notebook.community

Edit and run



In [1]:

    
# This changes the current directory to the base saga directory - make sure to run this first!
# This is necessary to be able to import the py files and use the right directories,
# while keeping all the notebooks in their own directory.
import os
import sys
import datetime
import collections

if 'saga_base_dir' not in locals():
    saga_base_dir = os.path.abspath('..')

if saga_base_dir not in sys.path:
    os.chdir(saga_base_dir)



In [2]:

    
from __future__ import print_function, division

import numpy as np

import hosts
import targeting

from astropy import units as u
from astropy import constants as cnst
from astropy.coordinates import *
from astropy import table
from astropy.visualization import hist as ahist
from astropy.io import fits
from astropy import convolution



In [3]:

    
%matplotlib inline
from matplotlib import pyplot as plt
from matplotlib import rcParams

rcParams['image.interpolation'] = 'none'
rcParams['figure.figsize'] = (16, 10)



In [4]:

    
from urllib2 import urlopen
import bs4 # for parsing html in the HSLA



In [5]:

    
def add_coord_to_tab(tab, raname='RA', decname='Dec', unit=u.deg, coocolname='skycoord'):
    coo = SkyCoord(ra=tab[raname], dec=tab[decname], unit=unit, frame='icrs')
    tab[coocolname] = coo
    return coo



In [6]:

    
imagelist_kwargs={}
# this supresses actually showing the imagelists - comment it out to get the imagelists to pop up
imagelist_kwargs['url'] = None

Load the SAGA datasets

First load the flag0/host lists



In [7]:

    
export_url_templ = 'https://docs.google.com/spreadsheets/d/{id}/export?format=csv&id={id}&gid={gid}'
base_id = '1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8'
flag0_gid = '448084634'
nsats_gid = '271797930'
all_gid = '0'

tab_all_hosts = table.Table.read(export_url_templ.format(id=base_id, gid=all_gid), format='csv')
# "flag0-except-for-SDSS-footprint"
tab_flag0notsdss = tab_all_hosts[(tab_all_hosts['flag'] & 16271)==0]
add_coord_to_tab(tab_flag0notsdss)  # because these are used directly later - the latter two are combined

tab_flag0 = table.Table.read(export_url_templ.format(id=base_id, gid=flag0_gid), format='csv')
tab_nsats0 = table.Table.read(export_url_templ.format(id=base_id, gid=nsats_gid), format='csv')









    



Downloading https://docs.google.com/spreadsheets/d/1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8/export?format=csv&id=1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8&gid=0 [Done]
Downloading https://docs.google.com/spreadsheets/d/1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8/export?format=csv&id=1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8&gid=448084634 [Done]
Downloading https://docs.google.com/spreadsheets/d/1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8/export?format=csv&id=1b3k2eyFjHFDtmHce1xi6JKuj3ATOWYduTBFftx5oPp8&gid=271797930 [Done]



In [8]:

    
print(len(tab_flag0))
tab_flag0[:5].show_in_notebook()









    



74






    Out[8]:




<Table masked=True length=5>

idx NSAID RA Dec PGC# vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u-r sersic_n stellar_mass N_sats_all N_sats_removed N_sats_rem1and2 N_SDSS_sats N_sats_total u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa
0 32 145.514 0.336452 27723 1912.35 30.0374 11.8626 11.603 11.4285 10.53 8.848 0.036 0 -23.5403 -20.5257 37.2791 8.62942 13.304 0.974112 1.63536 1.3137 16800000000 1 1 1 1 1 -18.89037514 -19.98466873 -20.52573967 -20.78533936 -20.95985794
1 13927 180.676 1.9768 38031 1961.14 29.5168 12.0011 11.5644 11.2205 10.98 8.743 0.027 0 -23.6073 -20.3492 62.2704 3.36159 11.815 0.98222 2.43461 3.12889 19800000000 0 0 0 0 0 -17.91459847 -19.50808334 -20.34920692 -20.7858963 -21.12985611
2 16235 139.416 52.993 26246 2274.04 36.2141 12.9972 12.5874 12.277 14.99 9.406 0.02 0 -23.3884 -19.7972 43.0944 13.055 12.621 0.972638 2.35828 1.49728 12000000000 8 3 3 3 3 -17.43894196 -19.0068531 -19.79722595 -20.2069931 -20.5173645
3 16559 154.888 58.2058 30176 2099.41 34.4951 12.3762 11.8854 11.586 11.85 9.469 0.031 0 -23.2198 -20.3126 49.2187 8.48479 11.148 0.98321 1.98864 1.75007 19100000000 4 2 3 3 3 -18.32392502 -19.55516624 -20.31256104 -20.80337524 -21.10277939
4 33446 123.241 36.2546 23028 2469.7 37.7379 12.3668 12.0137 11.739 11.77 9.407 0.032 0 -23.4769 -20.5171 31.306 14.5285 12.875 0.972509 2.04922 2.13367 21200000000 2 2 2 2 2 -18.46783257 -19.79914093 -20.51705551 -20.87019157 -21.14492035



In [9]:

    
print(len(tab_nsats0))
tab_nsats0[:5].show_in_notebook()









    



74






    Out[9]:




<Table length=5>

idx NSAID RA Dec N_sats_all N_sats_removed N_sats_rem1and2 N_SDSS_sats N_sats_total
0 145729 224.594 -1.09102 1 1 1 1 1
1 150887 348.683 4.53406 0 0 0 0 0
2 140594 180.098 -1.10008 2 1 2 1 1
3 142722 194.863 14.1712 5 2 2 2 2
4 150578 346.236 12.3229 0 0 0 0 0

Combine the two together



In [11]:

    
tab_hosts = table.join(tab_flag0, tab_nsats0[[nm for nm in tab_nsats0.colnames if nm.startswith('N')]], 'NSAID')
add_coord_to_tab(tab_hosts)

print(len(tab_hosts))
tab_hosts[:5].show_in_notebook()









    



74






    Out[11]:




<Table masked=True length=5>

idx NSAID RA Dec PGC# vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u-r sersic_n stellar_mass N_sats_all_1 N_sats_removed_1 N_sats_rem1and2_1 N_SDSS_sats_1 N_sats_total_1 u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa N_sats_all_2 N_sats_removed_2 N_sats_rem1and2_2 N_SDSS_sats_2 N_sats_total_2 skycoord
deg,deg
0 32 145.514 0.336452 27723 1912.35 30.0374 11.8626 11.603 11.4285 10.53 8.848 0.036 0 -23.5403 -20.5257 37.2791 8.62942 13.304 0.974112 1.63536 1.3137 16800000000 1 1 1 1 1 -18.89037514 -19.98466873 -20.52573967 -20.78533936 -20.95985794 1 1 1 1 1 145.514,0.336452
1 13927 180.676 1.9768 38031 1961.14 29.5168 12.0011 11.5644 11.2205 10.98 8.743 0.027 0 -23.6073 -20.3492 62.2704 3.36159 11.815 0.98222 2.43461 3.12889 19800000000 0 0 0 0 0 -17.91459847 -19.50808334 -20.34920692 -20.7858963 -21.12985611 0 0 0 0 0 180.676,1.9768
2 16235 139.416 52.993 26246 2274.04 36.2141 12.9972 12.5874 12.277 14.99 9.406 0.02 0 -23.3884 -19.7972 43.0944 13.055 12.621 0.972638 2.35828 1.49728 12000000000 8 3 3 3 3 -17.43894196 -19.0068531 -19.79722595 -20.2069931 -20.5173645 8 3 3 3 3 139.416,52.993
3 16559 154.888 58.2058 30176 2099.41 34.4951 12.3762 11.8854 11.586 11.85 9.469 0.031 0 -23.2198 -20.3126 49.2187 8.48479 11.148 0.98321 1.98864 1.75007 19100000000 4 2 3 3 3 -18.32392502 -19.55516624 -20.31256104 -20.80337524 -21.10277939 4 2 3 3 3 154.888,58.2058
4 33446 123.241 36.2546 23028 2469.7 37.7379 12.3668 12.0137 11.739 11.77 9.407 0.032 0 -23.4769 -20.5171 31.306 14.5285 12.875 0.972509 2.04922 2.13367 21200000000 2 2 2 2 2 -18.46783257 -19.79914093 -20.51705551 -20.87019157 -21.14492035 2 2 2 2 2 123.241,36.2546



In [12]:

    
# just in case lets save out a local copy
#fn = 'hosts_flag0_tab_{}.ecsv'.format(datetime.datetime.now().strftime('%F'))
#print('writing', fn)
#tab_hosts.write(fn, format='ascii.ecsv')

#or load with
#tab_hosts = table.Table.read(fn, format='ascii.ecsv')

And also load the sats list



In [12]:

    
tab_specs = table.Table.read('SAGADropbox/data/saga_spectra_clean.fits.gz')
add_coord_to_tab(tab_specs, raname='RA', decname='DEC')

tab_sats = tab_specs[(tab_specs['ZQUALITY']>=3)&(tab_specs['REMOVE']==-1)&(tab_specs['SATS']==1)]

print(len(tab_specs), len(tab_sats))
tab_sats[:5].show_in_notebook()









    



68105 168






    Out[12]:




<Table masked=True length=5>

idx OBJID RA DEC PHOTPTYPE PHOT_SG FLAGS clean SATURATED BAD_COUNTS_ERROR BINNED1 TOO_FEW_GOOD_DETECTIONS u g r i z u_err g_err r_err i_err z_err MODELMAGERR_U MODELMAGERR_G MODELMAGERR_R MODELMAGERR_I MODELMAGERR_Z EXTINCTION_U EXTINCTION_G EXTINCTION_R EXTINCTION_I EXTINCTION_Z DERED_U DERED_G DERED_R DERED_I DERED_Z PETRORAD_U PETRORAD_G PETRORAD_R PETRORAD_I PETRORAD_Z PETRORADERR_U PETRORADERR_G PETRORADERR_R PETRORADERR_I PETRORADERR_Z DEVRAD_U DEVRADERR_U DEVRAD_G DEVRADERR_G DEVRAD_R DEVRADERR_R DEVRAD_I DEVRADERR_I DEVRAD_Z DEVRADERR_Z DEVAB_U DEVAB_G DEVAB_R DEVAB_I DEVAB_Z CMODELMAG_U CMODELMAGERR_U CMODELMAG_G CMODELMAGERR_G CMODELMAG_R CMODELMAGERR_R CMODELMAG_I CMODELMAGERR_I CMODELMAG_Z CMODELMAGERR_Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z FIBERMAG_U FIBERMAGERR_U FIBERMAG_G FIBERMAGERR_G FIBERMAG_R FIBERMAGERR_R FIBERMAG_I FIBERMAGERR_I FIBERMAG_Z FIBERMAGERR_Z FRACDEV_U FRACDEV_G FRACDEV_R FRACDEV_I FRACDEV_Z Q_U U_U Q_G U_G Q_R U_R Q_I U_I Q_Z U_Z EXPAB_U EXPRAD_U EXPPHI_U EXPAB_G EXPRAD_G EXPPHI_G EXPAB_R EXPRAD_R EXPPHI_R EXPAB_I EXPRAD_I EXPPHI_I EXPAB_Z EXPRAD_Z EXPPHI_Z FIBER2MAG_R FIBER2MAGERR_R EXPMAG_R EXPMAGERR_R PETROR50_R PETROR90_R PETROMAG_R SB_EXP_R SB_PETRO_R J JERR H HERR K KERR survey SPEC_Z SPEC_Z_ERR SPEC_Z_WARN PHOTOZ PHOTOZ_ERR W1 W1ERR W2 W2ERR HOST_RA HOST_DEC HOST_DIST HOST_VHOST HOST_MK HOST_MR HOST_MG HOST_NSAID HOST_SAGA_NAME RHOST_ARCM RHOST_KPC OBJ_NSAID SATS PROBABILITY_CLASS1 RESCALED_PROBABILITY_CLASS1 REMOVE TELNAME MASKNAME ZQUALITY SPEC_CLASS SPECOBJID SPEC_REPEAT SPEC_SN SPEC_HA_EW SPEC_HA_EWERR skycoord
deg,deg
0 1237648722289295527 145.320962664 0.771102651396 3 GALAXY 68988043776 1 0 0 268435456 0 18.7395 17.6063 17.1605 16.9516 16.7769 0.0283063 0.00646028 0.00594115 0.00720908 0.0171965 0.0273266 0.0062947 0.00570953 0.00689574 0.0178854 0.608006 0.447365 0.324466 0.246033 0.174441 18.2627 17.2831 16.9258 16.7912 16.6819 3.77931 4.4029 4.98527 5.1239 24.9092 0.217144 0.111835 0.141186 0.116695 8.51344 2.57427 0.425552 3.45923 0.0851165 4.06205 0.12706 4.24132 0.119345 5.17283 0.379126 0.670546 0.681586 0.688063 0.712973 0.707609 18.9483 0.0272871 17.6245 0.00638381 17.0989 0.00582051 16.8696 0.00705032 16.6378 0.0185209 20.0718 0.0352348 19.106 0.0140474 18.602 0.0193119 18.4885 0.0157263 18.4235 0.0277232 20.0572 0.0323801 18.96 0.00819829 18.549 0.00751242 18.3379 0.00918833 18.148 0.024217 0.251249 0.395446 0.344743 0.334241 0.323474 0.0608646 0.0327015 0.0777924 0.0654216 0.0742687 0.0610308 0.0632748 0.0512498 0.0413077 0.105914 0.71549 1.59726 14.1018 0.710982 1.90739 21.88 0.731562 2.04755 20.5199 0.758912 2.02837 20.178 0.737766 2.04899 30.4873 19.2578 0.010051 17.2503 0.00570953 2.23696 5.74052 17.1605 20.8019040859 20.9041968097 16.638 0.145 16.03 0.2 15.33 9999.0 sdss 0.00658949 6.01168e-06 0 0.017868 0.006357 -1.0 -1.0 -1.0 -1.0 145.513690377 0.336451585096 30.0373516083 1912.34655762 -23.5218249121 -21.2755714191 -20.7350530517 32 28.5287841155 249.26771538 30 1 0.666416895163 -1.0 -1 NSA sdss 4 1.23764872229e+18 NSA nan 26.0362949371 0.72926735878 145.320962664,0.771102651396
1 1237651735757259099 180.636494306 1.95802947978 3 GALAXY 281543964623104 0 0 0 268435456 281474976710656 26.9357 19.2637 18.6728 18.9803 26.7732 3.48973 0.0899796 0.0839212 0.173803 0.658678 3.48973 0.0899796 0.0839212 0.173803 0.658678 0.115032 0.0846394 0.0613876 0.0465483 0.0330033 26.8206 19.1791 18.6114 18.9337 26.7402 2.97098 2.97006 258.374 2.96948 2.97022 -1000.0 -1000.0 -1000.0 -1000.0 -1000.0 2.12566 3.65126 29.6753 2.31745 27.1824 8.31657 29.6695 2.53441 0.00358716 27.1103 0.05 0.623367 0.999923 0.952344 0.0501283 21.8828 0.386924 19.1192 0.0916567 17.2244 0.0721443 18.0551 0.166074 22.1379 0.697607 22.5648 0.410591 22.7915 0.178714 22.782 0.271717 23.0981 0.472571 22.0059 0.635566 23.3443 0.69363 22.7732 0.188145 22.6497 0.264579 22.8432 0.479258 22.1462 0.862093 1.0 0.337854 0.301263 0.0654641 1.0 -0.191439 0.930425 -0.0791527 0.00684313 -0.136734 0.142043 0.126804 0.243481 -0.424756 -3.02252 0.05 3.41202 63.378 0.344957 17.0706 153.516 0.374638 57.5764 150.554 0.679342 24.642 146.598 0.300015 0.000382415 90.4881 23.3621 0.323969 16.9897 0.0668231 3.80096 5.55442 20.4335 27.7863323159 25.3284160846 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00696 -1.0 -1 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 180.676016887 1.97680307584 29.5167789459 1961.1427002 -23.5937112884 -21.1342690305 -20.2948408798 13927 Sopranos 2.62402526069 22.5300963717 -1 1 0.224393357319 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0316_1.zlog 4 88.0 MMT -99.0 -99.0 -99.0 180.636494306,1.95802947978
2 1237653612647678107 139.49713703 52.7427116605 3 GALAXY 105656464052312 0 0 0 268435456 0 15.9736 14.8912 14.4537 14.2214 14.0957 0.0146398 0.00471771 0.0461497 0.0023442 0.00891875 0.0149247 0.00332935 0.00335232 0.00394758 0.0118248 0.0700311 0.0515282 0.0373726 0.0283385 0.0200923 16.3897 15.0769 14.6336 14.3843 14.305 19.8463 24.4874 23.7626 23.2343 20.3614 1.00869 1.96718 2.17022 1.82488 1.39401 29.6691 1.39908 29.6811 0.204404 29.6806 0.519559 29.6909 0.807684 29.6769 1.41787 0.503872 0.532021 0.501362 0.530124 0.492683 16.4666 0.0149241 15.0965 0.00332673 14.671 0.00335232 14.4141 0.00394777 14.3644 0.0118063 20.2212 0.0698294 19.3131 0.0166888 18.7949 0.0219506 18.5116 0.0242411 18.5845 0.03897 20.5047 0.0685074 19.2191 0.0120617 18.7225 0.00962553 18.4587 0.0104538 18.2787 0.0303292 0.0 0.0 0.0 0.0 0.0 -0.261544 -0.00132623 -0.258105 -0.00814401 -0.262315 -0.00958174 -0.256495 -0.0125349 -0.290762 -0.0151937 0.383497 15.8793 71.9599 0.390633 16.3734 70.2695 0.383483 15.9691 70.5642 0.37952 16.0024 70.806 0.35889 15.6147 70.397 19.5716 0.0140277 14.671 0.00335232 10.4718 23.3738 14.7451 22.6828336855 21.8406624612 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00784852 1.10209e-05 0 0.01555 0.007905 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 15.3029408393 161.204746981 16242 1 0.838893311133 -1.0 -1 NSA sdss 4 1.23765361265e+18 NSA nan 9.95044326782 0.490148693323 139.49713703,52.7427116605
3 1237653613184680084 139.44430792 53.2935206629 3 GALAXY 105555565871120 1 0 0 268435456 0 16.6658 15.7208 15.4323 15.2741 15.1524 0.0139382 0.00301873 0.00342679 0.00504487 0.0588319 0.224526 0.0267989 0.027004 0.0319874 0.125845 0.079182 0.0582614 0.042256 0.0320415 0.0227178 21.855 20.2264 19.8335 19.6385 19.7003 1.68306 1.59926 1.62416 1.52557 1.60032 1.5113 0.0503589 0.0521055 0.071807 0.453671 0.36649 2.05729 0.236029 0.065414 0.23625 0.0549392 0.317591 0.0937302 0.52313 1.13303 0.259253 0.668257 0.819082 0.823623 0.847132 21.9067 0.781104 20.2957 0.0267861 19.8758 0.027004 19.6106 0.0338507 19.5537 0.237065 22.0595 0.322107 20.4211 0.086609 20.0201 0.0889908 19.8619 0.0850723 19.9473 0.165663 20.7537 0.0978331 19.6555 0.0420921 19.3308 0.0427019 19.127 0.0439952 19.0318 0.081404 0.0 0.0 0.0 0.0 0.0 -0.0275073 -0.00578819 -0.00171337 -0.00332499 0.0108761 0.00965585 0.0183231 0.0196789 0.0410074 0.019253 0.370165 0.534264 -7.79206 0.744048 0.3789 104.479 0.877404 0.379294 121.647 0.885477 0.472141 -23.7637 0.935289 0.588303 -0.700703 20.1955 0.0631348 19.8758 0.027004 0.845911 1.37723 20.0937 19.7661037933 21.7258138691 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00754025 -1.0 0 0.095635 0.049909 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 18.0307074666 189.939433104 16265 1 0.146734888189 -1.0 -1 NSA sdss 4 1.23765361318e+18 NSA -99.0 0.0 0.0 139.44430792,53.2935206629
4 1237654382515388427 139.189595559 53.4429759655 3 GALAXY 35221147877392 1 0 0 268435456 0 15.5164 14.7015 14.473 14.427 14.2914 0.00351711 0.00116962 0.00125147 0.00136037 0.00345746 0.0053826 0.00228078 0.00225714 0.00237891 0.00471555 0.107488 0.0790884 0.0573615 0.0434955 0.0308389 15.9019 15.0013 14.7184 14.6278 14.5515 5.89147 6.68506 7.45339 7.93435 7.24157 0.301966 0.299628 0.258699 0.2574 0.211361 4.05203 0.09561 4.39775 0.0272571 5.37999 0.0333996 6.46851 0.0416386 7.12012 0.138939 0.537946 0.616781 0.63965 0.651147 0.617887 15.9313 0.00524741 15.0413 0.0022709 14.697 0.00227094 14.5139 0.00239248 14.4299 0.00483326 17.3698 0.0202814 16.7577 0.0144343 16.6371 0.0178261 16.6176 0.014728 16.4722 0.0157453 17.5177 0.0129414 16.7524 0.00562665 16.5957 0.00503166 16.5518 0.00412867 16.4493 0.00837047 0.732036 0.559755 0.504387 0.524038 0.442977 0.00951311 0.132904 -0.0151261 0.122054 -0.0269645 0.106391 -0.0436789 0.0938986 -0.0491651 0.0864963 0.588776 2.69154 4.3085 0.63554 3.23314 8.73973 0.628071 3.69859 11.9785 0.637062 3.77951 14.5626 0.665896 3.28135 14.0042 17.334 0.00671326 14.7758 0.00225714 3.30542 8.91551 14.7426 19.6114435252 19.3342176872 15.875 0.12 13.935 9999.0 13.756 9999.0 sdss 0.00746484 5.01368e-06 0 0.007807 0.006366 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 28.2000717583 297.063780767 157152 1 0.693869512461 -1.0 -1 NSA sdss 4 1.23765438252e+18 NSA nan 80.882850647 1.08989155293 139.189595559,53.4429759655

Also figure out which are the saga hosts



In [13]:

    
saga_hosts = hosts.get_saga_hosts_from_google()
saga_hosts_nsaids = {host.nsaid: host for host in saga_hosts}









    



Using cached version of google hosts list from file "hosts_dl.pkl2"



In [14]:

    
saga_names = []
for nsaid in tab_hosts['NSAID']:
    if nsaid in saga_hosts_nsaids:
        saga_names.append(saga_hosts_nsaids[nsaid].name)
    else:
        saga_names.append('')
tab_hosts['SAGA_name'] = saga_names

Now collect Jason T's QSO datasets



In [15]:

    
tab_qso = table.Table(table.Table.read('catalogs/dr7qso_galex.fits'), masked=True)
add_coord_to_tab(tab_qso, raname='RA', decname='DEC')

tab_qso19 = tab_qso[(0<tab_qso['FUV_MAG'])&(tab_qso['FUV_MAG']<19)]

print(len(tab_qso), len(tab_qso19))
tab_qso19[:5].show_in_notebook()









    



105811 2627






    Out[15]:




<Table masked=True length=5>

idx SDSSNAME RA DEC Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ skycoord
deg,deg
0 000011.96+000225.3 0.0498390011489 0.0403649993241 0.4789 18.228 0.027 17.934 0.02 17.995 0.019 17.934 0.014 17.873 0.029 0.161 20.502 0.0 0.0 0.0 -1.66 2.157 2.04 16.651 0.136 15.82 0.149 14.821 0.111 0.209 -24.068 -0.146 0 1 1 0 134224898 1 0 0 1 0 0 0 3325 52522 51791 387 200 41 4 108 19 134224900 1 0 0 1 0 0 0 17.835 0.011 17.58 0.004 17.695 0.005 17.646 0.006 17.66 0.024 588015509269381139 109153257477111808 LBQS 2357-0014 6381013764764861047 0.0498250763621 0.0404867856438 0.441287278442 1 3 198.586 9.1663 134.936 12.7213 18.1527 0.0501274 18.5776 0.102384 2 0.0498390011489,0.0403649993241
1 000110.97-105247.4 0.295722007751 -10.8798570633 0.5282 17.999 0.022 17.674 0.026 17.646 0.016 17.484 0.024 17.512 0.028 0.183 20.439 0.0 0.0 0.0 -9.0 0.0 0.0 16.467 0.095 15.614 0.112 14.916 0.108 0.155 -24.764 0.017 0 1 1 0 1048578 1 0 0 0 1 0 0 1740 51814 52143 650 126 40 1 24 71 1048580 1 0 0 0 1 0 0 17.95 0.018 17.65 0.018 17.658 0.018 17.506 0.018 17.501 0.021 587727225153388615 183182687870124032 SDSS J000110.97-105247.4 2435007175675876212 0.295777766876 -10.8798445586 0.20219960592 0 3 226.309 2.69221 141.979 3.5783 18.0108 0.0129192 18.5223 0.0273704 2 0.295722007751,-10.8798570633
2 000410.80-104527.1 1.04502701759 -10.7575368881 0.2397 18.125 0.025 17.951 0.02 17.681 0.027 17.531 0.013 17.432 0.021 0.192 20.444 0.0 0.0 0.0 -1.352 3.3 7.26 16.097 0.087 15.181 0.098 14.368 0.072 0.091 -22.829 -0.221 0 1 1 0 7170 1 0 0 1 0 0 0 1729 51813 52143 650 18 40 2 90 17 7172 1 0 0 1 0 0 0 18.096 0.018 17.929 0.018 17.693 0.017 17.522 0.013 17.409 0.018 587727178449944593 183182687417139200 SDSS J000410.80-104527.1 6380415564941101376 1.04514692228 -10.7574263506 0.581539875822 1 3 101.836 6.96794 113.507 11.1903 18.8778 0.0743079 18.7653 0.107066 2 1.04502701759,-10.7575368881
3 000548.24-084808.4 1.45100700855 -8.80234718323 1.1906 17.968 0.034 17.874 0.035 17.623 0.019 17.636 0.022 17.715 0.027 0.172 20.487 0.0 0.0 0.0 -9.0 0.0 0.0 17.126 0.259 16.657 0.296 0.0 0.0 0.019 -26.577 -0.057 0 1 1 0 2 1 0 0 0 0 0 0 1740 51814 52141 651 328 40 6 32 7 4 1 0 0 0 0 0 0 17.92 0.014 17.892 0.014 17.663 0.007 17.629 0.018 17.705 0.025 587727227838267399 183464155104149504 SDSS J000548.24-084808.4 6380415545613749966 1.45083866643 -8.8023579513 0.600147137654 1 3 221.995 7.46231 98.0474 8.59181 18.0317 0.0365057 18.9243 0.0951652 2 1.45100700855,-8.80234718323
4 000557.23+002837.7 1.48849904537 0.477142989635 0.2596 18.587 0.024 18.566 0.024 18.41 0.023 18.369 0.027 17.857 0.049 0.282 20.479 0.0 0.0 0.0 -9.0 0.0 0.0 16.691 0.149 15.911 0.139 15.121 0.106 0.125 -22.215 -0.202 0 1 1 0 3 1 1 0 0 0 0 0 3325 52522 51793 388 385 41 5 118 37 4 1 0 0 0 0 0 0 18.517 0.018 18.493 0.008 18.303 0.011 18.173 0.014 17.795 0.023 588015509806907429 109434741819703296 LBQS 0003+0011 6381013763691121033 1.48841064477 0.477408398602 1.00707414717 1 3 98.6517 6.81361 123.574 11.0682 18.9123 0.0750071 18.6731 0.0972697 1 1.48849904537,0.477142989635



In [16]:

    
with fits.open('https://archive.stsci.edu/missions/hlsp/uvqs/hlsp_uvqs_multi_multi_all_multi_v1_redshifts.fits', 
              cache=True) as f:
    uvqs_tab = table.Table.read(f)
add_coord_to_tab(uvqs_tab, raname='RA', decname='DEC')

# JT recommended this cut
uvqs_good_tab = uvqs_tab[uvqs_tab['Z_QUAL']>=3]

print(len(uvqs_good_tab))
uvqs_good_tab[:5].show_in_notebook()









    



1121






    Out[16]:




<Table length=5>

idx DEC FUV NAME NUV OBJ OBJ_IDX OBJ_IDX2 OBSV OBS_DATE RA SCI_FILE SCND_FILE SPEC_QUAL THETA [20] W1 W2 Z ZASS_FIL Z_QUAL Z_SIG comment dbx_path instr CAND SPEC_FILE FINDER skycoord
deg deg deg,deg
0 -20.0743611111 18.2729988098 UVQSJ000000.15-200427.7 17.9699993134 0 1 -1 LCO Aug2014 0.000625 09aug2014/Science/sci-ccd0918.fits.gz 3 4.39948940277 .. 0.0 13.5480003357 12.5389995575 0.290799587965 LCO_09aug2014_zassess.fits 4 0.000171106687048 LCO/August2014 BCS 1 UVQSJ000000.15-200427.7_LCO.fits UVQSJ000000.15-200427.7_DSS.pdf 0.000625,-20.0743611111
1 -39.2966388889 17.8244285583 UVQSJ000503.70-391747.9 17.2321929932 0 0 -1 LCO Aug2014 1.26541666667 07aug2014/Science/sci-ccd0645.fits.gz 3 8.0866317749 .. 0.0 12.2600002289 11.1239995956 0.652394294739 LCO_07aug2014_zassess.fits 3 0.000363261176972 LCO/August2014 BCS 1 UVQSJ000503.70-391747.9_LCO.fits UVQSJ000503.70-391747.9_DSS.pdf 1.26541666667,-39.2966388889
2 -26.1945833333 18.1590518951 UVQSJ000609.57-261140.5 17.5298900604 0 1 -1 LCO Aug2014 1.539875 09aug2014/Science/sci-ccd0920.fits.gz 3 5.21646022797 .. 0.0 13.3079996109 12.1239995956 0.648431241512 LCO_09aug2014_zassess.fits 3 0.000249826902291 LCO/August2014 BCS 1 UVQSJ000609.57-261140.5_LCO.fits UVQSJ000609.57-261140.5_DSS.pdf 1.539875,-26.1945833333
3 42.2796111111 18.0854568481 UVQSJ000717.69+421646.6 17.6127948761 0 0 0 Lick Jan2015 1.82370833333 Jan_2015/Science/sci-b337.fits.gz Jan_2015/Science/sci-r337.fits.gz 4 17.7751274109 .. 0.0 12.4420003891 11.5080003738 0.0 Lick_jan2015_zassess.fits 4 0.000228934150073 Lick Kast 1 UVQSJ000717.69+421646.6_Lick.fits UVQSJ000717.69+421646.6_DSS.pdf 1.82370833333,42.2796111111
4 -63.8627222222 17.9553394318 UVQSJ000741.00-635145.8 17.4110488892 0 0 -1 LCO Aug2014 1.92083333333 07aug2014/Science/sci-ccd0640.fits.gz 3 4.41201686859 .. 0.0 12.6529998779 11.454000473 0.55930185318 LCO_07aug2014_zassess.fits 3 0.000405291531933 LCO/August2014 BCS 1 UVQSJ000741.00-635145.8_LCO.fits UVQSJ000741.00-635145.8_DSS.pdf 1.92083333333,-63.8627222222

Load pre-existing COS spectra from HSLA



In [17]:

    
hsla_url = 'https://archive.stsci.edu/missions/hst/spectral_legacy/samples/QSOALS_sample.html'
hsla_qso_tab = table.Table.read(hsla_url, format='html')









    



Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/samples/QSOALS_sample.html [Done]



In [18]:

    
# saved a local copy so that it can be reused later if need be
#hsla_qso_tab.write('catalogs/hsla_qsos.ecsv', format='ascii.ecsv')

# reuse with this
#hsla_qso_tab = table.Table.read('catalogs/hsla_qsos.ecsv', format='ascii.ecsv')



In [19]:

    
add_coord_to_tab(hsla_qso_tab, 'RA', 'DEC')
print(len(hsla_qso_tab))

hsla_qso_tab[:5].show_in_notebook()









    



690






    Out[19]:




<Table masked=True length=5>

idx Number Target Name RA DEC Nexp Target Description AltName AltClass Redshift MAST Median S/N FUV M FUV L Download skycoord
deg,deg
0 1 2XMM-J141348.3+440014 213.451 44.0039 28 GALAXY;QUASAR PG 1411+442 G 0.089 MAST 27.7527 -- . . . ALL 213.451,44.0039
1 2 J102847.00+391800.4 157.196 39.3001 5 GALAXY;QSO 2MASSi J1028470+391800 QSO 0.472 MAST 9.59722 . . . -- ALL 157.196,39.3001
2 3 RXSJ00508+3536 12.7114 35.6119 32 GALAXY;SEYFERT 2MASX J00505076+3536430 G 0.058 MAST 17.2908 -- . . . ALL 12.7114,35.6119
3 4 TON0133 192.751 30.4283 6 GALAXY;QSO TON 0133 QSO 0.652 MAST 10.0172 -- . . . . . . 192.751,30.4283
4 5 QSO-231145-141752 347.939 -14.2978 4 GALAXY;LYMAN ALPHA C . . . . . . . . MAST 2.09867 . . . -- ALL 347.939,-14.2978



In [20]:

    
# now populate the QSO tables with matches in the HSLA

def add_hsla_match(tab, hsla_sep_threshold=10*u.arcsec):
    idx, d2d, _ = tab['skycoord'].match_to_catalog_sky(hsla_qso_tab['skycoord'])
    #hsla_match_idx = -np.ones(len(idx))
    #hsla_match_idx[d2d<hsla_sep_threshold] = idx[d2d<hsla_sep_threshold]
    #tab['hsla_match_idx'] =  hsla_match_idx
    tab['hsla_match_idx'] = np.ma.masked_where(d2d>hsla_sep_threshold, idx)
    
tab_qso = table.Table(tab_qso, masked=True)
tab_qso19 = table.Table(tab_qso19, masked=True)
add_hsla_match(tab_qso)
add_hsla_match(tab_qso19)

X-match hosts



In [21]:

    
def get_host_matches(hosttab, qsotab, rvir=300*u.kpc, hsla_sep_threshold=10*u.arcsec):
    tabs = []
    for row in hosttab:
        sc = row['skycoord']
        rvirsep = (rvir/(row['distance']*u.Mpc)).decompose()*u.radian
        seps = sc.separation(qsotab['skycoord'])
        
        subtab = qsotab[seps < rvirsep]
        subtab['qso_to_host'] = seps[seps < rvirsep]
        subtab['qso_to_host_phys'] = seps[seps < rvirsep].to(u.radian).value*(row['distance']*u.Mpc).to(u.kpc)

        tabs.append(subtab)
    return tabs



In [22]:

    
host_matches = get_host_matches(tab_hosts, tab_qso)
host_matches19 = get_host_matches(tab_hosts, tab_qso19)

n19 = [np.sum((0<match['FUV_MAG'])&(match['FUV_MAG']<19)) for match in host_matches]
n185 = [np.sum((0<match['FUV_MAG'])&(match['FUV_MAG']<18.5)) for match in host_matches]
n18 = [np.sum((0<match['FUV_MAG'])&(match['FUV_MAG']<18)) for match in host_matches]

tab_hosts['n_qso_fuv_lt_19'] = n19
tab_hosts['n_qso_fuv_lt_18.5'] = n185
tab_hosts['n_qso_fuv_lt_18'] = n18



In [23]:

    
host_matches_uvqs = get_host_matches(tab_hosts, uvqs_good_tab)

n19_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<19)) for match in host_matches_uvqs]
n185_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<18.5)) for match in host_matches_uvqs]
n18_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<18)) for match in host_matches_uvqs]

tab_hosts['n_uvqs_fuv_lt_19'] = n19_uvqs
tab_hosts['n_uvqs_fuv_lt_18.5'] = n185_uvqs
tab_hosts['n_uvqs_fuv_lt_18'] = n18_uvqs



In [24]:

    
host_matches_flag0notsdss_uvqs = get_host_matches(tab_flag0notsdss, uvqs_good_tab)

n19_flag0notsdss_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<19)) for match in host_matches_flag0notsdss_uvqs]
n185_flag0notsdss_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<18.5)) for match in host_matches_flag0notsdss_uvqs]
n18_flag0notsdss_uvqs = [np.sum((0<match['FUV'])&(match['FUV']<18)) for match in host_matches_flag0notsdss_uvqs]

tab_flag0notsdss['n_uvqs_fuv_lt_19'] = n19_flag0notsdss_uvqs
tab_flag0notsdss['n_uvqs_fuv_lt_18.5'] = n185_flag0notsdss_uvqs
tab_flag0notsdss['n_uvqs_fuv_lt_18'] = n18_flag0notsdss_uvqs

Some summaries of numbers for hosts



In [25]:

    
tab_hosts.show_in_notebook(75)









    Out[25]:




<Table masked=True length=74>

idx NSAID RA Dec PGC# vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u-r sersic_n stellar_mass N_sats_all_1 N_sats_removed_1 N_sats_rem1and2_1 N_SDSS_sats_1 N_sats_total_1 u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa N_sats_all_2 N_sats_removed_2 N_sats_rem1and2_2 N_SDSS_sats_2 N_sats_total_2 skycoord SAGA_name n_qso_fuv_lt_19 n_qso_fuv_lt_18.5 n_qso_fuv_lt_18 n_uvqs_fuv_lt_19 n_uvqs_fuv_lt_18.5 n_uvqs_fuv_lt_18
deg,deg 
0 32 145.514 0.336452 27723 1912.35 30.0374 11.8626 11.603 11.4285 10.53 8.848 0.036 0 -23.5403 -20.5257 37.2791 8.62942 13.304 0.974112 1.63536 1.3137 16800000000 1 1 1 1 1 -18.89037514 -19.98466873 -20.52573967 -20.78533936 -20.95985794 1 1 1 1 1 145.514,0.336452 0 0 0 0 0 0
1 13927 180.676 1.9768 38031 1961.14 29.5168 12.0011 11.5644 11.2205 10.98 8.743 0.027 0 -23.6073 -20.3492 62.2704 3.36159 11.815 0.98222 2.43461 3.12889 19800000000 0 0 0 0 0 -17.91459847 -19.50808334 -20.34920692 -20.7858963 -21.12985611 0 0 0 0 0 180.676,1.9768 Sopranos 1 1 1 0 0 0
2 16235 139.416 52.993 26246 2274.04 36.2141 12.9972 12.5874 12.277 14.99 9.406 0.02 0 -23.3884 -19.7972 43.0944 13.055 12.621 0.972638 2.35828 1.49728 12000000000 8 3 3 3 3 -17.43894196 -19.0068531 -19.79722595 -20.2069931 -20.5173645 8 3 3 3 3 139.416,52.993 0 0 0 0 0 0
3 16559 154.888 58.2058 30176 2099.41 34.4951 12.3762 11.8854 11.586 11.85 9.469 0.031 0 -23.2198 -20.3126 49.2187 8.48479 11.148 0.98321 1.98864 1.75007 19100000000 4 2 3 3 3 -18.32392502 -19.55516624 -20.31256104 -20.80337524 -21.10277939 4 2 3 3 3 154.888,58.2058 0 0 0 0 0 0
4 33446 123.241 36.2546 23028 2469.7 37.7379 12.3668 12.0137 11.739 11.77 9.407 0.032 0 -23.4769 -20.5171 31.306 14.5285 12.875 0.972509 2.04922 2.13367 21200000000 2 2 2 2 2 -18.46783257 -19.79914093 -20.51705551 -20.87019157 -21.14492035 2 2 2 2 2 123.241,36.2546 StarTrek 0 0 0 0 0 0
5 52773 193.841 58.3442 44025 2490.64 38.4771 12.406 12.05 11.79 11.39 9.047 0.023 0 -23.879 -20.52 58.7766 12.3121 11.077 0.986942 2.07612 1.75581 20300000000 0 0 0 0 0 -18.44392395 -19.80266571 -20.52004051 -20.87601089 -21.13601494 0 0 0 0 0 193.841,58.3442 0 0 0 0 0 0
6 61945 354.131 0.297265 71883 2556.76 34.7674 12.0858 11.7031 11.4059 11.65 9.3 0.03 0 -23.4059 -20.6201 -57.1915 9.4085 12.75 0.988686 2.44616 6.0 24700000000 9 2 7 2 2 -18.1739006 -19.82550621 -20.62006378 -21.0027504 -21.29995155 9 2 7 2 2 354.131,0.297265 AnaK 0 0 0 0 0 0
7 63326 248.606 21.5409 58523 2936.5 41.3763 12.9283 12.5722 12.2773 -- 9.588 0.027 0 -23.4958 -20.1555 39.299 15.3853 -- 0.971828 1.96522 2.23754 13900000000 0 0 0 0 0 -18.19023514 -19.44906235 -20.15545464 -20.5115509 -20.80647469 0 0 0 0 0 248.606,21.5409 0 0 0 0 0 0
8 69028 210.708 49.1726 50031 2012.51 31.7148 11.9989 11.5817 11.2854 11.28 8.789 0.027 0 -23.7173 -20.5074 64.0123 8.35729 10.968 0.98862 2.4304 1.78293 23000000000 4 3 3 3 3 -18.07701683 -19.6860733 -20.50741959 -20.92463493 -21.22086716 4 3 3 3 3 210.708,49.1726 0 0 0 0 0 0
9 85746 149.588 32.3699 28805 1451.33 25.1343 12.5439 12.2105 11.9101 11.27 8.899 0.016 0 -23.1023 -19.4575 52.3205 7.2153 -- 0.978734 1.95676 0.932093 7680000000 1 1 1 0 1 -17.50070763 -18.75543785 -19.45746422 -19.79086494 -20.09119606 1 1 1 0 1 149.588,32.3699 MobyDick 3 2 2 0 0 0
10 94217 209.233 29.1644 49604 2373.26 34.6222 12.0542 11.6782 11.428 11.83 9.237 0.034 0 -23.4598 -20.6425 75.4319 7.6542 13.59 0.990282 2.39188 5.16674 25900000000 1 1 1 1 1 -18.25065231 -19.87423325 -20.64253044 -21.01856422 -21.26874733 1 1 1 1 1 209.233,29.1644 1 0 0 0 0 0
11 94340 208.324 33.4909 49342 2368.06 34.675 12.6547 12.3056 12.0852 12.18 9.638 0.024 0 -23.0621 -20.0454 75.2326 8.0305 11.995 0.982029 2.16022 2.75573 14500000000 0 0 0 0 0 -17.88515472 -19.33255959 -20.04537582 -20.39453125 -20.61491203 0 0 0 0 0 208.324,33.4909 0 0 0 0 0 0
12 101649 172.003 29.5111 35285 2443.33 36.8602 12.7035 12.3498 12.0963 12.1 9.676 0.032 0 -23.1568 -20.1293 71.5106 7.74426 14.388 0.995499 2.17456 2.51261 15300000000 0 0 0 0 0 -17.95474625 -19.43572998 -20.1293087 -20.48297119 -20.7365036 0 0 0 0 0 172.003,29.5111 0 0 0 0 0 0
13 126115 0.995575 20.7524 279 2309.0 32.4741 12.5605 12.1093 11.7516 10.65 8.4 0.015 0 -24.1577 -19.9972 -40.7605 14.1617 -- 0.975929 2.14972 0.60785 12700000000 0 0 0 0 0 -17.84745789 -19.19228745 -19.99717331 -20.44835663 -20.80608368 0 0 0 0 0 0.995575,20.7524 Bandamanna 0 0 0 0 0 0
14 127226 8.69484 -8.39644 2081 1652.0 21.7302 11.1688 10.8702 10.6678 9.52 7.665 0.023 0 -24.0203 -20.5165 -70.8577 10.4411 13.824 0.98665 1.73747 0.677666 17700000000 0 0 0 0 0 -18.77902412 -19.93363762 -20.51649094 -20.81509972 -21.01753044 0 0 0 0 0 8.69484,-8.39644 0 0 0 0 0 0
15 129237 20.449 17.5922 4948 2518.0 38.6531 13.6794 13.1688 12.7204 12.24 9.38 0.021 0 -23.5559 -19.2566 -44.6775 14.5037 -- 0.986166 2.33021 1.24149 7440000000 0 0 0 0 0 -16.92634583 -18.31411362 -19.25655365 -19.76711464 -20.21550941 0 0 0 0 0 20.449,17.5922 HarryPotter 0 0 0 0 0 0
16 129387 21.0163 12.9175 5139 2472.0 37.3378 12.5313 12.3555 12.0556 10.8 9.131 0.064 0 -23.7297 -20.3294 -49.1789 15.3058 -- 0.982853 1.7447 1.12763 9420000000 0 0 0 0 0 -18.58473396 -19.78485298 -20.32943726 -20.50527763 -20.8051815 0 0 0 0 0 21.0163,12.9175 0 0 0 0 0 0
17 130133 24.7772 -7.51266 6110 1860.0 24.2761 11.6523 11.2384 10.9761 10.28 8.428 0.026 0 -23.4979 -20.2736 -67.3608 12.2066 12.124 0.988006 2.59809 5.4536 19400000000 0 0 0 0 0 -17.67549706 -19.54767799 -20.27359009 -20.68754005 -20.94980621 0 0 0 0 0 24.7772,-7.51266 0 0 0 0 0 0
18 130625 28.3054 4.19576 6993 1733.0 22.7469 11.6782 11.3605 11.0266 -- 8.726 0.025 0 -23.0586 -20.1064 -55.3039 12.9078 -- 0.982666 2.31343 5.95742 14900000000 0 0 0 0 0 -17.7930088 -19.42562103 -20.10643578 -20.42409325 -20.7580471 0 0 0 0 0 28.3054,4.19576 0 0 0 0 0 0
19 131531 33.8651 6.00248 8631 1562.0 20.6466 11.7074 11.3697 11.2595 -- 8.511 0.026 0 -23.0632 -19.8669 -51.133 11.5117 13.697 0.982844 1.76058 1.25016 10400000000 0 0 0 0 0 -18.10626984 -19.30754089 -19.86685371 -20.20450211 -20.31471443 0 0 0 0 0 33.8651,6.00248 0 0 0 0 0 0
20 132339 39.5482 -1.31876 9988 2629.0 37.155 12.5487 12.2488 11.9976 11.06 9.334 0.035 0 -23.5161 -20.3014 -53.6539 16.4536 14.178 0.983103 2.48247 5.43756 18200000000 0 0 0 0 0 -17.81894875 -19.48137665 -20.30142021 -20.60132217 -20.85246849 0 0 0 0 0 39.5482,-1.31876 Narnia 0 0 0 0 0 0
21 135129 126.784 25.9703 23701 2046.0 31.2649 12.5711 12.1801 11.8539 -- 9.113 0.017 0 -23.3623 -19.9042 31.6108 11.7724 10.364 0.982504 2.66303 4.27655 13600000000 7 5 6 6 6 -17.2411747 -19.07522392 -19.90420151 -20.29517174 -20.62139893 7 5 6 6 6 126.784,25.9703 0 0 0 0 0 0
22 135440 130.666 14.2856 24464 2060.0 32.7765 12.0386 11.635 11.3438 10.61 8.649 0.017 0 -23.9288 -20.5392 30.9871 11.5907 11.77 0.971145 2.64515 3.66924 24500000000 1 1 1 1 1 -17.89406776 -19.71510506 -20.539217 -20.94282913 -21.23396683 1 1 1 1 1 130.666,14.2856 1 1 0 0 0 0
23 135594 134.877 44.9139 25248 1815.0 29.1424 12.3298 11.9895 11.718 11.02 9.096 0.032 0 -23.2266 -19.9928 41.0028 10.7578 12.745 0.984528 2.01703 1.74447 12900000000 0 0 0 0 0 -17.97576523 -19.2786274 -19.99279594 -20.33314323 -20.60466385 0 0 0 0 0 134.877,44.9139 0 0 0 0 0 0
24 135739 138.102 35.0275 25955 2049.0 32.3374 12.7482 12.3671 12.086 -- 9.506 0.03 0 -23.0425 -19.8004 43.0202 10.7244 10.849 0.974997 2.6258 3.69982 12200000000 5 3 3 3 3 -17.17457008 -18.99312592 -19.80037308 -20.18140793 -20.46257401 5 3 3 3 3 138.102,35.0275 0 0 0 0 0 0
25 135879 141.077 34.5135 26649 1687.0 27.6714 11.588 11.2183 10.9256 -- 8.032 0.016 0 -24.1782 -20.6222 45.4015 9.01869 13.189 0.981817 2.58665 4.30874 26100000000 5 4 4 4 4 -18.035532 -19.84670448 -20.62217712 -20.99190712 -21.2845459 5 4 4 4 4 141.077,34.5135 1 1 1 0 0 0
26 136403 150.358 15.7701 29009 2404.0 36.8274 13.2064 12.8659 12.5602 11.72 9.612 0.02 0 -23.2189 -19.6244 49.0587 9.63038 -- 0.981984 1.97415 1.59806 8360000000 0 0 0 0 0 -17.65025902 -18.86551094 -19.62441063 -19.96497726 -20.27062416 0 0 0 0 0 150.358,15.7701 0 0 0 0 0 0
27 137625 158.231 28.5118 31166 1408.0 24.4117 11.9393 11.5812 11.3468 -- 8.917 0.018 0 -23.021 -19.9987 59.4484 5.67327 10.431 0.982474 2.34798 3.60127 13300000000 3 3 3 3 3 -17.65074348 -19.25677109 -19.99872017 -20.35676956 -20.59116173 3 3 3 3 3 158.231,28.5118 Oz 0 0 0 0 0 0
28 138201 162.818 27.9751 32533 1414.0 24.2202 11.2539 10.856 10.5627 9.87 7.972 0.014 0 -23.9489 -20.667 63.4186 5.00724 9.909 0.977563 2.63738 3.98633 27500000000 6 5 5 5 5 -18.02964783 -19.87112427 -20.66703224 -21.06489563 -21.35819626 6 5 5 5 5 162.818,27.9751 2 1 0 0 0 0
29 138375 164.006 57.1171 32854 1818.0 31.484 12.7616 12.3879 12.1156 -- 9.327 0.019 0 -23.1635 -19.7289 53.7204 3.91705 10.446 0.983435 2.59306 4.31915 11600000000 4 2 3 3 3 -17.13579941 -19.05816841 -19.72886086 -20.10256195 -20.37490082 4 2 3 3 3 164.006,57.1171 0 0 0 0 0 0
30 138642 165.797 27.9722 33371 1534.0 25.5536 11.0322 10.8539 10.6031 -- 8.264 0.014 0 -23.7733 -21.0051 66.0402 4.84941 9.642 0.987864 1.44288 3.63707 18400000000 4 2 2 2 2 -19.56222153 -20.44282341 -21.00510025 -21.18333244 -21.43419266 4 2 2 2 2 165.797,27.9722 0 0 0 0 0 0
31 139281 170.631 39.8769 34908 1948.0 31.5629 12.8371 12.4395 12.1462 -- 9.453 0.021 0 -23.0429 -19.6588 67.6067 7.43472 11.996 0.979112 2.64552 3.85865 10900000000 6 4 4 4 4 -17.01323128 -18.84304428 -19.65875244 -20.05638886 -20.34969711 6 4 4 4 4 170.631,39.8769 0 0 0 0 0 0
32 139467 172.046 25.6612 35294 2739.0 39.888 12.6299 12.2913 12.0418 11.24 9.182 0.019 0 -23.8222 -20.3743 71.3198 8.51075 14.37 0.981855 1.94086 1.18057 17000000000 0 0 0 0 0 -18.43347168 -19.69511032 -20.37433243 -20.71286392 -20.96236992 0 0 0 0 0 172.046,25.6612 0 0 0 0 0 0
33 140065 175.328 36.5468 36266 1465.0 24.6947 12.2451 11.9581 11.7461 10.66 8.857 0.016 0 -23.106 -19.7179 72.4223 4.50689 10.589 0.989816 1.67345 0.812875 8390000000 3 3 3 3 3 -18.04445267 -19.15993118 -19.71789932 -20.00496864 -20.21691704 3 3 3 3 3 175.328,36.5468 0 0 0 0 0 0
34 140301 177.289 27.022 36914 1798.0 28.2771 11.7576 11.4055 11.1582 10.41 8.693 0.02 0 -23.5642 -20.4996 76.1447 4.186 9.944 0.987064 2.34973 3.00455 22700000000 3 2 3 2 2 -18.14984894 -19.75426102 -20.49957848 -20.85170364 -21.09892845 3 2 3 2 2 177.289,27.022 1 1 1 0 0 0
35 140458 178.989 6.74927 37483 2497.0 35.9663 12.1129 11.7237 11.3439 10.69 8.752 0.022 0 -24.0275 -20.6666 65.7324 5.74298 13.066 0.993915 2.59601 5.74235 26300000000 2 1 1 1 1 -18.07060242 -19.82684326 -20.66661453 -21.0558033 -21.43561363 2 1 1 1 1 178.989,6.74927 0 0 0 0 0 0
36 140594 180.098 -1.10008 37845 1465.0 23.2487 11.1116 10.7406 10.4707 9.35 7.321 0.015 0 -24.511 -20.7204 59.2146 2.29212 12.669 0.985217 2.05631 1.7545 20600000000 2 1 2 1 1 -18.6640892 -20.00681305 -20.72039795 -21.09139061 -21.36133385 2 1 2 1 1 180.098,-1.10008 Alice 1 1 1 0 0 0
37 141465 187.211 -1.93918 41083 2407.0 35.4431 12.1066 11.7092 11.4338 10.85 9.038 0.04 0 -23.7097 -20.641 60.4272 5.85102 11.717 0.985694 2.55755 3.0341 26000000000 1 1 1 1 1 -18.08347321 -19.82957077 -20.64102554 -21.03850555 -21.31383133 1 1 1 1 1 187.211,-1.93918 0 0 0 0 0 0
38 142722 194.863 14.1712 44600 1988.0 30.027 11.4723 11.0534 10.7367 9.93 7.907 0.016 0 -24.4806 -20.9153 76.9088 3.38499 10.768 0.987676 2.70741 2.18747 35000000000 5 2 2 2 2 -18.20787621 -20.08034897 -20.9152832 -21.33419609 -21.65081596 5 2 2 2 2 194.863,14.1712 1 1 0 0 0 0
39 143856 206.599 43.8724 48815 2409.0 35.8043 12.441 12.0609 11.7913 -- 8.886 0.02 0 -23.8837 -20.3287 69.925 9.59888 11.898 0.99475 2.13263 1.07367 18200000000 1 1 1 1 1 -18.19606781 -19.61680222 -20.32869911 -20.70882607 -20.97842407 1 1 1 1 1 206.599,43.8724 0 0 0 0 0 0
40 144121 209.069 47.2357 49563 1793.0 29.0615 11.4299 11.0436 10.7756 10.06 8.352 0.016 0 -23.9646 -20.8866 66.2095 7.49475 -- 0.989914 2.36887 3.59258 32800000000 0 0 0 0 0 -18.51777267 -20.12762451 -20.88664627 -21.27303505 -21.54100037 0 0 0 0 0 209.069,47.2357 1 0 0 0 0 0
41 144151 209.271 41.8463 49618 2270.0 33.9098 11.9726 11.6415 11.3663 10.53 8.534 0.019 0 -24.1176 -20.679 70.0814 8.902 9.979 0.991887 1.79073 2.50022 20800000000 0 0 0 0 0 -18.88829231 -20.05034828 -20.67902374 -21.01015854 -21.28530312 0 0 0 0 0 209.271,41.8463 1 0 0 0 0 0
42 144953 215.579 50.5014 51340 2230.0 34.1543 12.73 12.3754 12.1022 11.36 9.589 0.034 0 -23.0782 -19.9373 60.9291 10.6058 11.408 0.98866 2.58047 5.17427 13600000000 3 3 3 3 3 -17.35678673 -19.16062737 -19.93725586 -20.29187012 -20.56499672 3 3 3 3 3 215.579,50.5014 1 1 0 0 0 0
43 145297 218.718 54.4759 52116 2116.0 33.1163 12.9107 12.5261 12.227 -- 8.95 0.023 0 -23.6502 -19.6895 56.7679 8.67574 -- 0.983341 2.62181 3.48251 11100000000 2 1 1 1 1 -17.06773186 -18.8992157 -19.68954086 -20.07414818 -20.37317276 2 1 1 1 1 218.718,54.4759 0 0 0 0 0 0
44 145398 219.796 5.36347 52365 1505.0 23.5261 11.882 11.5062 11.2418 -- 8.128 0.027 0 -23.7298 -19.9757 56.3646 5.04108 -- 0.985748 2.49288 2.68922 14300000000 1 1 1 1 1 -17.48284531 -19.21293259 -19.97572136 -20.35152245 -20.61590958 1 1 1 1 1 219.796,5.36347 0 0 0 0 0 0
45 145729 224.594 -1.09102 53499 1922.0 28.4038 11.9155 11.457 11.0653 9.49 7.693 0.019 0 -24.5739 -20.3514 48.4266 3.55266 12.164 0.983605 2.6946 2.82806 19800000000 1 1 1 1 1 -17.65678024 -19.39037323 -20.35137939 -20.80987167 -21.20163345 1 1 1 1 1 224.594,-1.09102 Othello 0 0 0 0 0 0
46 145879 227.456 0.470085 54119 2085.0 30.1861 12.0999 11.7169 11.4472 10.78 8.714 0.028 0 -23.685 -20.2991 47.4196 5.22499 12.205 0.983482 2.60192 4.11054 19400000000 0 0 0 0 0 -17.69720268 -19.5194416 -20.29912567 -20.68213463 -20.95186806 0 0 0 0 0 227.456,0.470085 0 0 0 0 0 0
47 147100 248.087 19.8264 58470 2375.0 34.3199 12.1734 11.8567 11.603 10.69 8.65 0.016 0 -24.0277 -20.5043 39.2085 12.9151 10.617 0.979183 1.89341 1.16788 18300000000 10 8 8 3 8 -18.61092758 -19.83763313 -20.5043354 -20.82106209 -21.07475662 10 8 8 3 8 248.087,19.8264 Odyssey 0 0 0 0 0 0
48 147606 255.21 23.011 59426 2790.0 39.4152 12.4328 12.0454 11.7373 -- 8.972 0.018 0 -24.0063 -20.5455 33.9451 15.7409 10.199 0.979009 2.70782 4.84288 24400000000 2 2 2 2 2 -17.83770943 -19.70518875 -20.5455246 -20.93289185 -21.24104309 2 2 2 2 2 255.21,23.011 0 0 0 1 1 1
49 149781 335.913 -3.43167 68743 2828.0 39.1759 12.7243 12.3357 12.038 10.73 9.131 0.026 0 -23.8341 -20.2408 -47.5016 13.5028 12.388 0.985183 2.4174 3.94163 17900000000 0 0 0 0 0 -17.82340813 -19.4251709 -20.24080467 -20.62938309 -20.92706299 0 0 0 0 0 335.913,-3.43167 OBrother 0 0 0 0 0 0
50 149977 339.372 10.5315 69349 2825.0 38.996 13.2024 12.8081 12.5297 11.93 9.604 0.039 0 -23.3511 -19.7527 -40.2713 8.3451 10.703 0.978754 2.0908 1.24479 9940000000 0 0 0 0 0 -17.66190147 -19.00931168 -19.75270462 -20.14700127 -20.42541504 0 0 0 0 0 339.372,10.5315 0 0 0 0 0 0
51 150307 343.924 -5.49535 70025 2859.0 39.406 12.7764 12.3578 12.0687 11.18 9.229 0.029 0 -23.7488 -20.2014 -54.9818 11.1991 -- 0.97638 2.16558 1.04662 16900000000 0 0 0 0 0 -18.03578758 -19.46187973 -20.20136833 -20.62002945 -20.90906334 0 0 0 0 0 343.924,-5.49535 0 0 0 0 0 0
52 150578 346.236 12.3229 70419 2381.0 33.313 11.5503 11.1597 10.903 9.89 8.162 0.021 0 -24.4511 -21.0628 -42.8417 9.44227 14.017 0.987084 2.07284 2.01064 34400000000 0 0 0 0 0 -18.98996162 -20.34052277 -21.06280327 -21.45336914 -21.71009827 0 0 0 0 0 346.236,12.3229 0 0 0 0 0 0
53 150887 348.683 4.53406 70795 2689.0 37.019 11.9764 11.6247 11.3038 10.57 8.327 0.013 0 -24.5151 -20.8657 -50.6545 5.73166 10.189 0.98742 1.90022 0.777359 25100000000 0 0 0 0 0 -18.96550941 -20.14962006 -20.86573029 -21.21746826 -21.53835869 0 0 0 0 0 348.683,4.53406 Catch22 0 0 0 0 0 0
54 153017 359.856 20.7498 73163 2403.0 34.158 12.4995 12.2274 12.0242 -- 9.348 0.028 0 -23.3195 -20.168 -40.494 12.9275 -- 0.967716 1.61143 1.17911 12800000000 0 0 0 0 0 -18.55654716 -19.58418083 -20.16797638 -20.44010544 -20.64321899 0 0 0 0 0 359.856,20.7498 0 0 0 0 0 0
55 157374 145.225 5.16581 27635 1966.0 30.9924 11.8861 11.4733 11.2051 -- 8.646 0.031 0 -23.8103 -20.5702 39.6683 8.76111 9.661 0.971088 2.78102 4.57574 24800000000 3 3 3 3 3 -17.78915787 -19.6536541 -20.57017326 -20.98293686 -21.2511425 3 3 3 3 3 145.225,5.16581 0 0 0 0 0 0
56 158541 159.068 37.3247 31428 1567.51 26.7779 11.9545 11.6216 11.3792 10.47 8.376 0.019 0 -23.7629 -20.1844 59.8423 6.87175 12.913 0.984752 1.84995 0.933043 13400000000 1 1 1 1 1 -18.3344593 -19.54940224 -20.1844101 -20.51726341 -20.75969505 1 1 1 1 1 159.068,37.3247 1 0 0 0 0 0
57 159593 169.589 45.7482 34561 2327.26 36.0711 12.5187 12.2149 12.0391 11.73 9.629 0.032 0 -23.1568 -20.2671 63.784 9.79184 13.649 0.990237 1.7438 1.46392 15100000000 1 1 1 1 1 -18.52333832 -19.70399094 -20.26713562 -20.57089996 -20.74671364 1 1 1 1 1 169.589,45.7482 0 0 0 0 0 0
58 160302 174.843 56.2707 36138 2391.17 37.5788 12.0622 11.7158 11.5534 11.88 9.032 0.033 0 -23.8427 -20.8125 58.1227 10.2981 11.005 0.97959 1.82333 0.861326 26200000000 0 0 0 0 0 -18.98914146 -20.2150116 -20.81246758 -21.15894318 -21.32131577 0 0 0 0 0 174.843,56.2707 0 0 0 0 0 0
59 161174 182.792 20.1757 38802 2448.24 36.3129 12.9512 12.6154 12.3487 11.95 9.734 0.029 0 -23.0663 -19.8491 78.4598 6.0357 12.477 0.982772 2.0161 1.73943 10100000000 1 1 1 1 1 -17.83302879 -19.15876198 -19.84912491 -20.18494797 -20.4515934 1 1 1 1 1 182.792,20.1757 ScoobyDoo 0 0 0 0 0 0
60 162547 193.462 9.71003 43837 2854.7 40.9358 12.3999 12.1498 11.9253 12.2 9.865 0.064 0 -23.1955 -20.6606 72.5724 7.7243 13.645 0.990945 1.55254 4.28292 18500000000 0 0 0 0 0 -19.10805321 -20.10014153 -20.66059685 -20.91069222 -21.13516998 0 0 0 0 0 193.462,9.71003 1 0 0 0 0 0
61 162580 193.762 8.06553 43998 2782.87 40.0239 12.377 11.9333 11.7455 11.39 8.944 0.042 0 -24.0676 -20.6346 70.918 7.37151 10.695 0.985818 2.48354 4.47216 945 4 4 4 4 4 -18.1510582 -19.8633728 -20.63459778 -21.07830429 -21.26609993 4 4 4 4 4 193.762,8.06553 1 0 0 0 0 0
62 163136 197.904 22.9155 45795 2606.28 37.5518 12.3036 11.9171 11.6758 11.1 8.757 0.022 0 -24.1162 -20.5695 83.7849 7.11041 12.396 0.987719 2.03335 1.28002 21500000000 2 2 2 2 2 -18.53616905 -19.82794189 -20.56951714 -20.956007 -21.19734955 2 2 2 2 2 197.904,22.9155 0 0 0 0 0 0
63 163956 206.33 41.7125 48767 2549.01 37.2285 12.2853 11.7813 11.3937 11.43 8.434 0.012 0 -24.4204 -20.5691 71.714 9.76207 9.739 0.985273 2.53786 1.63483 25700000000 2 2 2 2 2 -18.03126717 -19.64505005 -20.56912804 -21.07312012 -21.46072578 2 2 2 2 2 206.33,41.7125 0 0 0 0 0 0
64 163975 206.603 46.107 48816 1504.97 25.5541 12.4723 12.0914 11.8188 11.39 8.939 0.021 0 -23.0983 -19.565 68.121 7.1115 14.039 0.987033 1.94365 0.929931 8620000000 0 0 0 0 0 -17.62139511 -18.89091873 -19.5650425 -19.94591713 -20.21852493 0 0 0 0 0 206.603,46.107 0 0 0 0 0 0
65 164995 216.639 56.5827 51564 1979.0 31.8474 11.7551 11.3967 11.1446 -- 8.459 0.021 0 -24.0564 -20.7602 56.0102 6.19377 9.494 0.986002 2.55826 4.14707 29200000000 3 3 3 3 3 -18.20197296 -19.98226547 -20.76022911 -21.11868095 -21.37077522 3 3 3 3 3 216.639,56.5827 0 0 0 0 0 0
66 165082 217.418 3.23331 51787 1622.0 24.9139 11.7737 11.3893 11.1075 -- 8.241 0.022 0 -23.7412 -20.2085 56.502 5.16472 10.063 0.973196 2.54994 2.86153 17900000000 9 5 5 5 5 -17.6585865 -19.44051552 -20.2085247 -20.59293938 -20.87469673 9 5 5 5 5 217.418,3.23331 2 1 0 0 0 0
67 165153 218.023 57.9215 51932 1898.39 31.0085 11.8023 11.4237 11.1454 10.7 8.277 0.018 0 -24.1804 -20.6551 54.5048 5.29993 11.681 0.981689 2.08013 1.1047 23900000000 1 1 1 1 1 -18.57496643 -19.92727661 -20.65509605 -21.03367424 -21.3119545 1 1 1 1 1 218.023,57.9215 1 0 0 0 0 0
68 165316 219.378 51.5619 52266 2184.17 33.578 12.9135 12.5183 12.1984 11.88 9.431 0.025 0 -23.1993 -19.7168 58.4551 10.4956 11.475 0.977898 2.69677 2.72099 11300000000 4 4 4 4 4 -17.02001381 -18.83846855 -19.71678734 -20.11197472 -20.43190575 4 4 4 4 4 219.378,51.5619 0 0 0 0 0 0
69 165536 221.546 -0.222942 52735 1659.36 25.3928 11.856 11.4773 11.2276 11.13 8.424 0.028 0 -23.5996 -20.1676 51.1661 3.0291 11.635 0.983643 2.34484 1.32237 16600000000 2 1 1 1 1 -17.8227272 -19.41871452 -20.1675663 -20.5463028 -20.79597092 2 1 1 1 1 221.546,-0.222942 Dune 1 0 0 0 0 0
70 165707 222.824 58.9781 53043 2142.61 33.4978 13.0972 12.573 12.2162 12.64 9.206 0.017 0 -23.4191 -19.5279 52.0107 8.91042 12.224 0.957718 2.57394 2.91083 9430000000 1 1 1 1 1 -16.95396233 -18.62072372 -19.52790451 -20.05206108 -20.40885925 1 1 1 1 1 222.824,58.9781 1 0 0 0 0 0
71 165980 227.921 59.809 54234 2463.39 36.6889 12.8051 12.3567 12.0086 11.94 9.046 0.019 0 -23.7767 -20.0176 49.5064 13.417 14.401 0.986461 2.38217 0.90011 15000000000 0 0 0 0 0 -17.63541222 -19.19306564 -20.01758575 -20.46598244 -20.81407928 0 0 0 0 0 227.921,59.809 0 0 0 0 0 0
72 166141 230.485 5.07063 54849 1480.0 22.9441 10.6377 10.3042 10.0802 11.1 8.082 0.021 0 -23.7214 -21.1656 47.9385 4.68964 -- 0.981766 2.23366 6.0 38900000000 0 0 0 0 0 -18.93195534 -20.46647072 -21.1656189 -21.49919891 -21.72318268 0 0 0 0 0 230.485,5.07063 0 0 0 0 0 0
73 166313 234.132 16.6078 55588 1967.37 28.0204 11.8195 11.4775 11.2024 10.53 8.514 0.017 0 -23.7234 -20.4178 50.4728 8.83586 13.805 0.978405 1.929 2.06853 16200000000 2 2 2 2 2 -18.48883438 -19.7315731 -20.41783333 -20.75982857 -21.03500557 2 2 2 2 2 234.132,16.6078 Gilgamesh 0 0 0 0 0 0



In [26]:

    
print('FUV<19 (JTQSO, UVQS)')
print(np.sum(tab_hosts['n_qso_fuv_lt_19']), np.sum(tab_hosts['n_uvqs_fuv_lt_19']),'\n')

print('FUV<18.5 (JTQSO, UVQS)')
print(np.sum(tab_hosts['n_qso_fuv_lt_18.5']), np.sum(tab_hosts['n_uvqs_fuv_lt_18.5']),'\n')

print('FUV<18 (JTQSO, UVQS)')
print(np.sum(tab_hosts['n_qso_fuv_lt_18']), np.sum(tab_hosts['n_uvqs_fuv_lt_18']))









    



FUV<19 (JTQSO, UVQS)
23 1 

FUV<18.5 (JTQSO, UVQS)
11 1 

FUV<18 (JTQSO, UVQS)
6 1



In [27]:

    
tab_hosts[tab_hosts['n_qso_fuv_lt_19']>0].show_in_notebook()









    Out[27]:




<Table masked=True length=19>

idx NSAID RA Dec PGC# vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u-r sersic_n stellar_mass N_sats_all_1 N_sats_removed_1 N_sats_rem1and2_1 N_SDSS_sats_1 N_sats_total_1 u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa N_sats_all_2 N_sats_removed_2 N_sats_rem1and2_2 N_SDSS_sats_2 N_sats_total_2 skycoord SAGA_name n_qso_fuv_lt_19 n_qso_fuv_lt_18.5 n_qso_fuv_lt_18 n_uvqs_fuv_lt_19 n_uvqs_fuv_lt_18.5 n_uvqs_fuv_lt_18
deg,deg 
0 13927 180.676 1.9768 38031 1961.14 29.5168 12.0011 11.5644 11.2205 10.98 8.743 0.027 0 -23.6073 -20.3492 62.2704 3.36159 11.815 0.98222 2.43461 3.12889 19800000000 0 0 0 0 0 -17.91459847 -19.50808334 -20.34920692 -20.7858963 -21.12985611 0 0 0 0 0 180.676,1.9768 Sopranos 1 1 1 0 0 0
1 85746 149.588 32.3699 28805 1451.33 25.1343 12.5439 12.2105 11.9101 11.27 8.899 0.016 0 -23.1023 -19.4575 52.3205 7.2153 -- 0.978734 1.95676 0.932093 7680000000 1 1 1 0 1 -17.50070763 -18.75543785 -19.45746422 -19.79086494 -20.09119606 1 1 1 0 1 149.588,32.3699 MobyDick 3 2 2 0 0 0
2 94217 209.233 29.1644 49604 2373.26 34.6222 12.0542 11.6782 11.428 11.83 9.237 0.034 0 -23.4598 -20.6425 75.4319 7.6542 13.59 0.990282 2.39188 5.16674 25900000000 1 1 1 1 1 -18.25065231 -19.87423325 -20.64253044 -21.01856422 -21.26874733 1 1 1 1 1 209.233,29.1644 1 0 0 0 0 0
3 135440 130.666 14.2856 24464 2060.0 32.7765 12.0386 11.635 11.3438 10.61 8.649 0.017 0 -23.9288 -20.5392 30.9871 11.5907 11.77 0.971145 2.64515 3.66924 24500000000 1 1 1 1 1 -17.89406776 -19.71510506 -20.539217 -20.94282913 -21.23396683 1 1 1 1 1 130.666,14.2856 1 1 0 0 0 0
4 135879 141.077 34.5135 26649 1687.0 27.6714 11.588 11.2183 10.9256 -- 8.032 0.016 0 -24.1782 -20.6222 45.4015 9.01869 13.189 0.981817 2.58665 4.30874 26100000000 5 4 4 4 4 -18.035532 -19.84670448 -20.62217712 -20.99190712 -21.2845459 5 4 4 4 4 141.077,34.5135 1 1 1 0 0 0
5 138201 162.818 27.9751 32533 1414.0 24.2202 11.2539 10.856 10.5627 9.87 7.972 0.014 0 -23.9489 -20.667 63.4186 5.00724 9.909 0.977563 2.63738 3.98633 27500000000 6 5 5 5 5 -18.02964783 -19.87112427 -20.66703224 -21.06489563 -21.35819626 6 5 5 5 5 162.818,27.9751 2 1 0 0 0 0
6 140301 177.289 27.022 36914 1798.0 28.2771 11.7576 11.4055 11.1582 10.41 8.693 0.02 0 -23.5642 -20.4996 76.1447 4.186 9.944 0.987064 2.34973 3.00455 22700000000 3 2 3 2 2 -18.14984894 -19.75426102 -20.49957848 -20.85170364 -21.09892845 3 2 3 2 2 177.289,27.022 1 1 1 0 0 0
7 140594 180.098 -1.10008 37845 1465.0 23.2487 11.1116 10.7406 10.4707 9.35 7.321 0.015 0 -24.511 -20.7204 59.2146 2.29212 12.669 0.985217 2.05631 1.7545 20600000000 2 1 2 1 1 -18.6640892 -20.00681305 -20.72039795 -21.09139061 -21.36133385 2 1 2 1 1 180.098,-1.10008 Alice 1 1 1 0 0 0
8 142722 194.863 14.1712 44600 1988.0 30.027 11.4723 11.0534 10.7367 9.93 7.907 0.016 0 -24.4806 -20.9153 76.9088 3.38499 10.768 0.987676 2.70741 2.18747 35000000000 5 2 2 2 2 -18.20787621 -20.08034897 -20.9152832 -21.33419609 -21.65081596 5 2 2 2 2 194.863,14.1712 1 1 0 0 0 0
9 144121 209.069 47.2357 49563 1793.0 29.0615 11.4299 11.0436 10.7756 10.06 8.352 0.016 0 -23.9646 -20.8866 66.2095 7.49475 -- 0.989914 2.36887 3.59258 32800000000 0 0 0 0 0 -18.51777267 -20.12762451 -20.88664627 -21.27303505 -21.54100037 0 0 0 0 0 209.069,47.2357 1 0 0 0 0 0
10 144151 209.271 41.8463 49618 2270.0 33.9098 11.9726 11.6415 11.3663 10.53 8.534 0.019 0 -24.1176 -20.679 70.0814 8.902 9.979 0.991887 1.79073 2.50022 20800000000 0 0 0 0 0 -18.88829231 -20.05034828 -20.67902374 -21.01015854 -21.28530312 0 0 0 0 0 209.271,41.8463 1 0 0 0 0 0
11 144953 215.579 50.5014 51340 2230.0 34.1543 12.73 12.3754 12.1022 11.36 9.589 0.034 0 -23.0782 -19.9373 60.9291 10.6058 11.408 0.98866 2.58047 5.17427 13600000000 3 3 3 3 3 -17.35678673 -19.16062737 -19.93725586 -20.29187012 -20.56499672 3 3 3 3 3 215.579,50.5014 1 1 0 0 0 0
12 158541 159.068 37.3247 31428 1567.51 26.7779 11.9545 11.6216 11.3792 10.47 8.376 0.019 0 -23.7629 -20.1844 59.8423 6.87175 12.913 0.984752 1.84995 0.933043 13400000000 1 1 1 1 1 -18.3344593 -19.54940224 -20.1844101 -20.51726341 -20.75969505 1 1 1 1 1 159.068,37.3247 1 0 0 0 0 0
13 162547 193.462 9.71003 43837 2854.7 40.9358 12.3999 12.1498 11.9253 12.2 9.865 0.064 0 -23.1955 -20.6606 72.5724 7.7243 13.645 0.990945 1.55254 4.28292 18500000000 0 0 0 0 0 -19.10805321 -20.10014153 -20.66059685 -20.91069222 -21.13516998 0 0 0 0 0 193.462,9.71003 1 0 0 0 0 0
14 162580 193.762 8.06553 43998 2782.87 40.0239 12.377 11.9333 11.7455 11.39 8.944 0.042 0 -24.0676 -20.6346 70.918 7.37151 10.695 0.985818 2.48354 4.47216 945 4 4 4 4 4 -18.1510582 -19.8633728 -20.63459778 -21.07830429 -21.26609993 4 4 4 4 4 193.762,8.06553 1 0 0 0 0 0
15 165082 217.418 3.23331 51787 1622.0 24.9139 11.7737 11.3893 11.1075 -- 8.241 0.022 0 -23.7412 -20.2085 56.502 5.16472 10.063 0.973196 2.54994 2.86153 17900000000 9 5 5 5 5 -17.6585865 -19.44051552 -20.2085247 -20.59293938 -20.87469673 9 5 5 5 5 217.418,3.23331 2 1 0 0 0 0
16 165153 218.023 57.9215 51932 1898.39 31.0085 11.8023 11.4237 11.1454 10.7 8.277 0.018 0 -24.1804 -20.6551 54.5048 5.29993 11.681 0.981689 2.08013 1.1047 23900000000 1 1 1 1 1 -18.57496643 -19.92727661 -20.65509605 -21.03367424 -21.3119545 1 1 1 1 1 218.023,57.9215 1 0 0 0 0 0
17 165536 221.546 -0.222942 52735 1659.36 25.3928 11.856 11.4773 11.2276 11.13 8.424 0.028 0 -23.5996 -20.1676 51.1661 3.0291 11.635 0.983643 2.34484 1.32237 16600000000 2 1 1 1 1 -17.8227272 -19.41871452 -20.1675663 -20.5463028 -20.79597092 2 1 1 1 1 221.546,-0.222942 Dune 1 0 0 0 0 0
18 165707 222.824 58.9781 53043 2142.61 33.4978 13.0972 12.573 12.2162 12.64 9.206 0.017 0 -23.4191 -19.5279 52.0107 8.91042 12.224 0.957718 2.57394 2.91083 9430000000 1 1 1 1 1 -16.95396233 -18.62072372 -19.52790451 -20.05206108 -20.40885925 1 1 1 1 1 222.824,58.9781 1 0 0 0 0 0



In [28]:

    
tab_saga_hosts = tab_hosts[tab_hosts['SAGA_name']!='']

print('FUV<19 (JTQSO, UVQS)')
print(np.sum(tab_saga_hosts['n_qso_fuv_lt_19']), np.sum(tab_saga_hosts['n_uvqs_fuv_lt_19']),'\n')

print('FUV<18.5 (JTQSO, UVQS)')
print(np.sum(tab_saga_hosts['n_qso_fuv_lt_18.5']), np.sum(tab_saga_hosts['n_uvqs_fuv_lt_18.5']),'\n')

print('FUV<18 (JTQSO, UVQS)')
print(np.sum(tab_saga_hosts['n_qso_fuv_lt_18']), np.sum(tab_saga_hosts['n_uvqs_fuv_lt_18']))









    



FUV<19 (JTQSO, UVQS)
6 0 

FUV<18.5 (JTQSO, UVQS)
4 0 

FUV<18 (JTQSO, UVQS)
4 0



In [224]:

    
tab_saga_hosts[tab_saga_hosts['n_qso_fuv_lt_19']>0].show_in_notebook()









    Out[224]:




<Table masked=True length=4>

idx NSAID RA Dec PGC# vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u-r sersic_n stellar_mass N_sats_all_1 N_sats_removed_1 N_sats_rem1and2_1 N_SDSS_sats_1 N_sats_total_1 u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa N_sats_all_2 N_sats_removed_2 N_sats_rem1and2_2 N_SDSS_sats_2 N_sats_total_2 skycoord SAGA_name n_qso_fuv_lt_19 n_qso_fuv_lt_18.5 n_qso_fuv_lt_18 n_uvqs_fuv_lt_19 n_uvqs_fuv_lt_18.5 n_uvqs_fuv_lt_18
deg,deg 
0 13927 180.676 1.9768 38031 1961.14 29.5168 12.0011 11.5644 11.2205 10.98 8.743 0.027 0 -23.6073 -20.3492 62.2704 3.36159 11.815 0.98222 2.43461 3.12889 19800000000 0 0 0 0 0 -17.91459847 -19.50808334 -20.34920692 -20.7858963 -21.12985611 0 0 0 0 0 180.676,1.9768 Sopranos 1 1 1 0 0 0
1 85746 149.588 32.3699 28805 1451.33 25.1343 12.5439 12.2105 11.9101 11.27 8.899 0.016 0 -23.1023 -19.4575 52.3205 7.2153 -- 0.978734 1.95676 0.932093 7680000000 1 1 1 0 1 -17.50070763 -18.75543785 -19.45746422 -19.79086494 -20.09119606 1 1 1 0 1 149.588,32.3699 MobyDick 3 2 2 0 0 0
2 140594 180.098 -1.10008 37845 1465.0 23.2487 11.1116 10.7406 10.4707 9.35 7.321 0.015 0 -24.511 -20.7204 59.2146 2.29212 12.669 0.985217 2.05631 1.7545 20600000000 2 1 2 1 1 -18.6640892 -20.00681305 -20.72039795 -21.09139061 -21.36133385 2 1 2 1 1 180.098,-1.10008 Alice 1 1 1 0 0 0
3 165536 221.546 -0.222942 52735 1659.36 25.3928 11.856 11.4773 11.2276 11.13 8.424 0.028 0 -23.5996 -20.1676 51.1661 3.0291 11.635 0.983643 2.34484 1.32237 16600000000 2 1 1 1 1 -17.8227272 -19.41871452 -20.1675663 -20.5463028 -20.79597092 2 1 1 1 1 221.546,-0.222942 Dune 1 0 0 0 0 0



In [378]:

    
matches_to_stack = []
for host, matches in zip(tab_hosts, host_matches19):
    if len(matches)>0:
        matches = matches.copy()
        del matches['skycoord']
        matches['SAGA_name'] = str(host['SAGA_name'])
        matches['SAGA_NSAID'] = host['NSAID']
        matches_to_stack.append(matches)
matched_qsos = table.vstack(matches_to_stack)
matched_qsos.sort('FUV_MAG')

add_coord_to_tab(matched_qsos, 'RA', 'DEC')
#matched_qsos is used below in the planning









    Out[378]:





<SkyCoord (ICRS): (ra, dec) in deg
    [(176.99414062, 27.24981308), (149.58726501, 32.40062332),
     (149.81187439, 32.06591034), (180.63786316, 2.43326592),
     (141.42637634, 34.68572998), (180.61149597, -1.48757696),
     (130.49639893, 14.11172009), (217.41976929, 3.35718799),
     (162.81564331, 28.09086418), (195.15090942, 13.78490925),
     (215.80909729, 50.92702484), (193.81550598, 9.80721188),
     (159.18814087, 37.11702728), (217.85540771, 57.57434082),
     (149.09672546, 32.60601807), (208.47216797, 47.12096786),
     (193.53013611, 8.20126724), (208.6993866, 42.11152267),
     (209.11180115, 28.79379845), (221.69322205, -0.52883297),
     (163.19778442, 28.38617325), (222.96473694, 59.23335648),
     (217.94163513, 3.02884889)]>



In [379]:

    
nms = ['{:.0f}kpc_{}'.format(row['qso_to_host_phys'], row['SAGA_name'] if row['SAGA_name']!='' else row['SAGA_NSAID']) for row in matched_qsos]
print(targeting.sampled_imagelist(matched_qsos, None, None, names=nms, **imagelist_kwargs))









    



name ra dec
13kpc_MobyDick 149.587265015 32.4006233215
157kpc_MobyDick 149.81187439 32.0659103394
155kpc_165707 222.964736938 59.2333564758
162kpc_135879 141.426376343 34.6857299805
250kpc_142722 195.150909424 13.7849092484
214kpc_144121 208.472167969 47.120967865
258kpc_162547 193.815505981 9.80721187592
296kpc_144151 208.699386597 42.1115226746
107kpc_158541 159.188140869 37.1170272827
137kpc_135440 130.496398926 14.1117200851
261kpc_Alice 180.611495972 -1.48757696152
233kpc_94217 209.111801147 28.7937984467
54kpc_165082 217.419769287 3.35718798637
150kpc_Dune 221.693222046 -0.52883297205
209kpc_MobyDick 149.096725464 32.6060180664
186kpc_162580 193.530136108 8.20126724243
49kpc_138201 162.815643311 28.0908641815
236kpc_Sopranos 180.637863159 2.43326592445
224kpc_138201 163.197784424 28.3861732483
194kpc_165153 217.855407715 57.5743408203
244kpc_165082 217.941635132 3.02884888649
268kpc_144953 215.80909729 50.9270248413
171kpc_140301 176.994140625 27.2498130798



In [380]:

    
flag0netsdssany = tab_flag0notsdss['n_uvqs_fuv_lt_19']>0
baseurl = 'http://legacysurvey.org/viewer/?ra={ra}&dec={dec}'
for row in tab_flag0notsdss[flag0netsdssany]:
    print(baseurl.format(ra=row['RA'], dec=row['Dec']))
tab_flag0notsdss[flag0netsdssany].show_in_notebook()









    



http://legacysurvey.org/viewer/?ra=298.596&dec=-58.7139
http://legacysurvey.org/viewer/?ra=167.472&dec=-23.726
http://legacysurvey.org/viewer/?ra=55.5478&dec=-29.8934
http://legacysurvey.org/viewer/?ra=352.181&dec=-41.3334
http://legacysurvey.org/viewer/?ra=22.619&dec=-22.6672
http://legacysurvey.org/viewer/?ra=38.8656&dec=-9.3562
http://legacysurvey.org/viewer/?ra=255.21&dec=23.011






    Out[380]:




<Table masked=True length=7>

idx NSAID RA Dec PGC vhelio distance r i z I K K_err flag K_abs r_abs b dist_to_group brightest_K_nearby SDSS_FRACGOOD u_abs_nsa g_abs_nsa r_abs_nsa i_abs_nsa z_abs_nsa skycoord n_uvqs_fuv_lt_19 n_uvqs_fuv_lt_18.5 n_uvqs_fuv_lt_18
deg,deg 
0 -1 298.596 -58.7139 63797 2144.0 31.1022 -- -- -- 10.91 8.826 0.022 48 -23.638 -- -30.9994 7.37342 -- 0.0 -- -- -- -- -- 298.596,-58.7139 1 1 0
1 -1 167.472 -23.726 33860 2080.0 30.1688 -- -- -- 10.85 8.951 0.049 48 -23.4468 -- 33.5466 8.11018 12.887 0.0 -- -- -- -- -- 167.472,-23.726 1 1 1
2 -1 55.5478 -29.8934 13602 1510.0 21.869 -- -- -- 9.83 8.308 0.021 48 -23.3911 -- -52.5994 3.67612 -- 0.0 -- -- -- -- -- 55.5478,-29.8934 1 1 0
3 -1 352.181 -41.3334 71548 1503.0 21.7672 -- -- -- 11.31 8.357 0.02 48 -23.332 -- -67.876 3.21727 -- 0.0 -- -- -- -- -- 352.181,-41.3334 2 2 0
4 -1 22.619 -22.6672 5619 1630.0 23.6143 -- -- -- 10.24 8.581 0.027 48 -23.2849 -- -80.092 10.0917 12.807 0.0 -- -- -- -- -- 22.619,-22.6672 1 1 0
5 132278 38.8656 -9.3562 9843 1510.0 20.493 11.7035 11.2789 11.4256 7.03 6.99 0.006 32 -24.568 -19.8545 -59.6963 8.12763 -- 0.506566 -18.56256485 -19.49838638 -19.85450363 -20.27909279 -20.13245201 38.8656,-9.3562 1 1 1
6 147606 255.21 23.011 59426 2790.0 39.4152 12.4328 12.0454 11.7373 -- 8.972 0.018 0 -24.0063 -20.5455 33.9451 15.7409 10.199 0.979009 -17.83770943 -19.70518875 -20.5455246 -20.93289185 -21.24104309 255.21,23.011 1 1 1

X-match sats



In [381]:

    
def get_sat_closest(sattab, qsotab, sorton=None):
    idx, d2d, _ = sattab['skycoord'].match_to_catalog_sky(qsotab['skycoord'], nthneighbor=1)
    tab = qsotab[idx]
    tab['match_d2d'] = d2d
    tab['match_d2d_phys'] = (d2d.radian*sattab['HOST_DIST']*u.Mpc).to(u.kpc)
    
    if sorton is not None:
        #trick to make sort work
        sorti = np.argsort(tab[sorton])
        tab = tab[sorti]
        sattab = sattab[sorti]
    return table.hstack((sattab, tab), table_names=['sat', 'qso'])



In [382]:

    
sat_matches = get_sat_closest(tab_sats, tab_qso19, sorton='match_d2d_phys')
sat_matches_uvqs = get_sat_closest(tab_sats, uvqs_good_tab, sorton='match_d2d_phys')



In [383]:

    
sat_matches['RA_sat', 'DEC_sat', 'RA_qso', 'DEC_qso', 'TELNAME', 'HOST_SAGA_NAME', 'match_d2d_phys'].show_in_notebook()









    Out[383]:




