In [13]:

    

import time

import numpy as np
from scipy import integrate

from astropy import units as u
from astropy.table import Table
from astropy.coordinates import SkyCoord, Distance, Galactocentric, CartesianRepresentation, SphericalRepresentation


    

In [2]:

    

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

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


    

In [3]:

    

# 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 numpy as np

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)
    
from utils import get_mcconn_table


    

In [4]:

    

mcconndat = get_mcconn_table()

#the MW sats
sample = mcconndat['distance']<420
sample[mcconndat['name']=='Canis Major'] = False
sample[mcconndat['name']=='Phoenix'] = False
sample[mcconndat['name']=='Phoenix'] = False
sample[mcconndat['name']=='Sagittarius dSph'] = False  # disrupting

#special-case including some of the bright M31 objects
sample[mcconndat['name']=='M32'] = True
sample[mcconndat['name']=='NGC 147'] = True
sample[mcconndat['name']=='NGC 185'] = True
sample[mcconndat['name']=='NGC 205'] = True

ldat = mcconndat[sample]
ldat


    

    
Out[4]:




<Table length=30>

name
center
EBmV
distmod
distmod+
distmod-
vh
vh+
vh-
Vmag
Vmag+
Vmag-
PA
PA+
PA-
e
e+
e-
muV0
muV0+
muV0-
rh
rh+
rh-
sigma_s
sigma_s+
sigma_s-
vrot_s
vrot_s+
vrot_s-
MHI
sigma_g
sigma_g+
sigma_g-
vrot_g
vrot_g+
vrot_g-
[Fe/H]
[Fe/H]+
[Fe/H]-
F
References
Vabs
logLV
distance
distance+
distance-
rh_phys
radeg
decdeg
x [106]
y [106]
z [106]
and_number
mag
solLum
kpc
kpc
kpc
kpc
deg
deg
kpc
kpc
kpc

