2VMERR
(429,) (454,)
S2RATIO
(429,) (454,)
HAFLUX
(429,) (454,)
HAFLUXERR
(429,) (454,)
HAEW
(429,) (454,)
HAEWERR
(429,) (454,)
HAVMEAS
(429,) (454,)
HAVMERR
(429,) (454,)
N2FLUX
(429,) (454,)
N2FLUXERR
(429,) (454,)
N2EW
(429,) (454,)
N2EWERR
(429,) (454,)
N2VMEAS
(429,) (454,)
N2VMERR
(429,) (454,)
HBFLUX
(429,) (454,)
HBFLUXERR
(429,) (454,)
HBEW
(429,) (454,)
HBEWERR
(429,) (454,)
HBVMEAS
(429,) (454,)
HBVMERR
(429,) (454,)
O1FLUX
(429,) (454,)
O1FLUXERR
(429,) (454,)
O1EW
(429,) (454,)
O1EWERR
(429,) (454,)
O1VMEAS
(429,) (454,)
O1VMERR
(429,) (454,)
O2FLUX
(429,) (454,)
O2FLUXERR
(429,) (454,)
O2EW
(429,) (454,)
O2EWERR
(429,) (454,)
O2VMEAS
(429,) (454,)
O2VMERR
(429,) (454,)
O3FLUX
(429,) (454,)
O3FLUXERR
(429,) (454,)
O3EW
(429,) (454,)
O3EWERR
(429,) (454,)
O3VMEAS
(429,) (454,)
O3VMERR
(429,) (454,)
AHGEW
(429,) (454,)
AHGEWERR
(429,) (454,)
AHDEW
(429,) (454,)
AHDEWERR
(429,) (454,)
NE3EW
(429,) (454,)
NE3EWERR
(429,) (454,)
NE5EW
(429,) (454,)
NE5EWERR
(429,) (454,)
AV
(429,) (454,)
S2NSAMP
(429,) (454,)
RACAT
(429,) (454,)
DECCAT
(429,) (454,)
ZSDSSLINE
(429,) (454,)
SURVEY
(429,) (454,)
PROGRAMNAME
(429,) (454,)
PLATEQUALITY
(429,) (454,)
TILE
(429,) (454,)
PLUG_RA
(429,) (454,)
PLUG_DEC
(429,) (454,)
NRGs110_NSA.fits
IAUNAME
(429,) (454,)
SUBDIR
(429,) (454,)
RA
(429,) (454,)
DEC
(429,) (454,)
ISDSS
(429,) (454,)
INED
(429,) (454,)
ISIXDF
(429,) (454,)
IALFALFA
(429,) (454,)
IZCAT
(429,) (454,)
ITWODF
(429,) (454,)
MAG
(429,) (454,)
Z
(429,) (454,)
ZSRC
(429,) (454,)
SIZE
(429,) (454,)
RUN
(429,) (454,)
CAMCOL
(429,) (454,)
FIELD
(429,) (454,)
RERUN
(429,) (454,)
XPOS
(429,) (454,)
YPOS
(429,) (454,)
ZLG
(429,) (454,)
ZDIST
(429,) (454,)
ZDIST_ERR
(429,) (454,)
NSAID
(429,) (454,)
NMGY
(429, 7) (454,)
NMGY_IVAR
(429, 7) (454,)
OK
(429,) (454,)
RNMGY
(429, 7) (454,)
ABSMAG
(429, 7) (454,)
AMIVAR
(429, 7) (454,)
EXTINCTION
(429, 7) (454,)
KCORRECT
(429, 7) (454,)
KCOEFF
(429, 5) (454,)
MTOL
(429, 7) (454,)
B300
(429,) (454,)
B1000
(429,) (454,)
METS
(429,) (454,)
MASS
(429,) (454,)
XCEN
(429,) (454,)
YCEN
(429,) (454,)
NPROF
(429, 7) (454,)
PROFMEAN
(429, 15, 7) (454,)
PROFMEAN_IVAR
(429, 15, 7) (454,)
QSTOKES
(429, 15, 7) (454,)
USTOKES
(429, 15, 7) (454,)
BASTOKES
(429, 15, 7) (454,)
PHISTOKES
(429, 15, 7) (454,)
PETROFLUX
(429, 7) (454,)
PETROFLUX_IVAR
(429, 7) (454,)
FIBERFLUX
(429, 7) (454,)
FIBERFLUX_IVAR
(429, 7) (454,)
BA50
(429,) (454,)
PHI50
(429,) (454,)
BA90
(429,) (454,)
PHI90
(429,) (454,)
SERSICFLUX
(429, 7) (454,)
SERSICFLUX_IVAR
(429, 7) (454,)
SERSIC_N
(429,) (454,)
SERSIC_BA
(429,) (454,)
SERSIC_PHI
(429,) (454,)
ASYMMETRY
(429, 7) (454,)
CLUMPY
(429, 7) (454,)
DFLAGS
(429, 7) (454,)
AID
(429,) (454,)
PID
(429,) (454,)
DVERSION
(429,) (454,)
PROFTHETA
(429, 15) (454,)
PETROTHETA
(429,) (454,)
PETROTH50
(429,) (454,)
PETROTH90
(429,) (454,)
SERSIC_TH50
(429,) (454,)
OBJNO
(429,) (454,)
PLATE
(429,) (454,)
FIBERID
(429,) (454,)
MJD
(429,) (454,)
COEFF
(429, 7) (454,)
VDISP
(429,) (454,)
D4000
(429,) (454,)
D4000ERR
(429,) (454,)
FA
(429,) (454,)
FAERR
(429,) (454,)
S2FLUX
(429,) (454,)
S2FLUXERR
(429,) (454,)
S2EW
(429,) (454,)
S2EWERR