<Table masked=True length=168>

idx RA_sat DEC_sat RA_qso DEC_qso TELNAME HOST_SAGA_NAME match_d2d_phys
kpc
0 162.849821529 28.1120278164 162.815643311 28.0908641815 NSA 15.5712592793
1 141.506228227 34.6534021854 141.426376343 34.6857299805 NSA 35.3521892696
2 162.804228149 28.0062048696 162.815643311 28.0908641815 NSA 36.0398512735
3 217.412582018 3.26627642199 217.419769287 3.35718798637 NSA 39.6540510755
4 162.705990064 28.0587029336 162.815643311 28.0908641815 NSA 43.0991136766
5 195.105563951 13.6705858419 195.150909424 13.7849092484 NSA 64.2071707635
6 162.816110258 27.8489705993 162.815643311 28.0908641815 NSA 102.25387825
7 193.556579042 8.3577808181 193.530136108 8.20126724243 NSA 110.850003488
8 217.266218915 3.14899055549 217.419769287 3.35718798637 NSA 112.425274812
9 217.818940474 3.25673766255 217.941635132 3.02884888649 NSA 112.504349654
10 141.141087343 34.6588051715 141.426376343 34.6857299805 NSA 114.058657185
11 162.904734277 27.822117387 162.815643311 28.0908641815 NSA 118.375453632
12 130.635945593 14.2879818203 130.496398926 14.1117200851 SDSS 127.107028493
13 176.70799676 27.1605063161 176.994140625 27.2498130798 NSA 133.106550094
14 130.700897184 14.2652401901 130.496398926 14.1117200851 NSA 143.443179087
15 149.687168865 32.7202654623 149.587265015 32.4006233215 MMT MobyDick 145.002928989
16 180.29544216 -1.2976838319 180.611495972 -1.48757696152 GAMA Alice 149.578833833
17 177.285742962 27.0850925483 176.994140625 27.2498130798 NSA 151.664413012
18 217.970758535 3.38004139202 217.941635132 3.02884888649 NSA 153.231745338
19 141.021441102 34.6469717218 141.426376343 34.6857299805 NSA 161.934652695
20 222.900268358 58.9548243013 222.964736938 59.2333564758 NSA 163.989631874
21 193.358416186 8.03555517632 193.530136108 8.20126724243 NSA 165.837691222
22 162.6894519 28.4691069946 162.815643311 28.0908641815 NSA 166.649694776
23 154.231241268 58.3949131454 153.679718018 58.2953834534 NSA 184.272318689
24 217.507687769 3.77289260119 217.419769287 3.35718798637 NSA 184.744137948
25 130.611942997 14.4258881655 130.496398926 14.1117200851 NSA 190.797143639
26 141.450424263 34.2768708872 141.426376343 34.6857299805 NSA 197.693580037
27 162.303384997 27.922597647 162.815643311 28.0908641815 NSA 203.987019267
28 209.375005785 29.0581355972 209.111801147 28.7937984467 NSA 211.877329936
29 193.837484187 8.21930199209 193.530136108 8.20126724243 NSA 212.870476515
30 177.518568227 26.4792599987 177.727157593 26.087688446 NSA 214.162620363
31 163.059035323 27.6233367484 162.815643311 28.0908641815 NSA 217.562938089
32 217.700609655 3.79639167904 217.419769287 3.35718798637 NSA 226.556197074
33 217.232775133 3.85156150737 217.419769287 3.35718798637 NSA 229.7755291
34 221.316115836 -0.159937082521 221.693222046 -0.52883297205 AAT Dune 233.794885995
35 217.94533575 58.0087096127 217.855407715 57.5743408203 NSA 236.507154488
36 140.813271688 34.7343539788 141.426376343 34.6857299805 NSA 244.540036969
37 154.300660995 58.5392741055 153.679718018 58.2953834534 NSA 244.731926838
38 180.636494306 1.95802947978 180.637863159 2.43326592445 MMT Sopranos 244.826186276
39 219.746469375 51.1207294493 219.358917236 50.7655258179 NSA 252.611477536
40 354.195229736 0.62342377148 354.568450928 0.841624975204 MMT AnaK 262.321914415
41 193.79261201 7.91785110827 193.530136108 8.20126724243 NSA 268.613841199
42 209.291391212 29.2195794233 209.111801147 28.7937984467 NSA 274.233646742
43 145.759229254 5.02838334971 145.881729126 5.52541399002 NSA 276.831452891
44 217.331575408 2.71056254304 217.419769287 3.35718798637 NSA 283.768354755
45 158.844694982 37.6716108682 159.188140869 37.1170272827 NSA 288.863424768
46 177.348303087 26.7416474578 176.994140625 27.2498130798 NSA 295.217594179
47 193.847646665 7.91004544913 193.530136108 8.20126724243 NSA 299.353664429
48 354.350599991 0.390802769345 354.568450928 0.841624975204 NSA AnaK 303.823763304
49 187.241509345 -1.60302487082 187.712692261 -1.78413903713 NSA 312.14500396
50 209.279024597 41.7931182683 208.699386597 42.1115226746 NSA 317.175879971
51 247.825892241 20.2108787761 248.146194458 20.6615352631 AAT Odyssey 324.330610379
52 158.088519499 28.4198533568 158.336044312 27.6734104156 NSA Oz 331.372474626
53 247.84002995 20.1840758135 248.146194458 20.6615352631 NSA Odyssey 333.662427654
54 215.459031703 50.3883751817 215.80909729 50.9270248413 NSA 347.27522556
55 187.211257125 -2.0607897588 187.712692261 -1.78413903713 NSA 354.111438294
56 215.404851531 50.3903440269 215.80909729 50.9270248413 NSA 354.517982304
57 170.402482545 40.1559946711 170.088058472 40.7547950745 NSA 355.219661152
58 158.04324634 28.4830569538 158.336044312 27.6734104156 NSA Oz 362.095229206
59 247.877387573 20.0936248407 248.146194458 20.6615352631 MMT Odyssey 372.157765531
60 158.712397798 28.6638533288 159.038696289 27.8388805389 NSA Oz 372.213550662
61 179.69172842 -1.46194133403 180.611495972 -1.48757696152 GAMA Alice 373.231952058
62 158.351768341 28.5529137267 158.336044312 27.6734104156 MMT Oz 374.771368289
63 219.969004509 51.4346141811 220.211547852 52.0794525146 NSA 388.011611911
64 165.99933727 27.9378146379 165.048095703 27.6372756958 NSA 398.540348944
65 144.842964764 4.95243291028 144.382736206 5.53485107422 NSA 400.882738522
66 219.422236629 51.4573597124 219.358917236 50.7655258179 NSA 406.115134697
67 166.012283813 28.0367913571 165.218093872 28.6336898804 NSA 409.958225405
68 219.190054522 51.4603182194 219.358917236 50.7655258179 NSA 411.89222782
69 207.096719393 43.7086510615 207.22819519 43.0525283813 NSA 414.338397597
70 170.457771868 40.001812079 169.626190186 40.4316711426 NSA 422.417915157
71 157.778274298 28.7966447953 157.089477539 27.9975166321 NSA Oz 427.282511794
72 145.234531834 5.04491110503 145.881729126 5.52541399002 NSA 434.823115904
73 206.062030556 41.6773969113 205.253265381 41.3872489929 NSA 436.22200863
74 234.132926177 16.4404552908 233.480163574 15.7694501877 NSA Gilgamesh 449.167012678
75 248.393225697 19.9461400824 248.146194458 20.6615352631 AAT Odyssey 450.429354688
76 206.19066673 41.5567177 205.253265381 41.3872489929 NSA 469.469285285
77 182.689815229 20.5929282759 183.10887146 21.2247371674 MMT ScoobyDoo 471.057105782
78 248.195368592 19.8670126788 248.146194458 20.6615352631 MMT Odyssey 476.716841949
79 214.803549461 50.4409042279 215.80909729 50.9270248413 NSA 477.705456473
80 216.926514219 56.5960561907 218.142608643 56.0166358948 NSA 494.297293852
81 194.572104136 14.5571518823 195.150909424 13.7849092484 NSA 500.28510188
82 206.28630672 41.5034100023 205.253265381 41.3872489929 NSA 508.771456498
83 248.152079686 19.8102591366 248.146194458 20.6615352631 MMT Odyssey 509.921207945
84 175.28656089 36.833855867 176.691757202 37.2532577515 NSA 516.097924473
85 216.92859987 56.6589781315 218.142608643 56.0166358948 NSA 517.075048354
86 248.16342684 19.792207594 248.146194458 20.6615352631 MMT Odyssey 520.81333799
87 170.778945018 39.9567281033 170.088058472 40.7547950745 NSA 526.67953887
88 178.965972456 6.73193125856 178.165313721 7.03944778442 SDSS 535.010975822
89 171.11620079 39.814084535 170.321502686 39.0600090027 NSA 535.603402239
90 210.869861538 48.9648384365 212.148498535 48.4575653076 NSA 544.920272754
91 169.611132968 45.6898826245 168.579406738 45.1871032715 NSA 554.888386009
92 233.787037531 16.8704375988 233.480163574 15.7694501877 MMT Gilgamesh 557.366047002
93 174.462550762 56.1419973787 174.115982056 55.3091163635 NSA 561.060306397
94 175.563531091 36.2980602831 176.691757202 37.2532577515 NSA 566.734837444
95 206.373548311 41.641982725 205.253265381 41.3872489929 NSA 569.625055928
96 216.380452605 56.3127835698 218.142608643 56.0166358948 SDSS 569.663813071
97 220.114766011 5.53186166496 221.06111145 6.55187702179 NSA 569.852306545
98 172.017358727 29.510710092 172.935684204 29.1191005707 NSA 573.436703285
99 179.010357714 6.6779104295 178.165313721 7.03944778442 NSA 573.479883442
100 145.088082817 4.73510076361 144.382736206 5.53485107422 NSA 575.798209197
101 216.362007305 56.3202828666 218.142608643 56.0166358948 NSA 576.286140889
102 163.457291692 57.1188458923 164.272521973 58.0770721436 NSA 578.671494764
103 206.577724311 43.8513547092 207.22819519 43.0525283813 NSA 579.878837189
104 353.778805283 0.301058523211 354.568450928 0.841624975204 MMT AnaK 580.661488223
105 248.051339587 19.6957396993 248.146194458 20.6615352631 AAT Odyssey 580.959966358
106 193.681402422 58.776488573 195.303817749 59.0351867676 NSA 588.878742957
107 216.147606853 56.2493956883 214.251174927 56.433013916 NSA 593.067450891
108 248.580638518 19.7208013394 248.146194458 20.6615352631 AAT Odyssey 614.147510586
109 210.207365611 49.5161574869 209.073272705 50.3608360291 NSA 617.920050108
110 210.100030032 49.4443703098 209.073272705 50.3608360291 NSA 625.560356002
111 163.684746698 56.9828454165 164.272521973 58.0770721436 NSA 625.773982974
112 206.453538868 41.7456697216 205.253265381 41.3872489929 NSA 628.254218269
113 198.263623171 23.084589958 198.237121582 24.0459098816 NSA 630.252763531
114 155.66592215 58.0900769045 153.679718018 58.2953834534 NSA 642.24311574
115 182.990666509 20.0278486922 183.103744507 18.9889373779 NSA ScoobyDoo 661.896573176
116 175.138189045 36.3014420467 176.691757202 37.2532577515 NSA 675.214219006
117 210.220300497 49.3754537481 209.073272705 50.3608360291 NSA 681.869989417
118 123.243173206 36.198359966 122.421058655 35.4005355835 NSA StarTrek 684.843299016
119 139.49713703 52.7427116605 139.619110107 51.6589279175 NSA 686.639489013
120 182.848206846 20.0632227672 183.103744507 18.9889373779 MMT ScoobyDoo 697.759509896
121 218.707391806 54.5344285066 220.546798706 55.1473045349 NSA 707.281698256
122 198.174169838 22.8298213652 197.484146118 21.9508247375 NSA 711.850062523
123 225.005401226 -1.09130226734 225.276763916 0.345923006535 NSA Othello 725.07823779
124 164.087037522 56.7597565956 164.272521973 58.0770721436 NSA 725.942029628
125 193.611593257 58.3970837387 195.303817749 59.0351867676 NSA 729.257119749
126 179.280050382 6.67546219322 178.165313721 7.03944778442 NSA 731.354097028
127 127.34030493 25.8856332187 128.84286499 26.0942306519 NSA 745.727944617
128 39.5361613388 -1.39669557972 38.3974227905 -1.12910103798 AAT Narnia 758.385393952
129 163.46139867 56.7582082199 164.272521973 58.0770721436 NSA 763.414182282
130 127.327942753 25.7509455659 128.84286499 26.0942306519 SDSS 766.712429633
131 182.428044304 20.0469187602 183.103744507 18.9889373779 MMT ScoobyDoo 782.637867562
132 255.505162484 23.1633940992 256.328369141 24.067243576 NSA 809.839037272
133 255.579502633 23.0765136287 256.328369141 24.067243576 NSA 829.127377368
134 126.619903167 26.0745799775 127.377479553 27.472984314 NSA 847.63602849
135 126.640716474 25.4997595504 125.189041138 24.5313606262 NSA 891.349276975
136 126.865163194 25.7243689745 128.08366394 24.5168170929 NSA 892.51991128
137 224.532617519 -1.31259609568 225.276763916 0.345923006535 NSA Othello 901.152210076
138 138.039733341 35.5315898799 139.975189209 35.9463539124 NSA 917.016950799
139 123.649897556 36.4343553979 122.421058655 35.4005355835 NSA StarTrek 945.137153014
140 24.5004818322 -7.5654384584 22.3293228149 -8.39570331573 NSA 976.559665013
141 139.189595559 53.4429759655 140.8618927 54.6402206421 NSA 978.642072472
142 137.938707966 35.4052045703 139.975189209 35.9463539124 NSA 982.3359616
143 139.44430792 53.2935206629 140.8618927 54.6402206421 NSA 1001.11591003
144 138.184974166 34.9255496114 139.975189209 35.9463539124 NSA 1004.77514794
145 255.1878771 23.0439876547 256.328369141 24.067243576 NSA 1006.34476009
146 39.9254642529 -1.41874190874 38.3974227905 -1.12910103798 MMT Narnia 1008.30205526
147 145.320962664 0.771102651396 143.825805664 2.07098007202 NSA 1038.45377857
148 255.138188152 22.8659917125 253.964035034 21.7671604156 NSA 1062.88870145
149 137.962155506 34.9637406847 139.975189209 35.9463539124 NSA 1078.8764235
150 255.373501644 22.7311338608 256.328369141 24.067243576 SDSS 1099.19754748
151 20.5363426909 17.5281428748 20.1921138763 15.7110061646 MMT HarryPotter 1245.9159312
152 20.2852690118 17.6022357532 20.1921138763 15.7110061646 MMT HarryPotter 1277.28984953
153 20.3284666123 17.7539390491 20.1921138763 15.7110061646 MMT HarryPotter 1381.02507919
154 20.7768903825 17.8914501798 20.1921138763 15.7110061646 MMT HarryPotter 1518.68193575
155 335.97997618 -3.27054858631 336.636108398 -0.954925000668 AAT OBrother 1645.54355283
156 336.048161241 -3.48293869003 336.636108398 -0.954925000668 NSA OBrother 1774.58044377
157 34.1104789477 5.93475255387 33.1065292358 1.015583992 NSA 1809.01133113
158 335.836305444 -3.65980264084 336.636108398 -0.954925000668 NSA OBrother 1928.47076136
159 335.953849494 -3.70119481833 336.636108398 -0.954925000668 AAT OBrother 1934.73044535
160 34.4564849708 6.29468048722 33.1065292358 1.015583992 NSA 1963.25146041
161 348.776907636 4.373197012 350.780212402 1.18917703629 MMT Catch22 2429.62029265
162 348.874199097 4.61326147472 350.780212402 1.18917703629 MMT Catch22 2531.11647015
163 348.643816258 4.4984434911 350.780212402 1.18917703629 NSA Catch22 2543.95445653
164 348.621488524 4.50717078054 350.780212402 1.18917703629 AAT Catch22 2556.51229361
165 348.696648891 4.63995487019 350.780212402 1.18917703629 MMT Catch22 2603.4519697
166 348.554591739 4.91500326962 350.780212402 1.18917703629 MMT Catch22 2802.88371605
167 1.12965796353 20.7180183961 359.214172363 15.3133506775 NSA Bandamanna 3232.39510591



In [384]:

    
nms = ['SAT_{}_{:.0f}kpc'.format(i, row['match_d2d_phys']) for i, row in enumerate(sat_matches)]
print(targeting.sampled_imagelist(sat_matches['RA_sat'], sat_matches['DEC_sat'], n=len(sat_matches), 
                                  names=nms, **imagelist_kwargs))









    



name ra dec
SAT_0_16kpc 162.849821529 28.1120278164
SAT_1_35kpc 141.506228227 34.6534021854
SAT_2_36kpc 162.804228149 28.0062048696
SAT_3_40kpc 217.412582018 3.26627642199
SAT_4_43kpc 162.705990064 28.0587029336
SAT_5_64kpc 195.105563951 13.6705858419
SAT_6_102kpc 162.816110258 27.8489705993
SAT_7_111kpc 193.556579042 8.3577808181
SAT_8_112kpc 217.266218915 3.14899055549
SAT_9_113kpc 217.818940474 3.25673766255
SAT_10_114kpc 141.141087343 34.6588051715
SAT_11_118kpc 162.904734277 27.822117387
SAT_12_127kpc 130.635945593 14.2879818203
SAT_13_133kpc 176.70799676 27.1605063161
SAT_14_143kpc 130.700897184 14.2652401901
SAT_15_145kpc 149.687168865 32.7202654623
SAT_16_150kpc 180.29544216 -1.2976838319
SAT_17_152kpc 177.285742962 27.0850925483
SAT_18_153kpc 217.970758535 3.38004139202
SAT_19_162kpc 141.021441102 34.6469717218
SAT_20_164kpc 222.900268358 58.9548243013
SAT_21_166kpc 193.358416186 8.03555517632
SAT_22_167kpc 162.6894519 28.4691069946
SAT_23_184kpc 154.231241268 58.3949131454
SAT_24_185kpc 217.507687769 3.77289260119
SAT_25_191kpc 130.611942997 14.4258881655
SAT_26_198kpc 141.450424263 34.2768708872
SAT_27_204kpc 162.303384997 27.922597647
SAT_28_212kpc 209.375005785 29.0581355972
SAT_29_213kpc 193.837484187 8.21930199209
SAT_30_214kpc 177.518568227 26.4792599987
SAT_31_218kpc 163.059035323 27.6233367484
SAT_32_227kpc 217.700609655 3.79639167904
SAT_33_230kpc 217.232775133 3.85156150737
SAT_34_234kpc 221.316115836 -0.159937082521
SAT_35_237kpc 217.94533575 58.0087096127
SAT_36_245kpc 140.813271688 34.7343539788
SAT_37_245kpc 154.300660995 58.5392741055
SAT_38_245kpc 180.636494306 1.95802947978
SAT_39_253kpc 219.746469375 51.1207294493
SAT_40_262kpc 354.195229736 0.62342377148
SAT_41_269kpc 193.79261201 7.91785110827
SAT_42_274kpc 209.291391212 29.2195794233
SAT_43_277kpc 145.759229254 5.02838334971
SAT_44_284kpc 217.331575408 2.71056254304
SAT_45_289kpc 158.844694982 37.6716108682
SAT_46_295kpc 177.348303087 26.7416474578
SAT_47_299kpc 193.847646665 7.91004544913
SAT_48_304kpc 354.350599991 0.390802769345
SAT_49_312kpc 187.241509345 -1.60302487082
SAT_50_317kpc 209.279024597 41.7931182683
SAT_51_324kpc 247.825892241 20.2108787761
SAT_52_331kpc 158.088519499 28.4198533568
SAT_53_334kpc 247.84002995 20.1840758135
SAT_54_347kpc 215.459031703 50.3883751817
SAT_55_354kpc 187.211257125 -2.0607897588
SAT_56_355kpc 215.404851531 50.3903440269
SAT_57_355kpc 170.402482545 40.1559946711
SAT_58_362kpc 158.04324634 28.4830569538
SAT_59_372kpc 247.877387573 20.0936248407
SAT_60_372kpc 158.712397798 28.6638533288
SAT_61_373kpc 179.69172842 -1.46194133403
SAT_62_375kpc 158.351768341 28.5529137267
SAT_63_388kpc 219.969004509 51.4346141811
SAT_64_399kpc 165.99933727 27.9378146379
SAT_65_401kpc 144.842964764 4.95243291028
SAT_66_406kpc 219.422236629 51.4573597124
SAT_67_410kpc 166.012283813 28.0367913571
SAT_68_412kpc 219.190054522 51.4603182194
SAT_69_414kpc 207.096719393 43.7086510615
SAT_70_422kpc 170.457771868 40.001812079
SAT_71_427kpc 157.778274298 28.7966447953
SAT_72_435kpc 145.234531834 5.04491110503
SAT_73_436kpc 206.062030556 41.6773969113
SAT_74_449kpc 234.132926177 16.4404552908
SAT_75_450kpc 248.393225697 19.9461400824
SAT_76_469kpc 206.19066673 41.5567177
SAT_77_471kpc 182.689815229 20.5929282759
SAT_78_477kpc 248.195368592 19.8670126788
SAT_79_478kpc 214.803549461 50.4409042279
SAT_80_494kpc 216.926514219 56.5960561907
SAT_81_500kpc 194.572104136 14.5571518823
SAT_82_509kpc 206.28630672 41.5034100023
SAT_83_510kpc 248.152079686 19.8102591366
SAT_84_516kpc 175.28656089 36.833855867
SAT_85_517kpc 216.92859987 56.6589781315
SAT_86_521kpc 248.16342684 19.792207594
SAT_87_527kpc 170.778945018 39.9567281033
SAT_88_535kpc 178.965972456 6.73193125856
SAT_89_536kpc 171.11620079 39.814084535
SAT_90_545kpc 210.869861538 48.9648384365
SAT_91_555kpc 169.611132968 45.6898826245
SAT_92_557kpc 233.787037531 16.8704375988
SAT_93_561kpc 174.462550762 56.1419973787
SAT_94_567kpc 175.563531091 36.2980602831
SAT_95_570kpc 206.373548311 41.641982725
SAT_96_570kpc 216.380452605 56.3127835698
SAT_97_570kpc 220.114766011 5.53186166496
SAT_98_573kpc 172.017358727 29.510710092
SAT_99_573kpc 179.010357714 6.6779104295
SAT_100_576kpc 145.088082817 4.73510076361
SAT_101_576kpc 216.362007305 56.3202828666
SAT_102_579kpc 163.457291692 57.1188458923
SAT_103_580kpc 206.577724311 43.8513547092
SAT_104_581kpc 353.778805283 0.301058523211
SAT_105_581kpc 248.051339587 19.6957396993
SAT_106_589kpc 193.681402422 58.776488573
SAT_107_593kpc 216.147606853 56.2493956883
SAT_108_614kpc 248.580638518 19.7208013394
SAT_109_618kpc 210.207365611 49.5161574869
SAT_110_626kpc 210.100030032 49.4443703098
SAT_111_626kpc 163.684746698 56.9828454165
SAT_112_628kpc 206.453538868 41.7456697216
SAT_113_630kpc 198.263623171 23.084589958
SAT_114_642kpc 155.66592215 58.0900769045
SAT_115_662kpc 182.990666509 20.0278486922
SAT_116_675kpc 175.138189045 36.3014420467
SAT_117_682kpc 210.220300497 49.3754537481
SAT_118_685kpc 123.243173206 36.198359966
SAT_119_687kpc 139.49713703 52.7427116605
SAT_120_698kpc 182.848206846 20.0632227672
SAT_121_707kpc 218.707391806 54.5344285066
SAT_122_712kpc 198.174169838 22.8298213652
SAT_123_725kpc 225.005401226 -1.09130226734
SAT_124_726kpc 164.087037522 56.7597565956
SAT_125_729kpc 193.611593257 58.3970837387
SAT_126_731kpc 179.280050382 6.67546219322
SAT_127_746kpc 127.34030493 25.8856332187
SAT_128_758kpc 39.5361613388 -1.39669557972
SAT_129_763kpc 163.46139867 56.7582082199
SAT_130_767kpc 127.327942753 25.7509455659
SAT_131_783kpc 182.428044304 20.0469187602
SAT_132_810kpc 255.505162484 23.1633940992
SAT_133_829kpc 255.579502633 23.0765136287
SAT_134_848kpc 126.619903167 26.0745799775
SAT_135_891kpc 126.640716474 25.4997595504
SAT_136_893kpc 126.865163194 25.7243689745
SAT_137_901kpc 224.532617519 -1.31259609568
SAT_138_917kpc 138.039733341 35.5315898799
SAT_139_945kpc 123.649897556 36.4343553979
SAT_140_977kpc 24.5004818322 -7.5654384584
SAT_141_979kpc 139.189595559 53.4429759655
SAT_142_982kpc 137.938707966 35.4052045703
SAT_143_1001kpc 139.44430792 53.2935206629
SAT_144_1005kpc 138.184974166 34.9255496114
SAT_145_1006kpc 255.1878771 23.0439876547
SAT_146_1008kpc 39.9254642529 -1.41874190874
SAT_147_1038kpc 145.320962664 0.771102651396
SAT_148_1063kpc 255.138188152 22.8659917125
SAT_149_1079kpc 137.962155506 34.9637406847
SAT_150_1099kpc 255.373501644 22.7311338608
SAT_151_1246kpc 20.5363426909 17.5281428748
SAT_152_1277kpc 20.2852690118 17.6022357532
SAT_153_1381kpc 20.3284666123 17.7539390491
SAT_154_1519kpc 20.7768903825 17.8914501798
SAT_155_1646kpc 335.97997618 -3.27054858631
SAT_156_1775kpc 336.048161241 -3.48293869003
SAT_157_1809kpc 34.1104789477 5.93475255387
SAT_158_1928kpc 335.836305444 -3.65980264084
SAT_159_1935kpc 335.953849494 -3.70119481833
SAT_160_1963kpc 34.4564849708 6.29468048722
SAT_161_2430kpc 348.776907636 4.373197012
SAT_162_2531kpc 348.874199097 4.61326147472
SAT_163_2544kpc 348.643816258 4.4984434911
SAT_164_2557kpc 348.621488524 4.50717078054
SAT_165_2603kpc 348.696648891 4.63995487019
SAT_166_2803kpc 348.554591739 4.91500326962
SAT_167_3232kpc 1.12965796353 20.7180183961



In [385]:

    
nms = ['QSO_{}_{:.0f}kpc'.format(i, row['match_d2d_phys']) for i, row in enumerate(sat_matches)]
print(targeting.sampled_imagelist(sat_matches['RA_qso'], sat_matches['DEC_qso'], n=len(sat_matches), 
                                  names=nms, **imagelist_kwargs))









    



name ra dec
QSO_0_16kpc 162.815643311 28.0908641815
QSO_1_35kpc 141.426376343 34.6857299805
QSO_2_36kpc 162.815643311 28.0908641815
QSO_3_40kpc 217.419769287 3.35718798637
QSO_4_43kpc 162.815643311 28.0908641815
QSO_5_64kpc 195.150909424 13.7849092484
QSO_6_102kpc 162.815643311 28.0908641815
QSO_7_111kpc 193.530136108 8.20126724243
QSO_8_112kpc 217.419769287 3.35718798637
QSO_9_113kpc 217.941635132 3.02884888649
QSO_10_114kpc 141.426376343 34.6857299805
QSO_11_118kpc 162.815643311 28.0908641815
QSO_12_127kpc 130.496398926 14.1117200851
QSO_13_133kpc 176.994140625 27.2498130798
QSO_14_143kpc 130.496398926 14.1117200851
QSO_15_145kpc 149.587265015 32.4006233215
QSO_16_150kpc 180.611495972 -1.48757696152
QSO_17_152kpc 176.994140625 27.2498130798
QSO_18_153kpc 217.941635132 3.02884888649
QSO_19_162kpc 141.426376343 34.6857299805
QSO_20_164kpc 222.964736938 59.2333564758
QSO_21_166kpc 193.530136108 8.20126724243
QSO_22_167kpc 162.815643311 28.0908641815
QSO_23_184kpc 153.679718018 58.2953834534
QSO_24_185kpc 217.419769287 3.35718798637
QSO_25_191kpc 130.496398926 14.1117200851
QSO_26_198kpc 141.426376343 34.6857299805
QSO_27_204kpc 162.815643311 28.0908641815
QSO_28_212kpc 209.111801147 28.7937984467
QSO_29_213kpc 193.530136108 8.20126724243
QSO_30_214kpc 177.727157593 26.087688446
QSO_31_218kpc 162.815643311 28.0908641815
QSO_32_227kpc 217.419769287 3.35718798637
QSO_33_230kpc 217.419769287 3.35718798637
QSO_34_234kpc 221.693222046 -0.52883297205
QSO_35_237kpc 217.855407715 57.5743408203
QSO_36_245kpc 141.426376343 34.6857299805
QSO_37_245kpc 153.679718018 58.2953834534
QSO_38_245kpc 180.637863159 2.43326592445
QSO_39_253kpc 219.358917236 50.7655258179
QSO_40_262kpc 354.568450928 0.841624975204
QSO_41_269kpc 193.530136108 8.20126724243
QSO_42_274kpc 209.111801147 28.7937984467
QSO_43_277kpc 145.881729126 5.52541399002
QSO_44_284kpc 217.419769287 3.35718798637
QSO_45_289kpc 159.188140869 37.1170272827
QSO_46_295kpc 176.994140625 27.2498130798
QSO_47_299kpc 193.530136108 8.20126724243
QSO_48_304kpc 354.568450928 0.841624975204
QSO_49_312kpc 187.712692261 -1.78413903713
QSO_50_317kpc 208.699386597 42.1115226746
QSO_51_324kpc 248.146194458 20.6615352631
QSO_52_331kpc 158.336044312 27.6734104156
QSO_53_334kpc 248.146194458 20.6615352631
QSO_54_347kpc 215.80909729 50.9270248413
QSO_55_354kpc 187.712692261 -1.78413903713
QSO_56_355kpc 215.80909729 50.9270248413
QSO_57_355kpc 170.088058472 40.7547950745
QSO_58_362kpc 158.336044312 27.6734104156
QSO_59_372kpc 248.146194458 20.6615352631
QSO_60_372kpc 159.038696289 27.8388805389
QSO_61_373kpc 180.611495972 -1.48757696152
QSO_62_375kpc 158.336044312 27.6734104156
QSO_63_388kpc 220.211547852 52.0794525146
QSO_64_399kpc 165.048095703 27.6372756958
QSO_65_401kpc 144.382736206 5.53485107422
QSO_66_406kpc 219.358917236 50.7655258179
QSO_67_410kpc 165.218093872 28.6336898804
QSO_68_412kpc 219.358917236 50.7655258179
QSO_69_414kpc 207.22819519 43.0525283813
QSO_70_422kpc 169.626190186 40.4316711426
QSO_71_427kpc 157.089477539 27.9975166321
QSO_72_435kpc 145.881729126 5.52541399002
QSO_73_436kpc 205.253265381 41.3872489929
QSO_74_449kpc 233.480163574 15.7694501877
QSO_75_450kpc 248.146194458 20.6615352631
QSO_76_469kpc 205.253265381 41.3872489929
QSO_77_471kpc 183.10887146 21.2247371674
QSO_78_477kpc 248.146194458 20.6615352631
QSO_79_478kpc 215.80909729 50.9270248413
QSO_80_494kpc 218.142608643 56.0166358948
QSO_81_500kpc 195.150909424 13.7849092484
QSO_82_509kpc 205.253265381 41.3872489929
QSO_83_510kpc 248.146194458 20.6615352631
QSO_84_516kpc 176.691757202 37.2532577515
QSO_85_517kpc 218.142608643 56.0166358948
QSO_86_521kpc 248.146194458 20.6615352631
QSO_87_527kpc 170.088058472 40.7547950745
QSO_88_535kpc 178.165313721 7.03944778442
QSO_89_536kpc 170.321502686 39.0600090027
QSO_90_545kpc 212.148498535 48.4575653076
QSO_91_555kpc 168.579406738 45.1871032715
QSO_92_557kpc 233.480163574 15.7694501877
QSO_93_561kpc 174.115982056 55.3091163635
QSO_94_567kpc 176.691757202 37.2532577515
QSO_95_570kpc 205.253265381 41.3872489929
QSO_96_570kpc 218.142608643 56.0166358948
QSO_97_570kpc 221.06111145 6.55187702179
QSO_98_573kpc 172.935684204 29.1191005707
QSO_99_573kpc 178.165313721 7.03944778442
QSO_100_576kpc 144.382736206 5.53485107422
QSO_101_576kpc 218.142608643 56.0166358948
QSO_102_579kpc 164.272521973 58.0770721436
QSO_103_580kpc 207.22819519 43.0525283813
QSO_104_581kpc 354.568450928 0.841624975204
QSO_105_581kpc 248.146194458 20.6615352631
QSO_106_589kpc 195.303817749 59.0351867676
QSO_107_593kpc 214.251174927 56.433013916
QSO_108_614kpc 248.146194458 20.6615352631
QSO_109_618kpc 209.073272705 50.3608360291
QSO_110_626kpc 209.073272705 50.3608360291
QSO_111_626kpc 164.272521973 58.0770721436
QSO_112_628kpc 205.253265381 41.3872489929
QSO_113_630kpc 198.237121582 24.0459098816
QSO_114_642kpc 153.679718018 58.2953834534
QSO_115_662kpc 183.103744507 18.9889373779
QSO_116_675kpc 176.691757202 37.2532577515
QSO_117_682kpc 209.073272705 50.3608360291
QSO_118_685kpc 122.421058655 35.4005355835
QSO_119_687kpc 139.619110107 51.6589279175
QSO_120_698kpc 183.103744507 18.9889373779
QSO_121_707kpc 220.546798706 55.1473045349
QSO_122_712kpc 197.484146118 21.9508247375
QSO_123_725kpc 225.276763916 0.345923006535
QSO_124_726kpc 164.272521973 58.0770721436
QSO_125_729kpc 195.303817749 59.0351867676
QSO_126_731kpc 178.165313721 7.03944778442
QSO_127_746kpc 128.84286499 26.0942306519
QSO_128_758kpc 38.3974227905 -1.12910103798
QSO_129_763kpc 164.272521973 58.0770721436
QSO_130_767kpc 128.84286499 26.0942306519
QSO_131_783kpc 183.103744507 18.9889373779
QSO_132_810kpc 256.328369141 24.067243576
QSO_133_829kpc 256.328369141 24.067243576
QSO_134_848kpc 127.377479553 27.472984314
QSO_135_891kpc 125.189041138 24.5313606262
QSO_136_893kpc 128.08366394 24.5168170929
QSO_137_901kpc 225.276763916 0.345923006535
QSO_138_917kpc 139.975189209 35.9463539124
QSO_139_945kpc 122.421058655 35.4005355835
QSO_140_977kpc 22.3293228149 -8.39570331573
QSO_141_979kpc 140.8618927 54.6402206421
QSO_142_982kpc 139.975189209 35.9463539124
QSO_143_1001kpc 140.8618927 54.6402206421
QSO_144_1005kpc 139.975189209 35.9463539124
QSO_145_1006kpc 256.328369141 24.067243576
QSO_146_1008kpc 38.3974227905 -1.12910103798
QSO_147_1038kpc 143.825805664 2.07098007202
QSO_148_1063kpc 253.964035034 21.7671604156
QSO_149_1079kpc 139.975189209 35.9463539124
QSO_150_1099kpc 256.328369141 24.067243576
QSO_151_1246kpc 20.1921138763 15.7110061646
QSO_152_1277kpc 20.1921138763 15.7110061646
QSO_153_1381kpc 20.1921138763 15.7110061646
QSO_154_1519kpc 20.1921138763 15.7110061646
QSO_155_1646kpc 336.636108398 -0.954925000668
QSO_156_1775kpc 336.636108398 -0.954925000668
QSO_157_1809kpc 33.1065292358 1.015583992
QSO_158_1928kpc 336.636108398 -0.954925000668
QSO_159_1935kpc 336.636108398 -0.954925000668
QSO_160_1963kpc 33.1065292358 1.015583992
QSO_161_2430kpc 350.780212402 1.18917703629
QSO_162_2531kpc 350.780212402 1.18917703629
QSO_163_2544kpc 350.780212402 1.18917703629
QSO_164_2557kpc 350.780212402 1.18917703629
QSO_165_2603kpc 350.780212402 1.18917703629
QSO_166_2803kpc 350.780212402 1.18917703629
QSO_167_3232kpc 359.214172363 15.3133506775



In [386]:

    
sat_matches.show_in_notebook()









    Out[386]:




<Table masked=True length=168>

idx OBJID RA_sat DEC_sat PHOTPTYPE PHOT_SG FLAGS clean SATURATED BAD_COUNTS_ERROR BINNED1 TOO_FEW_GOOD_DETECTIONS u g r i z u_err g_err r_err i_err z_err MODELMAGERR_U MODELMAGERR_G MODELMAGERR_R MODELMAGERR_I MODELMAGERR_Z EXTINCTION_U EXTINCTION_G EXTINCTION_R EXTINCTION_I EXTINCTION_Z DERED_U DERED_G DERED_R DERED_I DERED_Z PETRORAD_U PETRORAD_G PETRORAD_R PETRORAD_I PETRORAD_Z PETRORADERR_U PETRORADERR_G PETRORADERR_R PETRORADERR_I PETRORADERR_Z DEVRAD_U DEVRADERR_U DEVRAD_G DEVRADERR_G DEVRAD_R DEVRADERR_R DEVRAD_I DEVRADERR_I DEVRAD_Z DEVRADERR_Z DEVAB_U DEVAB_G DEVAB_R DEVAB_I DEVAB_Z CMODELMAG_U CMODELMAGERR_U CMODELMAG_G CMODELMAGERR_G CMODELMAG_R CMODELMAGERR_R CMODELMAG_I CMODELMAGERR_I CMODELMAG_Z CMODELMAGERR_Z PSFMAG_U_sat PSFMAGERR_U_sat PSFMAG_G_sat PSFMAGERR_G_sat PSFMAG_R_sat PSFMAGERR_R_sat PSFMAG_I_sat PSFMAGERR_I_sat PSFMAG_Z_sat PSFMAGERR_Z_sat FIBERMAG_U FIBERMAGERR_U FIBERMAG_G FIBERMAGERR_G FIBERMAG_R FIBERMAGERR_R FIBERMAG_I FIBERMAGERR_I FIBERMAG_Z FIBERMAGERR_Z FRACDEV_U FRACDEV_G FRACDEV_R FRACDEV_I FRACDEV_Z Q_U U_U Q_G U_G Q_R U_R Q_I U_I Q_Z U_Z EXPAB_U EXPRAD_U EXPPHI_U EXPAB_G EXPRAD_G EXPPHI_G EXPAB_R EXPRAD_R EXPPHI_R EXPAB_I EXPRAD_I EXPPHI_I EXPAB_Z EXPRAD_Z EXPPHI_Z FIBER2MAG_R FIBER2MAGERR_R EXPMAG_R EXPMAGERR_R PETROR50_R PETROR90_R PETROMAG_R SB_EXP_R SB_PETRO_R J JERR H HERR K KERR survey SPEC_Z SPEC_Z_ERR SPEC_Z_WARN PHOTOZ PHOTOZ_ERR W1 W1ERR W2 W2ERR HOST_RA HOST_DEC HOST_DIST HOST_VHOST HOST_MK HOST_MR HOST_MG HOST_NSAID HOST_SAGA_NAME RHOST_ARCM RHOST_KPC OBJ_NSAID SATS PROBABILITY_CLASS1 RESCALED_PROBABILITY_CLASS1 REMOVE TELNAME MASKNAME ZQUALITY SPEC_CLASS SPECOBJID_sat SPEC_REPEAT SPEC_SN SPEC_HA_EW SPEC_HA_EWERR skycoord_sat SDSSNAME RA_qso DEC_qso Z PSFMAG_U_qso PSFMAGERR_U_qso PSFMAG_G_qso PSFMAGERR_G_qso PSFMAG_R_qso PSFMAGERR_R_qso PSFMAG_I_qso PSFMAGERR_I_qso PSFMAG_Z_qso PSFMAGERR_Z_qso A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID_qso OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ skycoord_qso hsla_match_idx match_d2d match_d2d_phys
deg,deg deg,deg deg kpc
0 1237667254007300182 162.849821529 28.1120278164 3 GALAXY 35255507619856 1 0 0 268435456 0 14.7763 13.313 12.5719 12.1972 11.9417 0.00569 0.00117103 0.00101995 0.00105948 0.00193164 0.00583412 0.00178717 0.00167083 0.00168678 0.00250831 0.0998578 0.0734744 0.0532898 0.040408 0.0286498 14.9905 13.4265 12.768 12.4231 12.2292 27.8699 28.7432 29.1928 28.8824 24.0422 1.36651 1.09708 1.26493 1.16773 0.922267 23.819 0.560743 18.6375 0.122952 20.5904 0.0995222 20.6098 0.102038 19.4938 0.147614 0.593588 0.645965 0.643316 0.636898 0.599955 15.0996 0.00592223 13.6205 0.00181172 12.8632 0.00169464 12.5203 0.00171251 12.3927 0.00253624 18.5808 0.0251495 16.8193 0.0402013 16.4736 0.0237504 16.173 0.0326293 15.9169 0.0226105 18.4935 0.0132107 16.8588 0.00245752 16.2286 0.00195326 15.8918 0.00187181 15.6241 0.00402605 0.814846 0.765729 0.805098 0.800982 0.831526 -0.185475 -0.0156403 -0.185752 -0.0125416 -0.182039 -0.0145074 -0.180279 -0.0167296 -0.197892 -0.0179058 0.552384 11.1511 93.1595 0.584756 12.0326 87.2407 0.535804 13.7446 86.6778 0.577732 11.8426 88.7743 0.564303 9.27689 93.9588 16.9714 0.00266245 13.0559 0.00180198 12.8743 34.3703 12.9378 20.74206257 20.4818289191 13.668 0.073 12.937 0.086 12.744 0.066 sdss 0.00420516 8.62574e-06 0 0.024008 0.009307 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 8.3923391241 59.1270422666 108155 1 0.731447420509 -1.0 -1 NSA sdss 4 1.23766725401e+18 NSA nan 0.38715621829 0.190225034952 162.849821529,28.1120278164 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.0368356997779 15.5712592793
1 1237664871897170083 141.506228227 34.6534021854 3 GALAXY 263988285935704 0 0 0 268435456 0 15.6983 14.4948 13.9587 13.6715 13.4953 0.0194074 0.00117103 0.00106216 0.00118426 0.00776774 0.0121258 0.00468073 0.00414163 0.00507004 0.0133335 0.11162 0.0821289 0.0595667 0.0451677 0.0320244 15.8548 14.5274 14.0041 13.7739 13.6974 27.5741 33.5698 32.6959 30.6515 25.8519 4.25232 5.00358 5.47914 4.50846 3.75074 29.6708 0.551217 29.6723 0.338914 29.6699 0.224398 29.6695 0.396668 29.6712 0.901987 0.469007 0.482912 0.477073 0.43628 0.369638 15.933 0.0121246 14.579 0.00467992 14.0654 0.00414599 13.8501 0.00508551 13.7928 0.0132336 21.0439 0.0750346 19.781 0.0184097 19.2263 0.0206811 18.9289 0.0186952 18.8214 0.037495 20.5401 0.0558729 19.1761 0.00920542 18.5415 0.00730569 18.2269 0.0079766 18.011 0.0218863 0.0 0.0 0.00731622 0.0272274 0.0 -0.38505 0.018882 -0.304042 0.0200708 -0.299289 0.0227844 -0.296706 0.0226991 -0.341938 0.0257452 0.24993 26.2224 72.2398 0.24069 26.6938 72.2687 0.249982 25.4928 72.285 0.252889 24.319 72.2804 0.249958 22.1473 72.3664 19.3918 0.0107353 14.0637 0.00414163 14.2395 34.3122 14.2163 23.091219738 21.9792138515 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00539466 1.66289e-05 0 0.01872 0.010288 -1.0 -1.0 -1.0 -1.0 141.077210947 34.5135204067 27.6714363098 1687.00268555 -24.165550413 -21.4079223321 -20.6332362982 135879 22.7870856846 183.41862122 64909 1 0.841604451812 -1.0 -1 NSA sdss 4 1.2376648719e+18 NSA nan 6.27786684036 0.39142754674 141.506228227,34.6534021854 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 141.426376343,34.6857299805 682 0.0731993532616 35.3521892696
2 1237667254007300121 162.804228149 28.0062048696 3 GALAXY 35287753424984 0 0 0 268435456 0 14.5524 12.9637 12.2281 11.8441 11.6137 0.0177437 0.00191822 0.0020254 0.00194832 0.0041082 0.032334 0.00545245 0.00424229 0.00431588 0.0084451 0.124911 0.091908 0.0666594 0.0505458 0.0358376 19.1506 17.4774 16.7111 16.3871 16.0901 2.34673 2.46094 2.49116 2.49372 2.54789 0.0695051 0.00959481 0.00592324 0.00642927 0.0187869 1.09191 0.281655 1.02732 0.0327687 1.11332 0.018617 1.32829 0.0340892 1.74727 0.0656503 0.999668 0.909504 0.933936 0.922347 0.929213 19.3302 0.0453137 17.5978 0.00544779 16.7778 0.00424229 16.4182 0.00431432 16.0471 0.00839882 20.0815 0.0514673 18.3386 0.0466678 17.7526 0.0310385 17.5069 0.0392893 17.2042 0.0288822 19.8648 0.0413942 18.235 0.0225401 17.4671 0.0189202 17.1307 0.0199773 16.8559 0.0171763 0.0 0.0 0.0 0.0 0.0 0.00762057 -0.00944079 -0.00489617 0.00684926 -0.00965598 0.00469903 -0.0127727 0.00302779 0.00302106 0.040325 0.999788 0.880157 119.039 0.957961 0.940134 50.5083 0.937843 1.00877 56.7484 0.928688 1.05892 65.1381 0.951145 1.15499 54.955 18.2198 0.0252827 16.7778 0.00424229 1.2947 2.24223 16.8478 18.7921812543 19.4040568856 14.973 0.104 14.4 0.147 14.178 0.128 sdss 0.00398522 1.0705e-05 0 0.075648 0.018188 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 1.99700431138 14.0696255503 108123 1 -1.0 -1.0 -1 NSA sdss 4 1.23766725401e+18 NSA nan 0.35987636447 0.228980734944 162.804228149,28.0062048696 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.085256633246 36.0398512735
3 1237654879127535633 217.412582018 3.26627642199 3 GALAXY 193548675321876 0 0 0 268435456 0 14.6298 13.2092 12.5305 12.1693 11.9507 0.0119813 0.00143221 0.00106278 0.00110984 0.00839453 0.0080621 0.00219683 0.00188906 0.00189394 0.00325176 0.170321 0.12532 0.0908928 0.0689213 0.048866 15.0047 13.7243 12.967 12.6461 12.478 36.6181 34.2363 38.0917 37.9782 33.2318 0.453872 0.392836 0.628628 0.610974 0.427577 29.6722 0.846341 29.6727 0.183369 29.6609 0.325769 29.6615 0.416691 29.665 0.563719 0.880654 0.885843 0.994516 0.995587 0.847781 15.2649 0.00807309 13.9663 0.00220439 13.057 0.00189028 12.7194 0.00189702 12.6909 0.00326706 18.6966 0.0246159 17.7581 0.0279704 17.033 0.0266516 16.8153 0.03059 16.5009 0.0172056 18.9175 0.0169599 17.8572 0.02045 17.1954 0.0235464 16.8686 0.0256826 16.6162 0.00967223 0.495504 0.506491 0.45596 0.462371 0.522823 -0.040463 -0.000595014 -0.0446158 0.000535953 -0.0438279 0.00153743 -0.0436349 0.00198102 -0.068212 0.00563615 0.638891 22.4036 60.3873 0.650014 19.5499 59.1634 0.668774 21.8524 60.5282 0.664883 21.6307 60.9218 0.62059 18.5299 65.1611 17.8927 0.0298016 13.0564 0.00189131 19.8054 40.5859 13.0117 21.749308864 21.491103929 14.899 0.113 14.3 0.123 13.831 0.099 sdss 0.00550552 1.05139e-05 0 0.043658 0.010223 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 2.00840049901 14.5552276054 18048 1 0.777404661089 -1.0 -1 NSA sdss 4 1.23765487913e+18 NSA nan 32.1777801514 0.598690748215 217.412582018,3.26627642199 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.0911942815285 39.6540510755
4 1237667254007234870 162.705990064 28.0587029336 3 GALAXY 105624251797592 0 0 0 268435456 0 18.8431 18.0808 17.7175 17.6194 17.5135 0.0576413 0.0147601 0.0147312 0.10103 0.0722594 0.0628451 0.0137598 0.018277 0.0244721 0.0835414 0.112293 0.0826245 0.0599262 0.0454402 0.0322177 18.6239 17.76 17.5034 17.4651 17.4315 11.0465 11.2214 11.3971 11.2882 9.03082 1.29149 0.362228 0.388329 0.398061 8.90212 19.8498 4.71326 27.3047 1.66897 29.682 0.850337 29.6726 2.71433 29.6721 3.59742 0.657884 0.560804 0.631638 0.580405 0.55972 18.8845 0.0736947 17.8943 0.0137166 17.5633 0.018277 17.4862 0.0244488 17.5011 0.0852991 21.7045 0.116877 21.2575 0.0499344 21.4302 0.0624258 21.3766 0.0939687 21.2343 0.234995 21.5972 0.101653 21.0672 0.033035 20.7498 0.0410185 20.728 0.0573921 20.5451 0.165248 0.0149811 0.0 0.0 0.0 0.0 0.123592 -0.0209935 0.136079 -0.0207675 0.101832 -0.0245503 0.115547 0.00559582 0.0939757 -0.0358464 0.656705 6.09691 142.087 0.621964 7.13438 148.676 0.699998 7.16325 153.282 0.626401 7.78165 150.464 0.688934 6.96975 148.639 21.5967 0.059655 17.5633 0.018277 5.50596 10.904 17.6751 23.8342944119 23.3746864274 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00510277 -1.0 0 0.018272 0.022787 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 7.75264903737 54.6202038903 108120 1 0.534744111055 -1.0 -1 NSA sdss 4 1.23766725401e+18 NSA nan 0.0 0.0 162.705990064,28.0587029336 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.101956173461 43.0991136766
5 1237662524159557757 195.105563951 13.6705858419 3 GALAXY 105624285352208 1 0 0 268435456 0 16.322 15.431 15.1449 15.0109 14.9745 0.0582513 0.00358898 0.00329367 0.0153948 0.0175583 0.173513 0.0738012 0.0798612 0.138894 0.993791 0.182145 0.134021 0.0972031 0.0737062 0.0522586 21.4433 21.1576 21.1841 21.3512 22.7956 1.36681 1.41934 1.3969 1.44305 2.96934 0.224661 0.186038 0.147174 0.197682 -1000.0 0.0568145 13.29 0.0102957 3.60466 0.235864 0.68843 0.366084 0.906586 0.0104864 0.0 0.104701 0.366144 0.816298 0.686323 0.0912641 21.691 0.309366 21.3666 0.0726687 21.2813 0.193679 21.3367 0.206486 22.8475 1.27652 21.6615 0.183485 21.3514 0.131851 21.46 0.129518 21.6447 0.22513 22.8511 1.3254 20.6537 0.0717672 19.7771 0.0288546 19.5525 0.027971 19.4632 0.0372989 19.541 0.191161 1.0 1.0 0.0 0.0 0.0 -0.0390132 -0.00197435 -0.0204082 0.00302842 0.0180735 0.0133789 0.03191 0.0468346 1.06578 0.800969 0.157793 0.000781397 116.199 0.423669 0.0124015 141.941 0.857287 0.321445 20.3116 0.745458 0.464238 19.789 0.0516699 0.00609491 136.098 20.3902 0.0404161 21.2813 0.193679 0.728876 1.3143 21.4296 20.8123291383 22.7383670819 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00663794 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 194.862912637 14.1712226452 30.0270118713 1988.00317383 -24.4659645666 -21.6973807886 -20.8638546727 142722 33.2007908818 289.987922643 169971 1 -1.0 -1.0 -1 NSA alfalfa 4 1.23766252416e+18 NSA nan 0.0 0.0 195.105563951,13.6705858419 130036.21+134705.6 195.150909424 13.7849092484 0.1423 17.421 0.024 17.355 0.018 17.175 0.019 16.712 0.027 16.744 0.022 0.16 20.34 0.0 0.0 0.0 -0.844 5.481 19.2 15.351 0.057 14.55 0.061 13.526 0.038 0.091 -22.422 0.065 1 1 1 1 7234 1 0 0 1 0 0 1 4381 53032 53498 1771 100 40 1 161 16 7234 1 0 0 1 0 0 1 17.416 0.024 17.352 0.018 17.17 0.019 16.708 0.027 16.751 0.022 587738568170995728 498721956334403584 2MASX J13003624+1347055 6378761946697567223 195.15137165 13.7850050353 1.65246551665 1 3 196.988 9.55889 171.541 13.4899 18.1615 0.0526985 18.317 0.0854025 1 195.150909424,13.7849092484 -- 0.122516350111 64.2071707635
6 1237667211057758351 162.816110258 27.8489705993 3 GALAXY 1161153266978864 1 0 0 268435456 0 16.2672 14.8964 14.1995 13.8219 13.5142 0.0114468 0.00173993 0.00156334 0.00837706 0.0051672 0.0286959 0.00371959 0.0042688 0.0052664 0.0133538 0.121648 0.0895078 0.0649185 0.0492257 0.0349017 16.363 14.9641 14.288 13.942 13.7034 26.0178 29.8875 28.723 26.9992 23.3029 4.39654 5.18538 5.95591 4.48084 4.02994 29.6743 1.84534 29.6778 0.176131 29.676 0.206408 29.6694 0.608696 29.6759 0.92696 0.387004 0.411077 0.37053 0.322257 0.326881 16.4115 0.0287227 14.9813 0.00371214 14.3531 0.00429833 13.9809 0.00530921 13.7638 0.0134136 21.2689 0.0746955 19.5316 0.0179129 19.0491 0.0206601 18.7869 0.020518 18.2865 0.0313298 20.6568 0.0548061 19.1625 0.00876381 18.3771 0.00691782 17.9466 0.00709347 17.5922 0.0185548 0.0 0.00111855 0.0550051 0.0819547 0.0993908 0.502098 -0.00139152 0.447775 0.00861592 0.441459 0.011701 0.434871 0.0133878 0.4644 0.0191328 0.216466 22.3647 -8.53322 0.21845 21.583 -7.71349 0.206425 20.0768 -6.57042 0.2 20.3917 -6.15863 0.220004 17.1578 -4.47718 19.1945 0.00969416 14.3529 0.0042688 12.0345 28.9708 14.3476 22.8618180623 21.7451445645 14.376 9999.0 13.664 9999.0 14.257 0.118 sdss 0.00396761 1.87633e-05 0 0.029988 0.008012 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 7.57768164126 53.3874976054 108151 1 0.767269897207 -1.0 -1 NSA sdss 4 1.23766721106e+18 NSA nan 7.25611019135 0.462332546711 162.816110258,27.8489705993 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.241893933739 102.25387825
7 1237661972799881336 193.556579042 8.3577808181 3 GALAXY 105624251797520 1 0 0 268435456 0 17.1021 15.9339 15.4857 15.2447 15.1474 0.0178402 0.00352461 0.00272733 0.00335287 0.00894012 0.0413099 0.00554495 0.00693624 0.00684025 0.0173257 0.153269 0.112774 0.0817929 0.0620211 0.0439737 16.971 15.8366 15.3909 15.1434 15.0887 13.4391 13.5061 13.7935 13.6491 12.7224 1.33225 1.08229 1.04751 1.07626 1.04388 21.3224 3.00489 21.9088 0.409999 19.2971 0.359116 22.4459 0.553493 23.8227 1.29895 0.358879 0.350022 0.399949 0.365374 0.349911 17.1417 0.0414621 15.9743 0.00554162 15.4727 0.00693624 15.2207 0.00681981 15.1825 0.0172507 20.716 0.0657354 19.487 0.0195385 19.3073 0.0172836 18.938 0.0184227 18.672 0.0340239 20.2561 0.0515959 19.0467 0.00936335 18.5532 0.00846919 18.3171 0.00904702 18.1776 0.0241778 0.0 0.0 0.0 0.0 0.0 0.36534 -0.0124652 0.383911 -0.0200034 0.364835 -0.0296313 0.353992 -0.0276453 0.355924 -0.0372712 0.399577 8.62759 174.914 0.390902 8.62506 172.88 0.365256 9.00231 174.075 0.399985 8.70405 172.197 0.383373 8.35994 171.464 19.3728 0.0121662 15.4727 0.00693624 6.27123 13.928 15.4522 22.2399395889 21.4344422317 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00963251 1.50735e-05 0 0.024517 0.009504 -1.0 -1.0 -1.0 -1.0 193.761909507 8.06553140244 40.0239448547 2782.87036133 -24.0466130859 -21.4110069871 -20.6415434476 162580 21.3926286615 249.061935306 77202 1 0.591503282197 -1.0 -1 NSA sdss 4 1.2376619728e+18 NSA -99.0 0.0 0.0 193.556579042,8.3577808181 125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 193.530136108,8.20126724243 -- 0.158685941176 110.850003488
8 1237651821099352200 217.266218915 3.14899055549 3 GALAXY 1161121054724184 0 0 0 268435456 0 15.9748 14.7858 14.2425 13.9561 13.7679 0.013222 0.00247445 0.00201751 0.01022 0.00681193 0.0142237 0.00335525 0.00578727 0.00878745 0.00970806 0.153634 0.113042 0.0819877 0.0621688 0.0440784 15.99 14.8348 14.2493 13.9986 13.8451 24.9701 29.5653 30.233 29.2984 24.5082 3.00245 4.02306 5.49092 3.60186 2.41315 29.6712 1.27101 29.6763 0.16038 29.6831 0.221558 29.679 0.882367 29.6838 0.387291 0.322791 0.559232 0.496692 0.499987 0.449588 16.2379 0.014092 14.939 0.00335034 14.3313 0.00578727 14.1052 0.0087756 14.0022 0.00966673 20.4005 0.0611631 19.2763 0.021251 19.2019 0.0178946 19.0977 0.0215001 18.501 0.0401848 20.5635 0.0588627 19.3727 0.0118879 18.7986 0.0105513 18.4995 0.0122676 18.3053 0.033192 0.0 0.0 0.0 0.0 0.0 -0.554682 0.00363792 -0.435376 0.000807685 -0.421094 0.00133856 -0.415249 0.00117287 -0.454671 0.00548182 0.21797 22.7448 90.8427 0.293204 22.463 90.6492 0.284239 22.5263 91.5488 0.307587 20.8672 91.1827 0.278774 20.2248 90.8619 19.6461 0.015444 14.3313 0.00578727 12.8142 29.4718 14.4509 23.0901819109 21.9847651357 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0061711 1.337e-05 0 0.01335 0.008177 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 10.4178838679 75.5001044233 165062 1 0.846903875352 -1.0 -1 NSA sdss 4 1.2376518211e+18 NSA nan 12.2347774506 0.708194613457 217.266218915,3.14899055549 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.258549678634 112.425274812
9 1237654879127666883 217.818940474 3.25673766255 3 GALAXY 1161153266978832 1 0 0 268435456 0 17.1792 15.9429 15.3802 15.0792 14.9292 0.0286728 0.00504295 0.00540028 0.00493379 0.0122158 0.028214 0.00512472 0.00438309 0.00479693 0.01333 0.150731 0.110906 0.0804384 0.060994 0.0432455 17.5025 16.2675 15.7078 15.424 15.2803 25.179 18.5716 19.2016 19.0314 16.6055 3.15986 0.337461 0.430642 0.346645 0.548807 26.8228 3.14649 25.0945 0.462225 28.9271 0.559126 29.6743 0.384796 29.6733 1.01511 0.661583 0.674335 0.660879 0.670551 0.615085 17.2062 0.0291629 16.2904 0.00539309 15.624 0.00461982 15.3479 0.00502172 15.286 0.0138913 20.4611 0.057073 19.6818 0.0187247 19.1307 0.0192573 18.9063 0.0191626 18.7344 0.0393412 20.723 0.0573679 19.5587 0.0117399 19.0513 0.0108172 18.8337 0.012384 18.6388 0.0329186 0.566902 0.186902 0.172664 0.124631 0.0907793 -0.0736541 -0.026726 -0.0959799 -0.0242822 -0.0925725 -0.0268028 -0.100401 -0.0217422 -0.127182 -0.0175324 0.637515 8.58701 122.026 0.688924 8.13237 115.355 0.666286 8.9452 115.865 0.670913 9.07377 114.635 0.627801 8.69436 116.321 19.8383 0.0149506 15.7882 0.00438309 8.28173 19.0315 15.7403 22.5416024833 22.3263749318 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00506237 2.23035e-05 0 0.030987 0.011544 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 24.0430017847 174.242403586 18025 1 0.617223781917 -1.0 -1 NSA sdss 4 1.23765487913e+18 NSA nan 6.0990562439 0.716566503048 217.818940474,3.25673766255 143145.99+030143.8 217.941635132 3.02884888649 0.3407 18.934 0.032 19.018 0.018 18.82 0.018 18.822 0.017 18.149 0.03 0.154 20.403 0.0 0.0 0.0 -9.0 0.0 0.0 17.039 0.227 16.182 0.169 15.317 0.192 1.032 -22.357 -0.082 0 1 1 0 1048579 1 1 0 0 1 0 0 1462 51669 51999 535 523 40 6 618 23 1048581 1 1 0 0 1 0 0 18.892 0.031 19.002 0.013 18.823 0.016 18.803 0.021 18.118 0.029 587726033875763223 150812448738246656 SDSS J143145.99+030143.8 2428251776234823109 217.941755127 3.02881021389 0.453289258038 0 3 108.942 1.85855 91.4842 2.55953 18.8046 0.0185272 18.9995 0.0303839 2 217.941635132,3.02884888649 658 0.258731530759 112.504349654
10 1237664871897038979 141.141087343 34.6588051715 3 GALAXY 35255507619856 1 0 0 268435456 0 16.233 15.0814 14.571 14.3054 14.2167 0.0201356 0.00300559 0.00260134 0.00330115 0.00976747 0.0214113 0.00864166 0.0104276 0.0102319 0.0848884 0.0845631 0.0622207 0.0451276 0.0342189 0.0242616 16.5982 15.2604 14.7684 14.5164 14.7198 23.0631 28.9153 30.0726 29.0592 25.7457 1.26947 0.719589 0.911174 0.687026 0.566293 29.6727 1.71411 29.6719 0.753249 29.6637 1.42735 29.6739 0.447996 29.6699 5.96063 0.978821 0.822759 0.814069 0.909653 0.593038 16.7978 0.0213879 15.3179 0.00863944 14.8136 0.0104276 14.5514 0.0102269 14.6411 0.104221 21.7265 0.12693 20.611 0.0264792 20.0567 0.0214097 19.911 0.0296968 19.6243 0.0616525 21.2787 0.104657 20.0107 0.0153628 19.4772 0.0140641 19.2437 0.0168302 19.018 0.0457043 0.0581806 0.0 0.0 0.0 0.0 0.00517654 -0.0148916 -0.0923742 -0.0106857 -0.0955602 -0.010528 -0.0964111 -0.0100251 -0.0881663 -0.0111841 0.699991 13.555 141.595 0.550001 17.964 123.704 0.563046 17.6032 122.061 0.581851 17.4073 123.884 0.599997 13.4008 123.089 20.3261 0.0203888 14.8136 0.0104276 13.3468 28.004 14.8684 23.0369755069 22.4907261327 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00612758 2.2347e-05 0 0.017715 0.013807 -1.0 -1.0 -1.0 -1.0 141.077210947 34.5135204067 27.6714363098 1687.00268555 -24.165550413 -21.4079223321 -20.6332362982 135879 9.31624409747 74.9891009541 157238 1 0.622155140271 -1.0 -1 NSA zcat 4 1.2376648719e+18 NSA -99.0 0.0 0.0 141.141087343,34.6588051715 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 141.426376343,34.6857299805 682 0.236166984629 114.058657185
11 1237667211057758423 162.904734277 27.822117387 3 GALAXY 193583034536208 1 0 0 268435456 0 17.3245 16.0045 15.3904 15.0719 14.9696 0.0760339 0.0055633 0.00677224 0.012852 0.0287332 0.0581317 0.0069476 0.0068599 0.00928095 0.0356899 0.106058 0.0780366 0.0565986 0.042917 0.0304287 18.193 16.6403 16.0417 15.7953 15.6972 2.97038 20.2606 19.862 19.1875 17.7397 -1000.0 0.327016 0.303082 0.318668 1.04841 29.6788 2.68707 29.6761 0.718508 29.6765 0.452922 29.6747 0.610361 29.6763 2.45866 0.679998 0.880507 0.894915 0.897748 0.830332 18.2831 0.0608556 16.6242 0.0071425 16.0163 0.00705737 15.7172 0.00968915 15.702 0.037644 22.0071 0.159354 20.465 0.0232894 19.9263 0.0249461 19.7028 0.0271146 19.5296 0.0746254 21.7928 0.126735 20.3646 0.0193783 19.7424 0.0151542 19.4332 0.0191513 19.3349 0.0863844 0.295627 0.113514 0.112593 0.209733 0.223104 -0.0962404 -0.0196806 -0.0186757 -0.00355111 -0.0177104 -0.00874115 -0.0207489 -0.00197474 -0.0223857 -0.0276401 0.633956 9.49174 103.622 0.752015 11.5211 123.79 0.768225 11.2546 119.716 0.783969 10.7204 120.091 0.767205 9.42595 119.858 20.4296 0.0180814 16.0983 0.0068599 9.33189 17.9512 16.19 23.3504015977 23.0353431728 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00443204 7.25932e-05 0 0.025106 0.016841 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 10.2766525307 72.4026708298 108060 1 0.472060061128 -1.0 -1 NSA sdss 4 1.23766721106e+18 NSA nan 0.876619935036 1.03181195259 162.904734277,27.822117387 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.280031472911 118.375453632
12 1237667731808845876 130.635945593 14.2879818203 3 GALAXY 35219034996824 0 0 0 268435456 0 20.8566 19.4881 19.0412 18.8178 18.6971 0.098168 0.0161688 0.0167885 0.0189295 0.050098 0.098168 0.0161688 0.0167885 0.0189295 0.050098 0.142157 0.104598 0.0758629 0.0575245 0.0407856 20.7145 19.3835 18.9653 18.7603 18.6563 1.61826 2.23128 2.20424 2.15348 1.69134 0.132928 0.034744 0.0453684 0.0320068 0.0670755 0.632066 0.516496 1.35148 0.160516 2.12201 0.244927 2.76199 0.259354 1.40553 0.387662 0.666274 0.497094 0.575757 0.503816 0.50798 21.0537 0.129354 19.5227 0.0161274 19.0412 0.0167885 18.7236 0.0188354 18.8074 0.0496265 21.4775 0.0977419 20.2427 0.0224636 20.1499 0.0261746 19.978 0.0306978 19.5746 0.0672459 21.1748 0.0857969 20.0656 0.0168932 19.5606 0.015207 19.3 0.0178302 19.1308 0.055478 0.0 0.0 0.0 0.0 0.0 0.00489331 0.0208678 0.0696096 0.0905521 0.0729374 0.0913356 0.0877196 0.0811665 0.0127886 0.126456 0.734127 0.66207 27.8655 0.573903 1.13667 4.86132 0.694161 1.13696 4.42427 0.578983 1.41645 6.04082 0.600348 0.970431 26.1817 20.3544 0.0213627 19.0412 0.0167885 1.2169 1.7698 19.0921 21.3153251095 21.5137960833 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00699227 2.45258e-05 0 0.080294 0.036489 -1.0 -1.0 -1.0 -1.0 130.665860027 14.2856217208 32.7764663696 2060.00317383 -23.9141387826 -21.3204882358 -20.4970218132 135440 1.74511025687 16.6383823483 -1 1 0.726541543328 -1.0 -1 SDSS SDSS 4 1.23766773181e+18 SDSS nan nan nan 130.635945593,14.2879818203 084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 130.496398926,14.1117200851 145 0.222192844005 127.107028493
13 1237667442967839016 176.70799676 27.1605063161 3 GALAXY 175992995975440 1 0 0 268435456 0 16.7811 16.2372 15.4073 15.1768 14.6868 0.0542588 0.0158622 0.0233066 1.13462 0.0441701 0.10801 0.0157351 0.0139627 0.032129 0.0611157 0.132219 0.0972853 0.0705594 0.0535031 0.0379343 19.4799 18.1566 17.6065 17.3513 17.2575 2.97019 9.30136 8.85472 9.01529 7.77791 -1000.0 0.358692 0.297199 0.366214 0.737763 21.6531 10.0411 15.5943 0.932288 16.2916 0.960447 12.3276 1.27465 14.3056 4.26697 0.684625 0.865288 0.850127 0.866356 0.910321 19.5375 0.121699 18.2348 0.0170293 17.6771 0.0139627 17.4279 0.0441654 17.3802 0.0628367 22.4418 0.3036 21.2403 0.0415993 20.7413 0.0379295 20.6093 0.0498747 20.3146 0.133255 22.2597 0.30656 20.9502 0.0318226 20.3541 0.0276199 20.0805 0.0340463 19.9397 0.126866 0.0923724 0.0 0.0 0.0 0.0 -0.217423 0.108292 -0.0460033 -0.012348 -0.0340646 -0.0208476 -0.0340604 -0.0140379 0.0301229 0.000771242 0.754002 4.80279 60.4272 0.849996 5.06854 100.833 0.849467 4.95011 106.445 0.880457 4.65889 106.239 0.990664 4.25034 169.51 21.1407 0.0368244 17.6771 0.0139627 4.32924 9.08502 17.7544 23.1456292949 22.9319291337 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00636108 0.369826 0 0.06245 0.032802 -1.0 -1.0 -1.0 -1.0 177.289432823 27.0220371962 28.2770519257 1798.00280762 -23.5503485591 -21.2810329548 -20.5353964114 140301 32.150987816 264.452840622 140242 1 0.0556759324774 -1.0 -1 NSA ned 4 1.23766744297e+18 NSA nan 0.0 0.0 176.70799676,27.1605063161 114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 176.994140625,27.2498130798 -- 0.269704337142 133.106550094
14 1237667731808845858 130.700897184 14.2652401901 3 GALAXY 35287721185296 1 262144 0 268435456 0 15.0888 14.325 13.7104 13.6559 13.4467 0.0120999 0.00159237 0.00136581 0.00164382 0.00317313 0.00726017 0.00245838 0.00233308 0.00260588 0.00437309 0.136105 0.100145 0.0726335 0.0550758 0.0390494 15.611 14.6772 14.193 14.0992 13.8486 28.8848 25.7755 21.0124 19.095 18.8249 12.4127 4.39865 3.91442 3.15374 3.05215 10.4918 0.271181 22.4425 0.226829 18.3938 0.184756 19.5598 0.159476 23.8235 0.373474 0.287048 0.252366 0.25739 0.253928 0.249868 16.0385 0.0071555 14.643 0.00245148 14.2956 0.00235013 14.2268 0.00264875 13.8795 0.00448104 18.0371 0.0159804 17.4477 0.0130462 17.2145 0.017837 17.3281 0.0196706 16.9908 0.0188575 18.0882 0.0100704 17.5253 0.0034283 17.0084 0.00282312 17.0146 0.00400552 16.7833 0.00849387 1.0 1.0 0.881491 0.636962 0.588998 -0.155232 -0.109006 -0.182981 -0.0796449 -0.197418 -0.0924726 -0.203467 -0.103656 -0.198845 -0.102961 0.258904 8.46535 105.391 0.211144 14.1863 103.754 0.218728 11.4672 104.353 0.249941 10.0024 103.986 0.247525 9.88427 104.471 17.6858 0.00363624 14.5492 0.00246797 9.16539 25.3587 14.3769 21.8419191109 21.1830750791 15.116 0.121 14.551 0.182 14.37 0.131 sdss 0.00709339 6.45012e-06 0 0.011085 0.00648 -1.0 -1.0 -1.0 -1.0 130.665860027 14.2856217208 32.7764663696 2060.00317383 -23.9141387826 -21.3204882358 -20.4970218132 135440 2.37547432695 22.6484535903 156854 1 -1.0 -1.0 -1 NSA sdss 4 1.23766773181e+18 NSA nan 247.826721191 3.22946381569 130.700897184,14.2652401901 084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 130.496398926,14.1117200851 145 0.250749689395 143.443179087
15 1237664338780029261 149.687168865 32.7202654623 3 GALAXY 140954719879496 1 0 0 268435456 0 23.2605 21.129 20.6923 20.5158 20.9515 1.28666 0.0963448 0.103341 0.163678 0.809637 1.28666 0.0963448 0.103341 0.163678 0.809637 0.0716136 0.0526926 0.0382171 0.0289788 0.0205464 23.1889 21.0763 20.6541 20.4868 20.931 2.97054 2.96966 2.97052 3.01507 2.97092 -1000.0 -1000.0 -1000.0 0.245671 -1000.0 0.0621855 10.5916 6.37373 2.60696 7.82645 4.80234 1.01286 1.20302 2.58529 10.6079 0.980254 0.57148 0.250008 0.271985 0.165852 23.77 0.722813 21.0994 0.0928087 20.6775 0.103741 21.0194 0.157523 20.987 0.692705 23.7512 1.57993 22.7244 0.137 22.4141 0.149041 21.4561 0.134165 22.4519 0.72529 24.1814 0.898936 22.6503 0.132222 22.283 0.154798 21.7122 0.161038 22.2792 0.701675 0.0 0.0 0.0367419 1.0 0.0 0.179925 0.222624 0.0454472 -0.0705241 0.130594 -0.0993337 0.0396096 -0.0226019 0.0878009 -0.441671 0.984256 0.0736848 24.8054 0.678882 2.65692 126.038 0.300197 3.75416 134.799 0.318421 1.01407 -12.9386 0.251038 3.06488 154.126 22.9894 0.193419 20.6923 0.103341 2.20775 4.60116 20.8596 25.56033787 24.574793298 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.004987 -1.0 -1 0.068964 0.0577 -1.0 -1.0 -1.0 -1.0 149.587831028 32.3699118019 25.1343097687 1451.33007812 -23.0925467843 -20.2479468232 -19.5442403969 85746 MobyDick 21.6133125987 158.019816891 -1 1 0.00183130239327 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.0218_2.zlog 3 234.0 MMT -99.0 -99.0 -99.0 149.687168865,32.7202654623 095820.94+322402.2 149.587265015 32.4006233215 0.5306 16.38 0.028 16.057 0.015 16.021 0.012 15.865 0.011 15.855 0.014 0.076 20.21 8.698 999.99 0.095 -9.0 0.0 0.0 14.945 0.039 14.443 0.05 13.76 0.042 0.032 -26.351 0.049 0 1 1 1 2097162 1 0 1 0 1 0 0 4518 53082 53433 1949 472 40 4 146 81 2097162 1 0 1 0 1 0 0 16.37 0.028 16.046 0.015 16.01 0.012 15.85 0.011 15.853 0.014 587739158191145041 548824224576307200 FBQS J095820.9+322402 6378410037478426750 149.587385979 32.400351098 1.04670804902 1 3 939.271 14.7886 508.15 16.6669 16.4656 0.0170988 17.1379 0.03562 1 149.587265015,32.4006233215 -- 0.330546409453 145.002928989
16 1237650372092690464 180.29544216 -1.2976838319 3 GALAXY 1319448581640280 0 0 0 268435456 0 14.7549 13.8569 13.5133 13.3363 13.2712 0.0172778 0.00179243 0.00124483 0.00155082 0.00551567 0.00616112 0.00218275 0.00221878 0.00297785 0.00571236 0.18759 0.138027 0.100109 0.0759093 0.0538207 14.8969 13.9875 13.6394 13.7364 13.3717 22.799 26.679 27.8643 28.5132 28.3939 0.657716 0.817655 1.00603 1.14355 1.25816 29.671 0.433278 29.6708 0.262799 29.673 0.123082 29.672 0.316657 29.6785 0.225082 0.97345 0.890842 0.877747 0.982633 0.704003 15.1005 0.00621076 14.1603 0.00219262 13.7404 0.00222592 13.6246 0.00292769 13.3712 0.00570735 18.8473 0.0207265 18.5106 0.0207906 18.2253 0.0169116 18.7404 0.0171923 17.9455 0.0284186 18.9308 0.016362 18.3925 0.00866009 18.1215 0.00878149 18.0368 0.0112534 17.8986 0.021555 0.0833092 0.0438304 0.031261 0.0 0.0 0.0170487 0.00362903 0.0851047 0.00612026 0.098443 0.00416241 0.109622 0.00320081 0.103699 0.00487993 0.632492 16.6946 50.0944 0.647036 16.7749 35.3922 0.649944 17.4003 30.9759 0.699971 19.9324 26.8613 0.62162 18.7986 31.0283 18.8384 0.0111272 13.7395 0.00221878 16.2607 36.7104 13.7032 21.5644068598 21.3926642507 16.481 0.203 14.687 9999.0 14.353 9999.0 0.00489 -1.0 -1 0.022047 0.007053 -1.0 -1.0 -1.0 -1.0 180.09842901 -1.10007802185 23.2486915588 1465.00219727 -24.5004103638 -21.5040610587 -20.7950196431 140594 Alice 16.7146235521 113.03671339 171514 1 0.789819001401 -1.0 -1 GAMA 144491 4 1.0 GAMA -99.0 0.0 0.0 180.29544216,-1.2976838319 120226.75-012915.2 180.611495972 -1.48757696152 0.1504 17.588 0.023 17.381 0.034 17.131 0.045 16.837 0.021 16.7 0.03 0.134 20.346 13.761 71.962 0.762 -0.852 5.182 7.57 15.064 0.062 13.984 0.05 12.77 0.039 0.184 -22.413 -0.034 1 1 1 0 7746 1 0 0 1 0 0 1 1231 51606 52368 331 532 40 6 76 11 134217792 0 0 0 1 0 0 1 17.62 0.02 17.486 0.013 17.272 0.015 16.917 0.008 16.76 0.026 587725041702797323 93393138369953792 2MASX J12022678-0129155 6382596987420676162 180.61206954 -1.48723051495 2.41168743792 1 3 355.608 13.2427 268.107 21.9689 17.5202 0.0404421 17.8321 0.0889877 2 180.611495972,-1.48757696152 -- 0.368633041626 149.578833833
17 1237667442968101022 177.285742962 27.0850925483 3 GALAXY 35253360136464 1 0 0 268435456 0 17.1688 16.0944 15.4398 15.2175 15.3815 0.0489948 0.0133053 0.006596 0.0735513 0.0390086 0.132912 0.0102701 0.00923704 0.0114618 0.0398466 0.149487 0.109991 0.0797749 0.0604909 0.0428888 18.9637 17.0205 16.4432 16.1961 16.0483 2.97083 20.0034 19.9036 19.5452 17.9458 -1000.0 0.496283 0.48519 0.550336 1.74592 20.7261 10.1076 29.6808 1.81024 29.6764 0.711676 29.6824 1.33758 29.6796 2.83021 0.499962 0.801739 0.819194 0.771584 0.714795 19.0379 0.121815 17.1088 0.0103037 16.4971 0.0093471 16.26 0.0116321 16.044 0.0400844 21.9445 0.164199 20.9303 0.031058 20.4312 0.0335993 20.323 0.0395263 19.9967 0.107329 22.0799 0.143759 20.8553 0.0264724 20.2595 0.0243705 19.9717 0.0291803 19.8323 0.102776 0.858617 0.0122926 0.0366947 0.0482002 0.048922 -0.251917 0.000855938 0.0862693 -0.00831882 0.046076 -0.021039 0.0605825 -0.0155081 0.120634 0.00812092 0.501302 8.25141 101.799 0.674842 11.6216 151.16 0.688579 11.3504 144.515 0.680748 11.0159 147.42 0.55997 12.8771 151.98 20.9936 0.0306487 16.523 0.00923704 9.33983 18.6688 16.5823 23.7935208451 23.4294393066 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00533036 0.000192272 0 0.042294 0.02875 -1.0 -1.0 -1.0 -1.0 177.289432823 27.0220371962 28.2770519257 1798.00280762 -23.5503485591 -21.2810329548 -20.5353964114 140301 3.82824777931 31.4890962262 140300 1 0.4298939856 -1.0 -1 NSA ned 4 1.23766744297e+18 NSA -99.0 0.0 0.0 177.285742962,27.0850925483 114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 176.994140625,27.2498130798 -- 0.307306815108 151.664413012
18 1237651821636550953 217.970758535 3.38004139202 3 GALAXY 123216437837840 1 0 0 268435456 0 18.6396 17.9913 17.663 17.4976 17.3524 0.133013 0.0134416 0.0393519 0.0226675 0.0663362 0.0619141 0.0151717 0.0163819 0.0215855 0.0755113 0.146831 0.108037 0.0783574 0.059416 0.0421267 18.7764 18.1722 17.801 17.6793 17.528 6.04882 8.6966 9.17358 9.58891 9.51645 0.475891 0.38305 0.346888 0.48912 1.31787 5.49805 1.55859 9.53792 0.755014 14.2307 1.02356 17.6061 1.72959 25.825 8.26012 0.556563 0.585685 0.550767 0.531034 0.375834 18.9431 0.057845 18.2216 0.0154508 17.6834 0.0170771 17.6405 0.0215901 17.4578 0.0860119 20.4834 0.0684414 20.223 0.0283766 20.1966 0.0310576 20.4476 0.0481403 20.1387 0.153868 20.7358 0.0717247 20.3107 0.0233528 20.107 0.0255048 20.1125 0.0400106 19.9514 0.136959 1.0 0.392932 0.259175 0.00457115 0.0 -0.117176 0.0192165 -0.0998446 -0.0459651 -0.0754748 -0.0538675 -0.10194 -0.0432527 -0.166162 -0.193757 0.648258 2.83592 115.896 0.629306 4.04114 118.181 0.595013 5.08608 120.397 0.589151 5.59748 121.94 0.431827 6.60348 122.035 20.8215 0.0318789 17.8793 0.0163819 4.46079 9.26586 17.8716 23.4066936153 23.1141130448 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00510138 5.85959e-06 0 0.064351 0.033994 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 34.2487106085 248.202268703 18026 1 0.789587186574 -1.0 -1 NSA sdss 4 1.23765182164e+18 NSA nan 139.440216064 6.4818148613 217.970758535,3.38004139202 143145.99+030143.8 217.941635132 3.02884888649 0.3407 18.934 0.032 19.018 0.018 18.82 0.018 18.822 0.017 18.149 0.03 0.154 20.403 0.0 0.0 0.0 -9.0 0.0 0.0 17.039 0.227 16.182 0.169 15.317 0.192 1.032 -22.357 -0.082 0 1 1 0 1048579 1 1 0 0 1 0 0 1462 51669 51999 535 523 40 6 618 23 1048581 1 1 0 0 1 0 0 18.892 0.031 19.002 0.013 18.823 0.016 18.803 0.021 18.118 0.029 587726033875763223 150812448738246656 SDSS J143145.99+030143.8 2428251776234823109 217.941755127 3.02881021389 0.453289258038 0 3 108.942 1.85855 91.4842 2.55953 18.8046 0.0185272 18.9995 0.0303839 2 217.941635132,3.02884888649 658 0.352394233235 153.231745338
19 1237664871897039021 141.021441102 34.6469717218 3 GALAXY 105624251797848 0 0 0 268435456 0 17.3313 16.1926 15.5506 15.2342 15.0556 0.0387909 0.00487665 0.00413882 0.00518361 0.0137253 0.0486639 0.00794483 0.00702056 0.00833643 0.0207971 0.0881058 0.0648274 0.0470183 0.0356525 0.0252781 17.9126 16.2697 15.6449 15.344 15.1325 43.7726 18.9477 18.9291 18.4033 18.1594 -1000.0 0.233259 0.210364 0.200041 0.507397 29.6677 7.37124 29.6773 0.403236 29.6687 0.425545 29.6659 1.08915 29.6675 2.8589 0.910796 0.830473 0.80403 0.826637 0.810346 17.9926 0.0514127 16.3321 0.00794425 15.692 0.00702056 15.3836 0.00833414 15.167 0.0207905 21.819 0.15223 20.7357 0.0280773 20.1177 0.022145 19.9102 0.0295485 19.6328 0.0611196 21.6701 0.133583 20.1618 0.0176395 19.5449 0.0144796 19.2284 0.0158707 19.0069 0.0444864 0.136653 0.0 0.0 0.0 0.0 -0.0450326 -0.0642778 0.0709711 -0.00536216 0.0612873 -0.00488321 0.064283 -0.00413325 0.0754612 -0.00207146 0.906238 7.99207 104.241 0.79258 10.2318 179.254 0.788503 10.2259 176.471 0.799935 10.0234 180.769 0.766414 10.2327 180.085 20.3827 0.0207337 15.692 0.00702056 8.78567 17.8434 15.7495 22.7359006185 22.4638604628 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00640778 5.27589e-05 0 0.047447 0.016444 -1.0 -1.0 -1.0 -1.0 141.077210947 34.5135204067 27.6714363098 1687.00268555 -24.165550413 -21.4079223321 -20.6332362982 135879 8.43504610051 67.8961023889 157233 1 0.428390622223 -1.0 -1 NSA zcat 4 1.2376648719e+18 NSA -99.0 0.0 0.0 141.021441102,34.6469717218 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 141.426376343,34.6857299805 682 0.335297815858 161.934652695
20 1237654399164219640 222.900268358 58.9548243013 3 GALAXY 246359626223888 1 0 0 268435456 0 16.2135 15.1842 14.7287 14.4799 14.4513 0.0154728 0.00279794 0.00767134 0.00670861 0.0144831 0.210223 0.0882673 0.121128 0.342634 0.959964 0.0548832 0.0403825 0.0292888 0.0222088 0.0157463 21.9276 21.6504 21.613 22.3322 22.6891 1.83095 1.75025 1.74511 1.68808 2.96916 1.66173 0.24476 0.248078 1.5542 -1000.0 0.337506 2.09944 0.401679 0.583806 0.431972 0.961352 0.705991 3.33649 0.134463 73.1454 0.05 0.0764256 0.0824584 0.176216 0.258864 22.001 0.520797 21.6971 0.15291 21.6421 0.189304 22.257 0.436593 22.707 0.922095 22.1033 0.293623 21.837 0.128953 21.7961 0.222059 22.5285 0.463727 22.712 5.07529 21.1163 0.107122 20.2019 0.0270996 19.7614 0.0320023 19.5866 0.0380276 19.4949 0.159366 0.0 0.0 0.0 0.0 1.0 -0.0389645 -0.174367 -0.0410459 -0.0748844 -0.0336627 -0.0888288 0.0331918 -0.108366 -15.2944 -24.5698 0.0629588 0.531296 157.596 0.060991 0.591963 160.692 0.0647532 0.605801 162.538 0.298209 0.799616 149.101 0.356118 0.0840602 140.143 20.6099 0.0466588 21.6421 0.189304 0.952501 1.6271 21.7996 22.5492279537 23.6893571698 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00735609 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 222.824206904 58.9780946511 33.4977912903 2142.60766602 -23.3009066724 -20.3150782097 -19.4123293614 165707 2.72851449044 26.5869493687 19647 1 -1.0 -1.0 -1 NSA sdss 4 1.23765439916e+18 NSA nan 0.0 0.0 222.900268358,58.9548243013 145151.53+591400.0 222.964736938 59.2333564758 0.2971 18.449 0.017 18.545 0.02 18.382 0.024 18.449 0.034 17.919 0.03 0.043 20.121 0.0 0.0 0.0 -9.0 0.0 0.0 16.312 0.115 15.983 0.166 14.913 0.106 0.238 -22.358 -0.11 1 1 1 0 66 1 0 0 0 0 0 1 1345 51639 52081 608 65 41 3 485 5 4 1 0 0 0 0 0 0 18.466 0.018 18.544 0.025 18.377 0.037 18.429 0.05 17.886 0.026 588007004721971205 171360472304451584 2MASX J14515156+5914001 6374469437196600924 222.964435159 59.2333505353 0.556155293226 1 3 121.152 6.88266 92.9094 8.57245 18.6893 0.0616957 18.9827 0.100202 2 222.964736938,59.2333564758 -- 0.280493531913 163.989631874
21 1237661972262944906 193.358416186 8.03555517632 3 GALAXY 35253360132112 1 0 0 268435456 0 17.8824 16.74 16.2182 16.0357 15.9289 0.0216168 0.00460618 0.00411522 0.00475722 0.0118929 0.0245205 0.00476855 0.00456631 0.00521511 0.0119052 0.1449 0.106616 0.0773267 0.0586345 0.0415726 17.8894 16.7462 16.2908 16.0687 15.9361 6.33778 7.43165 7.9529 7.99591 8.23301 1.30293 0.0898602 0.0677484 0.111469 0.257864 6.71545 0.602235 6.37332 0.0977287 7.13553 0.125702 7.93312 0.192893 8.4957 0.414276 0.772429 0.939408 0.951089 0.949998 0.951168 17.9918 0.0251475 16.7768 0.00488119 16.2378 0.00470527 15.9736 0.00540305 15.8204 0.0123617 20.2435 0.0426001 19.115 0.0269448 18.9638 0.0218166 18.7958 0.0183959 18.4011 0.0257524 19.8112 0.0329143 18.701 0.00712297 18.2506 0.00633704 18.0333 0.00731209 17.8922 0.0164601 0.273771 0.222036 0.227186 0.218304 0.17791 0.0510484 0.0224147 0.00191977 0.0226387 0.00882303 0.00857616 3.93366e-05 0.012838 0.00264601 0.00288695 0.811044 2.74394 15.5619 0.925924 2.92441 44.74 0.96134 3.04128 39.3351 0.979082 3.05646 38.3181 0.986711 3.08217 139.292 19.0119 0.00881276 16.3682 0.00456631 3.36563 8.29433 16.2836 20.7789036547 20.9143903319 16.232 0.187 15.964 0.253 15.195 0.218 sdss 0.00964616 8.94234e-06 0 0.02758 0.013688 -1.0 -1.0 -1.0 -1.0 193.761909507 8.06553140244 40.0239448547 2782.87036133 -24.0466130859 -21.4110069871 -20.6415434476 162580 24.0376590541 279.856011778 77212 1 0.593699599588 -1.0 -1 NSA sdss 4 1.23766197226e+18 NSA nan 20.0243225098 0.577272415161 193.358416186,8.03555517632 125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 193.530136108,8.20126724243 -- 0.237402880344 165.837691222
22 1237667254544171012 162.6894519 28.4691069946 3 GALAXY 35253360136208 1 0 0 268435456 0 15.0636 13.3612 12.589 12.2226 11.9426 0.00642211 0.00110328 0.00135156 0.0010269 0.00195594 0.0055727 0.00173451 0.00166586 0.00165295 0.00222335 0.0936445 0.0689027 0.049974 0.0378938 0.0268672 15.1065 13.4387 12.7497 12.3581 12.083 24.9897 23.3505 23.2641 23.6507 22.795 1.47794 0.924012 0.914473 1.04029 1.04221 27.4294 0.602316 17.7502 0.0981903 15.5419 0.0615982 16.632 0.0758738 19.3176 0.12296 0.673767 0.613105 0.645804 0.642784 0.657508 14.9182 0.00562583 13.4676 0.00175373 12.8186 0.00168928 12.3757 0.00167505 12.0076 0.00224677 18.5704 0.0268324 16.628 0.0376468 16.1294 0.0165213 15.7347 0.0339878 15.4848 0.0187308 18.4616 0.014531 16.6723 0.00212975 15.8607 0.00159083 15.5116 0.00147493 15.1948 0.00317472 0.602568 0.698704 0.733287 0.750528 0.787697 -0.0921242 -0.0105195 -0.0987561 -0.00875038 -0.103024 -0.0105028 -0.100375 -0.0103621 -0.103009 -0.0124041 0.667702 11.3176 102.184 0.654087 11.6061 99.7142 0.639478 11.6714 99.6121 0.656162 11.6239 99.923 0.628587 10.9224 103.153 16.5751 0.00209095 12.8724 0.00175802 10.5119 27.659 12.8235 20.2034348604 19.9273186667 13.028 0.058 12.544 0.081 12.401 0.079 sdss 0.00473494 5.91273e-06 0 0.031065 0.007391 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 30.4039725752 214.204323121 158857 1 0.733940121892 -1.0 -1 NSA sdss 4 1.23766725454e+18 NSA nan 0.278029829264 0.16478061676 162.6894519,28.4691069946 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.394230037196 166.649694776
23 1237654381982777375 154.231241268 58.3949131454 3 GALAXY 1161121054724184 0 0 0 268435456 0 15.8787 15.1285 14.939 14.8546 14.8655 0.0113269 0.00242546 0.0028305 0.00403012 0.0142265 0.0116545 0.00338663 0.00383601 0.00458371 0.0183108 0.0492185 0.0362145 0.0262658 0.0199166 0.0141211 16.2678 15.3373 15.1262 15.0205 15.2443 18.2447 23.0718 21.4317 22.2034 17.3019 0.673451 2.14628 1.45466 1.55369 0.554916 29.6714 1.27172 29.6742 0.266767 29.6734 0.710614 29.674 0.544587 29.6697 2.54586 0.574496 0.65075 0.703629 0.791788 0.637573 16.3339 0.0118528 15.3473 0.00341309 15.1411 0.00385898 15.0142 0.00458085 15.3825 0.0184029 19.8522 0.0464501 19.3812 0.025835 19.3349 0.0266619 19.4574 0.0365136 19.5265 0.0636252 19.8239 0.0352038 19.2142 0.0214475 19.0999 0.0198397 19.199 0.0229381 19.1258 0.0556786 0.142589 0.0595947 0.0355276 0.0 0.0575883 -0.145451 0.00719412 -0.120104 0.00890526 -0.111458 0.00929654 -0.102879 0.0093793 -0.141793 0.0168834 0.549937 13.4465 35.7284 0.499992 15.6295 30.1459 0.505991 15.3413 29.8997 0.528992 15.412 28.328 0.54996 12.6994 34.186 19.8805 0.0269105 15.1525 0.00383601 10.7567 25.9381 15.1818 23.0772237238 22.3356177192 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 boss 0.00752522 5.10935e-06 0 0.055724 0.076186 -1.0 -1.0 -1.0 -1.0 154.887594727 58.2057929366 34.4950637817 2099.41015625 -23.2068662847 -21.099767139 -20.340329375 16559 23.6054155738 236.859772229 136957 1 -1.0 -1.0 -1 NSA ned 4 1.23765438198e+18 NSA nan 0.0 0.0 154.231241268,58.3949131454 101443.13+581743.3 153.679718018 58.2953834534 0.9296 17.847 0.017 17.577 0.026 17.365 0.024 17.472 0.015 17.432 0.022 0.039 19.964 0.0 0.0 0.0 -1.753 2.222 8.44 16.407 0.121 16.485 0.231 15.387 0.174 0.665 -26.091 0.053 0 1 1 0 134224898 1 0 0 1 0 0 0 1896 51875 52316 559 253 41 3 62 13 135273476 1 0 0 1 1 0 0 17.845 0.02 17.536 0.011 17.365 0.015 17.466 0.013 17.407 0.019 588009371221229581 157569208551473152 SDSS J101443.12+581743.3 6373624975759249304 153.679528687 58.2950580454 1.22500969703 1 3 358.06 12.0501 127.462 10.9607 17.5127 0.0365479 18.6394 0.0933874 2 153.679718018,58.2953834534 -- 0.306073535876 184.272318689
24 1237654879664406557 217.507687769 3.77289260119 3 GALAXY 35253361446928 0 262144 0 268435456 0 15.8099 14.6928 14.1785 13.9093 13.7199 0.008777 0.00162222 0.0124233 0.00126644 0.00403376 0.00937503 0.00256774 0.00246499 0.00280657 0.00479281 0.170651 0.125563 0.0910689 0.0690548 0.0489607 15.6635 14.5597 14.0679 13.8031 13.6211 20.0649 22.2671 22.1936 22.5453 20.8616 1.77351 1.97448 1.82036 2.20637 1.90586 29.6678 1.85327 29.6677 0.284411 29.6594 0.390383 29.6667 0.256693 29.6674 0.262975 0.398069 0.415617 0.461333 0.414144 0.438473 15.8463 0.00935065 14.6637 0.00256606 14.159 0.00246499 13.8579 0.00280529 13.6888 0.00478692 19.5648 0.033881 18.6323 0.137819 18.0299 0.158764 17.964 0.130754 17.5955 0.019553 19.7949 0.0330855 18.615 0.133005 18.0652 0.157725 17.7808 0.115494 17.54 0.0154036 0.0 0.0 0.0 0.0 0.0 0.325332 -0.0198518 0.307173 -0.0219333 0.298407 -0.0216266 0.294305 -0.0213267 0.302859 -0.022512 0.312573 15.644 162.109 0.346851 15.6863 161.342 0.350278 15.155 161.026 0.347305 15.539 161.304 0.342297 14.8685 162.23 18.8821 0.221694 14.159 0.00246499 10.0083 23.5153 14.1485 22.0572069842 21.1457422663 15.65 0.196 15.25 0.256 13.796 9999.0 sdss 0.0057454 1.18501e-05 0 0.022937 0.006732 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 32.8141359751 237.806150953 18052 1 -1.0 -1.0 -1 NSA sdss 4 1.23765487966e+18 NSA nan 13.6169300079 0.48497313261 217.507687769,3.77289260119 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.424864760847 184.744137948
25 1237667536925032681 130.611942997 14.4258881655 3 GALAXY 52845546176528 1 0 0 268435456 0 18.3728 17.7095 17.3954 17.3196 17.1804 0.0297278 0.0164728 0.00812673 0.00908897 0.027883 0.0397928 0.00943062 0.0101226 0.0135346 0.0450065 0.126673 0.0932045 0.0675997 0.0512588 0.0363431 18.1796 17.4358 17.1542 17.0648 17.0196 5.07073 8.40734 9.57689 9.34848 8.28067 0.735275 0.55529 0.415262 0.472784 1.78123 2.87421 0.566402 6.16562 0.293147 9.30803 0.418368 10.6897 0.598796 11.5235 2.49341 0.620642 0.548519 0.515852 0.544585 0.429247 18.9993 0.039773 17.8312 0.0094026 17.3883 0.0104078 17.2148 0.0140442 17.2761 0.046842 20.2653 0.0468162 19.8827 0.0175114 19.762 0.0231439 19.9133 0.0297803 19.8406 0.0750883 20.3614 0.0488294 19.7503 0.0127943 19.5794 0.0135208 19.5135 0.0221938 19.4407 0.0691161 1.0 0.928506 0.653807 0.553214 0.401005 -0.0593742 -0.10358 -0.0186842 -0.0923972 -0.00788253 -0.0955948 -0.0374013 -0.0821145 -0.0950949 -0.145532 0.68809 1.52475 114.197 0.600378 2.84347 111.616 0.549975 3.72779 111.727 0.595769 3.83415 109.738 0.494658 3.94938 106.74 20.2942 0.0177572 17.7958 0.0102848 3.86613 9.57853 17.6099 22.648525226 22.5417642471 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00684658 3.80409e-06 0 0.02365 0.026297 -1.0 -1.0 -1.0 -1.0 130.665860027 14.2856217208 32.7764663696 2060.00317383 -23.9141387826 -21.3204882358 -20.4970218132 135440 8.98246764333 85.6413323185 109888 1 0.657223459941 -1.0 -1 NSA sdss 4 1.23766753693e+18 NSA nan 114.947525024 3.68250226974 130.611942997,14.4258881655 084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 130.496398926,14.1117200851 145 0.333528054866 190.797143639
26 1237664871360299284 141.450424263 34.2768708872 3 GALAXY 175990848491608 0 0 0 268435456 0 15.507 14.3971 13.9047 13.6133 13.5059 0.00979552 0.00176413 0.00158462 0.00186086 0.00836093 0.0249356 0.00398698 0.00342572 0.00389897 0.0104136 0.0891623 0.0656048 0.0475821 0.03608 0.0255812 16.9498 15.4335 14.8599 14.6183 14.5668 28.046 31.9229 35.5161 28.8275 26.7362 1.6467 0.201647 0.822602 0.3089 0.598163 29.6737 1.1354 29.67 0.546201 29.6724 0.239964 29.6728 0.323191 29.6681 2.11519 0.895122 0.932693 0.857134 0.882742 0.919633 17.031 0.0251018 15.4083 0.00406432 14.8296 0.00349755 14.6223 0.00400848 14.5738 0.0108389 21.6532 0.13487 20.2051 0.0249955 19.5314 0.0236774 19.3347 0.0227559 19.1779 0.0420022 21.1895 0.0974115 19.6701 0.0128487 19.0212 0.0100164 18.711 0.0118616 18.5567 0.027259 0.0618988 0.153007 0.204219 0.223918 0.301522 0.183609 0.00630829 0.135342 0.00462217 0.116679 0.00357153 0.13075 0.001326 0.0718699 -0.000477956 0.570657 15.7215 34.7542 0.654392 15.5283 25.3375 0.683877 14.5918 24.6186 0.673642 13.452 25.4244 0.760122 11.2001 25.864 19.821 0.013788 14.9075 0.00342572 13.7838 31.1654 14.846 22.7234969997 22.5382696759 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00543513 3.34639e-05 0 0.017903 0.012038 -1.0 -1.0 -1.0 -1.0 141.077210947 34.5135204067 27.6714363098 1687.00268555 -24.165550413 -21.4079223321 -20.6332362982 135879 23.2766045371 187.358814212 157256 1 0.65953611169 -1.0 -1 NSA sdss 4 1.23766487136e+18 NSA -99.0 1.36385130882 0.449337512255 141.450424263,34.2768708872 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 141.426376343,34.6857299805 682 0.409339350734 197.693580037
27 1237667254007103520 162.303384997 27.922597647 3 GALAXY 1301925115335000 0 262144 0 268435456 0 15.7398 14.7659 14.3973 14.2036 14.1415 0.0102136 0.00175192 0.00229724 0.0396934 0.00847865 0.00984129 0.00300457 0.00324717 0.014473 0.0399317 0.0951969 0.0700449 0.0508024 0.0385219 0.0273125 15.4694 14.4421 14.0856 14.0213 14.0569 34.3442 38.1846 68.3158 36.6344 29.8123 8.24293 22.3627 -1000.0 20.1827 16.7572 29.6752 0.50682 29.6735 0.127407 29.6747 0.185801 29.6735 2.11019 29.6667 5.53194 0.351243 0.415956 0.398213 0.406707 0.345976 15.7901 0.0100623 14.535 0.00300612 14.1364 0.00324717 14.1324 0.014554 14.2282 0.0388516 20.121 0.0395117 19.7023 0.342563 19.5318 0.748493 19.541 0.40937 19.2099 0.740438 20.2252 0.037957 19.5744 0.324017 19.294 0.655109 19.334 0.300201 19.1627 0.579962 0.177241 0.0 0.0 0.125526 0.16115 0.983109 8.4071e-05 0.60367 -0.00543946 0.623409 -0.00431887 0.649234 -0.0057931 0.995189 -0.0106116 0.228073 30.6987 166.986 0.202683 37.1529 166.615 0.201084 38.2449 166.452 0.179801 31.9894 166.861 0.199944 26.5021 166.834 20.0735 0.8362 14.1364 0.00324717 15.6587 34.8794 14.462 24.0447421069 22.4312741145 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0047693 5.45618e-06 0 0.057699 0.058131 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 27.4359219675 193.294060765 108114 1 -1.0 -1.0 -1 NSA sdss 4 1.23766725401e+18 NSA nan 176.940093994 4.15342950821 162.303384997,27.922597647 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.482556000484 203.987019267
28 1237665225704079703 209.375005785 29.0581355972 3 GALAXY 35253393686800 1 0 0 268435456 0 19.6888 18.9801 18.8122 18.8437 18.9743 0.0677329 0.018121 0.0191502 0.147445 0.126977 0.148506 0.077922 0.117656 0.205897 0.465254 0.0619887 0.0456107 0.0330807 0.0250841 0.0177849 21.7299 21.8642 22.036 22.2811 21.8673 2.96988 1.51057 1.37735 7.35925 1.17565 -1000.0 0.203442 0.233135 -1000.0 1.13632 29.6716 2.79033 0.399036 0.585086 0.236122 0.575717 2.76851 5.63064 0.329968 5.283 0.340137 0.321525 0.753115 0.64805 0.05 18.9822 0.123841 21.8261 0.191222 22.069 0.331429 21.6884 0.367524 21.8507 1.33441 21.7944 0.141201 22.0602 0.120854 22.2535 0.164583 22.5609 0.242029 22.0044 0.491096 21.7588 0.137815 21.4532 0.0840116 21.4335 0.105444 21.3755 0.112563 21.1845 0.359113 1.0 1.0 0.0 0.0 1.0 -0.0135174 0.0703957 -0.0677834 0.0281024 0.0460815 0.00883587 -0.086613 -0.119592 -0.118591 0.0126613 0.12179 1.00546 112.026 0.420734 0.5138 88.3431 0.638936 0.347666 180.635 0.724341 1.12103 56.4075 0.0797111 0.472068 116.395 22.1562 0.136458 22.069 0.331429 0.679267 1.20144 22.1839 21.7703076978 23.3395860496 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.0075052 -1.0 0 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 209.23332661 29.1643608214 34.6221542358 2373.26416016 -23.442308486 -21.4262271888 -20.6601908111 94217 9.78951186068 98.5917678223 144164 1 -1.0 -1.0 -1 NSA ned 4 1.2376652257e+18 NSA nan 0.0 0.0 209.375005785,29.0581355972 135626.83+284737.6 209.111801147 28.7937984467 0.6943 18.424 0.022 18.116 0.016 18.078 0.02 18.037 0.017 18.075 0.03 0.069 20.093 0.0 0.0 0.0 -9.0 0.0 0.0 17.298 0.248 16.088 0.223 15.472 0.171 0.047 -24.83 0.092 0 1 1 1 1048578 1 0 0 0 1 0 0 4649 53148 53854 2116 50 40 6 166 71 1048578 1 0 0 0 1 0 0 18.416 0.022 18.091 0.016 18.058 0.02 18.023 0.017 18.072 0.03 587739721906913351 595832352098222080 6379289692951544285 209.111826747 28.7938969152 0.363570576631 1 3 157.805 11.1489 106.938 17.2833 18.4023 0.0767258 18.8301 0.175519 1 209.111801147,28.7937984467 -- 0.350633201422 211.877329936
29 1237661976551031005 193.837484187 8.21930199209 3 GALAXY 35253360132112 1 0 0 268435456 0 18.8367 17.7097 17.0278 17.1748 17.0202 0.0379526 0.00791858 0.00678018 0.00924177 0.0233854 0.0351222 0.00711841 0.00657559 0.00789319 0.0221841 0.167609 0.123325 0.0894459 0.0678241 0.0480881 18.7613 17.7163 17.2541 17.0661 16.9611 4.15337 4.95453 5.00798 5.05409 5.46842 0.470963 0.101962 0.104652 0.135816 0.428114 2.3838 0.484616 3.26641 0.138989 3.93569 0.144245 4.1693 0.140192 4.10634 0.552661 0.749983 0.80435 0.795449 0.763855 0.806979 18.9881 0.0365945 17.7218 0.00719733 17.1889 0.006702 16.9986 0.00804997 16.8379 0.0226387 19.9567 0.0414795 18.9854 0.0188144 18.6409 0.018238 18.4865 0.0182797 18.2749 0.0388082 20.1912 0.0450779 19.1449 0.00957139 18.7131 0.00892322 18.5109 0.0108561 18.3909 0.0280436 0.377845 0.419479 0.35145 0.284009 0.369546 -0.0588616 0.0577143 -0.0492632 0.0264641 -0.0553152 0.0345418 -0.0519652 0.0331688 -0.0442499 0.0542643 0.775923 1.58627 64.3218 0.829653 1.92726 78.9853 0.838266 2.01338 76.6712 0.80594 2.07259 75.9453 0.814408 2.03058 67.9569 19.4172 0.0118471 17.3436 0.00657559 2.34006 5.86247 17.2779 20.858672074 21.1195301353 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00943543 5.72838e-06 0 0.023515 0.010019 -1.0 -1.0 -1.0 -1.0 193.761909507 8.06553140244 40.0239448547 2782.87036133 -24.0466130859 -21.4110069871 -20.6415434476 162580 10.2604454133 119.456992933 77221 1 0.681128419161 -1.0 -1 NSA sdss 4 1.23766197655e+18 NSA nan 43.0518035889 1.07498884201 193.837484187,8.21930199209 125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 193.530136108,8.20126724243 -- 0.304732078048 212.870476515
30 1237667322180337732 177.518568227 26.4792599987 3 GALAXY 1319448581640240 0 0 0 268435456 0 14.0627 13.0119 12.4672 12.1698 11.9098 0.00421574 0.000747167 0.00370939 0.000753391 0.00146444 0.00411621 0.00188356 0.00183094 0.00184405 0.00247639 0.108041 0.0794952 0.0576565 0.0437192 0.0309975 14.5162 13.3009 12.7541 12.46 12.2251 20.6781 25.7792 26.1275 27.2065 26.633 2.04023 2.05808 2.18705 2.2972 2.40422 29.6702 0.650675 29.6758 0.349136 29.6754 0.35565 29.6806 0.306635 29.6789 0.506065 0.34967 0.448735 0.464219 0.496959 0.460156 14.6706 0.00412818 13.3749 0.00190342 12.8011 0.00184833 12.4754 0.00185857 12.2208 0.0024949 18.2615 0.0261537 17.2816 0.020974 17.0129 0.0142816 16.6855 0.0180438 16.155 0.021843 18.369 0.0139814 17.2848 0.00432167 16.663 0.00381528 16.3383 0.00310449 15.9642 0.00516806 0.200072 0.233034 0.26946 0.304517 0.351247 0.37153 0.02035 0.339007 0.0197543 0.330936 0.0232686 0.318959 0.0231184 0.324407 0.0253293 0.331979 14.318 3.05848 0.372743 16.9994 2.96543 0.374952 17.0638 2.99833 0.371587 17.1502 3.52939 0.328294 16.5327 4.75329 17.4511 0.00538415 12.8118 0.00183094 11.8487 30.6368 12.7791 20.9676199037 20.1429032394 13.561 0.059 13.038 0.087 12.708 0.074 sdss 0.00597414 8.47614e-06 0 0.027315 0.006828 -1.0 -1.0 -1.0 -1.0 177.289432823 27.0220371962 28.2770519257 1798.00280762 -23.5503485591 -21.2810329548 -20.5353964114 140301 34.8079177824 286.306277474 160627 1 0.815386719808 -1.0 -1 NSA zcat 4 1.23766732218e+18 NSA nan 0.0 0.0 177.518568227,26.4792599987 115054.51+260515.6 177.727157593 26.087688446 0.3166 18.775 0.029 18.78 0.042 18.358 0.019 18.591 0.027 17.565 0.03 0.101 20.265 0.0 0.0 0.0 -9.0 0.0 0.0 16.926 0.142 16.12 0.149 14.983 0.097 0.278 -22.391 -0.081 0 1 1 1 8388611 1 1 0 0 1 0 0 5087 53360 53793 2223 201 40 1 172 39 8388611 1 1 0 0 1 0 0 18.793 0.029 18.786 0.042 18.352 0.019 18.593 0.027 17.564 0.03 587741600418627623 625949913246597120 6378867439684291752 177.727047445 26.0879501707 1.00726746708 1 3 134.919 8.12537 92.3394 11.4946 18.5724 0.0654034 18.9894 0.135187 1 177.727157593,26.087688446 -- 0.433942488365 214.162620363
31 1237667253470494855 163.059035323 27.6233367484 3 GALAXY 35255507620112 1 0 0 268435456 0 18.0928 16.9422 16.4497 16.1666 16.0927 0.0490886 0.00608754 0.00621975 0.00901758 0.0222162 0.0340888 0.00643687 0.00679658 0.00914034 0.0245224 0.090771 0.0667884 0.0484405 0.036731 0.0260427 18.3236 17.1831 16.7257 16.4871 16.4016 43.777 11.1443 11.019 11.4351 8.89481 -1000.0 0.301192 0.250652 0.376077 0.567187 10.8688 1.54925 10.618 0.259916 12.3247 0.294932 13.4383 0.470827 12.2372 1.59743 0.846352 0.968019 0.939444 0.94999 0.8846 17.9066 0.0330266 17.1224 0.00669575 16.6411 0.00705501 16.3905 0.009455 16.4946 0.0244955 20.5793 0.0552028 19.7626 0.0221723 19.5888 0.0275843 19.5191 0.0352145 19.1473 0.0527479 20.6865 0.0569489 19.6302 0.0119892 19.25 0.0115528 19.0831 0.0142227 18.9994 0.047501 0.956662 0.284401 0.179138 0.116885 0.0 -0.0523468 -0.00551715 -0.00945264 0.00327622 -0.00949727 0.0015748 -0.0147504 -0.000200721 -0.0599021 0.0174534 0.788307 3.75152 68.905 0.990062 3.98191 62.4144 0.937147 4.52876 72.6082 0.957961 4.68347 63.3242 0.928267 4.28567 61.701 20.0355 0.0158343 16.7741 0.00679658 5.01541 12.4889 16.6944 22.0494717756 22.1913483105 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00528026 9.68623e-06 0 0.034894 0.013563 -1.0 -1.0 -1.0 -1.0 162.817546335 27.9750768335 24.2201843262 1414.00219727 -23.9379113088 -21.4519839112 -20.6566774471 138201 24.6893077201 173.943714663 108152 1 0.471128307531 -1.0 -1 NSA sdss 4 1.23766725347e+18 NSA nan 12.3368244171 0.815482497215 163.059035323,27.6233367484 105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 162.815643311,28.0908641815 -- 0.514671480739 217.562938089
32 1237651822173290812 217.700609655 3.79639167904 3 GALAXY 316730517885200 0 0 0 268435456 281474976710656 18.4127 17.5311 17.2207 17.0974 16.8151 0.0535548 0.0157259 0.0121553 0.0173116 0.0525928 0.469609 0.370279 0.636048 0.815461 0.978744 0.148716 0.109424 0.0793635 0.060179 0.0426676 22.7462 23.2934 24.001 24.3016 22.7842 1.08091 2.96978 2.97022 2.97025 2.97142 0.931006 -1000.0 -1000.0 -1000.0 -1000.0 0.00113295 29.7514 0.222337 7.861 0.261056 12.3031 0.00212994 0.0 0.0396189 0.0008073 0.106466 0.079085 0.0739216 0.0674949 0.05 22.8949 2.47232 23.346 0.593975 24.0166 1.72075 24.3618 1.0157 22.8269 245.208 22.855 0.595919 23.3995 0.396004 24.079 0.788068 24.3616 1.24615 22.8272 1.45009 21.3743 0.167337 20.5807 0.040347 20.3668 0.0481667 20.3146 0.0760592 20.2524 0.228507 1.0 0.0 0.0 1.0 0.0 -0.143212 0.0866458 0.0146165 -0.0919682 -0.0608859 0.0878284 -2.41229 -0.0345478 -2.41202 -0.0318182 0.05 0.00471635 44.2274 0.05 0.331645 18.8638 0.210152 0.328007 87.1251 0.0593754 0.00264176 141.409 0.05 0.0396189 122.087 21.2223 0.0708182 24.0166 1.72075 0.672841 1.19184 24.0313 23.5914552359 25.1662857829 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00559654 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 37.8100283076 274.010340108 18046 1 -1.0 -1.0 -1 NSA sdss 4 1.23765182217e+18 NSA -99.0 0.0 0.0 217.700609655,3.79639167904 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.521021914725 226.556197074
33 1237651822173093898 217.232775133 3.85156150737 3 GALAXY 105656463917400 0 0 0 268435456 0 18.6651 17.4272 16.8034 16.5024 16.464 0.0782342 0.0109217 0.00994039 0.0127686 0.0452137 0.122116 0.0122805 0.0121535 0.0128821 0.0552232 0.149515 0.110012 0.0797898 0.0605022 0.0428968 19.5432 17.8402 17.2153 16.953 16.8987 4.97517 9.80098 18.024 8.96857 8.69176 4.82861 0.332498 -1000.0 0.414124 0.605058 12.2367 9.77026 16.3078 0.837338 18.683 1.14024 19.1287 0.951763 12.3262 2.65169 0.327982 0.599962 0.550037 0.527907 0.666195 20.0377 0.156054 17.9119 0.0122736 17.2951 0.0121535 17.058 0.0128721 17.0183 0.0637259 21.9394 0.195021 20.3982 0.0534879 20.132 0.0394532 19.959 0.0390162 19.5576 0.10112 21.9089 0.199033 20.4538 0.0502459 19.8211 0.030723 19.5256 0.0306669 19.3719 0.0898793 0.0 0.0 0.0 0.0 0.0 -0.227942 0.286034 -0.132269 0.0432754 -0.130055 0.0590146 -0.155186 0.0617361 -0.103724 0.0499351 0.415619 4.249 68.1177 0.628741 5.53508 68.4436 0.598098 5.45949 67.8256 0.575125 5.32734 66.4188 0.644272 4.78124 71.1975 20.6077 0.0424641 17.2951 0.0121535 4.15165 8.71886 17.3858 22.9762985582 22.4723895485 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00559871 9.61518e-05 0 0.044152 0.030196 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 38.7229048331 280.625705502 18057 1 0.312917851718 -1.0 -1 NSA sdss 4 1.23765182217e+18 NSA nan 0.781640172005 1.16349101067 217.232775133,3.85156150737 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.528425563612 229.7755291
34 1237648721248845970 221.316115836 -0.159937082521 3 GALAXY 105587744575576 0 0 0 268435456 0 16.5779 15.4534 14.9999 14.748 14.6104 0.0132031 0.00307767 0.00244978 0.00311895 0.00910513 0.0146661 0.00419994 0.00439184 0.00559093 0.17522 0.193776 0.142579 0.10341 0.0784126 0.0555955 16.603 15.4781 15.0073 14.8393 15.5281 14.8841 15.0175 17.0154 15.7295 13.1781 0.566606 0.415441 0.441515 0.367411 0.347179 23.8172 1.15182 25.356 0.350364 29.6632 0.529713 29.6622 0.69457 13.5356 9.47236 0.715968 0.629328 0.64502 0.59692 0.422398 16.8917 0.0149555 15.6725 0.00417691 15.1107 0.00439184 14.938 0.00558602 15.4109 0.253963 20.394 0.0570104 19.6403 0.0194839 19.4335 0.0209814 19.1559 0.0217439 19.2875 0.0562016 20.1335 0.0347685 19.1235 0.00861023 18.7472 0.00822442 18.5638 0.0100939 18.4445 0.0323903 0.08505 0.0 0.0 0.0 0.0 0.0433737 -0.0172328 0.0648738 -0.00681728 0.0495119 -0.00851707 0.0577374 -0.00952559 0.0486287 -0.0101198 0.752951 7.38484 146.237 0.650006 9.01963 143.582 0.653908 10.0704 140.209 0.649841 9.658 141.969 0.605148 8.21325 141.068 19.6061 0.012202 15.1107 0.00439184 9.56603 26.3096 15.1211 21.8990158424 21.6236680132 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00563 1.43632e-05 0 0.062095 0.033155 -1.0 -1.0 -1.0 -1.0 221.546363418 -0.222941918742 25.3928050995 1659.35534668 -23.5856057576 -20.9440133043 -20.1961595424 165536 Dune 14.3430721256 105.944330002 2579 1 0.728516178787 -1.0 -1 AAT /Spectra/Final/AAT/Dune_1_MG.mz 4 201.0 AAT -99.0 6.01830720901 0.51613008976 221.316115836,-0.159937082521 144646.37-003143.7 221.693222046 -0.52883297205 0.6976 18.208 0.016 17.812 0.015 17.889 0.02 17.94 0.019 17.865 0.02 0.218 20.563 0.0 0.0 0.0 -9.0 0.0 0.0 16.824 0.16 16.117 0.16 15.022 0.147 0.197 -24.999 -0.17 0 1 1 0 1048578 1 0 0 0 1 0 0 756 51259 51662 308 181 44 2 707 133 1048580 1 0 0 0 1 0 0 18.157 0.011 17.814 0.004 17.895 0.005 17.947 0.006 17.847 0.016 588848899394044037 86916180186497024 LBQS 1444-0019 2934273415616402722 221.69354922 -0.528603313859 1.43899343697 0 3 216.037 2.56223 98.1816 3.13414 18.0613 0.0128801 18.9228 0.0346672 2 221.693222046,-0.52883297205 -- 0.527529754463 233.794885995
35 1237655369832267945 217.94533575 58.0087096127 3 GALAXY 193617394274392 0 0 0 268435456 0 16.9431 15.8456 15.3844 15.1581 15.007 0.029921 0.00384011 0.0037566 0.0175066 0.0171543 0.0222966 0.00448064 0.00444744 0.00579007 0.0181076 0.0545957 0.040171 0.0291354 0.0220925 0.0156638 17.4537 16.2423 15.7784 15.56 15.4076 17.6822 16.4561 17.0361 17.4601 14.5501 4.23944 0.712906 0.87078 0.709129 0.681601 29.6653 3.37899 29.6624 0.649263 29.6634 0.662435 29.6704 0.816306 29.6697 1.34272 0.417996 0.458523 0.502005 0.522656 0.455553 17.4405 0.0233947 16.2283 0.00460892 15.7429 0.00457053 15.5172 0.00590213 15.4561 0.0180968 20.4419 0.0519092 19.525 0.0237949 19.076 0.0189971 19.0009 0.0243701 18.7541 0.0539807 20.6442 0.0530855 19.5373 0.0111511 19.1165 0.0106199 18.9296 0.0145816 18.7006 0.0445885 0.178629 0.0841764 0.0762156 0.0500963 0.0 0.218122 -0.0402224 0.192776 -0.040409 0.182827 -0.0356188 0.170378 -0.0315868 0.209678 -0.0367132 0.439044 9.2111 192.164 0.490161 9.63764 193.227 0.519688 9.58259 193.389 0.525929 9.80462 192.961 0.494661 9.47722 191.421 19.9402 0.0153148 15.8075 0.00444744 7.66509 18.4114 15.7927 22.7103600833 22.2107608668 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00611507 1.2363e-05 0 0.024297 0.008166 -1.0 -1.0 -1.0 -1.0 218.023327874 57.9214670755 31.0084629059 1898.39074707 -24.167001517 -21.4439518351 -20.7176184494 165153 5.78616609509 52.1911717111 28287 1 0.639401594006 -1.0 -1 NSA sdss 4 1.23765536983e+18 NSA nan 8.07443714142 0.690588712692 217.94533575,58.0087096127 143125.29+573427.6 217.855407715 57.5743408203 0.709 18.553 0.022 18.297 0.03 18.397 0.016 18.506 0.014 18.464 0.042 0.052 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 17.041 0.328 0.0 0.0 15.25 0.24 0.076 -24.405 -0.192 0 1 1 1 1048578 1 0 0 0 1 0 0 2304 52047 52441 790 182 41 2 310 78 1048578 1 0 0 0 1 0 0 18.545 0.017 18.334 0.012 18.427 0.016 18.507 0.011 18.436 0.038 588011123047268430 222590464744751104 SDSS J143125.29+573427.6 6374469445786537230 217.855376194 57.5737578722 2.09949524155 1 3 162.431 12.7257 123.622 11.7618 18.3709 0.0850829 18.6727 0.103326 1 217.855407715,57.5743408203 -- 0.437005272332 236.507154488
36 1237664871896907945 140.813271688 34.7343539788 3 GALAXY 193585182019600 1 0 0 268435456 0 16.0578 14.8697 14.3956 14.1416 13.9957 0.016509 0.00231375 0.00212026 0.00254027 0.0206847 0.0307999 0.00577375 0.00366624 0.00416971 0.0089459 0.0931295 0.0685238 0.0496992 0.0376854 0.0267194 16.3425 14.9934 14.5374 14.3112 14.2182 25.1146 27.6842 28.5145 27.0098 24.2988 0.579898 0.501801 0.563547 0.526601 0.535416 29.6623 3.98504 29.6727 0.23172 29.6682 0.481794 29.6601 0.545075 29.667 0.89311 0.864884 0.915094 0.758112 0.784043 0.982083 16.4677 0.0306956 15.0727 0.00577063 14.5871 0.00366624 14.3734 0.00416754 14.3262 0.00897164 21.2005 0.0952544 20.2009 0.0225864 19.5565 0.0213346 19.2935 0.0176091 19.1459 0.0698363 20.9992 0.0794607 19.7173 0.0126069 19.1391 0.0107389 18.8134 0.0113894 18.6634 0.0450764 0.0 0.0 0.0 0.0 0.0257233 -0.0358137 0.00684353 -0.0218374 0.00480451 -0.0204345 0.00688448 -0.0154258 0.00636465 -0.0179979 0.00485366 0.649841 15.7261 59.0609 0.684749 15.8797 60.4373 0.673575 16.204 59.3172 0.66571 15.8757 58.5422 0.634213 15.1034 56.5051 19.9415 0.0147515 14.5871 0.00366624 12.8543 25.5421 14.6499 22.6306402793 22.190590712 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00521147 2.96732e-05 0 0.01437 0.006715 -1.0 -1.0 -1.0 -1.0 141.077210947 34.5135204067 27.6714363098 1687.00268555 -24.165550413 -21.4079223321 -20.6332362982 135879 18.5836976635 149.584927582 50608 1 0.664584887345 -1.0 -1 NSA sdss 4 1.2376648719e+18 NSA nan 3.09522294998 0.59254604578 140.813271688,34.7343539788 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 141.426376343,34.6857299805 682 0.5063384453 244.540036969
37 1237654381982777687 154.300660995 58.5392741055 3 GALAXY 105555532321368 0 0 0 268435456 0 18.5376 17.7102 17.4582 17.3738 17.3917 0.0229088 0.00697469 0.00625486 0.0494695 0.0358835 0.0411633 0.009732 0.0122612 0.0165264 0.0531301 0.0483243 0.0355565 0.0257886 0.0195547 0.0138645 18.5118 17.6441 17.4211 17.3075 17.3424 7.90489 9.45046 9.96037 9.65947 22.9486 0.766706 0.454416 0.413069 0.390776 1.45836 15.3519 2.2732 19.1247 0.681015 19.9777 0.936011 20.5993 1.35518 29.6687 7.49384 0.376179 0.417696 0.450004 0.450095 0.423683 18.707 0.0406958 17.7192 0.0097158 17.4468 0.0122612 17.3313 0.016522 17.2564 0.0529603 21.0796 0.0767127 20.5252 0.0289076 20.3916 0.0330139 20.4217 0.0425738 20.4987 0.132979 20.9373 0.0681592 20.2588 0.0225183 20.0833 0.0252898 20.0455 0.0290579 19.99 0.110548 0.0209734 0.0 0.0 0.0 0.0 -0.12473 0.133176 -0.178947 0.0665444 -0.160778 0.0599701 -0.165203 0.0797821 -0.260787 0.0912758 0.400006 5.64074 34.3992 0.44426 6.4434 37.9929 0.481337 6.56775 38.6094 0.47123 6.59417 36.8409 0.462135 7.26794 42.4106 20.9163 0.0364413 17.4468 0.0122612 4.6359 9.56048 17.5112 23.5293768298 22.8373312519 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.007625 -1.0 0 0.024138 0.011549 -1.0 -1.0 -1.0 -1.0 154.887594727 58.2057929366 34.4950637817 2099.41015625 -23.2068662847 -21.099767139 -20.340329375 16559 27.2352044401 273.280828777 16572 1 0.414566374504 -1.0 -1 NSA sdss 4 1.23765438198e+18 NSA nan 0.0 0.0 154.300660995,58.5392741055 101443.13+581743.3 153.679718018 58.2953834534 0.9296 17.847 0.017 17.577 0.026 17.365 0.024 17.472 0.015 17.432 0.022 0.039 19.964 0.0 0.0 0.0 -1.753 2.222 8.44 16.407 0.121 16.485 0.231 15.387 0.174 0.665 -26.091 0.053 0 1 1 0 134224898 1 0 0 1 0 0 0 1896 51875 52316 559 253 41 3 62 13 135273476 1 0 0 1 1 0 0 17.845 0.02 17.536 0.011 17.365 0.015 17.466 0.013 17.407 0.019 588009371221229581 157569208551473152 SDSS J101443.12+581743.3 6373624975759249304 153.679528687 58.2950580454 1.22500969703 1 3 358.06 12.0501 127.462 10.9607 17.5127 0.0365479 18.6394 0.0933874 2 153.679718018,58.2953834534 -- 0.406496031103 244.731926838
38 1237651735757259099 180.636494306 1.95802947978 3 GALAXY 281543964623104 0 0 0 268435456 281474976710656 26.9357 19.2637 18.6728 18.9803 26.7732 3.48973 0.0899796 0.0839212 0.173803 0.658678 3.48973 0.0899796 0.0839212 0.173803 0.658678 0.115032 0.0846394 0.0613876 0.0465483 0.0330033 26.8206 19.1791 18.6114 18.9337 26.7402 2.97098 2.97006 258.374 2.96948 2.97022 -1000.0 -1000.0 -1000.0 -1000.0 -1000.0 2.12566 3.65126 29.6753 2.31745 27.1824 8.31657 29.6695 2.53441 0.00358716 27.1103 0.05 0.623367 0.999923 0.952344 0.0501283 21.8828 0.386924 19.1192 0.0916567 17.2244 0.0721443 18.0551 0.166074 22.1379 0.697607 22.5648 0.410591 22.7915 0.178714 22.782 0.271717 23.0981 0.472571 22.0059 0.635566 23.3443 0.69363 22.7732 0.188145 22.6497 0.264579 22.8432 0.479258 22.1462 0.862093 1.0 0.337854 0.301263 0.0654641 1.0 -0.191439 0.930425 -0.0791527 0.00684313 -0.136734 0.142043 0.126804 0.243481 -0.424756 -3.02252 0.05 3.41202 63.378 0.344957 17.0706 153.516 0.374638 57.5764 150.554 0.679342 24.642 146.598 0.300015 0.000382415 90.4881 23.3621 0.323969 16.9897 0.0668231 3.80096 5.55442 20.4335 27.7863323159 25.3284160846 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00696 -1.0 -1 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 180.676016887 1.97680307584 29.5167789459 1961.1427002 -23.5937112884 -21.1342690305 -20.2948408798 13927 Sopranos 2.62402526069 22.5300963717 -1 1 0.224393357319 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0316_1.zlog 4 88.0 MMT -99.0 -99.0 -99.0 180.636494306,1.95802947978 120233.08+022559.7 180.637863159 2.43326592445 0.273 17.299 0.061 17.322 0.016 17.27 0.023 17.339 0.026 16.899 0.023 0.142 20.272 0.0 0.0 0.0 -1.398 3.014 11.88 15.954 0.087 15.153 0.084 13.982 0.061 0.106 -23.308 -0.313 0 1 1 0 7171 1 1 0 1 0 0 0 1458 51668 52017 516 112 40 3 373 20 7173 1 1 0 1 0 0 0 17.29 0.011 17.295 0.018 17.261 0.012 17.264 0.017 16.853 0.036 587726015069224980 145464499766296576 SDSS J120233.08+022559.7 6379113808672066821 180.637932663 2.43328680621 0.261046830243 1 3 307.78 9.42953 315.524 18.6649 17.677 0.0332721 17.6553 0.0642425 2 180.637863159,2.43326592445 -- 0.475238413161 244.826186276
39 1237661385996304558 219.746469375 51.1207294493 3 GALAXY 1161118907240464 1 0 0 268435456 0 16.2739 14.9401 14.1672 13.7726 13.4781 0.0158723 0.00386341 0.00150707 0.00144601 0.00392446 0.01229 0.00299554 0.0025278 0.00250468 0.0043339 0.0918041 0.0675486 0.0489919 0.037149 0.0263391 16.3013 14.93 14.2152 13.8339 13.5704 32.5007 28.6351 27.3927 27.5291 23.6354 10.7959 6.69078 6.78224 6.6706 5.61223 29.6707 1.32139 29.6668 0.689916 29.6683 0.390709 29.6704 0.344739 29.6757 0.327495 0.310805 0.272998 0.290023 0.292361 0.221219 16.2047 0.0122126 14.9456 0.00301529 14.2451 0.00255124 13.8566 0.00252822 13.6261 0.00438636 20.2391 0.0426739 18.6957 0.0204522 18.1611 0.0121724 17.7114 0.0190451 17.2968 0.0222477 20.0652 0.0341115 18.5716 0.00643389 17.7882 0.00489462 17.3732 0.00458956 17.0529 0.00949204 0.0330692 0.128521 0.188184 0.232002 0.205618 -0.247824 0.049361 -0.23869 0.0549395 -0.245208 0.0599471 -0.23527 0.0582414 -0.245678 0.0603007 0.16326 23.2964 88.297 0.175382 19.5681 88.4036 0.179135 18.2818 88.4124 0.179559 17.8477 88.4096 0.173328 16.8425 88.3188 18.5611 0.00687529 14.2642 0.0025278 11.6022 30.1789 14.2464 22.5696929853 21.5645481146 15.001 0.093 13.393 9999.0 13.186 9999.0 sdss 0.00734741 1.90168e-05 0 0.031587 0.010282 -1.0 -1.0 -1.0 -1.0 219.378245591 51.5619057983 33.5779571533 2184.16748047 -23.1846724669 -20.5035363142 -19.6257772249 165316 29.8548609444 291.601652952 53401 1 0.664789585763 -1.0 -1 NSA sdss 4 1.237661386e+18 NSA nan 4.18224000931 0.397005200386 219.746469375,51.1207294493 143726.14+504555.8 219.358917236 50.7655258179 0.7834 17.934 0.025 17.574 0.037 17.461 0.015 17.603 0.023 17.393 0.026 0.065 20.286 0.0 0.0 0.0 -1.337 5.7 13.48 16.343 0.146 15.972 0.209 15.764 0.258 0.489 -25.556 0.013 0 1 1 1 7171 1 1 0 1 0 0 0 3177 52402 52460 1046 627 40 6 85 17 8395779 1 1 0 1 1 0 0 17.89 0.014 17.544 0.013 17.452 0.017 17.605 0.012 17.394 0.019 587733399709745169 294648142253522944 SBS 1435+509 6374610141398960849 219.358895028 50.7657773838 0.907047846424 1 3 261.879 9.76714 118.236 10.5954 17.8523 0.0405038 18.721 0.0973187 1 219.358917236,50.7655258179 570 0.431043837875 252.611477536
40 1237663277925204111 354.195229736 0.62342377148 3 GALAXY 193514315059288 0 0 0 268435456 0 17.2096 16.1591 15.7093 15.4802 15.3143 0.0141356 0.00253371 0.00258019 0.00344502 0.00955682 0.0332091 0.0065437 0.0117326 0.0288206 0.0260572 0.17593 0.129448 0.0938862 0.0711911 0.0504754 17.4327 16.3483 15.9147 15.7823 15.6964 19.6363 19.9971 20.4682 19.2061 17.2435 1.39175 0.348307 0.430858 9.68542 8.90673 26.8261 3.43616 29.6696 0.511033 28.0882 1.22865 23.8191 2.07604 29.6746 1.12772 0.552452 0.732989 0.736646 0.693684 0.783456 17.3208 0.0328345 16.4122 0.00662894 16.0086 0.0117326 15.8685 0.0286715 15.788 0.025914 21.1822 0.0792113 20.539 0.0914372 20.4745 0.221568 20.759 0.391027 20.0538 0.314924 20.715 0.0565932 20.1267 0.0730835 19.7495 0.172945 19.6649 0.239339 19.5539 0.220719 0.697009 0.0546467 0.0 0.0 0.0 -0.0606216 -0.0243309 -0.0678425 -0.0194522 -0.0648828 -0.0169603 -0.0680197 -0.0122782 -0.11418 -0.0100415 0.539726 9.53908 116.834 0.660911 11.3093 121.072 0.755666 10.4549 129.287 0.745519 10.1142 134.738 0.62908 10.8376 118.437 20.5387 0.238487 16.0086 0.0117326 11.0695 23.8322 16.0004 22.9253615479 22.8843792421 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.008825 5.42653e-06 0 0.016315 0.007464 -1.0 -1.0 -1.0 -1.0 354.13105403 0.297265046422 34.7674179077 2556.75927734 -23.3869421766 -21.3985522336 -20.6070086585 61945 AnaK 19.9443960068 201.705159585 5538 1 0.766548234467 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2014.1123_4.zlog 4 133.0 MMT -99.0 150.99987793 5.31125164032 354.195229736,0.62342377148 233816.42+005029.8 354.568450928 0.841624975204 0.1829 19.167 0.033 18.872 0.019 18.172 0.017 17.674 0.02 17.546 0.022 0.174 20.598 0.0 0.0 0.0 -9.0 0.0 0.0 15.91 0.089 15.146 0.092 14.399 0.077 0.124 -22.046 0.578 1 1 1 0 66 1 0 0 0 0 0 1 3325 52522 51877 385 332 41 6 71 154 68 1 0 0 0 0 0 1 19.12 0.022 18.739 0.007 18.079 0.006 17.625 0.006 17.309 0.015 588015510340698266 108590677444526080 2MASX J23381647+0050302 2907709214689341720 354.568460527 0.841789510974 0.59333577602 0 3 110.764 1.46529 103.196 1.93855 18.7866 0.0143665 18.8687 0.0204006 4 354.568450928,0.841624975204 -- 0.432299534285 262.321914415
41 1237661972263141387 193.79261201 7.91785110827 3 GALAXY 1301856397168732 0 0 0 268435456 0 15.9004 15.0678 14.5952 14.4146 14.2541 0.014214 0.00752831 0.0026764 0.00334738 0.00951851 0.0117242 0.00315045 0.00378979 0.00427735 0.0110884 0.203492 0.149727 0.108595 0.0823442 0.058383 15.3417 14.5021 14.0571 13.8326 13.7103 32.8861 30.4851 31.774 32.3351 29.2109 3.28933 1.00297 1.24966 1.02326 0.797629 19.9571 0.819482 29.6718 0.340292 29.6692 0.58511 29.6663 0.734827 29.6687 1.3932 0.86118 0.865651 0.912622 0.91043 0.880168 15.9016 0.011592 14.7783 0.00321728 14.3734 0.00390331 14.1331 0.00439292 14.0125 0.0114429 19.635 0.0440665 18.9509 0.019525 19.0668 0.0179801 18.8439 0.0182536 18.4104 0.0257044 19.4045 0.0229268 18.625 0.00647063 18.2281 0.00583739 18.0887 0.00712131 17.9053 0.0174445 1.0 0.775025 0.540842 0.496679 0.516719 0.0259339 -0.0171696 0.0692818 0.00984077 0.0594451 0.011101 0.0843506 0.0109538 0.0705651 0.00534529 0.830821 7.00285 113.935 0.719165 13.4938 166.637 0.751034 14.5476 164.139 0.70652 15.3731 166.235 0.723698 13.9992 164.368 19.0245 0.00817123 14.6833 0.00385102 13.1991 29.1134 14.6012 22.4927502125 22.1993889935 16.314 0.196 14.899 9999.0 14.367 9999.0 sdss 0.00884125 5.89808e-06 0 0.009882 0.007032 -1.0 -1.0 -1.0 -1.0 193.761909507 8.06553140244 40.0239448547 2782.87036133 -24.0466130859 -21.4110069871 -20.6415434476 162580 9.04501364789 105.306392212 169959 1 0.707384465702 -1.0 -1 NSA sdss 4 1.23766197226e+18 NSA -99.0 102.553634644 1.75082600117 193.79261201,7.91785110827 125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 193.530136108,8.20126724243 -- 0.384530797136 268.613841199
42 1237665225704079377 209.291391212 29.2195794233 3 GALAXY 35253360136208 1 0 0 268435456 0 17.7036 17.0744 16.9851 16.9938 16.9196 0.0214953 0.00490033 0.00505783 0.00734483 0.0177601 0.0144514 0.00471641 0.00508976 0.0068334 0.0210273 0.0875129 0.0643912 0.0467019 0.0354126 0.025108 17.8554 17.146 17.0364 17.135 17.1088 3.38831 3.76742 4.16115 4.33282 4.00682 0.122103 0.113576 0.0990966 0.113417 0.168167 2.00434 0.147746 2.52707 0.0545691 3.493 0.0669262 4.59576 0.134819 4.5139 0.442588 0.525997 0.585444 0.615929 0.609764 0.566115 17.9661 0.0142303 17.1862 0.00473589 16.9698 0.00517208 17.0803 0.00687854 17.1218 0.0221335 18.8549 0.0215805 18.3795 0.0258088 18.5463 0.0183059 18.9221 0.0179243 18.7366 0.0381044 18.9111 0.017089 18.3338 0.00526473 18.2792 0.00651737 18.4031 0.00920043 18.3093 0.0282697 0.449343 0.298866 0.314723 0.0582046 0.0 0.158762 -0.0779529 0.13949 -0.0644154 0.124316 -0.0811029 0.121604 -0.0801958 0.144922 -0.0815613 0.55762 1.51079 179.462 0.587356 1.84622 178.521 0.621875 1.99024 177.17 0.639595 2.18442 176.563 0.610114 2.04629 175.319 18.9786 0.00874158 17.0831 0.00508976 1.96221 4.90292 17.0256 20.5730949904 20.4847860251 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00749327 2.92349e-06 0 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 209.23332661 29.1643608214 34.6221542358 2373.26416016 -23.442308486 -21.4262271888 -20.6601908111 94217 4.49725981 45.2926840603 94214 1 0.73763276133 -1.0 -1 NSA sdss 4 1.2376652257e+18 NSA nan 233.534957886 3.78387832642 209.291391212,29.2195794233 135626.83+284737.6 209.111801147 28.7937984467 0.6943 18.424 0.022 18.116 0.016 18.078 0.02 18.037 0.017 18.075 0.03 0.069 20.093 0.0 0.0 0.0 -9.0 0.0 0.0 17.298 0.248 16.088 0.223 15.472 0.171 0.047 -24.83 0.092 0 1 1 1 1048578 1 0 0 0 1 0 0 4649 53148 53854 2116 50 40 6 166 71 1048578 1 0 0 0 1 0 0 18.416 0.022 18.091 0.016 18.058 0.02 18.023 0.017 18.072 0.03 587739721906913351 595832352098222080 6379289692951544285 209.111826747 28.7938969152 0.363570576631 1 3 157.805 11.1489 106.938 17.2833 18.4023 0.0767258 18.8301 0.175519 1 209.111801147,28.7937984467 -- 0.453825907301 274.233646742
43 1237658298454704487 145.759229254 5.02838334971 3 GALAXY 2450614517832 0 0 0 268435456 0 16.0876 15.304 15.0361 14.7778 13.9114 0.0754449 0.0110929 0.0200865 0.0226705 0.0314598 0.0598057 0.01375 0.0168843 0.0174397 0.0586199 0.271271 0.199598 0.144765 0.109771 0.0778292 18.5402 17.6662 17.4074 17.3178 17.3735 13.5545 15.9212 17.182 18.367 7.6603 0.166928 2.48007 3.62094 1.87264 3.64931 29.6661 6.45577 29.67 2.20739 29.6718 1.60902 29.6685 2.84663 0.115077 0.243156 0.251735 0.249452 0.254509 0.303977 0.999691 18.6934 0.0592692 17.8535 0.0137357 17.5389 0.0169861 17.3886 0.017389 17.663 0.0560726 21.6383 0.130961 21.0285 0.0413978 20.6658 0.0411634 20.4827 0.044854 20.3922 0.120007 21.9426 0.160522 20.9318 0.0303608 20.6232 0.0332741 20.49 0.0423698 20.3383 0.122696 0.0 0.0 0.0178909 0.0 0.0 0.37894 0.0229096 0.395467 -0.0661754 0.399285 -0.0671004 0.329571 -0.0495175 0.221633 -0.10197 0.243873 12.1477 169.521 0.229059 11.0809 159.654 0.24376 10.7337 161.652 0.291284 10.4127 160.899 0.341252 7.16885 149.601 21.4324 0.047085 17.5522 0.0168843 7.59552 21.7456 17.4672 24.7014162023 23.8654264782 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00647782 4.29036e-05 0 0.018956 0.010395 -1.0 -1.0 -1.0 -1.0 145.224711158 5.16581059483 30.9923744202 1966.00305176 -23.7952546178 -21.3384172205 -20.4218476383 157374 32.9741004495 297.267386258 136044 1 0.467970391379 -1.0 -1 NSA ned 4 1.23765829845e+18 NSA -99.0 0.0 0.0 145.759229254,5.02838334971 094331.61+053131.4 145.881729126 5.52541399002 0.5645 17.485 0.023 17.158 0.026 17.052 0.017 16.907 0.021 17.003 0.018 0.213 20.529 15.161 22.518 0.172 -9.0 0.0 0.0 16.007 0.102 15.362 0.101 14.487 0.105 0.149 -25.515 0.114 0 1 1 1 10 1 0 1 0 0 0 0 2986 52318 52710 993 147 40 3 182 128 10 1 0 1 0 0 0 0 17.472 0.016 17.174 0.015 17.082 0.012 16.932 0.016 17.013 0.018 587732577766736000 279731040216416256 SDSS J094331.61+053131.4 6382702551274359660 145.881769536 5.52542996219 0.155797680291 1 3 258.27 7.2314 178.323 12.6499 17.8674 0.0304073 18.2749 0.0770392 2 145.881729126,5.52541399002 477 0.511779887274 276.831452891
44 1237651754563534962 217.331575408 2.71056254304 3 GALAXY 35253360136208 1 0 0 268435456 0 18.1257 16.8225 16.1788 15.8709 15.6714 0.0447718 0.00687373 0.0050556 0.00596947 0.0159992 0.0428439 0.00693609 0.00542082 0.00605503 0.0187446 0.155648 0.114524 0.0830625 0.0629838 0.0446563 18.1216 16.7502 16.1266 15.8373 15.6916 11.3586 11.1396 11.3964 11.8953 10.3625 1.12889 0.199732 0.180586 0.247775 0.750816 15.6559 2.54575 15.3457 0.438391 15.5535 0.295462 16.6633 0.401053 15.3558 1.06069 0.765473 0.75794 0.829738 0.820393 0.799195 18.2632 0.0436586 16.85 0.00700913 16.1459 0.00556623 15.8147 0.00624872 15.7836 0.0205605 21.1011 0.0914251 19.8364 0.023976 19.2425 0.0212056 18.9138 0.0214542 18.8976 0.0434218 20.9424 0.0812671 19.544 0.012595 18.8892 0.0107143 18.6076 0.0116107 18.4232 0.0310543 0.0 0.0300455 0.0783444 0.0803916 0.00476313 -0.0792158 -0.00437541 -0.0583905 -0.0114343 -0.0505668 -0.00881169 -0.0396677 -0.0133954 -0.0361231 -0.0113756 0.802611 5.51067 126.813 0.784436 5.45184 112.135 0.80967 5.43028 111.931 0.808339 5.49296 112.668 0.811951 5.10654 116.074 19.684 0.0150929 16.2096 0.00542082 5.19868 12.4122 16.1732 21.8791864977 21.7481367704 16.563 0.202 15.002 9999.0 14.959 9999.0 sdss 0.00600104 9.02522e-06 0 0.037623 0.017429 -1.0 -1.0 -1.0 -1.0 217.418221981 3.23331276841 24.9139499664 1622.00256348 -23.72792848 -20.9902593754 -20.2234829752 165082 31.7925336852 230.402748006 15164 1 0.663657968105 -1.0 -1 NSA sdss 4 1.23765175456e+18 NSA nan 19.3170814514 0.846030056477 217.331575408,2.71056254304 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 217.419769287,3.35718798637 43 0.65259539771 283.768354755
45 1237664669510402089 158.844694982 37.6716108682 3 GALAXY 1161153266978832 1 0 0 268435456 0 15.4949 14.7524 14.4979 14.4427 14.3479 0.0244753 0.00154261 0.00151738 0.00196871 0.00459876 0.00512904 0.00228815 0.00226863 0.0025975 0.00552382 0.106893 0.0786506 0.057044 0.0432547 0.0306681 15.5176 14.802 14.5161 14.4158 14.3286 8.02829 9.86412 11.0676 12.6693 12.2273 0.313633 0.495665 0.549493 0.635741 0.755117 10.0218 0.150902 11.8685 0.0881984 14.3708 0.106125 16.888 0.144003 19.1206 0.334404 0.602845 0.562355 0.563427 0.571719 0.555964 15.6673 0.0051148 14.8683 0.00231319 14.5138 0.00231118 14.3142 0.00266036 14.2559 0.00573352 17.9911 0.0222435 17.8405 0.0181862 17.6621 0.0206179 17.5958 0.0176076 17.5591 0.0219809 18.0991 0.0116459 17.4726 0.00331855 17.26 0.00322396 17.1949 0.00424048 17.0769 0.00965345 0.156131 0.187555 0.190758 0.186748 0.129223 -0.14683 0.0277896 -0.153571 0.0303792 -0.136138 0.0334028 -0.128592 0.0235097 -0.136218 0.025013 0.61296 4.89185 57.9906 0.572064 5.98491 54.2022 0.58339 6.39165 53.4011 0.562146 6.95421 53.9503 0.565261 6.51451 54.4404 18.0544 0.00455506 14.5731 0.00226863 5.22906 14.4434 14.514 20.5966136587 20.1015386393 14.464 9999.0 14.638 0.122 13.606 9999.0 sdss 0.00567336 3.69952e-06 0 0.009549 0.006667 -1.0 -1.0 -1.0 -1.0 159.067726542 37.3246831431 26.7778625488 1567.51379395 -23.7516748644 -20.9719306161 -20.336303001 158541 23.3697389955 182.034012524 88142 1 0.72685501191 -1.0 -1 NSA sdss 4 1.23766466951e+18 NSA nan 84.213218689 1.25039458275 158.844694982,37.6716108682 103645.15+370701.2 159.188140869 37.1170272827 0.8105 17.086 0.014 16.912 0.017 16.912 0.018 17.073 0.013 17.011 0.018 0.074 20.212 0.0 0.0 0.0 -1.49 2.914 5.2 16.114 0.087 15.756 0.128 15.137 0.126 0.075 -26.172 -0.129 0 1 1 1 9444354 1 0 0 1 1 0 0 3900 52755 53446 2096 448 41 4 239 36 9444354 1 0 0 1 1 0 0 17.111 0.014 16.933 0.017 16.926 0.018 17.087 0.013 17.045 0.018 588017978884161572 590201101886685184 SDSS J103645.15+370701.3 6374082376891368263 159.187921083 37.1172742775 1.09028269951 1 3 374.867 12.1158 133.117 11.8234 17.4629 0.0350998 18.5923 0.0964582 1 159.188140869,37.1170272827 -- 0.61807230001 288.863424768