str19
object
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
int64
str40
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
float64
int64
Segue (I)
<ICRS Coordinate: (ra, dec) in deg
    (151.76666667, 16.08194444)>
0.031
16.8
0.2
0.2
208.5
0.9
0.9
15.3
0.8
0.8
85.0
8.0
8.0
0.48
0.13
0.13
27.6
1.0
1.0
4.4
1.2
0.6
3.9
0.8
0.8
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-2.72
0.4
0.4
2
(5)(6)(98)(130)(178)
-1.5
2.532
22.9086765277
2.10996708291
2.10996708291
0.0293210010634
151.766666667
16.0819444444
-6.10454009929 .. -2498.34810838
3.27779965593 .. 1341.47444965
1.99755331472 .. 817.519987428
-99
Ursa Major II
<ICRS Coordinate: (ra, dec) in deg
    (132.875, 63.13)>
0.094
17.5
0.3
0.3
-116.5
1.9
1.9
13.3
0.5
0.5
98.0
4.0
4.0
0.63
0.05
0.05
27.9
0.6
0.6
16.0
1.0
1.0
6.7
1.4
1.4
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-2.47
0.06
0.06
2
(7)(8)(98)(130)(179)(180)
-4.2
3.612
31.6227766017
4.36884804013
4.36884804013
0.147179085419
132.875
63.13
-2.21754506878 .. -907.553957829
2.38845178607 .. 977.499353702
6.43252606578 .. 2632.57986141
-99
Bootes II
<ICRS Coordinate: (ra, dec) in deg
    (209.5, 12.85)>
0.031
18.1
0.06
0.06
-117.0
5.2
5.2
15.4
0.9
0.9
145.0
55.0
55.0
0.21
0.21
0.21
28.1
1.6
1.6
4.2
1.4
1.4
10.5
7.4
7.4
99.9
99.9
99.9
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-1.79
0.05
0.05
3
(9)(10)(98)(130)
-2.7
3.012
41.686938347
1.15185267373
1.15185267373
0.0509302030462
-150.5
12.85
-6.11901664063 .. -2504.27278724
-3.46197304455 .. -1416.84937218
1.60373864575 .. 656.347136196
-99
Segue II
<ICRS Coordinate: (ra, dec) in deg
    (34.81666667, 20.17527778)>
0.185
17.7
0.1
0.1
-39.2
2.5
2.5
15.2
0.3
0.3
182.0
17.0
17.0
0.15
0.1
0.1
27.4
0.4
0.4
3.4
0.2
0.2
3.4
2.5
1.2
99.9
99.9
99.9
99.9
99.9
99.9
99.9
999.9
99.9
99.9
-2.22
0.13
0.13
2
(11)(214)
-2.5
2.932
34.6736850453
1.59678220609
1.59678220609
0.0342929648442
34.8166666667
20.1752777778
5.55692068545 .. 2274.22902579
3.86455823779 .. 1581.61165396
2.48705081888 .. 1017.85205892
-99
Willman 1
<ICRS Coordinate: (ra, dec) in deg
    (162.3375, 51.05)>
0.014
17.9
0.4
0.4
-12.3
2.5
2.5
15.2
0.7
0.7
77.0
5.0
5.0
0.47
0.08
0.08
26.1
0.9
0.9
2.3
0.4
0.4
4.3
2.3
1.3
99.9
99.9
99.9
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-2.1
9.99
9.99
2
(12)(13)(98)(130)(181)
-2.7
3.012
38.0189396321
7.00334749186
7.00334749186
0.0254363008634
162.3375
51.05
-4.31949112113 .. -1767.79778593
1.3754110679 .. 562.901641048
5.60801573662 .. 2295.14022014
-99
Coma Berenices
<ICRS Coordinate: (ra, dec) in deg
    (186.74583333, 23.90416667)>
0.017
18.2
0.2
0.2
98.1
0.9
0.9
14.1
0.5
0.5
115.0
10.0
10.0
0.38
0.14
0.14
27.3
0.7
0.7
6.0
0.6
0.6
4.6
0.8
0.8
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-2.6
0.05
0.05
2
(5)(8)(98)(130)(179)(180)
-4.1
3.572
43.651583224
4.02045939269
4.02045939269
0.0761863850967
-173.254166667
23.9041666667
-6.54690102446 .. -2679.38903246
-0.774394030261 .. -316.929011716
2.9219857144 .. 1195.8538012
-99
Bootes III
<ICRS Coordinate: (ra, dec) in deg
    (209.3, 26.8)>
0.021
18.35
0.1
0.1
197.5
3.8
3.8
12.6
0.5
0.5
90.0
99.9
99.9
0.5
9.99
9.99
31.3
0.3
0.3
99.99
9.99
9.99
14.0
3.2
3.2
99.9
99.9
99.9
99.9
99.9
99.9
99.9
999.9
99.9
99.9
-2.1
0.2
0.2
2
(14)(15)(99)
-5.75
4.232
46.7735141287
2.15399992759
2.15399992759
1.36045031515
-150.7
26.8
-5.61307657105 .. -2297.21142058
-3.14991166531 .. -1289.13492624
3.25131166787 .. 1330.63395818
-99
LMC
<ICRS Coordinate: (ra, dec) in deg
    (80.89375, -69.75611111)>
0.926
18.52
0.09
0.09
262.2
3.4
3.4
0.4
0.1
0.1
999.9
99.9
99.9
9.99
9.99
9.99
99.9
9.9
9.9
99.99
9.99
9.99
20.2
0.5
0.5
49.8
15.9
15.9
460.0
15.8
0.2
0.2
63.0
3.0
3.0
-0.5
9.99
9.99
3
(16)(17)(41)(131)(132)(182)
-18.12
9.18
50.5824662003
2.09646778751
2.09646778751
1.47123715986
80.89375
-69.7561111111
0.394897545897 .. 161.61603016
2.46370682644 .. 1008.29828117
-6.76563406156 .. -2768.90785953
-99
SMC
<ICRS Coordinate: (ra, dec) in deg
    (13.18666667, -72.82861111)>
0.419
19.03
0.12
0.12
145.6
0.6
0.6
2.2
0.2
0.2
999.9
99.9
99.9
9.99
9.99
9.99
99.9
9.9
9.9
99.99
9.99
9.99
27.6
0.5
0.5
0.0
0.0
0.0
460.0
22.0
2.0
2.0
60.0
5.0
5.0
-1.0
0.02
0.02
3
(18)(19)(41)(133)(132)(184)
-16.83
8.664
63.9734835483
3.53530534956
3.53530534956
1.86072711183
13.1866666667
-72.8286111111
2.07279706589 .. 848.314294672
0.485661292603 .. 198.762061016
-6.88964767502 .. -2819.66175278
-99
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
Leo V
<ICRS Coordinate: (ra, dec) in deg
    (172.79, 2.22)>
0.027
21.25
0.12
0.12
173.3
3.1
3.1
16.0
0.4
0.4
96.0
13.0
13.0
0.5
0.15
0.15
27.1
0.8
0.8
2.6
0.6
0.6