(429,) (454,)
S2VMEAS
(429,) (454,)
S2VMERR
(429,) (454,)
S2RATIO
(429,) (454,)
HAFLUX
(429,) (454,)
HAFLUXERR
(429,) (454,)
HAEW
(429,) (454,)
HAEWERR
(429,) (454,)
HAVMEAS
(429,) (454,)
HAVMERR
(429,) (454,)
N2FLUX
(429,) (454,)
N2FLUXERR
(429,) (454,)
N2EW
(429,) (454,)
N2EWERR
(429,) (454,)
N2VMEAS
(429,) (454,)
N2VMERR
(429,) (454,)
HBFLUX
(429,) (454,)
HBFLUXERR
(429,) (454,)
HBEW
(429,) (454,)
HBEWERR
(429,) (454,)
HBVMEAS
(429,) (454,)
HBVMERR
(429,) (454,)
O1FLUX
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HBEWERR
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O1FLUXERR
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NRGs117_NSA.fits
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RA
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SERSICFLUX
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PID
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O2VMERR
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TILE
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PLUG_DEC
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NRGs317_NSA.fits
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RA
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ITWODF
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MAG
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FIELD
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YPOS
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ZLG
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ZDIST
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ZDIST_ERR
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NSAID
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NMGY_IVAR
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OK
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EXTINCTION
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MTOL
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B300
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METS
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QSTOKES
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USTOKES
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BASTOKES
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PHISTOKES
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PETROFLUX
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PETROFLUX_IVAR
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FIBERFLUX
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FIBERFLUX_IVAR
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BA50
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PHI50
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BA90
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PHI90
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SERSICFLUX
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SERSIC_BA
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ASYMMETRY
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DFLAGS
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AID
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PID