46 1237667429571887171 177.348303087 26.7416474578 3 GALAXY 105622104313944 0 0 0 268435456 0 15.6709 14.4815 13.9029 13.5636 13.3637 0.0104167 0.00244998 0.00164902 0.00173948 0.00454454 0.0147116 0.00401705 0.00543469 0.00613296 0.0185775 0.108638 0.0799347 0.0579753 0.0439609 0.0311688 15.7853 14.4383 13.8773 13.5938 13.4308 32.4391 34.1883 33.0404 33.4686 31.5711 7.82012 7.9603 8.5493 7.09444 9.83081 29.6739 1.39727 29.6776 0.185452 29.6765 0.258463 29.677 0.879311 29.6782 0.983601 0.386682 0.360688 0.335695 0.404539 0.339934 15.8949 0.0147094 14.4696 0.00401394 13.946 0.00546567 13.6674 0.00620366 13.4924 0.0189583 20.6872 0.0628242 19.3261 0.0207568 18.8637 0.0256811 18.8002 0.0172647 18.3285 0.0322107 20.255 0.0461808 18.8597 0.0088994 18.16 0.00720035 17.8167 0.00781663 17.4968 0.0161274 0.0 0.0 0.0425051 0.0965293 0.0831288 0.54878 -0.00224733 0.537817 0.00222725 0.529279 0.00359492 0.500858 0.00450376 0.515476 0.00399199 0.190185 24.9066 -3.06989 0.186637 26.3878 -3.14289 0.193669 24.8563 -3.14292 0.20581 24.0691 -3.02373 0.189007 23.0863 -3.03286 18.9898 0.0102431 13.9352 0.00543469 14.567 36.698 13.9867 22.9078675888 21.7989591194 15.557 0.199 15.094 0.227 13.55 9999.0 sdss 0.006119 1.26076e-05 0 0.018971 0.008272 -1.0 -1.0 -1.0 -1.0 177.289432823 27.0220371962 28.2770519257 1798.00280762 -23.5503485591 -21.2810329548 -20.5353964114 140301 17.1216479909 140.832865246 160613 1 0.859754107779 -1.0 -1 NSA sdss 4 1.23766742957e+18 NSA nan 12.1147861481 0.550794780254 177.348303087,26.7416474578 114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 176.994140625,27.2498130798 -- 0.598178417923 295.217594179
47 1237661972263141604 193.847646665 7.91004544913 3 GALAXY 176027355713624 0 0 0 268435456 0 15.4969 14.2933 13.8124 13.5564 13.4458 0.0155024 0.00167785 0.00153304 0.00185177 0.00519722 0.0147298 0.00346559 0.00448963 0.00819494 0.0111794 0.20966 0.154266 0.111887 0.0848403 0.0601528 16.1486 14.7135 14.3221 14.0881 13.9813 15.5745 23.7042 21.3904 21.8476 21.6589 0.358022 0.776961 0.497194 0.340688 0.567214 29.6685 1.2544 29.6671 0.476506 25.245 0.313165 29.6692 0.589312 29.6678 1.17535 0.531538 0.917019 0.999722 0.888142 0.888733 16.424 0.0148648 14.7263 0.00356982 14.3801 0.00458048 14.1235 0.00833234 13.9939 0.0113991 20.3998 0.0727809 19.1187 0.0207539 19.2322 0.0200123 19.0673 0.0204031 18.6061 0.0295081 19.8424 0.0408542 18.6911 0.00824672 18.2898 0.00772168 18.0946 0.00869244 17.9107 0.0188169 0.333566 0.211914 0.129801 0.13409 0.0896339 -0.201322 -0.00815053 -0.137525 -0.00633968 -0.1329 -0.00352816 -0.123465 -0.00287662 -0.141244 -0.00197444 0.524844 9.65115 96.5801 0.857638 11.8468 102.859 0.919311 11.2397 94.6831 0.950786 11.3779 40.5387 0.784694 11.5838 93.0079 19.1185 0.0110687 14.434 0.00448963 10.8417 27.3026 14.3357 21.6831923179 21.5066844378 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 boss 0.00934314 2.04186e-05 0 0.01434 0.006601 -1.0 -1.0 -1.0 -1.0 193.761909507 8.06553140244 40.0239448547 2782.87036133 -24.0466130859 -21.4110069871 -20.6415434476 162580 10.6325721366 123.78945593 142524 1 0.703160978718 -1.0 -1 NSA ned 4 1.23766197226e+18 NSA nan 0.0 0.0 193.847646665,7.91004544913 125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 193.530136108,8.20126724243 -- 0.428536008028 299.353664429
48 1237666408439939282 354.350599991 0.390802769345 3 GALAXY 105622137868560 1 0 0 268435456 0 15.1358 14.2132 13.7674 13.5022 13.3059 0.0148853 0.00366039 0.00139232 0.00184906 0.00720118 0.637764 0.256827 0.23078 0.204547 0.663073 0.198159 0.145803 0.105749 0.080186 0.0568529 25.5859 23.2043 22.6819 22.2968 22.77 2.96947 1.10608 1.01528 1.09387 2.96944 -1000.0 0.920549 0.2037 0.263809 -1000.0 1.46939e-05 0.736064 0.00227931 5.28588 0.140282 2.08994 0.243399 1.589 9.69633e-05 0.0 0.05 0.678691 0.402311 0.445205 0.221564 25.7786 1.89505 23.4055 0.937787 22.7877 0.930622 22.2796 0.890513 22.8269 2.76739 25.8145 0.864015 23.4131 0.32647 22.8832 0.306443 22.5238 0.294845 22.827 0.978495 22.5494 1.0401 20.8082 0.0441761 20.2414 0.0427232 19.9283 0.0472968 19.8821 0.203089 0.0 1.0 0.0 0.0 1.0 0.272005 1.10971 0.0361724 0.0160089 0.0210821 -0.000634836 0.0354403 -0.00163676 -2.3935 0.0258882 0.0504574 4.94051e-07 130.675 0.704317 0.00453047 59.3902 0.533418 0.214349 140.678 0.545466 0.327764 165.426 0.0821784 4.84968e-05 63.8694 21.0891 0.0622125 22.7877 0.930622 34.3727 71.5783 22.961 23.4439236228 23.67053752 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00887051 -1.0 -1 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 354.13105403 0.297265046422 34.7674179077 2556.75927734 -23.3869421766 -21.3985522336 -20.6070086585 61945 AnaK 14.3191374656 144.815203096 5541 1 -1.0 -1.0 -1 NSA sdss 4 1.23766640844e+18 NSA -99.0 0.0 0.0 354.350599991,0.390802769345 233816.42+005029.8 354.568450928 0.841624975204 0.1829 19.167 0.033 18.872 0.019 18.172 0.017 17.674 0.02 17.546 0.022 0.174 20.598 0.0 0.0 0.0 -9.0 0.0 0.0 15.91 0.089 15.146 0.092 14.399 0.077 0.124 -22.046 0.578 1 1 1 0 66 1 0 0 0 0 0 1 3325 52522 51877 385 332 41 6 71 154 68 1 0 0 0 0 0 1 19.12 0.022 18.739 0.007 18.079 0.006 17.625 0.006 17.309 0.015 588015510340698266 108590677444526080 2MASX J23381647+0050302 2907709214689341720 354.568460527 0.841789510974 0.59333577602 0 3 110.764 1.46529 103.196 1.93855 18.7866 0.0143665 18.8687 0.0204006 4 354.568450928,0.841624975204 -- 0.500693476844 303.823763304
49 1237650762930585757 187.241509345 -1.60302487082 3 GALAXY 68987912192 1 0 0 268435456 0 19.8564 19.2093 18.5906 18.4762 18.404 0.121169 0.0274414 0.0245931 0.0399909 0.125334 0.0636969 0.0115696 0.0124831 0.0161985 0.0551868 0.137633 0.101269 0.073449 0.0556941 0.0394878 19.5594 18.5222 18.1785 17.9881 17.91 4.89528 4.34005 5.05738 5.12464 4.31395 1.02334 0.194959 0.227599 0.288564 0.548808 3.4954 1.0079 4.1143 0.184391 5.45271 0.305797 5.87344 0.495428 5.58275 1.49321 0.591269 0.597354 0.563568 0.560612 0.640958 19.615 0.0633836 18.5955 0.0117556 18.0988 0.0128155 17.8731 0.0166903 17.8023 0.0590723 21.1252 0.0835838 20.1203 0.0230376 19.7546 0.0235526 19.5378 0.0239288 19.4834 0.0761709 20.9253 0.0799968 19.9241 0.0154996 19.6215 0.0174123 19.4065 0.0225258 19.3218 0.0761224 0.639255 0.291539 0.2718 0.25758 0.216808 0.164942 -0.0822015 0.138452 -0.0792302 0.169858 -0.0670116 0.151515 -0.0505412 0.0515891 0.0150072 0.634047 1.82991 157.974 0.63568 1.99243 164.531 0.587889 2.43245 165.056 0.6144 2.41466 166.595 0.747528 2.22153 165.245 20.3254 0.0227339 18.2519 0.0124831 2.41024 6.3346 18.1515 22.1775722096 22.0572610586 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00839916 -1.0 0 0.051044 0.02751 -1.0 -1.0 -1.0 -1.0 187.211462246 -1.93918482095 35.4430770874 2407.00390625 -23.6920804767 -21.423878237 -20.6128146177 141465 20.2730767524 209.013666589 141471 1 0.0366423670545 -1.0 -1 NSA ned 4 1.23765076293e+18 NSA -99.0 0.0 0.0 187.241509345,-1.60302487082 123051.04-014702.9 187.712692261 -1.78413903713 0.7059 17.725 0.018 17.638 0.014 17.725 0.015 17.767 0.015 17.753 0.025 0.112 20.346 0.0 0.0 0.0 -1.271 3.333 18.98 17.13 0.272 0.0 0.0 0.0 0.0 0.013 -25.158 -0.138 0 1 1 0 7170 1 0 0 1 0 0 0 1140 51586 51993 334 574 40 5 232 49 7172 1 0 0 1 0 0 0 17.726 0.034 17.652 0.007 17.747 0.008 17.768 0.013 17.733 0.023 587724650334126129 94235952863510528 LBQS 1228-0130 6378972979915655861 187.712802596 -1.78425446057 0.57470173639 1 3 290.862 11.6587 200.82 14.8608 17.7384 0.0435304 18.1459 0.0803648 1 187.712692261,-1.78413903713 -- 0.504600412624 312.14500396
50 1237661850403471558 209.279024597 41.7931182683 3 GALAXY 105656497471760 1 0 0 268435456 0 16.161 15.1667 14.7641 14.5128 14.5654 0.0286745 0.00350978 0.00381873 0.0123537 0.0194079 1.1752 0.0669546 0.074327 0.0781741 0.199946 0.0325617 0.0239586 0.0173768 0.0131763 0.00934214 24.266 21.5159 21.2668 20.9443 20.6068 2.97113 1.44884 1.46713 1.51006 1.33872 -1000.0 0.105637 0.162799 0.161108 1.2077 0.0081527 81.4369 0.241424 0.235538 0.227705 0.575771 0.366473 0.220284 0.152041 1.09361 0.05 0.0988639 0.691074 0.553623 0.76412 24.2916 7.01047 21.562 0.0738806 21.2842 0.177587 20.8824 0.0915233 20.6547 0.262604 24.2749 1.69046 21.6279 0.117897 21.4215 0.144131 21.1324 0.149758 20.7432 0.236003 22.0325 0.298341 20.5973 0.046615 20.108 0.0481473 19.8222 0.0522486 19.5954 0.0937265 1.0 0.0686468 0.0 0.0 0.0 2.27114 2.26804 -0.00169913 0.0342107 0.000653952 0.0347404 -0.00412928 0.0925139 0.000115506 -0.0457056 0.05 0.0687981 59.3968 0.0977283 0.385494 63.9146 0.750006 0.343358 61.9921 0.649972 0.486408 60.8852 0.750011 0.269913 152.378 20.9723 0.0711351 21.2842 0.177587 0.76413 1.27936 21.4674 20.9583482748 22.8787026765 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.0079355 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 209.270743639 41.846269946 33.9098091125 2270.00366211 -24.102455471 -21.4697111736 -20.8424631101 144151 3.22980395843 31.8586640877 144153 1 -1.0 -1.0 -1 NSA ned 4 1.2376618504e+18 NSA -99.0 0.0 0.0 209.279024597,41.7931182683 135447.85+420641.4 208.699386597 42.1115226746 0.2319 18.249 0.02 18.219 0.038 18.131 0.016 17.87 0.013 17.83 0.023 0.029 20.072 0.0 0.0 0.0 -1.168 5.464 14.49 16.45 0.125 15.685 0.104 15.091 0.114 0.155 -22.346 -0.191 1 1 1 1 7234 1 0 0 1 0 0 1 3818 52724 52822 1346 278 41 3 285 27 7234 1 0 0 1 0 0 1 18.218 0.025 18.236 0.036 18.122 0.017 17.861 0.012 17.783 0.024 588017626162987035 379092188581068800 2MASX J13544784+4206416 6374750881034797700 208.699173857 42.1118316584 1.24903726151 1 3 124.879 7.87488 112.761 11.0748 18.6564 0.0684834 18.7725 0.106661 2 208.699386597,42.1115226746 -- 0.535916885447 317.175879971
51 1237662662147310256 247.825892241 20.2108787761 3 GALAXY 144150441435988240 1 0 0 268435456 0 18.5302 17.4866 17.0808 16.7995 16.7162 0.0543209 0.00780888 0.00882494 0.0235797 0.0317634 0.0637883 0.0134011 0.0175635 0.0264901 0.0705378 0.32604 0.239897 0.173994 0.131934 0.0935429 18.5602 17.5652 17.1926 16.9752 16.8771 10.3517 11.6391 12.2614 13.1801 43.7708 2.39014 0.665512 0.583794 0.710174 -1000.0 16.6588 4.25039 19.0591 1.08395 20.5064 1.16405 25.5917 2.15249 29.6736 4.52562 0.313447 0.400056 0.507904 0.468319 0.444598 19.0871 0.0634775 17.8979 0.0132651 17.3582 0.0176442 16.8987 0.0276153 16.5376 0.0846964 21.7942 0.117902 21.214 0.0354882 21.0707 0.0388833 20.8715 0.0517485 20.6095 0.133947 21.4815 0.113573 20.5265 0.0205777 20.2309 0.0253003 20.0298 0.0308139 19.7508 0.0993126 0.138685 0.0 0.0123652 0.190607 0.308288 0.345641 -0.0737061 0.225695 -0.0343325 0.164382 -0.0240769 0.138398 -0.0266203 0.171156 -0.0638738 0.382305 5.91328 205.337 0.42063 7.02308 194.047 0.515083 7.37528 191.959 0.513112 8.16828 186.545 0.42548 9.44492 193.497 21.0348 0.0356667 17.3666 0.0175635 7.95873 23.7301 17.3673 23.5804676915 23.1337744376 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00822 4.25059e-07 4 0.042567 0.014763 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 27.3714223441 273.253045682 147082 1 0.459613790263 -1.0 -1 AAT /Spectra/Final/AAT/Odyssey_1_MG.mz 4 258.0 AAT -99.0 0.0 0.0 247.825892241,20.2108787761 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.541457601363 324.330610379
52 1237667255616143540 158.088519499 28.4198533568 3 GALAXY 105624251798032 1 0 0 268435456 0 18.5509 17.3116 16.814 16.6059 16.33 0.0606933 0.00772032 0.00761748 0.0112616 0.0265244 0.0519692 0.00996925 0.0149639 0.0187032 0.032791 0.121646 0.0895062 0.0649174 0.0492249 0.0349011 18.4926 17.3048 16.824 16.5556 16.3618 14.1469 12.0334 12.7143 12.7146 23.5876 5.19487 0.309294 0.45199 0.362009 3.92129 22.978 5.62197 19.9665 0.69317 20.5393 0.994847 20.1813 1.14849 29.6739 4.62715 0.550876 0.63112 0.637435 0.656595 0.612062 18.7034 0.0538862 17.4485 0.00994674 16.8889 0.0149639 16.5751 0.0186775 16.2281 0.0387167 21.7739 0.136177 20.742 0.0358616 20.6757 0.0338257 20.4803 0.0394258 19.9891 0.091638 21.3351 0.114484 20.2935 0.0196016 19.8463 0.0205189 19.627 0.0241245 19.4039 0.0646691 0.0708081 0.0 0.0 0.0 0.0246128 -0.0386052 0.120146 -0.105884 0.0649579 -0.116685 0.0549089 -0.104875 0.0399083 -0.0748609 0.0369515 0.600153 5.82937 38.0113 0.634968 6.51383 51.5738 0.639341 6.95218 55.0992 0.661143 7.19194 57.2614 0.592467 8.38887 47.2387 20.6907 0.0298874 16.8889 0.0149639 6.65141 18.8126 16.9149 22.9239931471 22.6145467756 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00541094 -1.0 -1 0.048241 0.013996 -1.0 -1.0 -1.0 -1.0 158.231009691 28.5117693955 24.4116744995 1408.00219727 -23.010600609 -20.7831267543 -20.0413546068 137625 Oz 9.32238007756 66.1987761951 107745 1 0.207615778458 -1.0 -1 NSA sdss 4 1.23766725562e+18 NSA -99.0 0.0 0.0 158.088519499,28.4198533568 103320.65+274024.2 158.336044312 27.6734104156 0.5353 17.954 0.019 17.542 0.034 17.603 0.017 17.428 0.019 17.451 0.028 0.135 20.312 0.0 0.0 0.0 -1.51 2.923 7.41 16.362 0.088 15.752 0.103 14.82 0.085 0.109 -24.833 -0.037 0 1 1 1 7170 1 0 0 1 0 0 0 5071 53354 53794 2353 600 40 4 291 30 7170 1 0 0 1 0 0 0 17.955 0.019 17.542 0.034 17.601 0.017 17.416 0.019 17.435 0.028 587741533317562398 662541666187476992 6387874635717804626 158.336107444 27.6736383041 0.844728568379 1 3 224.087 8.08683 170.744 11.2562 18.0216 0.0391915 18.322 0.071594 3 158.336044312,27.6734104156 -- 0.777752638118 331.372474626
53 1237662224092299404 247.84002995 20.1840758135 3 GALAXY 105553418387472 1 0 0 268435456 0 15.3276 14.1278 13.4728 13.1338 12.8465 0.00545575 0.000819347 0.000661574 0.000659763 0.00162599 0.149566 0.0533453 0.0591594 0.152787 0.204625 0.325711 0.239655 0.173818 0.131801 0.0934483 21.3629 21.0668 20.9231 21.7007 20.691 1.03902 1.09234 1.01523 0.95932 1.0109 0.142708 0.304254 0.121949 0.132924 0.239727 0.161604 1.2061 0.161739 0.207761 0.243348 0.311363 0.240208 0.593892 0.243854 1.29622 0.099355 0.0999971 0.0998729 0.098764 0.0990847 21.7085 0.274485 21.3411 0.136173 21.097 0.0805963 21.8372 0.167169 20.7723 0.350916 21.7438 0.231724 21.4381 0.164097 21.2931 0.201783 22.0491 0.473376 20.9749 0.35304 20.1594 0.0745482 19.2168 0.0335725 18.6293 0.0305352 18.3377 0.0294007 17.958 0.0391027 0.0 0.0 0.0 0.0 0.0 -0.0704102 0.112537 -0.0352527 0.0303944 -0.0236143 0.0711803 -0.0191234 0.0489327 0.0530379 0.154301 0.115559 0.262029 90.0359 0.13272 0.248605 80.7212 0.0994679 0.323958 84.8148 0.0977078 0.318274 90.5193 0.0831614 0.344568 82.457 19.4696 0.0441674 21.097 0.0805963 16.4626 40.5187 21.2268 21.5507701511 21.8256213673 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00855347 -1.0 -1 0.248635 0.132598 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 25.5881138088 255.450347313 68560 1 0.169138729211 -1.0 -1 NSA sdss 4 1.23766222409e+18 NSA -99.0 0.0 0.0 247.84002995,20.1840758135 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.557036714886 333.662427654
54 1237659131671478461 215.459031703 50.3883751817 3 GALAXY 193619541753944 0 0 0 268435456 0 17.9182 17.0767 16.6913 16.588 16.558 0.0338031 0.0071737 0.00702731 0.074721 0.0308894 0.0352823 0.00702002 0.0111173 0.018908 0.0341099 0.113151 0.0832551 0.0603836 0.045787 0.0324636 18.0616 17.1363 16.7259 16.5904 16.5008 7.4488 10.9989 11.3667 11.6446 10.7895 1.00334 0.430246 0.409907 0.399014 0.806886 6.45125 0.851108 12.8945 0.348233 13.3954 0.528231 14.6771 1.05659 15.3524 1.92937 0.726172 0.774978 0.864104 0.844229 0.9104 18.217 0.0331989 17.1003 0.00731679 16.7085 0.0114426 16.5979 0.0205463 16.5338 0.0358512 20.2409 0.0479209 19.764 0.0179258 19.8006 0.0265046 20.0596 0.0449092 19.6395 0.0753702 20.3403 0.0518204 19.6774 0.013316 19.3731 0.0144436 19.3733 0.0254999 19.2201 0.0577128 0.839649 0.282591 0.113191 0.00511057 0.0 -0.0717958 0.0648455 -0.0783156 0.0232156 -0.0736954 0.00645737 -0.0488166 0.0131874 -0.0274202 0.0341957 0.713632 3.07629 89.8217 0.780087 4.6629 101.78 0.862337 5.05533 111.243 0.861477 5.42169 104.44 0.965806 4.74458 132.793 20.186 0.0205887 16.7862 0.0111173 5.03671 12.5295 16.7316 22.3004473226 22.2377924199 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00792337 4.65694e-06 0 0.016246 0.007928 -1.0 -1.0 -1.0 -1.0 215.578512717 50.5013831887 34.1543197632 2230.00341797 -23.0615481988 -20.7215176979 -19.9454080526 144953 8.168072401 81.1504490435 43066 1 0.750821502776 -1.0 -1 NSA sdss 4 1.23765913167e+18 NSA nan 125.47353363 3.8784673214 215.459031703,50.3883751817 142314.18+505537.2 215.80909729 50.9270248413 0.2758 17.816 0.025 17.958 0.016 17.672 0.021 17.733 0.021 17.222 0.028 0.065 20.19 11.22 830.915 0.344 -0.427 15.605 7.4 16.028 0.101 15.135 0.117 14.129 0.093 0.264 -22.907 -0.058 1 1 1 1 5698 1 0 0 1 0 0 1 3177 52402 52725 1045 72 40 4 71 41 5634 1 0 0 1 0 0 0 17.778 0.016 17.945 0.011 17.617 0.02 17.681 0.015 17.048 0.024 587733398635085865 294367803115307008 SBS 1421+511 6374610218708371829 215.809220022 50.9271961968 0.676829941068 1 3 119.022 7.34116 161.003 12.0118 18.7085 0.0669835 18.3858 0.0810219 1 215.80909729,50.9270248413 -- 0.582573592213 347.27522556
55 1237650762393714856 187.211257125 -2.0607897588 3 GALAXY 1231455439163480 0 0 0 268435456 0 16.2911 15.0218 14.3797 14.0448 13.7442 0.00932419 0.00178466 0.00154244 0.0018132 0.00405932 0.0194511 0.0032949 0.00269888 0.00286393 0.00551306 0.121125 0.0891224 0.064639 0.0490138 0.0347514 17.0922 15.6229 14.9015 14.5294 14.2405 9.76404 12.2554 12.3489 12.5369 12.3725 0.468808 0.553962 0.481358 0.495848 0.426304 15.9503 1.04084 15.3528 0.15527 15.349 0.133202 15.3521 0.131183 15.348 0.319038 0.576835 0.647041 0.621975 0.600137 0.527337 17.256 0.0193994 15.6452 0.00335802 14.889 0.00276622 14.483 0.00295165 14.1556 0.00572386 20.368 0.0655054 18.8295 0.0271388 18.0427 0.0204562 17.6172 0.0231462 17.1783 0.0212199 19.6332 0.04272 18.2952 0.0173775 17.5187 0.0111103 17.0997 0.00908551 16.7072 0.0110517 0.0 0.0945855 0.145358 0.197605 0.300103 -0.140065 0.0771501 -0.132085 0.0608418 -0.137023 0.0611651 -0.142742 0.0584364 -0.1503 0.0695884 0.542857 5.91021 65.3916 0.571782 6.38665 68.5351 0.571131 6.19119 69.0058 0.55879 6.04349 69.235 0.495923 5.711 67.4372 18.329 0.0154162 14.9662 0.00269888 5.49884 14.0659 14.8789 20.9205072251 20.5756694941 14.804 0.126 13.903 0.13 13.39 0.09 sdss 0.00810334 7.06773e-06 0 0.038429 0.013461 -1.0 -1.0 -1.0 -1.0 187.211462246 -1.93918482095 35.4430770874 2407.00390625 -23.6920804767 -21.423878237 -20.6128146177 141465 7.29876865508 75.2500527191 3486 1 0.560052749477 -1.0 -1 NSA sdss 4 1.23765076239e+18 NSA nan 42.8433418274 0.719487905502 187.211257125,-2.0607897588 123051.04-014702.9 187.712692261 -1.78413903713 0.7059 17.725 0.018 17.638 0.014 17.725 0.015 17.767 0.015 17.753 0.025 0.112 20.346 0.0 0.0 0.0 -1.271 3.333 18.98 17.13 0.272 0.0 0.0 0.0 0.0 0.013 -25.158 -0.138 0 1 1 0 7170 1 0 0 1 0 0 0 1140 51586 51993 334 574 40 5 232 49 7172 1 0 0 1 0 0 0 17.726 0.034 17.652 0.007 17.747 0.008 17.768 0.013 17.733 0.023 587724650334126129 94235952863510528 LBQS 1228-0130 6378972979915655861 187.712802596 -1.78425446057 0.57470173639 1 3 290.862 11.6587 200.82 14.8608 17.7384 0.0435304 18.1459 0.0803648 1 187.712692261,-1.78413903713 -- 0.572441575586 354.111438294
56 1237659131671478415 215.404851531 50.3903440269 3 GALAXY 35255507619856 1 0 0 268435456 0 16.3625 14.9558 14.2049 13.8687 13.5917 0.0109843 0.00187979 0.00143831 0.00128495 0.00452555 0.010155 0.00248065 0.00224732 0.00227646 0.00357598 0.114685 0.0843844 0.0612026 0.0464081 0.0329039 16.2627 14.8825 14.1914 13.85 13.5544 16.716 15.6894 15.0647 14.9722 13.8646 1.99191 1.29284 1.30148 1.21264 1.05159 29.6647 1.51251 19.1165 0.153726 17.3271 0.136951 17.7989 0.148397 22.5234 0.320139 0.396577 0.429926 0.449692 0.44243 0.376852 16.1689 0.0104908 14.8901 0.00251224 14.2163 0.002278 13.8738 0.0023097 13.5141 0.00368724 19.3662 0.028021 18.0043 0.0126487 17.4736 0.0203246 17.3218 0.0121808 16.7737 0.0284439 19.2794 0.0240043 17.937 0.00443386 17.1863 0.00353026 16.8438 0.00315444 16.5067 0.00655551 0.12836 0.153759 0.184445 0.170967 0.201572 -0.208476 -0.0121233 -0.227931 -0.0238506 -0.246564 -0.0257218 -0.251246 -0.0284551 -0.268096 -0.0299315 0.388302 10.5396 136.631 0.388469 9.88687 137.332 0.3912 9.26941 135.719 0.397145 9.02593 135.367 0.374395 8.83351 132.246 17.9415 0.004946 14.2526 0.00224732 6.95696 17.4828 14.2183 21.0832712249 20.4258650414 14.521 0.099 13.518 0.088 13.082 0.071 sdss 0.00770228 1.12314e-05 0 0.024771 0.007882 -1.0 -1.0 -1.0 -1.0 215.578512717 50.5013831887 34.1543197632 2230.00341797 -23.0615481988 -20.7215176979 -19.9454080526 144953 9.40485115904 93.4379157467 43134 1 0.660381186398 -1.0 -1 NSA sdss 4 1.23765913167e+18 NSA nan 24.51603508 0.447149544954 215.404851531,50.3903440269 142314.18+505537.2 215.80909729 50.9270248413 0.2758 17.816 0.025 17.958 0.016 17.672 0.021 17.733 0.021 17.222 0.028 0.065 20.19 11.22 830.915 0.344 -0.427 15.605 7.4 16.028 0.101 15.135 0.117 14.129 0.093 0.264 -22.907 -0.058 1 1 1 1 5698 1 0 0 1 0 0 1 3177 52402 52725 1045 72 40 4 71 41 5634 1 0 0 1 0 0 0 17.778 0.016 17.945 0.011 17.617 0.02 17.681 0.015 17.048 0.024 587733398635085865 294367803115307008 SBS 1421+511 6374610218708371829 215.809220022 50.9271961968 0.676829941068 1 3 119.022 7.34116 161.003 12.0118 18.7085 0.0669835 18.3858 0.0810219 1 215.80909729,50.9270248413 -- 0.594723721285 354.517982304
57 1237664670051336378 170.402482545 40.1559946711 3 GALAXY 193583034535952 1 0 0 268435456 0 17.3532 16.1495 15.6653 15.3977 15.32 0.0295717 0.0183999 0.00460962 0.00554916 0.0192943 0.033421 0.00679819 0.00560848 0.0101712 0.0322379 0.0934888 0.0687881 0.0498909 0.0378308 0.0268225 17.4978 16.2574 15.806 15.5981 15.5134 14.8385 18.1201 18.2686 17.4531 16.0449 7.90348 0.51259 0.593876 0.551579 0.666752 29.6699 3.2793 25.3883 0.574075 29.6741 0.477937 24.7236 0.79054 23.8201 2.37033 0.652464 0.62418 0.609001 0.620537 0.577012 17.5863 0.033326 16.3126 0.00679555 15.8296 0.00568678 15.6441 0.0101669 15.593 0.0320665 21.3522 0.115148 20.256 0.0350075 19.7757 0.0207355 19.6767 0.0263307 19.7037 0.0661477 21.1539 0.0925001 19.8153 0.0138279 19.3089 0.0116633 19.0609 0.0152382 18.9048 0.0421773 0.0 0.0 0.032786 0.0 0.0 -0.0410179 0.0119202 -0.0576512 -0.00258148 -0.0624601 -0.00146685 -0.0838629 -0.000775213 -0.0534341 0.00364096 0.554915 10.3973 116.179 0.636543 9.93196 115.178 0.640872 9.60676 113.403 0.634076 9.45451 111.285 0.610396 8.96187 117.721 20.1369 0.0165897 15.8559 0.00560848 7.93525 18.1249 15.8588 22.7642571725 22.3520971422 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00644668 3.40538e-05 0 0.023408 0.009397 -1.0 -1.0 -1.0 -1.0 170.631283958 39.8768977159 31.5629272461 1948.00305176 -23.0289538239 -20.443341229 -19.6283836916 139281 19.7762555241 181.570404437 86968 1 0.551885017275 -1.0 -1 NSA sdss 4 1.23766467005e+18 NSA nan 2.69022321701 0.66138792038 170.402482545,40.1559946711 112021.13+404517.2 170.088058472 40.7547950745 0.5832 17.331 0.014 16.987 0.02 16.93 0.028 16.788 0.017 16.828 0.019 0.074 20.283 0.0 0.0 0.0 -9.0 0.0 0.0 16.381 0.111 16.036 0.19 15.265 0.14 0.43 -25.657 0.108 0 1 1 1 1048578 1 0 0 0 1 0 0 3840 52730 53084 1440 137 41 2 100 38 1048578 1 0 0 0 1 0 0 17.354 0.017 16.981 0.026 16.931 0.027 16.787 0.013 16.846 0.017 588017720103272486 405551961081905152 SDSS J112021.13+404517.2 6374645322549823313 170.088139452 40.7549234569 0.512226181971 1 3 252.31 10.8317 131.251 13.4777 17.8928 0.0466222 18.6076 0.111518 1 170.088058472,40.7547950745 -- 0.644825723083 355.219661152
58 1237667255616143515 158.04324634 28.4830569538 3 GALAXY 35253360136208 1 0 0 268435456 0 17.013 15.778 15.2572 15.0015 14.8558 0.0170949 0.00292895 0.00271152 0.00308863 0.0093593 0.0156095 0.00308509 0.00323044 0.00362345 0.0077356 0.126724 0.093242 0.0676269 0.0512794 0.0363577 16.6775 15.4369 14.9379 14.6895 14.5585 12.0641 13.7331 13.4218 13.9722 13.3025 0.73687 0.32453 0.266555 0.288073 0.3749 8.81573 0.57779 10.6821 0.112501 12.0842 0.158565 12.8398 0.146858 13.2144 0.392262 0.711225 0.72479 0.716899 0.725108 0.734595 17.0317 0.0155178 15.7579 0.00315412 15.229 0.00331122 14.9398 0.00372913 14.804 0.00807385 19.5378 0.0317838 18.5365 0.0262702 18.3669 0.0166978 18.1754 0.017552 17.8133 0.0239326 19.4813 0.0263539 18.3441 0.00494042 17.8647 0.00441844 17.632 0.00492007 17.4651 0.0125644 1.0 0.607343 0.466677 0.451998 0.463931 -0.0926509 0.00549161 -0.0963445 0.0127015 -0.107296 0.014463 -0.106864 0.0181526 -0.0871349 0.0115481 0.734527 3.72169 67.5715 0.684105 5.43897 68.5751 0.706868 5.54839 68.2481 0.703888 5.53929 68.2431 0.739036 4.6911 70.9739 18.619 0.00598923 15.4712 0.0032538 5.79807 15.8747 15.3397 21.0691137783 21.0509255632 15.758 0.09 15.322 0.12 15.077 0.127 sdss 0.00527656 1.02568e-05 0 0.022518 0.007448 -1.0 -1.0 -1.0 -1.0 158.231009691 28.5117693955 24.4116744995 1408.00219727 -23.010600609 -20.7831267543 -20.0413546068 137625 Oz 10.0490140748 71.3586333241 107759 1 0.623969353339 -1.0 -1 NSA sdss 4 1.23766725562e+18 NSA -99.0 9.65264987946 0.434781759977 158.04324634,28.4830569538 103320.65+274024.2 158.336044312 27.6734104156 0.5353 17.954 0.019 17.542 0.034 17.603 0.017 17.428 0.019 17.451 0.028 0.135 20.312 0.0 0.0 0.0 -1.51 2.923 7.41 16.362 0.088 15.752 0.103 14.82 0.085 0.109 -24.833 -0.037 0 1 1 1 7170 1 0 0 1 0 0 0 5071 53354 53794 2353 600 40 4 291 30 7170 1 0 0 1 0 0 0 17.955 0.019 17.542 0.034 17.601 0.017 17.416 0.019 17.435 0.028 587741533317562398 662541666187476992 6387874635717804626 158.336107444 27.6736383041 0.844728568379 1 3 224.087 8.08683 170.744 11.2562 18.0216 0.0391915 18.322 0.071594 3 158.336044312,27.6734104156 -- 0.849860930916 362.095229206
59 1237662224092364842 247.877387573 20.0936248407 3 GALAXY 105622104314128 1 0 0 268435456 0 18.4211 17.4923 17.175 16.9614 17.2141 0.0612094 0.0123969 0.0146603 0.0203313 0.0885459 0.0612094 0.0123969 0.0146603 0.0203313 0.0885459 0.334959 0.246459 0.178753 0.135543 0.0961016 18.0861 17.2459 16.9963 16.8259 17.118 2.96909 17.8568 27.9154 17.2416 15.2482 -1000.0 1.79072 -1000.0 0.788306 15.1016 29.664 2.66948 29.6632 0.756037 29.662 1.64767 29.6613 2.28189 29.6581 12.8597 0.300907 0.390314 0.416011 0.525979 0.323685 18.4004 0.0610326 17.5077 0.0123912 17.175 0.0146603 16.8574 0.0201531 17.2245 0.0885079 22.0529 0.146454 21.6277 0.0429321 21.5693 0.0543466 21.7516 0.102399 21.1052 0.18694 21.9593 0.132235 21.1691 0.0329312 20.931 0.0479699 20.8766 0.0690983 20.679 0.21903 0.0 0.0 0.0 0.0 0.068081 -0.714633 0.0796629 -0.513179 0.0187286 -0.521572 0.00783503 -0.446478 0.0142803 -0.674835 0.0471937 0.200001 17.9843 119.433 0.261381 15.8768 123.823 0.265846 15.9824 125.106 0.352486 15.4539 127.245 0.250031 15.8766 118.722 21.6809 0.0641757 17.175 0.0146603 8.25063 15.0494 17.3796 25.1886963988 23.9575303748 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.008288 6.53467e-06 0 0.029097 0.019761 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 19.9287765376 198.952975588 -1 1 0.834964455314 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2013.0510_5.zlog 4 120.0 MMT -99.0 -99.0 -99.0 247.877387573,20.0936248407 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.621303215314 372.157765531
60 1237665367429677221 158.712397798 28.6638533288 3 GALAXY 263953926197264 1 0 0 268435456 0 17.1231 15.9749 15.5648 15.3427 15.2778 0.0431814 0.00434419 0.010883 0.0108864 0.0164429 0.0403234 0.00589711 0.00774727 0.010346 0.0543278 0.154184 0.113447 0.0822815 0.0623916 0.0442364 17.2089 15.9807 15.5833 15.3734 15.4099 16.0925 16.35 16.9694 17.3155 14.6685 1.128 0.469963 0.370798 0.348461 0.533638 29.6737 2.17965 29.6751 0.307379 28.8778 0.860677 28.7236 1.13166 15.6752 2.65815 0.666012 0.716943 0.750125 0.749991 0.878032 17.3432 0.0400693 16.1224 0.00588608 15.6656 0.00774727 15.431 0.0103452 15.485 0.0532177 21.2251 0.091784 20.1027 0.0212797 19.9395 0.0242773 19.7649 0.035874 19.5045 0.0733235 20.9976 0.0846628 19.768 0.0145711 19.3862 0.0138823 19.1702 0.0187483 19.0428 0.0552399 0.0196445 0.0 0.0 0.0 0.0 0.0627842 0.0271819 0.00799835 0.0248413 0.00391972 0.0201323 0.00921427 0.0166036 -0.00162989 0.0172545 0.534845 10.2626 26.4636 0.671496 9.27015 29.6733 0.730502 9.33377 28.3476 0.732283 9.404 29.1817 0.749994 8.09221 28.9914 20.2372 0.0201445 15.6656 0.00774727 9.98599 29.4525 15.6692 22.5572232623 22.1353459894 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00441311 2.32353e-05 0 0.020946 0.009412 -1.0 -1.0 -1.0 -1.0 158.231009691 28.5117693955 24.4116744995 1408.00219727 -23.010600609 -20.7831267543 -20.0413546068 137625 Oz 26.981133487 191.592903779 107942 1 0.621661007221 -1.0 -1 NSA sdss 4 1.23766536743e+18 NSA -99.0 7.02190876007 0.976989686489 158.712397798,28.6638533288 103609.28+275019.9 159.038696289 27.8388805389 0.2816 17.426 0.038 17.432 0.024 17.442 0.022 17.471 0.033 17.135 0.026 0.106 20.314 0.0 0.0 0.0 -0.748 7.644 10.14 16.426 0.103 15.558 0.114 14.771 0.083 0.366 -23.235 -0.365 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53786 2356 431 40 4 295 18 1055747 1 1 0 1 1 0 0 17.403 0.038 17.431 0.024 17.438 0.022 17.463 0.033 17.117 0.026 587741533317824530 663386056049033216 6387874635717805315 159.038696837 27.8390649196 0.663772790051 1 3 334.438 9.83244 301.339 13.8171 17.5868 0.0319283 17.7053 0.0497959 1 159.038696289,27.8388805389 -- 0.873609286039 372.213550662
61 1237650762927308814 179.69172842 -1.46194133403 3 GALAXY 1153238168554049552 1 262144 0 268435456 281474976710656 15.5663 14.4205 13.9884 13.6253 13.6721 0.0115363 0.00364846 0.00326905 0.00524258 0.025514 0.0703909 0.0260287 0.0102239 0.0311884 0.0438919 0.133882 0.0985089 0.0714469 0.054176 0.0384115 19.9626 19.7046 18.1052 18.7507 17.9965 2.44641 2.85645 2.69312 2.55184 4.69894 0.142318 0.0185944 0.0232917 0.0520932 2.52093 3.29675 1.4776 15.3494 1.03493 1.40593 0.078973 4.10637 0.486262 0.817225 0.314706 0.380747 0.0540444 0.877246 0.266352 0.903142 19.8947 0.0836794 18.6906 0.0178562 18.1767 0.0102239 18.4046 0.0285066 18.2039 0.0432746 20.8891 0.0803739 20.5657 1.08548 18.9002 0.0455938 19.5466 0.112714 18.6719 0.0668373 20.567 0.0690704 19.3683 1.08568 18.9269 0.0330057 18.6042 0.0413801 18.6259 0.0570257 0.0 0.0 0.0 0.0 0.00156207 -0.0295862 -0.0856345 -0.0420412 -0.00552304 -0.0379529 -0.0200157 -0.0361029 -0.0415385 -0.647101 -0.115936 0.450003 1.98032 109.407 0.249948 4.32815 100.892 0.922989 1.13723 104.026 0.33044 2.55576 87.8065 0.979636 0.762346 112.326 19.7685 0.0478008 18.1767 0.0102239 16.0613 34.7278 18.2896 22.0127529181 21.1188713328 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.005 -1.0 -1 0.289731 0.067923 -1.0 -1.0 -1.0 -1.0 180.09842901 -1.10007802185 23.2486915588 1465.00219727 -24.5004103638 -21.5040610587 -20.7950196431 140594 Alice 32.6588210509 220.860780925 140542 1 -1.0 -1.0 -1 GAMA 185266 4 1.0 GAMA -99.0 0.0 0.0 179.69172842,-1.46194133403 120226.75-012915.2 180.611495972 -1.48757696152 0.1504 17.588 0.023 17.381 0.034 17.131 0.045 16.837 0.021 16.7 0.03 0.134 20.346 13.761 71.962 0.762 -0.852 5.182 7.57 15.064 0.062 13.984 0.05 12.77 0.039 0.184 -22.413 -0.034 1 1 1 0 7746 1 0 0 1 0 0 1 1231 51606 52368 331 532 40 6 76 11 134217792 0 0 0 1 0 0 1 17.62 0.02 17.486 0.013 17.272 0.015 16.917 0.008 16.76 0.026 587725041702797323 93393138369953792 2MASX J12022678-0129155 6382596987420676162 180.61206954 -1.48723051495 2.41168743792 1 3 355.608 13.2427 268.107 21.9689 17.5202 0.0404421 17.8321 0.0889877 2 180.611495972,-1.48757696152 -- 0.919820179053 373.231952058
62 1237667255616274560 158.351768341 28.5529137267 3 GALAXY 35255507615832 0 0 0 268435456 0 19.1139 18.1848 17.867 17.6759 17.6822 0.0586541 0.0105148 0.0171487 0.0193226 0.139896 0.0586541 0.0105148 0.0171487 0.0193226 0.139896 0.14522 0.106851 0.0774976 0.0587641 0.0416645 18.9687 18.078 17.7895 17.6172 17.6406 6.25306 6.59615 6.40049 6.6182 6.21694 0.544808 0.182929 0.210106 0.253199 0.464102 9.78001 3.10434 9.89307 0.385626 9.89154 0.598489 11.0057 0.893645 6.37471 3.25019 0.555736 0.552741 0.581588 0.570767 0.674217 19.1034 0.0574147 18.2003 0.0105126 17.867 0.0171487 17.6634 0.0193208 17.6936 0.208499 21.2635 0.0963484 20.4797 0.0409652 20.6466 0.0321736 20.3684 0.0411536 20.0384 0.1009 21.0486 0.0817019 20.2248 0.0175588 19.9099 0.0202852 19.7182 0.0262008 19.6395 0.0761235 0.0 0.0 0.0 0.0 0.0 0.0462818 -0.0178712 0.11593 -0.123213 0.120301 -0.131137 0.118367 -0.1244 0.0533799 -0.0952571 0.676583 3.54509 167.004 0.59495 3.7439 142.185 0.603718 3.79536 139.519 0.601681 3.86778 140.161 0.645107 3.41147 125.091 20.715 0.028652 17.867 0.0171487 3.04117 6.43513 17.9022 22.7587021059 22.312876252 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.004288 -1.0 -1 0.056475 0.025313 -1.0 -1.0 -1.0 -1.0 158.231009691 28.5117693955 24.4116744995 1408.00219727 -23.010600609 -20.7831267543 -20.0413546068 137625 Oz 6.82746603764 48.4822705434 -1 1 0.128758183912 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0304_1.zlog 4 294.0 MMT -99.0 -99.0 -99.0 158.351768341,28.5529137267 103320.65+274024.2 158.336044312 27.6734104156 0.5353 17.954 0.019 17.542 0.034 17.603 0.017 17.428 0.019 17.451 0.028 0.135 20.312 0.0 0.0 0.0 -1.51 2.923 7.41 16.362 0.088 15.752 0.103 14.82 0.085 0.109 -24.833 -0.037 0 1 1 1 7170 1 0 0 1 0 0 0 5071 53354 53794 2353 600 40 4 291 30 7170 1 0 0 1 0 0 0 17.955 0.019 17.542 0.034 17.601 0.017 17.416 0.019 17.435 0.028 587741533317562398 662541666187476992 6387874635717804626 158.336107444 27.6736383041 0.844728568379 1 3 224.087 8.08683 170.744 11.2562 18.0216 0.0391915 18.322 0.071594 3 158.336044312,27.6734104156 -- 0.879612649502 374.771368289
63 1237661386533175309 219.969004509 51.4346141811 3 GALAXY 105622104309848 0 0 0 268435456 0 17.6419 16.594 16.2219 16.0006 15.909 0.0228516 0.00394549 0.00406594 0.0180674 0.0119827 0.0211033 0.00500522 0.0072348 0.00632027 0.0173404 0.0735295 0.0541023 0.0392395 0.0297541 0.0210961 17.669 16.6136 16.2818 16.0895 15.9703 8.47011 10.1434 8.69926 9.67301 9.10431 1.56911 5.80283 5.02639 5.40042 5.09581 15.7486 1.23233 16.5922 0.314533 14.0542 0.385947 15.8604 0.326024 16.2323 1.05794 0.256759 0.275968 0.301889 0.326158 0.327402 17.7349 0.0210929 16.5806 0.00503907 16.3207 0.00723598 16.0561 0.00642962 15.9897 0.0177835 20.2261 0.0913924 19.1338 0.227704 19.0215 0.593719 18.9178 0.61427 18.7016 0.553493 20.0529 0.0877576 19.0176 0.220008 18.6161 0.470989 18.4084 0.458573 18.2925 0.467328 0.0 0.0390057 0.000765389 0.0704905 0.0 -0.357335 -0.0154293 -0.369466 -0.0413106 -0.37124 -0.04472 -0.329478 -0.0360798 -0.315916 -0.0366128 0.300004 6.27787 124.017 0.302423 6.74232 123.586 0.33638 5.89532 124.819 0.356755 5.92325 124.286 0.353088 5.81414 125.127 19.4026 0.635796 16.321 0.00723479 4.0559 10.6539 16.3277 22.169008274 21.3636059276 16.501 0.164 15.17 9999.0 14.827 9999.0 sdss 0.00733604 9.07693e-06 0 0.029898 0.007703 -1.0 -1.0 -1.0 -1.0 219.378245591 51.5619057983 33.5779571533 2184.16748047 -23.1846724669 -20.5035363142 -19.6257772249 165316 23.3504753009 228.072421412 53402 1 0.566610702571 -1.0 -1 NSA sdss 4 1.23766138653e+18 NSA nan 14.6017227173 0.802008509636 219.969004509,51.4346141811 144050.77+520446.0 220.211547852 52.0794525146 0.3185 17.569 0.017 17.435 0.02 17.354 0.025 17.537 0.015 16.874 0.024 0.073 20.176 0.0 0.0 0.0 -1.003 7.884 10.53 16.259 0.12 15.765 0.163 14.469 0.095 0.159 -23.449 -0.36 0 1 1 1 7171 1 1 0 1 0 0 0 3712 52708 52781 1327 72 40 4 228 24 7171 1 1 0 1 0 0 0 17.563 0.018 17.47 0.02 17.347 0.019 17.509 0.019 16.892 0.025 587735696452878360 373743987065880576 SBS 1439+522 6374610133882768732 220.21183347 52.0793666902 0.703405388735 1 3 214.431 7.29663 192.057 11.547 18.0694 0.0369542 18.1943 0.0652935 1 220.211547852,52.0794525146 -- 0.662083987512 388.011611911
64 1237667210522132486 165.99933727 27.9378146379 3 GALAXY 105622104313944 0 0 0 268435456 0 19.0002 18.0962 17.7141 17.5131 17.4472 0.0545034 0.0106737 0.0119001 0.0223502 0.0673465 0.0686672 0.0113325 0.0140455 0.0225792 0.0648663 0.144807 0.106548 0.0772772 0.058597 0.041546 19.2739 18.0908 17.7289 17.6171 17.3963 6.60385 10.4805 10.2843 9.95329 6.27047 0.303918 2.73088 2.43951 3.01369 1.02669 16.2424 4.73331 22.7143 1.26058 23.8195 1.52139 21.8264 2.18859 23.8253 6.5739 0.052805 0.123844 0.13319 0.156503 0.112341 19.6372 0.0672258 18.2111 0.0113276 17.8062 0.0140455 17.7329 0.02254 17.4756 0.0678199 21.6016 0.127884 20.6325 0.0294723 20.5168 0.0321491 20.5095 0.0516904 20.0652 0.127349 21.4198 0.101433 20.447 0.0209935 20.113 0.0263358 19.8949 0.0347933 19.8605 0.135838 0.0 0.0 0.0 0.0 0.0 0.402698 0.447836 0.309244 0.231848 0.287066 0.241898 0.284237 0.295975 0.225298 0.426767 0.110949 6.7109 20.6724 0.158348 7.99378 20.3704 0.167711 7.93981 20.8065 0.190153 7.02269 20.5889 0.179755 7.32524 21.8019 20.8721 0.0357257 17.8062 0.0140455 4.44515 11.0043 17.8858 24.3006663821 23.1207276516 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00475072 9.67413e-06 0 0.039285 0.015389 -1.0 -1.0 -1.0 -1.0 165.796871008 27.9722204613 25.5536308289 1534.00231934 -23.7626231039 -21.7899395264 -21.2271040014 138642 10.925632691 81.2128213562 100609 1 0.525211746699 -1.0 -1 NSA sdss 4 1.23766721052e+18 NSA nan 23.493516922 1.94626951218 165.99933727,27.9378146379 110011.54+273814.1 165.048095703 27.6372756958 0.8544 17.812 0.025 17.577 0.014 17.514 0.015 17.591 0.023 17.49 0.022 0.123 20.274 0.0 0.0 0.0 -9.0 0.0 0.0 16.127 0.114 0.0 0.0 15.259 0.164 0.325 -25.802 -0.025 0 1 1 1 2 1 0 0 0 0 0 0 5061 53352 53826 2359 36 40 2 332 12 2 1 0 0 0 0 0 0 17.81 0.025 17.578 0.014 17.521 0.015 17.586 0.023 17.477 0.022 587741489296834572 664230651121106944 6387874681888703717 165.048215382 27.6374712056 0.800666885387 1 3 244.504 7.46982 105.238 10.5295 17.9269 0.0331783 18.8475 0.108659 1 165.048095703,27.6372756958 -- 0.893598256665 398.540348944
65 1237658298454311154 144.842964764 4.95243291028 3 GALAXY 35289867358224 1 0 0 268435456 0 16.9568 16.0177 15.6283 15.4279 15.3111 0.0160996 0.00307387 0.00335003 0.0040935 0.0106209 0.0115312 0.00330115 0.0031881 0.00346548 0.0081887 0.242699 0.178576 0.129518 0.0982095 0.0696318 16.8763 15.955 15.6352 15.4888 15.3785 8.82935 9.57638 9.21318 9.25927 7.84108 0.481631 0.461173 0.375455 0.474131 0.318437 8.1298 0.334506 8.59819 0.100073 9.54099 0.133131 9.89002 0.145093 9.88871 0.358944 0.710219 0.605663 0.575383 0.570163 0.554199 16.9585 0.0117008 16.0041 0.00336673 15.6234 0.00325742 15.4856 0.00356584 15.4544 0.00838044 19.0005 0.02727 18.04 0.0248619 17.7199 0.0556536 17.6978 0.0151589 17.7237 0.0221389 19.2077 0.0205036 18.2894 0.00534119 17.9485 0.00516548 17.7621 0.00525463 17.6198 0.0123125 0.409001 0.374342 0.318584 0.292647 0.148734 0.0633524 -0.0542545 -0.0167502 -0.0637378 -0.0327605 -0.0776105 -0.0401559 -0.0803707 -0.063052 -0.0975487 0.751982 3.6483 143.937 0.673885 4.09882 121.774 0.611599 4.51011 119.893 0.622319 4.18113 120.942 0.59889 4.01603 121.222 18.7178 0.00702058 15.7647 0.0031881 4.10396 10.9589 15.7069 21.0310997302 20.7684003567 16.213 0.16 15.434 0.184 14.268 9999.0 sdss 0.00631331 5.1268e-06 0 0.017139 0.007357 -1.0 -1.0 -1.0 -1.0 145.224711158 5.16581059483 30.9923744202 1966.00305176 -23.7952546178 -21.3384172205 -20.4218476383 157374 26.1604246635 235.842226068 39964 1 0.575328490945 -1.0 -1 NSA sdss 4 1.23765829845e+18 NSA nan 30.2201747894 0.624806404114 144.842964764,4.95243291028 093731.85+053205.4 144.382736206 5.53485107422 0.3563 17.713 0.02 17.621 0.056 17.424 0.053 17.339 0.067 16.992 0.054 0.361 20.56 16.074 9.441 0.736 -9.0 0.0 0.0 15.839 0.098 14.957 0.11 14.155 0.086 0.055 -24.031 0.028 0 1 1 1 10 1 0 1 0 0 0 0 3015 52338 52644 992 40 40 3 202 93 10 1 0 1 0 0 0 0 17.703 0.02 17.642 0.053 17.444 0.055 17.351 0.071 16.995 0.055 587732702322098269 279449281323073536 2MASX J09373183+0532054 6382702552348100705 144.382963061 5.53483235889 0.815659292379 1 3 225.656 10.1991 144.466 12.6787 18.014 0.0490846 18.5035 0.09531 1 144.382736206,5.53485107422 -- 0.741114207177 400.882738522
66 1237661416603975998 219.422236629 51.4573597124 3 GALAXY 1161118907240792 0 0 0 268435456 0 18.2185 17.362 17.0581 16.7373 17.1395 0.0661197 0.00922372 0.0257468 0.0157318 0.0737486 0.0516653 0.0119501 0.0119401 0.0204845 0.0658386 0.0593883 0.0436974 0.031693 0.0240318 0.0170389 18.3433 17.3623 17.091 16.9813 17.0313 27.9202 14.7743 14.0185 13.9105 12.3449 -1000.0 0.745001 0.918336 0.632386 7.03076 24.8521 5.1198 29.67 0.605304 29.6674 2.17118 29.67 2.56336 29.6737 3.71673 0.450017 0.452521 0.426134 0.463031 0.359644 18.1542 0.053245 17.3674 0.0119238 17.1227 0.0119401 16.9983 0.0204721 17.1926 0.06549 20.9214 0.0782221 21.0013 0.0348452 20.7192 0.0374862 20.6595 0.0554374 20.2197 0.134008 21.8376 0.158515 20.8963 0.0297843 20.5136 0.0314866 20.3904 0.047907 20.2204 0.125176 0.470677 0.0 0.0 0.0 0.0 -0.0444235 -0.110984 -0.0699825 -0.0814082 -0.0870474 -0.0760725 -0.0804063 -0.0724967 -0.133558 -0.0743927 0.5 8.29469 163.296 0.466608 10.2322 153.782 0.42386 10.2323 152.151 0.462533 9.80962 152.216 0.400112 8.99078 156.244 21.2922 0.0412377 17.1227 0.0119401 6.23428 12.3422 17.2643 24.1680487226 23.2337182696 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00692239 1.48419e-05 0 0.02227 0.012131 -1.0 -1.0 -1.0 -1.0 219.378245591 51.5619057983 33.5779571533 2184.16748047 -23.1846724669 -20.5035363142 -19.6257772249 165316 6.4844230643 63.3361225307 53405 1 0.627598847146 -1.0 -1 NSA sdss 4 1.2376614166e+18 NSA nan 19.5342693329 2.58787894249 219.422236629,51.4573597124 143726.14+504555.8 219.358917236 50.7655258179 0.7834 17.934 0.025 17.574 0.037 17.461 0.015 17.603 0.023 17.393 0.026 0.065 20.286 0.0 0.0 0.0 -1.337 5.7 13.48 16.343 0.146 15.972 0.209 15.764 0.258 0.489 -25.556 0.013 0 1 1 1 7171 1 1 0 1 0 0 0 3177 52402 52460 1046 627 40 6 85 17 8395779 1 1 0 1 1 0 0 17.89 0.014 17.544 0.013 17.452 0.017 17.605 0.012 17.394 0.019 587733399709745169 294648142253522944 SBS 1435+509 6374610141398960849 219.358895028 50.7657773838 0.907047846424 1 3 261.879 9.76714 118.236 10.5954 17.8523 0.0405038 18.721 0.0973187 1 219.358917236,50.7655258179 570 0.692974951046 406.115134697
67 1237667253471608906 166.012283813 28.0367913571 3 GALAXY 1161155414986772 0 0 0 268435456 0 13.9955 12.7282 12.0852 11.7308 11.5029 0.0112546 0.000729068 0.000672813 0.00122505 0.00124283 0.00419866 0.0018945 0.00167163 0.00166391 0.00203338 0.14489 0.106609 0.0773216 0.0586306 0.0415698 14.0441 12.7107 11.9871 11.6578 11.3906 25.0353 27.6958 28.6039 28.1679 27.5134 0.304072 0.447999 0.388556 0.355409 0.357309 29.6752 0.390502 29.6716 0.413751 29.6743 0.333231 29.6732 0.203362 29.6707 0.422975 0.89355 0.902611 0.886174 0.847417 0.845079 14.4123 0.00400938 13.0118 0.0019608 12.1674 0.00170446 11.81 0.00169063 11.5395 0.00207131 18.1948 0.0226183 16.6672 0.016218 16.0777 0.0240999 15.7969 0.0273054 15.5127 0.0223977 18.3879 0.0130309 16.7471 0.00240425 16.0521 0.00185411 15.6821 0.00169409 15.4095 0.00319042 0.0612503 0.597253 0.750478 0.830827 0.816902 0.0321054 -0.00496891 -0.0234834 0.00138828 0.0195932 -0.0109684 0.0218487 -0.0118027 0.0292731 -0.0120024 0.763206 16.4654 130.892 0.779867 11.7486 123.767 0.783646 13.1534 136.853 0.824405 11.8373 136.812 0.811403 11.574 134.637 16.7466 0.00245441 12.553 0.00173813 13.2759 29.3342 12.5156 20.1436843268 20.126349309 13.153 0.043 12.587 0.052 12.33 0.046 sdss 0.00457482 6.97889e-06 0 0.017456 0.007367 -1.0 -1.0 -1.0 -1.0 165.796871008 27.9722204613 25.5536308289 1534.00231934 -23.7626231039 -21.7899395264 -21.2271040014 138642 12.05018064 89.571820572 159215 1 0.73832399424 -1.0 -1 NSA sdss 4 1.23766725347e+18 NSA nan 2.50180721283 0.192361220717 166.012283813,28.0367913571 110052.34+283801.2 165.218093872 28.6336898804 0.2427 17.38 0.019 17.381 0.024 17.305 0.028 17.165 0.023 17.075 0.024 0.14 20.29 0.0 0.0 0.0 -1.194 3.907 7.3 15.855 0.073 15.239 0.083 14.331 0.07 0.07 -23.203 -0.392 0 1 1 1 7170 1 0 0 1 0 0 0 5061 53352 53786 2211 271 40 4 334 49 7170 1 0 0 1 0 0 0 17.371 0.019 17.372 0.024 17.296 0.028 17.158 0.023 17.074 0.024 587741490370707505 622572183754899456 2MASX J11005233+2838013 2487326336971966641 165.218267301 28.633767348 0.614871545923 0 3 304.805 2.5846 339.914 8.25969 17.6875 0.00920874 17.5745 0.0263891 2 165.218093872,28.6336898804 673 0.919199163894 409.958225405
68 1237661416603910425 219.190054522 51.4603182194 3 GALAXY 35219000397912 0 0 0 268435456 0 16.4842 15.5695 15.2115 14.9816 14.9091 0.0190174 0.00338852 0.00335294 0.00866088 0.0129808 0.0148548 0.00353067 0.00427982 0.00567 0.0149917 0.0553454 0.0407226 0.0295354 0.0223958 0.0158789 16.7142 15.7719 15.4235 15.251 15.1261 16.5922 18.5848 19.2419 18.0837 19.0548 0.916015 0.462223 0.502823 0.209168 0.854855 25.769 1.47312 23.826 0.268994 26.416 0.408838 26.142 0.537933 29.6733 1.42819 0.449978 0.665655 0.71787 0.756545 0.734676 16.7927 0.0152026 15.7356 0.00364359 15.371 0.00442707 15.2208 0.00581058 15.0899 0.0153633 19.7721 0.0389595 19.0812 0.0239487 19.1432 0.0227528 19.0734 0.0292546 18.8506 0.046295 19.9108 0.0349197 19.083 0.00912351 18.8289 0.0120859 18.6706 0.0160515 18.582 0.0364531 0.167559 0.156484 0.0986585 0.0613139 0.0443098 -0.210879 -0.0417524 -0.139909 -0.0235069 -0.125238 -0.0173254 -0.0948538 -0.0144265 -0.10114 -0.00980445 0.466432 8.71964 120.442 0.625541 8.91088 117.323 0.683852 8.97287 116.9 0.737528 8.69893 114.876 0.699494 8.93505 113.981 19.6664 0.0175806 15.4531 0.00427982 8.22979 18.8973 15.3909 22.2131847581 21.963247753 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0078426 7.41597e-06 0 0.02144 0.007168 -1.0 -1.0 -1.0 -1.0 219.378245591 51.5619057983 33.5779571533 2184.16748047 -23.1846724669 -20.5035363142 -19.6257772249 165316 9.30447865648 90.8807498189 53422 1 0.682822370786 -1.0 -1 NSA sdss 4 1.2376614166e+18 NSA -99.0 0.0 0.0 219.190054522,51.4603182194 143726.14+504555.8 219.358917236 50.7655258179 0.7834 17.934 0.025 17.574 0.037 17.461 0.015 17.603 0.023 17.393 0.026 0.065 20.286 0.0 0.0 0.0 -1.337 5.7 13.48 16.343 0.146 15.972 0.209 15.764 0.258 0.489 -25.556 0.013 0 1 1 1 7171 1 1 0 1 0 0 0 3177 52402 52460 1046 627 40 6 85 17 8395779 1 1 0 1 1 0 0 17.89 0.014 17.544 0.013 17.452 0.017 17.605 0.012 17.394 0.019 587733399709745169 294648142253522944 SBS 1435+509 6374610141398960849 219.358895028 50.7657773838 0.907047846424 1 3 261.879 9.76714 118.236 10.5954 17.8523 0.0405038 18.721 0.0973187 1 219.358917236,50.7655258179 570 0.702832699457 411.89222782
69 1237661874021072953 207.096719393 43.7086510615 3 GALAXY 1161118907240536 0 0 0 268435456 0 16.133 15.409 15.0855 14.9971 14.8943 0.0116384 0.00272117 0.00267321 0.00358049 0.00918165 0.0116669 0.00395787 0.00575216 0.00593703 0.0141416 0.0817166 0.0601263 0.0436086 0.0330671 0.023445 15.8963 15.1089 14.7632 14.6155 14.4632 12.0848 16.3157 20.525 20.7549 21.4121 2.32755 0.331835 0.415649 0.262645 1.2231 10.908 0.464633 15.2162 0.234394 19.3286 0.283432 22.3544 0.443425 25.6472 1.17238 0.518751 0.697032 0.756441 0.750071 0.757004 16.4909 0.0111979 15.4555 0.00399993 14.9941 0.0058961 14.8462 0.00605631 14.6487 0.0145801 19.1135 0.047338 18.7268 0.01904 18.98 0.0193743 18.9082 0.0196832 18.7509 0.0297827 19.0162 0.0193226 18.4814 0.00564274 18.2747 0.00589492 18.308 0.00772736 18.2148 0.0208772 1.0 0.674637 0.538894 0.358246 0.31877 -0.182857 -0.0144836 -0.148251 -0.00558731 -0.128566 -0.00346272 -0.115913 0.00242916 -0.117645 0.00563309 0.474162 4.46809 108.82 0.685799 7.27597 103.08 0.76207 9.45421 97.2853 0.739953 9.35324 97.5334 0.731611 8.95243 98.1059 19.094 0.00845647 15.2639 0.00584626 8.88099 25.64 15.0987 22.1374968208 21.8364685296 16.504 0.164 15.886 0.183 15.056 9999.0 sdss 0.00762431 5.90883e-06 0 0.017913 0.005845 -1.0 -1.0 -1.0 -1.0 206.598658813 43.872359749 35.8043022156 2409.00366211 -23.8663994341 -21.1152561412 -20.404717244 143856 23.7314265692 247.162015428 54614 1 0.783141486891 -1.0 -1 NSA sdss 4 1.23766187402e+18 NSA -99.0 140.328018188 2.68639993668 207.096719393,43.7086510615 134854.76+430309.1 207.22819519 43.0525283813 0.2747 17.118 0.016 17.176 0.031 17.128 0.017 17.111 0.024 16.678 0.021 0.063 20.097 0.0 0.0 0.0 -0.791 8.747 8.3 15.735 0.081 14.944 0.097 14.244 0.072 0.129 -23.519 -0.212 1 1 1 1 7234 1 0 0 1 0 0 1 3813 52722 52814 1345 498 41 4 334 21 7170 1 0 0 1 0 0 0 17.123 0.023 17.153 0.107 17.122 0.021 17.127 0.025 16.692 0.018 588017605228232725 378810680167366656 2MASX J13485478+4303095 6374750882108542476 207.228124338 43.0524957174 0.22037988604 1 3 523.183 16.102 468.357 27.3139 17.101 0.0334239 17.2265 0.063334 1 207.22819519,43.0525283813 194 0.663044383034 414.338397597
70 1237662226210160806 170.457771868 40.001812079 3 GALAXY 176027355713880 0 0 0 268435456 0 18.8957 18.0184 17.5153 17.3083 17.399 0.106926 0.0148836 0.0148037 0.0183119 0.0762417 0.089217 0.022289 0.0160951 0.0182916 0.0691565 0.109112 0.0802834 0.0582282 0.0441527 0.0313048 19.0664 18.2188 17.6879 17.492 17.6072 106.729 10.4378 10.2812 12.065 5.94848 -1000.0 0.62278 0.575013 0.802851 3.56756 29.6681 7.53186 17.2674 1.55849 20.3658 1.32908 23.0666 2.07862 19.3992 5.3249 0.693971 0.44999 0.454486 0.463976 0.34998 18.137 0.0928961 18.3138 0.022283 17.7462 0.0164618 17.4721 0.0182722 17.8602 0.0738269 21.505 0.237598 21.0064 0.0412672 20.4156 0.0352262 20.1839 0.0418807 20.6948 0.183198 22.076 0.242443 20.912 0.0323322 20.4535 0.0305519 20.2641 0.0395204 20.3318 0.13651 0.667246 0.0 0.0 0.0 0.0 -0.0811361 0.100589 -0.165708 0.0547206 -0.172938 0.0567864 -0.175557 0.0534477 -0.285201 0.134724 0.508631 6.87429 60.2913 0.500299 6.19418 65.8133 0.517287 6.22875 65.5374 0.513739 6.72646 65.5639 0.434195 5.29402 61.0833 21.2731 0.0431219 17.7462 0.0164618 4.62034 10.4517 17.7938 23.713615835 23.1126546458 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0066425 2.15579e-05 0 0.067246 0.034936 -1.0 -1.0 -1.0 -1.0 170.631283958 39.8768977159 31.5629272461 1948.00305176 -23.0289538239 -20.443341229 -19.6283836916 139281 10.9497834013 100.532894224 88016 1 0.508834622192 -1.0 -1 NSA sdss 4 1.23766222621e+18 NSA nan 11.4454698563 2.24091172218 170.457771868,40.001812079 111830.28+402554.0 169.626190186 40.4316711426 0.1545 15.822 0.017 15.902 0.016 16.003 0.013 15.624 0.021 15.799 0.013 0.084 20.27 16.357 7.172 0.074 -0.298 11.684 4.41 14.66 0.056 13.798 0.058 12.763 0.036 0.186 -23.669 -0.287 0 1 1 1 7691 1 1 1 1 0 0 0 3893 52754 53084 1440 204 41 1 97 60 7691 1 1 1 1 0 0 0 15.831 0.016 15.911 0.014 15.996 0.016 15.627 0.047 15.814 0.016 588017947199471676 405551961362923520 PG 1115+407 6374645323623564100 169.626609189 40.4319324314 1.48428473445 1 3 1367.58 24.9791 1231.5 43.4066 16.0577 0.019836 16.1768 0.0382782 1 169.626190186,40.4316711426 300 0.766809857036 422.417915157
71 1237667287812735027 157.778274298 28.7966447953 3 GALAXY 35253360136208 1 0 0 268435456 0 14.7459 13.626 12.9873 12.7495 12.4502 0.00442894 0.00144368 0.00170083 0.00114915 0.00206249 0.00415598 0.00179026 0.00172687 0.00174706 0.00223248 0.123642 0.0909745 0.0659823 0.0500324 0.0354736 14.8161 13.6826 13.0575 12.7812 12.527 10.8517 13.8503 14.073 14.9468 13.8779 0.534943 0.404023 0.378962 0.383556 0.361574 5.63745 0.0823326 7.56283 0.0419185 7.94539 0.0278324 9.33297 0.0507758 10.7161 0.0733924 0.653718 0.678861 0.69489 0.706605 0.673492 15.0986 0.00411675 13.8129 0.00180607 13.1448 0.0017465 12.765 0.00175897 12.4355 0.00224586 16.6806 0.0346138 15.8902 0.023146 15.3254 0.0243053 15.1636 0.0217422 15.2337 0.0298665 17.0762 0.0067135 16.0806 0.00211047 15.5412 0.00180144 15.3287 0.00176873 15.008 0.00258908 1.0 0.868553 0.794032 0.754907 0.74773 -0.122522 -0.0211382 -0.130445 -0.0171094 -0.127409 -0.0220195 -0.126608 -0.0213968 -0.136288 -0.0273102 0.666786 3.62226 79.8068 0.6874 6.26741 73.5729 0.722569 6.316 74.9538 0.727747 6.47539 75.6718 0.672029 6.00601 78.2974 16.2389 0.00238357 13.2315 0.0018288 6.06968 16.2422 13.1609 18.8985987396 19.0907247096 12.789 0.047 12.136 0.048 11.953 0.049 sdss 0.0047453 7.54079e-06 0 0.022903 0.005899 -1.0 -1.0 -1.0 -1.0 158.231009691 28.5117693955 24.4116744995 1408.00219727 -23.010600609 -20.7831267543 -20.0413546068 137625 Oz 29.3357687481 208.312768283 107764 1 0.641915844719 -1.0 -1 NSA sdss 4 1.23766728781e+18 NSA -99.0 74.3841934204 1.03057992458 157.778274298,28.7966447953 102821.47+275951.0 157.089477539 27.9975166321 0.3608 18.319 0.036 18.318 0.035 18.293 0.025 18.372 0.021 17.692 0.023 0.117 20.35 0.0 0.0 0.0 -1.207 4.283 8.84 16.905 0.126 15.994 0.12 14.953 0.08 0.213 -22.929 -0.245 0 1 1 1 1055747 1 1 0 1 1 0 0 5061 53352 53794 2353 455 40 6 286 61 1055747 1 1 0 1 1 0 0 18.292 0.036 18.3 0.035 18.284 0.025 18.348 0.021 17.674 0.023 587741491441303613 662541665579302912 6378410116935323498 157.089403805 27.997687669 0.658832279186 1 3 144.202 5.93594 100.776 8.82526 18.5002 0.0447041 18.8945 0.0951046 1 157.089477539,27.9975166321 -- 1.00285970084 427.282511794
72 1237674459880882681 145.234531834 5.04491110503 3 GALAXY 105589892059480 0 0 0 268435456 0 17.4276 16.6558 16.3507 16.1471 16.1142 0.0528664 0.0053783 0.00533352 0.00679692 0.110283 0.039141 0.00868602 0.0134194 0.0114604 0.0328068 0.281802 0.207347 0.150385 0.114033 0.0808506 17.9556 16.971 16.7569 16.5633 16.5344 27.9292 12.9039 13.4069 13.1344 12.9078 -1000.0 0.391008 0.516555 0.40052 1.16834 29.6751 5.40641 29.6675 1.27701 25.078 1.17904 29.666 1.5921 29.6685 5.2048 0.948585 0.696328 0.716997 0.623286 0.74088 18.0999 0.0389528 17.169 0.00868208 16.9073 0.0134194 16.6271 0.0114347 16.5162 0.0327107 21.646 0.127796 20.6929 0.0322428 20.5953 0.032493 20.4665 0.0410575 20.1496 0.10407 21.3551 0.111396 20.4247 0.022458 20.123 0.0237403 19.9667 0.0286187 19.8979 0.0886751 0.0 0.0 0.0 0.0 0.0 -0.0498423 0.0474416 -0.0558545 0.0535669 -0.0748296 0.0499027 -0.0936794 0.0407595 -0.0573235 0.061852 0.85792 7.60847 41.7239 0.72923 7.26875 31.7357 0.72784 7.21122 37.1007 0.657691 8.10246 38.9833 0.69995 8.21473 37.1268 20.9864 0.0349299 16.9073 0.0134194 5.78575 12.5392 16.9434 23.192791329 22.7506110301 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00621795 -1.0 0 0.051969 0.013289 -1.0 -1.0 -1.0 -1.0 145.224711158 5.16581059483 30.9923744202 1966.00305176 -23.7952546178 -21.3384172205 -20.4218476383 157374 7.26711287582 65.5152722049 39963 1 0.63477058077 -1.0 -1 NSA sdss 4 1.23767445988e+18 NSA -99.0 13.2229175568 2.42353272438 145.234531834,5.04491110503 094331.61+053131.4 145.881729126 5.52541399002 0.5645 17.485 0.023 17.158 0.026 17.052 0.017 16.907 0.021 17.003 0.018 0.213 20.529 15.161 22.518 0.172 -9.0 0.0 0.0 16.007 0.102 15.362 0.101 14.487 0.105 0.149 -25.515 0.114 0 1 1 1 10 1 0 1 0 0 0 0 2986 52318 52710 993 147 40 3 182 128 10 1 0 1 0 0 0 0 17.472 0.016 17.174 0.015 17.082 0.012 16.932 0.016 17.013 0.018 587732577766736000 279731040216416256 SDSS J094331.61+053131.4 6382702551274359660 145.881769536 5.52542996219 0.155797680291 1 3 258.27 7.2314 178.323 12.6499 17.8674 0.0304073 18.2749 0.0770392 2 145.881729126,5.52541399002 477 0.803859976594 434.823115904
73 1237662196143947955 206.062030556 41.6773969113 3 GALAXY 35253360136464 1 0 0 268435456 0 17.6063 16.3506 15.7129 15.4142 15.3675 0.0371546 0.00540594 0.00767843 0.00574305 0.0156275 0.0357736 0.00551178 0.00491173 0.0056155 0.0156972 0.0372117 0.02738 0.0198583 0.0150579 0.0106763 17.7633 16.4637 15.8958 15.6115 15.4294 2.96875 11.0277 11.4207 11.3972 11.1316 -1000.0 0.286611 0.408577 0.384427 0.818885 13.2893 2.06121 11.6085 0.283359 11.8842 0.274942 12.3217 0.244534 13.627 0.936572 0.75469 0.690267 0.699605 0.711903 0.653684 17.667 0.0356847 16.7991 0.00570692 16.2357 0.00508769 15.9561 0.00582074 15.7418 0.0164207 20.3137 0.0555526 19.2739 0.0231464 18.783 0.0164308 18.5805 0.0293982 18.3622 0.0354671 20.5528 0.0551576 19.3159 0.00920743 18.7425 0.00798758 18.4811 0.00983007 18.3183 0.0242623 1.0 0.428441 0.380815 0.333452 0.330931 0.0625213 -0.0362181 0.0389133 -0.0355163 0.0488318 -0.0364416 0.0431146 -0.03773 0.0575735 -0.0429249 0.688107 4.67071 145.122 0.712151 4.63747 158.585 0.725691 4.5988 162.99 0.724209 4.59587 160.011 0.695271 4.6306 167.704 19.4958 0.0108806 16.4929 0.00491574 4.97715 13.3345 16.3373 21.8015331645 21.817637634 16.626 0.129 15.818 0.131 15.683 0.189 sdss 0.00869595 9.33515e-06 0 0.037798 0.01321 -1.0 -1.0 -1.0 -1.0 206.329877581 41.7125475739 37.228515625 2549.01000977 -24.404513209 -21.3595386235 -20.4361216782 163956 12.1846386116 131.951271988 56424 1 0.206409869239 -1.0 -1 NSA sdss 4 1.23766219614e+18 NSA nan 19.751499176 0.745604932308 206.062030556,41.6773969113 134100.78+412314.0 205.253265381 41.3872489929 1.2144 16.681 0.024 16.489 0.043 16.34 0.014 16.302 0.013 16.314 0.021 0.042 19.973 0.0 0.0 0.0 -1.654 2.553 16.68 15.468 0.038 14.995 0.054 14.375 0.053 0.045 -27.905 -0.086 0 1 1 1 135273474 1 0 0 1 1 0 0 3893 52754 53050 1377 338 41 5 276 17 135273474 1 0 0 1 1 0 0 16.697 0.027 16.459 0.048 16.351 0.015 16.32 0.022 16.359 0.016 588017949627121681 387818892363300864 PG 1338+416 6374750903583379181 205.253501694 41.3872424189 0.63870291041 1 3 569.785 10.6402 169.583 7.87026 17.0083 0.02028 18.3294 0.0504006 1 205.253265381,41.3872489929 311 0.671358489739 436.22200863
74 1237665565541728490 234.132926177 16.4404552908 3 GALAXY 105589892059224 0 0 0 268435456 0 16.1647 14.9855 14.4259 14.1387 13.9433 0.0158673 0.00259635 0.00209654 0.00186889 0.00660086 0.0225006 0.00533662 0.00365586 0.00515775 0.0165636 0.265727 0.19552 0.141807 0.107528 0.0762387 16.1973 14.9169 14.3988 14.165 14.0913 22.802 26.5905 26.6271 25.7355 24.102 0.922541 0.993555 1.08189 0.981544 0.73939 29.6735 1.06105 29.6712 0.344343 29.6666 0.649634 29.6739 0.269091 29.6667 2.45438 0.72939 0.628225 0.726929 0.617838 0.544187 16.5156 0.0224544 15.1144 0.00533579 14.5406 0.00365586 14.299 0.00515002 14.221 0.0163856 21.2198 0.0895723 20.184 0.0213354 19.6587 0.023881 19.3987 0.022902 19.0766 0.0414875 20.9411 0.0918039 19.6351 0.0120631 19.0204 0.0106331 18.7119 0.0116012 18.519 0.0291054 0.0 0.0 0.0 0.0 0.0 0.277716 -0.0105282 0.241218 -0.00404015 0.237909 -0.0061111 0.233472 -0.00943407 0.257519 -0.00772755 0.449939 17.3926 188.744 0.449997 18.5222 186.685 0.461628 18.3583 186.446 0.46783 17.2205 186.139 0.449999 16.2165 187.286 19.8695 0.0154952 14.5406 0.00365586 14.2391 33.0239 14.6318 22.1887278239 22.1073501623 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0063225 2.50655e-05 0 0.017646 0.008486 -1.0 -1.0 -1.0 -1.0 234.132011282 16.6077737961 28.020401001 1967.37255859 -23.7079536397 -21.1887440467 -20.5059088315 166313 Gilgamesh 10.0435758826 81.8631045647 166312 1 0.754674971471 -1.0 -1 NSA sdss 4 1.23766556554e+18 NSA -99.0 4.2713060379 0.541258990765 234.132926177,16.4404552908 153355.23+154610.0 233.480163574 15.7694501877 0.3735 17.929 0.024 17.786 0.013 17.888 0.016 17.968 0.02 17.394 0.025 0.224 20.487 0.0 0.0 0.0 -9.0 0.0 0.0 16.03 0.076 15.448 0.101 14.805 0.09 0.144 -23.46 -0.445 0 1 1 1 134224899 1 1 0 1 0 0 0 5183 53439 54592 2782 461 40 4 657 96 134224899 1 1 0 1 0 0 0 17.921 0.024 17.783 0.013 17.88 0.016 17.96 0.02 17.366 0.025 587742014377885792 783297857997242368 6382737731351479827 233.480351947 15.7696166146 0.88593279875 1 3 267.136 11.8194 212.364 18.6398 17.8308 0.0480501 18.0852 0.0953214 1 233.480163574,15.7694501877 -- 0.918451314171 449.167012678
75 1237662662147571761 248.393225697 19.9461400824 3 GALAXY 35221147877392 1 0 0 268435456 0 17.2713 16.2777 15.8096 15.6313 15.421 0.015701 0.00351709 0.00319217 0.00374437 0.0079568 0.0138057 0.00351746 0.0032581 0.00380921 0.00915628 0.337488 0.248321 0.180103 0.136566 0.0968273 16.8768 15.9042 15.4673 15.3237 15.1465 5.0196 6.0576 6.43384 6.5614 6.45146 0.463876 0.228561 0.183038 0.173252 0.192427 3.9141 0.259694 4.28204 0.0452493 5.06069 0.0695218 5.41447 0.0686793 6.37333 0.229363 0.549982 0.730983 0.769428 0.797376 0.736579 17.5592 0.0137314 16.3763 0.0035553 15.8051 0.00330137 15.6027 0.00387001 15.356 0.00943835 19.2782 0.0238842 18.4317 0.0200707 18.1497 0.0128241 18.1508 0.0158701 17.8719 0.022275 19.0021 0.0193606 17.9999 0.00663679 17.5609 0.00659977 17.3907 0.00604423 17.1737 0.0125517 0.642943 0.562627 0.501951 0.453728 0.468208 -0.0671512 0.155682 -0.0472502 0.103902 -0.0411469 0.0896721 -0.0296909 0.073277 -0.0376632 0.0742117 0.576737 2.15384 88.8657 0.682035 2.59826 89.7951 0.713795 2.86715 90.4864 0.734169 2.81693 91.0498 0.72742 2.52935 91.1484 18.279 0.00874504 15.9911 0.00326786 3.01374 8.61439 15.8763 20.2005664854 20.1488039442 15.698 0.128 15.075 0.153 14.752 0.119 sdss 0.00813 5.23156e-06 0 0.014449 0.006264 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 18.6954920905 186.640974831 68553 1 0.615210919586 -1.0 -1 AAT /Spectra/Final/AAT/Odyssey_1_MG.mz 4 373.0 AAT -99.0 97.2179794312 1.60725641251 248.393225697,19.9461400824 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.751974652309 450.429354688
76 1237662307796910232 206.19066673 41.5567177 3 GALAXY 475058011246640 1 0 0 268435456 281474976710656 18.291 17.0818 16.5342 16.2644 16.0636 0.0407705 0.00552247 0.00516007 0.0111121 0.256716 0.0368874 0.00637697 0.00590459 0.00811227 0.0274015 0.0439143 0.0323118 0.0234352 0.0177702 0.0125993 18.3937 17.1391 16.5781 16.3179 16.167 11.6031 12.3158 11.7519 11.6846 10.9868 10.0587 0.765671 0.789966 0.605379 0.715483 29.6629 5.32863 18.3254 0.500229 19.1265 0.38829 19.1232 0.511324 21.4431 2.29586 0.473486 0.528648 0.512955 0.520046 0.525454 17.5124 0.0367516 17.0883 0.00660174 16.5471 0.00603913 16.3037 0.00817689 16.171 0.0284148 20.9574 0.0723664 20.178 0.0327679 19.6018 0.0255626 19.4906 0.0245414 19.2901 0.0675955 21.0212 0.0727009 19.821 0.0126748 19.298 0.0115283 19.0619 0.0151431 18.9411 0.051157 0.801795 0.124087 0.0689637 0.0221334 0.0 -0.0200817 0.0812632 -0.0675859 0.0639598 -0.077632 0.064055 -0.0790768 0.0678156 -0.0965609 0.0562134 0.487439 7.25171 64.7571 0.541994 6.53168 70.2756 0.527321 6.70898 71.3566 0.527138 6.81153 70.1921 0.539672 6.71158 70.4046 20.0954 0.0163238 16.6015 0.00590459 5.19313 12.2297 16.6232 22.7302234394 22.19578327 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00894533 2.04436e-05 0 0.034054 0.018421 -1.0 -1.0 -1.0 -1.0 206.329877581 41.7125475739 37.228515625 2549.01000977 -24.404513209 -21.3595386235 -20.4361216782 163956 11.2451499247 121.777292226 56427 1 0.594563719929 -1.0 -1 NSA sdss 4 1.2376623078e+18 NSA nan 5.79424476624 0.753517210484 206.19066673,41.5567177 134100.78+412314.0 205.253265381 41.3872489929 1.2144 16.681 0.024 16.489 0.043 16.34 0.014 16.302 0.013 16.314 0.021 0.042 19.973 0.0 0.0 0.0 -1.654 2.553 16.68 15.468 0.038 14.995 0.054 14.375 0.053 0.045 -27.905 -0.086 0 1 1 1 135273474 1 0 0 1 1 0 0 3893 52754 53050 1377 338 41 5 276 17 135273474 1 0 0 1 1 0 0 16.697 0.027 16.459 0.048 16.351 0.015 16.32 0.022 16.359 0.016 588017949627121681 387818892363300864 PG 1338+416 6374750903583379181 205.253501694 41.3872424189 0.63870291041 1 3 569.785 10.6402 169.583 7.87026 17.0083 0.02028 18.3294 0.0504006 1 205.253265381,41.3872489929 311 0.722527025487 469.469285285
77 1237668298740007188 182.689815229 20.5929282759 3 GALAXY 105624251662608 1 0 0 268435456 0 19.403 18.6405 18.319 18.2342 18.339 0.0863532 0.0206977 0.0417838 0.0608542 0.126956 0.0863532 0.0206977 0.0417838 0.0608542 0.126956 0.133348 0.0981162 0.0711621 0.0539601 0.0382584 19.2696 18.5424 18.2478 18.1802 18.3008 6.95807 7.74496 7.90907 11.6778 18.0187 0.741644 0.2772 0.605597 8.08308 -1000.0 21.1617 6.70641 15.1931 1.68054 12.3246 1.79133 17.0547 3.57564 29.6637 20.6985 0.548912 0.749738 0.83182 0.749779 0.548246 18.3525 0.0803704 18.6354 0.0206721 18.319 0.0426848 17.917 0.0640602 18.1559 0.125157 21.7491 0.127241 21.4111 0.0482136 21.4156 0.0610886 21.4674 0.0954107 22.134 0.420858 21.6852 0.152615 21.0104 0.0388067 20.7578 0.045151 20.6655 0.067455 20.8974 0.278184 1.0 0.0 0.0 0.141921 0.0 0.0954469 -0.228143 0.065382 -0.0412044 0.0311266 -0.0125363 0.0679096 -0.0385851 -0.00851043 0.0573078 0.571801 4.65803 136.49 0.784572 4.49858 152.497 0.864558 4.31249 162.183 0.768407 5.83677 160.735 0.799616 5.29299 9.58301 21.5494 0.0626212 18.319 0.0426848 3.95675 8.16799 18.3488 23.4880558544 23.3309108387 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008433 -1.0 -1 0.103337 0.04012 -1.0 -1.0 -1.0 -1.0 182.792360066 20.1756649725 36.3128814697 2448.24023438 -23.0486193526 -20.6267901318 -19.9389782782 161174 ScoobyDoo 25.6915123787 271.376637604 -1 1 0.568075619287 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0310_1.zlog 4 78.0 MMT -99.0 -99.0 -99.0 182.689815229,20.5929282759 121226.12+211329.0 183.10887146 21.2247371674 0.8413 17.657 0.023 17.464 0.03 17.415 0.013 17.444 0.022 17.34 0.023 0.143 20.387 16.141 8.141 0.41 -9.0 0.0 0.0 16.334 0.119 15.999 0.156 14.945 0.1 0.114 -25.92 -0.005 0 1 1 1 3145738 1 0 1 0 1 0 0 5225 53462 54210 2644 50 41 6 123 60 3145738 1 0 1 0 1 0 0 17.67 0.023 17.458 0.03 17.385 0.013 17.412 0.022 17.314 0.023 588023670781968444 744452668809805824 6378726701122192935 183.108912562 21.2248814522 0.53742713965 1 3 262.284 12.1736 112.987 11.7824 17.8507 0.0504053 18.7703 0.11325 1 183.10887146,21.2247371674 -- 0.743250961603 471.057105782
78 1237662224092496776 248.195368592 19.8670126788 3 GALAXY 281692140995328 0 0 0 268435456 281474976710656 20.1782 19.039 18.7417 18.5248 18.5186 0.113563 0.0297564 0.0592249 0.104794 0.109641 0.113563 0.0297564 0.0592249 0.104794 0.109641 0.342584 0.25207 0.182822 0.138629 0.0982894 19.8357 18.7869 18.5589 18.3862 18.4203 18.0217 7.54995 11.3072 6.83061 10.334 -1000.0 0.325394 -1000.0 0.367595 10.2352 23.3424 12.9877 11.3891 1.41266 12.3211 2.87446 6.37491 2.27289 12.3216 6.23607 0.414964 0.661828 0.500035 0.93329 0.994926 19.6529 0.129527 18.9434 0.0295811 18.7417 0.0592249 18.4936 0.123962 18.3358 0.126201 22.5768 0.207017 21.8703 0.0531562 21.9215 0.0704263 21.7306 0.0910289 21.5864 0.279894 22.112 0.189613 21.0959 0.0359665 20.7875 0.0414972 20.5884 0.0553344 20.47 0.182447 0.16889 0.0 0.0 0.0 0.0 0.375722 0.0462939 0.161216 -0.0166673 0.175791 -0.0197048 0.0768385 -0.0118422 0.0191785 -0.00310534 0.450055 5.69095 204.184 0.689143 4.02619 212.41 0.7082 3.51102 210.173 0.845678 3.4113 208.247 0.792416 3.93522 214.988 21.604 0.0588265 18.7417 0.0592249 3.09963 5.80399 18.7214 23.4642938115 23.1734135002 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00824 -1.0 -1 0.057825 0.031165 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 6.56715006627 65.5615043737 -1 1 0.247434499231 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2014.0524_1.zlog 3 194.0 MMT -99.0 -99.0 -99.0 248.195368592,19.8670126788 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.795860611088 476.716841949
79 1237659131671347468 214.803549461 50.4409042279 3 GALAXY 35259802451984 1 0 0 268435456 0 19.0495 17.9899 17.5895 17.3057 17.3337 0.102334 0.0121112 0.0133658 0.0169537 0.0526748 0.0699053 0.0119367 0.0141481 0.0240759 0.0468386 0.0924757 0.0680428 0.0493503 0.0374208 0.0265318 18.9086 17.7839 17.4402 17.3008 17.1322 9.63331 9.96633 10.7307 9.60275 7.88652 9.45588 0.704736 0.770668 0.731189 0.929252 19.127 5.00566 19.3194 0.855363 19.8653 1.04339 18.6355 1.9646 16.1184 3.102 0.271496 0.400868 0.449986 0.449951 0.505173 19.0883 0.0703296 17.8665 0.0119253 17.4895 0.0151207 17.347 0.0249833 17.2754 0.0471086 21.5678 0.133267 20.6122 0.0304279 20.5142 0.0369483 20.6427 0.0487577 20.1833 0.103972 21.5147 0.135367 20.4668 0.0236739 20.0829 0.0250149 19.977 0.0329513 19.7428 0.0917701 0.063653 0.0 0.0 0.0 0.0 0.272427 0.145675 0.276483 0.0461662 0.226909 0.0418603 0.227552 0.0458234 0.168335 0.100468 0.307698 6.43626 38.6198 0.423747 6.59444 38.3102 0.465304 6.40785 39.2416 0.465334 6.3067 40.0974 0.542865 5.29316 43.2658 20.8967 0.0355202 17.4895 0.0151207 4.69366 10.6667 17.5084 23.5185202516 22.8614575579 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.007452 1.4021e-05 0 0.029079 0.012713 -1.0 -1.0 -1.0 -1.0 215.578512717 50.5013831887 34.1543197632 2230.00341797 -23.0615481988 -20.7215176979 -19.9454080526 144953 29.8360974962 296.420559557 43069 1 0.564171126909 -1.0 -1 NSA sdss 4 1.23765913167e+18 NSA -99.0 16.0297298431 1.82801294327 214.803549461,50.4409042279 142314.18+505537.2 215.80909729 50.9270248413 0.2758 17.816 0.025 17.958 0.016 17.672 0.021 17.733 0.021 17.222 0.028 0.065 20.19 11.22 830.915 0.344 -0.427 15.605 7.4 16.028 0.101 15.135 0.117 14.129 0.093 0.264 -22.907 -0.058 1 1 1 1 5698 1 0 0 1 0 0 1 3177 52402 52725 1045 72 40 4 71 41 5634 1 0 0 1 0 0 0 17.778 0.016 17.945 0.011 17.617 0.02 17.681 0.015 17.048 0.024 587733398635085865 294367803115307008 SBS 1421+511 6374610218708371829 215.809220022 50.9271961968 0.676829941068 1 3 119.022 7.34116 161.003 12.0118 18.7085 0.0669835 18.3858 0.0810219 1 215.80909729,50.9270248413 -- 0.801377591357 477.705456473
80 1237659326554832995 216.926514219 56.5960561907 3 GALAXY 35253360136464 1 0 0 268435456 0 18.4461 17.0879 16.5271 16.2287 16.1793 0.059204 0.00722834 0.00637037 0.00828455 0.02542 0.0555445 0.00773926 0.00697421 0.00876624 0.0275519 0.10061 0.0740278 0.0536912 0.0407124 0.0288656 18.8171 17.4031 16.9067 16.6573 16.5833 27.9167 10.9442 10.3748 9.01427 7.8771 -1000.0 0.452209 0.233876 0.21935 0.474453 18.4223 4.50662 11.291 0.384544 12.3187 0.370461 11.4282 0.456469 10.4088 1.1773 0.727011 0.752977 0.750009 0.761208 0.750015 17.9085 0.0520198 17.2349 0.00795758 16.7321 0.00723497 16.5512 0.00913465 16.6093 0.0284391 21.1627 0.0937116 19.8091 0.0228727 19.5189 0.0253685 19.3188 0.0209484 19.2126 0.0525909 21.0294 0.0693553 19.6948 0.0120805 19.2294 0.0107106 18.9599 0.0153873 18.8505 0.0392328 1.0 0.372636 0.331741 0.325659 0.23348 -0.0248562 -0.101937 -0.0787051 -0.00129214 -0.0866814 -0.00917928 -0.076962 -0.0136674 -0.0955235 -0.0447427 0.711518 6.74057 152.637 0.751799 4.82174 132.647 0.755633 4.71108 129.106 0.791346 4.21538 131.691 0.755354 3.97865 132.964 19.9373 0.0132293 16.9604 0.00697421 4.55437 10.4574 16.9007 22.3214737377 22.1883024732 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00651285 5.69679e-05 0 0.036042 0.016658 -1.0 -1.0 -1.0 -1.0 216.638650668 56.5826955954 31.8473949432 1979.00317383 -24.0414933076 -21.544943914 -20.7677228047 164995 9.54410578416 88.416784624 45257 1 0.0697274620926 -1.0 -1 NSA sdss 4 1.23765932655e+18 NSA nan 1.83801984787 0.732296526432 216.926514219,56.5960561907 143234.22+560059.8 218.142608643 56.0166358948 0.405 18.51 0.026 18.277 0.025 18.25 0.02 18.128 0.023 17.883 0.028 0.077 20.143 0.0 0.0 0.0 -1.394 3.9 15.12 16.67 0.159 16.673 0.303 15.512 0.193 0.536 -23.435 0.04 0 1 1 1 1055747 1 1 0 1 1 0 0 3184 52403 52668 1162 362 40 5 13 58 1055747 1 1 0 1 1 0 0 18.502 0.029 18.294 0.019 18.25 0.022 18.117 0.021 17.841 0.027 587733429232926778 327300131793666048 SDSS J143234.22+560059.8 6374469451155243192 218.142190726 56.01705816 1.73725280143 1 3 202.405 9.32008 200.822 14.2914 18.132 0.0500068 18.1459 0.0772849 1 218.142608643,56.0166358948 -- 0.889276777989 494.297293852
81 1237662525233037420 194.572104136 14.5571518823 3 GALAXY 1161189774200920 0 0 0 268435456 0 15.1154 13.8937 13.3322 13.0366 12.8058 0.0129487 0.00137978 0.00133674 0.00471055 0.00480453 0.00876489 0.00258233 0.00253072 0.00278083 0.00790994 0.138485 0.101896 0.0739036 0.0560389 0.0397323 15.3064 14.139 13.6354 13.3492 13.1741 80.6569 50.2483 41.3339 41.5703 32.727 20.7442 13.3391 8.89217 10.4097 5.06936 29.6686 0.876116 29.6788 0.173046 29.6699 0.195707 29.6647 0.409033 29.6689 0.801664 0.535124 0.54374 0.529796 0.532462 0.496279 15.075 0.00851744 14.1095 0.0025908 13.7269 0.00255392 13.4369 0.00281095 13.2688 0.0080394 20.2584 0.0515269 18.8088 0.0142605 18.4956 0.0178718 18.124 0.0216897 18.0723 0.0327119 20.0817 0.0406728 18.6575 0.00679134 18.0356 0.00556571 17.7043 0.0059008 17.4775 0.0173734 0.0 0.0753784 0.107274 0.134517 0.143138 -0.306382 -0.0135356 -0.322654 -0.0178434 -0.320437 -0.0203608 -0.317356 -0.021652 -0.306678 -0.0241317 0.267068 34.4236 119.945 0.245446 28.9907 120.629 0.273266 24.2735 120.693 0.279285 23.6008 120.669 0.251574 23.0512 120.946 18.8593 0.00797086 13.7093 0.00253072 17.4513 48.0996 13.6347 22.6304344083 21.8393358194 15.688 0.138 15.075 0.166 14.543 0.125 sdss 0.00674294 1.85704e-05 0 0.021204 0.007146 -1.0 -1.0 -1.0 -1.0 194.862912637 14.1712226452 30.0270118713 1988.00317383 -24.4659645666 -21.6973807886 -20.8638546727 142722 28.6658940218 250.379455672 169964 1 0.93530112679 -1.0 -1 NSA sdss 4 1.23766252523e+18 NSA nan 4.9373884201 0.363659232855 194.572104136,14.5571518823 130036.21+134705.6 195.150909424 13.7849092484 0.1423 17.421 0.024 17.355 0.018 17.175 0.019 16.712 0.027 16.744 0.022 0.16 20.34 0.0 0.0 0.0 -0.844 5.481 19.2 15.351 0.057 14.55 0.061 13.526 0.038 0.091 -22.422 0.065 1 1 1 1 7234 1 0 0 1 0 0 1 4381 53032 53498 1771 100 40 1 161 16 7234 1 0 0 1 0 0 1 17.416 0.024 17.352 0.018 17.17 0.019 16.708 0.027 16.751 0.022 587738568170995728 498721956334403584 2MASX J13003624+1347055 6378761946697567223 195.15137165 13.7850050353 1.65246551665 1 3 196.988 9.55889 171.541 13.4899 18.1615 0.0526985 18.317 0.0854025 1 195.150909424,13.7849092484 -- 0.954614632114 500.28510188
82 1237662307796910145 206.28630672 41.5034100023 3 GALAXY 35289867358224 1 0 0 268435456 0 14.9326 13.0682 12.2237 11.6984 11.5421 0.00578336 0.00154404 0.00140821 0.00121142 0.00207936 0.00529778 0.00171569 0.00162792 0.00163786 0.00196787 0.0486249 0.0357778 0.025949 0.0196764 0.0139508 15.4305 13.5122 12.6662 12.2432 11.9364 11.2565 13.7031 13.3463 13.7889 12.2916 1.72655 1.65803 1.67127 1.80601 1.611 8.40142 0.143723 9.36201 0.0546623 9.16468 0.0470025 9.06177 0.0453927 8.63708 0.0513204 0.47802 0.446876 0.444576 0.449978 0.468646 15.5062 0.00529269 13.5411 0.00171534 12.6922 0.00162792 12.2661 0.00163761 11.9678 0.00196694 17.6154 0.0218665 15.9704 0.0291872 15.0533 0.0217292 14.6416 0.0142192 14.2959 0.0147346 17.673 0.00914455 15.7792 0.0014204 14.93 0.00100297 14.4728 0.000942668 14.157 0.00182521 1.0 1.0 1.0 1.0 1.0 -0.197791 0.00384558 -0.199578 0.00546632 -0.196188 -0.00226527 -0.195925 0.00155894 -0.199189 0.000955098 0.515129 4.42169 98.9547 0.528062 5.94836 100.425 0.563298 5.91416 100.172 0.562064 5.91939 100.118 0.561401 4.71025 100.289 15.6256 0.0013527 13.0865 0.00188047 5.51748 19.2122 12.8338 18.9414064428 18.537999951 11.987 0.036 11.38 0.045 11.092 0.037 0.00842584 -1.0 0 0.005806 0.008004 -1.0 -1.0 -1.0 -1.0 206.329877581 41.7125475739 37.228515625 2549.01000977 -24.404513209 -21.3595386235 -20.4361216782 163956 12.7003452144 137.535995596 143841 1 0.411893750063 -1.0 -1 NSA ned 4 1.2376623078e+18 NSA nan 0.0 0.0 206.28630672,41.5034100023 134100.78+412314.0 205.253265381 41.3872489929 1.2144 16.681 0.024 16.489 0.043 16.34 0.014 16.302 0.013 16.314 0.021 0.042 19.973 0.0 0.0 0.0 -1.654 2.553 16.68 15.468 0.038 14.995 0.054 14.375 0.053 0.045 -27.905 -0.086 0 1 1 1 135273474 1 0 0 1 1 0 0 3893 52754 53050 1377 338 41 5 276 17 135273474 1 0 0 1 1 0 0 16.697 0.027 16.459 0.048 16.351 0.015 16.32 0.022 16.359 0.016 588017949627121681 387818892363300864 PG 1338+416 6374750903583379181 205.253501694 41.3872424189 0.63870291041 1 3 569.785 10.6402 169.583 7.87026 17.0083 0.02028 18.3294 0.0504006 1 205.253265381,41.3872489929 311 0.783014221886 508.771456498
83 1237662698115432783 248.152079686 19.8102591366 3 GALAXY 35255507620112 1 0 0 268435456 0 19.0546 18.1465 17.7914 17.4775 17.4055 0.0773064 0.0153358 0.0324549 0.0447302 0.0495881 0.0773064 0.0153358 0.0324549 0.0447302 0.0495881 0.321538 0.236585 0.171591 0.130112 0.0922513 18.733 17.91 17.6199 17.3473 17.3133 27.9232 13.26 11.3084 13.663 12.5394 -1000.0 1.56712 1.13767 1.24345 0.93737 29.6684 10.0073 29.6659 2.38082 20.0567 2.13676 20.5013 3.19524 29.6724 2.74852 0.300101 0.339056 0.250093 0.426776 0.39382 18.9129 0.0858178 17.9843 0.015207 17.7914 0.0324549 17.4134 0.0438632 17.0337 0.0480685 22.349 0.151786 21.5928 0.0463609 21.4042 0.0473423 21.3677 0.0656774 20.9306 0.136512 21.7786 0.108005 21.003 0.0322103 20.6449 0.0350855 20.446 0.0446029 20.4499 0.0978158 0.0 0.0 0.0 0.0 0.0 -0.101475 -0.087617 -0.161841 -0.0574748 -0.155894 -0.0680441 -0.144072 -0.0446031 -0.11951 -0.0761048 0.314416 9.88051 153.814 0.33923 9.70399 152.274 0.345074 8.2159 154.02 0.439105 8.21484 152.819 0.399924 10.6261 154.092 21.4225 0.0482299 17.7914 0.0324549 5.00132 9.54644 17.9565 24.3601194323 23.4474214826 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.007628 -1.0 -1 0.100253 0.016293 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 3.78317227385 37.7683719525 -1 1 0.472151412184 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2014.0524_2.zlog 4 277.0 MMT -99.0 -99.0 -99.0 248.152079686,19.8102591366 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.851294035476 509.921207945
84 1237664337715593333 175.28656089 36.833855867 3 GALAXY 105587744575576 0 0 0 268435456 0 17.3293 16.409 16.071 15.9102 15.726 0.0197004 0.0039997 0.00464142 0.00631832 0.0316473 0.0276183 0.00502758 0.00632522 0.00857481 0.0269895 0.0925616 0.068106 0.0493961 0.0374556 0.0265565 17.9563 16.6936 16.318 16.2387 16.1601 6.75716 13.0039 12.8307 11.2962 11.5091 0.432848 1.34608 1.13913 0.747269 1.08052 9.04669 0.888692 21.166 0.406365 22.6026 0.602457 20.014 0.633449 22.7138 2.74804 0.460265 0.409071 0.416444 0.443993 0.450099 18.2424 0.0264481 16.6714 0.00518076 16.3429 0.00639967 16.3204 0.00856752 16.2411 0.0277995 20.3527 0.0515221 19.7315 0.019849 19.3842 0.0202974 19.3661 0.0239186 19.494 0.0696425 20.2526 0.0435927 19.4725 0.010448 19.2112 0.0126912 19.1718 0.0179202 18.9487 0.0455685 0.443511 0.132377 0.0316995 0.0 0.0 -0.242646 0.0549526 -0.257394 0.0228385 -0.251182 0.0176272 -0.262711 0.0181207 -0.234159 0.0461302 0.52055 4.00235 71.6151 0.426657 7.84018 77.9279 0.45968 7.62996 76.2326 0.463756 7.17787 75.8676 0.492565 6.9557 77.9803 20.0233 0.0180825 16.3674 0.00632522 5.81048 14.8849 16.3514 22.7754642957 22.1679047779 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00521491 4.2611e-06 0 0.017741 0.007941 -1.0 -1.0 -1.0 -1.0 175.32773435 36.546807604 24.6947498322 1465.00219727 -23.0944315886 -20.5058975213 -19.9485591106 140065 17.333570805 124.513644999 89247 1 0.717522989108 -1.0 -1 NSA sdss 4 1.23766433772e+18 NSA nan 150.712554932 4.01499700546 175.28656089,36.833855867 114646.02+371511.7 176.691757202 37.2532577515 0.2954 16.826 0.012 16.858 0.016 16.851 0.023 17.063 0.023 16.594 0.026 0.095 20.299 0.0 0.0 0.0 -9.0 0.0 0.0 15.656 0.064 14.735 0.062 13.673 0.04 0.09 -23.752 -0.439 0 1 1 1 3 1 1 0 0 0 0 0 4392 53035 53442 1997 59 40 4 189 41 3 1 1 0 0 0 0 0 16.848 0.012 16.888 0.016 16.868 0.023 17.079 0.023 16.606 0.026 587738617028083753 562335060380876800 SDSS J114646.02+371511.7 6374645361204528382 176.69191596 37.253645613 1.46853886557 1 3 548.117 15.4911 436.039 22.8818 17.0504 0.030693 17.3041 0.0569894 1 176.691757202,37.2532577515 -- 1.19742994315 516.097924473
85 1237659326554767647 216.92859987 56.6589781315 3 GALAXY 35253360136208 1 0 0 268435456 0 17.9502 16.62 15.9138 15.5828 15.4313 0.0282909 0.00419317 0.00332596 0.00379202 0.0097546 0.0307897 0.00517208 0.00466242 0.00580663 0.0126184 0.0924681 0.0680371 0.0493462 0.0374177 0.0265296 17.8782 16.535 15.9091 15.5931 15.3999 12.7242 11.3348 10.3383 10.1052 8.71599 2.39727 2.16639 2.09861 1.96007 1.64571 25.5144 2.80663 19.1799 0.314275 15.3441 0.242354 15.3479 0.258981 17.7079 0.955385 0.176022 0.214785 0.240004 0.257965 0.204068 17.7934 0.0313442 16.5375 0.0051813 15.948 0.00468276 15.6148 0.00585429 15.4642 0.0143887 20.6881 0.0666359 19.4069 0.0205251 18.8968 0.028649 18.6619 0.0168135 18.2002 0.0320073 20.4141 0.051579 19.0627 0.00928891 18.3481 0.00700496 18.0211 0.00769387 17.7906 0.0174345 0.0984645 0.0208066 0.0301995 0.0531251 0.0404975 0.474047 -0.00954773 0.44628 -0.000397325 0.451347 -0.00442455 0.443565 -0.0103011 0.469621 -0.00535157 0.183833 9.02335 207.233 0.230343 8.02533 206.853 0.236296 7.28454 206.82 0.24338 7.18714 206.705 0.234568 6.72067 206.838 19.1186 0.00979521 15.9585 0.00466242 4.60599 11.8649 15.9649 22.265912711 21.2769789149 15.325 9999.0 14.643 9999.0 15.434 0.179 sdss 0.00677299 1.65416e-05 0 0.047553 0.014811 -1.0 -1.0 -1.0 -1.0 216.638650668 56.5826955954 31.8473949432 1979.00317383 -24.0414933076 -21.544943914 -20.7677228047 164995 10.6078899708 98.2716726444 45256 1 0.593732168627 -1.0 -1 NSA sdss 4 1.23765932655e+18 NSA nan 5.60738515854 0.438184589148 216.92859987,56.6589781315 143234.22+560059.8 218.142608643 56.0166358948 0.405 18.51 0.026 18.277 0.025 18.25 0.02 18.128 0.023 17.883 0.028 0.077 20.143 0.0 0.0 0.0 -1.394 3.9 15.12 16.67 0.159 16.673 0.303 15.512 0.193 0.536 -23.435 0.04 0 1 1 1 1055747 1 1 0 1 1 0 0 3184 52403 52668 1162 362 40 5 13 58 1055747 1 1 0 1 1 0 0 18.502 0.029 18.294 0.019 18.25 0.022 18.117 0.021 17.841 0.027 587733429232926778 327300131793666048 SDSS J143234.22+560059.8 6374469451155243192 218.142190726 56.01705816 1.73725280143 1 3 202.405 9.32008 200.822 14.2914 18.132 0.0500068 18.1459 0.0772849 1 218.142608643,56.0166358948 -- 0.930255614786 517.075048354
86 1237662698115433445 248.16342684 19.792207594 3 GALAXY 68988043520 1 0 0 268435456 0 21.9272 20.7542 20.4952 21.0372 20.1334 0.337207 0.0595209 0.0632088 0.172284 0.226826 0.337207 0.0595209 0.0632088 0.172284 0.226826 0.319494 0.23508 0.1705 0.129285 0.0916646 21.6077 20.5191 20.3247 20.9079 20.0418 2.47683 2.53433 2.73037 2.96995 11.3065 2.32464 0.247054 0.468995 -1000.0 -1000.0 1.36901 3.37194 2.98911 1.09826 2.57976 1.08891 1.09917 1.22612 4.61122 7.06543 0.05 0.286305 0.593586 0.709626 0.201978 22.3717 0.274758 21.1237 0.0837607 20.6654 0.0684319 22.0797 0.170996 19.9567 0.314474 23.1138 0.290078 22.2433 0.0715595 22.0843 0.0774982 22.5434 0.169221 21.6142 0.240339 22.8765 0.266649 21.9373 0.0734351 21.7503 0.0870193 22.1554 0.196553 21.3419 0.293773 0.0 0.00588068 0.571528 0.0 1.0 -0.211595 0.463231 0.179063 0.0192751 0.153765 0.084652 0.122622 0.146394 0.0269623 0.169794 0.05 1.4164 107.149 0.396039 1.5701 37.7569 0.657768 1.20396 37.1019 0.999862 0.319924 75.496 0.21524 2.78156 41.6863 22.3825 0.10407 20.944 0.0656707 1.38253 4.08204 20.8234 23.3425458071 23.5222017793 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.007471 -1.0 -1 0.565977 0.13087 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 4.76274656386 47.5477058621 -1 1 0.0140341939762 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2013.0508.zlog 4 300.0 MMT -99.0 -99.0 -99.0 248.16342684,19.792207594 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.869478031742 520.81333799