3.7
2.3
1.4
99.9
99.9
99.9
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-2.0
0.2
0.2
5
(34)(34)(101)(139)(130)
-5.25
4.032
177.827941004
9.82713518576
9.82713518576
0.134492933144
172.79
2.22
-7.1486860278 .. -2925.67595994
0.904356683526 .. 370.117612931
0.279332630121 .. 114.319856487
-99
Pisces II
<ICRS Coordinate: (ra, dec) in deg
    (344.62916667, 5.9525)>
0.065
21.3
9.99
9.99
999.9
9.9
9.9
16.3
0.5
0.5
77.0
12.0
12.0
0.4
0.1
0.1
25.7
0.6
0.6
1.1
0.1
0.1
99.9
99.9
99.9
99.9
99.9
99.9
99.9
99.9
99.9
99.9
999.9
99.9
99.9
-1.9
9.99
9.99
5
(35)
-5.0
3.932
181.970085861
837.165210935
837.165210935
0.0582262475375
-15.3708333333
5.9525
6.91564812364 .. 2830.30271354
-1.90109985066 .. -778.045379094
0.747816850005 .. 306.05201739
-99
Canes Venatici (I)
<ICRS Coordinate: (ra, dec) in deg
    (202.01458333, 33.55583333)>
0.014
21.69
0.1
0.1
30.9
0.6
0.6
13.1
0.2
0.2
70.0
4.0
4.0
0.39
0.03
0.03
27.1
0.2
0.2
8.9
0.4
0.4
7.6
0.4
0.4
99.9
99.9
99.9
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-1.98
0.01
0.01
2
(36)(8)(98)(130)(179)(180)
-8.59
5.368
217.770977235
10.0287241174
10.0287241174
0.56378838426
-157.985416667
33.5558333333
-5.57118217935 .. -2280.0656942
-2.25255336951 .. -921.881478082
3.98591671957 .. 1631.27890628
-99
Leo II
<ICRS Coordinate: (ra, dec) in deg
    (168.37, 22.15166667)>
0.017
21.84
0.13
0.13
78.0
0.1
0.1
12.0
0.3
0.3
12.0
10.0
10.0
0.13
0.05
0.05
24.2
0.3
0.3
2.6
0.6
0.6
6.6
0.7
0.7
99.9
99.9
99.9
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-1.62
0.01
0.01
2
(37)(22)(100)(130)(180)
-9.84
5.868
233.345806228
13.9697629483
13.9697629483
0.176481613291
168.37
22.1516666667
-6.5417008345 .. -2677.26079929
1.34638826973 .. 551.023751523
2.71900505192 .. 1112.78180136
-99
Leo I
<ICRS Coordinate: (ra, dec) in deg
    (152.11708333, 12.30638889)>
0.036
22.02
0.13
0.13
282.5
0.1
0.1
10.0
0.3
0.3
79.0
3.0
3.0
0.21
0.03
0.03
22.6
0.3
0.3
3.4
0.3
0.3
9.2
1.4
1.4
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-1.43
0.01
0.01
2
(38)(39)(100)(130)(180)
-12.02
6.74
253.51286305
15.1771084229
15.1771084229
0.250729268861
152.117083333
12.3063888889
-6.22744505505 .. -2548.64827166
3.29488549474 .. 1348.46701131
1.53696366784 .. 629.018764682
-99
M32
<ICRS Coordinate: (ra, dec) in deg
    (10.67416667, 40.86527778)>
0.154
24.53
0.21
0.21
-199.0
6.0
6.0
8.1
0.1
0.1
159.0
2.0
2.0
0.25
0.02
0.02
11.1
9.9
9.9
0.47
0.05
0.05
92.0
5.0
5.0
55.0
3.0
3.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-0.25
9.99
9.99
5
(42)(43)(41)(102)(140)(130)(195)
-16.43
8.504
805.378441199
77.8870005028
77.8870005028
0.110109293267
10.6741666667
40.8652777778
5.35901314887 .. 2193.23325681
1.01009373821 .. 413.39162969
4.71808100436 .. 1930.9249445
-1
NGC 205
<ICRS Coordinate: (ra, dec) in deg
    (10.09208333, 41.68527778)>
0.085
24.58
0.07
0.07
-246.0
1.0
1.0
8.1
0.1
0.1
28.0
5.0
5.0
0.43
0.1
0.1
19.2
9.9
9.9
2.46
0.1
0.1
35.0
5.0
5.0
11.0
5.0
5.0
0.4
16.1
99.9
99.9
0.0
0.0
0.0
-0.8
0.2
0.2
5
(40)(45)(41)(102)(142)
-16.48
8.524
824.138115013
26.5670739348
26.5670739348
0.589740867524
10.0920833333
41.6852777778
5.30197167213 .. 2169.88842441
0.943669188958 .. 386.20667484
4.79564224094 .. 1962.66770736
-1
NGC 147
<ICRS Coordinate: (ra, dec) in deg
    (8.30041667, 48.50888889)>
0.172
24.15
0.09
0.09
-193.1
0.8
0.8
9.5
0.1
0.1
25.0
3.0
3.0
0.41
0.02
0.02
21.2
9.9
9.9
3.17
9.99
9.99
16.0
1.0
1.0
17.0
2.0
2.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
-1.1
0.1
0.1
3
(40)(52)(41)(130)
-14.65
7.792
676.082975392
28.0212944538
28.0212944538
0.623426673019
8.30041666667
48.5088888889
4.72732064851 .. 1934.70636736
0.689676609997 .. 282.257504408
5.40151694556 .. 2210.62838868
-1
NGC 185
<ICRS Coordinate: (ra, dec) in deg
    (9.74166667, 48.3375)>
0.184
23.95
0.09
0.09
-203.8
1.1
1.1
9.2
0.1
0.1
35.0
3.0
3.0
0.15
0.01
0.01
20.8
9.9
9.9
2.55
9.99
9.99
24.0
1.0
1.0
15.0
5.0
5.0
0.11
15.3
0.8
0.8
0.0
0.0
0.0
-1.3
0.1
0.1
3
(40)(52)(41)(142)
-14.75
7.832
616.595001861
25.5557242746
25.5557242746
0.457368549687
9.74166666667
48.3375
4.72438192606 .. 1933.50366388
0.811089883091 .. 331.947180654
5.38720226756 .. 2204.76995412
-1
Leo T
<ICRS Coordinate: (ra, dec) in deg
    (143.7225, 17.05138889)>
0.031
23.1
0.1
0.1
38.1
2.0
2.0
15.1
0.5
0.5
0.0
99.9
99.9
0.0
9.99
9.99
24.8
0.6
0.6
0.99
0.06
0.06
7.5
1.6
1.6
99.9
99.9
99.9
0.28
6.9
1.0
1.0
0.0
0.0
0.0
-2.02
0.05
0.05
2
(70)(8)(111)(153)(179)(180)
-8.0
5.132
416.86938347
19.1975445621
19.1975445621
0.120049764323
143.7225
17.0513888889
-5.55774556029 .. -2274.56661462
4.07921075017 .. 1669.46048279
2.11449842661 .. 865.381021071
-99