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PROFTHETA
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PETROTH50
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MJD
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FA
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S2FLUX
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S2VMEAS
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HAFLUXERR
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HAEW
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HAVMERR
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N2FLUX
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N2EW
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HBFLUX
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HBFLUXERR
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HBEW
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HBEWERR
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HBVMERR
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O1FLUXERR
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O1VMERR
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O2FLUXERR
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O2EW
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O2VMERR
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O3FLUXERR
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O3EW
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O3VMEAS
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AHGEWERR
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AV
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TILE
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NRGs317_NSA.fits
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RA
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IALFALFA
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FIELD
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RERUN
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XPOS
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YPOS
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ZLG
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ZDIST
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ZDIST_ERR
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NSAID
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NMGY
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OK
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EXTINCTION
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MTOL
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B300
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B1000
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METS
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XCEN
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YCEN
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NPROF
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QSTOKES
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USTOKES
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BASTOKES
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PHISTOKES
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PETROFLUX
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SERSICFLUX
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DFLAGS
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AID
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PID
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DVERSION
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PROFTHETA
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PETROTHETA
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PETROTH50
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PETROTH90
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SERSIC_TH50
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OBJNO
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MJD
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D4000
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FA
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S2FLUX
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S2FLUXERR
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S2EW
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S2VMEAS
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S2RATIO
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HAFLUX
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HAFLUXERR
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HAEW
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HAVMEAS
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N2FLUX
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N2FLUXERR
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N2EW
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N2EWERR
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N2VMEAS
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N2VMERR
(292,) (318,)
HBFLUX
(292,) (318,)
HBFLUXERR
(292,) (318,)
HBEW
(292,) (318,)
HBEWERR
(292,) (318,)
HBVMEAS
(292,) (318,)
HBVMERR
(292,) (318,)
O1FLUX
(292,) (318,)
O1FLUXERR
(292,) (318,)
O1EW
(292,) (318,)
O1EWERR
(292,) (318,)
O1VMEAS
(292,) (318,)
O1VMERR
(292,) (318,)
O2FLUX
(292,) (318,)
O2FLUXERR
(292,) (318,)
O2EW
(292,) (318,)
O2EWERR
(292,) (318,)
O2VMEAS
(292,) (318,)
O2VMERR
(292,) (318,)
O3FLUX
(292,) (318,)
O3FLUXERR
(292,) (318,)
O3EW
(292,) (318,)
O3EWERR
(292,) (318,)
O3VMEAS
(292,) (318,)
O3VMERR
(292,) (318,)
AHGEW
(292,) (318,)
AHGEWERR
(292,) (318,)
AHDEW
(292,) (318,)
AHDEWERR
(292,) (318,)
NE3EW
(292,) (318,)
NE3EWERR
(292,) (318,)
NE5EW
(292,) (318,)
NE5EWERR
(292,) (318,)
AV
(292,) (318,)
S2NSAMP
(292,) (318,)
RACAT
(292,) (318,)
DECCAT
(292,) (318,)
ZSDSSLINE
(292,) (318,)
SURVEY
(292,) (318,)
PROGRAMNAME
(292,) (318,)
PLATEQUALITY
(292,) (318,)
TILE
(292,) (318,)
PLUG_RA
(292,) (318,)
PLUG_DEC
(292,) (318,)
NRGs341_NSA.fits
IAUNAME
(970,) (1011,)
SUBDIR
(970,) (1011,)
RA
(970,) (1011,)
DEC
(970,) (1011,)
ISDSS
(970,) (1011,)
INED
(970,) (1011,)
ISIXDF
(970,) (1011,)
IALFALFA
(970,) (1011,)
IZCAT
(970,) (1011,)
ITWODF
(970,) (1011,)
MAG
(970,) (1011,)
Z
(970,) (1011,)
ZSRC
(970,) (1011,)
SIZE
(970,) (1011,)
RUN
(970,) (1011,)
CAMCOL
(970,) (1011,)
FIELD
(970,) (1011,)
RERUN
(970,) (1011,)