87 1237664669514596560 170.778945018 39.9567281033 3 GALAXY 105624251797520 1 0 0 268435456 0 18.1155 17.1736 16.7999 16.6147 16.4705 0.0301102 0.00620212 0.00643124 0.00934045 0.0260893 0.0271495 0.0109825 0.0123672 0.0219888 0.111734 0.0987489 0.0726585 0.052698 0.0399593 0.0283316 17.984 17.1566 16.769 16.6229 16.5084 10.7816 12.1557 12.7094 13.3187 13.6459 0.910253 1.21202 1.23984 1.31561 1.98027 25.2371 2.78053 19.1209 0.600678 19.5848 0.70846 20.8418 1.44024 19.9369 7.00758 0.263931 0.32243 0.339262 0.37747 0.385902 18.0974 0.0272424 17.2321 0.0109664 16.8217 0.0123672 16.6367 0.0218649 16.5262 0.168266 21.1666 0.0680193 20.4578 0.0268036 20.1869 0.0257956 20.2621 0.0344393 20.1203 0.0945488 20.8147 0.0601704 20.0033 0.0150174 19.6556 0.0158194 19.5234 0.021996 19.4564 0.0695757 0.0428269 0.00368014 0.0 0.00192901 0.0734427 -0.352086 -0.09275 -0.401581 -0.0615972 -0.382808 -0.0536279 -0.333479 -0.0521788 -0.314668 -0.0644946 0.28375 8.24278 93.7618 0.325531 8.21323 86.4085 0.351918 8.22091 86.2595 0.353335 8.42979 88.4961 0.378498 8.21554 88.2243 20.4609 0.0224096 16.8217 0.0123672 5.56064 13.8734 16.7933 23.3917079948 22.5143590688 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00649139 7.35389e-06 0 0.016006 0.006305 -1.0 -1.0 -1.0 -1.0 170.631283958 39.8768977159 31.5629272461 1948.00305176 -23.0289538239 -20.443341229 -19.6283836916 139281 8.31574095077 76.3490996172 88018 1 0.663691313971 -1.0 -1 NSA sdss 4 1.23766466951e+18 NSA nan 27.9476737976 1.50374269485 170.778945018,39.9567281033 112021.13+404517.2 170.088058472 40.7547950745 0.5832 17.331 0.014 16.987 0.02 16.93 0.028 16.788 0.017 16.828 0.019 0.074 20.283 0.0 0.0 0.0 -9.0 0.0 0.0 16.381 0.111 16.036 0.19 15.265 0.14 0.43 -25.657 0.108 0 1 1 1 1048578 1 0 0 0 1 0 0 3840 52730 53084 1440 137 41 2 100 38 1048578 1 0 0 0 1 0 0 17.354 0.017 16.981 0.026 16.931 0.027 16.787 0.013 16.846 0.017 588017720103272486 405551961081905152 SDSS J112021.13+404517.2 6374645322549823313 170.088139452 40.7549234569 0.512226181971 1 3 252.31 10.8317 131.251 13.4777 17.8928 0.0466222 18.6076 0.111518 1 170.088058472,40.7547950745 -- 0.956074653592 526.67953887
88 1237661970646040630 178.965972456 6.73193125856 3 GALAXY 35219000922460 0 0 0 268435456 0 17.6326 16.9514 16.6495 16.8408 16.9916 0.0405762 0.0103353 0.0111689 0.0180292 0.0729051 0.0405762 0.0103353 0.0111689 0.0180292 0.0729051 0.0651406 0.0479298 0.0347627 0.0263595 0.0186892 17.5674 16.9034 16.6148 16.8145 16.9729 10.4187 20.7664 43.7679 22.3478 11.8816 2.92924 2.67232 -1000.0 1.54692 2.25752 6.15965 1.26448 21.1906 0.895758 18.9916 1.0451 27.1618 2.04466 10.5843 3.07357 0.564551 0.43024 0.529606 0.45022 0.587168 18.4702 0.0381614 17.122 0.0107088 16.6495 0.0111689 16.8643 0.0188396 17.5796 0.0726542 20.5081 0.0599792 20.298 0.036969 20.0909 0.032104 20.5711 0.0586221 20.4837 0.146985 20.3722 0.0594298 20.0178 0.0253902 19.6941 0.024325 20.0115 0.0474687 19.8886 0.10021 1.0 0.637762 1.0 0.472073 0.647312 0.379209 0.188888 0.0720631 0.0612498 0.049741 0.049689 0.148537 0.0622738 -0.518508 -0.298931 0.664123 2.50119 40.6176 0.414234 7.90198 37.3162 0.430636 8.61773 36.5886 0.428568 9.36927 36.5657 0.634483 4.78316 36.4045 20.3939 0.0288533 17.214 0.0118469 9.3858 21.9905 16.8817 23.886456065 23.739553187 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 boss 0.00764729 6.883e-06 0 0.252962 0.123802 -1.0 -1.0 -1.0 -1.0 178.988641738 6.74926683182 35.9663124084 2497.00390625 -24.010606127 -21.4535982738 -20.6174273232 140458 1.70482228357 17.8361503702 -1 1 0.644358260964 -1.0 -1 SDSS SDSS 4 1.23766197065e+18 SDSS nan nan nan 178.965972456,6.73193125856 115239.67+070222.0 178.165313721 7.03944778442 1.4848 17.207 0.012 17.014 0.016 16.921 0.014 16.799 0.022 16.857 0.016 0.055 20.215 0.0 0.0 0.0 -9.0 0.0 0.0 16.138 0.119 15.338 0.109 14.995 0.148 0.243 -27.891 -0.072 0 1 1 1 2 1 0 0 0 0 0 0 3841 52730 53385 1622 188 41 3 89 94 2 1 0 0 0 0 0 0 17.212 0.012 17.02 0.016 16.91 0.014 16.798 0.023 16.853 0.016 588017724934389854 456781699842310144 SDSS J115239.67+070221.9 6379113739952587818 178.165397072 7.03966997183 0.853514191356 1 3 313.505 7.5002 121.766 6.98016 17.657 0.0259812 18.6891 0.0622543 1 178.165313721,7.03944778442 -- 0.852293962186 535.010975822
89 1237664669514662021 171.11620079 39.814084535 3 GALAXY 105622104313872 1 0 0 268435456 0 17.9324 17.031 16.6208 16.4174 16.3685 0.033624 0.00889111 0.00721962 0.0103459 0.0326131 0.0346391 0.00976411 0.0104925 0.0179396 0.0346372 0.121541 0.0894291 0.0648614 0.0491824 0.034871 18.1851 17.2634 16.8347 16.6653 16.5811 11.5024 11.6579 13.0713 13.1884 11.0062 3.80247 0.295211 0.342515 0.401481 0.739269 19.7702 2.51822 16.2936 0.548595 19.1201 0.65844 19.1219 1.1495 23.8192 3.24992 0.750031 0.749848 0.751377 0.766482 0.554592 18.3123 0.0361833 17.4017 0.00973788 16.8969 0.0105092 16.6764 0.0179128 16.6262 0.0344948 21.4643 0.0861079 20.7508 0.0319922 20.4446 0.0278459 20.5644 0.0426364 20.1181 0.0973331 21.1312 0.074741 20.2425 0.0167018 19.8712 0.0173817 19.7714 0.0271944 19.6058 0.0793368 0.0922197 0.0 0.00354251 0.0 0.0 0.120932 0.0456879 0.0253389 0.0495777 0.0243673 0.0491578 0.0439717 0.0446627 0.0632994 0.0394437 0.737508 5.68448 12.6773 0.738673 5.93513 31.3257 0.748012 6.45408 27.3382 0.745961 6.80563 23.4357 0.602893 6.99696 26.9497 20.702 0.0249281 16.8996 0.0104925 5.83736 14.0429 16.8599 22.9442251198 22.6864352268 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00625587 1.99016e-05 0 0.018258 0.008773 -1.0 -1.0 -1.0 -1.0 170.631283958 39.8768977159 31.5629272461 1948.00305176 -23.0289538239 -20.443341229 -19.6283836916 139281 22.6494208955 207.949246897 88021 1 0.657767763452 -1.0 -1 NSA sdss 4 1.23766466951e+18 NSA nan 7.84355545044 1.2806609869 171.11620079,39.814084535 112117.15+390336.0 170.321502686 39.0600090027 0.2319 18.303 0.022 18.267 0.016 18.103 0.017 17.88 0.015 17.885 0.022 0.128 20.303 0.0 0.0 0.0 -0.98 4.562 20.79 16.366 0.1 15.532 0.113 14.733 0.083 0.153 -22.376 -0.186 1 1 1 1 5186 1 0 0 1 0 0 1 4469 53052 53433 1980 3 40 3 373 3 5186 1 0 0 1 0 0 1 18.314 0.022 18.271 0.016 18.111 0.017 17.885 0.015 17.875 0.022 587738947215753219 557549946887208960 SDSS J112117.16+390336.0 6374645344024661050 170.322039917 39.0599033924 1.54913148993 1 3 179.073 6.20561 151.239 11.6306 18.265 0.0376342 18.4537 0.0835154 1 170.321502686,39.0600090027 -- 0.972274029017 535.603402239
90 1237662301360029934 210.869861538 48.9648384365 3 GALAXY 105624251797520 1 0 0 268435456 0 18.1714 17.2273 16.725 16.3952 16.377 0.0435376 0.00590135 0.00589454 0.011152 0.0204411 0.0342583 0.00846926 0.0100869 0.0126484 0.0401407 0.0561631 0.0413243 0.0299718 0.0227267 0.0161135 18.2727 17.2277 16.7077 16.4593 16.4286 11.08 11.4165 12.5995 13.0393 10.0945 2.28707 1.58231 1.85852 1.76178 0.578351 28.5707 4.64534 23.8206 0.744903 23.8333 0.679224 24.781 1.00738 20.0486 2.84576 0.175011 0.216101 0.257389 0.263707 0.211746 18.3847 0.0341072 17.3089 0.00845251 16.7377 0.0100869 16.4559 0.0126357 16.4834 0.0400077 21.2619 0.0817266 20.5567 0.0252606 20.2969 0.0254325 20.1919 0.0316099 19.8507 0.0746487 20.978 0.0743854 20.0416 0.016126 19.5661 0.0154825 19.3303 0.0178006 19.2346 0.053284 0.0 0.0 0.0 0.0 0.0 0.271279 -0.134377 0.268118 -0.149896 0.247226 -0.129057 0.258383 -0.129524 0.307629 -0.11667 0.209519 8.92637 170.879 0.238691 8.54213 170.929 0.261067 8.71066 171.25 0.259518 9.05011 171.621 0.275577 8.2153 171.162 20.3829 0.0221404 16.7377 0.0100869 5.64645 13.4749 16.7387 23.4334237981 22.4930596057 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00667173 9.29195e-06 0 0.041156 0.017477 -1.0 -1.0 -1.0 -1.0 210.708471008 49.1726221013 31.7148075104 2012.5144043 -23.7035557324 -21.294571141 -20.4743492986 69028 13.9935635681 129.096754049 69030 1 0.592175743375 -1.0 -1 NSA sdss 4 1.23766230136e+18 NSA nan 13.8668851852 1.05206692219 210.869861538,48.9648384365 140835.63+482727.2 212.148498535 48.4575653076 0.6219 18.678 0.029 18.243 0.028 18.24 0.02 18.138 0.018 18.248 0.023 0.131 20.225 0.0 0.0 0.0 -9.0 0.0 0.0 17.115 0.274 16.795 0.327 15.948 0.255 0.043 -24.486 -0.014 0 1 1 1 2 1 0 0 0 0 0 0 3838 52729 53446 1671 58 41 2 92 77 2 1 0 0 0 0 0 0 18.663 0.029 18.223 0.028 18.227 0.02 18.131 0.018 18.224 0.023 588017711512813645 470574235148877824 SDSS J140835.63+482727.2 6374574978501708662 212.148543624 48.4574427023 0.454316159333 1 3 208.229 9.7906 151.738 13.7775 18.1012 0.0510619 18.4502 0.0986064 1 212.148498535,48.4575653076 -- 0.984449670384 544.920272754
91 1237661356465979574 169.611132968 45.6898826245 3 GALAXY 68987912704 1 0 0 268435456 0 18.178 17.4683 17.1922 16.9491 16.8764 0.0321343 0.00715809 0.00763491 0.00958454 0.0256613 0.0264157 0.00708901 0.00739136 0.00877426 0.0266253 0.0710977 0.052313 0.0379417 0.0287701 0.0203983 18.119 17.3884 17.0934 16.9036 16.811 13.9023 7.16701 7.40352 7.4621 7.13262 5.49617 0.224655 0.23918 0.257224 0.713686 2.1767 0.248123 3.38221 0.0933274 5.00254 0.206938 5.53039 0.218811 5.88156 0.807813 0.842078 0.813794 0.763031 0.761867 0.777899 18.6469 0.0257914 17.6548 0.00704308 17.1818 0.00745686 16.8942 0.00884268 16.7708 0.0269916 19.7812 0.0347304 19.1816 0.0194812 19.0016 0.0228147 18.9889 0.025269 18.9056 0.038907 19.9184 0.0329077 19.2533 0.00941387 19.0391 0.0103338 18.8738 0.0125479 18.7794 0.0384364 1.0 1.0 0.870805 0.899565 0.821352 0.0076716 0.0178523 -0.0316365 0.0216266 -0.0408544 0.0442733 -0.0547103 0.046879 -0.0512976 0.0155338 0.839261 1.2296 15.8352 0.819415 1.8844 59.5351 0.775148 2.4315 50.5847 0.780081 2.42698 56.0288 0.787423 2.45864 62.0304 19.7126 0.0134563 17.6009 0.00754975 3.06513 7.61217 17.4065 21.5257248199 21.8342336212 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00754084 9.67031e-06 0 0.035326 0.00919 -1.0 -1.0 -1.0 -1.0 169.588863841 45.7481921726 36.0711364746 2327.26196289 -23.1384446334 -21.0526583187 -20.4909027976 159593 3.6181392829 37.9639282545 59968 1 0.519315429653 -1.0 -1 NSA sdss 4 1.23766135647e+18 NSA nan 15.5676898956 0.874652802944 169.611132968,45.6898826245 111419.05+451113.5 168.579406738 45.1871032715 0.7021 18.852 0.022 18.54 0.016 18.395 0.022 18.512 0.015 18.371 0.032 0.075 20.155 0.0 0.0 0.0 -9.0 0.0 0.0 17.212 0.294 0.0 0.0 15.698 0.22 0.076 -24.384 0.027 0 1 1 1 1048578 1 0 0 0 1 0 0 3698 52704 53061 1364 553 41 1 93 38 1048578 1 0 0 0 1 0 0 18.895 0.019 18.577 0.025 18.464 0.036 18.518 0.041 18.42 0.041 588017109680586790 384159765812477952 SDSS J111419.05+451113.6 6374117590254488083 168.579819222 45.1872605346 1.18989306321 1 3 156.186 9.13922 93.6147 10.5084 18.4135 0.0635473 18.9745 0.121905 1 168.579406738,45.1871032715 -- 0.881390655421 554.888386009
92 1237665566078402826 233.787037531 16.8704375988 3 GALAXY 35255507619856 1 0 0 268435456 0 17.0431 15.957 15.531 15.3251 15.2011 0.0523063 0.00369042 0.00387899 0.00559496 0.0152938 0.0245222 0.032043 0.0117344 0.0174938 0.0631772 0.2423 0.178282 0.129305 0.0980482 0.0695174 17.0067 16.0834 15.6201 15.5189 15.5281 17.97 19.171 18.8152 17.9914 16.3511 0.861229 0.657451 0.610941 0.464012 0.572605 29.6659 3.83181 19.1207 1.63408 29.6635 1.26729 29.5521 2.07357 29.5319 8.06556 0.814723 0.498891 0.522315 0.449782 0.38877 17.1638 0.0244375 16.2299 0.0313349 15.7494 0.0117344 15.6486 0.0173854 15.6222 0.0616617 21.0277 0.0762207 20.6851 0.0273775 20.5808 0.0329151 20.359 0.0406918 20.3094 0.0995726 20.8808 0.0687915 20.1612 0.0171456 19.792 0.018344 19.6193 0.0251379 19.5235 0.0716609 0.0 0.0 0.0 0.0 0.0 -0.000846283 0.00930696 -0.038169 -0.000383598 -0.0540185 -0.00157497 -0.0603573 -0.00171284 -0.0774855 -0.00411408 0.599599 12.5904 147.871 0.599976 10.2795 144.707 0.549999 12.0037 143.908 0.599964 10.4472 143.947 0.589558 10.233 141.954 20.6351 0.0264381 15.7494 0.0117344 11.3908 29.2844 15.7627 22.8092172171 22.5113834966 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.006671 7.46778e-06 0 0.007259 0.007794 -1.0 -1.0 -1.0 -1.0 234.132011282 16.6077737961 28.020401001 1967.37255859 -23.7079536397 -21.1887440467 -20.5059088315 166313 Gilgamesh 25.3602169142 206.70428907 124222 1 0.770648809036 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2014.0530_1.zlog 4 135.0 MMT -99.0 0.0 0.0 233.787037531,16.8704375988 153355.23+154610.0 233.480163574 15.7694501877 0.3735 17.929 0.024 17.786 0.013 17.888 0.016 17.968 0.02 17.394 0.025 0.224 20.487 0.0 0.0 0.0 -9.0 0.0 0.0 16.03 0.076 15.448 0.101 14.805 0.09 0.144 -23.46 -0.445 0 1 1 1 134224899 1 1 0 1 0 0 0 5183 53439 54592 2782 461 40 4 657 96 134224899 1 1 0 1 0 0 0 17.921 0.024 17.783 0.013 17.88 0.016 17.96 0.02 17.366 0.025 587742014377885792 783297857997242368 6382737731351479827 233.480351947 15.7696166146 0.88593279875 1 3 267.136 11.8194 212.364 18.6398 17.8308 0.0480501 18.0852 0.0953214 1 233.480163574,15.7694501877 -- 1.13969540036 557.366047002
93 1237657610727915668 174.462550762 56.1419973787 3 GALAXY 1301858543079768 0 0 0 268435456 0 15.5892 14.8767 14.63 14.5448 14.4425 0.0243436 0.00396696 0.00271767 0.00887315 0.0238575 0.0118348 0.00360377 0.00375623 0.00541449 0.0167577 0.0766138 0.0563717 0.0408854 0.0310022 0.0219809 16.2727 15.4678 15.1835 15.1912 15.075 18.83 25.5498 43.7778 22.3137 21.7539 1.30624 1.35855 -1000.0 0.931825 0.89595 27.158 1.39015 29.6823 0.32054 29.673 1.03316 29.6735 0.781697 29.674 3.91488 0.356697 0.526558 0.540114 0.620048 0.406045 16.1693 0.0114606 15.4697 0.00362301 15.2087 0.00378517 15.134 0.00543052 15.1548 0.0169334 19.0228 0.0387614 19.2488 0.0209572 19.3014 0.0229394 19.3269 0.0292917 18.9504 0.0520025 20.2449 0.0457986 19.5257 0.016287 19.2362 0.0149569 19.247 0.0184199 19.0487 0.0487434 0.785003 0.0572218 0.0525247 0.0272494 0.0922411 0.0348516 -0.207828 -0.0513429 0.372195 0.033455 -0.0847486 0.0565492 -0.0751458 -0.872604 0.0919982 0.385936 9.67859 139.691 0.358316 16.4692 138.606 0.397186 15.4545 135.784 0.393307 16.7045 135.09 0.396743 14.1446 137.285 20.0195 0.0207674 15.2244 0.00375623 10.3206 21.1318 15.2734 23.1651312872 22.3373650268 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00751842 -1.0 0 0.001787 0.006098 -1.0 -1.0 -1.0 -1.0 174.843068177 56.2707271839 37.5787620544 2391.1706543 -23.8254706237 -21.5991768357 -20.9994685982 160302 14.8690275721 162.536086628 139942 1 0.809345195546 -1.0 -1 NSA sdss 4 1.23765761073e+18 NSA -99.0 341.500427246 7.72707653046 174.462550762,56.1419973787 113627.83+551832.8 174.115982056 55.3091163635 0.5717 17.858 0.021 17.466 0.088 17.77 0.028 17.751 0.029 17.788 0.023 0.054 20.004 0.0 0.0 0.0 -1.225 3.896 11.26 16.653 0.117 15.952 0.137 15.378 0.154 0.277 -24.637 -0.324 0 1 1 1 1063938 1 0 0 1 1 1 0 2821 52261 52734 1015 461 40 5 161 98 1055746 1 0 0 1 1 0 0 17.776 0.064 17.59 0.012 17.714 0.009 17.735 0.009 17.795 0.019 587731870169497698 285923594100277248 SBS 1133+555 6374399088853520987 174.115999153 55.3091002606 0.0677331502093 1 3 225.818 6.39662 106.39 9.60406 18.0132 0.0307625 18.8356 0.0980354 1 174.115982056,55.3091163635 -- 0.855440303284 561.060306397
94 1237664337178788133 175.563531091 36.2980602831 3 GALAXY 105622137733208 0 0 0 268435456 0 18.3103 17.3519 17.0066 16.6657 16.6971 0.076692 0.0106417 0.0178551 0.0199619 0.0548733 0.216618 0.118535 0.180281 0.197141 0.723844 0.0943027 0.069387 0.0503252 0.0381601 0.027056 22.1403 22.3718 22.2103 21.9348 22.7755 1.55861 1.52655 1.55302 1.5262 0.674857 0.304761 0.217325 0.295551 0.327641 0.238354 0.287834 1.61724 0.294085 0.519152 0.236273 1.45102 0.31401 1.79268 0.0427931 220.845 0.05 0.206997 0.681292 0.288203 0.578539 22.2458 0.4058 22.4468 0.257024 22.2606 0.722022 21.9787 0.718815 22.8177 5.183 22.2886 0.22739 22.5932 0.164694 22.3974 0.232496 22.152 0.23899 22.8304 0.836933 21.9774 0.188703 21.5898 0.0747299 21.2777 0.0860818 21.2412 0.122903 20.9491 0.39159 1.0 0.0 0.0 0.0 0.0 0.0407523 0.111773 -0.0681097 -0.00436986 0.0243384 -0.0217834 0.0793985 -0.106561 -0.145641 0.119391 0.0608827 0.413605 129.204 0.270238 0.453254 96.0956 0.749857 0.379026 159.104 0.323366 0.458423 149.353 0.746803 0.0436463 6.83858 22.1127 0.123281 22.2606 0.722022 0.811281 1.31041 22.47 22.1494026185 24.011259801 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00470981 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 175.32773435 36.546807604 24.6947498322 1465.00219727 -23.0944315886 -20.5058975213 -19.9485591106 140065 18.7541328729 134.717986318 89238 1 -1.0 -1.0 -1 NSA sdss 4 1.23766433718e+18 NSA -99.0 0.0 0.0 175.563531091,36.2980602831 114646.02+371511.7 176.691757202 37.2532577515 0.2954 16.826 0.012 16.858 0.016 16.851 0.023 17.063 0.023 16.594 0.026 0.095 20.299 0.0 0.0 0.0 -9.0 0.0 0.0 15.656 0.064 14.735 0.062 13.673 0.04 0.09 -23.752 -0.439 0 1 1 1 3 1 1 0 0 0 0 0 4392 53035 53442 1997 59 40 4 189 41 3 1 1 0 0 0 0 0 16.848 0.012 16.888 0.016 16.868 0.023 17.079 0.023 16.606 0.026 587738617028083753 562335060380876800 SDSS J114646.02+371511.7 6374645361204528382 176.69191596 37.253645613 1.46853886557 1 3 548.117 15.4911 436.039 22.8818 17.0504 0.030693 17.3041 0.0569894 1 176.691757202,37.2532577515 -- 1.31491570108 566.734837444
95 1237662196144079113 206.373548311 41.641982725 3 GALAXY 283891164385536 1 0 0 268435456 281474976710656 19.1622 17.777 17.214 16.9201 16.8892 0.113221 0.0118668 0.0109491 0.0146371 0.0457483 0.113349 0.0130569 0.0121579 0.0138128 0.0404734 0.034361 0.0252825 0.018337 0.0139044 0.00985839 19.3985 17.9071 17.3695 17.0781 16.8452 2.97004 12.5251 12.6572 11.4951 11.6305 -1000.0 0.48878 0.53526 0.497229 1.42692 29.6729 3.26761 16.8806 0.934049 15.6093 0.726355 16.9683 1.02622 18.2476 3.52852 0.714159 0.949741 0.949926 0.943095 0.815733 18.2924 0.105607 17.7799 0.0136474 17.2839 0.0126229 17.0261 0.0144129 16.7831 0.0488239 22.1633 0.269266 20.7019 0.0292525 20.1503 0.0274296 20.0358 0.0417617 19.8275 0.0859838 22.1666 0.224988 20.6936 0.0262704 20.0965 0.0233131 19.8601 0.0259513 19.5667 0.0794852 0.762657 0.124708 0.118098 0.0924135 0.119208 -0.145714 -0.0150075 0.0006648 0.000131548 0.011594 0.00230108 -0.00748167 -0.00587433 0.0630007 -0.0101813 0.538433 11.3091 101.74 0.933557 5.50418 171.918 0.923215 5.37303 181.93 0.950925 5.0897 122.828 0.871846 5.21108 174.521 20.8757 0.0322237 17.3878 0.0121579 5.45878 11.8133 17.3736 23.0343582923 23.0545079076 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00898957 0.000109869 0 0.06041 0.024992 -1.0 -1.0 -1.0 -1.0 206.329877581 41.7125475739 37.228515625 2549.01000977 -24.404513209 -21.3595386235 -20.4361216782 163956 4.66731818544 50.5439423549 143848 1 0.0476321097433 -1.0 -1 NSA ned 4 1.23766219614e+18 NSA nan 0.0 0.0 206.373548311,41.641982725 134100.78+412314.0 205.253265381 41.3872489929 1.2144 16.681 0.024 16.489 0.043 16.34 0.014 16.302 0.013 16.314 0.021 0.042 19.973 0.0 0.0 0.0 -1.654 2.553 16.68 15.468 0.038 14.995 0.054 14.375 0.053 0.045 -27.905 -0.086 0 1 1 1 135273474 1 0 0 1 1 0 0 3893 52754 53050 1377 338 41 5 276 17 135273474 1 0 0 1 1 0 0 16.697 0.027 16.459 0.048 16.351 0.015 16.32 0.022 16.359 0.016 588017949627121681 387818892363300864 PG 1338+416 6374750903583379181 205.253501694 41.3872424189 0.63870291041 1 3 569.785 10.6402 169.583 7.87026 17.0083 0.02028 18.3294 0.0504006 1 205.253265381,41.3872489929 311 0.876669699601 569.625055928
96 1237659326017896484 216.380452605 56.3127835698 3 GALAXY 35184674213980 0 0 0 268435456 0 22.3063 21.3576 21.3548 21.3724 22.6246 0.405881 0.0682145 0.104458 0.15772 1.40322 0.405881 0.0682145 0.104458 0.15772 1.40322 0.0843508 0.0620645 0.0450144 0.034133 0.0242007 22.222 21.2955 21.3098 21.3383 22.6004 1.64257 1.83183 1.8904 1.65654 0.504963 1.48051 0.18052 0.127684 0.233225 -1000.0 1.45428 6.02985 0.787554 0.456962 1.70503 1.46744 0.882011 1.6057 29.6465 0.0 0.160112 0.701282 0.662271 0.505298 0.05 22.4032 0.719211 21.5307 0.0946976 21.3548 0.194404 21.5221 0.336456 21.8257 1.81685 22.9875 0.304146 22.0808 0.0840304 22.3291 0.138835 22.2063 0.180574 22.9983 0.721163 21.9122 0.164347 21.7283 0.0728395 21.579 0.0964517 21.493 0.140878 21.4547 0.925191 0.0 0.0 0.0 0.742535 0.0 0.272423 0.148376 0.143839 0.103595 0.0838418 0.00138278 -0.0263529 0.143306 0.867623 -0.129686 0.310941 1.13676 180.362 0.783009 0.732206 27.0215 0.68891 1.08932 35.3822 0.572974 0.732446 70.2378 0.05 3.04534 187.413 22.3601 0.131279 21.3548 0.194404 1.07574 1.69575 21.5149 23.5360322086 23.6688995718 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 boss 0.00626184 2.21374e-05 0 0.375724 0.059235 -1.0 -1.0 -1.0 -1.0 216.638650668 56.5826955954 31.8473949432 1979.00317383 -24.0414933076 -21.544943914 -20.7677228047 164995 18.3188765475 169.705849265 -1 1 -1.0 -1.0 -1 SDSS SDSS 4 1.23765932602e+18 SDSS nan nan nan 216.380452605,56.3127835698 143234.22+560059.8 218.142608643 56.0166358948 0.405 18.51 0.026 18.277 0.025 18.25 0.02 18.128 0.023 17.883 0.028 0.077 20.143 0.0 0.0 0.0 -1.394 3.9 15.12 16.67 0.159 16.673 0.303 15.512 0.193 0.536 -23.435 0.04 0 1 1 1 1055747 1 1 0 1 1 0 0 3184 52403 52668 1162 362 40 5 13 58 1055747 1 1 0 1 1 0 0 18.502 0.029 18.294 0.019 18.25 0.022 18.117 0.021 17.841 0.027 587733429232926778 327300131793666048 SDSS J143234.22+560059.8 6374469451155243192 218.142190726 56.01705816 1.73725280143 1 3 202.405 9.32008 200.822 14.2914 18.132 0.0500068 18.1459 0.0772849 1 218.142608643,56.0166358948 -- 1.02486662688 569.663813071
97 1237662266996949280 220.114766011 5.53186166496 3 GALAXY 193583034535952 0 0 0 268435456 0 17.5578 17.0778 17.0961 17.4946 17.5196 0.0319495 0.00834018 0.055626 0.0214027 0.0670483 0.0280728 0.00835519 0.0107587 0.0231577 0.0793763 0.187222 0.137756 0.0999124 0.0757605 0.0537152 18.184 17.6907 17.7213 18.2846 18.2567 4.83983 8.42373 9.23031 11.2258 15.2471 1.03305 0.905404 0.539243 0.649518 3.63173 1.6567 0.274747 2.86641 0.099362 3.9305 0.216395 11.7521 1.22364 13.2803 3.96928 0.527388 0.55536 0.587124 0.503975 0.549865 18.852 0.027157 18.017 0.00831375 17.8212 0.0107587 17.4683 0.0220529 17.2337 0.0756099 19.8822 0.0326107 19.5269 0.0309595 19.6991 0.0250391 20.6409 0.0398027 20.2842 0.101829 19.8191 0.0346212 19.3299 0.00841455 19.424 0.0139889 20.0525 0.0359069 20.0288 0.131264 1.0 1.0 1.0 1.0 1.0 0.0903947 0.146445 0.129184 0.102763 0.12791 0.069965 0.108424 0.077047 0.137391 0.0338465 0.56569 0.995547 41.7751 0.620099 1.22075 39.3131 0.587026 1.82094 30.3286 0.498565 4.98199 28.5352 0.529242 6.12307 14.5039 20.0513 0.0161809 18.3992 0.0115284 3.97306 10.649 17.7119 21.6961170454 22.7029400458 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00519452 4.31976e-06 0 0.184168 0.035151 -1.0 -1.0 -1.0 -1.0 219.796170064 5.36346609829 23.5261363983 1505.00231934 -23.7177610442 -20.7556660225 -19.9939769875 145398 21.5468043277 147.454065823 80440 1 0.850538532987 -1.0 -1 NSA sdss 4 1.237662267e+18 NSA nan 975.933898926 34.578956604 220.114766011,5.53186166496 144414.66+063306.7 221.06111145 6.55187702179 0.208 16.881 0.019 17.023 0.017 17.003 0.025 16.609 0.012 16.857 0.017 0.172 20.393 0.0 0.0 0.0 -9.0 0.0 0.0 15.533 0.071 14.741 0.069 13.518 0.048 0.1 -23.41 -0.221 0 1 1 1 135273475 1 1 0 1 1 0 0 2391 52076 53494 1829 464 40 5 93 36 135273475 1 1 0 1 1 0 0 16.889 0.019 17.031 0.017 17.007 0.025 16.605 0.012 16.859 0.017 587730023329103908 515047489330479104 SDSS J144414.66+063306.7 6383546953655910902 221.060998415 6.55196261151 0.508305265511 1 3 468.235 14.0421 650.758 24.8454 17.2214 0.0325685 16.8693 0.0414625 4 221.06111145,6.55187702179 -- 1.38782380405 569.852306545
98 1237667211598233639 172.017358727 29.510710092 3 GALAXY 35287719875088 1 0 0 268435456 0 16.8838 15.8855 15.417 15.27 15.0954 0.0242367 0.00466099 0.00606228 0.00631717 0.021383 0.0241461 0.00459086 0.0046515 0.00576429 0.0200848 0.114021 0.0838957 0.0608482 0.0461393 0.0327134 17.3764 16.1927 15.7144 15.5077 15.3988 13.4328 20.0236 30.086 31.6118 8.59215 1.33129 6.99753 9.80423 12.0818 1.59005 3.68159 0.393091 10.6771 0.188415 11.1036 0.207277 11.8032 0.306748 7.10677 0.644257 0.69965 0.750854 0.741634 0.739383 0.743139 18.2285 0.0229815 16.3018 0.00458924 15.7753 0.0046515 15.5077 0.00576286 15.8036 0.0198723 19.7924 0.0328702 18.9237 0.0481291 18.6901 0.0651413 18.6726 0.0780102 18.3341 0.0417537 19.7533 0.0289162 18.8406 0.0393824 18.3913 0.052464 18.2313 0.0637767 17.9722 0.0289311 1.0 1.0 1.0 1.0 1.0 -0.075485 -0.0367901 -0.040737 -0.0257115 -0.052046 -0.0189872 -0.0725414 -0.0181635 -0.0787077 -0.0281692 0.680224 1.29954 97.2914 0.760667 4.71894 107.383 0.736392 4.65831 102.049 0.724469 4.54009 99.5917 0.789004 2.60555 100.31 19.0673 0.0607286 16.3991 0.00495621 9.77711 39.8627 15.6727 21.7357223304 22.6192165386 16.366 0.132 16.29 0.213 15.529 0.171 0.0074018 -1.0 0 0.020731 0.008776 -1.0 -1.0 -1.0 -1.0 172.002511282 29.5110845284 36.8601989746 2443.32519531 -23.1381572587 -20.9119546094 -20.2190334335 101649 0.777025144223 8.33141679424 139459 1 0.328789377183 -1.0 -1 NSA ned 4 1.2376672116e+18 NSA nan 0.0 0.0 172.017358727,29.510710092 113144.56+290708.7 172.935684204 29.1191005707 0.3645 17.675 0.014 17.593 0.015 17.593 0.013 17.723 0.015 17.37 0.018 0.116 20.22 0.0 0.0 0.0 -0.842 5.699 6.84 16.254 0.104 15.661 0.148 14.86 0.106 0.296 -23.602 -0.332 0 1 1 1 1055747 1 1 0 1 1 0 0 5061 53352 53794 2217 78 40 3 379 27 1055747 1 1 0 1 1 0 0 17.668 0.014 17.575 0.015 17.581 0.013 17.712 0.015 17.361 0.018 587741489836785691 624261067165401088 US 2555 6374821273401295105 172.935568439 29.1194302606 1.2414698698 1 3 240.051 10.6511 171.945 17.4772 17.9468 0.048186 18.3144 0.110385 2 172.935684204,29.1191005707 -- 0.89135446444 573.436703285
99 1237661970646106199 179.010357714 6.6779104295 3 GALAXY 35287721185624 0 262144 0 268435456 0 16.8274 15.4964 15.0031 14.7264 14.5643 0.021016 0.00270691 0.00255562 0.00285284 0.00667349 0.0240874 0.00375822 0.00371863 0.00409418 0.0129145 0.0708341 0.052119 0.0378011 0.0286634 0.0203227 17.1865 15.7356 15.3095 15.0546 14.9151 43.7634 16.5886 15.0688 16.1269 14.6889 -1000.0 1.19094 0.962974 1.12415 0.969384 29.6663 3.23266 29.6662 0.518618 29.6671 0.393059 29.6614 0.608775 29.6701 0.815067 0.279104 0.306622 0.307738 0.327615 0.299837 17.012 0.0249016 15.6801 0.00384636 15.3325 0.00374623 14.9826 0.0041575 14.9253 0.0129862 20.6538 0.0549276 19.3445 0.0228183 19.1504 0.0222307 18.9998 0.0265495 18.9119 0.0397376 20.17 0.0383251 18.8721 0.00804225 18.4337 0.0100051 18.2086 0.0125682 18.0316 0.0247736 0.28659 0.106856 0.0216659 0.066331 0.0153338 0.0002405 -0.13296 0.0105377 -0.132484 -0.00610633 -0.127513 0.00165464 -0.117001 -0.00532914 -0.12982 0.249979 11.4572 134.093 0.278736 11.0724 135.658 0.293533 10.4666 134.325 0.284317 11.2911 135.269 0.291347 10.4981 134.936 19.2303 0.0138051 15.3473 0.00371863 6.88999 15.3727 15.3248 22.4417833733 21.5112943844 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0083517 2.48227e-05 0 0.030334 0.009573 -1.0 -1.0 -1.0 -1.0 178.988641738 6.74926683182 35.9663124084 2497.00390625 -24.010606127 -21.4535982738 -20.6174273232 140458 4.46800233621 46.7450144931 67071 1 -1.0 -1.0 -1 NSA sdss 4 1.23766197065e+18 NSA nan 3.26403427124 0.420066326857 179.010357714,6.6779104295 115239.67+070222.0 178.165313721 7.03944778442 1.4848 17.207 0.012 17.014 0.016 16.921 0.014 16.799 0.022 16.857 0.016 0.055 20.215 0.0 0.0 0.0 -9.0 0.0 0.0 16.138 0.119 15.338 0.109 14.995 0.148 0.243 -27.891 -0.072 0 1 1 1 2 1 0 0 0 0 0 0 3841 52730 53385 1622 188 41 3 89 94 2 1 0 0 0 0 0 0 17.212 0.012 17.02 0.016 16.91 0.014 16.798 0.023 16.853 0.016 588017724934389854 456781699842310144 SDSS J115239.67+070221.9 6379113739952587818 178.165397072 7.03966997183 0.853514191356 1 3 313.505 7.5002 121.766 6.98016 17.657 0.0259812 18.6891 0.0622543 1 178.165313721,7.03944778442 -- 0.913576476337 573.479883442
100 1237654602635018399 145.088082817 4.73510076361 3 GALAXY 20042733453824 1 0 0 268435456 0 18.5789 17.753 17.497 17.409 17.4199 0.0421988 0.00866513 0.0357416 0.0148086 0.0458442 0.0406567 0.00899332 0.0101972 0.0136232 0.0483219 0.229411 0.168799 0.122427 0.0928325 0.0658194 18.487 17.6466 17.4273 17.3464 17.402 13.6614 9.42233 9.00368 9.40123 8.47107 6.44921 0.701133 0.672407 0.516565 1.93816 13.3436 2.28773 15.3463 0.576308 15.6884 0.621948 19.1195 1.18992 19.9258 4.01408 0.408494 0.384265 0.40153 0.412559 0.35007 18.4115 0.0414522 17.7187 0.00925248 17.5095 0.010358 17.3795 0.0136038 17.3699 0.0480782 20.7956 0.0625561 20.1309 0.0205565 20.124 0.0258442 20.1135 0.0328999 20.0273 0.0976826 20.8517 0.0672759 20.0823 0.0166101 19.8732 0.0176034 19.8647 0.0271593 19.9173 0.0984095 0.603575 0.141101 0.0540146 0.0 0.0 0.200788 0.102678 0.151728 0.0980837 0.180143 0.0994264 0.130983 0.103321 0.171687 0.0525595 0.429662 4.87523 18.3508 0.408995 5.77038 22.5971 0.421746 5.7114 22.5099 0.446919 5.92869 24.2948 0.393489 6.59327 26.7474 20.6135 0.0224873 17.5497 0.0101972 4.03377 8.84595 17.6023 23.3288980482 22.6262892555 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00662856 4.464e-06 0 0.020132 0.011928 -1.0 -1.0 -1.0 -1.0 145.224711158 5.16581059483 30.9923744202 1966.00305176 -23.7952546178 -21.3384172205 -20.4218476383 157374 27.103142912 244.340874186 17030 1 0.703408526234 -1.0 -1 NSA sdss 4 1.23765460264e+18 NSA nan 197.214004517 9.01402950287 145.088082817,4.73510076361 093731.85+053205.4 144.382736206 5.53485107422 0.3563 17.713 0.02 17.621 0.056 17.424 0.053 17.339 0.067 16.992 0.054 0.361 20.56 16.074 9.441 0.736 -9.0 0.0 0.0 15.839 0.098 14.957 0.11 14.155 0.086 0.055 -24.031 0.028 0 1 1 1 10 1 0 1 0 0 0 0 3015 52338 52644 992 40 40 3 202 93 10 1 0 1 0 0 0 0 17.703 0.02 17.642 0.053 17.444 0.055 17.351 0.071 16.995 0.055 587732702322098269 279449281323073536 2MASX J09373183+0532054 6382702552348100705 144.382963061 5.53483235889 0.815659292379 1 3 225.656 10.1991 144.466 12.6787 18.014 0.0490846 18.5035 0.09531 1 144.382736206,5.53485107422 -- 1.06448143633 575.798209197
101 1237659326017896459 216.362007305 56.3202828666 3 GALAXY 1161121054724444 0 0 0 268435456 0 15.2459 14.2299 13.7622 13.5322 13.4173 0.0137104 0.00203184 0.003764 0.00242306 0.0110761 0.0235045 0.00492543 0.00554376 0.00745688 0.014864 0.0844194 0.062115 0.045051 0.0341608 0.0242204 16.2718 14.963 14.5905 14.3701 14.1722 258.362 61.7237 58.9444 57.3478 47.6378 -1000.0 1.94854 1.19112 2.92288 5.60214 29.6638 3.31071 29.6536 0.846607 29.6601 0.927339 29.6618 0.902167 29.6598 1.43061 0.474685 0.543129 0.541823 0.557991 0.461836 16.3064 0.0233938 14.9637 0.00502205 14.6412 0.00563854 14.3878 0.00758541 14.6231 0.0145375 20.8628 0.0782807 19.7637 0.0524974 19.5302 0.0537997 19.4088 0.0559912 19.0133 0.0612402 20.3947 0.0558938 19.2831 0.0360314 18.8361 0.0358927 18.6094 0.0360246 18.4881 0.039085 0.0 0.435486 0.48407 0.494476 0.53985 0.35515 -0.0200637 0.296327 -0.00834677 0.303712 -0.00910443 0.289586 -0.00882671 0.250847 -0.0127989 0.327961 31.422 26.8251 0.339951 33.8416 201.298 0.400001 27.3187 200.465 0.409642 27.4292 200.315 0.272771 16.7728 200.752 19.6513 0.0491064 14.6356 0.00554376 26.3848 66.2645 14.2301 23.8133421876 23.3323268514 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00629269 1.31045e-05 0 0.025156 0.007936 -1.0 -1.0 -1.0 -1.0 216.638650668 56.5826955954 31.8473949432 1979.00317383 -24.0414933076 -21.544943914 -20.7677228047 164995 18.2287733917 168.87114257 45219 1 0.81224087069 -1.0 -1 NSA sdss 4 1.23765932602e+18 NSA nan 8.08978557587 0.584546744823 216.362007305,56.3202828666 143234.22+560059.8 218.142608643 56.0166358948 0.405 18.51 0.026 18.277 0.025 18.25 0.02 18.128 0.023 17.883 0.028 0.077 20.143 0.0 0.0 0.0 -1.394 3.9 15.12 16.67 0.159 16.673 0.303 15.512 0.193 0.536 -23.435 0.04 0 1 1 1 1055747 1 1 0 1 1 0 0 3184 52403 52668 1162 362 40 5 13 58 1055747 1 1 0 1 1 0 0 18.502 0.029 18.294 0.019 18.25 0.022 18.117 0.021 17.841 0.027 587733429232926778 327300131793666048 SDSS J143234.22+560059.8 6374469451155243192 218.142190726 56.01705816 1.73725280143 1 3 202.405 9.32008 200.822 14.2914 18.132 0.0500068 18.1459 0.0772849 1 218.142608643,56.0166358948 -- 1.03678067621 576.286140889
102 1237658302205853768 163.457291692 57.1188458923 3 GALAXY 1319448581640280 0 0 0 268435456 0 14.8091 13.8451 13.5353 13.3866 13.23 0.012312 0.000902721 0.00083148 0.000922212 0.00237402 0.00562759 0.0023092 0.00240496 0.00242829 0.00524892 0.0560219 0.0412204 0.0298964 0.0226696 0.016073 15.2728 14.2459 13.898 13.7062 13.6628 21.3275 25.115 24.7185 25.8789 19.9316 7.16629 4.67469 4.05532 3.52385 2.50247 29.668 0.660709 29.6711 0.190289 29.6726 0.307282 29.6759 0.200319 29.6754 0.44746 0.428272 0.377272 0.404985 0.45985 0.450628 15.2648 0.00580579 14.2037 0.00235663 13.8147 0.00245476 13.5995 0.00248504 13.6012 0.00546849 19.15 0.0296025 18.0827 0.0143387 17.847 0.0186279 17.6091 0.0155805 17.3691 0.0215241 18.7407 0.0210453 17.7208 0.0057517 17.364 0.0049017 17.208 0.00575577 17.051 0.0106286 0.164687 0.233536 0.278837 0.268362 0.218634 -0.254835 -0.0115766 -0.258279 0.00205974 -0.245264 0.00334585 -0.237818 0.0052939 -0.241223 0.00715478 0.428758 11.1853 55.8222 0.41381 11.9776 54.1239 0.432054 11.9814 54.4282 0.454872 11.8484 55.5481 0.480779 10.075 57.4489 18.1956 0.00710073 13.9278 0.00240496 9.61283 29.6226 13.7895 21.3158302796 20.6991645078 14.343 9999.0 14.905 0.242 14.664 0.171 boss 0.00635107 7.54755e-06 0 0.011781 0.008235 -1.0 -1.0 -1.0 -1.0 164.006109731 57.1170620142 31.4840335846 1818.00280762 -23.1500334572 -20.5175884933 -19.8472205178 138375 17.913469521 164.056796888 138299 1 0.74385930618 -1.0 -1 NSA ned 4 1.23765830221e+18 NSA -99.0 0.0 0.0 163.457291692,57.1188458923 105705.40+580437.4 164.272521973 58.0770721436 0.1404 17.979 0.03 17.656 0.05 17.283 0.019 16.866 0.018 16.607 0.038 0.036 19.771 0.0 0.0 0.0 -0.708 7.57 10.25 14.995 0.077 14.213 0.085 13.477 0.067 0.119 -22.187 0.255 1 1 1 1 7234 1 0 0 1 0 0 1 2243 52014 52378 950 305 40 3 265 34 7234 1 0 0 1 0 0 1 18.082 0.016 17.676 0.012 17.292 0.008 16.831 0.018 16.556 0.011 587729386611474466 267626190951415808 VII Zw 353 NOTES01 2539328838919273419 164.272507328 58.0770517142 0.0786515194077 0 3 220.059 0.829667 200.474 1.34178 18.0412 0.00409444 18.1477 0.00726862 4 164.272521973,58.0770721436 -- 1.05308725089 578.671494764
103 1237661874020941849 206.577724311 43.8513547092 3 GALAXY 35253361709072 1 0 0 268435456 0 15.6075 14.5103 14.0022 13.7554 13.5504 0.00912233 0.0019592 0.00196948 0.00193356 0.00393406 0.00908647 0.00229146 0.00215865 0.00225051 0.00421306 0.0697642 0.0513319 0.0372301 0.0282305 0.0200158 15.7908 14.5897 14.0733 13.813 13.6378 14.3841 19.0547 19.4585 19.9049 17.4689 0.45247 0.476821 0.474435 0.557019 0.477362 7.77048 0.327432 12.5498 0.0832154 14.7541 0.122433 16.5436 0.11983 16.8 0.263488 0.804646 0.762801 0.735245 0.740519 0.749962 16.2498 0.00883781 14.8125 0.00232209 14.2141 0.00219237 13.8832 0.00228686 13.7105 0.00432962 18.5709 0.0247524 17.737 0.0221507 17.6066 0.0243184 17.4988 0.022002 17.1556 0.0227762 18.5408 0.0136276 17.6169 0.00892576 17.1765 0.0114196 16.9838 0.00751231 16.7805 0.00837661 1.0 0.745647 0.619845 0.569602 0.638063 0.0597369 -0.0435907 0.101449 -0.0188289 0.11037 -0.0124694 0.116281 -0.00906278 0.129896 -0.0107377 0.768784 3.76415 146.846 0.729161 7.48174 185.931 0.662363 8.80078 189.622 0.663857 8.93884 189.228 0.715112 7.05695 183.412 17.9126 0.0143811 14.4075 0.00221923 8.38663 19.9595 14.3173 21.1255994684 20.930696695 14.974 0.092 14.378 0.106 13.887 0.087 sdss 0.00749703 6.21873e-06 0 0.020477 0.007096 -1.0 -1.0 -1.0 -1.0 206.598658813 43.872359749 35.8043022156 2409.00366211 -23.8663994341 -21.1152561412 -20.404717244 143856 1.55146210753 16.1585538412 163972 1 0.6128120757 -1.0 -1 NSA sdss 4 1.23766187402e+18 NSA nan 41.6442146301 0.687665402889 206.577724311,43.8513547092 134854.76+430309.1 207.22819519 43.0525283813 0.2747 17.118 0.016 17.176 0.031 17.128 0.017 17.111 0.024 16.678 0.021 0.063 20.097 0.0 0.0 0.0 -0.791 8.747 8.3 15.735 0.081 14.944 0.097 14.244 0.072 0.129 -23.519 -0.212 1 1 1 1 7234 1 0 0 1 0 0 1 3813 52722 52814 1345 498 41 4 334 21 7170 1 0 0 1 0 0 0 17.123 0.023 17.153 0.107 17.122 0.021 17.127 0.025 16.692 0.018 588017605228232725 378810680167366656 2MASX J13485478+4303095 6374750882108542476 207.228124338 43.0524957174 0.22037988604 1 3 523.183 16.102 468.357 27.3139 17.101 0.0334239 17.2265 0.063334 1 207.22819519,43.0525283813 194 0.927950216704 579.878837189
104 1237666408439677694 353.778805283 0.301058523211 3 GALAXY 105624251793680 1 0 0 268435456 0 23.2978 22.7803 21.3615 20.7518 20.2966 0.789328 0.19007 0.088862 0.0698596 0.198622 0.789328 0.19007 0.088862 0.0698596 0.198622 0.155789 0.114628 0.0831378 0.0630409 0.0446968 23.142 22.6657 21.2784 20.6888 20.2519 2.97023 2.96945 1.60272 27.9179 2.96194 -1000.0 -1000.0 0.207728 -1000.0 2.79432 26.5587 95.5347 1.03802 1.54675 1.06593 0.826578 0.815049 0.391987 4.26067 4.68436 0.0999967 0.05 0.575213 0.471984 0.450205 21.1634 0.497052 22.7275 0.209454 21.3615 0.11098 20.6826 0.0679602 19.2072 0.211422 24.6238 0.932713 23.2563 0.187823 22.0784 0.0988037 21.382 0.0746557 21.0034 0.218604 23.1739 0.638409 23.3019 0.199021 21.9254 0.127747 21.4125 0.115932 20.7142 0.257394 0.0 0.0 0.0 1.0 1.0 0.200722 -0.300259 0.253568 -0.0448014 0.0316865 0.0346528 0.156639 0.0524408 -0.00289464 -0.00966111 0.192363 6.59778 127.85 0.05 1.08482 178.659 0.659945 0.765609 27.9016 0.449997 0.597335 176.337 0.6 1.70905 1.71239 22.5082 0.145289 21.3615 0.11098 0.865011 1.49212 21.4707 22.7769801426 23.1512713234 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008 -1.0 -1 0.452667 0.091632 -1.0 -1.0 -1.0 -1.0 354.13105403 0.297265046422 34.7674179077 2556.75927734 -23.3869421766 -21.3985522336 -20.6070086585 61945 AnaK 21.135862314 213.754757817 -1 1 -1.0 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2014.0925_1.zlog 3 100.0 MMT -99.0 -99.0 -99.0 353.778805283,0.301058523211 233816.42+005029.8 354.568450928 0.841624975204 0.1829 19.167 0.033 18.872 0.019 18.172 0.017 17.674 0.02 17.546 0.022 0.174 20.598 0.0 0.0 0.0 -9.0 0.0 0.0 15.91 0.089 15.146 0.092 14.399 0.077 0.124 -22.046 0.578 1 1 1 0 66 1 0 0 0 0 0 1 3325 52522 51877 385 332 41 6 71 154 68 1 0 0 0 0 0 1 19.12 0.022 18.739 0.007 18.079 0.006 17.625 0.006 17.309 0.015 588015510340698266 108590677444526080 2MASX J23381647+0050302 2907709214689341720 354.568460527 0.841789510974 0.59333577602 0 3 110.764 1.46529 103.196 1.93855 18.7866 0.0143665 18.8687 0.0204006 4 354.568450928,0.841624975204 -- 0.956914680558 580.661488223
105 1237662698115432544 248.051339587 19.6957396993 3 GALAXY 35253360136208 1 0 0 268435456 0 18.39 17.2268 16.7923 16.5862 16.4482 0.0361621 0.00689268 0.00642301 0.00810959 0.0214018 0.0361621 0.00689268 0.00642301 0.00810959 0.0214018 0.282299 0.207713 0.150651 0.114234 0.0809933 18.1078 17.0191 16.6417 16.472 16.3672 11.1511 10.1407 11.1996 10.6336 11.1857 1.1568 0.868418 0.975513 0.652731 0.790883 18.6393 3.31978 20.0065 0.511471 24.4883 0.577931 24.7002 0.755514 26.3428 2.38606 0.323826 0.349996 0.366897 0.380471 0.35856 18.3972 0.0373924 17.2697 0.00700105 16.7715 0.00649422 16.5852 0.0081082 16.4373 0.0213948 21.2325 0.0713356 20.2848 0.0214501 20.144 0.0220527 20.0908 0.0267829 19.7956 0.0555509 20.8726 0.0668245 19.836 0.0141702 19.5035 0.0138868 19.3394 0.0156301 19.1838 0.0463774 0.21793 0.0569599 0.0214208 0.0 0.0 0.324528 -0.0615758 0.34314 -0.0256334 0.308859 -0.0192973 0.298457 -0.0143887 0.263823 -0.0136436 0.358003 6.31581 205.237 0.375317 6.86973 208.969 0.390081 7.52481 207.947 0.404861 7.41172 208.301 0.411529 7.41452 208.519 20.2686 0.0191559 16.7923 0.00642302 5.16195 12.366 16.8133 23.1702759032 22.3727912602 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00834 -1.0 -1 0.02302 0.010124 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 8.10004348497 80.8647377669 -1 1 0.525459360418 -1.0 -1 AAT /Spectra/Final/AAT/Odyssey_1_MG.mz 4 117.0 AAT -99.0 -99.0 -99.0 248.051339587,19.6957396993 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 0.969890537019 580.959966358
106 1237658310795591687 193.681402422 58.776488573 3 GALAXY 1161189774200848 1 0 0 268435456 0 15.3383 14.2577 13.7301 13.4802 13.2264 0.00531298 0.00117809 0.00105314 0.00223073 0.00249419 0.00584177 0.00239732 0.00218882 0.00224412 0.00359698 0.0465629 0.0342605 0.0248486 0.0188419 0.0133592 15.4861 14.4788 13.8948 13.6118 13.3422 25.8569 25.3554 24.8091 24.6588 21.8471 3.71087 3.85666 4.25528 4.24202 3.50113 29.6733 0.244515 29.6642 0.361917 29.6647 0.260606 29.6731 0.133411 29.6802 0.250315 0.267166 0.250133 0.251118 0.257865 0.250512 15.496 0.00578574 14.5116 0.00239559 13.9149 0.00219917 13.6139 0.00225647 13.3246 0.00360768 19.1159 0.030984 17.9277 0.0179099 17.2595 0.0179012 16.9059 0.0112818 16.7865 0.0212477 19.3374 0.0211653 18.1142 0.00502271 17.4513 0.00383558 17.0964 0.00394633 16.7622 0.00779663 0.0 0.0 0.0625958 0.107085 0.0898007 -0.0961777 0.0627406 -0.0977185 0.0728041 -0.0947371 0.0750529 -0.0961925 0.0741838 -0.0857836 0.0845554 0.199966 16.1698 59.4915 0.195793 15.8797 61.5641 0.196769 15.8786 61.7066 0.194595 15.8804 61.2845 0.190627 15.9473 60.0688 18.2233 0.00543039 13.9197 0.00218882 11.1515 25.7678 13.7505 21.9192052147 20.9825751698 13.895 9999.0 13.722 0.134 12.607 9999.0 boss 0.00838915 1.26961e-05 0 0.019423 0.006037 -1.0 -1.0 -1.0 -1.0 193.84130214 58.3441767226 38.4771194458 2490.63647461 -23.8605995496 -21.3065832828 -20.5922984671 52773 26.4123791929 295.618711483 142510 1 0.72734780837 -1.0 -1 NSA ned 4 1.2376583108e+18 NSA nan 0.0 0.0 193.681402422,58.776488573 130112.91+590206.6 195.303817749 59.0351867676 0.4764 15.751 0.01 15.596 0.044 15.644 0.027 15.596 0.027 15.603 0.016 0.042 20.137 0.0 0.0 0.0 -9.0 0.0 0.0 14.788 0.037 13.978 0.045 13.072 0.033 0.107 -26.345 -0.112 0 1 1 1 2 1 0 0 0 0 0 0 2989 52318 52398 957 20 40 2 77 49 2 1 0 0 0 0 0 0 15.758 0.014 15.618 0.013 15.698 0.015 15.594 0.013 15.618 0.013 587732590107885617 269596600492359680 SBS 1259+593 6374434233497157725 195.304353982 59.0354084342 1.27409225943 1 3 1663.1 25.6903 1212.32 33.3862 15.8453 0.0167757 16.1939 0.0299075 2 195.303817749,59.0351867676 309 0.876891698298 588.878742957
107 1237659326017831104 216.147606853 56.2493956883 3 GALAXY 105622104309776 1 0 0 268435456 0 17.4996 16.6462 16.3539 16.2105 16.136 0.024022 0.0574602 0.00755882 0.00643332 0.0248897 0.0226923 0.00497573 0.00544019 0.00686894 0.0447467 0.0770506 0.0566931 0.0411186 0.031179 0.0221063 17.6037 16.7304 16.4042 16.2713 16.2355 9.7395 9.33903 9.9259 9.9832 9.775 1.13578 0.363605 0.390072 0.328954 0.708363 12.6401 1.03296 12.6093 0.204281 15.3486 0.301379 17.5544 0.518366 13.3209 2.1283 0.443024 0.505113 0.529781 0.519607 0.615309 17.6134 0.0232927 16.7977 0.00505998 16.4151 0.00551335 16.2664 0.00686191 16.2666 0.0574015 20.0556 0.0458511 19.456 0.0205206 19.3225 0.024039 19.488 0.0230399 19.3843 0.0746961 19.8917 0.039653 19.1269 0.00971014 18.8923 0.0100071 18.7888 0.0124084 18.7582 0.0491601 0.311788 0.0914965 0.0407091 0.000692415 0.0 0.00261216 0.147055 0.00753681 0.140894 -0.0205513 0.124233 -0.0355233 0.113715 -0.0252544 0.135585 0.441978 4.8896 63.9444 0.508324 5.1813 70.2934 0.528308 5.55503 73.2749 0.532422 5.74449 77.0511 0.559399 5.38614 75.4057 19.6784 0.0136647 16.4453 0.00544019 4.50291 10.5265 16.4193 22.1642256128 21.6822507802 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0058687 5.02279e-06 0 0.015353 0.008778 -1.0 -1.0 -1.0 -1.0 216.638650668 56.5826955954 31.8473949432 1979.00317383 -24.0414933076 -21.544943914 -20.7677228047 164995 25.7982124053 238.993213437 45221 1 0.694096907264 -1.0 -1 NSA sdss 4 1.23765932602e+18 NSA nan 43.340297699 1.11978340149 216.147606853,56.2493956883 141700.28+562558.8 214.251174927 56.433013916 0.1493 17.613 0.023 17.321 0.02 16.987 0.018 16.571 0.019 16.61 0.023 0.074 20.164 0.0 0.0 0.0 -0.654 10.37 3.04 15.067 0.049 14.418 0.054 13.656 0.05 0.25 -22.639 0.193 1 1 1 1 7234 1 0 0 1 0 0 1 3225 52434 52674 1160 171 40 3 55 45 7234 1 0 0 1 0 0 1 17.637 0.028 17.311 0.015 16.99 0.018 16.574 0.024 16.595 0.02 587733604255596589 326737206808936448 SBS 1415+566 6374469395320669864 214.251055843 56.4331445971 0.526792212636 1 3 412.654 14.1438 336.271 19.6116 17.3586 0.0372228 17.5862 0.0633365 1 214.251174927,56.433013916 -- 1.06697147328 593.067450891
108 1237662662147638034 248.580638518 19.7208013394 3 GALAXY 545426755425040 0 0 0 268435456 281474976710656 22.498 19.3347 18.4084 18.9434 19.8144 2.03476 0.0492277 0.0333113 0.0932969 0.847454 2.03476 0.0492277 0.0333113 0.0932969 0.847454 0.342769 0.252206 0.182921 0.138704 0.0983426 22.1553 19.0825 18.2255 18.8047 19.716 0.562298 2.97005 18.0212 8.32509 1.70754 0.467169 -1000.0 -1000.0 8.28593 1.62458 29.6772 23.4792 29.6717 2.37477 29.6686 6.02699 29.6762 2.55316 5.8843 53.7029 0.415851 0.450044 0.677853 0.449475 0.249816 21.3621 3.08337 19.6207 0.0478917 18.4084 0.0333113 19.2394 0.0891998 20.7264 1.87791 23.8558 0.661668 23.554 0.287295 22.6268 0.403228 23.6739 1.64486 22.1994 0.643372 23.4508 0.721848 22.3663 0.141578 21.8677 0.20956 21.671 0.780615 21.1119 0.493318 1.0 0.0 0.0 0.0 0.856331 -0.302615 -0.020162 -0.14796 -0.134787 -0.165806 -0.0153326 -0.14908 -0.110545 1.12399 0.178824 0.282634 59.3381 48.1715 0.550006 6.82429 150.445 0.574526 8.99654 148.591 0.571113 6.59484 133.285 0.05 5.63479 45.9359 22.6711 0.264429 18.4084 0.0333113 5.49386 8.91794 18.6505 25.1742611781 24.3453212052 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00818 -1.0 -1 0.226526 0.049063 -1.0 -1.0 -1.0 -1.0 248.087298875 19.8264299356 34.3199081421 2375.00366211 -24.0085304188 -21.2697856489 -20.6053636136 147100 Odyssey 28.5669233765 285.187644191 -1 1 0.170649896571 -1.0 -1 AAT /Spectra/Final/AAT/Odyssey_1_MG.mz 4 13.0 AAT -99.0 -99.0 -99.0 248.580638518,19.7208013394 163235.08+203941.5 248.146194458 20.6615352631 0.1914 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 0.28 20.679 0.0 0.0 0.0 -1.195 4.608 5.98 16.627 0.146 16.174 0.194 14.805 0.095 0.117 -22.308 -0.096 0 1 1 1 7171 1 1 0 1 0 0 0 4002 52813 53224 1659 195 40 3 270 65 7171 1 1 0 1 0 0 0 18.214 0.021 18.125 0.015 17.937 0.016 17.56 0.017 17.757 0.027 11276189155852353 467195582520229888 SDSS J163235.08+203941.5 6375489766807309251 248.146338445 20.661619495 0.572003482275 1 3 118.913 6.6117 126.405 9.95154 18.7095 0.0603831 18.6485 0.0854982 1 248.146194458,20.6615352631 -- 1.0252958781 614.147510586
109 1237662301896638863 210.207365611 49.5161574869 3 GALAXY 1231455472582672 1 0 0 268435456 0 16.9213 16.0131 15.6287 15.4772 15.7002 0.0519124 0.0103452 0.0141358 0.0347185 0.0623885 0.132066 0.0310735 0.023787 0.0192064 0.170466 0.0776676 0.0571471 0.0414478 0.0314286 0.0222833 19.7386 18.1401 17.6949 17.4898 18.3949 4.29837 14.7504 14.5301 12.6334 3.61184 2.29589 0.611656 1.49245 0.291725 3.46277 0.053933 1.15886 16.9527 1.68601 15.7688 1.23969 19.1299 1.39555 5.91056 4.08602 0.999735 0.749864 0.890773 0.886847 0.475152 21.4911 0.168955 18.0413 0.0319936 17.6808 0.0243745 17.5077 0.0191513 18.8098 0.137649 22.5311 0.199459 21.5672 0.0433406 21.1224 0.0476286 21.1235 0.0574029 21.0252 0.195434 21.7289 0.132347 20.9398 0.0309423 20.5179 0.0324469 20.4109 0.0427628 20.3796 0.166295 0.733332 0.173424 0.0753016 0.0 0.708193 0.00158677 -0.0656731 0.00741686 0.0434996 0.00644682 0.0511915 0.0286263 0.0546812 0.460481 0.0145088 0.672296 2.73825 159.151 0.997101 5.73102 26.9849 0.982786 5.37419 23.5863 0.824952 5.85966 186.774 0.627489 2.45318 19.7789 21.3554 0.046895 17.7364 0.023787 5.6189 12.2888 17.6213 23.3833899249 23.3649995214 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0061691 1.73255e-05 0 0.175613 0.042037 -1.0 -1.0 -1.0 -1.0 210.708471008 49.1726221013 31.7148075104 2012.5144043 -23.7035557324 -21.294571141 -20.4743492986 69028 28.4303190443 262.279882176 69035 1 0.652436474498 -1.0 -1 NSA sdss 4 1.2376623019e+18 NSA -99.0 0.0 0.0 210.207365611,49.5161574869 135617.58+502139.0 209.073272705 50.3608360291 0.7162 18.442 0.022 18.073 0.025 18.036 0.015 18.09 0.028 18.023 0.034 0.059 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 16.533 0.135 16.245 0.235 15.761 0.257 0.191 -24.848 -0.008 0 1 1 1 2 1 0 0 0 0 0 0 3918 52758 53438 1670 508 41 4 107 28 2 1 0 0 0 0 0 0 18.444 0.022 18.087 0.025 18.038 0.015 18.101 0.028 18.046 0.034 588018056184922140 470292727699865600 SDSS J135617.58+502138.9 6374574960248096558 209.073900563 50.3607607983 1.46716778318 1 3 183.169 10.1792 98.9865 14.643 18.2405 0.0603518 18.914 0.160652 1 209.073272705,50.3608360291 -- 1.11633062682 617.920050108
110 1237661958297157819 210.100030032 49.4443703098 3 GALAXY 35253360132112 1 0 0 268435456 0 17.1761 16.1485 15.6851 15.4474 15.4044 0.0235435 0.00450072 0.00394753 0.0179277 0.0232217 0.0262679 0.00485877 0.00667179 0.0106154 0.0291143 0.0793813 0.058408 0.0423624 0.0321221 0.022775 17.4007 16.2663 15.8257 15.6149 15.5995 16.233 15.3637 15.1186 15.9717 14.0426 1.6892 0.884434 0.720218 0.714249 1.22994 29.6696 3.39021 27.6876 0.542591 28.4128 0.744431 29.082 1.15446 29.6753 2.00454 0.493881 0.489677 0.44999 0.408625 0.414959 17.4175 0.0273291 16.3146 0.00494585 15.8597 0.00670297 15.6239 0.0106839 15.6503 0.0290636 21.0501 0.074708 19.9931 0.0256112 19.9164 0.0211256 19.9187 0.0267396 19.6855 0.0723862 20.5961 0.0598931 19.5286 0.0110424 19.116 0.0114051 18.9195 0.0126194 18.8668 0.0452114 0.113734 0.0478228 0.0126466 0.0220838 0.0 0.183044 -0.00899808 0.12171 -0.0064006 0.11597 -0.0124807 0.119105 -0.0207254 0.135708 -0.0101877 0.499969 9.05483 181.642 0.518908 9.10166 174.086 0.512293 9.52835 171.044 0.499964 9.93116 170.895 0.471305 9.52772 171.394 19.9372 0.0163863 15.8681 0.00667179 6.86817 16.1868 15.911 22.7586218867 22.0906603545 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00664614 2.2078e-05 0 0.018763 0.008507 -1.0 -1.0 -1.0 -1.0 210.708471008 49.1726221013 31.7148075104 2012.5144043 -23.7035557324 -21.294571141 -20.4743492986 69028 28.8431083086 266.087922359 69034 1 0.691713784509 -1.0 -1 NSA sdss 4 1.2376619583e+18 NSA nan 5.96889877319 0.727612495422 210.100030032,49.4443703098 135617.58+502139.0 209.073272705 50.3608360291 0.7162 18.442 0.022 18.073 0.025 18.036 0.015 18.09 0.028 18.023 0.034 0.059 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 16.533 0.135 16.245 0.235 15.761 0.257 0.191 -24.848 -0.008 0 1 1 1 2 1 0 0 0 0 0 0 3918 52758 53438 1670 508 41 4 107 28 2 1 0 0 0 0 0 0 18.444 0.022 18.087 0.025 18.038 0.015 18.101 0.028 18.046 0.034 588018056184922140 470292727699865600 SDSS J135617.58+502138.9 6374574960248096558 209.073900563 50.3607607983 1.46716778318 1 3 183.169 10.1792 98.9865 14.643 18.2405 0.0603518 18.914 0.160652 1 209.073272705,50.3608360291 -- 1.13013355726 625.560356002
111 1237655106762375208 163.684746698 56.9828454165 3 GALAXY 105553418387988 1 0 0 268435456 0 18.0927 16.2138 15.9526 15.791 15.6659 0.0299293 0.0062985 0.00361692 0.00410611 0.0124858 0.062359 0.0208668 0.0218471 0.0255574 0.0728312 0.040661 0.029918 0.021699 0.0164537 0.0116659 20.4355 19.6862 19.5447 19.3995 19.2566 1.78789 1.82442 1.76141 1.76763 1.74763 0.134401 0.0441798 0.0453774 0.0573879 0.2189 0.464807 0.255446 0.617009 0.0857545 0.749493 0.102474 0.851823 0.181764 0.706275 0.538199 0.745458 0.305563 0.489687 0.39998 0.129579 20.509 0.0932659 19.7565 0.0208316 19.5664 0.0218471 19.3966 0.0255506 19.3369 0.0837642 20.8203 0.0881685 20.0539 0.0790692 20.0002 0.0850686 19.8498 0.0809614 19.6232 0.108051 20.4385 0.0641026 19.5156 0.0470992 19.2313 0.0465239 19.0751 0.0430577 18.9662 0.0629826 0.0 0.0 0.0 0.0 0.0 0.0302412 0.00452822 0.0705332 0.0297767 0.0745905 0.012254 0.0601601 0.0445945 0.0706286 0.0521231 0.849998 0.596695 148.366 0.445864 0.735151 -9.45623 0.611775 0.755376 -11.9998 0.527629 0.823532 -2.5536 0.244555 0.747827 -2.83592 20.0709 0.0672304 19.5664 0.0218471 0.981827 1.6224 19.678 20.9527031525 21.6336702395 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00579735 -1.0 0 0.076013 0.057364 -1.0 -1.0 -1.0 -1.0 164.006109731 57.1170620142 31.4840335846 1818.00280762 -23.1500334572 -20.5175884933 -19.8472205178 138375 13.2197540054 121.070625919 138330 1 0.117452873838 -1.0 -1 NSA ned 4 1.23765510676e+18 NSA nan 0.0 0.0 163.684746698,56.9828454165 105705.40+580437.4 164.272521973 58.0770721436 0.1404 17.979 0.03 17.656 0.05 17.283 0.019 16.866 0.018 16.607 0.038 0.036 19.771 0.0 0.0 0.0 -0.708 7.57 10.25 14.995 0.077 14.213 0.085 13.477 0.067 0.119 -22.187 0.255 1 1 1 1 7234 1 0 0 1 0 0 1 2243 52014 52378 950 305 40 3 265 34 7234 1 0 0 1 0 0 1 18.082 0.016 17.676 0.012 17.292 0.008 16.831 0.018 16.556 0.011 587729386611474466 267626190951415808 VII Zw 353 NOTES01 2539328838919273419 164.272507328 58.0770517142 0.0786515194077 0 3 220.059 0.829667 200.474 1.34178 18.0412 0.00409444 18.1477 0.00726862 4 164.272521973,58.0770721436 -- 1.13880605727 625.773982974
112 1237661871336784061 206.453538868 41.7456697216 3 GALAXY 35253360136464 1 0 0 268435456 0 19.0241 17.6221 17.0635 16.749 16.5932 0.110483 0.0121109 0.013109 0.215784 0.0297157 0.0624815 0.0106131 0.00869225 0.0134327 0.0385848 0.0390037 0.0286986 0.0208146 0.0157831 0.0111904 19.0462 17.622 17.0301 16.766 16.5721 2.97037 13.199 13.6447 13.9171 12.4528 -1000.0 0.609039 0.49359 0.474683 2.41499 29.6758 3.48167 20.0986 0.772016 23.2761 0.901753 19.1209 0.792919 23.8138 3.55918 0.375037 0.449995 0.449987 0.456812 0.443307 18.8897 0.0630143 17.6639 0.0107255 16.9694 0.00899515 16.7519 0.0136115 16.4688 0.0397326 22.3427 0.200463 20.674 0.0323979 20.2905 0.0531083 19.912 0.142953 19.6793 0.149268 21.9751 0.175105 20.4185 0.0249148 19.8229 0.0390866 19.5464 0.120239 19.4063 0.123724 0.0521714 0.0313931 0.0888262 0.0510959 0.0908092 -0.129313 0.0776974 -0.141537 0.0773792 -0.131492 0.079171 -0.149616 0.067105 -0.151342 0.0457446 0.366324 9.38374 67.7065 0.446965 7.17428 73.9159 0.457937 7.4448 75.3123 0.454195 7.44618 75.1887 0.434189 8.13505 71.7228 20.6115 0.053676 17.051 0.00869225 6.1318 14.6567 16.9628 23.4056771267 22.8961932505 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00870937 0.000117968 0 0.048423 0.024399 -1.0 -1.0 -1.0 -1.0 206.329877581 41.7125475739 37.228515625 2549.01000977 -24.404513209 -21.3595386235 -20.4361216782 163956 5.82593386714 63.0909664517 143851 1 0.141553040931 -1.0 -1 NSA ned 4 1.23766187134e+18 NSA -99.0 0.0 0.0 206.453538868,41.7456697216 134100.78+412314.0 205.253265381 41.3872489929 1.2144 16.681 0.024 16.489 0.043 16.34 0.014 16.302 0.013 16.314 0.021 0.042 19.973 0.0 0.0 0.0 -1.654 2.553 16.68 15.468 0.038 14.995 0.054 14.375 0.053 0.045 -27.905 -0.086 0 1 1 1 135273474 1 0 0 1 1 0 0 3893 52754 53050 1377 338 41 5 276 17 135273474 1 0 0 1 1 0 0 16.697 0.027 16.459 0.048 16.351 0.015 16.32 0.022 16.359 0.016 588017949627121681 387818892363300864 PG 1338+416 6374750903583379181 205.253501694 41.3872424189 0.63870291041 1 3 569.785 10.6402 169.583 7.87026 17.0083 0.02028 18.3294 0.0504006 1 205.253265381,41.3872489929 311 0.966901703273 628.254218269
113 1237667736661655812 198.263623171 23.084589958 3 GALAXY 35255507620112 1 0 0 268435456 0 18.4087 17.5325 17.3036 17.1216 17.0442 0.0615569 0.00957725 0.0120815 0.0178438 0.0510756 0.0755194 0.0123519 0.0153078 0.0199646 0.0525402 0.0706796 0.0520054 0.0377186 0.0286009 0.0202784 18.7694 17.7571 17.5212 17.3795 17.2518 2.97028 14.8394 15.1907 15.3463 43.7733 -1000.0 1.06507 1.19902 0.898616 -1000.0 22.9283 8.12702 20.7136 0.867313 23.8185 1.32704 21.6219 1.7277 28.5348 6.64782 0.468765 0.448038 0.453691 0.439553 0.47041 18.4746 0.0914505 17.7182 0.0128854 17.3731 0.0162262 17.351 0.0205209 16.7706 0.0559661 21.8915 0.126965 20.9413 0.0323901 20.7379 0.0353689 20.5504 0.0442606 20.1795 0.105129 21.3712 0.0932025 20.4387 0.0195388 20.2223 0.0256668 20.0622 0.0324675 19.913 0.102649 0.398741 0.143799 0.186586 0.0740185 0.325795 -0.211051 0.0264738 -0.271153 0.0254618 -0.273718 0.0292125 -0.291888 0.0266881 -0.177212 0.0925902 0.474649 6.86733 91.7007 0.418069 7.07507 90.1735 0.442361 7.27338 90.9131 0.432345 7.27307 90.9259 0.436574 8.62636 90.9394 21.0395 0.0365373 17.559 0.0153078 6.91367 19.1788 17.3486 23.8630840454 23.5426254345 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00849297 2.6773e-05 0 0.034472 0.007407 -1.0 -1.0 -1.0 -1.0 197.904350275 22.9155075417 37.5518074036 2606.28369141 -24.0979736715 -21.3561575137 -20.6166748657 163136 22.2668902546 243.227958132 119303 1 0.253685546919 -1.0 -1 NSA sdss 4 1.23766773666e+18 NSA -99.0 8.22458171844 1.56744420528 198.263623171,23.084589958 131256.90+240245.2 198.237121582 24.0459098816 0.5586 18.298 0.026 18.113 0.018 18.289 0.016 18.275 0.019 18.324 0.03 0.071 20.064 0.0 0.0 0.0 -1.473 3.324 7.03 16.893 0.228 16.387 0.265 15.817 0.234 0.009 -24.064 -0.266 0 1 1 1 1580034 1 0 0 1 1 1 0 5224 53462 54234 2663 167 40 3 288 38 1580034 1 0 0 1 1 1 0 18.317 0.026 18.127 0.018 18.286 0.016 18.281 0.019 18.328 0.03 587742189910491174 749800796937256960 6378621182365666820 198.237505909 24.045963557 1.27819857645 1 3 163.788 6.85942 91.5093 9.97406 18.3619 0.0454815 18.9992 0.118369 2 198.237121582,24.0459098816 -- 0.961626773079 630.252763531
114 1237655368744632621 155.66592215 58.0900769045 3 GALAXY 35255507619888 1 0 0 268435456 0 18.1088 17.2602 16.9617 16.7779 16.8152 0.13591 0.015449 0.00657507 0.0085953 0.0337375 0.0318773 0.00865825 0.0116869 0.0143658 0.0504644 0.0500261 0.0368087 0.0266968 0.0202434 0.0143528 18.3153 17.4147 17.1797 17.0181 16.9609 8.09863 9.57642 10.1302 10.7851 9.6585 0.938483 0.593751 0.604083 0.49888 0.866765 19.1752 2.31815 19.1161 0.612509 22.9234 1.23091 23.8143 1.37182 22.1677 5.17094 0.35321 0.370475 0.379092 0.420371 0.352961 18.4411 0.0323945 17.5031 0.00865351 17.2064 0.0116869 16.9953 0.0143518 16.9701 0.0521838 20.8103 0.06398 20.0821 0.0220376 20.0657 0.0269211 19.8806 0.0329196 19.8584 0.103907 20.879 0.0621806 20.1041 0.0173513 19.9364 0.0217418 19.8087 0.0290553 19.6882 0.098768 0.0546165 0.0 0.0 0.0 0.0 0.337432 0.0442225 0.272525 0.0527048 0.273914 0.0432047 0.254312 0.0318912 0.263629 0.034161 0.389009 6.18766 -19.0674 0.434478 6.49304 -18.1126 0.425633 6.89964 -17.9583 0.455078 7.01333 -17.2175 0.418459 6.97079 -15.4312 20.7577 0.031078 17.2064 0.0116869 4.78958 10.7203 17.2472 23.396000288 22.6441662566 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00675755 5.85553e-06 0 0.036006 0.011221 -1.0 -1.0 -1.0 -1.0 154.887594727 58.2057929366 34.4950637817 2099.41015625 -23.2068662847 -21.099767139 -20.340329375 16559 25.6197827333 257.071831587 16544 1 0.577171762731 -1.0 -1 NSA sdss 4 1.23765536874e+18 NSA nan 43.444606781 1.84664130211 155.66592215,58.0900769045 101443.13+581743.3 153.679718018 58.2953834534 0.9296 17.847 0.017 17.577 0.026 17.365 0.024 17.472 0.015 17.432 0.022 0.039 19.964 0.0 0.0 0.0 -1.753 2.222 8.44 16.407 0.121 16.485 0.231 15.387 0.174 0.665 -26.091 0.053 0 1 1 0 134224898 1 0 0 1 0 0 0 1896 51875 52316 559 253 41 3 62 13 135273476 1 0 0 1 1 0 0 17.845 0.02 17.536 0.011 17.365 0.015 17.466 0.013 17.407 0.019 588009371221229581 157569208551473152 SDSS J101443.12+581743.3 6373624975759249304 153.679528687 58.2950580454 1.22500969703 1 3 358.06 12.0501 127.462 10.9607 17.5127 0.0365479 18.6394 0.0933874 2 153.679718018,58.2953834534 -- 1.06675610708 642.24311574
115 1237668298203267092 182.990666509 20.0278486922 3 GALAXY 1161153266978832 1 0 0 268435456 0 15.8828 14.8758 14.4876 14.2848 14.1206 0.00954302 0.00206305 0.00191848 0.00217663 0.00591532 0.00868713 0.00244257 0.00242592 0.0028437 0.00635386 0.166119 0.122229 0.0886505 0.067221 0.0476605 15.9776 14.9743 14.5782 14.4174 14.2559 11.0348 12.2224 12.4214 13.1245 12.7824 0.46172 0.548525 0.491611 0.41526 0.445747 13.853 0.444026 10.9555 0.0841372 12.3227 0.0837728 12.4667 0.0978454 14.9637 0.406184 0.564896 0.648127 0.664197 0.679885 0.657577 15.8954 0.00889622 14.9582 0.00246198 14.5063 0.00246108 14.2816 0.00288835 14.0743 0.00661391 18.9156 0.0242769 17.8459 0.0131848 17.7523 0.0210637 17.792 0.0232707 17.5206 0.0224153 18.5083 0.0155606 17.4996 0.0033799 17.1539 0.00319241 16.9559 0.00333816 16.7993 0.010505 0.458708 0.428622 0.409873 0.439733 0.387692 -0.165666 0.0115026 -0.150692 0.0278864 -0.13657 0.0226562 -0.125194 0.0308981 -0.125737 0.0312213 0.611598 6.00453 79.4146 0.630992 6.03778 77.712 0.64346 6.009 77.6615 0.665945 5.99506 76.8733 0.660764 5.59107 76.3105 17.9043 0.00433811 14.6669 0.00242592 5.79807 15.4269 14.5817 20.2994413845 20.3508717254 15.248 0.142 14.771 0.172 14.442 0.133 sdss 0.00800182 1.16984e-05 0 0.01492 0.006863 -1.0 -1.0 -1.0 -1.0 182.792360066 20.1756649725 36.3128814697 2448.24023438 -23.0486193526 -20.6267901318 -19.9389782782 161174 ScoobyDoo 14.2632184582 150.661788025 118414 1 0.612725020773 -1.0 -1 NSA sdss 4 1.2376682982e+18 NSA -99.0 14.1208076477 0.306384861469 182.990666509,20.0278486922 121224.89+185920.1 183.103744507 18.9889373779 0.2154 17.728 0.024 17.674 0.031 17.521 0.023 17.022 0.021 17.309 0.023 0.154 20.408 0.0 0.0 0.0 -1.079 5.143 12.93 16.659 0.163 16.398 0.228 15.218 0.141 0.389 -23.071 0.031 0 1 1 1 7171 1 1 0 1 0 0 0 5225 53462 54476 2610 281 41 1 123 43 7171 1 1 0 1 0 0 0 17.73 0.024 17.662 0.031 17.502 0.023 17.009 0.021 17.306 0.023 588023668097613867 734883663031828480 6378726710785867846 183.103725849 18.9891153883 0.643977079377 1 3 171.956 8.71064 237.462 14.2362 18.309 0.0550125 17.9639 0.0651074 3 183.103744507,18.9889373779 -- 1.04436438482 661.896573176
116 1237664337178656887 175.138189045 36.3014420467 3 GALAXY 35253360136208 1 0 0 268435456 0 16.1064 15.3156 15.0537 14.8668 14.8864 0.00752262 0.00236027 0.00230437 0.00251996 0.00547631 0.00675012 0.00253503 0.00248765 0.00268074 0.00550625 0.0967095 0.0711579 0.0516097 0.039134 0.0277465 16.0653 15.2881 14.9306 14.791 14.7225 4.29858 5.3457 6.72709 7.41509 6.2613 0.165097 0.0787267 0.0918847 0.0817834 0.131421 2.41218 0.0632313 3.13642 0.0275098 4.1977 0.0291303 5.11529 0.0489076 5.26149 0.104986 0.698348 0.845179 0.874216 0.868613 0.819506 16.4124 0.00653842 15.5115 0.00252885 15.0478 0.00251119 14.8132 0.00270891 14.7883 0.0056031 17.5859 0.0178681 17.1054 0.0182395 16.8636 0.0138716 16.7967 0.0126837 16.955 0.0217207 17.7391 0.00865198 17.0268 0.00257427 16.8344 0.00261746 16.7446 0.00295421 16.6084 0.00777736 0.99804 0.721725 0.717649 0.691789 0.569038 0.110546 0.0287835 0.0725404 0.0155934 0.0640243 0.0150508 0.0539218 0.0095894 0.0514526 0.0152947 0.665395 1.87567 -2.81487 0.820141 2.39548 3.08609 0.823556 2.85754 -0.276475 0.834132 2.87453 -2.25851 0.828352 2.42461 -2.30512 17.5432 0.00355615 15.2347 0.002544 3.00247 8.85519 15.1392 19.5101592965 19.5220773347 14.831 0.054 14.403 0.07 14.316 0.08 sdss 0.00452218 4.90305e-06 0 0.012088 0.007537 -1.0 -1.0 -1.0 -1.0 175.32773435 36.546807604 24.6947498322 1465.00219727 -23.0944315886 -20.5058975213 -19.9485591106 140065 17.333345022 124.512023127 89231 1 0.613078919167 -1.0 -1 NSA sdss 4 1.23766433718e+18 NSA nan 42.346736908 0.663559257984 175.138189045,36.3014420467 114646.02+371511.7 176.691757202 37.2532577515 0.2954 16.826 0.012 16.858 0.016 16.851 0.023 17.063 0.023 16.594 0.026 0.095 20.299 0.0 0.0 0.0 -9.0 0.0 0.0 15.656 0.064 14.735 0.062 13.673 0.04 0.09 -23.752 -0.439 0 1 1 1 3 1 1 0 0 0 0 0 4392 53035 53442 1997 59 40 4 189 41 3 1 1 0 0 0 0 0 16.848 0.012 16.888 0.016 16.868 0.023 17.079 0.023 16.606 0.026 587738617028083753 562335060380876800 SDSS J114646.02+371511.7 6374645361204528382 176.69191596 37.253645613 1.46853886557 1 3 548.117 15.4911 436.039 22.8818 17.0504 0.030693 17.3041 0.0569894 1 176.691757202,37.2532577515 -- 1.56660526141 675.214219006
117 1237661958297223399 210.220300497 49.3754537481 3 GALAXY 105622104314128 1 0 0 268435456 0 16.5662 15.539 15.0859 14.8503 14.7357 0.0266372 0.00755453 0.00682046 0.0128423 0.0194039 0.0414488 0.00532566 0.00554245 0.00670715 0.0260824 0.0723177 0.0532106 0.0385928 0.0292637 0.0207484 17.3375 15.9434 15.5058 15.2844 15.2648 2.97011 28.9491 29.103 27.0133 23.4885 -1000.0 0.899881 1.13529 0.937464 0.964796 29.672 2.62178 29.6703 0.59227 29.6714 0.719617 29.6716 0.350679 29.6633 4.52209 0.837522 0.893895 0.836387 0.778022 0.841569 17.6322 0.0412929 15.9354 0.00531852 15.5444 0.00554245 15.3561 0.00672198 15.4023 0.0262679 22.2143 0.188898 20.9528 0.0389349 20.5353 0.0343405 20.35 0.0390451 20.1259 0.10467 21.9666 0.186657 20.5703 0.0244017 19.9955 0.0234412 19.7076 0.0266645 19.6158 0.0954083 0.0425729 0.0 0.0 0.0170183 0.0614013 -0.205231 -0.0237357 -0.220652 -0.0022193 -0.235505 -0.00310712 -0.249149 -0.00483632 -0.213772 0.00601744 0.513823 13.6428 102.989 0.485275 19.5856 111.948 0.482157 18.2641 111.241 0.460366 17.8368 110.697 0.521159 15.3015 113.244 20.7696 0.0295553 15.5444 0.00554245 12.3297 25.0471 15.6537 23.8478180017 23.1039420654 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00636108 0.224909 0 0.0214 0.008393 -1.0 -1.0 -1.0 -1.0 210.708471008 49.1726221013 31.7148075104 2012.5144043 -23.7035557324 -21.294571141 -20.4743492986 69028 22.6562146845 209.012569597 144269 1 0.763269336937 -1.0 -1 NSA ned 4 1.2376619583e+18 NSA nan 0.0 0.0 210.220300497,49.3754537481 135617.58+502139.0 209.073272705 50.3608360291 0.7162 18.442 0.022 18.073 0.025 18.036 0.015 18.09 0.028 18.023 0.034 0.059 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 16.533 0.135 16.245 0.235 15.761 0.257 0.191 -24.848 -0.008 0 1 1 1 2 1 0 0 0 0 0 0 3918 52758 53438 1670 508 41 4 107 28 2 1 0 0 0 0 0 0 18.444 0.022 18.087 0.025 18.038 0.015 18.101 0.028 18.046 0.034 588018056184922140 470292727699865600 SDSS J135617.58+502138.9 6374574960248096558 209.073900563 50.3607607983 1.46716778318 1 3 183.169 10.1792 98.9865 14.643 18.2405 0.0603518 18.914 0.160652 1 209.073272705,50.3608360291 -- 1.23186220056 681.869989417
118 1237657607497318756 123.243173206 36.198359966 3 GALAXY 35221147877464 0 0 0 268435456 0 17.0102 15.9737 15.5962 15.3805 15.2124 0.0149297 0.00303814 0.00303846 0.00452418 0.00876429 0.0168938 0.00411193 0.0041772 0.00657538 0.0201789 0.359776 0.26472 0.191997 0.145585 0.103222 16.7781 15.8109 15.4825 15.3434 15.283 11.9335 12.3445 12.5388 12.3528 11.26 0.747773 0.509558 0.506007 0.457721 0.504848 22.3252 1.59252 19.8711 0.266748 22.5553 0.383635 19.2597 0.362845 19.9295 1.21126 0.356391 0.449938 0.455954 0.499809 0.448981 17.2644 0.0167353 16.1089 0.00410651 15.6745 0.0041772 15.4842 0.00656445 15.403 0.0201486 20.2841 0.0501853 19.2806 0.0174014 19.0122 0.0335117 19.2813 0.0261314 18.9874 0.0393772 19.9874 0.0368224 18.988 0.00837371 18.669 0.00870647 18.4646 0.0103734 18.315 0.0273005 0.0 0.0 0.0 0.0 0.0 -0.099913 -0.127407 -0.090796 -0.116202 -0.0781184 -0.0959727 -0.0678528 -0.0927406 -0.0646098 -0.0855914 0.352588 7.3933 76.4076 0.426767 7.66431 80.3409 0.432268 8.11663 79.4671 0.482528 7.8065 80.363 0.449453 7.71702 81.7983 19.5017 0.0126292 15.6745 0.0041772 6.54693 16.1428 15.6621 21.6718595532 21.5052126839 15.604 9999.0 15.026 9999.0 15.257 0.168 sdss 0.00830376 6.30124e-06 0 0.013712 0.007986 -1.0 -1.0 -1.0 -1.0 123.241350605 36.2546358801 37.7379264832 2469.69848633 -23.4569367617 -21.2786442751 -20.5611395172 33446 StarTrek 3.38160374217 37.1216093989 33445 1 0.638412701658 -1.0 -1 NSA sdss 4 1.2376576075e+18 NSA -99.0 16.3851947784 0.566546261311 123.243173206,36.198359966 080941.05+352401.9 122.421058655 35.4005355835 1.0419 17.785 0.019 17.637 0.022 17.454 0.014 17.575 0.017 17.553 0.025 0.264 20.695 0.0 0.0 0.0 -9.0 0.0 0.0 16.621 0.143 0.0 0.0 15.307 0.225 0.093 -26.355 -0.166 0 1 1 1 2 1 0 0 0 0 0 0 2825 52262 52378 892 180 40 3 105 158 2 1 0 0 0 0 0 0 17.778 0.016 17.669 0.021 17.457 0.011 17.557 0.01 17.58 0.031 587731886271955102 251300641777909760 SDSS J080941.05+352401.9 6374047171044443429 122.421271793 35.4007611094 1.02486357133 1 3 245.584 7.43606 132.694 12.3471 17.9221 0.032883 18.5958 0.101052 1 122.421058655,35.4005355835 -- 1.03976647151 684.843299016
119 1237653612647678107 139.49713703 52.7427116605 3 GALAXY 105656464052312 0 0 0 268435456 0 15.9736 14.8912 14.4537 14.2214 14.0957 0.0146398 0.00471771 0.0461497 0.0023442 0.00891875 0.0149247 0.00332935 0.00335232 0.00394758 0.0118248 0.0700311 0.0515282 0.0373726 0.0283385 0.0200923 16.3897 15.0769 14.6336 14.3843 14.305 19.8463 24.4874 23.7626 23.2343 20.3614 1.00869 1.96718 2.17022 1.82488 1.39401 29.6691 1.39908 29.6811 0.204404 29.6806 0.519559 29.6909 0.807684 29.6769 1.41787 0.503872 0.532021 0.501362 0.530124 0.492683 16.4666 0.0149241 15.0965 0.00332673 14.671 0.00335232 14.4141 0.00394777 14.3644 0.0118063 20.2212 0.0698294 19.3131 0.0166888 18.7949 0.0219506 18.5116 0.0242411 18.5845 0.03897 20.5047 0.0685074 19.2191 0.0120617 18.7225 0.00962553 18.4587 0.0104538 18.2787 0.0303292 0.0 0.0 0.0 0.0 0.0 -0.261544 -0.00132623 -0.258105 -0.00814401 -0.262315 -0.00958174 -0.256495 -0.0125349 -0.290762 -0.0151937 0.383497 15.8793 71.9599 0.390633 16.3734 70.2695 0.383483 15.9691 70.5642 0.37952 16.0024 70.806 0.35889 15.6147 70.397 19.5716 0.0140277 14.671 0.00335232 10.4718 23.3738 14.7451 22.6828336855 21.8406624612 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00784852 1.10209e-05 0 0.01555 0.007905 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 15.3029408393 161.204746981 16242 1 0.838893311133 -1.0 -1 NSA sdss 4 1.23765361265e+18 NSA nan 9.95044326782 0.490148693323 139.49713703,52.7427116605 091828.58+513932.1 139.619110107 51.6589279175 0.1855 17.892 0.018 17.743 0.038 17.473 0.017 17.076 0.012 17.149 0.022 0.079 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 15.835 0.076 15.007 0.078 14.29 0.064 0.049 -22.637 0.077 1 1 1 0 64 0 0 0 0 0 0 1 2243 52014 52252 767 347 40 6 162 41 64 0 0 0 0 0 0 1 17.999 0.014 17.7 0.008 17.458 0.013 17.057 0.008 17.111 0.022 587729388215337001 216115729223647232 SDSS J091828.59+513932.0 6373730515990611451 139.619145308 51.6590730526 0.528367073168 1 3 251.028 7.43721 218.791 15.3295 17.8983 0.0321749 18.0528 0.0760902 1 139.619110107,51.6589279175 -- 1.08635849473 686.639489013
120 1237668298203202132 182.848206846 20.0632227672 3 GALAXY 35191083106832 1 0 0 268435456 0 21.1227 20.1145 20.008 19.8726 19.4657 0.200869 0.0343099 0.0587202 0.078248 0.186034 0.200869 0.0343099 0.0587202 0.078248 0.186034 0.174705 0.128547 0.0932327 0.0706955 0.050124 20.948 19.986 19.9148 19.8019 19.4155 2.65322 4.44146 4.52623 3.89658 3.8835 2.6068 0.484254 1.32849 0.282203 3.72444 7.3078 3.50662 4.67095 0.878666 4.96264 1.64587 3.47721 1.10666 4.30776 3.79971 0.472522 0.594722 0.491823 0.999906 0.755632 20.3615 0.201266 20.0545 0.0359994 20.008 0.0762655 19.7272 0.0821986 19.4046 0.179177 22.5209 0.247984 21.5618 0.056281 21.7679 0.0775694 21.8565 0.108736 21.2512 0.262478 22.1971 0.259816 21.3603 0.0435997 21.1737 0.065764 21.0293 0.0863021 20.5899 0.252217 0.88867 0.0253526 0.0 0.0 0.0 -1.18349 -0.800236 -0.159502 -0.0800225 -0.181125 -0.286501 0.0273503 0.0947882 0.182807 -0.120085 0.416509 1.38122 -0.703747 0.677198 1.98208 112.895 0.599783 1.98112 118.455 0.768695 2.06379 90.2972 0.700144 1.88798 52.5759 21.8941 0.0854396 20.008 0.0762655 1.64732 3.43852 20.0778 23.4880455291 23.1571251533 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.007782 -1.0 -1 0.009855 0.09731 -1.0 -1.0 -1.0 -1.0 182.792360066 20.1756649725 36.3128814697 2448.24023438 -23.0486193526 -20.6267901318 -19.9389782782 161174 ScoobyDoo 7.44413202271 78.6322235335 -1 1 0.0324325443425 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0310_1.zlog 4 162.0 MMT -99.0 -99.0 -99.0 182.848206846,20.0632227672 121224.89+185920.1 183.103744507 18.9889373779 0.2154 17.728 0.024 17.674 0.031 17.521 0.023 17.022 0.021 17.309 0.023 0.154 20.408 0.0 0.0 0.0 -1.079 5.143 12.93 16.659 0.163 16.398 0.228 15.218 0.141 0.389 -23.071 0.031 0 1 1 1 7171 1 1 0 1 0 0 0 5225 53462 54476 2610 281 41 1 123 43 7171 1 1 0 1 0 0 0 17.73 0.024 17.662 0.031 17.502 0.023 17.009 0.021 17.306 0.023 588023668097613867 734883663031828480 6378726710785867846 183.103725849 18.9891153883 0.643977079377 1 3 171.956 8.71064 237.462 14.2362 18.309 0.0550125 17.9639 0.0651074 3 183.103744507,18.9889373779 -- 1.10095022521 697.759509896
121 1237659324945006722 218.707391806 54.5344285066 3 GALAXY 105622104310032 1 0 0 268435456 0 18.3582 16.9165 16.2772 15.9298 15.8374 0.0779988 0.00797937 0.0060044 0.00846595 0.0206693 0.0581 0.00790212 0.00651634 0.00839854 0.0439097 0.0572001 0.0420873 0.0305252 0.0231463 0.016411 18.7117 17.2474 16.6081 16.3278 16.148 2.96958 13.7401 13.4128 12.6545 10.8258 -1000.0 0.405578 0.412911 0.475874 1.22775 20.1808 4.40701 14.9507 0.517845 15.0934 0.444945 13.296 0.415786 12.3233 1.59777 0.764147 0.949828 0.938097 0.93052 0.888721 18.3417 0.0620905 17.1143 0.00829681 16.4793 0.00685344 16.2531 0.00873602 16.1256 0.0522414 21.5349 0.112814 20.5396 0.0296811 19.7195 0.0249216 19.6318 0.0307667 19.541 0.0595811 21.2287 0.106194 19.8659 0.0182889 19.2086 0.0166165 18.8823 0.0143014 18.7261 0.0420357 0.326835 0.176449 0.173287 0.158968 0.0866858 -0.140726 0.0333087 -0.0210579 -0.00407946 -0.021541 0.00640406 -0.0270018 0.0016102 -0.0385041 -0.0115803 0.679326 6.04514 131.514 0.955416 4.89728 133.204 0.946335 4.80993 136.011 0.912973 4.7064 126.518 0.890781 4.85595 129.003 19.9974 0.023155 16.6387 0.00651634 5.65071 14.9529 16.4996 22.0448057507 22.2555268516 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00678499 4.84637e-05 0 0.041346 0.026258 -1.0 -1.0 -1.0 -1.0 218.718388403 54.4759248769 33.1163330078 2116.00317383 -23.6351822504 -20.4778314096 -19.6881654339 145297 3.52913156292 33.9966505187 45319 1 0.117625808755 -1.0 -1 NSA sdss 4 1.23765932495e+18 NSA nan 0.159151151776 0.63423126936 218.707391806,54.5344285066 144211.23+550850.3 220.546798706 55.1473045349 0.6094 18.58 0.022 18.209 0.031 18.309 0.017 18.153 0.014 18.262 0.032 0.072 20.124 0.0 0.0 0.0 -1.414 4.08 3.18 16.962 0.168 16.23 0.194 15.363 0.132 0.141 -24.398 -0.032 0 1 1 1 1055746 1 0 0 1 1 0 0 3184 52403 52668 1162 79 40 5 24 42 1055746 1 0 0 1 1 0 0 18.568 0.03 18.207 0.019 18.301 0.016 18.14 0.02 18.216 0.031 587733429233647658 327300130606678016 SDSS J144211.22+550850.2 6374469459745178527 220.54665875 55.1473357915 0.309135189696 1 3 192.995 9.08515 101.395 10.1161 18.1837 0.0511229 18.8879 0.10835 1 220.546798706,55.1473045349 -- 1.22369394665 707.281698256
122 1237667783913832536 198.174169838 22.8298213652 3 GALAXY 1161153267503124 0 0 0 268435456 0 15.27 14.2338 13.7885 13.5678 13.4278 0.104156 0.00159451 0.00151296 0.00185782 0.0045228 0.00954982 0.00232303 0.00233369 0.00247482 0.00547296 0.0817681 0.0601642 0.0436361 0.0330879 0.0234598 15.1741 14.1444 13.7202 13.4885 13.326 25.5527 31.1206 31.2313 31.3021 27.6332 1.11106 0.821137 0.778472 0.854209 0.827725 29.6684 1.22711 29.6609 0.411051 29.6745 0.267048 29.6641 0.47404 29.666 0.978328 0.554219 0.760994 0.757335 0.757722 0.63542 15.7225 0.00980997 14.4284 0.00238886 13.9843 0.00240853 13.7644 0.00257103 13.7124 0.0057352 18.9724 0.0340648 18.1774 0.0478961 18.3748 0.0205476 17.7906 0.0267045 17.5364 0.0330862 19.4322 0.0293183 18.3673 0.00962289 17.8939 0.00809517 17.678 0.00843607 17.5043 0.0144284 0.360374 0.468357 0.504596 0.522135 0.517426 -0.0291861 0.0463962 -0.0512759 0.0353793 -0.053296 0.0384783 -0.0538094 0.0396914 -0.0425405 0.0452575 0.522554 11.0597 48.0875 0.66215 13.1895 59.8276 0.630245 13.0474 59.0409 0.656924 11.4396 56.1563 0.611331 9.53038 49.699 18.6978 0.0112621 14.2671 0.0023868 13.683 32.7126 14.0458 21.8401952486 21.7221382566 15.98 0.2 15.376 0.251 14.838 0.166 sdss 0.0084394 7.54645e-06 0 0.019199 0.007192 -1.0 -1.0 -1.0 -1.0 197.904350275 22.9155075417 37.5518074036 2606.28369141 -24.0979736715 -21.3561575137 -20.6166748657 163136 15.7749627028 172.315275615 119289 1 0.746670598437 -1.0 -1 NSA sdss 4 1.23766778391e+18 NSA nan 23.6026382446 0.559569835663 198.174169838,22.8298213652 130956.19+215702.9 197.484146118 21.9508247375 0.6106 17.972 0.038 17.716 0.02 17.819 0.02 17.754 0.027 17.889 0.024 0.113 20.279 0.0 0.0 0.0 -1.643 2.913 19.57 16.884 0.158 16.027 0.171 15.625 0.154 0.25 -24.818 -0.137 0 1 1 1 7170 1 0 0 1 0 0 0 5183 53439 54507 2651 314 40 3 426 86 7170 1 0 0 1 0 0 0 17.959 0.038 17.704 0.02 17.812 0.02 17.741 0.027 17.863 0.024 587742013825876054 746424270359363584 6378621184513148570 197.484413138 21.9508604004 0.900781531263 1 3 180.759 5.32751 128.716 7.25287 18.2548 0.0320076 18.6288 0.0611938 1 197.484146118,21.9508247375 -- 1.08612626259 711.850062523
123 1237648702984683605 225.005401226 -1.09130226734 3 GALAXY 1161121054724696 0 0 0 268435456 0 16.0611 15.3154 14.9987 14.8723 14.7438 0.00785547 0.00232775 0.00219184 0.0324554 0.00698128 0.00790307 0.00274512 0.00320407 0.00445661 0.00904204 0.327712 0.241128 0.174886 0.132611 0.0940226 15.997 15.1689 14.8268 14.7113 14.6349 40.986 12.9685 13.7948 14.3383 13.7471 1.52479 0.171283 0.158666 0.162538 0.28877 10.7435 0.29789 14.1078 0.139925 15.0666 0.189859 16.1199 0.217477 19.1789 0.55349 0.763178 0.837018 0.889757 0.903721 0.889412 16.1489 0.00772101 15.3572 0.00280809 14.9363 0.00327976 14.7643 0.00451928 14.6683 0.00921106 18.9691 0.0220671 18.7247 0.0217491 18.3088 0.0183036 18.6214 0.0184466 18.4012 0.0271797 18.6917 0.0133083 18.1511 0.00473336 17.9322 0.00489516 17.876 0.00606622 17.7374 0.015826 0.707669 0.186364 0.135334 0.0759754 0.0475266 0.049303 0.0401041 0.0350942 0.0156222 0.021055 0.00853904 0.0190857 0.00764772 0.0257252 0.000878967 0.766903 4.61793 19.3252 0.859923 6.01446 14.5641 0.9152 6.17972 15.5966 0.893827 6.821 16.265 0.896596 6.48962 17.5049 18.7455 0.00700653 15.0017 0.00320407 6.35402 15.5154 14.9831 21.0093994406 20.980901535 16.079 0.2 14.286 9999.0 14.022 9999.0 sdss 0.00629765 5.12096e-06 0 0.006898 0.006885 -1.0 -1.0 -1.0 -1.0 224.594490222 -1.09101619717 28.403837204 1922.00305176 -24.5597139719 -21.1206589286 -20.1621516482 145729 Othello 24.6536102307 203.694796581 35574 1 0.829859715605 -1.0 -1 NSA sdss 4 1.23764870298e+18 NSA -99.0 108.904556274 1.73568820953 225.005401226,-1.09130226734 150106.42+002045.3 225.276763916 0.345923006535 1.0065 17.912 0.027 17.649 0.016 17.325 0.014 17.305 0.015 17.144 0.016 0.316 20.635 0.0 0.0 0.0 -1.562 2.381 24.25 16.028 0.078 15.938 0.141 15.29 0.186 0.591 -26.563 0.125 0 1 1 0 134224898 1 0 0 1 0 0 0 756 51259 51990 310 424 44 4 731 54 4 1 0 0 0 0 0 0 17.857 0.01 17.618 0.004 17.316 0.003 17.309 0.004 17.114 0.011 588848900469358646 87480539908407296 SDSS J150106.42+002045.2 6382772966189434813 225.276771188 0.345967017812 0.160588548542 1 3 210.969 6.0805 101.681 8.99238 18.087 0.0313004 18.8848 0.0960428 4 225.276763916,0.345923006535 -- 1.46261656634 725.07823779
124 1237657222560743657 164.087037522 56.7597565956 3 GALAXY 72163216142242064 1 0 0 268435456 0 16.6405 15.5578 15.0552 14.8056 14.6972 0.017714 0.00197369 0.00198317 0.00217863 0.0202227 0.0307025 0.00511224 0.00532864 0.00763197 0.0355089 0.0471298 0.0346777 0.0251511 0.0190714 0.0135218 17.0636 15.6841 15.1687 14.9488 14.8809 68.3199 26.4647 25.7802 25.6986 24.5713 -1000.0 1.95998 1.73238 1.63559 1.2243 29.6721 6.14943 29.6785 1.09008 29.6718 1.02871 29.6841 0.390674 29.681 5.03925 0.485969 0.540554 0.59721 0.497691 0.432974 17.3116 0.0304007 15.6949 0.00511029 15.1938 0.00532864 14.987 0.00763849 14.9283 0.0353199 21.6042 0.174101 20.2173 0.0271339 19.7217 0.0294689 19.7312 0.0357996 19.6898 0.0748071 21.4618 0.160064 20.0811 0.0175126 19.4987 0.0188319 19.2503 0.0247312 19.1005 0.0509184 0.0 0.0 0.0 0.0 0.0 0.016256 0.0320017 0.0139325 0.0212911 0.00363552 0.0246046 -0.0100728 0.024431 -0.0114537 0.0219609 0.349902 16.0222 28.3684 0.331654 20.3873 25.0987 0.342885 19.8094 27.1987 0.323379 19.2577 29.0492 0.33797 17.9042 29.498 20.326 0.0263579 15.1938 0.00532864 11.7515 23.7972 15.3514 23.6736404099 22.6973043836 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00615104 8.00867e-05 0 0.015993 0.007879 -1.0 -1.0 -1.0 -1.0 164.006109731 57.1170620142 31.4840335846 1818.00280762 -23.1500334572 -20.5175884933 -19.8472205178 138375 21.6118449786 197.927193757 34577 1 0.703861278079 -1.0 -1 NSA sdss 4 1.23765722256e+18 NSA nan 2.07889866829 1.03322446346 164.087037522,56.7597565956 105705.40+580437.4 164.272521973 58.0770721436 0.1404 17.979 0.03 17.656 0.05 17.283 0.019 16.866 0.018 16.607 0.038 0.036 19.771 0.0 0.0 0.0 -0.708 7.57 10.25 14.995 0.077 14.213 0.085 13.477 0.067 0.119 -22.187 0.255 1 1 1 1 7234 1 0 0 1 0 0 1 2243 52014 52378 950 305 40 3 265 34 7234 1 0 0 1 0 0 1 18.082 0.016 17.676 0.012 17.292 0.008 16.831 0.018 16.556 0.011 587729386611474466 267626190951415808 VII Zw 353 NOTES01 2539328838919273419 164.272507328 58.0770517142 0.0786515194077 0 3 220.059 0.829667 200.474 1.34178 18.0412 0.00409444 18.1477 0.00726862 4 164.272521973,58.0770721436 -- 1.32109548026 725.942029628
125 1237661388673450210 193.611593257 58.3970837387 3 GALAXY 217768264008 1 0 0 268435456 0 19.0165 17.8991 17.4474 17.1968 17.3519 0.125698 0.0125096 0.0123071 0.0133375 0.0597954 0.0781058 0.0144837 0.015272 0.0245902 0.0564163 0.0445614 0.0327879 0.0237805 0.018032 0.0127849 19.1158 18.0326 17.5692 17.368 17.2749 43.7759 12.9252 12.6081 12.0432 14.7965 -1000.0 0.867226 0.894883 0.710297 2.39718 27.5096 8.81971 15.3503 0.765435 16.1178 0.894346 13.7993 1.28733 15.4664 3.32466 0.80045 0.862427 0.930354 0.918557 0.881083 18.1665 0.0802095 17.9101 0.0152661 17.4625 0.0160358 17.3553 0.0246672 17.0616 0.0654432 21.6386 0.137302 20.8402 0.034864 20.6519 0.0387687 20.3953 0.0395743 20.2173 0.102979 21.7141 0.145999 20.6685 0.026083 20.2769 0.0264594 20.0875 0.0319293 19.8535 0.0890657 0.650902 0.213638 0.133797 0.0115946 0.237941 -0.0774613 0.0269212 -0.0256153 0.0123646 0.00247932 0.00128537 -0.0357358 0.0234121 -0.0212871 -0.00672982 0.775427 6.89491 50.148 0.884519 4.87536 124.223 0.94284 4.98933 144.898 0.943253 5.1785 115.38 0.855053 5.43731 136.224 21.1021 0.0379066 17.593 0.015272 5.69971 15.7413 17.458 23.0786662103 23.2326844549 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00878943 5.71257e-05 0 0.035333 0.019721 -1.0 -1.0 -1.0 -1.0 193.84130214 58.3441767226 38.4771194458 2490.63647461 -23.8605995496 -21.3065832828 -20.5922984671 52773 7.88528100281 88.2562484073 142501 1 0.127083973093 -1.0 -1 NSA ned 4 1.23766138867e+18 NSA nan 0.0 0.0 193.611593257,58.3970837387 130112.91+590206.6 195.303817749 59.0351867676 0.4764 15.751 0.01 15.596 0.044 15.644 0.027 15.596 0.027 15.603 0.016 0.042 20.137 0.0 0.0 0.0 -9.0 0.0 0.0 14.788 0.037 13.978 0.045 13.072 0.033 0.107 -26.345 -0.112 0 1 1 1 2 1 0 0 0 0 0 0 2989 52318 52398 957 20 40 2 77 49 2 1 0 0 0 0 0 0 15.758 0.014 15.618 0.013 15.698 0.015 15.594 0.013 15.618 0.013 587732590107885617 269596600492359680 SBS 1259+593 6374434233497157725 195.304353982 59.0354084342 1.27409225943 1 3 1663.1 25.6903 1212.32 33.3862 15.8453 0.0167757 16.1939 0.0299075 2 195.303817749,59.0351867676 309 1.08592731845 729.257119749
126 1237671142021071358 179.280050382 6.67546219322 3 GALAXY 35289867354456 0 0 0 268435456 0 18.368 17.4062 16.9894 16.8298 16.8871 0.0401985 0.0122403 0.00810861 0.01063 0.0628782 0.0385426 0.014962 0.0178155 0.0232054 0.0337202 0.0623478 0.0458749 0.0332723 0.0252294 0.017888 18.4038 17.3787 16.9993 16.8366 16.8338 106.756 14.901 14.4482 13.5336 14.5654 -1000.0 1.00663 1.07548 1.10874 1.16881 29.6751 6.54285 26.25 1.43274 23.8712 1.27054 26.0285 2.04038 29.6783 3.87441 0.450104 0.360136 0.349969 0.377263 0.397534 18.1341 0.0391261 17.4104 0.0149799 17.0326 0.0178155 16.8647 0.0230517 16.7223 0.0340734 22.0192 0.107549 21.6601 0.0424832 21.0004 0.0367738 21.2826 0.0531029 21.395 0.127068 21.4623 0.0940371 20.6084 0.0223455 20.1731 0.023082 20.0563 0.0291314 19.9805 0.0744952 0.143095 0.0 0.0 0.0 0.0 -0.0309384 -0.0341444 -0.0902777 -0.0798603 -0.055781 -0.0816464 -0.0491985 -0.0876778 -0.00463223 -0.0799588 0.317069 12.8935 67.4435 0.358318 10.077 64.9471 0.323617 10.2343 65.6865 0.389062 9.4202 68.1995 0.309537 11.7254 69.0369 20.9846 0.0327574 17.0326 0.0178155 6.34674 13.8062 17.1045 24.0783031187 23.1127307403 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00835992 6.08808e-06 0 0.023917 0.010398 -1.0 -1.0 -1.0 -1.0 178.988641738 6.74926683182 35.9663124084 2497.00390625 -24.010606127 -21.4535982738 -20.6174273232 140458 17.9240497993 187.523717385 67073 1 0.735928230779 -1.0 -1 NSA sdss 4 1.23767114202e+18 NSA nan 50.3157310486 3.23107600212 179.280050382,6.67546219322 115239.67+070222.0 178.165313721 7.03944778442 1.4848 17.207 0.012 17.014 0.016 16.921 0.014 16.799 0.022 16.857 0.016 0.055 20.215 0.0 0.0 0.0 -9.0 0.0 0.0 16.138 0.119 15.338 0.109 14.995 0.148 0.243 -27.891 -0.072 0 1 1 1 2 1 0 0 0 0 0 0 3841 52730 53385 1622 188 41 3 89 94 2 1 0 0 0 0 0 0 17.212 0.012 17.02 0.016 16.91 0.014 16.798 0.023 16.853 0.016 588017724934389854 456781699842310144 SDSS J115239.67+070221.9 6379113739952587818 178.165397072 7.03966997183 0.853514191356 1 3 313.505 7.5002 121.766 6.98016 17.657 0.0259812 18.6891 0.0622543 1 178.165313721,7.03944778442 -- 1.16507643635 731.354097028