In [5]:

    

sagadists = [5, 10, 20, 30, 35, 42] * u.Mpc
distmods = 5*np.log10(sagadists/(10*u.pc))


    

In [6]:

    

data = ldat[ldat['Vabs']<-10]
data = data[np.argsort(data['Vabs'])]

plt.figure(figsize=(12,5))
plt.subplot(1,2,1)
for gal in data:
    plt.plot(sagadists.value, gal['Vabs']+distmods.value,'-o',label=gal['name'])
plt.xlabel('d[Mpc]')
plt.ylabel('V')

plt.subplot(1,2,2)
for gal in data:
    plt.plot(sagadists.value, ((gal['rh_phys']/sagadists.to(u.kpc).value)*u.rad).to(u.arcsec).value,'-o',label=gal['name'])
plt.xlabel('d[Mpc]')
plt.ylabel('apparent size [arcsec]')
plt.legend(loc=0)
plt.ylim(0,20)
plt.axhline(2, c='k', ls='--')
plt.axhline(0.7, c='k', ls=':')

plt.tight_layout()


    

In [7]:

    

def plummer_prof(r, totflux=1, Reff=1):
    a = Reff*(2**(2/3)-1)**-0.5
    return 2*a*(3 * totflux / (4*np.pi*a**3))*(1+(r/a)**2)**-2.5
def exp_prof(r, totflux=1, Reff=1):
    from scipy.special import lambertw
    #the parenthetical below is non-trivial, but it's ~1.67835
    rs = Reff / -(lambertw(-1/2/np.exp(1),-1).real+1)
    return totflux*np.exp(-r/rs)/np.pi/2./rs/rs
                                     
r = np.linspace(0,3,101)[1:]
plt.figure(figsize=(6,5))

#test that the integrals behave correctly
print integrate.quad(lambda x:plummer_prof(x,1,2.123)*x*np.pi*2,0,np.inf)[0] # should be 1
print integrate.quad(lambda x:plummer_prof(x,1,2.123)*x*np.pi*2,0,2.123)[0] # should be 0.5
print integrate.quad(lambda x:exp_prof(x,1,2.123)*x*np.pi*2,0,np.inf)[0] # should be 1
print integrate.quad(lambda x:exp_prof(x,1,2.123)*x*np.pi*2,0,2.123)[0] # should be 0.5

plt.plot(r, plummer_prof(r,1,1),'b-')
plt.plot(r, exp_prof(r,1,1),'g-');
plt.plot(r, r*plummer_prof(r,1,1),'b--')
plt.plot(r, r*exp_prof(r,1,1),'g--');
plt.axvline(1, c='k')
None