XPOS
(970,) (1011,)
YPOS
(970,) (1011,)
ZLG
(970,) (1011,)
ZDIST
(970,) (1011,)
ZDIST_ERR
(970,) (1011,)
NSAID
(970,) (1011,)
NMGY
(970, 7) (1011,)
NMGY_IVAR
(970, 7) (1011,)
OK
(970,) (1011,)
RNMGY
(970, 7) (1011,)
ABSMAG
(970, 7) (1011,)
AMIVAR
(970, 7) (1011,)
EXTINCTION
(970, 7) (1011,)
KCORRECT
(970, 7) (1011,)
KCOEFF
(970, 5) (1011,)
MTOL
(970, 7) (1011,)
B300
(970,) (1011,)
B1000
(970,) (1011,)
METS
(970,) (1011,)
MASS
(970,) (1011,)
XCEN
(970,) (1011,)
YCEN
(970,) (1011,)
NPROF
(970, 7) (1011,)
PROFMEAN
(970, 15, 7) (1011,)
PROFMEAN_IVAR
(970, 15, 7) (1011,)
QSTOKES
(970, 15, 7) (1011,)
USTOKES
(970, 15, 7) (1011,)
BASTOKES
(970, 15, 7) (1011,)
PHISTOKES
(970, 15, 7) (1011,)
PETROFLUX
(970, 7) (1011,)
PETROFLUX_IVAR
(970, 7) (1011,)
FIBERFLUX
(970, 7) (1011,)
FIBERFLUX_IVAR
(970, 7) (1011,)
BA50
(970,) (1011,)
PHI50
(970,) (1011,)
BA90
(970,) (1011,)
PHI90
(970,) (1011,)
SERSICFLUX
(970, 7) (1011,)
SERSICFLUX_IVAR
(970, 7) (1011,)
SERSIC_N
(970,) (1011,)
SERSIC_BA
(970,) (1011,)
SERSIC_PHI
(970,) (1011,)
ASYMMETRY
(970, 7) (1011,)
CLUMPY
(970, 7) (1011,)
DFLAGS
(970, 7) (1011,)
AID
(970,) (1011,)
PID
(970,) (1011,)
DVERSION
(970,) (1011,)
PROFTHETA
(970, 15) (1011,)
PETROTHETA
(970,) (1011,)
PETROTH50
(970,) (1011,)
PETROTH90
(970,) (1011,)
SERSIC_TH50
(970,) (1011,)
OBJNO
(970,) (1011,)
PLATE
(970,) (1011,)
FIBERID
(970,) (1011,)
MJD
(970,) (1011,)
COEFF
(970, 7) (1011,)
VDISP
(970,) (1011,)
D4000
(970,) (1011,)
D4000ERR
(970,) (1011,)
FA
(970,) (1011,)
FAERR
(970,) (1011,)
S2FLUX
(970,) (1011,)
S2FLUXERR
(970,) (1011,)
S2EW
(970,) (1011,)
S2EWERR
(970,) (1011,)
S2VMEAS
(970,) (1011,)
S2VMERR
(970,) (1011,)
S2RATIO
(970,) (1011,)
HAFLUX
(970,) (1011,)
HAFLUXERR
(970,) (1011,)
HAEW
(970,) (1011,)
HAEWERR
(970,) (1011,)
HAVMEAS
(970,) (1011,)
HAVMERR
(970,) (1011,)
N2FLUX
(970,) (1011,)
N2FLUXERR
(970,) (1011,)
N2EW
(970,) (1011,)
N2EWERR
(970,) (1011,)
N2VMEAS
(970,) (1011,)
N2VMERR
(970,) (1011,)
HBFLUX
(970,) (1011,)
HBFLUXERR
(970,) (1011,)
HBEW
(970,) (1011,)
HBEWERR
(970,) (1011,)
HBVMEAS
(970,) (1011,)
HBVMERR
(970,) (1011,)
O1FLUX
(970,) (1011,)
O1FLUXERR
(970,) (1011,)
O1EW
(970,) (1011,)
O1EWERR
(970,) (1011,)
O1VMEAS
(970,) (1011,)
O1VMERR
(970,) (1011,)
O2FLUX
(970,) (1011,)
O2FLUXERR
(970,) (1011,)
O2EW
(970,) (1011,)
O2EWERR
(970,) (1011,)
O2VMEAS
(970,) (1011,)
O2VMERR
(970,) (1011,)
O3FLUX
(970,) (1011,)
O3FLUXERR
(970,) (1011,)
O3EW
(970,) (1011,)
O3EWERR
(970,) (1011,)
O3VMEAS
(970,) (1011,)
O3VMERR
(970,) (1011,)
AHGEW
(970,) (1011,)
AHGEWERR
(970,) (1011,)
AHDEW
(970,) (1011,)
AHDEWERR
(970,) (1011,)
NE3EW
(970,) (1011,)
NE3EWERR
(970,) (1011,)
NE5EW
(970,) (1011,)
NE5EWERR
(970,) (1011,)
AV
(970,) (1011,)
S2NSAMP
(970,) (1011,)
RACAT
(970,) (1011,)
DECCAT
(970,) (1011,)
ZSDSSLINE
(970,) (1011,)
SURVEY
(970,) (1011,)
PROGRAMNAME
(970,) (1011,)
PLATEQUALITY
(970,) (1011,)
TILE
(970,) (1011,)
PLUG_RA
(970,) (1011,)
PLUG_DEC
(970,) (1011,)
NRGs341_NSA.fits
IAUNAME
(970,) (1011,)
SUBDIR
(970,) (1011,)
RA
(970,) (1011,)
DEC
(970,) (1011,)
ISDSS
(970,) (1011,)
INED
(970,) (1011,)
ISIXDF
(970,) (1011,)
IALFALFA
(970,) (1011,)
IZCAT