127 1237661125075861866 127.34030493 25.8856332187 3 GALAXY 105624251797520 1 0 0 268435456 0 17.8931 16.8105 16.3509 16.1365 15.8923 0.0385299 0.00649665 0.00666436 0.0121635 0.0241326 0.0406839 0.00896798 0.010468 0.0117596 0.0371324 0.370734 0.272783 0.197845 0.15002 0.106366 17.8849 16.7511 16.426 16.2624 16.1267 14.0803 16.0505 15.3437 13.5453 13.0159 7.70974 1.01251 2.36666 1.09282 1.655 29.6692 4.16822 29.6728 0.630327 29.6705 1.65593 29.6711 0.671344 29.6645 2.37835 0.280691 0.361407 0.331615 0.30219 0.29992 18.1568 0.0405087 16.8521 0.00886461 16.6239 0.010468 16.4234 0.0117556 16.2566 0.0370604 21.4158 0.107202 20.4616 0.0251999 20.2035 0.0295528 19.8695 0.0310316 19.8124 0.0902921 21.4629 0.109871 20.382 0.020424 19.9044 0.0219146 19.6911 0.0241618 19.3919 0.0714099 0.0 0.0 0.0 0.0 0.0 -0.243836 -0.0611448 -0.201174 -0.051742 -0.20926 -0.0667809 -0.224872 -0.0610477 -0.238284 -0.0644596 0.279397 12.2263 84.4024 0.349987 12.181 84.3963 0.34296 10.235 84.8738 0.329091 10.2313 84.6726 0.313157 10.2296 83.6284 20.7364 0.0315838 16.6239 0.010468 6.3119 12.3531 16.7048 23.6697683237 22.701038742 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00706299 1.87782e-05 0 0.026582 0.008152 -1.0 -1.0 -1.0 -1.0 126.783542515 25.9703217636 31.2649364471 2046.00317383 -23.3468015306 -20.6712199639 -19.8421778581 135129 30.4650921474 277.064241867 64407 1 0.621652329375 -1.0 -1 NSA sdss 4 1.23766112508e+18 NSA nan 8.46509170532 1.32916855812 127.34030493,25.8856332187 083522.28+260539.2 128.84286499 26.0942306519 0.1877 18.233 0.023 18.16 0.021 17.951 0.031 17.472 0.014 17.593 0.021 0.177 20.569 0.0 0.0 0.0 -9.0 0.0 0.0 16.695 0.124 15.574 0.113 14.996 0.101 0.125 -22.309 0.064 1 1 1 1 2 1 0 0 0 0 0 0 3635 52668 53347 1930 346 41 2 121 97 2 1 0 0 0 0 0 0 18.252 0.02 18.152 0.02 17.942 0.032 17.443 0.019 17.566 0.022 588016839636353121 543475830123134976 SDSS J083522.28+260539.2 6377776764951725587 128.843103889 26.0944574653 1.12395770411 1 3 116.084 7.54154 137.36 12.3871 18.7357 0.0705532 18.5582 0.0979353 1 128.84286499,26.0942306519 -- 1.36661284963 745.727944617
128 1237678881574814166 39.5361613388 -1.39669557972 3 GALAXY 68988043520 1 0 0 268435456 0 21.0221 20.2741 20.1799 19.9211 20.0539 0.252832 0.0533493 0.084259 0.108021 0.425061 0.252832 0.0533493 0.084259 0.108021 0.425061 0.152551 0.112245 0.0814098 0.0617306 0.0437677 20.8695 20.1618 20.0985 19.8593 20.0101 7.36175 4.37384 7.36056 3.72476 2.97064 -1000.0 0.354126 -1000.0 0.270393 -1000.0 15.3478 25.1734 5.86131 1.78858 9.46292 4.95093 3.52963 2.01672 29.6754 11.1489 0.175136 0.478479 0.600053 0.449987 0.312654 20.1585 0.261982 20.5076 0.0546179 20.1799 0.0940121 20.2523 0.113398 18.3538 0.424052 22.5205 0.265634 21.9889 0.0756667 21.9932 0.121236 21.5536 0.121797 22.2208 0.624404 22.5666 0.25179 21.8879 0.0739897 21.8981 0.13193 21.4461 0.141899 21.5603 0.506618 1.0 0.0 0.0 0.201239 1.0 -0.302683 -0.197594 -0.233479 -0.16147 -0.0965025 -0.198262 0.347981 -0.231285 -0.430572 -0.0371152 0.201468 3.57067 109.928 0.599986 2.24993 110.586 0.679317 2.90029 122.697 0.598259 1.7239 148.993 0.205078 4.25022 112.254 22.6176 0.168925 20.1799 0.0940122 2.40113 4.03315 20.3354 24.4875278346 24.2328882586 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00845 -1.0 -1 0.05692 0.06884 -1.0 -1.0 -1.0 -1.0 39.5481691145 -1.31876014552 37.1549911499 2629.00415039 -23.4955705742 -21.0795959995 -20.2622137224 132339 Narnia 4.73127206853 51.1353302207 -1 1 0.0091964301348 -1.0 -1 AAT /Spectra/Final/AAT/Narnia2016_1_MG.mz 3 147.0 AAT -99.0 -99.0 -99.0 39.5361613388,-1.39669557972 023335.38-010744.7 38.3974227905 -1.12910103798 0.3678 18.343 0.026 18.368 0.027 18.356 0.016 18.381 0.017 17.917 0.022 0.154 20.433 0.0 0.0 0.0 -9.0 0.0 0.0 16.815 0.158 15.833 0.147 14.747 0.117 0.164 -22.982 -0.241 1 1 1 0 2 1 0 0 0 0 0 0 3325 52522 51820 407 44 41 1 364 131 4 1 0 0 0 0 0 0 17.998 0.011 17.941 0.005 18.002 0.005 17.984 0.007 17.591 0.015 588015507675545731 114782880911065088 SDSS J023335.37-010744.7 2417661280236083847 38.3974211168 -1.1287969486 1.09473835241 0 3 181.922 2.43244 144.444 3.68665 18.2479 0.0145207 18.5036 0.0277181 2 38.3974227905,-1.12910103798 -- 1.16948708567 758.385393952
129 1237657772324421810 163.46139867 56.7582082199 3 GALAXY 1161118907236440 0 0 0 268435456 0 17.7747 17.0078 16.8056 16.8021 16.7265 0.0226589 0.0047509 0.00600186 0.00890924 0.0279687 0.0219037 0.00506002 0.00578141 0.00991571 0.0411008 0.0562043 0.0413546 0.0299938 0.0227434 0.0161253 17.8229 17.0108 16.7972 16.635 16.6237 6.4648 8.15899 8.88152 9.26338 8.18152 0.471049 0.663064 0.616471 0.566659 1.12606 7.59613 0.691657 9.28337 0.170227 12.3687 0.265231 15.2877 0.695482 13.6118 2.06109 0.308026 0.402285 0.419728 0.449958 0.414847 17.8069 0.0213337 17.0309 0.00512932 16.7124 0.00594874 16.5993 0.00988173 16.6199 0.0448013 19.5681 0.036009 19.1139 0.027318 19.1019 0.0319081 19.5125 0.034145 19.2815 0.0637876 19.712 0.0324168 19.0826 0.00842892 18.9666 0.00922702 19.0541 0.0177121 18.9183 0.0535488 0.713985 0.191115 0.182634 0.0 0.0 -0.103351 0.183604 -0.0894232 0.144085 -0.081405 0.133748 -0.0824788 0.135677 -0.0648711 0.135026 0.348565 3.70402 41.7501 0.414775 4.56435 37.6763 0.434149 4.99655 35.4886 0.471488 5.25893 32.2171 0.448315 5.09339 33.2173 19.7064 0.0122885 16.8272 0.00578141 4.05111 9.14432 16.7726 22.3160029461 21.8058734866 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.0065752 -1.0 0 0.037333 0.010747 -1.0 -1.0 -1.0 -1.0 164.006109731 57.1170620142 31.4840335846 1818.00280762 -23.1500334572 -20.5175884933 -19.8472205178 138375 27.9566777691 256.0337741 34573 1 0.552236053982 -1.0 -1 NSA sdss 4 1.23765777232e+18 NSA nan 0.0 0.0 163.46139867,56.7582082199 105705.40+580437.4 164.272521973 58.0770721436 0.1404 17.979 0.03 17.656 0.05 17.283 0.019 16.866 0.018 16.607 0.038 0.036 19.771 0.0 0.0 0.0 -0.708 7.57 10.25 14.995 0.077 14.213 0.085 13.477 0.067 0.119 -22.187 0.255 1 1 1 1 7234 1 0 0 1 0 0 1 2243 52014 52378 950 305 40 3 265 34 7234 1 0 0 1 0 0 1 18.082 0.016 17.676 0.012 17.292 0.008 16.831 0.018 16.556 0.011 587729386611474466 267626190951415808 VII Zw 353 NOTES01 2539328838919273419 164.272507328 58.0770517142 0.0786515194077 0 3 220.059 0.829667 200.474 1.34178 18.0412 0.00409444 18.1477 0.00726862 4 164.272521973,58.0770721436 -- 1.38928865476 763.414182282
130 1237661086420828411 127.327942753 25.7509455659 3 GALAXY 35255507620184 0 0 0 268435456 0 19.5938 18.3675 17.7724 17.4617 17.2854 0.0849838 0.015249 0.0136931 0.0150463 0.0526158 0.0849838 0.015249 0.0136931 0.0150463 0.0526158 0.346953 0.255285 0.185154 0.140397 0.099543 19.2469 18.1122 17.5873 17.3213 17.1859 2.97052 9.82774 10.4594 9.85866 9.11909 -1000.0 0.499153 0.88574 0.626896 1.22123 12.8687 4.28797 13.7061 0.852675 15.4936 0.738051 15.9453 0.947533 15.3823 2.94228 0.561614 0.503003 0.499985 0.473941 0.500321 19.1971 0.0867316 18.1617 0.0159301 17.5889 0.014393 17.3662 0.0155636 17.2655 0.05346 21.6492 0.124619 20.7464 0.0436599 20.496 0.0386862 20.1796 0.042186 20.0074 0.10265 21.6941 0.133732 20.569 0.0246033 20.0208 0.0257913 19.7663 0.0279803 19.5671 0.0850106 0.610095 0.295753 0.208131 0.0993211 0.0178468 0.0405998 0.176015 0.0263038 0.102434 0.0199692 0.102455 0.0121325 0.103531 -0.0150874 0.0901285 0.589943 4.42028 -2.66105 0.531938 4.86883 6.14393 0.543523 5.00752 6.8255 0.528082 5.13061 5.71902 0.51734 5.19387 8.31465 20.7981 0.0354855 17.7724 0.0136931 4.5051 11.6274 17.6639 23.2659836894 22.9278551782 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0071921 9.00729e-06 0 0.085653 0.02847 -1.0 -1.0 -1.0 -1.0 126.783542515 25.9703217636 31.2649364471 2046.00317383 -23.3468015306 -20.6712199639 -19.8421778581 135129 32.2055368464 292.892234865 -1 1 0.246583767098 -1.0 -1 SDSS SDSS 4 1.23766108642e+18 SDSS nan nan nan 127.327942753,25.7509455659 083522.28+260539.2 128.84286499 26.0942306519 0.1877 18.233 0.023 18.16 0.021 17.951 0.031 17.472 0.014 17.593 0.021 0.177 20.569 0.0 0.0 0.0 -9.0 0.0 0.0 16.695 0.124 15.574 0.113 14.996 0.101 0.125 -22.309 0.064 1 1 1 1 2 1 0 0 0 0 0 0 3635 52668 53347 1930 346 41 2 121 97 2 1 0 0 0 0 0 0 18.252 0.02 18.152 0.02 17.942 0.032 17.443 0.019 17.566 0.022 588016839636353121 543475830123134976 SDSS J083522.28+260539.2 6377776764951725587 128.843103889 26.0944574653 1.12395770411 1 3 116.084 7.54154 137.36 12.3871 18.7357 0.0705532 18.5582 0.0979353 1 128.84286499,26.0942306519 -- 1.40506878664 766.712429633
131 1237668298203070473 182.428044304 20.0469187602 3 GALAXY 246359594504540 0 262144 0 268435456 0 17.969 17.2377 16.8337 16.5412 18.0671 0.0537586 0.0124537 0.0129866 0.0223096 0.254136 0.0537586 0.0124537 0.0129866 0.0223096 0.254136 0.18599 0.136849 0.0992547 0.0752618 0.0533615 17.783 17.1009 16.7345 16.466 18.0137 2.97041 19.5046 17.8969 18.2615 43.7864 -1000.0 0.632189 0.525841 0.690824 -1000.0 29.6715 6.75804 29.6688 1.91326 29.6728 2.66976 29.6789 3.70482 0.0662469 0.499819 0.819387 0.662117 0.86335 0.984939 0.952798 17.2315 0.0503212 17.2605 0.0124383 16.8337 0.0129866 16.5601 0.0222924 22.0406 0.495234 21.548 0.121405 21.5207 0.0575958 21.3666 0.0654683 21.4862 0.147275 22.2603 0.340441 21.4563 0.140734 20.9553 0.0390609 20.5869 0.045303 20.4397 0.0708237 20.8775 0.273438 0.225479 0.0 0.0 0.0 0.773152 -0.0415744 -0.0107133 0.139899 -0.0183358 0.104515 -0.00503905 0.060371 -0.00465939 -0.184623 -0.220856 0.499826 22.5062 123.371 0.614624 10.8067 151.154 0.67295 10.6368 153.414 0.654293 10.5384 157.24 0.947399 0.0759167 14.6156 21.3835 0.0591498 16.8337 0.0129866 8.18865 16.1744 16.933 23.963234403 23.4944884206 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008231 -1.0 -1 0.055147 0.050069 -1.0 -1.0 -1.0 -1.0 182.792360066 20.1756649725 36.3128814697 2448.24023438 -23.0486193526 -20.6267901318 -19.9389782782 161174 ScoobyDoo 21.9315682385 231.661343549 -1 1 -1.0 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2016.0310_1.zlog 4 243.0 MMT -99.0 -99.0 -99.0 182.428044304,20.0469187602 121224.89+185920.1 183.103744507 18.9889373779 0.2154 17.728 0.024 17.674 0.031 17.521 0.023 17.022 0.021 17.309 0.023 0.154 20.408 0.0 0.0 0.0 -1.079 5.143 12.93 16.659 0.163 16.398 0.228 15.218 0.141 0.389 -23.071 0.031 0 1 1 1 7171 1 1 0 1 0 0 0 5225 53462 54476 2610 281 41 1 123 43 7171 1 1 0 1 0 0 0 17.73 0.024 17.662 0.031 17.502 0.023 17.009 0.021 17.306 0.023 588023668097613867 734883663031828480 6378726710785867846 183.103725849 18.9891153883 0.643977079377 1 3 171.956 8.71064 237.462 14.2362 18.309 0.0550125 17.9639 0.0651074 3 183.103744507,18.9889373779 -- 1.23487437195 782.637867562
132 1237662475310793166 255.505162484 23.1633940992 3 GALAXY 1161153266978832 1 0 0 268435456 0 17.3443 16.3323 16.0612 15.9363 15.8082 0.0319783 0.00499567 0.005557 0.00732271 0.0694747 0.0292444 0.00552656 0.00827372 0.0106795 0.0386058 0.263573 0.193934 0.140657 0.106656 0.0756206 17.3924 16.4189 16.2165 16.1768 16.0436 13.1465 15.0411 15.2707 15.276 15.9459 0.698052 0.481785 0.371993 0.449135 0.681266 16.6129 2.0184 23.5328 0.586548 22.3332 0.733962 24.853 0.947565 24.516 3.17063 0.850861 0.733071 0.707123 0.689606 0.750112 17.7059 0.0300162 16.6189 0.00559566 16.3572 0.00827372 16.2727 0.010675 16.0549 0.0384999 20.55 0.0640996 19.9795 0.0226624 19.9832 0.0255817 20.0402 0.0520032 19.9366 0.0862699 20.6608 0.0584329 19.8147 0.0156837 19.5955 0.020194 19.5728 0.0382596 19.428 0.0638613 0.148187 0.025849 0.0 0.0 0.0 -0.0351905 -0.0129245 -0.0590516 -0.00348208 -0.0673706 -0.0118189 -0.0769632 -0.0193724 -0.0606114 -0.00616206 0.85529 5.9681 173.681 0.73153 7.46128 160.533 0.71764 7.86115 163.875 0.686533 8.21593 163.776 0.734974 8.45106 171.53 20.4053 0.0285778 16.3572 0.00827372 6.84718 15.1498 16.3557 22.8300409917 22.5286689962 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0100003 6.0368e-06 0 0.015053 0.005858 -1.0 -1.0 -1.0 -1.0 255.209688334 23.0110352712 39.4152450562 2790.00439453 -23.9845996136 -21.3108470993 -20.4712079143 147606 18.700791299 214.411556641 69838 1 0.698608903085 -1.0 -1 NSA sdss 4 1.23766247531e+18 NSA nan 85.5707321167 2.9869685173 255.505162484,23.1633940992 170518.80+240402.0 256.328369141 24.067243576 0.6911 17.328 0.018 17.024 0.013 17.048 0.013 17.08 0.017 17.106 0.022 0.22 20.647 0.0 0.0 0.0 -1.877 2.158 1.55 16.239 0.105 15.896 0.142 15.101 0.149 0.361 -25.837 -0.091 0 1 1 1 7170 1 0 0 1 0 0 0 3177 52402 53260 1687 158 40 3 345 166 7170 1 0 0 1 0 0 0 17.317 0.014 17.038 0.011 17.025 0.015 17.096 0.024 17.084 0.018 587733398116171942 475077036331761664 SDSS J170518.80+240402.1 6375348998180440643 256.328586482 24.0673027435 0.745487198593 1 3 369.919 11.9252 206.705 13.5206 17.4773 0.0350098 18.1145 0.0710354 1 256.328369141,24.067243576 -- 1.17721858267 809.839037272
133 1237662475310858580 255.579502633 23.0765136287 3 GALAXY 35287719874576 1 0 0 268435456 0 17.1894 16.2965 15.9783 15.8279 15.6986 0.0145621 0.00328626 0.00326897 0.00369967 0.0108946 0.0136264 0.00362933 0.00359028 0.00463933 0.0108823 0.284627 0.209426 0.151893 0.115176 0.0816611 17.0558 16.2274 15.9359 15.8182 15.707 6.18777 6.4478 7.29401 7.73851 7.53343 0.287294 0.285126 0.316981 0.330869 0.489033 6.88698 0.389749 6.59637 0.0787323 8.04702 0.094275 9.17233 0.179903 10.0952 0.41516 0.57457 0.586305 0.614059 0.593817 0.575925 17.3618 0.0138399 16.4219 0.00367189 15.9988 0.00366681 15.8188 0.00476043 15.7061 0.0111587 19.1923 0.0271917 18.415 0.0142642 18.3354 0.0125789 18.275 0.0155977 18.1155 0.0272546 19.1926 0.0228533 18.3352 0.00523018 18.0438 0.00549677 17.9121 0.00611383 17.7725 0.0181434 0.168299 0.169978 0.196334 0.170805 0.109989 0.0476494 -0.0989618 0.0667496 -0.105793 0.0587184 -0.0968241 0.0550476 -0.100738 0.0513132 -0.0845529 0.60195 3.31771 192.033 0.589582 3.57279 192.002 0.613716 3.78854 191.569 0.620725 3.87927 189.813 0.610916 3.8234 192.084 18.8037 0.00767348 16.0878 0.00359028 3.42364 9.01884 16.033 20.9755624232 20.7009033769 15.502 9999.0 15.962 0.207 14.613 9999.0 sdss 0.00970845 5.97734e-06 0 0.015547 0.007033 -1.0 -1.0 -1.0 -1.0 255.209688334 23.0110352712 39.4152450562 2790.00439453 -23.9845996136 -21.3108470993 -20.4712079143 147606 20.7915696871 238.38283414 69757 1 0.653646424368 -1.0 -1 NSA sdss 4 1.23766247531e+18 NSA nan 50.2665786743 0.768533051014 255.579502633,23.0765136287 170518.80+240402.0 256.328369141 24.067243576 0.6911 17.328 0.018 17.024 0.013 17.048 0.013 17.08 0.017 17.106 0.022 0.22 20.647 0.0 0.0 0.0 -1.877 2.158 1.55 16.239 0.105 15.896 0.142 15.101 0.149 0.361 -25.837 -0.091 0 1 1 1 7170 1 0 0 1 0 0 0 3177 52402 53260 1687 158 40 3 345 166 7170 1 0 0 1 0 0 0 17.317 0.014 17.038 0.011 17.025 0.015 17.096 0.024 17.084 0.018 587733398116171942 475077036331761664 SDSS J170518.80+240402.1 6375348998180440643 256.328586482 24.0673027435 0.745487198593 1 3 369.919 11.9252 206.705 13.5206 17.4773 0.0350098 18.1145 0.0710354 1 256.328369141,24.067243576 -- 1.20525698456 829.127377368
134 1237661125612535982 126.619903167 26.0745799775 3 GALAXY 35255507615760 1 0 0 268435456 0 18.8041 17.3997 16.7117 16.3751 16.144 0.0662719 0.00741964 0.00650181 0.00714192 0.027481 0.0636112 0.00893285 0.00855876 0.00960689 0.0475306 0.343104 0.252453 0.1831 0.138839 0.0984386 18.5416 17.0884 16.4926 16.2062 16.1784 10.0718 12.1774 12.4238 12.4105 9.21628 0.614766 0.465895 0.364865 0.409515 0.358909 23.821 5.70565 18.9665 0.780465 19.1218 0.532234 20.0921 0.658613 15.3479 2.74462 0.601482 0.599807 0.632359 0.607123 0.555836 18.9111 0.0644264 17.3762 0.00897359 16.6631 0.00861482 16.2934 0.00977722 16.3595 0.0470643 21.7541 0.154086 20.2066 0.0236109 19.7395 0.0243186 19.5868 0.0258441 19.3571 0.0680872 21.8485 0.161234 20.1862 0.0208777 19.5613 0.0178637 19.2281 0.0181578 19.0201 0.0551308 0.0165454 0.0119742 0.0159162 0.0453937 0.0 -0.181399 0.0224095 -0.176446 -0.00722817 -0.168713 -0.00683265 -0.174389 -0.0218731 -0.180611 -0.0290483 0.662414 6.0663 61.4232 0.61227 6.28697 62.1228 0.61605 6.68107 60.7181 0.589476 6.88936 60.3751 0.625014 5.64352 65.5217 20.3832 0.025241 16.6757 0.00855876 5.6025 13.2055 16.6405 22.7953535512 22.3778595757 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00656569 5.88804e-05 0 0.040853 0.021824 -1.0 -1.0 -1.0 -1.0 126.783542515 25.9703217636 31.2649364471 2046.00317383 -23.3468015306 -20.6712199639 -19.8421778581 135129 10.8166642571 98.3730871156 64431 1 0.581906356417 -1.0 -1 NSA sdss 4 1.23766112561e+18 NSA nan 2.53082060814 0.792282938957 126.619903167,26.0745799775 082930.59+272822.7 127.377479553 27.472984314 0.3214 18.349 0.022 18.204 0.018 18.1 0.009 18.156 0.013 17.598 0.019 0.175 20.555 0.0 0.0 0.0 -9.0 0.0 0.0 16.602 0.127 16.4 0.229 15.328 0.145 0.324 -22.892 -0.238 0 1 1 1 3 1 1 0 0 0 0 0 3606 52664 52932 1267 66 40 2 20 82 3 1 1 0 0 0 0 0 18.381 0.02 18.213 0.023 18.128 0.011 18.17 0.013 17.618 0.019 587735240098971730 356856136978137088 SDSS J082930.59+272822.7 6378480479237049099 127.377468951 27.4730702014 0.311043469069 1 3 127.02 6.47278 123.988 8.43474 18.6379 0.0553413 18.6694 0.073879 2 127.377479553,27.472984314 -- 1.55336848606 847.63602849
135 1237661125075534003 126.640716474 25.4997595504 3 GALAXY 105622104313872 1 0 0 268435456 0 18.185 17.1178 16.5835 16.3224 16.0867 0.0263443 0.00495244 0.00452489 0.0052562 0.0138865 0.0332666 0.00581444 0.00501225 0.00574343 0.0147425 0.364309 0.268055 0.194416 0.14742 0.104522 18.2515 16.963 16.478 16.2517 16.0628 5.04742 6.46167 6.67976 6.73671 6.53426 0.268449 0.049653 0.0819091 0.0644178 0.276713 5.43959 0.819811 7.06566 0.176707 7.5012 0.181283 7.66475 0.217449 7.9397 0.50487 0.763938 0.818639 0.867224 0.883137 0.865059 18.8036 0.0326758 17.2452 0.0058113 16.6724 0.00501225 16.397 0.00574308 16.1835 0.0151749 20.433 0.0609566 19.2309 0.0262299 18.7703 0.0158858 18.5844 0.0175161 18.3397 0.0336448 20.347 0.0531919 19.2205 0.0105545 18.6553 0.00928507 18.3846 0.00945008 18.1249 0.0243639 0.0 0.0 0.0 0.0 0.0412713 0.0432781 -0.0515824 0.0283014 -0.0813121 0.0248595 -0.0588712 0.00749005 -0.051776 0.0225661 -0.0513488 0.779892 2.5997 101.528 0.808751 3.25047 105.694 0.861897 3.2161 104.165 0.88298 3.18158 103.811 0.845169 3.06116 104.771 19.4299 0.0128902 16.6724 0.00501225 3.1929 6.86973 16.6864 21.2044795697 21.2028040856 16.259 0.1 15.699 0.14 14.673 9999.0 sdss 0.00716572 7.7584e-06 0 0.031011 0.010359 -1.0 -1.0 -1.0 -1.0 126.783542515 25.9703217636 31.2649364471 2046.00317383 -23.3468015306 -20.6712199639 -19.8421778581 135129 29.2692462341 266.188910511 64412 1 0.626557743763 -1.0 -1 NSA sdss 4 1.23766112508e+18 NSA nan 29.1635093689 0.826761841774 126.640716474,25.4997595504 082045.36+243152.8 125.189041138 24.5313606262 0.6521 17.203 0.013 16.871 0.022 16.951 0.016 16.939 0.015 17.089 0.023 0.17 20.597 0.0 0.0 0.0 -9.0 0.0 0.0 16.328 0.107 15.776 0.172 15.035 0.113 0.361 -25.816 -0.166 0 1 1 1 2 1 0 0 0 0 0 0 3644 52671 52962 1585 557 41 3 101 113 2 1 0 0 0 0 0 0 17.196 0.013 16.861 0.022 16.945 0.014 16.924 0.016 17.064 0.025 588016878826618993 446365310480547840 SDSS J082045.36+243152.9 6377776734886953388 125.189009057 24.5315260008 0.604548527936 1 3 420.624 13.1709 181.768 13.6755 17.3379 0.0340058 18.2541 0.0817061 1 125.189041138,24.5313606262 -- 1.63347690564 891.349276975
136 1237661125075665050 126.865163194 25.7243689745 3 GALAXY 105658611535960 0 0 0 268435456 0 16.3567 15.2971 14.8083 14.5475 14.3809 0.0139492 0.00405547 0.0026567 0.00315571 0.00912581 0.0234325 0.00418179 0.00413754 0.00597812 0.0146842 0.390267 0.287155 0.208269 0.157924 0.11197 16.6394 15.3673 14.9285 14.7673 14.6854 16.5699 22.5155 24.8423 21.8071 20.5028 0.776094 1.19945 2.66326 1.04356 0.840419 29.6683 1.88639 29.6754 0.351391 29.6667 0.77645 29.6689 1.0354 29.675 0.698682 0.380372 0.534764 0.566915 0.47635 0.507205 17.2226 0.0230366 15.6499 0.00418037 15.1367 0.00413754 14.9461 0.00596998 14.8723 0.0146526 20.7408 0.0768508 19.7048 0.0202655 19.275 0.0194083 19.3451 0.023564 18.9666 0.0514898 20.7263 0.0686938 19.6218 0.0139806 19.094 0.0136007 18.839 0.0149582 18.6847 0.038555 0.0 0.0 0.0 0.0 0.00101963 0.114716 -0.0346915 0.0923872 -0.0249053 0.0804949 -0.0253491 0.071447 -0.0271107 0.072191 -0.0286113 0.359088 12.8225 111.11 0.389147 15.5319 108.53 0.413859 14.9867 107.897 0.415216 14.3755 106.766 0.417412 13.6164 108.55 19.9293 0.0196837 15.1367 0.00413754 9.9907 20.4205 15.2221 23.0107324704 22.2155221718 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00749128 6.1337e-06 0 0.011319 0.007728 -1.0 -1.0 -1.0 -1.0 126.783542515 25.9703217636 31.2649364471 2046.00317383 -23.3468015306 -20.6712199639 -19.8421778581 135129 15.4011643857 140.066981986 64410 1 0.798524233224 -1.0 -1 NSA sdss 4 1.23766112508e+18 NSA nan 29.8060112 1.06506645679 126.865163194,25.7243689745 083220.08+243100.5 128.08366394 24.5168170929 1.2996 17.349 0.019 17.129 0.018 16.93 0.012 16.956 0.016 17.036 0.017 0.211 20.545 0.0 0.0 0.0 -9.0 0.0 0.0 16.154 0.094 15.499 0.107 15.227 0.131 0.191 -27.482 -0.151 0 1 1 1 2 1 0 0 0 0 0 0 4469 53052 53327 1928 553 40 3 117 15 2 1 0 0 0 0 0 0 17.339 0.019 17.12 0.018 16.921 0.012 16.951 0.016 17.037 0.017 587738947198976015 542912795138588672 SDSS J083220.08+243100.5 6377776767099209594 128.083860435 24.5170659445 1.10308567953 1 3 215.954 9.71626 106.86 10.5198 18.0617 0.0488616 18.8309 0.10691 1 128.08366394,24.5168170929 144 1.63562219723 892.51991128
137 1237655693015056396 224.532617519 -1.31259609568 3 GALAXY 35253360398352 0 262144 0 268435456 0 17.3497 16.089 15.4546 15.1464 14.9615 0.0211109 0.00390518 0.00300402 0.00330182 0.00836157 0.0416732 0.00498512 0.00534471 0.00545955 0.0135447 0.32708 0.240662 0.174548 0.132355 0.0938412 17.1418 15.8741 15.3876 15.0828 14.9173 12.9075 13.4682 13.1628 13.8231 13.8238 0.738636 0.710056 0.803463 0.78797 0.894669 21.15 3.11296 24.4211 0.411017 23.5287 0.513989 23.8198 0.408222 24.1926 1.04576 0.449992 0.465957 0.446009 0.475622 0.467311 17.477 0.0415375 16.0842 0.00498177 15.5622 0.00534471 15.1929 0.00545646 15.0088 0.0135404 21.1691 0.0788425 19.6741 0.0184681 19.4228 0.0195905 19.0933 0.019701 18.8251 0.037165 20.6698 0.0618124 19.3683 0.0111833 18.7532 0.0087296 18.4167 0.00977192 18.174 0.0217943 0.0 0.0 0.0 0.0 0.0 0.0862015 -0.015842 0.139541 -0.0327954 0.14517 -0.0385242 0.135794 -0.034536 0.133919 -0.0334079 0.508928 8.21412 149.518 0.479386 8.81146 151.674 0.473689 8.55776 152.901 0.487392 8.70547 151.876 0.495454 8.42529 152.167 19.5874 0.0125185 15.5622 0.00534471 6.84476 16.4292 15.5966 21.6268671628 21.4913916271 15.174 9999.0 15.71 0.248 14.45 9999.0 sdss 0.0064927 2.15047e-05 0 0.048351 0.009503 -1.0 -1.0 -1.0 -1.0 224.594490222 -1.09101619717 28.403837204 1922.00305176 -24.5597139719 -21.1206589286 -20.1621516482 145729 Othello 13.8015847628 114.033097785 35536 1 -1.0 -1.0 -1 NSA sdss 4 1.23765569302e+18 NSA -99.0 5.9425110817 0.518180251122 224.532617519,-1.31259609568 150106.42+002045.3 225.276763916 0.345923006535 1.0065 17.912 0.027 17.649 0.016 17.325 0.014 17.305 0.015 17.144 0.016 0.316 20.635 0.0 0.0 0.0 -1.562 2.381 24.25 16.028 0.078 15.938 0.141 15.29 0.186 0.591 -26.563 0.125 0 1 1 0 134224898 1 0 0 1 0 0 0 756 51259 51990 310 424 44 4 731 54 4 1 0 0 0 0 0 0 17.857 0.01 17.618 0.004 17.316 0.003 17.309 0.004 17.114 0.011 588848900469358646 87480539908407296 SDSS J150106.42+002045.2 6382772966189434813 225.276771188 0.345967017812 0.160588548542 1 3 210.969 6.0805 101.681 8.99238 18.087 0.0313004 18.8848 0.0960428 4 225.276763916,0.345923006535 -- 1.81779025015 901.152210076
138 1237660765915316355 138.039733341 35.5315898799 3 GALAXY 72163181816058200 0 0 0 268435456 0 16.3495 15.4008 15.038 14.756 14.8001 0.0238292 0.0031217 0.003379 0.00441339 0.115491 0.872355 0.10833 0.0901223 0.081752 0.454013 0.11144 0.0819967 0.0594709 0.045095 0.0319729 23.3957 22.0595 21.3325 20.7803 21.4074 2.96926 1.49549 1.50799 1.46317 1.51143 -1000.0 1.31458 0.143775 0.143986 1.38111 0.730778 54.7045 0.242374 0.36562 0.312294 0.662046 0.124796 0.322671 0.702654 6.57068 0.601504 0.802504 0.250006 0.14902 0.0581641 23.3441 6.47573 22.1273 0.156099 21.3919 0.280079 20.9205 0.16308 21.3608 0.813858 23.5449 1.30869 22.2838 0.180464 21.5415 0.145472 20.9137 0.123066 21.6035 0.446463 22.1548 0.340529 20.9285 0.0561486 20.4025 0.0507375 20.0475 0.056511 20.0271 0.170127 0.940656 0.0 0.0 1.0 0.0 0.139069 -0.113865 -0.0225697 -0.0592707 0.00688946 0.0203016 0.113177 0.239452 -0.020753 -0.0882078 0.569413 0.753722 6.68706 0.836921 0.379161 75.6651 0.359072 0.472019 -5.23347 0.0976325 0.176951 -18.7542 0.0558936 0.7451 9.86917 21.2755 0.0755068 21.3919 0.280079 0.834135 1.38626 21.5774 21.7571890435 23.1790791185 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00626768 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 138.1015544 35.0275400247 32.3374252319 2049.00317383 -23.0272528626 -20.5838821382 -19.7775300861 135739 30.4509406266 286.435332397 135734 1 -1.0 -1.0 -1 NSA ned 4 1.23766076592e+18 NSA -99.0 0.0 0.0 138.039733341,35.5315898799 091954.04+355646.8 139.975189209 35.9463539124 0.6512 18.529 0.024 18.258 0.015 18.363 0.043 18.24 0.027 18.362 0.025 0.082 20.215 0.0 0.0 0.0 -1.333 3.481 19.33 17.288 0.27 0.0 0.0 0.0 0.0 0.0 -24.476 -0.053 0 1 1 1 7170 1 0 0 1 0 0 0 3560 52639 52995 1274 397 40 5 220 59 7170 1 0 0 1 0 0 0 18.497 0.018 18.251 0.034 18.315 0.022 18.241 0.027 18.351 0.025 587735044154196027 358826733786365952 SDSS J091954.04+355646.8 6373906519455434124 139.975416001 35.9464943516 0.832162836762 1 3 132.008 8.08859 101.136 13.2846 18.5961 0.0665432 18.8906 0.14265 1 139.975189209,35.9463539124 -- 1.62477997694 917.016950799
139 1237657607497515484 123.649897556 36.4343553979 3 GALAXY 35219000397912 0 0 0 268435456 0 17.6626 16.9239 16.5202 16.3665 16.3185 0.0455763 0.00937477 0.0104596 0.0156836 0.0379105 0.0445142 0.0108243 0.0107398 0.0126143 0.0407962 0.285853 0.210328 0.152547 0.115672 0.0820128 18.2104 17.504 17.1596 17.0493 16.9558 11.4262 12.2075 12.9355 12.6973 12.6384 2.739 1.25131 1.29702 0.645978 1.49627 21.6314 4.00815 21.3209 0.987101 23.818 1.0741 26.588 1.4568 26.4563 4.66992 0.349964 0.381352 0.423702 0.428574 0.459274 18.058 0.0447614 17.6139 0.0112459 17.1619 0.0112734 17.0445 0.013078 16.9674 0.0413383 21.0901 0.0906867 20.4688 0.031174 20.341 0.0556895 20.3394 0.16922 20.2464 0.242179 21.1363 0.0807739 20.3599 0.0263112 19.9941 0.0461221 19.9514 0.142904 19.8772 0.230886 0.69824 0.175011 0.159932 0.0717808 0.0241759 0.39012 0.0510213 0.274547 0.0114167 0.242638 0.00287352 0.244007 -0.00444624 0.139981 -0.0289948 0.362422 7.09198 128.95 0.415298 7.29842 123.724 0.456505 7.37626 122.734 0.464873 7.66787 122.621 0.530588 7.15116 125.609 20.7296 0.0569446 17.3121 0.0107398 12.7976 35.2537 17.3092 24.0513088027 23.020403753 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00821139 8.11993e-06 0 0.015452 0.006704 -1.0 -1.0 -1.0 -1.0 123.241350605 36.2546358801 37.7379264832 2469.69848633 -23.4569367617 -21.2786442751 -20.5611395172 33446 StarTrek 22.4956774869 246.9449384 33448 1 0.673408280977 -1.0 -1 NSA sdss 4 1.2376576075e+18 NSA -99.0 36.2241401672 2.03956627846 123.649897556,36.4343553979 080941.05+352401.9 122.421058655 35.4005355835 1.0419 17.785 0.019 17.637 0.022 17.454 0.014 17.575 0.017 17.553 0.025 0.264 20.695 0.0 0.0 0.0 -9.0 0.0 0.0 16.621 0.143 0.0 0.0 15.307 0.225 0.093 -26.355 -0.166 0 1 1 1 2 1 0 0 0 0 0 0 2825 52262 52378 892 180 40 3 105 158 2 1 0 0 0 0 0 0 17.778 0.016 17.669 0.021 17.457 0.011 17.557 0.01 17.58 0.031 587731886271955102 251300641777909760 SDSS J080941.05+352401.9 6374047171044443429 122.421271793 35.4007611094 1.02486357133 1 3 245.584 7.43606 132.694 12.3471 17.9221 0.032883 18.5958 0.101052 1 122.421058655,35.4005355835 -- 1.43495880604 945.137153014
140 1237679339490508863 24.5004818322 -7.5654384584 3 GALAXY 475058044801328 0 0 0 268435456 281474976710656 15.817 14.8476 14.4724 14.2474 14.1634 0.0146225 0.00243616 0.00236686 0.00240923 0.0255026 0.534671 0.369024 1.2875 1.15842 0.819695 0.143767 0.105782 0.076722 0.058176 0.0412475 22.3527 22.9119 24.7253 24.3036 22.1053 1.23787 2.96948 2.97064 2.969 1.13803 1.14707 -1000.0 -1000.0 -1000.0 1.06804 0.202808 5.02971 0.339544 1.78019 3.92494 2.99783 4.23574 9.73654 0.295729 10.0566 0.095257 0.05 0.476942 0.366228 0.0674162 22.5307 0.938393 23.0174 0.527185 24.7689 4.76099 24.3351 3.67366 22.1529 0.975134 22.5774 0.689291 23.1548 0.679387 24.8024 2.13939 24.362 1.65973 22.2347 1.22023 19.9362 0.0696692 18.9841 0.0186661 18.6892 0.0186213 18.527 0.0208755 18.3563 0.0576705 0.0 0.0 1.0 1.0 0.826078 0.0430957 -0.240927 0.0512558 -0.141821 0.328384 -0.132611 0.328384 -0.132611 0.0738616 -0.225386 0.0502115 0.341146 137.353 0.0825949 0.472099 142.166 0.527635 8.21829 116.971 0.321829 4.26838 114.525 0.0656894 0.424918 161.641 19.5374 0.0272131 24.3703 10.214 3.92494 4.29797 24.8019 30.9396450183 29.7665381981 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00647449 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 24.7772267033 -7.51266383848 24.2761440277 1860.00280762 -23.4836284991 -21.0599877013 -20.3372465474 130133 16.7732265801 118.446085716 130104 1 -1.0 -1.0 -1 NSA ned 4 1.23767933949e+18 NSA nan 0.0 0.0 24.5004818322,-7.5654384584 012919.03-082344.5 22.3293228149 -8.39570331573 0.4482 18.806 0.031 18.588 0.024 18.678 0.016 18.537 0.018 18.386 0.034 0.114 20.548 0.0 0.0 0.0 -9.0 0.0 0.0 17.134 0.203 16.305 0.261 15.396 0.197 0.385 -23.285 -0.113 0 0 1 0 1048579 1 1 0 0 1 0 0 5933 53710 54465 2878 528 41 6 33 23 1048579 1 1 0 0 1 0 0 18.806 0.031 18.588 0.024 18.678 0.016 18.537 0.018 18.386 0.034 588026711612915735 810318910581637120 6380345259547689448 22.3290925451 -8.39562783297 0.863935826266 1 3 102.705 7.13372 94.2722 12.841 18.8686 0.0754318 18.9669 0.147926 3 22.3293228149,-8.39570331573 -- 2.30484492035 976.559665013
141 1237654382515388427 139.189595559 53.4429759655 3 GALAXY 35221147877392 1 0 0 268435456 0 15.5164 14.7015 14.473 14.427 14.2914 0.00351711 0.00116962 0.00125147 0.00136037 0.00345746 0.0053826 0.00228078 0.00225714 0.00237891 0.00471555 0.107488 0.0790884 0.0573615 0.0434955 0.0308389 15.9019 15.0013 14.7184 14.6278 14.5515 5.89147 6.68506 7.45339 7.93435 7.24157 0.301966 0.299628 0.258699 0.2574 0.211361 4.05203 0.09561 4.39775 0.0272571 5.37999 0.0333996 6.46851 0.0416386 7.12012 0.138939 0.537946 0.616781 0.63965 0.651147 0.617887 15.9313 0.00524741 15.0413 0.0022709 14.697 0.00227094 14.5139 0.00239248 14.4299 0.00483326 17.3698 0.0202814 16.7577 0.0144343 16.6371 0.0178261 16.6176 0.014728 16.4722 0.0157453 17.5177 0.0129414 16.7524 0.00562665 16.5957 0.00503166 16.5518 0.00412867 16.4493 0.00837047 0.732036 0.559755 0.504387 0.524038 0.442977 0.00951311 0.132904 -0.0151261 0.122054 -0.0269645 0.106391 -0.0436789 0.0938986 -0.0491651 0.0864963 0.588776 2.69154 4.3085 0.63554 3.23314 8.73973 0.628071 3.69859 11.9785 0.637062 3.77951 14.5626 0.665896 3.28135 14.0042 17.334 0.00671326 14.7758 0.00225714 3.30542 8.91551 14.7426 19.6114435252 19.3342176872 15.875 0.12 13.935 9999.0 13.756 9999.0 sdss 0.00746484 5.01368e-06 0 0.007807 0.006366 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 28.2000717583 297.063780767 157152 1 0.693869512461 -1.0 -1 NSA sdss 4 1.23765438252e+18 NSA nan 80.882850647 1.08989155293 139.189595559,53.4429759655 092326.85+543824.7 140.8618927 54.6402206421 0.4773 18.822 0.026 18.623 0.018 18.827 0.015 18.626 0.019 18.469 0.029 0.129 20.354 0.0 0.0 0.0 -9.0 0.0 0.0 17.323 0.281 16.35 0.221 16.159 0.263 0.059 -23.355 -0.142 0 1 1 0 3 1 1 0 0 0 0 0 2074 51935 52000 554 557 41 5 147 41 5 1 1 0 0 0 0 0 18.848 0.021 18.632 0.015 18.818 0.011 18.621 0.014 18.452 0.026 588010136804720681 156160477733322752 SDSS J092326.85+543824.7 6373625044478727109 140.861880279 54.6400528092 0.604752252331 1 3 150.544 5.38294 95.7155 11.0522 18.4534 0.0388318 18.9504 0.1254 2 140.8618927,54.6402206421 -- 1.54834690655 978.642072472
142 1237660765915250822 137.938707966 35.4052045703 3 GALAXY 1161118907236440 0 0 0 268435456 0 17.5829 16.5986 16.2578 16.0875 16.0187 0.0213453 0.00401079 0.00445492 0.00530256 0.0178329 0.0191027 0.00437633 0.00474342 0.0059527 0.0171597 0.10636 0.078259 0.0567599 0.0430393 0.0305154 17.4783 16.567 16.2794 16.1579 16.0389 9.97902 10.8302 11.125 10.6757 9.90918 0.425035 0.546674 0.546619 0.419536 0.403076 16.3412 1.31496 15.3495 0.253499 14.8232 0.340454 13.9966 0.359364 12.7515 0.854314 0.350751 0.451989 0.472065 0.486482 0.470439 17.612 0.0189758 16.5715 0.00445752 16.152 0.00488914 15.9654 0.00608708 15.8435 0.0172821 19.768 0.0436809 19.0347 0.0242749 18.5818 0.0182521 18.3824 0.0182894 18.2536 0.0322253 20.3376 0.0428106 19.1876 0.00884117 18.7229 0.0083854 18.5147 0.0100125 18.3685 0.0282182 0.0 0.105193 0.309125 0.423248 0.599607 0.141664 -0.0898293 0.11009 -0.0737033 0.105717 -0.0763562 0.0938022 -0.0640633 0.106886 -0.065554 0.392944 6.57606 112.961 0.458852 6.48654 117.021 0.475997 6.23489 118.697 0.506746 6.08722 118.638 0.477945 5.64492 119.238 19.3981 0.010955 16.3361 0.00474342 5.08827 10.5228 16.3187 22.3057115975 21.8470102091 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00607059 6.39166e-06 0 0.017076 0.005995 -1.0 -1.0 -1.0 -1.0 138.1015544 35.0275400247 32.3374252319 2049.00317383 -23.0272528626 -20.5838821382 -19.7775300861 135739 24.0225247201 225.967858226 50556 1 0.556939476575 -1.0 -1 NSA sdss 4 1.23766076592e+18 NSA nan 19.9434661865 0.720088422298 137.938707966,35.4052045703 091954.04+355646.8 139.975189209 35.9463539124 0.6512 18.529 0.024 18.258 0.015 18.363 0.043 18.24 0.027 18.362 0.025 0.082 20.215 0.0 0.0 0.0 -1.333 3.481 19.33 17.288 0.27 0.0 0.0 0.0 0.0 0.0 -24.476 -0.053 0 1 1 1 7170 1 0 0 1 0 0 0 3560 52639 52995 1274 397 40 5 220 59 7170 1 0 0 1 0 0 0 18.497 0.018 18.251 0.034 18.315 0.022 18.241 0.027 18.351 0.025 587735044154196027 358826733786365952 SDSS J091954.04+355646.8 6373906519455434124 139.975416001 35.9464943516 0.832162836762 1 3 132.008 8.08859 101.136 13.2846 18.5961 0.0665432 18.8906 0.14265 1 139.975189209,35.9463539124 -- 1.74051286582 982.3359616
143 1237653613184680084 139.44430792 53.2935206629 3 GALAXY 105555565871120 1 0 0 268435456 0 16.6658 15.7208 15.4323 15.2741 15.1524 0.0139382 0.00301873 0.00342679 0.00504487 0.0588319 0.224526 0.0267989 0.027004 0.0319874 0.125845 0.079182 0.0582614 0.042256 0.0320415 0.0227178 21.855 20.2264 19.8335 19.6385 19.7003 1.68306 1.59926 1.62416 1.52557 1.60032 1.5113 0.0503589 0.0521055 0.071807 0.453671 0.36649 2.05729 0.236029 0.065414 0.23625 0.0549392 0.317591 0.0937302 0.52313 1.13303 0.259253 0.668257 0.819082 0.823623 0.847132 21.9067 0.781104 20.2957 0.0267861 19.8758 0.027004 19.6106 0.0338507 19.5537 0.237065 22.0595 0.322107 20.4211 0.086609 20.0201 0.0889908 19.8619 0.0850723 19.9473 0.165663 20.7537 0.0978331 19.6555 0.0420921 19.3308 0.0427019 19.127 0.0439952 19.0318 0.081404 0.0 0.0 0.0 0.0 0.0 -0.0275073 -0.00578819 -0.00171337 -0.00332499 0.0108761 0.00965585 0.0183231 0.0196789 0.0410074 0.019253 0.370165 0.534264 -7.79206 0.744048 0.3789 104.479 0.877404 0.379294 121.647 0.885477 0.472141 -23.7637 0.935289 0.588303 -0.700703 20.1955 0.0631348 19.8758 0.027004 0.845911 1.37723 20.0937 19.7661037933 21.7258138691 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00754025 -1.0 0 0.095635 0.049909 -1.0 -1.0 -1.0 -1.0 139.41631164 52.9929649839 36.2141456604 2274.03808594 -23.372601145 -20.5827118837 -19.7930517428 16235 18.0307074666 189.939433104 16265 1 0.146734888189 -1.0 -1 NSA sdss 4 1.23765361318e+18 NSA -99.0 0.0 0.0 139.44430792,53.2935206629 092326.85+543824.7 140.8618927 54.6402206421 0.4773 18.822 0.026 18.623 0.018 18.827 0.015 18.626 0.019 18.469 0.029 0.129 20.354 0.0 0.0 0.0 -9.0 0.0 0.0 17.323 0.281 16.35 0.221 16.159 0.263 0.059 -23.355 -0.142 0 1 1 0 3 1 1 0 0 0 0 0 2074 51935 52000 554 557 41 5 147 41 5 1 1 0 0 0 0 0 18.848 0.021 18.632 0.015 18.818 0.011 18.621 0.014 18.452 0.026 588010136804720681 156160477733322752 SDSS J092326.85+543824.7 6373625044478727109 140.861880279 54.6400528092 0.604752252331 1 3 150.544 5.38294 95.7155 11.0522 18.4534 0.0388318 18.9504 0.1254 2 140.8618927,54.6402206421 -- 1.58390362114 1001.11591003
144 1237660765378314404 138.184974166 34.9255496114 3 GALAXY 1161153266978832 1 0 0 268435456 0 15.3292 13.9936 13.3385 12.9937 12.769 0.00896929 0.00104154 0.00112556 0.00102131 0.00238665 0.00661228 0.00219461 0.00201764 0.0020895 0.00314118 0.122339 0.0900158 0.0652869 0.0495051 0.0350997 15.2949 14.0411 13.3883 13.0648 12.7394 24.3437 25.0881 24.9715 24.9735 24.7665 0.274836 0.344515 0.243037 0.246509 0.222331 29.6756 0.250413 29.6774 0.0836882 29.6683 0.23026 29.6653 0.152628 29.6648 0.423213 0.989622 0.875654 0.797214 0.831731 0.946392 15.214 0.00653802 14.1084 0.00219341 13.4541 0.00202357 13.1141 0.00209824 12.7352 0.00314314 19.264 0.033725 18.2762 0.0195188 17.628 0.019233 17.5129 0.0117289 17.1243 0.0303701 19.5355 0.0228806 18.3968 0.00553785 17.6544 0.00409466 17.322 0.00439304 17.0265 0.00968989 0.0 0.0 0.0306028 0.041832 0.0166433 0.107391 -0.015772 0.106306 -0.0139671 0.105082 -0.0163184 0.111076 -0.0175217 0.104501 -0.0168109 0.683895 19.2752 135.15 0.714228 16.0056 142.877 0.693801 15.8767 142.362 0.692244 15.8758 142.311 0.733651 15.9668 134.968 18.4177 0.00568704 13.4536 0.00201764 12.8528 24.5941 13.3491 21.4528609242 20.8895501211 15.016 0.083 14.301 0.088 13.961 0.082 sdss 0.00651912 9.36948e-06 0 0.017886 0.007186 -1.0 -1.0 -1.0 -1.0 138.1015544 35.0275400247 32.3374252319 2049.00317383 -23.0272528626 -20.5838821382 -19.7775300861 135739 7.36341948544 69.2645098273 50569 1 0.79425085519 -1.0 -1 NSA sdss 4 1.23766076538e+18 NSA nan 55.7466278076 0.989916324615 138.184974166,34.9255496114 091954.04+355646.8 139.975189209 35.9463539124 0.6512 18.529 0.024 18.258 0.015 18.363 0.043 18.24 0.027 18.362 0.025 0.082 20.215 0.0 0.0 0.0 -1.333 3.481 19.33 17.288 0.27 0.0 0.0 0.0 0.0 0.0 -24.476 -0.053 0 1 1 1 7170 1 0 0 1 0 0 0 3560 52639 52995 1274 397 40 5 220 59 7170 1 0 0 1 0 0 0 18.497 0.018 18.251 0.034 18.315 0.022 18.241 0.027 18.351 0.025 587735044154196027 358826733786365952 SDSS J091954.04+355646.8 6373906519455434124 139.975416001 35.9464943516 0.832162836762 1 3 132.008 8.08859 101.136 13.2846 18.5961 0.0665432 18.8906 0.14265 1 139.975189209,35.9463539124 -- 1.78027084481 1004.77514794
145 1237662301379035170 255.1878771 23.0439876547 3 GALAXY 52811186966620 0 0 0 268435456 0 15.7195 14.5096 14.046 13.7897 13.5681 0.00797137 0.00185033 0.00181518 0.00149612 0.0128564 0.00830895 0.00228132 0.00214997 0.00222854 0.00381498 0.327496 0.240968 0.17477 0.132523 0.0939604 15.9527 14.6364 14.1644 13.9467 13.7931 10.3848 11.5079 12.3097 12.6415 11.2518 0.248991 0.233065 0.270575 0.228998 0.154245 8.44103 0.234885 9.09532 0.0690914 9.95992 0.0547604 11.6725 0.094754 13.5992 0.192132 0.614693 0.823503 0.871131 0.84624 0.720404 16.053 0.00768852 14.7875 0.00228077 14.2576 0.00216821 13.9441 0.00225908 13.7435 0.00392664 18.3708 0.0193408 17.5572 0.011546 17.3308 0.0146578 17.3213 0.022347 16.8989 0.0189383 18.3221 0.0133524 17.2784 0.00350457 16.9047 0.00552614 16.6881 0.0084844 16.4747 0.00761698 1.0 0.513317 0.427059 0.411539 0.3853 -0.148789 0.0289198 -0.115737 0.0191864 -0.11286 0.0183795 -0.113239 0.0216835 -0.121002 0.0224958 0.611746 4.69527 128.893 0.778429 5.90448 125.7 0.820084 5.97896 126.026 0.815511 6.08686 126.196 0.719848 5.78726 128.021 17.6206 0.00681357 14.3392 0.00214997 5.96182 14.8213 14.2657 20.2177284407 20.1380179111 14.37 0.073 13.293 9999.0 13.095 9999.0 sdss 0.00911611 1.43468e-05 0 0.015907 0.007081 -1.0 -1.0 -1.0 -1.0 255.209688334 23.0110352712 39.4152450562 2790.00439453 -23.9845996136 -21.3108470993 -20.4712079143 147606 2.31639433722 26.5584551821 69842 1 0.622462665554 -1.0 -1 NSA sdss 4 1.23766230138e+18 NSA nan 15.0318889618 0.337685734034 255.1878771,23.0439876547 170518.80+240402.0 256.328369141 24.067243576 0.6911 17.328 0.018 17.024 0.013 17.048 0.013 17.08 0.017 17.106 0.022 0.22 20.647 0.0 0.0 0.0 -1.877 2.158 1.55 16.239 0.105 15.896 0.142 15.101 0.149 0.361 -25.837 -0.091 0 1 1 1 7170 1 0 0 1 0 0 0 3177 52402 53260 1687 158 40 3 345 166 7170 1 0 0 1 0 0 0 17.317 0.014 17.038 0.011 17.025 0.015 17.096 0.024 17.084 0.018 587733398116171942 475077036331761664 SDSS J170518.80+240402.1 6375348998180440643 256.328586482 24.0673027435 0.745487198593 1 3 369.919 11.9252 206.705 13.5206 17.4773 0.0350098 18.1145 0.0710354 1 256.328369141,24.067243576 -- 1.46286817211 1006.34476009
146 1237678881574944900 39.9254642529 -1.41874190874 3 GALAXY 35221147746392 0 0 0 268435456 0 18.4598 17.4318 17.0487 16.8524 16.7106 0.0277267 0.00580764 0.00611628 0.00771296 0.0208244 0.0277267 0.00580764 0.00611628 0.00771296 0.0208244 0.164066 0.120718 0.0875549 0.0663902 0.0470715 18.2957 17.311 16.9611 16.786 16.6636 5.94692 5.78954 5.8101 6.10412 8.13439 1.61669 0.459588 0.296069 0.309807 1.59931 6.90868 0.693817 6.49148 0.129512 7.941 0.192888 8.195 0.220718 8.648 0.698182 0.321585 0.343541 0.373177 0.396727 0.458332 18.3807 0.028239 17.3989 0.00588447 17.0029 0.00620007 16.7724 0.00781339 16.5684 0.0214998 20.0676 0.0457668 19.1308 0.0288124 18.949 0.0185238 18.7441 0.0191707 18.736 0.0395431 20.1394 0.0450851 19.0483 0.0088225 18.6946 0.0093916 18.5305 0.0120535 18.3647 0.0323954 0.287915 0.175185 0.0843779 0.0787185 0.166817 -0.00533116 0.30208 0.0217417 0.288053 0.0272412 0.261217 0.0257407 0.237115 0.0407884 0.192146 0.315749 3.46637 42.0592 0.375191 3.34285 41.625 0.406981 3.46684 41.023 0.413525 3.57124 40.173 0.467324 3.33899 39.6647 19.4311 0.0127096 17.0487 0.00611628 2.66691 6.30181 17.029 21.7437827417 21.1544597121 17.221 0.24 16.199 0.19 15.209 9999.0 0.008789 -1.0 -1 0.02636 0.008083 -1.0 -1.0 -1.0 -1.0 39.5481691145 -1.31876014552 37.1549911499 2629.00415039 -23.4955705742 -21.0795959995 -20.2622137224 132339 Narnia 23.4128206513 253.042611137 -1 1 0.398241051845 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.1210_1.zlog 4 212.0 MMT -99.0 -99.0 -99.0 39.9254642529,-1.41874190874 023335.38-010744.7 38.3974227905 -1.12910103798 0.3678 18.343 0.026 18.368 0.027 18.356 0.016 18.381 0.017 17.917 0.022 0.154 20.433 0.0 0.0 0.0 -9.0 0.0 0.0 16.815 0.158 15.833 0.147 14.747 0.117 0.164 -22.982 -0.241 1 1 1 0 2 1 0 0 0 0 0 0 3325 52522 51820 407 44 41 1 364 131 4 1 0 0 0 0 0 0 17.998 0.011 17.941 0.005 18.002 0.005 17.984 0.007 17.591 0.015 588015507675545731 114782880911065088 SDSS J023335.37-010744.7 2417661280236083847 38.3974211168 -1.1287969486 1.09473835241 0 3 181.922 2.43244 144.444 3.68665 18.2479 0.0145207 18.5036 0.0277181 2 38.3974227905,-1.12910103798 -- 1.55487729784 1008.30205526
147 1237648722289295527 145.320962664 0.771102651396 3 GALAXY 68988043776 1 0 0 268435456 0 18.7395 17.6063 17.1605 16.9516 16.7769 0.0283063 0.00646028 0.00594115 0.00720908 0.0171965 0.0273266 0.0062947 0.00570953 0.00689574 0.0178854 0.608006 0.447365 0.324466 0.246033 0.174441 18.2627 17.2831 16.9258 16.7912 16.6819 3.77931 4.4029 4.98527 5.1239 24.9092 0.217144 0.111835 0.141186 0.116695 8.51344 2.57427 0.425552 3.45923 0.0851165 4.06205 0.12706 4.24132 0.119345 5.17283 0.379126 0.670546 0.681586 0.688063 0.712973 0.707609 18.9483 0.0272871 17.6245 0.00638381 17.0989 0.00582051 16.8696 0.00705032 16.6378 0.0185209 20.0718 0.0352348 19.106 0.0140474 18.602 0.0193119 18.4885 0.0157263 18.4235 0.0277232 20.0572 0.0323801 18.96 0.00819829 18.549 0.00751242 18.3379 0.00918833 18.148 0.024217 0.251249 0.395446 0.344743 0.334241 0.323474 0.0608646 0.0327015 0.0777924 0.0654216 0.0742687 0.0610308 0.0632748 0.0512498 0.0413077 0.105914 0.71549 1.59726 14.1018 0.710982 1.90739 21.88 0.731562 2.04755 20.5199 0.758912 2.02837 20.178 0.737766 2.04899 30.4873 19.2578 0.010051 17.2503 0.00570953 2.23696 5.74052 17.1605 20.8019040859 20.9041968097 16.638 0.145 16.03 0.2 15.33 9999.0 sdss 0.00658949 6.01168e-06 0 0.017868 0.006357 -1.0 -1.0 -1.0 -1.0 145.513690377 0.336451585096 30.0373516083 1912.34655762 -23.5218249121 -21.2755714191 -20.7350530517 32 28.5287841155 249.26771538 30 1 0.666416895163 -1.0 -1 NSA sdss 4 1.23764872229e+18 NSA nan 26.0362949371 0.72926735878 145.320962664,0.771102651396 093518.19+020415.5 143.825805664 2.07098007202 0.6491 17.489 0.026 16.99 0.016 17.048 0.018 16.995 0.018 17.091 0.023 0.22 20.603 0.0 0.0 0.0 -1.465 2.749 12.96 15.843 0.08 15.189 0.078 14.057 0.066 0.161 -25.769 -0.117 0 1 1 0 1055746 1 0 0 1 1 0 0 1462 51669 52026 477 392 40 4 123 140 1055748 1 0 0 1 1 0 0 17.499 0.012 16.996 0.017 17.073 0.012 17.006 0.012 17.095 0.022 587726032769581196 134487015503691776 [HB89] 0932+022 6382702596371515383 143.825890776 2.07130252216 1.20052677482 1 3 522.439 10.7335 205.671 10.6597 17.1025 0.0223119 18.12 0.0562864 2 143.825805664,2.07098007202 473 1.98083437939 1038.45377857
148 1237662474773922609 255.138188152 22.8659917125 3 GALAXY 35255507615832 0 0 0 268435456 0 19.4819 18.2338 17.8757 17.6561 17.6348 0.0800456 0.0119749 0.0121297 0.016422 0.0613136 0.0817497 0.0136591 0.0138575 0.0191295 0.10882 0.313286 0.230513 0.167187 0.126773 0.0898837 19.3071 18.0567 17.7489 17.5736 17.5812 10.5875 7.25296 7.22487 7.40646 7.01255 1.56817 0.237721 0.211537 0.291924 0.773835 13.8586 4.98491 7.12083 0.387243 9.4516 0.633098 9.33988 0.841007 6.72288 2.57363 0.771196 0.999832 0.907342 0.890798 0.899953 19.0967 0.0844555 18.3167 0.0137461 17.9161 0.0138575 17.7011 0.0191252 17.6906 0.108171 21.8218 0.130833 20.615 0.0286748 20.4359 0.027031 20.2984 0.0352801 20.4014 0.115005 21.6865 0.11561 20.3625 0.0209287 20.036 0.0213717 19.8324 0.0281144 19.794 0.100918 0.325877 0.0366945 0.0 0.0 0.0 0.00207603 -0.00670906 0.0090396 -0.0185068 0.00816136 0.000730835 -0.00939197 0.0142984 -0.00215658 0.0232038 0.773977 4.87028 210.413 0.98994 3.0843 85.9329 0.95258 3.42351 81.2479 0.914526 3.47047 88.375 0.87136 3.4117 178.121 20.8311 0.0299597 17.9161 0.0138575 3.44757 7.3848 17.929 22.5838891384 22.6120023921 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.00908964 -1.0 0 0.04678 0.015195 -1.0 -1.0 -1.0 -1.0 255.209688334 23.0110352712 39.4152450562 2790.00439453 -23.9845996136 -21.3108470993 -20.4712079143 147606 9.55656964692 109.570039477 147594 1 0.19347215782 -1.0 -1 NSA ned 4 1.23766247477e+18 NSA nan 0.0 0.0 255.138188152,22.8659917125 165551.37+214601.7 253.964035034 21.7671604156 0.1536 16.506 0.019 16.354 0.012 16.122 0.009 15.621 0.017 15.877 0.022 0.292 20.717 14.424 46.045 0.077 -0.636 11.832 5.14 14.731 0.037 13.949 0.04 12.875 0.035 0.158 -23.742 0.1 0 1 1 1 7691 1 1 1 1 0 0 0 3723 52710 52885 1415 144 40 4 216 137 7691 1 1 1 1 0 0 0 16.501 0.019 16.361 0.012 16.116 0.009 15.616 0.017 15.872 0.022 587735743696732297 398514231995006976 SDSS J165551.37+214601.8 6375489816199434526 253.964257477 21.7670491314 0.844739029717 1 3 471.722 11.8439 324.869 16.6263 17.2134 0.0272671 17.6236 0.05558 1 253.964035034,21.7671604156 -- 1.54506299779 1062.88870145
149 1237660765378248794 137.962155506 34.9637406847 3 GALAXY 105622138917136 0 0 0 268435456 0 16.2684 15.4493 15.0703 14.8457 14.6651 0.0873623 0.00497205 0.00428265 0.00568943 0.0204966 0.31761 0.116761 0.164938 0.103349 0.763568 0.113689 0.0836511 0.0606707 0.0460048 0.032618 22.4106 22.0859 22.06 21.1785 22.7943 1.32376 1.47806 1.32891 1.50691 2.96995 1.19026 0.209162 0.228404 0.223745 -1000.0 0.000467913 1.60458 0.157207 0.249199 0.0778396 1.09407 0.236118 0.322343 0.000489595 4.52126e-10 0.223959 0.680344 0.306379 0.948611 0.05 22.5321 0.335942 22.1116 0.116606 22.1207 0.164938 21.065 0.102175 22.8269 0.775564 22.5014 0.45251 22.1776 0.24592 22.1263 0.287342 21.2537 0.198655 22.8266 1.06589 21.2841 0.137943 20.2721 0.0436279 19.8481 0.0359931 19.6573 0.0508772 19.6399 0.121185 1.0 0.0 0.0 0.0 1.0 0.0198211 0.0238707 -0.000150124 -0.0146702 -0.0270664 0.000581017 0.032893 0.0136258 -1.31042 -0.519463 0.0506967 0.00430916 81.0203 0.893197 0.24358 134.873 0.180798 0.134531 47.0694 0.912605 0.361622 -13.3995 0.0609223 0.00129861 36.9968 20.6983 0.052539 22.1207 0.164938 0.701606 1.2199 22.3792 19.7602681647 23.605134938 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00690949 -1.0 0 -1.0 -1.0 -1.0 -1.0 -1.0 -1.0 138.1015544 35.0275400247 32.3374252319 2049.00317383 -23.0272528626 -20.5838821382 -19.7775300861 135739 7.87475488921 74.0744131926 157086 1 -1.0 -1.0 -1 NSA sdss 4 1.23766076538e+18 NSA -99.0 8.25224208832 1.17321050167 137.962155506,34.9637406847 091954.04+355646.8 139.975189209 35.9463539124 0.6512 18.529 0.024 18.258 0.015 18.363 0.043 18.24 0.027 18.362 0.025 0.082 20.215 0.0 0.0 0.0 -1.333 3.481 19.33 17.288 0.27 0.0 0.0 0.0 0.0 0.0 -24.476 -0.053 0 1 1 1 7170 1 0 0 1 0 0 0 3560 52639 52995 1274 397 40 5 220 59 7170 1 0 0 1 0 0 0 18.497 0.018 18.251 0.034 18.315 0.022 18.241 0.027 18.351 0.025 587735044154196027 358826733786365952 SDSS J091954.04+355646.8 6373906519455434124 139.975416001 35.9464943516 0.832162836762 1 3 132.008 8.08859 101.136 13.2846 18.5961 0.0665432 18.8906 0.14265 1 139.975189209,35.9463539124 -- 1.91156423987 1078.8764235
150 1237662301379166288 255.373501644 22.7311338608 3 GALAXY 246325234241552 0 262144 0 268435456 0 19.7215 17.8057 17.3801 17.14 16.9361 0.0891167 0.00860414 0.00817423 0.00968864 0.0269241 0.0891167 0.00860414 0.00817423 0.00968864 0.0269241 0.258264 0.190028 0.137824 0.104508 0.0740975 19.4632 17.6157 17.2423 17.0355 16.862 3.96091 7.43506 7.22171 7.12263 5.16749 0.333871 0.526402 0.411948 0.422003 0.386975 5.01156 2.44266 12.9007 0.405118 13.1334 0.419067 10.7783 0.426129 6.6881 0.72129 0.249969 0.387322 0.449952 0.44978 0.49729 21.5816 0.114256 17.7924 0.00859333 17.2838 0.0084483 17.0989 0.009993 17.1187 0.0268029 21.6943 14.9445 20.3918 0.126536 20.016 0.217275 19.6192 0.26382 19.097 0.0558527 20.8284 7.42883 19.7122 0.0845661 19.2208 0.144026 18.9384 0.192313 18.6739 0.0412288 0.0 0.0 0.119638 0.190641 0.148448 0.174623 -0.459444 0.115082 -0.197459 0.111426 -0.175635 0.106281 -0.173993 0.111884 -0.159632 0.999828 0.129883 115.822 0.408006 4.99592 195.908 0.456267 4.67258 195.921 0.473519 4.18932 195.331 0.523496 3.31276 193.88 20.0046 0.191508 17.3801 0.00817423 3.56649 8.21376 17.369 22.7233502637 22.1256572141 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 sdss 0.0094071 4.00109e-06 0 0.038638 0.013305 -1.0 -1.0 -1.0 -1.0 255.209688334 23.0110352712 39.4152450562 2790.00439453 -23.9845996136 -21.3108470993 -20.4712079143 147606 19.0801863641 218.761418536 -1 1 -1.0 -1.0 -1 SDSS SDSS 4 1.23766230138e+18 SDSS nan nan nan 255.373501644,22.7311338608 170518.80+240402.0 256.328369141 24.067243576 0.6911 17.328 0.018 17.024 0.013 17.048 0.013 17.08 0.017 17.106 0.022 0.22 20.647 0.0 0.0 0.0 -1.877 2.158 1.55 16.239 0.105 15.896 0.142 15.101 0.149 0.361 -25.837 -0.091 0 1 1 1 7170 1 0 0 1 0 0 0 3177 52402 53260 1687 158 40 3 345 166 7170 1 0 0 1 0 0 0 17.317 0.014 17.038 0.011 17.025 0.015 17.096 0.024 17.084 0.018 587733398116171942 475077036331761664 SDSS J170518.80+240402.1 6375348998180440643 256.328586482 24.0673027435 0.745487198593 1 3 369.919 11.9252 206.705 13.5206 17.4773 0.0350098 18.1145 0.0710354 1 256.328369141,24.067243576 -- 1.59784317545 1099.19754748
151 1237678602387521791 20.5363426909 17.5281428748 3 GALAXY 105658611401048 0 0 0 268435456 0 20.9781 19.6612 19.2133 19.2418 18.8889 0.205292 0.0290554 0.0314241 0.058891 0.133825 0.205292 0.0290554 0.0314241 0.058891 0.133825 0.552172 0.406283 0.29467 0.22344 0.158421 20.4259 19.2549 18.9186 19.0184 18.7305 2.97033 4.56925 5.10008 6.16897 18.0189 -1000.0 0.35361 0.347732 0.967759 -1000.0 2.91939 3.14891 6.68343 0.782368 9.02299 1.36221 11.4054 3.07672 9.89129 5.30089 0.100008 0.398488 0.372631 0.278086 0.199944 21.3856 0.213625 19.8 0.0288308 19.2133 0.0314241 19.0439 0.0603118 18.6338 0.153826 22.273 0.200717 21.5454 0.0551484 21.3352 0.058765 21.5498 0.0998875 20.7916 0.181315 22.1946 0.223801 21.2585 0.0504381 20.8936 0.052257 20.9118 0.0861796 20.6087 0.219344 0.448183 0.0 0.0 0.167467 0.536647 -0.109825 0.597835 -0.00640917 0.32018 0.040621 0.162352 0.0164351 0.191044 0.019472 0.646098 0.05 1.9387 51.8061 0.417173 2.87575 46.9578 0.468869 3.32237 46.8222 0.350004 4.03994 42.1969 0.180653 4.30451 50.8232 21.6502 0.0702134 19.2133 0.0314241 2.37822 4.5701 19.3164 23.8159870457 23.1931394021 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008651 -1.0 -1 0.104474 0.067257 -1.0 -1.0 -1.0 -1.0 20.4490124086 17.5921777276 38.6531486511 2518.00390625 -23.5357868448 -20.005119751 -19.0607517447 129237 HarryPotter 6.30223216798 70.8606528103 -1 1 0.351658668013 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.1217_1.zlog 4 247.0 MMT -99.0 -99.0 -99.0 20.5363426909,17.5281428748 012046.10+154239.6 20.1921138763 15.7110061646 0.2429 17.897 0.025 17.864 0.02 17.696 0.022 17.377 0.023 17.345 0.028 0.414 20.621 -1.0 0.0 0.0 -9.0 0.0 0.0 16.202 0.121 15.365 0.106 14.659 0.121 0.457 -23.104 -0.209 0 1 1 0 2 1 0 0 0 0 0 0 1043 51465 51893 424 329 40 6 131 75 131076 1 0 0 0 0 1 0 17.814 0.01 17.83 0.004 17.685 0.005 17.371 0.005 17.371 0.014 587724234252550219 119568270243135488 SDSS J012046.10+154239.5 6380204484478373451 20.1918890612 15.7108380424 0.986564026889 1 3 228.282 8.4705 243.186 13.6266 18.0014 0.0402965 17.938 0.0608525 3 20.1921138763,15.7110061646 -- 1.84682818805 1245.9159312
152 1237678602387456130 20.2852690118 17.6022357532 3 GALAXY 35253360136208 1 0 0 268435456 0 19.1794 18.0412 17.5387 17.3254 17.1087 0.0739959 0.0122204 0.0122819 0.0168908 0.0483221 0.0739959 0.0122204 0.0122819 0.0168908 0.0483221 0.521506 0.383719 0.278305 0.21103 0.149623 18.6579 17.6575 17.2604 17.1144 16.9591 9.98158 9.89871 10.9136 10.8699 9.09193 1.52826 0.288358 0.580488 0.507249 1.13348 7.09102 2.00908 12.9984 0.592921 17.227 0.918761 16.9507 1.22249 15.2237 3.62855 0.380035 0.572724 0.537567 0.554433 0.611987 19.265 0.0656454 17.8655 0.0125208 17.3232 0.0128294 17.0865 0.0174902 16.9309 0.0503608 21.208 0.0820169 20.4372 0.0246184 20.1449 0.0280381 20.0515 0.0339695 19.8492 0.0780249 21.2591 0.0996155 20.3766 0.0182657 20.0318 0.0241954 19.8474 0.0336561 19.6325 0.0934219 1.0 0.459459 0.278458 0.279666 0.366924 -0.251941 -0.00568754 -0.156324 -0.0216558 -0.173142 -0.0257438 -0.140674 -0.0249612 -0.124482 -0.0393145 0.417213 3.61481 110.704 0.607075 5.07406 107.449 0.555864 6.12076 105.383 0.577281 6.33599 108.413 0.668517 4.98891 107.822 20.7201 0.0310453 17.5387 0.0122819 5.04294 11.1888 17.5217 23.4682172468 23.0305868938 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00822 -1.0 -1 0.021761 0.007784 -1.0 -1.0 -1.0 -1.0 20.4490124086 17.5921777276 38.6531486511 2518.00390625 -23.5357868448 -20.005119751 -19.0607517447 129237 HarryPotter 9.38428951305 105.514428846 -1 1 0.579303160766 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.1217_1.zlog 4 84.0 MMT -99.0 -99.0 -99.0 20.2852690118,17.6022357532 012046.10+154239.6 20.1921138763 15.7110061646 0.2429 17.897 0.025 17.864 0.02 17.696 0.022 17.377 0.023 17.345 0.028 0.414 20.621 -1.0 0.0 0.0 -9.0 0.0 0.0 16.202 0.121 15.365 0.106 14.659 0.121 0.457 -23.104 -0.209 0 1 1 0 2 1 0 0 0 0 0 0 1043 51465 51893 424 329 40 6 131 75 131076 1 0 0 0 0 1 0 17.814 0.01 17.83 0.004 17.685 0.005 17.371 0.005 17.371 0.014 587724234252550219 119568270243135488 SDSS J012046.10+154239.5 6380204484478373451 20.1918890612 15.7108380424 0.986564026889 1 3 228.282 8.4705 243.186 13.6266 18.0014 0.0402965 17.938 0.0608525 3 20.1921138763,15.7110061646 -- 1.89333392354 1277.28984953
153 1237678602387456305 20.3284666123 17.7539390491 3 GALAXY 176027389263960 0 0 0 268435456 0 20.8783 20.3294 19.8126 21.6045 20.9719 0.196505 0.0522925 0.0545213 0.472273 0.917232 0.196505 0.0522925 0.0545213 0.472273 0.917232 0.441747 0.325033 0.235741 0.178755 0.12674 20.4366 20.0044 19.5768 21.4258 20.8451 4.11348 4.82534 4.25263 1.63333 1.08374 3.94425 0.258036 0.254638 1.52617 1.01367 29.0475 24.8957 12.3212 2.8459 9.87288 3.12201 1.22935 3.63071 1.36943 5.27649 0.208951 0.741644 0.649993 0.05 0.05 19.4038 0.169706 19.9417 0.0554374 19.6916 0.0570896 22.1809 0.49077 21.5792 0.654745 22.3368 0.195846 22.3307 0.0950491 21.8199 0.095881 22.878 0.414276 22.2292 0.762285 22.338 0.243113 21.8962 0.0772601 21.3842 0.0775077 21.4871 0.176949 21.248 0.665927 1.0 0.179362 0.116482 1.0 0.0378206 -0.249118 -0.110976 -0.210569 -0.02416 -0.0942411 0.142081 0.151148 0.052522 -0.385474 -0.407533 0.360154 2.09061 86.1088 0.730185 3.45458 111.085 0.724449 2.90221 77.4793 0.181603 0.876419 21.4964 0.05 0.957772 107.282 22.1631 0.105623 19.8126 0.0545213 2.50645 6.18583 19.8871 24.1216827031 23.8778056779 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008245 -1.0 -1 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 20.4490124086 17.5921777276 38.6531486511 2518.00390625 -23.5357868448 -20.005119751 -19.0607517447 129237 HarryPotter 11.9034226813 133.838783843 -1 1 0.23330211787 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.1217_1.zlog 4 123.0 MMT -99.0 -99.0 -99.0 20.3284666123,17.7539390491 012046.10+154239.6 20.1921138763 15.7110061646 0.2429 17.897 0.025 17.864 0.02 17.696 0.022 17.377 0.023 17.345 0.028 0.414 20.621 -1.0 0.0 0.0 -9.0 0.0 0.0 16.202 0.121 15.365 0.106 14.659 0.121 0.457 -23.104 -0.209 0 1 1 0 2 1 0 0 0 0 0 0 1043 51465 51893 424 329 40 6 131 75 131076 1 0 0 0 0 1 0 17.814 0.01 17.83 0.004 17.685 0.005 17.371 0.005 17.371 0.014 587724234252550219 119568270243135488 SDSS J012046.10+154239.5 6380204484478373451 20.1918890612 15.7108380424 0.986564026889 1 3 228.282 8.4705 243.186 13.6266 18.0014 0.0402965 17.938 0.0608525 3 20.1921138763,15.7110061646 -- 2.04710123756 1381.02507919
154 1237679169841725673 20.7768903825 17.8914501798 3 GALAXY 35255507620112 1 0 0 268435456 0 18.7268 17.6239 17.3036 17.1213 17.1842 0.0812353 0.0308127 0.0165309 0.0244908 0.15902 0.0812353 0.0308127 0.0165309 0.0244908 0.15902 0.433778 0.31917 0.231489 0.175531 0.124454 18.293 17.3048 17.0721 16.9457 17.0598 2.97062 13.034 12.3946 10.8766 12.5528 -1000.0 0.415204 0.607536 0.465203 7.60632 29.6811 2.39459 20.2712 1.83363 27.8184 2.03367 26.6701 2.76461 20.693 13.1852 0.6269 0.535191 0.488858 0.450045 0.418031 18.527 0.0790981 17.6098 0.030637 17.3036 0.0165309 17.1462 0.0244712 17.2157 0.219865 21.5836 0.172137 21.2406 0.0406829 20.6645 0.0409956 20.4561 0.0552773 20.4826 0.156338 21.7713 0.209996 20.6788 0.0276571 20.314 0.0327567 20.1452 0.0442682 19.9013 0.113796 0.0 0.0 0.0 0.0 0.0 -0.155095 -0.0477329 -0.154621 0.0443423 -0.164015 0.0384647 -0.18665 0.0464484 -0.104109 0.0170964 0.652729 8.21619 95.3965 0.550006 7.7727 67.1391 0.529588 7.57387 73.2208 0.498592 7.54207 75.0994 0.531737 7.08154 69.4524 21.1371 0.0467687 17.3036 0.0165309 5.6057 11.9276 17.3355 23.6956193731 23.0740855034 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.008477 -1.0 -1 0.023525 0.016051 -1.0 -1.0 -1.0 -1.0 20.4490124086 17.5921777276 38.6531486511 2518.00390625 -23.5357868448 -20.005119751 -19.0607517447 129237 HarryPotter 25.9519878938 291.794766994 -1 1 0.382515821226 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.1217_1.zlog 4 286.0 MMT -99.0 -99.0 -99.0 20.7768903825,17.8914501798 012046.10+154239.6 20.1921138763 15.7110061646 0.2429 17.897 0.025 17.864 0.02 17.696 0.022 17.377 0.023 17.345 0.028 0.414 20.621 -1.0 0.0 0.0 -9.0 0.0 0.0 16.202 0.121 15.365 0.106 14.659 0.121 0.457 -23.104 -0.209 0 1 1 0 2 1 0 0 0 0 0 0 1043 51465 51893 424 329 40 6 131 75 131076 1 0 0 0 0 1 0 17.814 0.01 17.83 0.004 17.685 0.005 17.371 0.005 17.371 0.014 587724234252550219 119568270243135488 SDSS J012046.10+154239.5 6380204484478373451 20.1918890612 15.7108380424 0.986564026889 1 3 228.282 8.4705 243.186 13.6266 18.0014 0.0402965 17.938 0.0608525 3 20.1921138763,15.7110061646 -- 2.25115076981 1518.68193575
155 1237679996084617517 335.97997618 -3.27054858631 3 GALAXY 35253360136208 1 0 0 268435456 0 18.0722 16.7761 16.1176 15.7984 15.5278 0.0319183 0.00560385 0.00556567 0.00720208 0.0162931 0.0319183 0.00560385 0.00556567 0.00720208 0.0162931 0.38982 0.286826 0.20803 0.157743 0.111842 17.6824 16.4893 15.9096 15.6406 15.416 8.77722 9.55545 10.0355 10.0405 9.34256 0.69777 0.965088 1.02297 0.943868 0.700754 16.9633 2.38275 17.9139 0.408571 17.4071 0.383287 17.1563 0.465679 19.6993 1.10534 0.325858 0.299958 0.343914 0.349915 0.326825 18.1324 0.0318615 16.7877 0.00559458 16.1176 0.00556567 15.8009 0.00720039 15.5395 0.0162904 20.6494 0.0673888 19.5726 0.0198295 19.3233 0.0175721 19.1628 0.0224865 18.7236 0.0378534 20.4828 0.0611485 19.2907 0.0103299 18.6677 0.00930057 18.3571 0.00959109 18.0977 0.0265974 0.0 0.0 0.0 0.0 0.0 0.228284 0.146689 0.193066 0.152995 0.189136 0.153573 0.180822 0.152672 0.191898 0.141564 0.334823 6.34871 30.6269 0.31675 6.76321 31.6429 0.342891 6.7639 31.3008 0.348525 6.71773 31.8533 0.348171 6.65854 30.7537 19.4674 0.013178 16.1176 0.00556567 4.5408 10.2699 16.1368 22.2640420858 21.4178880947 16.262 0.181 14.656 9999.0 14.092 9999.0 0.00951 -1.0 -1 0.026025 0.010681 -1.0 -1.0 -1.0 -1.0 335.913164033 -3.43166554207 39.1758613586 2828.00439453 -23.8122632804 -21.0069377385 -20.1908018465 149781 OBrother 10.4626101332 119.22958804 -1 1 0.460594315315 -1.0 -1 AAT /Spectra/Final/AAT/OBrother_1_MG.mz 4 325.0 AAT -99.0 -99.0 -99.0 335.97997618,-3.27054858631 222632.66-005717.7 336.636108398 -0.954925000668 0.1681 17.89 0.024 17.867 0.024 17.636 0.015 17.266 0.018 17.21 0.024 0.278 20.689 0.0 0.0 0.0 -9.0 0.0 0.0 16.033 0.089 15.092 0.071 14.117 0.075 0.093 -22.3 -0.041 1 1 1 0 66 1 0 0 0 0 0 1 2662 52197 52140 375 12 40 1 126 140 64 0 0 0 0 0 0 1 17.883 0.009 17.885 0.004 17.637 0.004 17.166 0.004 17.146 0.011 587731185119920268 105777055911641088 2MASX J22263269-0057177 3783870448579646394 336.636234057 -0.954749181688 0.777950238452 0 3 218.661 1.7447 182.416 2.51012 18.0482 0.00866523 18.2502 0.0149438 1 336.636108398,-0.954925000668 -- 2.40665290595 1645.54355283
156 1237680192048857102 336.048161241 -3.48293869003 3 GALAXY 1301856395596120 0 0 0 268435456 0 15.1842 14.155 13.6814 13.4328 13.2987 0.0158139 0.0019919 0.00382091 0.00267506 0.0111406 0.0319244 0.00335078 0.00335315 0.00383953 0.0106237 0.339045 0.249466 0.180934 0.137196 0.097274 16.3544 14.8588 14.3283 14.127 14.0421 18.2212 42.6283 68.2942 39.5053 32.2769 2.19692 1.18145 -1000.0 0.67679 0.916118 29.0358 4.07535 29.6633 0.330295 29.6629 0.783516 29.6652 0.957751 29.655 1.56683 0.463336 0.997495 0.802911 0.937585 0.801699 16.8315 0.0302842 14.8661 0.00330046 14.47 0.00340389 14.2157 0.00390975 14.2148 0.0108544 19.8775 0.102708 19.2084 0.0779058 19.0299 0.111636 18.6517 0.0940428 18.3401 0.0375598 20.5056 0.0848216 19.3404 0.0808781 18.8364 0.0988851 18.5789 0.0864217 18.3823 0.0299696 0.65089 0.0 0.264468 0.278317 0.323613 -0.524991 0.238041 -0.0328263 0.0193736 -0.0139409 0.0189475 -0.0109689 0.0188772 -0.0547123 0.0223408 0.467096 12.6432 56.7188 0.71666 21.3439 50.4573 0.646094 17.7821 45.8293 0.670076 17.056 44.546 0.617999 14.4662 44.1117 19.6412 0.135147 14.5091 0.00335314 23.8193 47.883 14.4268 22.5614896293 22.4983876931 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00944989 -1.0 -1 0.015025 0.008092 -1.0 -1.0 -1.0 -1.0 335.913164033 -3.43166554207 39.1758613586 2828.00439453 -23.8122632804 -21.0069377385 -20.1908018465 149781 OBrother 8.64785023801 98.5490343688 149792 1 0.727741305486 -1.0 -1 NSA ned 4 1.23768019205e+18 NSA -99.0 0.0 0.0 336.048161241,-3.48293869003 222632.66-005717.7 336.636108398 -0.954925000668 0.1681 17.89 0.024 17.867 0.024 17.636 0.015 17.266 0.018 17.21 0.024 0.278 20.689 0.0 0.0 0.0 -9.0 0.0 0.0 16.033 0.089 15.092 0.071 14.117 0.075 0.093 -22.3 -0.041 1 1 1 0 66 1 0 0 0 0 0 1 2662 52197 52140 375 12 40 1 126 140 64 0 0 0 0 0 0 1 17.883 0.009 17.885 0.004 17.637 0.004 17.166 0.004 17.146 0.011 587731185119920268 105777055911641088 2MASX J22263269-0057177 3783870448579646394 336.636234057 -0.954749181688 0.777950238452 0 3 218.661 1.7447 182.416 2.51012 18.0482 0.00866523 18.2502 0.0149438 1 336.636108398,-0.954925000668 -- 2.59537292375 1774.58044377
157 1237670015120179285 34.1104789477 5.93475255387 3 GALAXY 35184640659472 1 0 0 268435456 0 17.01 16.0507 15.6743 15.4996 15.3552 0.0127842 0.00246565 0.00239833 0.00277742 0.00692893 0.0138369 0.00350019 0.00400156 0.00469871 0.0104601 0.245356 0.180531 0.130936 0.0992847 0.0703941 16.9863 16.0237 15.6875 15.5309 15.3867 6.47559 7.2157 7.5642 7.64531 7.22069 0.310243 0.297322 0.233418 0.186223 0.25878 7.0364 0.39719 7.44262 0.100852 8.29617 0.107194 9.35252 0.176081 10.2533 0.384988 0.524902 0.601367 0.678504 0.692321 0.699612 17.0922 0.0138652 16.1405 0.00355916 15.7407 0.00409185 15.5438 0.0048048 15.3823 0.0107425 19.1899 0.0266761 18.4904 0.0251706 18.5682 0.0194771 18.5007 0.0174778 18.1553 0.0278646 19.0124 0.019393 18.1299 0.00542589 17.8177 0.00850028 17.6811 0.0106438 17.5112 0.0166716 0.587894 0.232305 0.16884 0.120913 0.0974194 0.153094 0.0599823 0.137412 0.0575766 0.111485 0.0457866 0.102495 0.0450651 0.0772452 0.0524025 0.555337 3.14273 21.4823 0.619425 3.7268 21.3649 0.679565 3.79712 20.1052 0.714187 3.83795 20.7751 0.71503 3.70963 24.3014 18.5852 0.0116411 15.8184 0.00400156 3.46394 8.82661 15.7682 20.7111139522 20.4614621788 16.159 0.166 15.608 0.231 15.1 0.19 0.00535371 -1.0 0 0.021396 0.006289 -1.0 -1.0 -1.0 -1.0 33.8651429769 6.00247927427 20.6465778351 1562.00244141 -23.0490266121 -20.6432845534 -20.0866565615 131531 15.1964381518 91.2671706844 131564 1 0.379348464379 -1.0 -1 NSA ned 4 1.23767001512e+18 NSA nan 0.0 0.0 34.1104789477,5.93475255387 021225.56+010056.1 33.1065292358 1.015583992 0.5128 18.017 0.02 17.818 0.028 17.976 0.015 17.903 0.017 17.91 0.027 0.166 20.431 13.242 121.457 0.492 -9.0 0.0 0.0 16.979 0.234 0.0 0.0 15.234 0.183 0.013 -24.267 -0.217 0 1 1 0 134225418 1 0 1 1 0 0 0 3325 52522 51816 405 380 41 6 329 21 134225428 1 0 1 1 0 0 0 18.459 0.016 18.264 0.005 18.381 0.007 18.197 0.008 18.175 0.023 588015510357606421 114219915187060736 FBQS J0212+0100 6377424929820774135 33.1065078459 1.0156032818 0.103682580038 1 3 144.825 7.50543 95.3921 11.512 18.4955 0.056281 18.9541 0.131059 2 33.1065292358,1.015583992 -- 5.02014015073 1809.01133113
158 1237680066954264778 335.836305444 -3.65980264084 3 GALAXY 1161187626717272 0 0 0 268435456 0 17.0046 15.6753 15.0443 14.7221 14.4928 0.0288532 0.00282775 0.00242301 0.00291929 0.00755235 0.0210611 0.00694559 0.00353522 0.00537731 0.00903184 0.338641 0.249169 0.180718 0.137033 0.0971581 16.6639 15.4302 14.854 14.5817 14.3529 20.5503 19.5759 19.903 20.4865 18.0165 5.90852 3.45514 2.97036 2.86375 2.76436 29.6803 1.19676 29.6709 0.42911 29.6725 0.291663 29.6632 0.322614 29.6728 0.935928 0.263879 0.23622 0.300218 0.278097 0.271325 16.981 0.0210608 15.6994 0.00696893 15.0309 0.00354181 14.7121 0.00538891 14.4626 0.00902431 20.348 0.064077 19.2005 0.0278779 18.7605 0.0413223 18.5908 0.0551308 18.1514 0.0554188 20.4334 0.06486 19.1336 0.0188019 18.4798 0.0350662 18.1654 0.0443384 17.937 0.0476628 0.0 0.0 0.0113774 0.0104458 0.0 0.182208 -0.0569483 0.160366 -0.0709205 0.151844 -0.0756079 0.146496 -0.0786804 0.136992 -0.0761568 0.215093 14.7725 148.649 0.221535 13.8241 149.387 0.213481 14.4369 148.507 0.215159 14.4891 148.617 0.21784 14.068 148.191 19.2979 0.0496999 15.0347 0.00353522 9.11225 22.1235 15.0281 21.837905844 21.7978985303 16.37 0.212 14.283 9999.0 14.149 9999.0 0.0102104 -1.0 -1 0.024955 0.006209 -1.0 -1.0 -1.0 -1.0 335.913164033 -3.43166554207 39.1758613586 2828.00439453 -23.8122632804 -21.0069377385 -20.1908018465 149781 OBrother 14.4403815901 164.559160763 149774 1 0.676663312119 -1.0 -1 NSA ned 4 1.23768006695e+18 NSA -99.0 0.0 0.0 335.836305444,-3.65980264084 222632.66-005717.7 336.636108398 -0.954925000668 0.1681 17.89 0.024 17.867 0.024 17.636 0.015 17.266 0.018 17.21 0.024 0.278 20.689 0.0 0.0 0.0 -9.0 0.0 0.0 16.033 0.089 15.092 0.071 14.117 0.075 0.093 -22.3 -0.041 1 1 1 0 66 1 0 0 0 0 0 1 2662 52197 52140 375 12 40 1 126 140 64 0 0 0 0 0 0 1 17.883 0.009 17.885 0.004 17.637 0.004 17.166 0.004 17.146 0.011 587731185119920268 105777055911641088 2MASX J22263269-0057177 3783870448579646394 336.636234057 -0.954749181688 0.777950238452 0 3 218.661 1.7447 182.416 2.51012 18.0482 0.00866523 18.2502 0.0149438 1 336.636108398,-0.954925000668 -- 2.82044176461 1928.47076136
159 1237680066954330699 335.953849494 -3.70119481833 3 GALAXY 2416187539712 1 0 0 268435456 0 20.9076 19.8552 19.6137 19.5017 19.6485 0.266706 0.0402099 0.0531935 0.0743656 0.305885 0.266706 0.0402099 0.0531935 0.0743656 0.305885 0.323618 0.238115 0.172701 0.130954 0.0928478 20.584 19.6171 19.441 19.3707 19.5556 11.3114 5.72792 5.91189 6.46398 4.10081 -1000.0 0.358941 0.716817 6.31466 4.0043 21.587 32.9674 9.89484 1.74671 11.2983 3.15061 12.3245 4.39676 12.3387 17.9068 0.300153 0.495558 0.444156 0.515727 0.160027 20.6329 0.260776 19.8427 0.0401766 19.6137 0.0614257 19.3635 0.0939437 19.5577 0.328489 22.7402 0.450355 21.6825 0.0663518 21.6661 0.0894565 21.5052 0.122922 21.5431 0.434509 22.9341 0.505396 21.7079 0.0671694 21.4394 0.0835186 21.3801 0.128503 21.5995 0.51849 0.0 0.0 0.0 0.0 0.0 0.164441 -0.257937 0.265311 0.1305 0.260081 0.125287 0.178229 0.0724077 0.0458143 0.080209 0.446701 4.83752 20.6192 0.555322 3.42731 20.3386 0.502423 3.50926 18.5939 0.53693 3.91745 22.0509 0.653712 3.41157 182.405 22.2111 0.113029 19.6137 0.0614257 2.63738 4.91178 19.6958 24.3351928552 23.7971284289 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00936 -1.0 -1 0.08726 0.060236 -1.0 -1.0 -1.0 -1.0 335.913164033 -3.43166554207 39.1758613586 2828.00439453 -23.8122632804 -21.0069377385 -20.1908018465 149781 OBrother 16.3542576942 186.369083627 -1 1 0.133487786004 -1.0 -1 AAT /Spectra/Final/AAT/OBrother_1_MG.mz 4 68.0 AAT -99.0 -99.0 -99.0 335.953849494,-3.70119481833 222632.66-005717.7 336.636108398 -0.954925000668 0.1681 17.89 0.024 17.867 0.024 17.636 0.015 17.266 0.018 17.21 0.024 0.278 20.689 0.0 0.0 0.0 -9.0 0.0 0.0 16.033 0.089 15.092 0.071 14.117 0.075 0.093 -22.3 -0.041 1 1 1 0 66 1 0 0 0 0 0 1 2662 52197 52140 375 12 40 1 126 140 64 0 0 0 0 0 0 1 17.883 0.009 17.885 0.004 17.637 0.004 17.166 0.004 17.146 0.011 587731185119920268 105777055911641088 2MASX J22263269-0057177 3783870448579646394 336.636234057 -0.954749181688 0.777950238452 0 3 218.661 1.7447 182.416 2.51012 18.0482 0.00866523 18.2502 0.0149438 1 336.636108398,-0.954925000668 -- 2.82959672538 1934.73044535
160 1237667228223471668 34.4564849708 6.29468048722 3 GALAXY 35255541174616 0 0 0 268435456 0 15.9043 15.4342 15.3632 15.0431 -99.0 0.0503136 0.0143256 0.0343602 0.139791 0.0875026 0.154576 0.0338745 0.0601029 0.215043 1.10988 0.333093 0.245087 0.177757 0.134788 0.0955664 21.2894 20.5442 20.7151 21.7277 22.8531 1.47284 3.07161 1.65845 1.59846 2.97041 1.3414 0.160255 0.108122 0.382837 -1000.0 0.380657 0.929018 2.27832 0.385527 0.738574 0.333412 0.655921 2.092 0.283904 70.0553 0.0999995 0.699636 0.713542 0.05 0.229759 21.7672 0.392808 20.2781 0.0388224 20.8928 0.0920885 21.983 0.450744 22.99 4.15853 21.9654 0.170399 21.4341 0.0466062 21.4402 0.0791677 22.4143 0.223826 23.1191 0.683259 21.6331 0.141289 21.1902 0.0424327 21.1542 0.0693863 21.7453 0.201541 22.0091 4.68785 0.0 0.22388 0.0 0.876136 0.0 0.0625673 -0.065178 -0.0211262 0.0176206 0.0142408 -0.00128577 0.139752 0.0723178 0.690597 3.04668 0.296689 0.523009 145.3 0.746344 1.41153 96.5558 0.779925 0.69977 142.691 0.05 0.591346 19.6805 0.673114 0.31652 44.3738 21.8465 0.0878419 20.8928 0.0920885 0.934878 1.49912 21.0499 22.1130530087 22.8991184069 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00519694 -1.0 0 -9999.0 -9999.0 -1.0 -1.0 -1.0 -1.0 33.8651429769 6.00247927427 20.6465778351 1562.00244141 -23.0490266121 -20.6432845534 -20.0866565615 131531 39.3852190337 236.536387284 131609 1 0.435620214674 -1.0 -1 NSA ned 4 1.23766722822e+18 NSA nan 0.0 0.0 34.4564849708,6.29468048722 021225.56+010056.1 33.1065292358 1.015583992 0.5128 18.017 0.02 17.818 0.028 17.976 0.015 17.903 0.017 17.91 0.027 0.166 20.431 13.242 121.457 0.492 -9.0 0.0 0.0 16.979 0.234 0.0 0.0 15.234 0.183 0.013 -24.267 -0.217 0 1 1 0 134225418 1 0 1 1 0 0 0 3325 52522 51816 405 380 41 6 329 21 134225428 1 0 1 1 0 0 0 18.459 0.016 18.264 0.005 18.381 0.007 18.197 0.008 18.175 0.023 588015510357606421 114219915187060736 FBQS J0212+0100 6377424929820774135 33.1065078459 1.0156032818 0.103682580038 1 3 144.825 7.50543 95.3921 11.512 18.4955 0.056281 18.9541 0.131059 2 33.1065292358,1.015583992 -- 5.44816790961 1963.25146041
161 1237678776862572690 348.776907636 4.373197012 3 GALAXY 35287719870552 0 0 0 268435456 0 17.4923 16.41 15.7936 15.5333 15.3104 0.0165465 0.00372222 0.00344489 0.00377388 0.00878984 0.0165465 0.00372222 0.00344489 0.00377388 0.00878984 0.344205 0.253263 0.183687 0.139284 0.0987544 17.1481 16.1567 15.61 15.394 15.2116 7.62093 8.3958 8.64694 8.96763 8.06784 0.453697 0.299889 0.233456 0.224426 0.256739 8.64291 0.655824 9.17482 0.154656 9.47676 0.151941 10.3585 0.148844 12.3224 0.477552 0.641116 0.600725 0.635376 0.633174 0.575303 17.4534 0.0168635 16.3584 0.00378929 15.7422 0.00349726 15.4608 0.00384048 15.3094 0.00895384 19.1839 0.0395789 18.2793 0.0184401 17.7089 0.0185088 17.5538 0.0242889 17.4182 0.0234522 19.6395 0.0302976 18.5769 0.00647879 18.007 0.00562229 17.778 0.00627079 17.5437 0.0156731 0.209068 0.150357 0.107163 0.10302 0.0534356 0.0462194 0.0952906 0.120548 0.0926142 0.111436 0.0719139 0.118829 0.0712098 0.134764 0.0651188 0.673148 3.68838 37.9826 0.589448 4.36894 18.3407 0.629836 4.40322 16.1759 0.630388 4.46986 16.9562 0.624288 4.23508 15.9658 18.8015 0.00799872 15.7936 0.00344489 3.95892 9.4873 15.7704 21.0079422762 20.7537062149 15.851 0.147 15.35 0.193 14.787 0.126 0.008904 -1.0 -1 0.014681 0.005572 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 11.1703733676 120.286871484 -1 1 0.0725685128346 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.0918_1.zlog 4 216.0 MMT -99.0 -99.0 -99.0 348.776907636,4.373197012 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 3.76041565163 2429.62029265
162 1237678777399509170 348.874199097 4.61326147472 3 GALAXY 1231558551928920 0 0 0 268435456 0 22.3159 20.6245 20.0919 19.8157 19.8534 0.392078 0.0384179 0.0380788 0.0441104 0.174327 0.392078 0.0384179 0.0380788 0.0441104 0.174327 0.36957 0.271926 0.197224 0.149549 0.106032 21.9463 20.3526 19.8947 19.6662 19.7474 1.95797 1.99565 2.01321 2.02483 1.8149 1.93142 0.0813015 0.0957039 0.105237 0.358533 0.265189 3.5427 0.642317 0.204892 0.724754 0.169696 0.811098 0.297318 0.760209 2.14911 0.05 0.321801 0.349964 0.468359 0.908478 22.444 0.88795 20.6447 0.0383888 20.0919 0.0380788 19.7884 0.0452603 19.8116 0.384388 22.4742 0.436096 20.9267 0.0832394 20.4237 0.0811642 20.2096 0.0797042 20.2421 0.224996 21.8964 0.212424 20.8685 0.064047 20.33 0.0632852 20.0446 0.0613541 19.8139 0.142679 1.0 0.0 0.0 0.0 0.0 -0.120885 -0.0855743 0.0668041 0.0570649 0.0603744 0.0741286 0.035677 0.045153 0.138897 0.00216901 0.0852328 0.472005 37.6751 0.449965 0.837724 21.6701 0.457291 0.91242 27.6023 0.580493 0.900982 23.6142 0.999772 0.720122 80.1315 21.1625 0.0908233 20.0919 0.0380788 1.14993 1.76627 20.2737 21.8883004344 22.5725191946 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.009029 -1.0 -1 0.106661 0.049037 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 12.3885313301 133.404410383 -1 1 0.0891206695302 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.0918_1.zlog 3 170.0 MMT -99.0 -99.0 -99.0 348.874199097,4.61326147472 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 3.91750514236 2531.11647015
163 1237679005021831220 348.643816258 4.4984434911 3 GALAXY 1319448581640280 0 0 0 268435456 0 14.9188 13.6412 12.8953 12.5241 12.1801 0.00476049 0.00295811 0.000863827 0.000930394 0.00172733 0.0054975 0.0019702 0.00182255 0.00191394 0.00257564 0.344736 0.253653 0.18397 0.139499 0.0989067 14.8636 13.5048 12.8427 12.5616 12.2852 35.0806 27.2206 23.2385 22.2793 19.3009 5.37453 5.47105 4.30377 3.96652 3.35778 29.6665 0.617914 29.6715 0.261643 29.6646 0.224178 27.3174 0.185757 29.6678 0.322667 0.595111 0.375292 0.334003 0.345779 0.370325 14.7795 0.0052118 13.6833 0.00198517 12.9924 0.00184687 12.6973 0.00194331 12.3075 0.00263684 19.5776 0.0429697 17.6713 0.0180023 17.0731 0.0179714 16.642 0.0237852 16.1863 0.0156312 18.9869 0.0198945 17.3697 0.00960246 16.5174 0.0086738 16.0701 0.0079633 15.6936 0.0044605 0.0 0.17564 0.236378 0.311414 0.365622 -0.316013 -0.00719184 -0.296181 -0.00113476 -0.308108 0.00301164 -0.303949 0.00799961 -0.314698 0.0101114 0.349922 20.9716 83.2536 0.346333 15.2835 82.083 0.337947 14.1287 82.7048 0.375765 12.322 82.4284 0.366885 11.5815 82.3569 17.3001 0.0115104 13.0266 0.00182255 10.6895 32.8522 13.0068 20.0354927608 20.0571096307 12.848 9999.0 12.16 9999.0 12.006 0.067 0.00891952 -1.0 -1 0.021633 0.006931 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 3.16759868502 34.1099746591 150882 1 0.704963341199 -1.0 -1 NSA ned 4 1.23767900502e+18 NSA -99.0 0.0 0.0 348.643816258,4.4984434911 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 3.93737498172 2543.95445653
164 1237679005021831801 348.621488524 4.50717078054 3 GALAXY 35289867358552 0 0 0 268435456 0 19.9698 18.5939 17.9776 17.7286 17.4885 0.166413 0.019834 0.0218395 0.0239921 0.0786458 0.166413 0.019834 0.0218395 0.0239921 0.0786458 0.345486 0.254205 0.184371 0.139803 0.0991219 19.6243 18.3397 17.7932 17.5888 17.3893 68.3019 9.07348 10.4586 11.0168 5.06478 -1000.0 0.497547 0.493644 1.03798 0.967123 29.6673 9.31377 13.5299 1.14155 17.9032 1.68961 22.0151 2.24066 11.9877 4.87695 0.9903 0.75642 0.869218 0.790518 0.874089 18.4108 0.172325 18.728 0.0196997 17.9066 0.0226242 17.5693 0.0250645 17.6446 0.078065 22.7518 0.334796 21.4391 0.0456551 21.3247 0.0527458 21.0484 0.0632179 20.5713 0.163905 22.6672 0.327745 21.2269 0.0376755 20.716 0.040171 20.5246 0.0531354 20.1893 0.160003 1.0 0.0 0.0666485 0.0700974 0.0 0.188191 -0.0476519 0.0543417 0.0126822 0.0638354 -0.013357 0.0663568 0.00347911 0.0662435 0.00582315 0.527912 26.9183 84.6977 0.785269 4.77767 4.31259 0.827666 5.44512 169.454 0.827023 5.79082 9.79324 0.843173 4.55842 160.296 21.5147 0.0561009 17.9776 0.0218395 5.24948 12.4292 17.9513 23.6531062516 23.5473234357 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00862 -1.0 -1 0.053637 0.028585 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 4.01240864597 43.2072238746 -1 1 0.273166321675 -1.0 -1 AAT /Spectra/Final/AAT/Catch22_2016_1_MG.mz 3 152.0 AAT -99.0 -99.0 -99.0 348.621488524,4.50717078054 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 3.95681122337 2556.51229361
165 1237678777399443498 348.696648891 4.63995487019 3 GALAXY 1319489383829520 1 0 0 268435456 0 16.2589 15.4118 15.1461 15.151 15.0711 0.0133954 0.00337096 0.00372528 0.00503585 0.016996 0.0133954 0.00337096 0.00372528 0.00503585 0.016996 0.351228 0.258431 0.187435 0.142127 0.10077 15.9077 15.1534 14.9587 15.0089 14.9703 7.85677 14.8216 16.9723 17.4592 16.198 0.416085 0.592362 0.532695 0.583627 1.59642 6.14038 0.393122 12.945 0.147697 16.5576 0.230838 21.2875 0.428442 19.2748 1.18488 0.560836 0.633022 0.652968 0.666818 0.642156 16.9274 0.0125958 15.7663 0.00344334 15.3667 0.00384934 15.3186 0.00525219 15.3894 0.0176961 18.5668 0.029266 18.1765 0.0167651 18.0176 0.0157614 18.2427 0.0372806 18.2684 0.0444522 18.9126 0.0201894 18.3965 0.00815896 18.2763 0.0112054 18.4189 0.0330912 18.2789 0.0329746 1.0 0.597977 0.542913 0.330933 0.278819 0.141098 0.0580611 0.153493 0.0330052 0.137907 0.0216559 0.138105 0.00822253 0.117644 0.00515801 0.609136 3.06036 18.444 0.642587 5.92036 2.27256 0.66175 6.76683 -0.102134 0.688367 7.1676 177.606 0.712223 6.22386 0.764634 19.0283 0.0151085 15.7049 0.0037812 7.17402 20.2725 15.5139 21.8522300022 21.7881904536 15.78 9999.0 16.041 0.226 14.706 9999.0 0.009556 -1.0 -1 0.003487 0.006943 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 6.40647768608 68.9874942164 -1 1 0.71936968144 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.0918_1.zlog 4 130.0 MMT -99.0 -99.0 -99.0 348.696648891,4.63995487019 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 4.02946154374 2603.4519697
166 1237679005558702536 348.554591739 4.91500326962 3 GALAXY 281709320863744 1 0 0 268435456 281474976710656 21.8086 21.1719 20.8844 21.2739 21.8306 0.298188 0.0626813 0.0784184 0.171063 1.14879 0.298188 0.0626813 0.0784184 0.171063 1.14879 0.366988 0.270026 0.195845 0.148504 0.105291 21.4416 20.9019 20.6886 21.1254 21.7253 0.0919122 3.73425 2.50511 2.60216 0.296803 0.0355574 0.512303 0.200675 2.44569 0.573581 4.10667 7.80763 5.11608 1.79423 4.10601 1.98431 3.44767 3.13092 9.89341 22.9986 0.05 0.386332 0.286519 0.349938 0.05 21.7812 0.261212 20.8884 0.0862551 20.8844 0.0784184 21.229 0.169298 20.5753 0.538098 22.6219 0.314224 22.2987 0.0842459 22.1766 0.107121 22.5841 0.216634 22.3292 0.686211 22.4601 0.295083 22.1081 0.0816971 21.8215 0.106536 22.1516 0.224618 22.1408 0.794124 0.0 0.134992 0.0 0.0 0.0514384 0.221975 0.180526 0.144255 -0.208483 0.140232 -0.171469 0.27856 -0.126487 1.75578 52.5333 0.158749 1.76448 3.19697 0.431437 2.24219 156.353 0.400215 1.76425 156.326 0.449628 1.75905 173.702 0.05 3.41105 50.522 22.5329 0.135876 20.8844 0.0784184 1.29802 1.95693 21.1057 24.1126576875 23.6675736433 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.009368 -1.0 -1 0.13515 0.050588 -1.0 -1.0 -1.0 -1.0 348.682907878 4.53406240861 37.0190429688 2689.00415039 -24.4949413542 -21.6315595338 -20.9125886355 150887 Catch22 24.1099389716 259.623413126 -1 1 0.193589248151 -1.0 -1 MMT /Spectra/Final/MMT/spHect-2015.0918_1.zlog 4 109.0 MMT -99.0 -99.0 -99.0 348.554591739,4.91500326962 232307.25+011121.0 350.780212402 1.18917703629 0.3397 18.577 0.024 18.634 0.022 18.502 0.014 18.544 0.014 17.942 0.023 0.231 20.547 0.0 0.0 0.0 -1.405 2.856 13.35 16.756 0.135 16.151 0.194 15.02 0.104 0.119 -22.659 -0.215 0 1 1 0 7683 1 1 0 1 0 0 0 2662 52197 51818 383 365 40 6 221 27 7172 1 0 0 1 0 0 0 18.232 0.013 18.35 0.006 18.278 0.007 18.36 0.012 17.725 0.022 587731187810500635 108027474226446336 SDSS J232307.25+011121.0 3784187107928442943 350.780079733 1.18926274149 0.568515013353 0 3 133.35 2.06898 116.892 3.4359 18.5851 0.0168497 18.7334 0.0319215 2 350.780212402,1.18917703629 -- 4.33812963589 2802.88371605
167 1237680247351738669 1.12965796353 20.7180183961 3 GALAXY 105658611535960 0 0 0 268435456 0 17.5632 16.4608 15.9975 15.7393 15.657 0.0412783 0.00547028 0.00656296 0.00860994 0.0351991 0.0431704 0.00711403 0.0105469 0.0129099 0.131918 0.291243 0.214294 0.155424 0.117853 0.0835594 17.4739 16.3808 15.9873 15.7793 16.0461 15.7785 14.8293 15.556 15.6612 12.1987 1.82601 0.372295 0.369288 0.348499 1.23351 29.668 4.93175 26.6387 0.741525 27.8989 1.16109 28.4774 1.55642 12.61 4.44381 0.638797 0.734467 0.749932 0.82903 0.999939 17.7607 0.0452003 16.6378 0.00710746 16.1427 0.0105469 15.8765 0.0128994 16.1082 0.250937 20.9916 0.107003 20.2425 0.0314592 20.142 0.0332169 19.921 0.0373265 20.0403 0.115912 21.0924 0.115334 20.0974 0.0194383 19.7152 0.0216976 19.4938 0.0270292 19.3678 0.0703282 0.100603 0.0 0.0 0.0 0.0 -0.00725502 0.0463211 0.0388382 0.043929 0.0372028 0.0321255 0.0266001 0.0306533 0.0602558 0.0246352 0.619776 8.31397 46.3336 0.742923 8.2181 31.0952 0.776387 8.42521 29.4789 0.828272 8.39453 33.4666 0.857024 6.59053 34.7797 20.56 0.0312705 16.1427 0.0105469 8.93859 24.1088 16.1584 22.7493287993 22.4453826532 9999.0 9999.0 9999.0 9999.0 9999.0 9999.0 0.00725503 -1.0 -1 0.020302 0.012613 -1.0 -1.0 -1.0 -1.0 0.995575122267 20.7524099889 32.4740524292 2309.00366211 -24.1402868602 -20.7677388042 -19.9616489036 126115 Bandamanna 7.81860449917 73.8569680866 126134 1 0.560976423013 -1.0 -1 NSA ned 4 1.23768024735e+18 NSA -99.0 0.0 0.0 1.12965796353,20.7180183961 235651.40+151848.0 359.214172363 15.3133506775 0.1992 18.276 0.019 18.109 0.013 17.938 0.012 17.678 0.02 17.839 0.029 0.217 20.533 -1.0 0.0 0.0 -0.677 8.691 11.4 16.776 0.195 16.097 0.193 15.004 0.159 0.58 -22.258 -0.214 0 1 1 1 1056259 1 1 0 1 1 0 0 1739 51814 52235 750 398 40 4 297 107 1055747 1 1 0 1 1 0 0 18.318 0.019 18.113 0.016 17.986 0.018 17.688 0.029 17.849 0.02 587727222486925419 211330581819031552 SDSS J235651.40+151848.0 6376052700654603856 359.214143293 15.313493022 0.522286923712 1 3 92.6704 4.18053 118.602 10.2281 18.9802 0.0489915 18.7177 0.0936558 2 359.214172363,15.3133506775 -- 5.70309473051 3232.39510591