    

    




1.0
0.5
1.0
0.5






    

In [8]:

    

def frac_inside(gal, radius, dist, prof):
    """
    Compute the magnitude inside the given angular `radius` for the
    table entry `gal` at a distance of `dist`, assuming a profile
    `prof` ('plummer' or 'exp')
    """    
    if prof == 'plummer':
        prof_func = plummer_prof
    elif prof == 'exp':
        prof_func = exp_prof
    else:
        raise ValueError('invalid profile type '+ str(prof))
        
    rh_at_distance = (u.arcmin*gal['rh'] * (gal['distance']*u.kpc)/dist).to(u.arcmin)
    return integrate.quad(lambda x:prof_func(x, 1, rh_at_distance.value)*x*np.pi*2, 0, radius.to(u.arcmin).value)[0]

def gal_mag_frac(gal, frac, dist):
    """
    determine the V magnitude for `frac` of the flux from `gal` at distance `dist`
    """
    flux = 10**((gal['Vabs'])/-2.5)
    fluxd = flux * ((10*u.pc/dist)**2).decompose().value
    return -2.5*np.log10(frac*fluxd)


    

In [9]:

    

data = ldat[(ldat['Vabs']<-8)&(ldat['distance']<500)]
data = data[np.argsort(data['Vabs'])]
rad = 3*u.arcsec/2 #3" diam = fibermag
Vmr=0.3

plt.figure(figsize=(12,6))

cc = []
for _ in range(5):
    cc.extend(matplotlib.rcParams['axes.color_cycle'])

#first do plummer
for i, gal in enumerate(data):
    fracs = np.array([frac_inside(gal, rad, dist, 'plummer') for dist in sagadists])
    fibmags = gal_mag_frac(gal, fracs, sagadists) - Vmr
    totmags = gal_mag_frac(gal, np.ones_like(fracs), sagadists) - Vmr
    
    plt.subplot(1,2,1)
    plt.plot(sagadists.value, totmags,'-o',color=cc[i],label=gal['name'])
    
    plt.subplot(1,2,2)
    plt.plot(sagadists.value, fibmags,'-o',color=cc[i],label=gal['name'])
    
plt.subplot(1,2,1)
plt.legend(loc=0)
    
#now exp
for i, gal in enumerate(data):
    fracs = np.array([frac_inside(gal, rad, dist, 'exp') for dist in sagadists])
    fibmags = gal_mag_frac(gal, fracs, sagadists) - Vmr
    totmags = gal_mag_frac(gal, np.ones_like(fracs), sagadists) - Vmr
    
    #plt.subplot(1,2,1)
    #plt.plot(sagadists.value, totmags,'-o',color=cc[i],label=gal['name'])
    
    plt.subplot(1,2,2)
    plt.plot(sagadists.value, fibmags,'--o',color=cc[i],label=gal['name'])
    
plt.subplot(1,2,1)
plt.xlabel('d[Mpc]')
plt.ylabel('Total r mag (assuming V-r={1})'.format(rad*2, Vmr))
plt.xlim(4,43)
plt.axhline(21, c='k', ls=':')

plt.subplot(1,2,2)
plt.xlabel('d[Mpc]')
plt.ylabel('r mag w/i diam={0} (assuming V-r={1})'.format(rad*2, Vmr))
plt.xlim(4,43)
plt.axhline(22, c='k', ls=':')
plt.axhline(23, c='k', ls=':')
plt.title('Solid=Plummer, Dashed=Exponential')

plt.tight_layout()


    

    




/Users/erik/miniconda3/envs/anaconda2/lib/python2.7/site-packages/matplotlib/__init__.py:892: UserWarning: axes.color_cycle is deprecated and replaced with axes.prop_cycle; please use the latter.
  warnings.warn(self.msg_depr % (key, alt_key))






    

In [15]:

    

#matched to similar plot in 2014May-MMTHecto
data = ldat[(ldat['Vabs']<-8)&(ldat['distance']<5000)]
data = data[np.argsort(data['Vabs'])]
rad = 3*u.arcsec/2 #3" diam = fibermag
Vmr=0.3

fiblim = (16, 24)
totlim = (14, 24)

cc = []
for _ in range(5):
    cc.extend(matplotlib.rcParams['axes.color_cycle'])