(970,) (1011,)
ITWODF
(970,) (1011,)
MAG
(970,) (1011,)
Z
(970,) (1011,)
ZSRC
(970,) (1011,)
SIZE
(970,) (1011,)
RUN
(970,) (1011,)
CAMCOL
(970,) (1011,)
FIELD
(970,) (1011,)
RERUN
(970,) (1011,)
XPOS
(970,) (1011,)
YPOS
(970,) (1011,)
ZLG
(970,) (1011,)
ZDIST
(970,) (1011,)
ZDIST_ERR
(970,) (1011,)
NSAID
(970,) (1011,)
NMGY
(970, 7) (1011,)
NMGY_IVAR
(970, 7) (1011,)
OK
(970,) (1011,)
RNMGY
(970, 7) (1011,)
ABSMAG
(970, 7) (1011,)
AMIVAR
(970, 7) (1011,)
EXTINCTION
(970, 7) (1011,)
KCORRECT
(970, 7) (1011,)
KCOEFF
(970, 5) (1011,)
MTOL
(970, 7) (1011,)
B300
(970,) (1011,)
B1000
(970,) (1011,)
METS
(970,) (1011,)
MASS
(970,) (1011,)
XCEN
(970,) (1011,)
YCEN
(970,) (1011,)
NPROF
(970, 7) (1011,)
PROFMEAN
(970, 15, 7) (1011,)
PROFMEAN_IVAR
(970, 15, 7) (1011,)
QSTOKES
(970, 15, 7) (1011,)
USTOKES
(970, 15, 7) (1011,)
BASTOKES
(970, 15, 7) (1011,)
PHISTOKES
(970, 15, 7) (1011,)
PETROFLUX
(970, 7) (1011,)
PETROFLUX_IVAR
(970, 7) (1011,)
FIBERFLUX
(970, 7) (1011,)
FIBERFLUX_IVAR
(970, 7) (1011,)
BA50
(970,) (1011,)
PHI50
(970,) (1011,)
BA90
(970,) (1011,)
PHI90
(970,) (1011,)
SERSICFLUX
(970, 7) (1011,)
SERSICFLUX_IVAR
(970, 7) (1011,)
SERSIC_N
(970,) (1011,)
SERSIC_BA
(970,) (1011,)
SERSIC_PHI
(970,) (1011,)
ASYMMETRY
(970, 7) (1011,)
CLUMPY
(970, 7) (1011,)
DFLAGS
(970, 7) (1011,)
AID
(970,) (1011,)
PID
(970,) (1011,)
DVERSION
(970,) (1011,)
PROFTHETA
(970, 15) (1011,)
PETROTHETA
(970,) (1011,)
PETROTH50
(970,) (1011,)
PETROTH90
(970,) (1011,)
SERSIC_TH50
(970,) (1011,)
OBJNO
(970,) (1011,)
PLATE
(970,) (1011,)
FIBERID
(970,) (1011,)
MJD
(970,) (1011,)
COEFF
(970, 7) (1011,)
VDISP
(970,) (1011,)
D4000
(970,) (1011,)
D4000ERR
(970,) (1011,)
FA
(970,) (1011,)
FAERR
(970,) (1011,)
S2FLUX
(970,) (1011,)
S2FLUXERR
(970,) (1011,)
S2EW
(970,) (1011,)
S2EWERR
(970,) (1011,)
S2VMEAS
(970,) (1011,)
S2VMERR
(970,) (1011,)
S2RATIO
(970,) (1011,)
HAFLUX
(970,) (1011,)
HAFLUXERR
(970,) (1011,)
HAEW
(970,) (1011,)
HAEWERR
(970,) (1011,)
HAVMEAS
(970,) (1011,)
HAVMERR
(970,) (1011,)
N2FLUX
(970,) (1011,)
N2FLUXERR
(970,) (1011,)
N2EW
(970,) (1011,)
N2EWERR
(970,) (1011,)
N2VMEAS
(970,) (1011,)
N2VMERR
(970,) (1011,)
HBFLUX
(970,) (1011,)
HBFLUXERR
(970,) (1011,)
HBEW
(970,) (1011,)
HBEWERR
(970,) (1011,)
HBVMEAS
(970,) (1011,)
HBVMERR
(970,) (1011,)
O1FLUX
(970,) (1011,)
O1FLUXERR
(970,) (1011,)
O1EW
(970,) (1011,)
O1EWERR
(970,) (1011,)
O1VMEAS
(970,) (1011,)
O1VMERR
(970,) (1011,)
O2FLUX
(970,) (1011,)
O2FLUXERR
(970,) (1011,)
O2EW
(970,) (1011,)
O2EWERR
(970,) (1011,)
O2VMEAS
(970,) (1011,)
O2VMERR
(970,) (1011,)
O3FLUX
(970,) (1011,)
O3FLUXERR
(970,) (1011,)
O3EW
(970,) (1011,)
O3EWERR
(970,) (1011,)
O3VMEAS
(970,) (1011,)
O3VMERR
(970,) (1011,)
AHGEW
(970,) (1011,)
AHGEWERR
(970,) (1011,)
AHDEW
(970,) (1011,)
AHDEWERR
(970,) (1011,)
NE3EW
(970,) (1011,)
NE3EWERR
(970,) (1011,)
NE5EW
(970,) (1011,)
NE5EWERR
(970,) (1011,)
AV
(970,) (1011,)
S2NSAMP
(970,) (1011,)
RACAT
(970,) (1011,)
DECCAT
(970,) (1011,)
ZSDSSLINE
(970,) (1011,)
SURVEY
(970,) (1011,)
PROGRAMNAME
(970,) (1011,)
PLATEQUALITY
(970,) (1011,)
TILE
(970,) (1011,)
PLUG_RA
(970,) (1011,)
PLUG_DEC
(970,) (1011,)

