Now try IDing good sets of targets



In [441]:









    Out[441]:





array([ 493.52849792,  438.67629018,  438.67629018,  515.16534465,
        482.95703864,  405.76636181,  572.05784228,  434.82958451,
        422.72223549,  524.0700145 ,  596.10498871,  714.46449194,
        467.36252177,  541.2004211 ,  438.67629018,  507.21886057,
        698.54883449,  591.83765869,  604.27138428,  443.1879663 ,
        422.72223549,  584.64690217,  434.82958451])



In [ ]:



In [446]:

    
# this first step combined the above two X-matches so that the matched_qso table contains info 
# about the nearby satellites
qso_selection = matched_qsos.copy()

sat_seps = []
for i, row in enumerate(qso_selection):
    seps = row['skycoord'].separation(sat_matches['skycoord_sat'])
    
    dfactor = np.array(row['qso_to_host_phys']/row['qso_to_host'])*u.kpc/u.deg
    seps = seps.to(u.deg)*dfactor
    sat_seps.append(seps[seps<600*u.kpc])
    
qso_selection['sat_seps'] = sat_seps
qso_selection









    Out[446]:




<Table masked=True length=23>

SDSSNAME RA DEC Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ hsla_match_idx qso_to_host qso_to_host_phys SAGA_name SAGA_NSAID skycoord sat_seps
deg kpc deg,deg 
str18 float64 float64 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 int16 int32 int32 int16 int16 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 str21 str21 str25 int64 float64 float64 float64 int32 int32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int64 float64 float64 str8 int64 object object
114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 -- 0.347496949473 171.499647504 140301 176.994140625,27.2498130798 [ 133.10677639  151.66467086  444.89091284  295.21809608] kpc
095820.94+322402.2 149.587265015 32.4006233215 0.5306 16.38 0.028 16.057 0.015 16.021 0.012 15.865 0.011 15.855 0.014 0.076 20.21 8.698 999.99 0.095 -9.0 0.0 0.0 14.945 0.039 14.443 0.05 13.76 0.042 0.032 -26.351 0.049 0 1 1 1 2097162 1 0 1 0 1 0 0 4518 53082 53433 1949 472 40 4 146 81 2097162 1 0 1 0 1 0 0 16.37 0.028 16.046 0.015 16.01 0.012 15.85 0.011 15.853 0.014 587739158191145041 548824224576307200 FBQS J095820.9+322402 6378410037478426750 149.587385979 32.400351098 1.04670804902 1 3 939.271 14.7886 508.15 16.6669 16.4656 0.0170988 17.1379 0.03562 1 -- 0.0307295902541 13.4803426516 MobyDick 85746 149.587265015,32.4006233215 [ 145.00287263] kpc
095914.84+320357.2 149.81187439 32.0659103394 0.5639 17.196 0.012 16.882 0.021 16.992 0.013 16.931 0.016 17.033 0.018 0.076 20.225 0.0 0.0 0.0 -9.0 0.0 0.0 16.094 0.087 15.274 0.105 14.637 0.08 0.206 -25.433 -0.144 0 1 1 1 2 1 0 0 0 0 0 0 4518 53082 53433 1949 191 40 3 147 47 2 1 0 0 0 0 0 0 17.181 0.012 16.872 0.021 16.99 0.013 16.927 0.016 17.031 0.018 587739157654339631 548824223397707776 SDSS J095914.85+320357.2 6378410046068361930 149.811827774 32.0657063845 0.747883430811 1 3 575.656 15.8399 354.64 23.0186 16.9972 0.0298827 17.5284 0.070489 1 35 0.358166544482 157.119171001 MobyDick 85746 149.81187439,32.0659103394 [ 290.74296232] kpc
120233.08+022559.7 180.637863159 2.43326592445 0.273 17.299 0.061 17.322 0.016 17.27 0.023 17.339 0.026 16.899 0.023 0.142 20.272 0.0 0.0 0.0 -1.398 3.014 11.88 15.954 0.087 15.153 0.084 13.982 0.061 0.106 -23.308 -0.313 0 1 1 0 7171 1 1 0 1 0 0 0 1458 51668 52017 516 112 40 3 373 20 7173 1 1 0 1 0 0 0 17.29 0.011 17.295 0.018 17.261 0.012 17.264 0.017 16.853 0.036 587726015069224980 145464499766296576 SDSS J120233.08+022559.7 6379113808672066821 180.637932663 2.43328680621 0.261046830243 1 3 307.78 9.42953 315.524 18.6649 17.677 0.0332721 17.6553 0.0642425 2 -- 0.458053924796 235.973508037 Sopranos 13927 180.637863159,2.43326592445 [ 244.82636091] kpc
092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 682 0.335214067901 161.893993543 135879 141.426376343,34.6857299805 [  35.35214288  114.05850752  161.93444021  197.69332063  244.53971609] kpc
120226.75-012915.2 180.611495972 -1.48757696152 0.1504 17.588 0.023 17.381 0.034 17.131 0.045 16.837 0.021 16.7 0.03 0.134 20.346 13.761 71.962 0.762 -0.852 5.182 7.57 15.064 0.062 13.984 0.05 12.77 0.039 0.184 -22.413 -0.034 1 1 1 0 7746 1 0 0 1 0 0 1 1231 51606 52368 331 532 40 6 76 11 134217792 0 0 0 1 0 0 1 17.62 0.02 17.486 0.013 17.272 0.015 16.917 0.008 16.76 0.026 587725041702797323 93393138369953792 2MASX J12022678-0129155 6382596987420676162 180.61206954 -1.48723051495 2.41168743792 1 3 355.608 13.2427 268.107 21.9689 17.5202 0.0404421 17.8321 0.0889877 2 -- 0.643192480808 260.98587288 Alice 140594 180.611495972,-1.48757696152 [ 149.57888814  373.23208757] kpc
084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 145 0.239307579086 136.897777333 135440 130.496398926,14.1117200851 [ 127.10715891  143.44332627  190.79733941] kpc
142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 43 0.123890578902 53.8712889489 165082 217.419769287,3.35718798637 [  39.65397155  112.42504934  178.70260641  239.37880857  184.74376743
  226.5557427   229.77506827  283.76778564] kpc
105115.75+280527.1 162.815643311 28.0908641815 0.4223 17.368 0.026 17.101 0.024 17.245 0.023 17.157 0.032 16.897 0.025 0.104 20.34 0.0 0.0 0.0 -1.066 4.176 10.07 16.753 0.115 15.761 0.1 14.778 0.08 0.145 -24.518 -0.235 0 1 1 1 1055747 1 1 0 1 1 0 0 5071 53354 53826 2359 275 40 3 317 45 1055747 1 1 0 1 1 0 0 17.357 0.026 17.101 0.024 17.238 0.023 17.152 0.032 16.883 0.025 587741532782395437 664230652123545600 6387874663635095409 162.816142657 28.0908430315 1.58771374829 1 3 291.021 11.2513 190.279 16.8013 17.7378 0.0419862 18.2044 0.0958917 2 -- 0.115782869784 48.9439935469 138201 162.815643311,28.0908641815 [  15.57126936   36.0398746    43.09914157  102.25394442  118.37553024
  166.64980262  203.98715127  217.56307888] kpc
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
143125.29+573427.6 217.855407715 57.5743408203 0.709 18.553 0.022 18.297 0.03 18.397 0.016 18.506 0.014 18.464 0.042 0.052 20.134 0.0 0.0 0.0 -9.0 0.0 0.0 17.041 0.328 0.0 0.0 15.25 0.24 0.076 -24.405 -0.192 0 1 1 1 1048578 1 0 0 0 1 0 0 2304 52047 52441 790 182 41 2 310 78 1048578 1 0 0 0 1 0 0 18.545 0.017 18.334 0.012 18.427 0.016 18.507 0.011 18.436 0.038 588011123047268430 222590464744751104 SDSS J143125.29+573427.6 6374469445786537230 217.855376194 57.5737578722 2.09949524155 1 3 162.431 12.7257 123.622 11.7618 18.3709 0.0850829 18.6727 0.103326 1 -- 0.358493891492 194.017045039 165153 217.855407715,57.5743408203 [ 236.50743741  595.75366945  565.30013948] kpc
095623.21+323621.6 149.096725464 32.6060180664 0.5263 17.715 0.045 17.464 0.016 17.57 0.016 17.419 0.021 17.552 0.021 0.066 20.196 0.0 0.0 0.0 -9.0 0.0 0.0 16.173 0.08 15.369 0.096 14.6 0.077 0.113 -24.773 -0.084 0 1 1 1 3 1 1 0 0 0 0 0 4518 53082 53433 1949 437 40 5 144 66 3 1 1 0 0 0 0 0 17.681 0.045 17.458 0.016 17.57 0.016 17.427 0.021 17.587 0.021 587739158727884866 548824224429506560 TON 1129 6378410037478427727 149.096971244 32.6059683236 0.766567851766 1 3 220.224 7.45666 123.447 7.46959 18.0404 0.0367714 18.6742 0.0657124 1 -- 0.47694003667 209.222285927 MobyDick 85746 149.096725464,32.6060180664 [ 223.73773276] kpc
135353.31+470715.4 208.472167969 47.120967865 1.1122 17.104 0.019 16.999 0.025 16.855 0.02 16.926 0.018 16.981 0.02 0.08 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 16.254 0.094 15.769 0.13 15.143 0.126 0.148 -27.086 -0.135 0 1 1 1 1048578 1 0 0 0 1 0 0 3650 52671 52723 1285 233 40 3 114 58 1048578 1 0 0 0 1 0 0 17.052 0.028 17.016 0.023 16.849 0.03 16.92 0.02 16.875 0.018 587735429620564026 361921789611212800 SDSS J135353.31+470715.5 6374575002124028837 208.472492876 47.120932178 0.806205578316 1 3 342.69 11.3464 121.431 10.572 17.5603 0.0359574 18.6921 0.0945485 2 -- 0.421588630077 213.837704576 144121 208.472167969,47.120967865 [] kpc
125407.23+081204.5 193.530136108 8.20126724243 1.1058 17.96 0.023 17.779 0.037 17.519 0.025 17.439 0.02 17.347 0.022 0.142 20.281 0.0 0.0 0.0 -9.0 0.0 0.0 16.356 0.161 16.109 0.238 15.582 0.237 0.654 -26.585 0.109 0 1 1 1 2 1 0 0 0 0 0 0 3842 52730 54270 1792 405 41 5 83 67 2 1 0 0 0 0 0 0 17.936 0.023 17.78 0.037 17.52 0.025 17.438 0.02 17.341 0.022 588017730302705731 504636247839342592 6378761963877434314 193.530121732 8.20165625749 1.40139071591 1 3 207.892 7.08423 118.863 11.5595 18.103 0.0370071 18.7153 0.105615 1 -- 0.266663368602 186.277385338 162580 193.530136108,8.20126724243 [ 110.84987926  165.83750537  212.87023795  268.61354016  299.35332894] kpc
135447.85+420641.4 208.699386597 42.1115226746 0.2319 18.249 0.02 18.219 0.038 18.131 0.016 17.87 0.013 17.83 0.023 0.029 20.072 0.0 0.0 0.0 -1.168 5.464 14.49 16.45 0.125 15.685 0.104 15.091 0.114 0.155 -22.346 -0.191 1 1 1 1 7234 1 0 0 1 0 0 1 3818 52724 52822 1346 278 41 3 285 27 7234 1 0 0 1 0 0 1 18.218 0.025 18.236 0.036 18.122 0.017 17.861 0.012 17.783 0.024 588017626162987035 379092188581068800 2MASX J13544784+4206416 6374750881034797700 208.699173857 42.1118316584 1.24903726151 1 3 124.879 7.87488 112.761 11.0748 18.6564 0.0684834 18.7725 0.106661 2 -- 0.500907921487 296.456171474 144151 208.699386597,42.1115226746 [ 317.17579474] kpc
135626.83+284737.6 209.111801147 28.7937984467 0.6943 18.424 0.022 18.116 0.016 18.078 0.02 18.037 0.017 18.075 0.03 0.069 20.093 0.0 0.0 0.0 -9.0 0.0 0.0 17.298 0.248 16.088 0.223 15.472 0.171 0.047 -24.83 0.092 0 1 1 1 1048578 1 0 0 0 1 0 0 4649 53148 53854 2116 50 40 6 166 71 1048578 1 0 0 0 1 0 0 18.416 0.022 18.091 0.016 18.058 0.02 18.023 0.017 18.072 0.03 587739721906913351 595832352098222080 6379289692951544285 209.111826747 28.7938969152 0.363570576631 1 3 157.805 11.1489 106.938 17.2833 18.4023 0.0767258 18.8301 0.175519 1 -- 0.385469316695 232.928077598 94217 209.111801147,28.7937984467 [ 211.87761     274.23400923] kpc
144646.37-003143.7 221.693222046 -0.52883297205 0.6976 18.208 0.016 17.812 0.015 17.889 0.02 17.94 0.019 17.865 0.02 0.218 20.563 0.0 0.0 0.0 -9.0 0.0 0.0 16.824 0.16 16.117 0.16 15.022 0.147 0.197 -24.999 -0.17 0 1 1 0 1048578 1 0 0 0 1 0 0 756 51259 51662 308 181 44 2 707 133 1048580 1 0 0 0 1 0 0 18.157 0.011 17.814 0.004 17.895 0.005 17.947 0.006 17.847 0.016 588848899394044037 86916180186497024 LBQS 1444-0019 2934273415616402722 221.69354922 -0.528603313859 1.43899343697 0 3 216.037 2.56223 98.1816 3.13414 18.0613 0.0128801 18.9228 0.0346672 2 -- 0.339474053865 150.450815544 Dune 165536 221.693222046,-0.52883297205 [ 233.79483904] kpc
105247.46+282310.2 163.197784424 28.3861732483 0.796 18.633 0.021 18.375 0.023 18.438 0.021 18.45 0.023 18.444 0.041 0.089 20.328 0.0 0.0 0.0 -9.0 0.0 0.0 17.331 0.27 16.821 0.276 16.002 0.252 0.015 -24.757 -0.034 0 1 1 1 1048578 1 0 0 0 1 0 0 5061 53352 53797 2358 639 40 4 322 85 1048578 1 0 0 0 1 0 0 18.62 0.021 18.378 0.023 18.435 0.021 18.45 0.023 18.442 0.041 587741490369921109 663949054119510016 6387874662561350889 163.198022269 28.3861740286 0.753294832304 1 3 150.141 6.15543 95.603 9.85172 18.4563 0.0445234 18.9517 0.11191 1 -- 0.53014005215 224.101987968 138201 163.197784424,28.3861732483 [ 173.83588008  217.47953687  229.60069319  267.98880509  262.28506078
  192.19687594  386.67912852  326.59938061] kpc
145151.53+591400.0 222.964736938 59.2333564758 0.2971 18.449 0.017 18.545 0.02 18.382 0.024 18.449 0.034 17.919 0.03 0.043 20.121 0.0 0.0 0.0 -9.0 0.0 0.0 16.312 0.115 15.983 0.166 14.913 0.106 0.238 -22.358 -0.11 1 1 1 0 66 1 0 0 0 0 0 1 1345 51639 52081 608 65 41 3 485 5 4 1 0 0 0 0 0 0 18.466 0.018 18.544 0.025 18.377 0.037 18.429 0.05 17.886 0.026 588007004721971205 171360472304451584 2MASX J14515156+5914001 6374469437196600924 222.964435159 59.2333505353 0.556155293226 1 3 121.152 6.88266 92.9094 8.57245 18.6893 0.0616957 18.9827 0.100202 2 -- 0.265287775489 155.099676124 165707 222.964736938,59.2333564758 [ 163.98967451] kpc
143145.99+030143.8 217.941635132 3.02884888649 0.3407 18.934 0.032 19.018 0.018 18.82 0.018 18.822 0.017 18.149 0.03 0.154 20.403 0.0 0.0 0.0 -9.0 0.0 0.0 17.039 0.227 16.182 0.169 15.317 0.192 1.032 -22.357 -0.082 0 1 1 0 1048579 1 1 0 0 1 0 0 1462 51669 51999 535 523 40 6 618 23 1048581 1 1 0 0 1 0 0 18.892 0.031 19.002 0.013 18.823 0.016 18.803 0.021 18.118 0.029 587726033875763223 150812448738246656 SDSS J143145.99+030143.8 2428251776234823109 217.941755127 3.02881021389 0.453289258038 0 3 108.942 1.85855 91.4842 2.55953 18.8046 0.0185272 18.9995 0.0303839 2 658 0.561408738779 244.117128625 165082 217.941635132,3.02884888649 [ 251.8353271   297.88089041  112.50412402  153.23143802  374.36933884
  349.76317029  471.8493056   298.91023295] kpc



In [447]:

    
qso_selection['sample_top10'] = False
qso_selection['sample_allmulti'] = False
qso_selection['sample_allsaga'] = False
qso_selection['sample_multisaga'] = False
qso_selection['sample_custom'] = False



In [448]:

    
qso_selection['sample_top10'][:10] = True



In [449]:

    
# these are the hosts with multiple qsos - select all of their qsos first
multi_hosts_nsaids = tab_hosts['NSAID'][tab_hosts['n_qso_fuv_lt_19']>1]
print(multi_hosts_nsaids)
qso_selection['sample_allmulti'][np.in1d(qso_selection['SAGA_NSAID'], multi_hosts_nsaids)] = True

np.sum(qso_selection['sample_allmulti'])









    



NSAID 
------
 85746
138201
165082






    Out[449]:





7



In [450]:

    
#now also add in any that have named SAGA targets as a separate scheme
qso_selection['sample_multisaga'] = qso_selection['sample_allmulti']
qso_selection['sample_multisaga'][qso_selection['SAGA_name']!=''] = True

np.sum(qso_selection['sample_multisaga'])









    Out[450]:





10



In [451]:

    
#what about *only* already-SAGAed?
qso_selection['sample_allsaga'][qso_selection['SAGA_name']!=''] = True

np.sum(qso_selection['sample_allsaga'])









    Out[451]:





6



In [452]:

    
qso_selection['sample_custom'] = np.in1d(qso_selection['SAGA_NSAID'], [85746, 13927,140594, 140301, 142722, 
                                                                       135879, 144953, 135440, 165082])
qso_selection['sample_custom'][qso_selection['FUV_MAG']>18.7] = False



In [453]:

    
# now select the remaining brightest to get up to the sample size
def select_brightest_up_to(samplecol, n=10):
    n_to_add = n - np.sum(samplecol)
    for i in range(len(qso_selection)):
        if n_to_add<=0:
            break
        if not samplecol[i]:
            samplecol[i] = True
            n_to_add -= 1
    else:
        print('Failed to get up to sample size of ', n)
        

select_brightest_up_to(qso_selection['sample_top10'])
select_brightest_up_to(qso_selection['sample_allmulti'])
select_brightest_up_to(qso_selection['sample_multisaga'])
    
(np.sum(qso_selection['sample_top10']), 
 np.sum(qso_selection['sample_allmulti']), 
 np.sum(qso_selection['sample_allsaga']), 
 np.sum(qso_selection['sample_multisaga']),
 np.sum(qso_selection['sample_custom'])
 )









    Out[453]:





(10, 10, 6, 10, 11)



In [454]:

    
in_hsla = ~qso_selection['hsla_match_idx'].mask
for sampcolnm in qso_selection.colnames:
    if sampcolnm.startswith('sample_'):
        propcolnm = 'to_propose_' + sampcolnm[len('sample_'):]
        qso_selection[propcolnm] = qso_selection[sampcolnm]
        qso_selection[propcolnm][in_hsla] = False



In [455]:

    
sampleprop = [nm for nm in qso_selection.colnames if nm.startswith('to_propose') or nm.startswith('sample')]
cols= ['FUV_MAG', 'hsla_match_idx', 'SAGA_name', 'SAGA_NSAID', 'qso_to_host_phys']
qso_selection[tuple(sampleprop+cols)].show_in_notebook()









    Out[455]:




<Table masked=True length=23>

idx sample_top10 sample_allmulti sample_allsaga sample_multisaga sample_custom to_propose_top10 to_propose_allmulti to_propose_allsaga to_propose_multisaga to_propose_custom FUV_MAG hsla_match_idx SAGA_name SAGA_NSAID qso_to_host_phys
kpc
0 True True False False True True True False False True 16.8736 -- 140301 171.499647504
1 True True True True True True True True True True 17.1379 -- MobyDick 85746 13.4803426516
2 True True True True True False False False False False 17.5284 35 MobyDick 85746 157.119171001
3 True True True True True True True True True True 17.6553 -- Sopranos 13927 235.973508037
4 True True False False True False False False False False 17.7883 682 135879 161.893993543
5 True False True True True True False True True True 17.8321 -- Alice 140594 260.98587288
6 True False False False True False False False False False 18.0095 145 135440 136.897777333
7 True True False True True False False False False False 18.2006 43 165082 53.8712889489
8 True True False True False True True False True False 18.2044 -- 138201 48.9439935469
9 True False False False True True False False False True 18.317 -- 142722 249.842139545
10 False False False False True False False False False True 18.3858 -- 144953 268.169740606
11 False False False False False False False False False False 18.5373 -- 162547 258.415523757
12 False False False False False False False False False False 18.5923 -- 158541 106.862163726
13 False False False False False False False False False False 18.6727 -- 165153 194.017045039
14 False True True True True False True True True True 18.6742 -- MobyDick 85746 209.222285927
15 False False False False False False False False False False 18.6921 -- 144121 213.837704576
16 False False False False False False False False False False 18.7153 -- 162580 186.277385338
17 False False False False False False False False False False 18.7725 -- 144151 296.456171474
18 False False False False False False False False False False 18.8301 -- 94217 232.928077598
19 False False True True False False False True True False 18.9228 -- Dune 165536 150.450815544
20 False True False True False False True False True False 18.9517 -- 138201 224.101987968
21 False False False False False False False False False False 18.9827 -- 165707 155.099676124
22 False True False True False False False False False False 18.9995 658 165082 244.117128625



In [456]:

    
# THIS IS THE OLD MODEL
magrng_to_orbit = {(None, 16.5): 2, (16.5,17): 3,  (17, 17.5): 4,  (17.5,18): 5, (18,18.5): 7, (18.5,19): 9}
def compute_orbits(tab, sample, magnm='FUV_MAG'):
    mags = tab[magnm]
    if isinstance(sample, basestring):
        samplecol = tab[sample]
    else:
        samplecol = sample
        
    orbits = []
    for mag in mags[samplecol]:
        for (l, u), orb in magrng_to_orbit.items():
            if (l is None or mag>l) and (u is None or mag<u):
                orbits.append(orb)
                break
        else:
            orbits.append(0)
    return np.sum(orbits), orbits

Computed from the COS ETC, assuming the FOS QSO, z=0.4, FUV AB mags, G130M@1310:



In [489]:

    
# maps from mag to time to reach that mag
sn10time = {16.5: 1464*u.second,
            17: 2328.7391*u.second,
            17.5: 3709.2739*u.second,
            18: 5925.2003*u.second,
            18.5: 9507.3546*u.second,
            19: 15360.8893*u.second}

#G140L@1550
sn10time_G140L = {16.5: 259.1097*u.second,
            17: 411.0389*u.second,
            17.5: 652.4014*u.second,
            18: 1036.3696*u.second,
            18.5: 1648.5210*u.second,
            19: 2605.4127*u.second}

OBS_TIME_PER_ORBIT = 45*u.min

def compute_orbits(tab, sample, magnm='FUV_MAG', time_to_sn=sn10time, time_per_orbit=OBS_TIME_PER_ORBIT, intify=True):
    mags = tab[magnm]
    if isinstance(sample, basestring):
        samplecol = tab[sample]
    else:
        samplecol = sample
        
    mag_to_interp = time_to_sn.keys()
    orb_for_interp = (u.Quantity(time_to_sn.values())/time_per_orbit).decompose().value
    
    orbitfracs = [np.interp(mag, mag_to_interp, orb_for_interp) for mag in mags[samplecol]]
    
    if intify:
        orbits = np.ceil(orbitfracs).astype(int)
    else:
        orbits = orbitfracs
        
    return np.sum(orbits), orbits



In [467]:

    
qso_selection[qso_selection['to_propose_custom']]









    Out[467]:




<Table masked=True length=7>

SDSSNAME RA DEC Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ hsla_match_idx qso_to_host qso_to_host_phys SAGA_name SAGA_NSAID skycoord sat_seps sample_top10 sample_allmulti sample_allsaga sample_multisaga sample_custom to_propose_top10 to_propose_allmulti to_propose_allsaga to_propose_multisaga to_propose_custom
deg kpc deg,deg 
str18 float64 float64 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 int16 int32 int32 int16 int16 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 str21 str21 str25 int64 float64 float64 float64 int32 int32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int64 float64 float64 str8 int64 object object bool bool bool bool bool bool bool bool bool bool
114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 -- 0.347496949473 171.499647504 140301 176.994140625,27.2498130798 [ 133.10677639  151.66467086  444.89091284  295.21809608] kpc True True False False True True True False False True
095820.94+322402.2 149.587265015 32.4006233215 0.5306 16.38 0.028 16.057 0.015 16.021 0.012 15.865 0.011 15.855 0.014 0.076 20.21 8.698 999.99 0.095 -9.0 0.0 0.0 14.945 0.039 14.443 0.05 13.76 0.042 0.032 -26.351 0.049 0 1 1 1 2097162 1 0 1 0 1 0 0 4518 53082 53433 1949 472 40 4 146 81 2097162 1 0 1 0 1 0 0 16.37 0.028 16.046 0.015 16.01 0.012 15.85 0.011 15.853 0.014 587739158191145041 548824224576307200 FBQS J095820.9+322402 6378410037478426750 149.587385979 32.400351098 1.04670804902 1 3 939.271 14.7886 508.15 16.6669 16.4656 0.0170988 17.1379 0.03562 1 -- 0.0307295902541 13.4803426516 MobyDick 85746 149.587265015,32.4006233215 [ 145.00287263] kpc True True True True True True True True True True
120233.08+022559.7 180.637863159 2.43326592445 0.273 17.299 0.061 17.322 0.016 17.27 0.023 17.339 0.026 16.899 0.023 0.142 20.272 0.0 0.0 0.0 -1.398 3.014 11.88 15.954 0.087 15.153 0.084 13.982 0.061 0.106 -23.308 -0.313 0 1 1 0 7171 1 1 0 1 0 0 0 1458 51668 52017 516 112 40 3 373 20 7173 1 1 0 1 0 0 0 17.29 0.011 17.295 0.018 17.261 0.012 17.264 0.017 16.853 0.036 587726015069224980 145464499766296576 SDSS J120233.08+022559.7 6379113808672066821 180.637932663 2.43328680621 0.261046830243 1 3 307.78 9.42953 315.524 18.6649 17.677 0.0332721 17.6553 0.0642425 2 -- 0.458053924796 235.973508037 Sopranos 13927 180.637863159,2.43326592445 [ 244.82636091] kpc True True True True True True True True True True
120226.75-012915.2 180.611495972 -1.48757696152 0.1504 17.588 0.023 17.381 0.034 17.131 0.045 16.837 0.021 16.7 0.03 0.134 20.346 13.761 71.962 0.762 -0.852 5.182 7.57 15.064 0.062 13.984 0.05 12.77 0.039 0.184 -22.413 -0.034 1 1 1 0 7746 1 0 0 1 0 0 1 1231 51606 52368 331 532 40 6 76 11 134217792 0 0 0 1 0 0 1 17.62 0.02 17.486 0.013 17.272 0.015 16.917 0.008 16.76 0.026 587725041702797323 93393138369953792 2MASX J12022678-0129155 6382596987420676162 180.61206954 -1.48723051495 2.41168743792 1 3 355.608 13.2427 268.107 21.9689 17.5202 0.0404421 17.8321 0.0889877 2 -- 0.643192480808 260.98587288 Alice 140594 180.611495972,-1.48757696152 [ 149.57888814  373.23208757] kpc True False True True True True False True True True
130036.21+134705.6 195.150909424 13.7849092484 0.1423 17.421 0.024 17.355 0.018 17.175 0.019 16.712 0.027 16.744 0.022 0.16 20.34 0.0 0.0 0.0 -0.844 5.481 19.2 15.351 0.057 14.55 0.061 13.526 0.038 0.091 -22.422 0.065 1 1 1 1 7234 1 0 0 1 0 0 1 4381 53032 53498 1771 100 40 1 161 16 7234 1 0 0 1 0 0 1 17.416 0.024 17.352 0.018 17.17 0.019 16.708 0.027 16.751 0.022 587738568170995728 498721956334403584 2MASX J13003624+1347055 6378761946697567223 195.15137165 13.7850050353 1.65246551665 1 3 196.988 9.55889 171.541 13.4899 18.1615 0.0526985 18.317 0.0854025 1 -- 0.476734277165 249.842139545 142722 195.150909424,13.7849092484 [  64.20714538  500.28490409] kpc True False False False True True False False False True
142314.18+505537.2 215.80909729 50.9270248413 0.2758 17.816 0.025 17.958 0.016 17.672 0.021 17.733 0.021 17.222 0.028 0.065 20.19 11.22 830.915 0.344 -0.427 15.605 7.4 16.028 0.101 15.135 0.117 14.129 0.093 0.264 -22.907 -0.058 1 1 1 1 5698 1 0 0 1 0 0 1 3177 52402 52725 1045 72 40 4 71 41 5634 1 0 0 1 0 0 0 17.778 0.016 17.945 0.011 17.617 0.02 17.681 0.015 17.048 0.024 587733398635085865 294367803115307008 SBS 1421+511 6374610218708371829 215.809220022 50.9271961968 0.676829941068 1 3 119.022 7.34116 161.003 12.0118 18.7085 0.0669835 18.3858 0.0810219 1 -- 0.449869982107 268.169740606 144953 215.80909729,50.9270248413 [ 347.27502461  354.51777716  477.70518005] kpc False False False False True False False False False True
095623.21+323621.6 149.096725464 32.6060180664 0.5263 17.715 0.045 17.464 0.016 17.57 0.016 17.419 0.021 17.552 0.021 0.066 20.196 0.0 0.0 0.0 -9.0 0.0 0.0 16.173 0.08 15.369 0.096 14.6 0.077 0.113 -24.773 -0.084 0 1 1 1 3 1 1 0 0 0 0 0 4518 53082 53433 1949 437 40 5 144 66 3 1 1 0 0 0 0 0 17.681 0.045 17.458 0.016 17.57 0.016 17.427 0.021 17.587 0.021 587739158727884866 548824224429506560 TON 1129 6378410037478427727 149.096971244 32.6059683236 0.766567851766 1 3 220.224 7.45666 123.447 7.46959 18.0404 0.0367714 18.6742 0.0657124 1 -- 0.47694003667 209.222285927 MobyDick 85746 149.096725464,32.6060180664 [ 223.73773276] kpc False True True True True False True True True True



In [458]:

    
for colnm in qso_selection.colnames:
    if colnm.startswith('to_propose'):
        print(colnm, compute_orbits(qso_selection, colnm))









    



to_propose_top10 (15, array([1, 2, 2, 3, 3, 4]))
to_propose_allmulti (19, array([1, 2, 2, 3, 5, 6]))
to_propose_allsaga (18, array([2, 2, 3, 5, 6]))
to_propose_multisaga (27, array([2, 2, 3, 3, 5, 6, 6]))
to_propose_custom (21, array([1, 2, 2, 3, 4, 4, 5]))



In [459]:

    
# alternative to custom that also gets the one at 18.9
custom2 = qso_selection['to_propose_custom'].copy()
custom2[qso_selection['SDSSNAME']=='143145.99+030143.8'] = True
compute_orbits(qso_selection, custom2)









    Out[459]:





(27, array([1, 2, 2, 3, 4, 4, 5, 6]))



In [460]:

    
list(np.unique(qso_selection[qso_selection['sample_custom']]['SAGA_NSAID']))









    Out[460]:





[13927, 85746, 135440, 135879, 140301, 140594, 142722, 144953, 165082]

Scope out more complex orbit scenarios



In [514]:

    
g130m_time = np.array(compute_orbits(qso_selection, 'to_propose_custom', intify=False)[1])
g140l_time = np.array(compute_orbits(qso_selection, 'to_propose_custom', time_to_sn=sn10time_G140L, intify=False)[1])

g130m_to_g140l_time = 164*u.second



In [542]:

    
new_targets = qso_selection['to_propose_custom']
archival_targets = (qso_selection['hsla_match_idx'].filled()<99999) & qso_selection['sample_custom']

orb_tab = qso_selection['SDSSNAME', 'FUV_MAG', 'SAGA_name', 'SAGA_NSAID', 'hsla_match_idx'][new_targets|archival_targets]
archival_subset = qso_selection['hsla_match_idx'][new_targets|archival_targets].filled()<99999

orb_tab['G130M_orbits'] = np.zeros(len(orb_tab))
orb_tab['G140L_orbits'] = np.zeros(len(orb_tab))
orb_tab['combined_orbits'] = np.zeros(len(orb_tab))

orb_tab['G130M_orbits'][~archival_subset] = g130m_time
orb_tab['G140L_orbits'][~archival_subset] = g140l_time
orb_tab['combined_orbits'][~archival_subset] = g130m_time + g140l_time + g130m_to_g140l_time/OBS_TIME_PER_ORBIT

aorbits = np.array(compute_orbits(qso_selection[archival_targets], None,
                                  time_to_sn=sn10time_G140L, intify=False)[1])
orb_tab['G140L_orbits'][archival_subset] = orb_tab['combined_orbits'][archival_subset] = aorbits

print('Total orbits', np.sum(np.ceil(orb_tab['combined_orbits'])))

orb_tab









    



Total orbits 28.0






    Out[542]:




<Table masked=True length=11>

SDSSNAME FUV_MAG SAGA_name SAGA_NSAID hsla_match_idx G130M_orbits G140L_orbits combined_orbits
str18 float32 str8 int64 int64 float64 float64 float64
114758.59+271459.3 16.8736 140301 -- 0.852877816645 0.150382307168 1.06400086455
095820.94+322402.2 17.1379 MobyDick 85746 -- 1.07270274579 0.188887774179 1.32233126071
095914.84+320357.2 17.5284 MobyDick 85746 35 0.0 0.252117153876 0.252117153876
120233.08+022559.7 17.6553 Sopranos 13927 -- 1.70733522901 0.298931153072 2.06700712283
092542.32+344108.6 17.7883 135879 682 0.0 0.347988497519 0.347988497519
120226.75-012915.2 17.8321 Alice 140594 -- 2.0870221376 0.364161975318 2.51192485366
084159.13+140642.1 18.0095 135440 145 0.0 0.429601791773 0.429601791773
142940.74+032125.8 18.2006 165082 43 0.0 0.500104616092 0.500104616092
130036.21+134705.6 18.317 142722 -- 3.12820286407 0.543038500575 3.73198210539
142314.18+505537.2 18.3858 144953 -- 3.27602431339 0.568434463583 3.90519951772
095623.21+323621.6 18.6742 MobyDick 85746 -- 4.55063865695 0.775635391217 5.38701478891



In [543]:

    
qso_selection[archival_targets]









    Out[543]:




<Table masked=True length=4>

SDSSNAME RA DEC Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ hsla_match_idx qso_to_host qso_to_host_phys SAGA_name SAGA_NSAID skycoord sat_seps sample_top10 sample_allmulti sample_allsaga sample_multisaga sample_custom to_propose_top10 to_propose_allmulti to_propose_allsaga to_propose_multisaga to_propose_custom
deg kpc deg,deg 
str18 float64 float64 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 int16 int32 int32 int16 int16 int16 int16 int16 int16 str12 int16 int16 int16 int16 int16 int16 int16 float32 float32 float32 float32 float32 float32 float32 float32 float32 float32 str21 str21 str25 int64 float64 float64 float64 int32 int32 float32 float32 float32 float32 float32 float32 float32 float32 int16 int64 float64 float64 str8 int64 object object bool bool bool bool bool bool bool bool bool bool
095914.84+320357.2 149.81187439 32.0659103394 0.5639 17.196 0.012 16.882 0.021 16.992 0.013 16.931 0.016 17.033 0.018 0.076 20.225 0.0 0.0 0.0 -9.0 0.0 0.0 16.094 0.087 15.274 0.105 14.637 0.08 0.206 -25.433 -0.144 0 1 1 1 2 1 0 0 0 0 0 0 4518 53082 53433 1949 191 40 3 147 47 2 1 0 0 0 0 0 0 17.181 0.012 16.872 0.021 16.99 0.013 16.927 0.016 17.031 0.018 587739157654339631 548824223397707776 SDSS J095914.85+320357.2 6378410046068361930 149.811827774 32.0657063845 0.747883430811 1 3 575.656 15.8399 354.64 23.0186 16.9972 0.0298827 17.5284 0.070489 1 35 0.358166544482 157.119171001 MobyDick 85746 149.81187439,32.0659103394 [ 290.74296232] kpc True True True True True False False False False False
092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 682 0.335214067901 161.893993543 135879 141.426376343,34.6857299805 [  35.35214288  114.05850752  161.93444021  197.69332063  244.53971609] kpc True True False False True False False False False False
084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 145 0.239307579086 136.897777333 135440 130.496398926,14.1117200851 [ 127.10715891  143.44332627  190.79733941] kpc True False False False True False False False False False
142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 43 0.123890578902 53.8712889489 165082 217.419769287,3.35718798637 [  39.65397155  112.42504934  178.70260641  239.37880857  184.74376743
  226.5557427   229.77506827  283.76778564] kpc True True False True True False False False False False



In [461]:

    
towrite = qso_selection['OBJECT_NAME','RA', 'DEC', 'Z', 'FUV_MAG', 'hsla_match_idx', 'qso_to_host_phys', 'SAGA_name', 'SAGA_NSAID', 'sat_seps']
towrite['in_proposal'] = qso_selection['sample_custom']

msk = towrite['hsla_match_idx'].mask.copy()
towrite['hsla_match_idx'] = towrite['hsla_match_idx'].copy()
towrite['hsla_match_idx'].mask = False
towrite['hsla_match_idx'][msk] = -towrite['hsla_match_idx'][msk]
towrite.write('SAGACOS_QSOs.ecsv', format='ascii.ecsv')
towrite









    Out[461]:




<Table masked=True length=23>

OBJECT_NAME RA DEC Z FUV_MAG hsla_match_idx qso_to_host_phys SAGA_name SAGA_NSAID sat_seps in_proposal
kpc 
str25 float64 float64 float32 float32 int64 float64 str8 int64 object bool
SDSS J114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.8736 -510 171.499647504 140301 [ 133.10677639  151.66467086  444.89091284  295.21809608] kpc True
FBQS J095820.9+322402 149.587265015 32.4006233215 0.5306 17.1379 -35 13.4803426516 MobyDick 85746 [ 145.00287263] kpc True
SDSS J095914.85+320357.2 149.81187439 32.0659103394 0.5639 17.5284 35 157.119171001 MobyDick 85746 [ 290.74296232] kpc True
SDSS J120233.08+022559.7 180.637863159 2.43326592445 0.273 17.6553 -270 235.973508037 Sopranos 13927 [ 244.82636091] kpc True
SDSS J092542.32+344108.6 141.426376343 34.6857299805 1.0667 17.7883 682 161.893993543 135879 [  35.35214288  114.05850752  161.93444021  197.69332063  244.53971609] kpc True
2MASX J12022678-0129155 180.611495972 -1.48757696152 0.1504 17.8321 -511 260.98587288 Alice 140594 [ 149.57888814  373.23208757] kpc True
130.496398926 14.1117200851 1.2514 18.0095 145 136.897777333 135440 [ 127.10715891  143.44332627  190.79733941] kpc True
SDSS J142940.73+032125.8 217.419769287 3.35718798637 0.2531 18.2006 43 53.8712889489 165082 [  39.65397155  112.42504934  178.70260641  239.37880857  184.74376743
  226.5557427   229.77506827  283.76778564] kpc True
162.815643311 28.0908641815 0.4223 18.2044 -673 48.9439935469 138201 [  15.57126936   36.0398746    43.09914157  102.25394442  118.37553024
  166.64980262  203.98715127  217.56307888] kpc False
... ... ... ... ... ... ... ... ... ... ...
SDSS J143125.29+573427.6 217.855407715 57.5743408203 0.709 18.6727 -257 194.017045039 165153 [ 236.50743741  595.75366945  565.30013948] kpc False
TON 1129 149.096725464 32.6060180664 0.5263 18.6742 -35 209.222285927 MobyDick 85746 [ 223.73773276] kpc True
SDSS J135353.31+470715.5 208.472167969 47.120967865 1.1122 18.6921 -28 213.837704576 144121 [] kpc False
193.530136108 8.20126724243 1.1058 18.7153 -544 186.277385338 162580 [ 110.84987926  165.83750537  212.87023795  268.61354016  299.35332894] kpc False
2MASX J13544784+4206416 208.699386597 42.1115226746 0.2319 18.7725 -194 296.456171474 144151 [ 317.17579474] kpc False
209.111801147 28.7937984467 0.6943 18.8301 -196 232.928077598 94217 [ 211.87761     274.23400923] kpc False
LBQS 1444-0019 221.693222046 -0.52883297205 0.6976 18.9228 -238 150.450815544 Dune 165536 [ 233.79483904] kpc False
163.197784424 28.3861732483 0.796 18.9517 -673 224.101987968 138201 [ 173.83588008  217.47953687  229.60069319  267.98880509  262.28506078
  192.19687594  386.67912852  326.59938061] kpc False
2MASX J14515156+5914001 222.964736938 59.2333564758 0.2971 18.9827 -257 155.099676124 165707 [ 163.98967451] kpc False
SDSS J143145.99+030143.8 217.941635132 3.02884888649 0.3407 18.9995 658 244.117128625 165082 [ 251.8353271   297.88089041  112.50412402  153.23143802  374.36933884
  349.76317029  471.8493056   298.91023295] kpc False



In [463]:

    
test = table.Table.read('SAGACOS_QSOs.ecsv', format='ascii.ecsv')

Check the spectra that are already observed w/COS



In [90]:

    
#check that those that are in hsla are actually useful
hsla_to_check_tab = hsla_qso_tab[qso_selection['hsla_match_idx'][~qso_selection['hsla_match_idx'].mask]]
hsla_to_check_tab['SAGA_NSAID'] = qso_selection[~qso_selection['hsla_match_idx'].mask]['SAGA_NSAID']

baseurl = 'https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/{0}/{0}_quicklook.html'
for name in hsla_to_check_tab['Target Name']:
    url = baseurl.format(name)
    print(url)
    
old_proposal_names = ['2MASS-J09591486+3203573', '2MASS-J14294076+0321257', 'J084159.13+140642.1']
hsla_to_check_tab['new_in_25'] = ~np.in1d(hsla_to_check_tab['Target Name'], from_old_proposal)
    
hsla_to_check_tab.show_in_notebook()









    



https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J09591486+3203573/2MASS-J09591486+3203573_quicklook.html
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/VV2006-J092542.3+344108/VV2006-J092542.3+344108_quicklook.html
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J084159.13+140642.1/J084159.13+140642.1_quicklook.html
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J14294076+0321257/2MASS-J14294076+0321257_quicklook.html
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J143145.98+030143.8/J143145.98+030143.8_quicklook.html






    Out[90]:




<Table masked=True length=5>

idx Number Target Name RA DEC Nexp Target Description AltName AltClass Redshift MAST Median S/N FUV M FUV L Download skycoord SAGA_NSAID new_in_25
deg,deg 
0 36 2MASS-J09591486+3203573 149.812 32.0659 2 GALAXY;QSO SDSS J095914.84+320357.2 QSO 0.564 MAST 6.22692 -- . . . ALL 149.812,32.0659 85746 False
1 683 VV2006-J092542.3+344108 141.426 34.6857 8 GALAXY;QSO;QUASAR SDSS J092542.32+344108.6 QSO 1.067 MAST 7.61168 -- . . . ALL 141.426,34.6857 135879 True
2 146 J084159.13+140642.1 130.496 14.1117 4 GALAXY;QSO SDSS J084159.13+140642.1 QSO 1.255 MAST 10.7392 -- . . . ALL 130.496,14.1117 135440 False
3 44 2MASS-J14294076+0321257 217.42 3.35718 4 GALAXY;QSO SDSS J142940.73+032125.8 QSO 0.253 MAST 5.2532 -- . . . ALL 217.42,3.35718 165082 False
4 659 J143145.98+030143.8 217.942 3.02886 9 GALAXY;QSO SDSS J143145.99+030143.8 QSO 0.340 MAST 1.73017 -- . . . ALL 217.942,3.02886 165082 True



In [93]:

    
quicklook_baseurl = 'https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/{0}/{0}_quicklook.html'
data_baseurl = 'https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/{0}/{0}_coadd_G130M_final_all.fits.gz'
data160_baseurl = 'https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/{0}/{0}_coadd_G160M_final_all.fits.gz'


spec_tables = []
spec_tables160 = []
for row in hsla_to_check_tab:
    print(quicklook_baseurl.format(row['Target Name']))
    
    try:
        spec_tables.append(table.Table.read(data_baseurl.format(row['Target Name'])))
    except:
        print('G130M not found for', row['Target Name'])
        spec_tables.append(None)
        
    try:
        spec_tables160.append(table.Table.read(data160_baseurl.format(row['Target Name'])))
    except:
        print('G160M not found for', row['Target Name'])
        spec_tables160.append(None)









    



https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J09591486+3203573/2MASS-J09591486+3203573_quicklook.html
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J09591486+3203573/2MASS-J09591486+3203573_coadd_G130M_final_all.fits.gz [Done]
G160M not found for 2MASS-J09591486+3203573
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/VV2006-J092542.3+344108/VV2006-J092542.3+344108_quicklook.html
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/VV2006-J092542.3+344108/VV2006-J092542.3+344108_coadd_G130M_final_all.fits.gz [Done]
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/VV2006-J092542.3+344108/VV2006-J092542.3+344108_coadd_G160M_final_all.fits.gz [Done]
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J084159.13+140642.1/J084159.13+140642.1_quicklook.html
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J084159.13+140642.1/J084159.13+140642.1_coadd_G130M_final_all.fits.gz [Done]
G160M not found for J084159.13+140642.1
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J14294076+0321257/2MASS-J14294076+0321257_quicklook.html
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/2MASS-J14294076+0321257/2MASS-J14294076+0321257_coadd_G130M_final_all.fits.gz [Done]
G160M not found for 2MASS-J14294076+0321257
https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J143145.98+030143.8/J143145.98+030143.8_quicklook.html
Downloading https://archive.stsci.edu/missions/hst/spectral_legacy/datapile/J143145.98+030143.8/J143145.98+030143.8_coadd_G130M_final_all.fits.gz [Done]
G160M not found for J143145.98+030143.8



In [108]:

    
lines130 = ['SiIII_1206', 'LyA_1216', 'NV_1242', 'SiII_1260', 'CII_1334', 'SiIV_1396']
lines160 = ['CIV_1549']

smoothing = None #convolution.Box1DKernel(2.5)
smoothing1 = convolution.Gaussian1DKernel(10)

for row, spec_table130, spec_table160 in zip(hsla_to_check_tab, spec_tables, spec_tables160):
    for spec_table  in (spec_table130, spec_table160 ):
        if spec_table is None:
            continue
            
        is160 = np.mean(spec_table['WAVE'])>1500
        lines = lines160 if is160 else lines130
            
        hostrow = tab_hosts[tab_hosts['NSAID']==row['SAGA_NSAID']][0]
        zhost = (hostrow['vhelio']*u.km/u.s/cnst.c).decompose()

        impact_p = hostrow['skycoord'].separation(row['skycoord']).radian*hostrow['distance']*1000*u.kpc

        sats = tab_sats[tab_sats['HOST_NSAID']==hostrow['NSAID']]
        zsats = sats['SPEC_Z']

        wl = spec_table['WAVE']
        if smoothing is None:
            fx = spec_table['FLUX']
        else:
            fx = convolution.convolve(spec_table['FLUX'], smoothing)

        plt.figure()

        ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)
        if smoothing1 is None:
            fx1 = spec_table['FLUX']
        else:
            fx1 = convolution.convolve(spec_table['FLUX'], smoothing1)

        ax1.plot(wl, fx1)
        msg = '{0[Target Name]}{4}, Host: NSA {1[NSAID]}, 1-zhost={2:.2}, d={3:.1f}, {5}'
        ax1.set_title(msg.format(row, hostrow, zhost, impact_p, 
                                 ' (New in C25)' if row['new_in_25'] else '',
                                 'G160M' if is160 else 'G130M'))
        if is160:
            ax1.set_xlim(1400, 1800)
        else:
            ax1.set_xlim(1050, 1470)
        ax1.set_ylim(0, np.median(fx1)*2)

        for i, line in enumerate(lines):
            linenm, linewl = line.split('_')
            linewl = float(linewl)

            plt.subplot(3, 3, i+4)
            plt.plot(wl, fx)
            plt.title(line)

            zhostwl = (1+zhost)*linewl
            wlrng = (zhostwl-2, zhostwl+2)
            plt.xlim(*wlrng)

            ax1.axvline(zhostwl, color='k')
            plt.axvline(zhostwl, color='k', label='Host')

            satlab = 'Sats'
            for zsat in zsats:
                plt.axvline((1+zsat)*linewl, c='g', label=satlab)
                satlab=None


            plt.axvline(zhostwl*(1+zhost+200*u.km/u.s/cnst.c)/(1+zhost), color='r', label='Host +/-200 km/s')
            plt.axvline(zhostwl*(1+zhost-200*u.km/u.s/cnst.c)/(1+zhost), color='r')
            plt.ylim(0, np.median(fx[(wlrng[0]<wl)&(wl<wlrng[1])])*3)


        handles, labels = plt.gca().get_legend_handles_labels()
        ax1.legend(handles, labels, loc='center left')

Proposal plots



In [544]:

    
hostcolor = '#C23B22'
satcolor = '#779ECB'

Bullseye plot



In [545]:

    
# first collect all the data

sample = qso_selection['sample_custom']
#sample = slice(None)

host_dists = []
sat_dists = []
host_pas = []
host_grpnums = []

sat_pas = []
sat_dzs = []
sat_grpnums = []

hosttonum = {'nothing':0}
for qso in qso_selection[sample]:
    
    host = tab_hosts[tab_hosts['NSAID']==qso['SAGA_NSAID']]
    sats = tab_sats[tab_sats['HOST_NSAID']==qso['SAGA_NSAID']]
    dist = host['distance'][0]*u.Mpc
    
    if host['NSAID'][0] in hosttonum:
        hostnum = hosttonum[host['NSAID'][0]]
    else:
        hostnum = np.max(hosttonum.values())+1
        hosttonum[host['NSAID'][0]] = hostnum
    
    host_dists.append(qso['skycoord'].separation(host[0]['skycoord']).radian*dist)
    host_pas.append(qso['skycoord'].position_angle(host[0]['skycoord']))
    host_grpnums.append(hostnum)
    
    sat_dists.extend(qso['skycoord'].separation(sats['skycoord']).radian*dist)
    sat_pas.extend(qso['skycoord'].position_angle(sats['skycoord']))
    hostz = (host['vhelio']/cnst.c.to(u.km/u.s).value)
    sat_dzs.extend(sats['SPEC_Z']-hostz)
    sat_grpnums.extend([hostnum]*len(sats))
    
    print(len(sats), qso['SAGA_name'], qso['SAGA_NSAID'])
del hosttonum['nothing']
    
for nm in 'host_dists,sat_dists,host_pas,sat_pas'.split(','):
    globals()[nm] = u.Quantity(globals()[nm])









    



4  140301
1 MobyDick 85746
1 MobyDick 85746
1 Sopranos 13927
5  135879
2 Alice 140594
3  135440
8  165082
2  142722
3  144953
1 MobyDick 85746



In [546]:

    
qso_selection[sample].show_in_notebook()









    Out[546]:




<Table masked=True length=11>

idx SDSSNAME RA DEC Z PSFMAG_U PSFMAGERR_U PSFMAG_G PSFMAGERR_G PSFMAG_R PSFMAGERR_R PSFMAG_I PSFMAGERR_I PSFMAG_Z PSFMAGERR_Z A_U LOGNHI FIRSTMAG FIRST_SN FIRST_SEP LG_RASS_RATE RASS_SN RASS_SEP TWOMASSMAG_J TWOMASSMAGERR_J TWOMASSMAG_H TWOMASSMAGERR_H TWOMASSMAG_K TWOMASSMAGERR_K TWOMASS_SEP M_I DELTA_G_I MORPHOLOGY SCIENCEPRIMARY MODE UNIFORM BESTPRIMTARGET TS_B_QSO TS_B_HIZ TS_B_FIRST TS_B_ROSAT TS_B_SERENDIP TS_B_STAR TS_B_GAL RUN_BEST MJD_BEST MJD_SPEC PLATE FIBERID RERUN_BEST CAMCOL_BEST FIELD_BEST OBJ_BEST TARGPRIMTARGET TS_T_QSO TS_T_HIZ TS_T_FIRST TS_T_ROSAT TS_T_SERENDIP TS_T_STAR TS_T_GAL T_PSFMAG_U T_PSFMAGERR_U T_PSFMAG_G T_PSFMAGERR_G T_PSFMAG_R T_PSFMAGERR_R T_PSFMAG_I T_PSFMAGERR_I T_PSFMAG_Z T_PSFMAGERR_Z BESTOBJID SPECOBJID OBJECT_NAME GALEX_OBJID GALEX_RA GALEX_DEC GALEX_SEP GALEX_TYPE GALEX_BAND NUV_FLUX NUV_FLUXERR FUV_FLUX FUV_FLUXERR NUV_MAG NUV_MAGERR FUV_MAG FUV_MAGERR GALEX_NOBJ hsla_match_idx qso_to_host qso_to_host_phys SAGA_name SAGA_NSAID skycoord sat_seps sample_top10 sample_allmulti sample_allsaga sample_multisaga sample_custom to_propose_top10 to_propose_allmulti to_propose_allsaga to_propose_multisaga to_propose_custom
deg kpc deg,deg 
0 114758.59+271459.3 176.994140625 27.2498130798 0.3627 16.193 0.012 16.1 0.022 16.118 0.016 16.214 0.018 15.739 0.022 0.141 20.27 0.0 0.0 0.0 -0.776 5.563 8.56 15.241 0.048 14.679 0.066 13.893 0.043 0.226 -25.109 -0.318 0 1 1 1 7171 1 1 0 1 0 0 0 5112 53387 53793 2223 280 40 3 434 27 7171 1 1 0 1 0 0 0 16.186 0.012 16.103 0.022 16.118 0.016 16.209 0.018 15.714 0.022 587741708883722267 625949913577947136 SDSS J114758.59+271459.3 6374821310982262564 176.994182633 27.2495993357 0.78113603809 1 3 801.311 17.728 648.231 28.1976 16.6381 0.0240264 16.8736 0.0472402 1 -- 0.347496949473 171.499647504 140301 176.994140625,27.2498130798 [ 133.10677639  151.66467086  444.89091284  295.21809608] kpc True True False False True True True False False True
1 095820.94+322402.2 149.587265015 32.4006233215 0.5306 16.38 0.028 16.057 0.015 16.021 0.012 15.865 0.011 15.855 0.014 0.076 20.21 8.698 999.99 0.095 -9.0 0.0 0.0 14.945 0.039 14.443 0.05 13.76 0.042 0.032 -26.351 0.049 0 1 1 1 2097162 1 0 1 0 1 0 0 4518 53082 53433 1949 472 40 4 146 81 2097162 1 0 1 0 1 0 0 16.37 0.028 16.046 0.015 16.01 0.012 15.85 0.011 15.853 0.014 587739158191145041 548824224576307200 FBQS J095820.9+322402 6378410037478426750 149.587385979 32.400351098 1.04670804902 1 3 939.271 14.7886 508.15 16.6669 16.4656 0.0170988 17.1379 0.03562 1 -- 0.0307295902541 13.4803426516 MobyDick 85746 149.587265015,32.4006233215 [ 145.00287263] kpc True True True True True True True True True True
2 095914.84+320357.2 149.81187439 32.0659103394 0.5639 17.196 0.012 16.882 0.021 16.992 0.013 16.931 0.016 17.033 0.018 0.076 20.225 0.0 0.0 0.0 -9.0 0.0 0.0 16.094 0.087 15.274 0.105 14.637 0.08 0.206 -25.433 -0.144 0 1 1 1 2 1 0 0 0 0 0 0 4518 53082 53433 1949 191 40 3 147 47 2 1 0 0 0 0 0 0 17.181 0.012 16.872 0.021 16.99 0.013 16.927 0.016 17.031 0.018 587739157654339631 548824223397707776 SDSS J095914.85+320357.2 6378410046068361930 149.811827774 32.0657063845 0.747883430811 1 3 575.656 15.8399 354.64 23.0186 16.9972 0.0298827 17.5284 0.070489 1 35 0.358166544482 157.119171001 MobyDick 85746 149.81187439,32.0659103394 [ 290.74296232] kpc True True True True True False False False False False
3 120233.08+022559.7 180.637863159 2.43326592445 0.273 17.299 0.061 17.322 0.016 17.27 0.023 17.339 0.026 16.899 0.023 0.142 20.272 0.0 0.0 0.0 -1.398 3.014 11.88 15.954 0.087 15.153 0.084 13.982 0.061 0.106 -23.308 -0.313 0 1 1 0 7171 1 1 0 1 0 0 0 1458 51668 52017 516 112 40 3 373 20 7173 1 1 0 1 0 0 0 17.29 0.011 17.295 0.018 17.261 0.012 17.264 0.017 16.853 0.036 587726015069224980 145464499766296576 SDSS J120233.08+022559.7 6379113808672066821 180.637932663 2.43328680621 0.261046830243 1 3 307.78 9.42953 315.524 18.6649 17.677 0.0332721 17.6553 0.0642425 2 -- 0.458053924796 235.973508037 Sopranos 13927 180.637863159,2.43326592445 [ 244.82636091] kpc True True True True True True True True True True
4 092542.32+344108.6 141.426376343 34.6857299805 1.0667 16.649 0.018 16.516 0.017 16.325 0.011 16.314 0.014 16.24 0.018 0.115 20.188 0.0 0.0 0.0 -9.0 0.0 0.0 15.323 0.05 14.822 0.062 14.141 0.053 0.165 -27.612 -0.006 0 1 1 1 2 1 0 0 0 0 0 0 3704 52705 52991 1593 338 40 6 72 6 2 1 0 0 0 0 0 0 16.652 0.018 16.506 0.017 16.318 0.011 16.312 0.014 16.254 0.018 587735663156658182 448617233929732096 SDSS J092542.32+344108.6 6378445240104126593 141.426268426 34.6856815482 0.363941529562 1 3 602.578 8.4387 279.154 18.3079 16.9476 0.0152087 17.7883 0.0712239 1 682 0.335214067901 161.893993543 135879 141.426376343,34.6857299805 [  35.35214288  114.05850752  161.93444021  197.69332063  244.53971609] kpc True True False False True False False False False False
5 120226.75-012915.2 180.611495972 -1.48757696152 0.1504 17.588 0.023 17.381 0.034 17.131 0.045 16.837 0.021 16.7 0.03 0.134 20.346 13.761 71.962 0.762 -0.852 5.182 7.57 15.064 0.062 13.984 0.05 12.77 0.039 0.184 -22.413 -0.034 1 1 1 0 7746 1 0 0 1 0 0 1 1231 51606 52368 331 532 40 6 76 11 134217792 0 0 0 1 0 0 1 17.62 0.02 17.486 0.013 17.272 0.015 16.917 0.008 16.76 0.026 587725041702797323 93393138369953792 2MASX J12022678-0129155 6382596987420676162 180.61206954 -1.48723051495 2.41168743792 1 3 355.608 13.2427 268.107 21.9689 17.5202 0.0404421 17.8321 0.0889877 2 -- 0.643192480808 260.98587288 Alice 140594 180.611495972,-1.48757696152 [ 149.57888814  373.23208757] kpc True False True True True True False True True True
6 084159.13+140642.1 130.496398926 14.1117200851 1.2514 17.056 0.029 17.042 0.014 16.869 0.017 16.867 0.017 16.902 0.02 0.181 20.587 0.0 0.0 0.0 -9.0 0.0 0.0 16.352 0.118 16.366 0.238 15.375 0.153 0.564 -27.469 -0.172 0 1 1 1 2 1 0 0 0 0 0 0 5194 53441 53815 2427 28 40 5 115 209 2 1 0 0 0 0 0 0 17.079 0.029 17.045 0.014 16.863 0.017 16.859 0.017 16.898 0.02 587742062123876561 683370902259236864 3051683665276833236 130.496620738 14.1116694668 0.795576058015 0 3 373.912 3.18771 227.694 3.92265 17.4657 0.00925848 18.0095 0.0187093 2 145 0.239307579086 136.897777333 135440 130.496398926,14.1117200851 [ 127.10715891  143.44332627  190.79733941] kpc True False False False True False False False False False
7 142940.74+032125.8 217.419769287 3.35718798637 0.2531 18.31 0.024 18.312 0.023 18.152 0.017 18.007 0.016 17.846 0.023 0.166 20.386 0.0 0.0 0.0 -1.251 3.64 12.11 16.727 0.154 16.068 0.159 14.685 0.105 0.314 -22.47 -0.147 0 1 1 0 7170 1 0 0 1 0 0 0 2190 51987 52027 585 214 40 1 237 52 7172 1 0 0 1 0 0 0 18.382 0.02 18.307 0.013 18.172 0.015 17.986 0.01 17.824 0.025 587729157902630964 164886316536823808 SDSS J142940.73+032125.8 2429764704234636987 217.419986265 3.3572877569 0.85852268861 0 3 182.385 2.25949 190.949 4.21499 18.2451 0.0134539 18.2006 0.0239722 2 43 0.123890578902 53.8712889489 165082 217.419769287,3.35718798637 [  39.65397155  112.42504934  178.70260641  239.37880857  184.74376743
  226.5557427   229.77506827  283.76778564] kpc True True False True True False False False False False
8 130036.21+134705.6 195.150909424 13.7849092484 0.1423 17.421 0.024 17.355 0.018 17.175 0.019 16.712 0.027 16.744 0.022 0.16 20.34 0.0 0.0 0.0 -0.844 5.481 19.2 15.351 0.057 14.55 0.061 13.526 0.038 0.091 -22.422 0.065 1 1 1 1 7234 1 0 0 1 0 0 1 4381 53032 53498 1771 100 40 1 161 16 7234 1 0 0 1 0 0 1 17.416 0.024 17.352 0.018 17.17 0.019 16.708 0.027 16.751 0.022 587738568170995728 498721956334403584 2MASX J13003624+1347055 6378761946697567223 195.15137165 13.7850050353 1.65246551665 1 3 196.988 9.55889 171.541 13.4899 18.1615 0.0526985 18.317 0.0854025 1 -- 0.476734277165 249.842139545 142722 195.150909424,13.7849092484 [  64.20714538  500.28490409] kpc True False False False True True False False False True
9 142314.18+505537.2 215.80909729 50.9270248413 0.2758 17.816 0.025 17.958 0.016 17.672 0.021 17.733 0.021 17.222 0.028 0.065 20.19 11.22 830.915 0.344 -0.427 15.605 7.4 16.028 0.101 15.135 0.117 14.129 0.093 0.264 -22.907 -0.058 1 1 1 1 5698 1 0 0 1 0 0 1 3177 52402 52725 1045 72 40 4 71 41 5634 1 0 0 1 0 0 0 17.778 0.016 17.945 0.011 17.617 0.02 17.681 0.015 17.048 0.024 587733398635085865 294367803115307008 SBS 1421+511 6374610218708371829 215.809220022 50.9271961968 0.676829941068 1 3 119.022 7.34116 161.003 12.0118 18.7085 0.0669835 18.3858 0.0810219 1 -- 0.449869982107 268.169740606 144953 215.80909729,50.9270248413 [ 347.27502461  354.51777716  477.70518005] kpc False False False False True False False False False True
10 095623.21+323621.6 149.096725464 32.6060180664 0.5263 17.715 0.045 17.464 0.016 17.57 0.016 17.419 0.021 17.552 0.021 0.066 20.196 0.0 0.0 0.0 -9.0 0.0 0.0 16.173 0.08 15.369 0.096 14.6 0.077 0.113 -24.773 -0.084 0 1 1 1 3 1 1 0 0 0 0 0 4518 53082 53433 1949 437 40 5 144 66 3 1 1 0 0 0 0 0 17.681 0.045 17.458 0.016 17.57 0.016 17.427 0.021 17.587 0.021 587739158727884866 548824224429506560 TON 1129 6378410037478427727 149.096971244 32.6059683236 0.766567851766 1 3 220.224 7.45666 123.447 7.46959 18.0404 0.0367714 18.6742 0.0657124 1 -- 0.47694003667 209.222285927 MobyDick 85746 149.096725464,32.6060180664 [ 223.73773276] kpc False True True True True False True True True True



In [548]:

    
ax = plt.subplot(projection='polar')

ax.plot(np.linspace(0, 2*np.pi,100), [300]*100, c=hostcolor)

hostx = host_pas.to(u.radian).value
hosty = host_dists.to(u.kpc).value
ax.scatter(hostx, hosty, 
           c=hostcolor, s=280, label='Hosts', lw=0, marker='s')
satx = sat_pas.to(u.radian).value
saty = sat_dists.to(u.kpc).value
ax.scatter(satx, saty, 
           c=satcolor, marker='o', s=360, label='Satellites', lw=0)
ax.scatter([0], [0], marker='*', s=200, color='k', label='QSO')

for x, y, num in zip(hostx, hosty, host_grpnums):
    plt.text(x, y, str(num), ha='center', va='center',fontsize=18, color='w')

for x, y, num in zip(satx, saty, sat_grpnums):
    plt.text(x, y, str(num), ha='center', va='center',fontsize=18, color='w')

ax.grid(True)

ax.spines['polar'].set_visible(False)
ax.set_xticks([])
ax.set_ylim(0,520)
ax.legend(loc=0, scatterpoints=2, fontsize=24)

ax.set_yticks([50, 100, 200, 300, 500])
ax.set_yticklabels([u'50', u'100', u'200',u'300' ,u'500 kpc'], fontsize=20)

plt.tight_layout()

plt.savefig('bullseye.pdf')

"Horn" plot a la Tuminson+ 13



In [556]:

    
#JT's data table for COS-Halos
with open('catalogs/cos_halos_catalog.tab') as f:
    cos_halos_tab_str = f.read()
    
inflags = False
for l in cos_halos_tab_str.split('\n'):
    if '# meaning of flags' in l:
        inflags = True
    if inflags:
        print(l)
    if l.replace('#', '').strip()=='':
        inflags = False
        
cos_halos_tab = table.Table.read(cos_halos_tab_str, format='ascii.commented_header', guess=False,header_start=19)
cos_halos_tab_good = cos_halos_tab[cos_halos_tab['flags']==0]

print(len(cos_halos_tab))
cos_halos_tab[:5].show_in_notebook()









    



# meaning of flags 
# 0 = OK 
# 1 = weak or uncertain presence 
# 2 = N uncertain, saturation concern 
# 4 = b uncertain, overbroad 
# 8 = Lya only (weak, not confirmed and no other ID) 
# 16 = otherwise bogus 
#
110






    Out[556]:




<Table length=5>

idx flags QSO galname N Nerr b berr v verr SFR sfrlim sSFR mstar rho
0 1 J0226+0015 268_22 13.03 0.16 16.0 9.5 67.8 5.6 0.1 1 1.29e-12 10.8 80.6
1 0 J0226+0015 268_22 14.34 0.06 40.9 3.5 166.4 2.0 0.1 1 1.29e-12 10.8 80.6
2 0 J0401-0540 67_24 13.63 0.07 23.3 6.5 -643.0 5.0 1.1 0 7.86e-11 10.2 85.6
3 0 J0401-0540 67_24 14.64 0.08 19.9 1.9 -579.6 2.6 1.1 0 7.86e-11 10.2 85.6
4 0 J0401-0540 67_24 15.54 0.09 30.4 4.6 -63.7 5.8 1.1 0 7.86e-11 10.2 85.6



In [557]:

    
def abundance_matching_mh_to_ms(mh, z=0):
    #based on Moster+ 13 esp. Table 1
    M10 = 11.59
    M11 = 1.195
    N10 = 0.0351
    N11 = -0.0247
    beta10 = 1.376
    beta11 = -0.826
    gamma10 = 0.608
    gamma11 = 0.329
    
    oneminusa = z/(z+1)
    M1 = 10**(M10 + M11*oneminusa)
    N = N10 + N11*oneminusa
    beta = beta10 + beta11*oneminusa
    gamma = gamma10 + gamma11*oneminusa
    
    x = mh/M1
    
    msomh =  2*N/(x**-beta+x**gamma)
    return msomh*mh
    
lastres = None
def abundance_matching_ms_to_mh_scalar(ms, z=0):
    global lastres
    from scipy import optimize
    
    ofun = lambda mh: (abundance_matching_mh_to_ms(mh, z)-ms)**2
    
    res = optimize.minimize_scalar(ofun, (1,ms,1e18))
    lastres = res
    return res['x']
abundance_matching_ms_to_mh = np.vectorize(abundance_matching_ms_to_mh_scalar, excluded=set('z'))



In [564]:

    
np.array(sats['SPEC_Z'])*cnst.c









    Out[564]:





$[1598002.4,~1907002.9,~1791002.6,~1834430.1] \; \mathrm{\frac{m}{s}}$



In [574]:

    
sample = qso_selection['sample_custom']
fontscale = 1.6

plt.figure(figsize=(15, 15))


host_lms = []
host_vs = []
satlabstr = 'This Proposal\'s Satellites'
satxys = []
satxs = []
satys = []
for qso in qso_selection[sample]: 
    host = tab_hosts[tab_hosts['NSAID']==qso['SAGA_NSAID']]
    sats = tab_sats[tab_sats['HOST_NSAID']==qso['SAGA_NSAID']]
    dist = host['distance'][0]*u.Mpc
    
    lsm = np.log10(host['stellar_mass'][0])
    
    host_lms.append(lsm)
    host_vs.append(0)
    
    dv = (np.array(sats['SPEC_Z'])*cnst.c - np.array(host['vhelio'])*u.km/u.s).to(u.km/u.s)
    dvspan = np.append(dv.value, 0)
    
    satxs.extend([lsm]*len(sats))
    satys.extend(dv.value)
    satxys.append((satxs[-1], satys[-1]))
    
    width = .015
    height = np.ptp(dvspan)
    lowerx = lsm-width/2
    lowery = np.min(dvspan)
    plt.gca().add_patch(plt.Rectangle((lowerx, lowery), width, height, color=satcolor, alpha=.6, label=satlabstr, zorder=1))
    
    #plt.plot(satxys[-1][0], satxys[-1][1], '-o', c=satcolor, mec=satcolor, mew=0, label=satlabstr, ms=12)
    satlabstr = None
    
plt.scatter(satxs, satys, color=satcolor, lw=0, s=155)
    
#plt.scatter(host_lms, [0]*len(host_lms), c=hostcolor, marker='s', s=200, lw=0, label='This proposal\'s hosts')
plt.axhline(0, c=hostcolor, lw=2, zorder=0)

plt.scatter(cos_halos_tab_good['mstar'], cos_halos_tab_good['v'], 
            color='k', label='COS-Halos Absorbers', marker='^', s=180,zorder=2)

#lmsmin, lmsmax = plt.xlim(9.5,11.2)
lmsmin, lmsmax = plt.xlim(9.75,10.65)

msrng = np.logspace(lmsmin, 11.5, 25)
mhrng = abundance_matching_ms_to_mh(msrng)

resc = 150*u.kpc
vesc = ((2*cnst.G*(mhrng/2)*u.Msun/(resc))**0.5).to(u.km/u.s)
#plt.plot(np.log10(msrng), vesc,c='k', ls=':', label=r'$v_{\rm esc}$')
#plt.plot(np.log10(msrng), -vesc,c='k', ls=':')

plt.ylim(-290,250)

plt.xlabel(r'$\log(M_*/M_\odot) {\rm \; of \; Host}$', fontsize=32*fontscale)
plt.ylabel(r'$\Delta v \; [{\rm km \; s^{-1}}]$', fontsize=32*fontscale)
plt.xticks(fontsize=20*fontscale)
plt.yticks(fontsize=20*fontscale)

h, l = plt.gca().get_legend_handles_labels()
#h.append(h.pop(1))
#l.append(l.pop(1))
plt.legend(h, l, loc='lower left', scatterpoints=2, fontsize=24*fontscale)

# plt.twiny()
# plt.xlim(np.log10(mhrng[0]), np.log10(mhrng[-1]))
# plt.xticks(fontsize=20)
# plt.xlabel(r'$\log(M_{\rm halo}/M_\odot) {\rm \; of \; Host}$', fontsize=32)

plt.tight_layout()
plt.savefig('horn.pdf')



In [ ]:

    
chms = cos_halos_tab_good['mstar'].view(np.ndarray)
chdvs = cos_halos_tab_good['v'].view(np.ndarray)
chdvsub = chdvs[(10<chms)&(chms<10.6)&(-300<chdvs)&(chdvs<300)]

satms = []
satdvs = []
for ms, dv in satxys:
    satms.extend(ms)
    satdvs.extend(dv)
satms = u.Quantity(satms).value
satdvs = u.Quantity(satdvs).value
satdvsub = satdvs[(10<satms)&(satms<10.6)]

ahist(chdvsub, bins=10, histtype='step')
ahist(satdvsub, bins=10, histtype='step')

stats.ks_2samp(chdvsub, satdvsub)

r vs FUV_MAG for context



In [39]:

    
plt.scatter(tab_qso19['FUV_MAG'],tab_qso19['PSFMAG_R'])
plt.xlabel('FUV', fontsize=18)
plt.ylabel('$r$', fontsize=18)
plt.plot([15,19], [15,19], c='k')

plt.xlim(15,19.)
plt.ylim(15,19.75)

plt.axhline(19, c='k', ls='--')

plt.savefig('/Users/erik/Dropbox/rvsFUV.pdf')

idx	NSAID	RA	Dec	PGC#	vhelio	distance	r	i	z	I	K	K_err	K_abs	r_abs	b	dist_to_group	brightest_K_nearby	SDSS_FRACGOOD	u-r	sersic_n	stellar_mass	N_sats_all	N_sats_removed	N_sats_rem1and2	N_SDSS_sats	N_sats_total	u_abs_nsa	g_abs_nsa	r_abs_nsa	i_abs_nsa	z_abs_nsa
0	32	145.514	0.336452	27723	1912.35	30.0374	11.8626	11.603	11.4285	10.53	8.848	0.036	-23.5403	-20.5257	37.2791	8.62942	13.304	0.974112	1.63536	1.3137	16800000000	1	1	1	1	1	-18.89037514	-19.98466873	-20.52573967	-20.78533936	-20.95985794
1	13927	180.676	1.9768	38031	1961.14	29.5168	12.0011	11.5644	11.2205	10.98	8.743	0.027	-23.6073	-20.3492	62.2704	3.36159	11.815	0.98222	2.43461	3.12889	19800000000	0	0	0	0	0	-17.91459847	-19.50808334	-20.34920692	-20.7858963	-21.12985611
2	16235	139.416	52.993	26246	2274.04	36.2141	12.9972	12.5874	12.277	14.99	9.406	0.02	-23.3884	-19.7972	43.0944	13.055	12.621	0.972638	2.35828	1.49728	12000000000	8	3	3	3	3	-17.43894196	-19.0068531	-19.79722595	-20.2069931	-20.5173645
3	16559	154.888	58.2058	30176	2099.41	34.4951	12.3762	11.8854	11.586	11.85	9.469	0.031	-23.2198	-20.3126	49.2187	8.48479	11.148	0.98321	1.98864	1.75007	19100000000	4	2	3	3	3	-18.32392502	-19.55516624	-20.31256104	-20.80337524	-21.10277939
4	33446	123.241	36.2546	23028	2469.7	37.7379	12.3668	12.0137	11.739	11.77	9.407	0.032	-23.4769	-20.5171	31.306	14.5285	12.875	0.972509	2.04922	2.13367	21200000000	2	2	2	2	2	-18.46783257	-19.79914093	-20.51705551	-20.87019157	-21.14492035

idx	NSAID	RA	Dec	N_sats_all	N_sats_removed	N_sats_rem1and2	N_SDSS_sats	N_sats_total
0	145729	224.594	-1.09102	1	1	1	1	1
1	150887	348.683	4.53406	0	0	0	0	0
2	140594	180.098	-1.10008	2	1	2	1	1
3	142722	194.863	14.1712	5	2	2	2	2
4	150578	346.236	12.3229	0	0	0	0	0

idx	NSAID	RA	Dec	PGC#	vhelio	distance	r	i	z	I	K	K_err	flag	K_abs	r_abs	b	dist_to_group	brightest_K_nearby	SDSS_FRACGOOD	u-r	sersic_n	stellar_mass	N_sats_all_1	N_sats_removed_1	N_sats_rem1and2_1	N_SDSS_sats_1	N_sats_total_1	u_abs_nsa	g_abs_nsa	r_abs_nsa	i_abs_nsa	z_abs_nsa	N_sats_all_2	N_sats_removed_2	N_sats_rem1and2_2	N_SDSS_sats_2	N_sats_total_2	skycoord
																																						deg,deg
0	32	145.514	0.336452	27723	1912.35	30.0374	11.8626	11.603	11.4285	10.53	8.848	0.036	0	-23.5403	-20.5257	37.2791	8.62942	13.304	0.974112	1.63536	1.3137	16800000000	1	1	1	1	1	-18.89037514	-19.98466873	-20.52573967	-20.78533936	-20.95985794	1	1	1	1	1	145.514,0.336452
1	13927	180.676	1.9768	38031	1961.14	29.5168	12.0011	11.5644	11.2205	10.98	8.743	0.027	0	-23.6073	-20.3492	62.2704	3.36159	11.815	0.98222	2.43461	3.12889	19800000000	0	0	0	0	0	-17.91459847	-19.50808334	-20.34920692	-20.7858963	-21.12985611	0	0	0	0	0	180.676,1.9768
2	16235	139.416	52.993	26246	2274.04	36.2141	12.9972	12.5874	12.277	14.99	9.406	0.02	0	-23.3884	-19.7972	43.0944	13.055	12.621	0.972638	2.35828	1.49728	12000000000	8	3	3	3	3	-17.43894196	-19.0068531	-19.79722595	-20.2069931	-20.5173645	8	3	3	3	3	139.416,52.993
3	16559	154.888	58.2058	30176	2099.41	34.4951	12.3762	11.8854	11.586	11.85	9.469	0.031	0	-23.2198	-20.3126	49.2187	8.48479	11.148	0.98321	1.98864	1.75007	19100000000	4	2	3	3	3	-18.32392502	-19.55516624	-20.31256104	-20.80337524	-21.10277939	4	2	3	3	3	154.888,58.2058
4	33446	123.241	36.2546	23028	2469.7	37.7379	12.3668	12.0137	11.739	11.77	9.407	0.032	0	-23.4769	-20.5171	31.306	14.5285	12.875	0.972509	2.04922	2.13367	21200000000	2	2	2	2	2	-18.46783257	-19.79914093	-20.51705551	-20.87019157	-21.14492035	2	2	2	2	2	123.241,36.2546

idx	OBJID	RA	DEC	PHOTPTYPE	PHOT_SG	FLAGS	clean	SATURATED	BAD_COUNTS_ERROR	BINNED1	TOO_FEW_GOOD_DETECTIONS	u	g	r	i	z	u_err	g_err	r_err	i_err	z_err	MODELMAGERR_U	MODELMAGERR_G	MODELMAGERR_R	MODELMAGERR_I	MODELMAGERR_Z	EXTINCTION_U	EXTINCTION_G	EXTINCTION_R	EXTINCTION_I	EXTINCTION_Z	DERED_U	DERED_G	DERED_R	DERED_I	DERED_Z	PETRORAD_U	PETRORAD_G	PETRORAD_R	PETRORAD_I	PETRORAD_Z	PETRORADERR_U	PETRORADERR_G	PETRORADERR_R	PETRORADERR_I	PETRORADERR_Z	DEVRAD_U	DEVRADERR_U	DEVRAD_G	DEVRADERR_G	DEVRAD_R	DEVRADERR_R	DEVRAD_I	DEVRADERR_I	DEVRAD_Z	DEVRADERR_Z	DEVAB_U	DEVAB_G	DEVAB_R	DEVAB_I	DEVAB_Z	CMODELMAG_U	CMODELMAGERR_U	CMODELMAG_G	CMODELMAGERR_G	CMODELMAG_R	CMODELMAGERR_R	CMODELMAG_I	CMODELMAGERR_I	CMODELMAG_Z	CMODELMAGERR_Z	PSFMAG_U	PSFMAGERR_U	PSFMAG_G	PSFMAGERR_G	PSFMAG_R	PSFMAGERR_R	PSFMAG_I	PSFMAGERR_I	PSFMAG_Z	PSFMAGERR_Z	FIBERMAG_U	FIBERMAGERR_U	FIBERMAG_G	FIBERMAGERR_G	FIBERMAG_R	FIBERMAGERR_R	FIBERMAG_I	FIBERMAGERR_I	FIBERMAG_Z	FIBERMAGERR_Z	FRACDEV_U	FRACDEV_G	FRACDEV_R	FRACDEV_I	FRACDEV_Z	Q_U	U_U	Q_G	U_G	Q_R	U_R	Q_I	U_I	Q_Z	U_Z	EXPAB_U	EXPRAD_U	EXPPHI_U	EXPAB_G	EXPRAD_G	EXPPHI_G	EXPAB_R	EXPRAD_R	EXPPHI_R	EXPAB_I	EXPRAD_I	EXPPHI_I	EXPAB_Z	EXPRAD_Z	EXPPHI_Z	FIBER2MAG_R	FIBER2MAGERR_R	EXPMAG_R	EXPMAGERR_R	PETROR50_R	PETROR90_R	PETROMAG_R	SB_EXP_R	SB_PETRO_R	J	JERR	H	HERR	K	KERR	survey	SPEC_Z	SPEC_Z_ERR	SPEC_Z_WARN	PHOTOZ	PHOTOZ_ERR	W1	W1ERR	W2	W2ERR	HOST_RA	HOST_DEC	HOST_DIST	HOST_VHOST	HOST_MK	HOST_MR	HOST_MG	HOST_NSAID	HOST_SAGA_NAME	RHOST_ARCM	RHOST_KPC	OBJ_NSAID	SATS	PROBABILITY_CLASS1	RESCALED_PROBABILITY_CLASS1	REMOVE	TELNAME	MASKNAME	ZQUALITY	SPECOBJID	SPEC_REPEAT	SPEC_SN	SPEC_HA_EW	SPEC_HA_EWERR	skycoord
																																																																																																																																																																											deg,deg
0	1237648722289295527	145.320962664	0.771102651396	3	GALAXY	68988043776	1	0	0	268435456	0	18.7395	17.6063	17.1605	16.9516	16.7769	0.0283063	0.00646028	0.00594115	0.00720908	0.0171965	0.0273266	0.0062947	0.00570953	0.00689574	0.0178854	0.608006	0.447365	0.324466	0.246033	0.174441	18.2627	17.2831	16.9258	16.7912	16.6819	3.77931	4.4029	4.98527	5.1239	24.9092	0.217144	0.111835	0.141186	0.116695	8.51344	2.57427	0.425552	3.45923	0.0851165	4.06205	0.12706	4.24132	0.119345	5.17283	0.379126	0.670546	0.681586	0.688063	0.712973	0.707609	18.9483	0.0272871	17.6245	0.00638381	17.0989	0.00582051	16.8696	0.00705032	16.6378	0.0185209	20.0718	0.0352348	19.106	0.0140474	18.602	0.0193119	18.4885	0.0157263	18.4235	0.0277232	20.0572	0.0323801	18.96	0.00819829	18.549	0.00751242	18.3379	0.00918833	18.148	0.024217	0.251249	0.395446	0.344743	0.334241	0.323474	0.0608646	0.0327015	0.0777924	0.0654216	0.0742687	0.0610308	0.0632748	0.0512498	0.0413077	0.105914	0.71549	1.59726	14.1018	0.710982	1.90739	21.88	0.731562	2.04755	20.5199	0.758912	2.02837	20.178	0.737766	2.04899	30.4873	19.2578	0.010051	17.2503	0.00570953	2.23696	5.74052	17.1605	20.8019040859	20.9041968097	16.638	0.145	16.03	0.2	15.33	9999.0	sdss	0.00658949	6.01168e-06	0	0.017868	0.006357	-1.0	-1.0	-1.0	-1.0	145.513690377	0.336451585096	30.0373516083	1912.34655762	-23.5218249121	-21.2755714191	-20.7350530517	32		28.5287841155	249.26771538	30	1	0.666416895163	-1.0	-1	NSA	sdss	4	1.23764872229e+18	NSA	nan	26.0362949371	0.72926735878	145.320962664,0.771102651396
1	1237651735757259099	180.636494306	1.95802947978	3	GALAXY	281543964623104	0	0	0	268435456	281474976710656	26.9357	19.2637	18.6728	18.9803	26.7732	3.48973	0.0899796	0.0839212	0.173803	0.658678	3.48973	0.0899796	0.0839212	0.173803	0.658678	0.115032	0.0846394	0.0613876	0.0465483	0.0330033	26.8206	19.1791	18.6114	18.9337	26.7402	2.97098	2.97006	258.374	2.96948	2.97022	-1000.0	-1000.0	-1000.0	-1000.0	-1000.0	2.12566	3.65126	29.6753	2.31745	27.1824	8.31657	29.6695	2.53441	0.00358716	27.1103	0.05	0.623367	0.999923	0.952344	0.0501283	21.8828	0.386924	19.1192	0.0916567	17.2244	0.0721443	18.0551	0.166074	22.1379	0.697607	22.5648	0.410591	22.7915	0.178714	22.782	0.271717	23.0981	0.472571	22.0059	0.635566	23.3443	0.69363	22.7732	0.188145	22.6497	0.264579	22.8432	0.479258	22.1462	0.862093	1.0	0.337854	0.301263	0.0654641	1.0	-0.191439	0.930425	-0.0791527	0.00684313	-0.136734	0.142043	0.126804	0.243481	-0.424756	-3.02252	0.05	3.41202	63.378	0.344957	17.0706	153.516	0.374638	57.5764	150.554	0.679342	24.642	146.598	0.300015	0.000382415	90.4881	23.3621	0.323969	16.9897	0.0668231	3.80096	5.55442	20.4335	27.7863323159	25.3284160846	9999.0	9999.0	9999.0	9999.0	9999.0	9999.0		0.00696	-1.0	-1	-9999.0	-9999.0	-1.0	-1.0	-1.0	-1.0	180.676016887	1.97680307584	29.5167789459	1961.1427002	-23.5937112884	-21.1342690305	-20.2948408798	13927	Sopranos	2.62402526069	22.5300963717	-1	1	0.224393357319	-1.0	-1	MMT	/Spectra/Final/MMT/spHect-2016.0316_1.zlog	4	88.0	MMT	-99.0	-99.0	-99.0	180.636494306,1.95802947978
2	1237653612647678107	139.49713703	52.7427116605	3	GALAXY	105656464052312	0	0	0	268435456	0	15.9736	14.8912	14.4537	14.2214	14.0957	0.0146398	0.00471771	0.0461497	0.0023442	0.00891875	0.0149247	0.00332935	0.00335232	0.00394758	0.0118248	0.0700311	0.0515282	0.0373726	0.0283385	0.0200923	16.3897	15.0769	14.6336	14.3843	14.305	19.8463	24.4874	23.7626	23.2343	20.3614	1.00869	1.96718	2.17022	1.82488	1.39401	29.6691	1.39908	29.6811	0.204404	29.6806	0.519559	29.6909	0.807684	29.6769	1.41787	0.503872	0.532021	0.501362	0.530124	0.492683	16.4666	0.0149241	15.0965	0.00332673	14.671	0.00335232	14.4141	0.00394777	14.3644	0.0118063	20.2212	0.0698294	19.3131	0.0166888	18.7949	0.0219506	18.5116	0.0242411	18.5845	0.03897	20.5047	0.0685074	19.2191	0.0120617	18.7225	0.00962553	18.4587	0.0104538	18.2787	0.0303292	0.0	0.0	0.0	0.0	0.0	-0.261544	-0.00132623	-0.258105	-0.00814401	-0.262315	-0.00958174	-0.256495	-0.0125349	-0.290762	-0.0151937	0.383497	15.8793	71.9599	0.390633	16.3734	70.2695	0.383483	15.9691	70.5642	0.37952	16.0024	70.806	0.35889	15.6147	70.397	19.5716	0.0140277	14.671	0.00335232	10.4718	23.3738	14.7451	22.6828336855	21.8406624612	9999.0	9999.0	9999.0	9999.0	9999.0	9999.0	sdss	0.00784852	1.10209e-05	0	0.01555	0.007905	-1.0	-1.0	-1.0	-1.0	139.41631164	52.9929649839	36.2141456604	2274.03808594	-23.372601145	-20.5827118837	-19.7930517428	16235		15.3029408393	161.204746981	16242	1	0.838893311133	-1.0	-1	NSA	sdss	4	1.23765361265e+18	NSA	nan	9.95044326782	0.490148693323	139.49713703,52.7427116605
3	1237653613184680084	139.44430792	53.2935206629	3	GALAXY	105555565871120	1	0	0	268435456	0	16.6658	15.7208	15.4323	15.2741	15.1524	0.0139382	0.00301873	0.00342679	0.00504487	0.0588319	0.224526	0.0267989	0.027004	0.0319874	0.125845	0.079182	0.0582614	0.042256	0.0320415	0.0227178	21.855	20.2264	19.8335	19.6385	19.7003	1.68306	1.59926	1.62416	1.52557	1.60032	1.5113	0.0503589	0.0521055	0.071807	0.453671	0.36649	2.05729	0.236029	0.065414	0.23625	0.0549392	0.317591	0.0937302	0.52313	1.13303	0.259253	0.668257	0.819082	0.823623	0.847132	21.9067	0.781104	20.2957	0.0267861	19.8758	0.027004	19.6106	0.0338507	19.5537	0.237065	22.0595	0.322107	20.4211	0.086609	20.0201	0.0889908	19.8619	0.0850723	19.9473	0.165663	20.7537	0.0978331	19.6555	0.0420921	19.3308	0.0427019	19.127	0.0439952	19.0318	0.081404	0.0	0.0	0.0	0.0	0.0	-0.0275073	-0.00578819	-0.00171337	-0.00332499	0.0108761	0.00965585	0.0183231	0.0196789	0.0410074	0.019253	0.370165	0.534264	-7.79206	0.744048	0.3789	104.479	0.877404	0.379294	121.647	0.885477	0.472141	-23.7637	0.935289	0.588303	-0.700703	20.1955	0.0631348	19.8758	0.027004	0.845911	1.37723	20.0937	19.7661037933	21.7258138691	9999.0	9999.0	9999.0	9999.0	9999.0	9999.0		0.00754025	-1.0	0	0.095635	0.049909	-1.0	-1.0	-1.0	-1.0	139.41631164	52.9929649839	36.2141456604	2274.03808594	-23.372601145	-20.5827118837	-19.7930517428	16235		18.0307074666	189.939433104	16265	1	0.146734888189	-1.0	-1	NSA	sdss	4	1.23765361318e+18	NSA	-99.0	0.0	0.0	139.44430792,53.2935206629
4	1237654382515388427	139.189595559	53.4429759655	3	GALAXY	35221147877392	1	0	0	268435456	0	15.5164	14.7015	14.473	14.427	14.2914	0.00351711	0.00116962	0.00125147	0.00136037	0.00345746	0.0053826	0.00228078	0.00225714	0.00237891	0.00471555	0.107488	0.0790884	0.0573615	0.0434955	0.0308389	15.9019	15.0013	14.7184	14.6278	14.5515	5.89147	6.68506	7.45339	7.93435	7.24157	0.301966	0.299628	0.258699	0.2574	0.211361	4.05203	0.09561	4.39775	0.0272571	5.37999	0.0333996	6.46851	0.0416386	7.12012	0.138939	0.537946	0.616781	0.63965	0.651147	0.617887	15.9313	0.00524741	15.0413	0.0022709	14.697	0.00227094	14.5139	0.00239248	14.4299	0.00483326	17.3698	0.0202814	16.7577	0.0144343	16.6371	0.0178261	16.6176	0.014728	16.4722	0.0157453	17.5177	0.0129414	16.7524	0.00562665	16.5957	0.00503166	16.5518	0.00412867	16.4493	0.00837047	0.732036	0.559755	0.504387	0.524038	0.442977	0.00951311	0.132904	-0.0151261	0.122054	-0.0269645	0.106391	-0.0436789	0.0938986	-0.0491651	0.0864963	0.588776	2.69154	4.3085	0.63554	3.23314	8.73973	0.628071	3.69859	11.9785	0.637062	3.77951	14.5626	0.665896	3.28135	14.0042	17.334	0.00671326	14.7758	0.00225714	3.30542	8.91551	14.7426	19.6114435252	19.3342176872	15.875	0.12	13.935	9999.0	13.756	9999.0	sdss	0.00746484	5.01368e-06	0	0.007807	0.006366	-1.0	-1.0	-1.0	-1.0	139.41631164	52.9929649839	36.2141456604	2274.03808594	-23.372601145	-20.5827118837	-19.7930517428	16235		28.2000717583	297.063780767	157152	1	0.693869512461	-1.0	-1	NSA	sdss	4	1.23765438252e+18	NSA	nan	80.882850647	1.08989155293	139.189595559,53.4429759655

idx	SDSSNAME	RA	DEC	Z	PSFMAG_U	PSFMAGERR_U	PSFMAG_G	PSFMAGERR_G	PSFMAG_R	PSFMAGERR_R	PSFMAG_I	PSFMAGERR_I	PSFMAG_Z	PSFMAGERR_Z	A_U	LOGNHI	FIRSTMAG	FIRST_SN	FIRST_SEP	LG_RASS_RATE	RASS_SN	RASS_SEP	TWOMASSMAG_J	TWOMASSMAGERR_J	TWOMASSMAG_H	TWOMASSMAGERR_H	TWOMASSMAG_K	TWOMASSMAGERR_K	TWOMASS_SEP	M_I	DELTA_G_I	MORPHOLOGY	SCIENCEPRIMARY	MODE	UNIFORM	BESTPRIMTARGET	TS_B_QSO	TS_B_HIZ	TS_B_FIRST	TS_B_ROSAT	TS_B_SERENDIP	TS_B_STAR	TS_B_GAL	RUN_BEST	MJD_BEST	MJD_SPEC	PLATE	FIBERID	RERUN_BEST	CAMCOL_BEST	FIELD_BEST	OBJ_BEST	TARGPRIMTARGET	TS_T_QSO	TS_T_HIZ	TS_T_FIRST	TS_T_ROSAT	TS_T_SERENDIP	TS_T_STAR	TS_T_GAL	T_PSFMAG_U	T_PSFMAGERR_U	T_PSFMAG_G	T_PSFMAGERR_G	T_PSFMAG_R	T_PSFMAGERR_R	T_PSFMAG_I	T_PSFMAGERR_I	T_PSFMAG_Z	T_PSFMAGERR_Z	BESTOBJID	SPECOBJID	OBJECT_NAME	GALEX_OBJID	GALEX_RA	GALEX_DEC	GALEX_SEP	GALEX_TYPE	GALEX_BAND	NUV_FLUX	NUV_FLUXERR	FUV_FLUX	FUV_FLUXERR	NUV_MAG	NUV_MAGERR	FUV_MAG	FUV_MAGERR	GALEX_NOBJ	skycoord
																																																																																									deg,deg
0	000011.96+000225.3	0.0498390011489	0.0403649993241	0.4789	18.228	0.027	17.934	0.02	17.995	0.019	17.934	0.014	17.873	0.029	0.161	20.502	0.0	0.0	0.0	-1.66	2.157	2.04	16.651	0.136	15.82	0.149	14.821	0.111	0.209	-24.068	-0.146	0	1	1	0	134224898	1	0	0	1	0	0	0	3325	52522	51791	387	200	41	4	108	19	134224900	1	0	0	1	0	0	0	17.835	0.011	17.58	0.004	17.695	0.005	17.646	0.006	17.66	0.024	588015509269381139	109153257477111808	LBQS 2357-0014	6381013764764861047	0.0498250763621	0.0404867856438	0.441287278442	1	3	198.586	9.1663	134.936	12.7213	18.1527	0.0501274	18.5776	0.102384	2	0.0498390011489,0.0403649993241
1	000110.97-105247.4	0.295722007751	-10.8798570633	0.5282	17.999	0.022	17.674	0.026	17.646	0.016	17.484	0.024	17.512	0.028	0.183	20.439	0.0	0.0	0.0	-9.0	0.0	0.0	16.467	0.095	15.614	0.112	14.916	0.108	0.155	-24.764	0.017	0	1	1	0	1048578	1	0	0	0	1	0	0	1740	51814	52143	650	126	40	1	24	71	1048580	1	0	0	0	1	0	0	17.95	0.018	17.65	0.018	17.658	0.018	17.506	0.018	17.501	0.021	587727225153388615	183182687870124032	SDSS J000110.97-105247.4	2435007175675876212	0.295777766876	-10.8798445586	0.20219960592	0	3	226.309	2.69221	141.979	3.5783	18.0108	0.0129192	18.5223	0.0273704	2	0.295722007751,-10.8798570633
2	000410.80-104527.1	1.04502701759	-10.7575368881	0.2397	18.125	0.025	17.951	0.02	17.681	0.027	17.531	0.013	17.432	0.021	0.192	20.444	0.0	0.0	0.0	-1.352	3.3	7.26	16.097	0.087	15.181	0.098	14.368	0.072	0.091	-22.829	-0.221	0	1	1	0	7170	1	0	0	1	0	0	0	1729	51813	52143	650	18	40	2	90	17	7172	1	0	0	1	0	0	0	18.096	0.018	17.929	0.018	17.693	0.017	17.522	0.013	17.409	0.018	587727178449944593	183182687417139200	SDSS J000410.80-104527.1	6380415564941101376	1.04514692228	-10.7574263506	0.581539875822	1	3	101.836	6.96794	113.507	11.1903	18.8778	0.0743079	18.7653	0.107066	2	1.04502701759,-10.7575368881
3	000548.24-084808.4	1.45100700855	-8.80234718323	1.1906	17.968	0.034	17.874	0.035	17.623	0.019	17.636	0.022	17.715	0.027	0.172	20.487	0.0	0.0	0.0	-9.0	0.0	0.0	17.126	0.259	16.657	0.296	0.0	0.0	0.019	-26.577	-0.057	0	1	1	0	2	1	0	0	0	0	0	0	1740	51814	52141	651	328	40	6	32	7	4	1	0	0	0	0	0	0	17.92	0.014	17.892	0.014	17.663	0.007	17.629	0.018	17.705	0.025	587727227838267399	183464155104149504	SDSS J000548.24-084808.4	6380415545613749966	1.45083866643	-8.8023579513	0.600147137654	1	3	221.995	7.46231	98.0474	8.59181	18.0317	0.0365057	18.9243	0.0951652	2	1.45100700855,-8.80234718323
4	000557.23+002837.7	1.48849904537	0.477142989635	0.2596	18.587	0.024	18.566	0.024	18.41	0.023	18.369	0.027	17.857	0.049	0.282	20.479	0.0	0.0	0.0	-9.0	0.0	0.0	16.691	0.149	15.911	0.139	15.121	0.106	0.125	-22.215	-0.202	0	1	1	0	3	1	1	0	0	0	0	0	3325	52522	51793	388	385	41	5	118	37	4	1	0	0	0	0	0	0	18.517	0.018	18.493	0.008	18.303	0.011	18.173	0.014	17.795	0.023	588015509806907429	109434741819703296	LBQS 0003+0011	6381013763691121033	1.48841064477	0.477408398602	1.00707414717	1	3	98.6517	6.81361	123.574	11.0682	18.9123	0.0750071	18.6731	0.0972697	1	1.48849904537,0.477142989635

idx	DEC	FUV	NAME	NUV	OBJ	OBJ_IDX	OBJ_IDX2	OBSV	OBS_DATE	RA	SCI_FILE	SCND_FILE	SPEC_QUAL	THETA [20]	W1	W2	Z	ZASS_FIL	Z_QUAL	Z_SIG	dbx_path	instr	CAND	SPEC_FILE	FINDER	skycoord
	deg									deg																deg,deg
0	-20.0743611111	18.2729988098	UVQSJ000000.15-200427.7	17.9699993134	0	1	-1	LCO	Aug2014	0.000625	09aug2014/Science/sci-ccd0918.fits.gz		3	4.39948940277 .. 0.0	13.5480003357	12.5389995575	0.290799587965	LCO_09aug2014_zassess.fits	4	0.000171106687048	LCO/August2014	BCS	1	UVQSJ000000.15-200427.7_LCO.fits	UVQSJ000000.15-200427.7_DSS.pdf	0.000625,-20.0743611111
1	-39.2966388889	17.8244285583	UVQSJ000503.70-391747.9	17.2321929932	0	0	-1	LCO	Aug2014	1.26541666667	07aug2014/Science/sci-ccd0645.fits.gz		3	8.0866317749 .. 0.0	12.2600002289	11.1239995956	0.652394294739	LCO_07aug2014_zassess.fits	3	0.000363261176972	LCO/August2014	BCS	1	UVQSJ000503.70-391747.9_LCO.fits	UVQSJ000503.70-391747.9_DSS.pdf	1.26541666667,-39.2966388889
2	-26.1945833333	18.1590518951	UVQSJ000609.57-261140.5	17.5298900604	0	1	-1	LCO	Aug2014	1.539875	09aug2014/Science/sci-ccd0920.fits.gz		3	5.21646022797 .. 0.0	13.3079996109	12.1239995956	0.648431241512	LCO_09aug2014_zassess.fits	3	0.000249826902291	LCO/August2014	BCS	1	UVQSJ000609.57-261140.5_LCO.fits	UVQSJ000609.57-261140.5_DSS.pdf	1.539875,-26.1945833333
3	42.2796111111	18.0854568481	UVQSJ000717.69+421646.6	17.6127948761	0	0	0	Lick	Jan2015	1.82370833333	Jan_2015/Science/sci-b337.fits.gz	Jan_2015/Science/sci-r337.fits.gz	4	17.7751274109 .. 0.0	12.4420003891	11.5080003738	0.0	Lick_jan2015_zassess.fits	4	0.000228934150073	Lick	Kast	1	UVQSJ000717.69+421646.6_Lick.fits	UVQSJ000717.69+421646.6_DSS.pdf	1.82370833333,42.2796111111
4	-63.8627222222	17.9553394318	UVQSJ000741.00-635145.8	17.4110488892	0	0	-1	LCO	Aug2014	1.92083333333	07aug2014/Science/sci-ccd0640.fits.gz		3	4.41201686859 .. 0.0	12.6529998779	11.454000473	0.55930185318	LCO_07aug2014_zassess.fits	3	0.000405291531933	LCO/August2014	BCS	1	UVQSJ000741.00-635145.8_LCO.fits	UVQSJ000741.00-635145.8_DSS.pdf	1.92083333333,-63.8627222222

idx	Number	Target Name	RA	DEC	Nexp	Target Description	AltName	AltClass	Redshift	MAST	Median S/N	FUV M	FUV L	Download	skycoord
															deg,deg
0	1	2XMM-J141348.3+440014	213.451	44.0039	28	GALAXY;QUASAR	PG 1411+442	G	0.089	MAST	27.7527	--	. . .	ALL	213.451,44.0039
1	2	J102847.00+391800.4	157.196	39.3001	5	GALAXY;QSO	2MASSi J1028470+391800	QSO	0.472	MAST	9.59722	. . .	--	ALL	157.196,39.3001
2	3	RXSJ00508+3536	12.7114	35.6119	32	GALAXY;SEYFERT	2MASX J00505076+3536430	G	0.058	MAST	17.2908	--	. . .	ALL	12.7114,35.6119
3	4	TON0133	192.751	30.4283	6	GALAXY;QSO	TON 0133	QSO	0.652	MAST	10.0172	--	. . .	. . .	192.751,30.4283
4	5	QSO-231145-141752	347.939	-14.2978	4	GALAXY;LYMAN ALPHA C	. . .	. . .	. .	MAST	2.09867	. . .	--	ALL	347.939,-14.2978

idx	NSAID	RA	Dec	PGC	vhelio	distance	r	i	z	I	K	K_err	flag	K_abs	r_abs	b	dist_to_group	brightest_K_nearby	SDSS_FRACGOOD	u_abs_nsa	g_abs_nsa	r_abs_nsa	i_abs_nsa	z_abs_nsa	skycoord	n_uvqs_fuv_lt_19	n_uvqs_fuv_lt_18.5	n_uvqs_fuv_lt_18
																									deg,deg
0	-1	298.596	-58.7139	63797	2144.0	31.1022	--	--	--	10.91	8.826	0.022	48	-23.638	--	-30.9994	7.37342	--	0.0	--	--	--	--	--	298.596,-58.7139	1	1	0
1	-1	167.472	-23.726	33860	2080.0	30.1688	--	--	--	10.85	8.951	0.049	48	-23.4468	--	33.5466	8.11018	12.887	0.0	--	--	--	--	--	167.472,-23.726	1	1	1
2	-1	55.5478	-29.8934	13602	1510.0	21.869	--	--	--	9.83	8.308	0.021	48	-23.3911	--	-52.5994	3.67612	--	0.0	--	--	--	--	--	55.5478,-29.8934	1	1	0
3	-1	352.181	-41.3334	71548	1503.0	21.7672	--	--	--	11.31	8.357	0.02	48	-23.332	--	-67.876	3.21727	--	0.0	--	--	--	--	--	352.181,-41.3334	2	2	0
4	-1	22.619	-22.6672	5619	1630.0	23.6143	--	--	--	10.24	8.581	0.027	48	-23.2849	--	-80.092	10.0917	12.807	0.0	--	--	--	--	--	22.619,-22.6672	1	1	0
5	132278	38.8656	-9.3562	9843	1510.0	20.493	11.7035	11.2789	11.4256	7.03	6.99	0.006	32	-24.568	-19.8545	-59.6963	8.12763	--	0.506566	-18.56256485	-19.49838638	-19.85450363	-20.27909279	-20.13245201	38.8656,-9.3562	1	1	1
6	147606	255.21	23.011	59426	2790.0	39.4152	12.4328	12.0454	11.7373	--	8.972	0.018	0	-24.0063	-20.5455	33.9451	15.7409	10.199	0.979009	-17.83770943	-19.70518875	-20.5455246	-20.93289185	-21.24104309	255.21,23.011	1	1	1

idx	RA_sat	DEC_sat	RA_qso	DEC_qso	TELNAME	HOST_SAGA_NAME	match_d2d_phys
							kpc
0	162.849821529	28.1120278164	162.815643311	28.0908641815	NSA		15.5712592793
1	141.506228227	34.6534021854	141.426376343	34.6857299805	NSA		35.3521892696
2	162.804228149	28.0062048696	162.815643311	28.0908641815	NSA		36.0398512735
3	217.412582018	3.26627642199	217.419769287	3.35718798637	NSA		39.6540510755
4	162.705990064	28.0587029336	162.815643311	28.0908641815	NSA		43.0991136766
5	195.105563951	13.6705858419	195.150909424	13.7849092484	NSA		64.2071707635
6	162.816110258	27.8489705993	162.815643311	28.0908641815	NSA		102.25387825
7	193.556579042	8.3577808181	193.530136108	8.20126724243	NSA		110.850003488
8	217.266218915	3.14899055549	217.419769287	3.35718798637	NSA		112.425274812
9	217.818940474	3.25673766255	217.941635132	3.02884888649	NSA		112.504349654
10	141.141087343	34.6588051715	141.426376343	34.6857299805	NSA		114.058657185
11	162.904734277	27.822117387	162.815643311	28.0908641815	NSA		118.375453632
12	130.635945593	14.2879818203	130.496398926	14.1117200851	SDSS		127.107028493
13	176.70799676	27.1605063161	176.994140625	27.2498130798	NSA		133.106550094
14	130.700897184	14.2652401901	130.496398926	14.1117200851	NSA		143.443179087
15	149.687168865	32.7202654623	149.587265015	32.4006233215	MMT	MobyDick	145.002928989
16	180.29544216	-1.2976838319	180.611495972	-1.48757696152	GAMA	Alice	149.578833833
17	177.285742962	27.0850925483	176.994140625	27.2498130798	NSA		151.664413012
18	217.970758535	3.38004139202	217.941635132	3.02884888649	NSA		153.231745338
19	141.021441102	34.6469717218	141.426376343	34.6857299805	NSA		161.934652695
20	222.900268358	58.9548243013	222.964736938	59.2333564758	NSA		163.989631874
21	193.358416186	8.03555517632	193.530136108	8.20126724243	NSA		165.837691222
22	162.6894519	28.4691069946	162.815643311	28.0908641815	NSA		166.649694776
23	154.231241268	58.3949131454	153.679718018	58.2953834534	NSA		184.272318689
24	217.507687769	3.77289260119	217.419769287	3.35718798637	NSA		184.744137948
25	130.611942997	14.4258881655	130.496398926	14.1117200851	NSA		190.797143639
26	141.450424263	34.2768708872	141.426376343	34.6857299805	NSA		197.693580037
27	162.303384997	27.922597647	162.815643311	28.0908641815	NSA		203.987019267
28	209.375005785	29.0581355972	209.111801147	28.7937984467	NSA		211.877329936
29	193.837484187	8.21930199209	193.530136108	8.20126724243	NSA		212.870476515
30	177.518568227	26.4792599987	177.727157593	26.087688446	NSA		214.162620363
31	163.059035323	27.6233367484	162.815643311	28.0908641815	NSA		217.562938089
32	217.700609655	3.79639167904	217.419769287	3.35718798637	NSA		226.556197074
33	217.232775133	3.85156150737	217.419769287	3.35718798637	NSA		229.7755291
34	221.316115836	-0.159937082521	221.693222046	-0.52883297205	AAT	Dune	233.794885995
35	217.94533575	58.0087096127	217.855407715	57.5743408203	NSA		236.507154488
36	140.813271688	34.7343539788	141.426376343	34.6857299805	NSA		244.540036969
37	154.300660995	58.5392741055	153.679718018	58.2953834534	NSA		244.731926838
38	180.636494306	1.95802947978	180.637863159	2.43326592445	MMT	Sopranos	244.826186276
39	219.746469375	51.1207294493	219.358917236	50.7655258179	NSA		252.611477536
40	354.195229736	0.62342377148	354.568450928	0.841624975204	MMT	AnaK	262.321914415
41	193.79261201	7.91785110827	193.530136108	8.20126724243	NSA		268.613841199
42	209.291391212	29.2195794233	209.111801147	28.7937984467	NSA		274.233646742
43	145.759229254	5.02838334971	145.881729126	5.52541399002	NSA		276.831452891
44	217.331575408	2.71056254304	217.419769287	3.35718798637	NSA		283.768354755
45	158.844694982	37.6716108682	159.188140869	37.1170272827	NSA		288.863424768
46	177.348303087	26.7416474578	176.994140625	27.2498130798	NSA		295.217594179
47	193.847646665	7.91004544913	193.530136108	8.20126724243	NSA		299.353664429
48	354.350599991	0.390802769345	354.568450928	0.841624975204	NSA	AnaK	303.823763304
49	187.241509345	-1.60302487082	187.712692261	-1.78413903713	NSA		312.14500396
50	209.279024597	41.7931182683	208.699386597	42.1115226746	NSA		317.175879971
51	247.825892241	20.2108787761	248.146194458	20.6615352631	AAT	Odyssey	324.330610379
52	158.088519499	28.4198533568	158.336044312	27.6734104156	NSA	Oz	331.372474626
53	247.84002995	20.1840758135	248.146194458	20.6615352631	NSA	Odyssey	333.662427654
54	215.459031703	50.3883751817	215.80909729	50.9270248413	NSA		347.27522556
55	187.211257125	-2.0607897588	187.712692261	-1.78413903713	NSA		354.111438294
56	215.404851531	50.3903440269	215.80909729	50.9270248413	NSA		354.517982304
57	170.402482545	40.1559946711	170.088058472	40.7547950745	NSA		355.219661152
58	158.04324634	28.4830569538	158.336044312	27.6734104156	NSA	Oz	362.095229206
59	247.877387573	20.0936248407	248.146194458	20.6615352631	MMT	Odyssey	372.157765531
60	158.712397798	28.6638533288	159.038696289	27.8388805389	NSA	Oz	372.213550662
61	179.69172842	-1.46194133403	180.611495972	-1.48757696152	GAMA	Alice	373.231952058
62	158.351768341	28.5529137267	158.336044312	27.6734104156	MMT	Oz	374.771368289
63	219.969004509	51.4346141811	220.211547852	52.0794525146	NSA		388.011611911
64	165.99933727	27.9378146379	165.048095703	27.6372756958	NSA		398.540348944
65	144.842964764	4.95243291028	144.382736206	5.53485107422	NSA		400.882738522
66	219.422236629	51.4573597124	219.358917236	50.7655258179	NSA		406.115134697
67	166.012283813	28.0367913571	165.218093872	28.6336898804	NSA		409.958225405
68	219.190054522	51.4603182194	219.358917236	50.7655258179	NSA		411.89222782
69	207.096719393	43.7086510615	207.22819519	43.0525283813	NSA		414.338397597
70	170.457771868	40.001812079	169.626190186	40.4316711426	NSA		422.417915157
71	157.778274298	28.7966447953	157.089477539	27.9975166321	NSA	Oz	427.282511794
72	145.234531834	5.04491110503	145.881729126	5.52541399002	NSA		434.823115904
73	206.062030556	41.6773969113	205.253265381	41.3872489929	NSA		436.22200863
74	234.132926177	16.4404552908	233.480163574	15.7694501877	NSA	Gilgamesh	449.167012678
75	248.393225697	19.9461400824	248.146194458	20.6615352631	AAT	Odyssey	450.429354688
76	206.19066673	41.5567177	205.253265381	41.3872489929	NSA		469.469285285
77	182.689815229	20.5929282759	183.10887146	21.2247371674	MMT	ScoobyDoo	471.057105782
78	248.195368592	19.8670126788	248.146194458	20.6615352631	MMT	Odyssey	476.716841949
79	214.803549461	50.4409042279	215.80909729	50.9270248413	NSA		477.705456473
80	216.926514219	56.5960561907	218.142608643	56.0166358948	NSA		494.297293852
81	194.572104136	14.5571518823	195.150909424	13.7849092484	NSA		500.28510188
82	206.28630672	41.5034100023	205.253265381	41.3872489929	NSA		508.771456498
83	248.152079686	19.8102591366	248.146194458	20.6615352631	MMT	Odyssey	509.921207945
84	175.28656089	36.833855867	176.691757202	37.2532577515	NSA		516.097924473
85	216.92859987	56.6589781315	218.142608643	56.0166358948	NSA		517.075048354
86	248.16342684	19.792207594	248.146194458	20.6615352631	MMT	Odyssey	520.81333799
87	170.778945018	39.9567281033	170.088058472	40.7547950745	NSA		526.67953887
88	178.965972456	6.73193125856	178.165313721	7.03944778442	SDSS		535.010975822
89	171.11620079	39.814084535	170.321502686	39.0600090027	NSA		535.603402239
90	210.869861538	48.9648384365	212.148498535	48.4575653076	NSA		544.920272754
91	169.611132968	45.6898826245	168.579406738	45.1871032715	NSA		554.888386009
92	233.787037531	16.8704375988	233.480163574	15.7694501877	MMT	Gilgamesh	557.366047002
93	174.462550762	56.1419973787	174.115982056	55.3091163635	NSA		561.060306397
94	175.563531091	36.2980602831	176.691757202	37.2532577515	NSA		566.734837444
95	206.373548311	41.641982725	205.253265381	41.3872489929	NSA		569.625055928
96	216.380452605	56.3127835698	218.142608643	56.0166358948	SDSS		569.663813071
97	220.114766011	5.53186166496	221.06111145	6.55187702179	NSA		569.852306545
98	172.017358727	29.510710092	172.935684204	29.1191005707	NSA		573.436703285
99	179.010357714	6.6779104295	178.165313721	7.03944778442	NSA		573.479883442
100	145.088082817	4.73510076361	144.382736206	5.53485107422	NSA		575.798209197
101	216.362007305	56.3202828666	218.142608643	56.0166358948	NSA		576.286140889
102	163.457291692	57.1188458923	164.272521973	58.0770721436	NSA		578.671494764
103	206.577724311	43.8513547092	207.22819519	43.0525283813	NSA		579.878837189
104	353.778805283	0.301058523211	354.568450928	0.841624975204	MMT	AnaK	580.661488223
105	248.051339587	19.6957396993	248.146194458	20.6615352631	AAT	Odyssey	580.959966358
106	193.681402422	58.776488573	195.303817749	59.0351867676	NSA		588.878742957
107	216.147606853	56.2493956883	214.251174927	56.433013916	NSA		593.067450891
108	248.580638518	19.7208013394	248.146194458	20.6615352631	AAT	Odyssey	614.147510586
109	210.207365611	49.5161574869	209.073272705	50.3608360291	NSA		617.920050108
110	210.100030032	49.4443703098	209.073272705	50.3608360291	NSA		625.560356002
111	163.684746698	56.9828454165	164.272521973	58.0770721436	NSA		625.773982974
112	206.453538868	41.7456697216	205.253265381	41.3872489929	NSA		628.254218269
113	198.263623171	23.084589958	198.237121582	24.0459098816	NSA		630.252763531
114	155.66592215	58.0900769045	153.679718018	58.2953834534	NSA		642.24311574
115	182.990666509	20.0278486922	183.103744507	18.9889373779	NSA	ScoobyDoo	661.896573176
116	175.138189045	36.3014420467	176.691757202	37.2532577515	NSA		675.214219006
117	210.220300497	49.3754537481	209.073272705	50.3608360291	NSA		681.869989417
118	123.243173206	36.198359966	122.421058655	35.4005355835	NSA	StarTrek	684.843299016
119	139.49713703	52.7427116605	139.619110107	51.6589279175	NSA		686.639489013
120	182.848206846	20.0632227672	183.103744507	18.9889373779	MMT	ScoobyDoo	697.759509896
121	218.707391806	54.5344285066	220.546798706	55.1473045349	NSA		707.281698256
122	198.174169838	22.8298213652	197.484146118	21.9508247375	NSA		711.850062523
123	225.005401226	-1.09130226734	225.276763916	0.345923006535	NSA	Othello	725.07823779
124	164.087037522	56.7597565956	164.272521973	58.0770721436	NSA		725.942029628
125	193.611593257	58.3970837387	195.303817749	59.0351867676	NSA		729.257119749
126	179.280050382	6.67546219322	178.165313721	7.03944778442	NSA		731.354097028
127	127.34030493	25.8856332187	128.84286499	26.0942306519	NSA		745.727944617
128	39.5361613388	-1.39669557972	38.3974227905	-1.12910103798	AAT	Narnia	758.385393952
129	163.46139867	56.7582082199	164.272521973	58.0770721436	NSA		763.414182282
130	127.327942753	25.7509455659	128.84286499	26.0942306519	SDSS		766.712429633
131	182.428044304	20.0469187602	183.103744507	18.9889373779	MMT	ScoobyDoo	782.637867562
132	255.505162484	23.1633940992	256.328369141	24.067243576	NSA		809.839037272
133	255.579502633	23.0765136287	256.328369141	24.067243576	NSA		829.127377368
134	126.619903167	26.0745799775	127.377479553	27.472984314	NSA		847.63602849
135	126.640716474	25.4997595504	125.189041138	24.5313606262	NSA		891.349276975
136	126.865163194	25.7243689745	128.08366394	24.5168170929	NSA		892.51991128
137	224.532617519	-1.31259609568	225.276763916	0.345923006535	NSA	Othello	901.152210076
138	138.039733341	35.5315898799	139.975189209	35.9463539124	NSA		917.016950799
139	123.649897556	36.4343553979	122.421058655	35.4005355835	NSA	StarTrek	945.137153014
140	24.5004818322	-7.5654384584	22.3293228149	-8.39570331573	NSA		976.559665013
141	139.189595559	53.4429759655	140.8618927	54.6402206421	NSA		978.642072472
142	137.938707966	35.4052045703	139.975189209	35.9463539124	NSA		982.3359616
143	139.44430792	53.2935206629	140.8618927	54.6402206421	NSA		1001.11591003
144	138.184974166	34.9255496114	139.975189209	35.9463539124	NSA		1004.77514794
145	255.1878771	23.0439876547	256.328369141	24.067243576	NSA		1006.34476009
146	39.9254642529	-1.41874190874	38.3974227905	-1.12910103798	MMT	Narnia	1008.30205526
147	145.320962664	0.771102651396	143.825805664	2.07098007202	NSA		1038.45377857
148	255.138188152	22.8659917125	253.964035034	21.7671604156	NSA		1062.88870145
149	137.962155506	34.9637406847	139.975189209	35.9463539124	NSA		1078.8764235
150	255.373501644	22.7311338608	256.328369141	24.067243576	SDSS		1099.19754748
151	20.5363426909	17.5281428748	20.1921138763	15.7110061646	MMT	HarryPotter	1245.9159312
152	20.2852690118	17.6022357532	20.1921138763	15.7110061646	MMT	HarryPotter	1277.28984953
153	20.3284666123	17.7539390491	20.1921138763	15.7110061646	MMT	HarryPotter	1381.02507919
154	20.7768903825	17.8914501798	20.1921138763	15.7110061646	MMT	HarryPotter	1518.68193575
155	335.97997618	-3.27054858631	336.636108398	-0.954925000668	AAT	OBrother	1645.54355283
156	336.048161241	-3.48293869003	336.636108398	-0.954925000668	NSA	OBrother	1774.58044377
157	34.1104789477	5.93475255387	33.1065292358	1.015583992	NSA		1809.01133113
158	335.836305444	-3.65980264084	336.636108398	-0.954925000668	NSA	OBrother	1928.47076136
159	335.953849494	-3.70119481833	336.636108398	-0.954925000668	AAT	OBrother	1934.73044535
160	34.4564849708	6.29468048722	33.1065292358	1.015583992	NSA		1963.25146041
161	348.776907636	4.373197012	350.780212402	1.18917703629	MMT	Catch22	2429.62029265
162	348.874199097	4.61326147472	350.780212402	1.18917703629	MMT	Catch22	2531.11647015
163	348.643816258	4.4984434911	350.780212402	1.18917703629	NSA	Catch22	2543.95445653
164	348.621488524	4.50717078054	350.780212402	1.18917703629	AAT	Catch22	2556.51229361
165	348.696648891	4.63995487019	350.780212402	1.18917703629	MMT	Catch22	2603.4519697
166	348.554591739	4.91500326962	350.780212402	1.18917703629	MMT	Catch22	2802.88371605
167	1.12965796353	20.7180183961	359.214172363	15.3133506775	NSA	Bandamanna	3232.39510591

SDSSNAME	RA	DEC	Z	PSFMAG_U	PSFMAGERR_U	PSFMAG_G	PSFMAGERR_G	PSFMAG_R	PSFMAGERR_R	PSFMAG_I	PSFMAGERR_I	PSFMAG_Z	PSFMAGERR_Z	A_U	LOGNHI	FIRSTMAG	FIRST_SN	FIRST_SEP	LG_RASS_RATE	RASS_SN	RASS_SEP	TWOMASSMAG_J	TWOMASSMAGERR_J	TWOMASSMAG_H	TWOMASSMAGERR_H	TWOMASSMAG_K	TWOMASSMAGERR_K	TWOMASS_SEP	M_I	DELTA_G_I	MORPHOLOGY	SCIENCEPRIMARY	MODE	UNIFORM	BESTPRIMTARGET	TS_B_QSO	TS_B_HIZ	TS_B_FIRST	TS_B_ROSAT	TS_B_SERENDIP	TS_B_STAR	TS_B_GAL	RUN_BEST	MJD_BEST	MJD_SPEC	PLATE	FIBERID	RERUN_BEST	CAMCOL_BEST	FIELD_BEST	OBJ_BEST	TARGPRIMTARGET	TS_T_QSO	TS_T_HIZ	TS_T_FIRST	TS_T_ROSAT	TS_T_SERENDIP	TS_T_STAR	TS_T_GAL	T_PSFMAG_U	T_PSFMAGERR_U	T_PSFMAG_G	T_PSFMAGERR_G	T_PSFMAG_R	T_PSFMAGERR_R	T_PSFMAG_I	T_PSFMAGERR_I	T_PSFMAG_Z	T_PSFMAGERR_Z	BESTOBJID	SPECOBJID	OBJECT_NAME	GALEX_OBJID	GALEX_RA	GALEX_DEC	GALEX_SEP	GALEX_TYPE	GALEX_BAND	NUV_FLUX	NUV_FLUXERR	FUV_FLUX	FUV_FLUXERR	NUV_MAG	NUV_MAGERR	FUV_MAG	FUV_MAGERR	GALEX_NOBJ	hsla_match_idx	qso_to_host	qso_to_host_phys	SAGA_name	SAGA_NSAID	skycoord	sat_seps
																																																																																									deg	kpc			deg,deg
str18	float64	float64	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	int16	int16	int16	int16	str12	int16	int16	int16	int16	int16	int16	int16	int16	int32	int32	int16	int16	int16	int16	int16	int16	str12	int16	int16	int16	int16	int16	int16	int16	float32	float32	float32	float32	float32	float32	float32	float32	float32	float32	str21	str21	str25	int64	float64	float64	float64	int32	int32	float32	float32	float32	float32	float32	float32	float32	float32	int16	int64	float64	float64	str8	int64	object	object
114758.59+271459.3	176.994140625	27.2498130798	0.3627	16.193	0.012	16.1	0.022	16.118	0.016	16.214	0.018	15.739	0.022	0.141	20.27	0.0	0.0	0.0	-0.776	5.563	8.56	15.241	0.048	14.679	0.066	13.893	0.043	0.226	-25.109	-0.318	0	1	1	1	7171	1	1	0	1	0	0	0	5112	53387	53793	2223	280	40	3	434	27	7171	1	1	0	1	0	0	0	16.186	0.012	16.103	0.022	16.118	0.016	16.209	0.018	15.714	0.022	587741708883722267	625949913577947136	SDSS J114758.59+271459.3	6374821310982262564	176.994182633	27.2495993357	0.78113603809	1	3	801.311	17.728	648.231	28.1976	16.6381	0.0240264	16.8736	0.0472402	1	--	0.347496949473	171.499647504		140301	176.994140625,27.2498130798	[ 133.10677639 151.66467086 444.89091284 295.21809608] kpc
095820.94+322402.2	149.587265015	32.4006233215	0.5306	16.38	0.028	16.057	0.015	16.021	0.012	15.865	0.011	15.855	0.014	0.076	20.21	8.698	999.99	0.095	-9.0	0.0	0.0	14.945	0.039	14.443	0.05	13.76	0.042	0.032	-26.351	0.049	0	1	1	1	2097162	1	0	1	0	1	0	0	4518	53082	53433	1949	472	40	4	146	81	2097162	1	0	1	0	1	0	0	16.37	0.028	16.046	0.015	16.01	0.012	15.85	0.011	15.853	0.014	587739158191145041	548824224576307200	FBQS J095820.9+322402	6378410037478426750	149.587385979	32.400351098	1.04670804902	1	3	939.271	14.7886	508.15	16.6669	16.4656	0.0170988	17.1379	0.03562	1	--	0.0307295902541	13.4803426516	MobyDick	85746	149.587265015,32.4006233215	[ 145.00287263] kpc
095914.84+320357.2	149.81187439	32.0659103394	0.5639	17.196	0.012	16.882	0.021	16.992	0.013	16.931	0.016	17.033	0.018	0.076	20.225	0.0	0.0	0.0	-9.0	0.0	0.0	16.094	0.087	15.274	0.105	14.637	0.08	0.206	-25.433	-0.144	0	1	1	1	2	1	0	0	0	0	0	0	4518	53082	53433	1949	191	40	3	147	47	2	1	0	0	0	0	0	0	17.181	0.012	16.872	0.021	16.99	0.013	16.927	0.016	17.031	0.018	587739157654339631	548824223397707776	SDSS J095914.85+320357.2	6378410046068361930	149.811827774	32.0657063845	0.747883430811	1	3	575.656	15.8399	354.64	23.0186	16.9972	0.0298827	17.5284	0.070489	1	35	0.358166544482	157.119171001	MobyDick	85746	149.81187439,32.0659103394	[ 290.74296232] kpc
120233.08+022559.7	180.637863159	2.43326592445	0.273	17.299	0.061	17.322	0.016	17.27	0.023	17.339	0.026	16.899	0.023	0.142	20.272	0.0	0.0	0.0	-1.398	3.014	11.88	15.954	0.087	15.153	0.084	13.982	0.061	0.106	-23.308	-0.313	0	1	1	0	7171	1	1	0	1	0	0	0	1458	51668	52017	516	112	40	3	373	20	7173	1	1	0	1	0	0	0	17.29	0.011	17.295	0.018	17.261	0.012	17.264	0.017	16.853	0.036	587726015069224980	145464499766296576	SDSS J120233.08+022559.7	6379113808672066821	180.637932663	2.43328680621	0.261046830243	1	3	307.78	9.42953	315.524	18.6649	17.677	0.0332721	17.6553	0.0642425	2	--	0.458053924796	235.973508037	Sopranos	13927	180.637863159,2.43326592445	[ 244.82636091] kpc
092542.32+344108.6	141.426376343	34.6857299805	1.0667	16.649	0.018	16.516	0.017	16.325	0.011	16.314	0.014	16.24	0.018	0.115	20.188	0.0	0.0	0.0	-9.0	0.0	0.0	15.323	0.05	14.822	0.062	14.141	0.053	0.165	-27.612	-0.006	0	1	1	1	2	1	0	0	0	0	0	0	3704	52705	52991	1593	338	40	6	72	6	2	1	0	0	0	0	0	0	16.652	0.018	16.506	0.017	16.318	0.011	16.312	0.014	16.254	0.018	587735663156658182	448617233929732096	SDSS J092542.32+344108.6	6378445240104126593	141.426268426	34.6856815482	0.363941529562	1	3	602.578	8.4387	279.154	18.3079	16.9476	0.0152087	17.7883	0.0712239	1	682	0.335214067901	161.893993543		135879	141.426376343,34.6857299805	[ 35.35214288 114.05850752 161.93444021 197.69332063 244.53971609] kpc
120226.75-012915.2	180.611495972	-1.48757696152	0.1504	17.588	0.023	17.381	0.034	17.131	0.045	16.837	0.021	16.7	0.03	0.134	20.346	13.761	71.962	0.762	-0.852	5.182	7.57	15.064	0.062	13.984	0.05	12.77	0.039	0.184	-22.413	-0.034	1	1	1	0	7746	1	0	0	1	0	0	1	1231	51606	52368	331	532	40	6	76	11	134217792	0	0	0	1	0	0	1	17.62	0.02	17.486	0.013	17.272	0.015	16.917	0.008	16.76	0.026	587725041702797323	93393138369953792	2MASX J12022678-0129155	6382596987420676162	180.61206954	-1.48723051495	2.41168743792	1	3	355.608	13.2427	268.107	21.9689	17.5202	0.0404421	17.8321	0.0889877	2	--	0.643192480808	260.98587288	Alice	140594	180.611495972,-1.48757696152	[ 149.57888814 373.23208757] kpc
084159.13+140642.1	130.496398926	14.1117200851	1.2514	17.056	0.029	17.042	0.014	16.869	0.017	16.867	0.017	16.902	0.02	0.181	20.587	0.0	0.0	0.0	-9.0	0.0	0.0	16.352	0.118	16.366	0.238	15.375	0.153	0.564	-27.469	-0.172	0	1	1	1	2	1	0	0	0	0	0	0	5194	53441	53815	2427	28	40	5	115	209	2	1	0	0	0	0	0	0	17.079	0.029	17.045	0.014	16.863	0.017	16.859	0.017	16.898	0.02	587742062123876561	683370902259236864		3051683665276833236	130.496620738	14.1116694668	0.795576058015	0	3	373.912	3.18771	227.694	3.92265	17.4657	0.00925848	18.0095	0.0187093	2	145	0.239307579086	136.897777333		135440	130.496398926,14.1117200851	[ 127.10715891 143.44332627 190.79733941] kpc
142940.74+032125.8	217.419769287	3.35718798637	0.2531	18.31	0.024	18.312	0.023	18.152	0.017	18.007	0.016	17.846	0.023	0.166	20.386	0.0	0.0	0.0	-1.251	3.64	12.11	16.727	0.154	16.068	0.159	14.685	0.105	0.314	-22.47	-0.147	0	1	1	0	7170	1	0	0	1	0	0	0	2190	51987	52027	585	214	40	1	237	52	7172	1	0	0	1	0	0	0	18.382	0.02	18.307	0.013	18.172	0.015	17.986	0.01	17.824	0.025	587729157902630964	164886316536823808	SDSS J142940.73+032125.8	2429764704234636987	217.419986265	3.3572877569	0.85852268861	0	3	182.385	2.25949	190.949	4.21499	18.2451	0.0134539	18.2006	0.0239722	2	43	0.123890578902	53.8712889489		165082	217.419769287,3.35718798637	[ 39.65397155 112.42504934 178.70260641 239.37880857 184.74376743 226.5557427 229.77506827 283.76778564] kpc
105115.75+280527.1	162.815643311	28.0908641815	0.4223	17.368	0.026	17.101	0.024	17.245	0.023	17.157	0.032	16.897	0.025	0.104	20.34	0.0	0.0	0.0	-1.066	4.176	10.07	16.753	0.115	15.761	0.1	14.778	0.08	0.145	-24.518	-0.235	0	1	1	1	1055747	1	1	0	1	1	0	0	5071	53354	53826	2359	275	40	3	317	45	1055747	1	1	0	1	1	0	0	17.357	0.026	17.101	0.024	17.238	0.023	17.152	0.032	16.883	0.025	587741532782395437	664230652123545600		6387874663635095409	162.816142657	28.0908430315	1.58771374829	1	3	291.021	11.2513	190.279	16.8013	17.7378	0.0419862	18.2044	0.0958917	2	--	0.115782869784	48.9439935469		138201	162.815643311,28.0908641815	[ 15.57126936 36.0398746 43.09914157 102.25394442 118.37553024 166.64980262 203.98715127 217.56307888] kpc
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
143125.29+573427.6	217.855407715	57.5743408203	0.709	18.553	0.022	18.297	0.03	18.397	0.016	18.506	0.014	18.464	0.042	0.052	20.134	0.0	0.0	0.0	-9.0	0.0	0.0	17.041	0.328	0.0	0.0	15.25	0.24	0.076	-24.405	-0.192	0	1	1	1	1048578	1	0	0	0	1	0	0	2304	52047	52441	790	182	41	2	310	78	1048578	1	0	0	0	1	0	0	18.545	0.017	18.334	0.012	18.427	0.016	18.507	0.011	18.436	0.038	588011123047268430	222590464744751104	SDSS J143125.29+573427.6	6374469445786537230	217.855376194	57.5737578722	2.09949524155	1	3	162.431	12.7257	123.622	11.7618	18.3709	0.0850829	18.6727	0.103326	1	--	0.358493891492	194.017045039		165153	217.855407715,57.5743408203	[ 236.50743741 595.75366945 565.30013948] kpc
095623.21+323621.6	149.096725464	32.6060180664	0.5263	17.715	0.045	17.464	0.016	17.57	0.016	17.419	0.021	17.552	0.021	0.066	20.196	0.0	0.0	0.0	-9.0	0.0	0.0	16.173	0.08	15.369	0.096	14.6	0.077	0.113	-24.773	-0.084	0	1	1	1	3	1	1	0	0	0	0	0	4518	53082	53433	1949	437	40	5	144	66	3	1	1	0	0	0	0	0	17.681	0.045	17.458	0.016	17.57	0.016	17.427	0.021	17.587	0.021	587739158727884866	548824224429506560	TON 1129	6378410037478427727	149.096971244	32.6059683236	0.766567851766	1	3	220.224	7.45666	123.447	7.46959	18.0404	0.0367714	18.6742	0.0657124	1	--	0.47694003667	209.222285927	MobyDick	85746	149.096725464,32.6060180664	[ 223.73773276] kpc
135353.31+470715.4	208.472167969	47.120967865	1.1122	17.104	0.019	16.999	0.025	16.855	0.02	16.926	0.018	16.981	0.02	0.08	20.188	0.0	0.0	0.0	-9.0	0.0	0.0	16.254	0.094	15.769	0.13	15.143	0.126	0.148	-27.086	-0.135	0	1	1	1	1048578	1	0	0	0	1	0	0	3650	52671	52723	1285	233	40	3	114	58	1048578	1	0	0	0	1	0	0	17.052	0.028	17.016	0.023	16.849	0.03	16.92	0.02	16.875	0.018	587735429620564026	361921789611212800	SDSS J135353.31+470715.5	6374575002124028837	208.472492876	47.120932178	0.806205578316	1	3	342.69	11.3464	121.431	10.572	17.5603	0.0359574	18.6921	0.0945485	2	--	0.421588630077	213.837704576		144121	208.472167969,47.120967865	[] kpc
125407.23+081204.5	193.530136108	8.20126724243	1.1058	17.96	0.023	17.779	0.037	17.519	0.025	17.439	0.02	17.347	0.022	0.142	20.281	0.0	0.0	0.0	-9.0	0.0	0.0	16.356	0.161	16.109	0.238	15.582	0.237	0.654	-26.585	0.109	0	1	1	1	2	1	0	0	0	0	0	0	3842	52730	54270	1792	405	41	5	83	67	2	1	0	0	0	0	0	0	17.936	0.023	17.78	0.037	17.52	0.025	17.438	0.02	17.341	0.022	588017730302705731	504636247839342592		6378761963877434314	193.530121732	8.20165625749	1.40139071591	1	3	207.892	7.08423	118.863	11.5595	18.103	0.0370071	18.7153	0.105615	1	--	0.266663368602	186.277385338		162580	193.530136108,8.20126724243	[ 110.84987926 165.83750537 212.87023795 268.61354016 299.35332894] kpc
135447.85+420641.4	208.699386597	42.1115226746	0.2319	18.249	0.02	18.219	0.038	18.131	0.016	17.87	0.013	17.83	0.023	0.029	20.072	0.0	0.0	0.0	-1.168	5.464	14.49	16.45	0.125	15.685	0.104	15.091	0.114	0.155	-22.346	-0.191	1	1	1	1	7234	1	0	0	1	0	0	1	3818	52724	52822	1346	278	41	3	285	27	7234	1	0	0	1	0	0	1	18.218	0.025	18.236	0.036	18.122	0.017	17.861	0.012	17.783	0.024	588017626162987035	379092188581068800	2MASX J13544784+4206416	6374750881034797700	208.699173857	42.1118316584	1.24903726151	1	3	124.879	7.87488	112.761	11.0748	18.6564	0.0684834	18.7725	0.106661	2	--	0.500907921487	296.456171474		144151	208.699386597,42.1115226746	[ 317.17579474] kpc
135626.83+284737.6	209.111801147	28.7937984467	0.6943	18.424	0.022	18.116	0.016	18.078	0.02	18.037	0.017	18.075	0.03	0.069	20.093	0.0	0.0	0.0	-9.0	0.0	0.0	17.298	0.248	16.088	0.223	15.472	0.171	0.047	-24.83	0.092	0	1	1	1	1048578	1	0	0	0	1	0	0	4649	53148	53854	2116	50	40	6	166	71	1048578	1	0	0	0	1	0	0	18.416	0.022	18.091	0.016	18.058	0.02	18.023	0.017	18.072	0.03	587739721906913351	595832352098222080		6379289692951544285	209.111826747	28.7938969152	0.363570576631	1	3	157.805	11.1489	106.938	17.2833	18.4023	0.0767258	18.8301	0.175519	1	--	0.385469316695	232.928077598		94217	209.111801147,28.7937984467	[ 211.87761 274.23400923] kpc
144646.37-003143.7	221.693222046	-0.52883297205	0.6976	18.208	0.016	17.812	0.015	17.889	0.02	17.94	0.019	17.865	0.02	0.218	20.563	0.0	0.0	0.0	-9.0	0.0	0.0	16.824	0.16	16.117	0.16	15.022	0.147	0.197	-24.999	-0.17	0	1	1	0	1048578	1	0	0	0	1	0	0	756	51259	51662	308	181	44	2	707	133	1048580	1	0	0	0	1	0	0	18.157	0.011	17.814	0.004	17.895	0.005	17.947	0.006	17.847	0.016	588848899394044037	86916180186497024	LBQS 1444-0019	2934273415616402722	221.69354922	-0.528603313859	1.43899343697	0	3	216.037	2.56223	98.1816	3.13414	18.0613	0.0128801	18.9228	0.0346672	2	--	0.339474053865	150.450815544	Dune	165536	221.693222046,-0.52883297205	[ 233.79483904] kpc
105247.46+282310.2	163.197784424	28.3861732483	0.796	18.633	0.021	18.375	0.023	18.438	0.021	18.45	0.023	18.444	0.041	0.089	20.328	0.0	0.0	0.0	-9.0	0.0	0.0	17.331	0.27	16.821	0.276	16.002	0.252	0.015	-24.757	-0.034	0	1	1	1	1048578	1	0	0	0	1	0	0	5061	53352	53797	2358	639	40	4	322	85	1048578	1	0	0	0	1	0	0	18.62	0.021	18.378	0.023	18.435	0.021	18.45	0.023	18.442	0.041	587741490369921109	663949054119510016		6387874662561350889	163.198022269	28.3861740286	0.753294832304	1	3	150.141	6.15543	95.603	9.85172	18.4563	0.0445234	18.9517	0.11191	1	--	0.53014005215	224.101987968		138201	163.197784424,28.3861732483	[ 173.83588008 217.47953687 229.60069319 267.98880509 262.28506078 192.19687594 386.67912852 326.59938061] kpc
145151.53+591400.0	222.964736938	59.2333564758	0.2971	18.449	0.017	18.545	0.02	18.382	0.024	18.449	0.034	17.919	0.03	0.043	20.121	0.0	0.0	0.0	-9.0	0.0	0.0	16.312	0.115	15.983	0.166	14.913	0.106	0.238	-22.358	-0.11	1	1	1	0	66	1	0	0	0	0	0	1	1345	51639	52081	608	65	41	3	485	5	4	1	0	0	0	0	0	0	18.466	0.018	18.544	0.025	18.377	0.037	18.429	0.05	17.886	0.026	588007004721971205	171360472304451584	2MASX J14515156+5914001	6374469437196600924	222.964435159	59.2333505353	0.556155293226	1	3	121.152	6.88266	92.9094	8.57245	18.6893	0.0616957	18.9827	0.100202	2	--	0.265287775489	155.099676124		165707	222.964736938,59.2333564758	[ 163.98967451] kpc
143145.99+030143.8	217.941635132	3.02884888649	0.3407	18.934	0.032	19.018	0.018	18.82	0.018	18.822	0.017	18.149	0.03	0.154	20.403	0.0	0.0	0.0	-9.0	0.0	0.0	17.039	0.227	16.182	0.169	15.317	0.192	1.032	-22.357	-0.082	0	1	1	0	1048579	1	1	0	0	1	0	0	1462	51669	51999	535	523	40	6	618	23	1048581	1	1	0	0	1	0	0	18.892	0.031	19.002	0.013	18.823	0.016	18.803	0.021	18.118	0.029	587726033875763223	150812448738246656	SDSS J143145.99+030143.8	2428251776234823109	217.941755127	3.02881021389	0.453289258038	0	3	108.942	1.85855	91.4842	2.55953	18.8046	0.0185272	18.9995	0.0303839	2	658	0.561408738779	244.117128625		165082	217.941635132,3.02884888649	[ 251.8353271 297.88089041 112.50412402 153.23143802 374.36933884 349.76317029 471.8493056 298.91023295] kpc

idx	sample_top10	sample_allmulti	sample_allsaga	sample_multisaga	sample_custom	to_propose_top10	to_propose_allmulti	to_propose_allsaga	to_propose_multisaga	to_propose_custom	FUV_MAG	hsla_match_idx	SAGA_name	SAGA_NSAID	qso_to_host_phys
															kpc
0	True	True	False	False	True	True	True	False	False	True	16.8736	--		140301	171.499647504
1	True	True	True	True	True	True	True	True	True	True	17.1379	--	MobyDick	85746	13.4803426516
2	True	True	True	True	True	False	False	False	False	False	17.5284	35	MobyDick	85746	157.119171001
3	True	True	True	True	True	True	True	True	True	True	17.6553	--	Sopranos	13927	235.973508037
4	True	True	False	False	True	False	False	False	False	False	17.7883	682		135879	161.893993543
5	True	False	True	True	True	True	False	True	True	True	17.8321	--	Alice	140594	260.98587288
6	True	False	False	False	True	False	False	False	False	False	18.0095	145		135440	136.897777333
7	True	True	False	True	True	False	False	False	False	False	18.2006	43		165082	53.8712889489
8	True	True	False	True	False	True	True	False	True	False	18.2044	--		138201	48.9439935469
9	True	False	False	False	True	True	False	False	False	True	18.317	--		142722	249.842139545
10	False	False	False	False	True	False	False	False	False	True	18.3858	--		144953	268.169740606
11	False	False	False	False	False	False	False	False	False	False	18.5373	--		162547	258.415523757
12	False	False	False	False	False	False	False	False	False	False	18.5923	--		158541	106.862163726
13	False	False	False	False	False	False	False	False	False	False	18.6727	--		165153	194.017045039
14	False	True	True	True	True	False	True	True	True	True	18.6742	--	MobyDick	85746	209.222285927
15	False	False	False	False	False	False	False	False	False	False	18.6921	--		144121	213.837704576
16	False	False	False	False	False	False	False	False	False	False	18.7153	--		162580	186.277385338
17	False	False	False	False	False	False	False	False	False	False	18.7725	--		144151	296.456171474
18	False	False	False	False	False	False	False	False	False	False	18.8301	--		94217	232.928077598
19	False	False	True	True	False	False	False	True	True	False	18.9228	--	Dune	165536	150.450815544
20	False	True	False	True	False	False	True	False	True	False	18.9517	--		138201	224.101987968
21	False	False	False	False	False	False	False	False	False	False	18.9827	--		165707	155.099676124
22	False	True	False	True	False	False	False	False	False	False	18.9995	658		165082	244.117128625

idx	Number	Target Name	RA	DEC	Nexp	Target Description	AltName	AltClass	Redshift	MAST	Median S/N	FUV M	FUV L	Download	skycoord	SAGA_NSAID	new_in_25
															deg,deg
0	36	2MASS-J09591486+3203573	149.812	32.0659	2	GALAXY;QSO	SDSS J095914.84+320357.2	QSO	0.564	MAST	6.22692	--	. . .	ALL	149.812,32.0659	85746	False
1	683	VV2006-J092542.3+344108	141.426	34.6857	8	GALAXY;QSO;QUASAR	SDSS J092542.32+344108.6	QSO	1.067	MAST	7.61168	--	. . .	ALL	141.426,34.6857	135879	True
2	146	J084159.13+140642.1	130.496	14.1117	4	GALAXY;QSO	SDSS J084159.13+140642.1	QSO	1.255	MAST	10.7392	--	. . .	ALL	130.496,14.1117	135440	False
3	44	2MASS-J14294076+0321257	217.42	3.35718	4	GALAXY;QSO	SDSS J142940.73+032125.8	QSO	0.253	MAST	5.2532	--	. . .	ALL	217.42,3.35718	165082	False
4	659	J143145.98+030143.8	217.942	3.02886	9	GALAXY;QSO	SDSS J143145.99+030143.8	QSO	0.340	MAST	1.73017	--	. . .	ALL	217.942,3.02886	165082	True

idx	flags	QSO	galname	N	Nerr	b	berr	v	verr	SFR	sfrlim	sSFR	mstar	rho
0	1	J0226+0015	268_22	13.03	0.16	16.0	9.5	67.8	5.6	0.1	1	1.29e-12	10.8	80.6
1	0	J0226+0015	268_22	14.34	0.06	40.9	3.5	166.4	2.0	0.1	1	1.29e-12	10.8	80.6
2	0	J0401-0540	67_24	13.63	0.07	23.3	6.5	-643.0	5.0	1.1	0	7.86e-11	10.2	85.6
3	0	J0401-0540	67_24	14.64	0.08	19.9	1.9	-579.6	2.6	1.1	0	7.86e-11	10.2	85.6
4	0	J0401-0540	67_24	15.54	0.09	30.4	4.6	-63.7	5.8	1.1	0	7.86e-11	10.2	85.6

Load the SAGA datasets

First load the flag0/host lists

Combine the two together

And also load the sats list

Also figure out which are the saga hosts

Now collect Jason T's QSO datasets

Load pre-existing COS spectra from HSLA

X-match hosts

Some summaries of numbers for hosts

X-match sats

Now try IDing good sets of targets

Scope out more complex orbit scenarios

Write out QSOs for sharing

Check the spectra that are already observed w/COS

Proposal plots

Bullseye plot

"Horn" plot a la Tuminson+ 13

r vs FUV_MAG for context