#first do plummer
for i, gal in enumerate(data):
    fracs = np.array([frac_inside(gal, rad, dist, 'plummer') for dist in sagadists])
    fibmags = gal_mag_frac(gal, fracs, sagadists) - Vmr
    totmags = gal_mag_frac(gal, np.ones_like(fracs), sagadists) - Vmr
    
    plt.plot(fibmags, totmags,'-o',color=cc[i],label=gal['name'])
    
    f0 = fiblim[0] < fibmags[0] < fiblim[1]
    fm1 = fiblim[0] < fibmags[-1] < fiblim[1]
    t0 = totlim[0] < totmags[0] < totlim[1]
    tm1 = totlim[0] < totmags[-1] < totlim[1]
    fi = ti = None
    if f0:
        fi=0
        if t0:
            ti=0
        elif tm1:
            ti=-1
    elif fm1:
        fi=-1
        if t0:
            ti=0
        elif tm1:
            ti=-1
    if fi is not None and ti is not None:
        plt.text(fibmags[fi], totmags[ti], gal['name'],color=cc[i])
#plt.legend(loc=0)

for i, gal in enumerate(data):
    fracs = np.array([frac_inside(gal, rad, dist, 'exp') for dist in sagadists])
    fibmags = gal_mag_frac(gal, fracs, sagadists) - Vmr
    totmags = gal_mag_frac(gal, np.ones_like(fracs), sagadists) - Vmr
    
    plt.plot(fibmags, totmags,'--o',color=cc[i],label=gal['name'])
    
x1t1 = [min(fiblim[0], totlim[0]), max(fiblim[1], totlim[1])]
plt.fill_between(x1t1,x1t1, totlim[1],facecolor=[0.6]*3)
plt.axhline(21, c='k', ls=':')
    
plt.xlabel('Approximate fibermag_r (assuming V-r={0})'.format(Vmr))
plt.ylabel('r')
plt.title('Solid=Plummer, Dashed=Exponential. Points at distances: {0}'.format(sagadists))
plt.xlim(fiblim[0], fiblim[1]+.25) #tweak for text
plt.ylim(*totlim)
plt.tight_layout()


    

In [14]:

    

clean = Table.read('SAGADropbox/data/saga_spectra_clean_jan15.fits.gz')
dirty = Table.read('SAGADropbox/data/saga_spectra_dirty_jan15.fits.gz')
sats = clean[clean['SATS']==1]
sats.show_in_notebook(display_length=5)


    

    
Out[14]:




<Table masked=True length=131>

OBJID
RA
DEC
PHOTPTYPE
PHOT_SG
FLAGS
SATURATED
BAD_COUNTS_ERROR
BINNED1
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
Column1
PETROR50_R
PETROR90_R
PETROMAG_R
SB_EXP_R
SB_PETRO_R
J
JERR
H
HERR
K
KERR
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_NSAID
HOST_FLAG
HOST_SAGA_NAME
RHOST_ARCM
RHOST_KPC
OBJ_NSAID
SATS
PROBABILITY_CLASS1
RESCALED_PROBABILITY_CLASS1
REMOVE
TELNAME
MASKNAME
ZQUALITY
SPECOBJID
SPEC_REPEAT
1237655693015056396
224.532617519
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0.803463
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15.174
9999.0
15.71
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0.0064927
2.15047e-05
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0.067474
0.016437
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sdss
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20.9519645872
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GALAXY
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nan
7.17402
20.2725
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21.8522300022
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16.041
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14.706
9999.0
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4.53406
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2689.0
8.327
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0
Catch22
6.4059165842
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1
0.71936968144
0.920132632891
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MMT
/Spectra/Final/MMT/spHect-2015.0918_1.zlog
4
130.0
MMT
1237678777399509170
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GALAXY
1231558551928920
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nan
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MMT
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3
170.0
MMT
1237678776862572690
348.776907636
4.373197012
3
GALAXY
35287719870552
0
0
268435456
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
nan
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
0.089898
0.056008
-1.0
-1.0
-1.0
-1.0
348.683
4.53406
37.019
2689.0
8.327
150887
0
Catch22
11.1674755393
120.255527082
-1
1
0.000296533660993
8.08778605097e-05
-1
MMT
/Spectra/Final/MMT/spHect-2015.0918_1.zlog
4
216.0
MMT
1237679005558702536
348.554591739
4.91500326962
3
GALAXY
281709320863744
0
0
268435456
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
nan
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
0.054501
0.05523
-1.0
-1.0
-1.0
-1.0
348.683
4.53406
37.019
2689.0
8.327
150887
0
Catch22
24.1118295796
259.64347008
-1
1
0.00482325952929
0.00156115369126
-1
MMT
/Spectra/Final/MMT/spHect-2015.0918_1.zlog
4
109.0
MMT
1237650372092690464
180.29544216
-1.2976838319
3
GALAXY
1319448581640280
0
0
268435456
14.7549
13.8569
13.5133
13.3363
13.2712
0.00616112
0.00218275
0.00221878
0.00297785
0.00571236
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
nan
13.7661
29.692
13.7032
21.9377742876
21.3926642507
16.481
0.203
14.687
9999.0
14.353
9999.0
0.00489
-1.0
0
0.03922
0.037245
-1.0
-1.0
-1.0
-1.0
180.098
-1.10008
23.2487
1465.0
7.321
140594
0
Alice
16.7327056701
113.159038238
171514
1
-1.0
-1.0
-1
GAMA
http://www.gama-survey.org/dr2/data/spectra/gama
4
1.0
GAMA
1237650762927308814
179.69172842
-1.46194133403
3
GALAXY
1153238168554049552
262144
0
268435456
15.5663
14.4205
13.9884
13.6253
13.6721
0.0703909
0.0260287
0.0102239
0.0311884
0.0438919
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
nan
1.46814
2.3565
18.2896
20.451347583
21.1188713328
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.005
-1.0
0
0.187121
0.128613
-1.0
-1.0
-1.0
-1.0
180.098
-1.10008
23.2487
1465.0
7.321
140594
0
Alice
32.6395144778
220.73030104
140542
1
9.0407076298e-07
0.0
-1
GAMA
http://www.gama-survey.org/dr2/data/spectra/gama
4
1.0
GAMA
1237662524159557757
195.105563951
13.6705858419
3
GALAXY
105624285352208
0
0
268435456
16.322
15.431
15.1449
15.0109
14.9745
0.173513
0.0738012
0.0798612
0.138894
0.993791
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
nan
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
194.863
14.1712
30.027
1988.0
7.907
142722
0
33.1973972389
289.958167603
169971
1
0.0534643335661
0.0370897992686
-1
NSA
alfalfa
4
1.23766252416e+18
NSA
1237662525233037420
194.572104136
14.5571518823
3
GALAXY
1161189774200920
0
0
268435456
15.1154
13.8937
13.3322
13.0366
12.8058
0.00876489
0.00258233
0.00253072
0.00278083
0.00790994
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
nan
17.4513
48.0996
13.6347
22.6304344083
21.8393358194
15.688
0.138
15.075
0.166
14.543
0.125
0.00674294
1.85704e-05
0
0.044988
0.01468
-1.0
-1.0
-1.0
-1.0
194.863
14.1712
30.027
1988.0
7.907
142722
0
28.669986699
250.41510293
169964
1
0.997567072239
1.0
-1
NSA
sdss
4
1.23766252523e+18
NSA
1237662196143947955
206.062030556
41.6773969113
3
GALAXY
35253360136464
0
0
268435456
17.6063
16.3506
15.7129
15.4142
15.3675
0.0357736
0.00551178
0.00491173
0.0056155
0.0156972
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
nan
4.97715
13.3345
16.3373
21.8015331645
21.817637634
16.626
0.129
15.818
0.131
15.683
0.189
0.00869595
9.33515e-06
0
0.055504
0.026538
-1.0
-1.0
-1.0
-1.0
206.33
41.7125
37.2285
2549.01
8.434
163956
0
12.1895503549
132.004407169
56424
1
0.0157616861301
0.0071883376465
-1
NSA
sdss
4
1.23766219614e+18
NSA
1237662307796910232
206.19066673
41.5567177
3
GALAXY
475058011246640
0
0
268435456
18.291
17.0818
16.5342
16.2644
16.0636
0.0368874
0.00637697
0.00590459
0.00811227
0.0274015
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
nan
5.19313
12.2297
16.6232
22.7302234394
22.19578327
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00894533
2.04436e-05
0
0.048505
0.029693
-1.0
-1.0
-1.0
-1.0
206.33
41.7125
37.2285
2549.01
8.434
163956
0
11.2458249631
121.784551291
56427
1
0.594563719929
0.752192233584
-1
NSA
sdss
4
1.2376623078e+18
NSA
1237655369832267945
217.94533575
58.0087096127
3
GALAXY
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0
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nan
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9999.0
9999.0
9999.0
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1
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-1
NSA
sdss
4
1.23765536983e+18
NSA
1237664871897039021
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GALAXY
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nan
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0
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157233