In [31]:



    


help(fits.Column)



    


















    






Help on class Column in module astropy.io.fits.column:

class Column(astropy.io.fits.util.NotifierMixin)
 |  Class which contains the definition of one column, e.g.  ``ttype``,
 |  ``tform``, etc. and the array containing values for the column.
 |  
 |  Method resolution order:
 |      Column
 |      astropy.io.fits.util.NotifierMixin
 |      __builtin__.object
 |  
 |  Methods defined here:
 |  
 |  __eq__(self, other)
 |      Two columns are equal if their name and format are the same.  Other
 |      attributes aren't taken into account at this time.
 |  
 |  __hash__(self)
 |      Like __eq__, the hash of a column should be based on the unique column
 |      name and format, and be case-insensitive with respect to the column
 |      name.
 |  
 |  __init__(self, name=None, format=None, unit=None, null=None, bscale=None, bzero=None, disp=None, start=None, dim=None, array=None, ascii=None)
 |      Construct a `Column` by specifying attributes.  All attributes
 |      except `format` can be optional.
 |      
 |      Parameters
 |      ----------
 |      name : str, optional
 |          column name, corresponding to ``TTYPE`` keyword
 |      
 |      format : str
 |          column format, corresponding to ``TFORM`` keyword
 |      
 |      unit : str, optional
 |          column unit, corresponding to ``TUNIT`` keyword
 |      
 |      null : str, optional
 |          null value, corresponding to ``TNULL`` keyword
 |      
 |      bscale : int-like, optional
 |          bscale value, corresponding to ``TSCAL`` keyword
 |      
 |      bzero : int-like, optional
 |          bzero value, corresponding to ``TZERO`` keyword
 |      
 |      disp : str, optional
 |          display format, corresponding to ``TDISP`` keyword
 |      
 |      start : int, optional
 |          column starting position (ASCII table only), corresponding
 |          to ``TBCOL`` keyword
 |      
 |      dim : str, optional
 |          column dimension corresponding to ``TDIM`` keyword
 |      
 |      array : iterable, optional
 |          a `list`, `numpy.ndarray` (or other iterable that can be used to
 |          initialize an ndarray) providing initial data for this column.
 |          The array will be automatically converted, if possible, to the data
 |          format of the column.  In the case were non-trivial ``bscale``
 |          and/or ``bzero`` arguments are given, the values in the array must
 |          be the *physical* values--that is, the values of column as if the
 |          scaling has already been applied (the array stored on the column
 |          object will then be converted back to its storage values).
 |      
 |      ascii : bool, optional
 |          set `True` if this describes a column for an ASCII table; this
 |          may be required to disambiguate the column format
 |  
 |  __repr__(self)
 |  
 |  copy(self)
 |      Return a copy of this `Column`.
 |  
 |  ----------------------------------------------------------------------
 |  Data descriptors defined here:
 |  
 |  ascii
 |      Whether this `Column` represents an column in an ASCII table.
 |  
 |  bscale
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  bzero
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  dim
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  disp
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  dtype
 |  
 |  format
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  name
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  null
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  start
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  unit
 |      Descriptor for attributes of `Column` that are associated with keywords
 |      in the FITS header and describe properties of the column as specified in
 |      the FITS standard.
 |      
 |      Each `ColumnAttribute` may have a ``validator`` method defined on it.
 |      This validates values set on this attribute to ensure that they meet the
 |      FITS standard.  Invalid values will raise a warning and will not be used in
 |      formatting the column.  The validator should take two arguments--the
 |      `Column` it is being assigned to, and the new value for the attribute, and
 |      it must raise an `AssertionError` if the value is invalid.
 |      
 |      The `ColumnAttribute` itself is a decorator that can be used to define the
 |      ``validator`` for each column attribute.  For example::
 |      
 |          @ColumnAttribute('TTYPE')
 |          def name(col, name):
 |              assert isinstance(name, str)
 |      
 |      The actual object returned by this decorator is the `ColumnAttribute`
 |      instance though, not the ``name`` function.  As such ``name`` is not a
 |      method of the class it is defined in.
 |      
 |      The setter for `ColumnAttribute` also updates the header of any table
 |      HDU this column is attached to in order to reflect the change.  The
 |      ``validator`` should ensure that the value is valid for inclusion in a FITS
 |      header.
 |  
 |  ----------------------------------------------------------------------
 |  Methods inherited from astropy.io.fits.util.NotifierMixin:
 |  
 |  __getstate__(self)
 |      Exclude listeners when saving the listener's state, since they may be
 |      ephemeral.
 |  
 |  ----------------------------------------------------------------------
 |  Data descriptors inherited from astropy.io.fits.util.NotifierMixin:
 |  
 |  __dict__
 |      dictionary for instance variables (if defined)
 |  
 |  __weakref__
 |      list of weak references to the object (if defined)


















In [7]:



    


plt.figure()
plt.hist(agcdat.VOPT,color='b',bins=np.arange(0,12000,500))
plt.hist(nsadat.ZDIST*3.e5,color='g',bins=np.arange(0,12000,500))
plt.xlabel('Recession Velocity')



    


















    
Out[7]:








<matplotlib.text.Text at 0x109cb5190>










    
























In [ ]:

Content source: rfinn/capella

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