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-1
NSA
zcat
4
1.2376648719e+18
NSA
1237664871360299284
141.450424263
34.2768708872
3
GALAXY
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nan
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-1.0
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-1
NSA
sdss
4
1.23766487136e+18
NSA
1237664871897038979
141.141087343
34.6588051715
3
GALAXY
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nan
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-1
NSA
zcat
4
1.2376648719e+18
NSA
1237664871896907945
140.813271688
34.7343539788
3
GALAXY
193585182019600
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-1
NSA
sdss
4
1.2376648719e+18
NSA
1237664871897170083
141.506228227
34.6534021854
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GALAXY
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nan
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-1
NSA
sdss
4
1.2376648719e+18
NSA
1237667736661655812
198.263623171
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GALAXY
35255507620112
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NSA
sdss
4
1.23766773666e+18
NSA
1237667783913832536
198.174169838
22.8298213652
3
GALAXY
1161153267503124
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nan
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-1
NSA
sdss
4
1.23766778391e+18
NSA
1237661972263141387
193.79261201
7.91785110827
3
GALAXY
1301856397168732
0
0
268435456
15.9004
15.0678
14.5952
14.4146
14.2541
0.0117242
0.00315045
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29.6663
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1.0
0.775025
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0.70652
15.3731
166.235
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13.9992
164.368
19.0245
0.00817123
14.6833
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nan
13.1991
29.1134
14.6012
22.4927502125
22.1993889935
16.314
0.196
14.899
9999.0
14.367
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193.762
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2782.87
8.944
162580
0
9.04383836032
105.29259098
169959
1
-1.0
-1.0
-1
NSA
sdss
4
1.23766197226e+18
NSA
1237661976551031005
193.837484187
8.21930199209
3
GALAXY
35253360132112
0
0
268435456
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1.58627
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0.80594
2.07259
75.9453
0.814408
2.03058
67.9569
19.4172
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17.3436
0.00657559
nan
2.34006
5.86247
17.2779
20.858672074
21.1195301353
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0.035728
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193.762
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40.0239
2782.87
8.944
162580
0
10.2581712045
119.430381744
77221
1
0.681128419161
0.879368770712
-1
NSA
sdss
4
1.23766197655e+18
NSA
1237661972799881336
193.556579042
8.3577808181
3
GALAXY
105624251797520
0
0
268435456
17.1021
15.9339
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0.0
0.0
0.0
0.0
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0.36534
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0.399985
8.70405
172.197
0.383373
8.35994
171.464
19.3728
0.0121662
15.4727
0.00693624
nan
6.27123
13.928
15.4522
22.2399395889
21.4344422317
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00963251
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-1.0
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193.762
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2782.87
8.944
162580
0
21.3957621507
249.098137064
77202
1
0.591503282197
0.748908023058
-1
NSA
sdss
4
1.2376619728e+18
NSA
1237661972262944906
193.358416186
8.03555517632
3
GALAXY
35253360132112
0
0
268435456
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3.93366e-05
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3.05646
38.3181
0.986711
3.08217
139.292
19.0119
0.00881276
16.3682
0.00456631
nan
3.36563
8.29433
16.2836
20.7789036547
20.9143903319
16.232
0.187
15.964
0.253
15.195
0.218
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8.94234e-06
0
0.043687
0.022211
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-1.0
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193.762
8.06553
40.0239
2782.87
8.944
162580
0
24.0430137886
279.918039012
77212
1
0.593699599588
0.752192233584
-1
NSA
sdss
4
1.23766197226e+18
NSA
1237659326017831104
216.147606853
56.2493956883
3
GALAXY
105622104309776
0
0
268435456
17.4996
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5.74449
77.0511
0.559399
5.38614
75.4057
19.6784
0.0136647
16.4453
0.00544019
nan
4.50291
10.5265
16.4193
22.1642256128
21.6822507802
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.0058687
5.02279e-06
0
0.034267
0.033344
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216.639
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31.8474
1979.0
8.459
164995
0
25.8057412157
239.06299657
45221
1
0.694096907264
0.890871064006
-1
NSA
sdss
4
1.23765932602e+18
NSA
1237659326017896459
216.362007305
56.3202828666
3
GALAXY
1161121054724444
0
0
268435456
15.2459
14.2299
13.7622
13.5322
13.4173
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258.362
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0.409642
27.4292
200.315
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16.7728
200.752
19.6513
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14.6356
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nan
26.3848
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14.2301
23.8133421876
23.3323268514
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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216.639
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1979.0
8.459
164995
0
18.2348344873
168.927318784
45219
1
0.883103508727
0.994683257919
-1
NSA
sdss
4
1.23765932602e+18
NSA
1237659326554767647
216.92859987
56.6589781315
3
GALAXY
35253360136208
0
0
268435456
17.9502
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0.0307897
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0.24338
7.18714
206.705
0.234568
6.72067
206.838
19.1186
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15.9585
0.00466242
nan
4.60599
11.8649
15.9649
22.265912711
21.2769789149
15.325
9999.0
14.643
9999.0
15.434
0.179
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1.65416e-05
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0.037869
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216.639
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31.8474
1979.0
8.459
164995
0
10.5973709981
98.1742406005
45256
1
0.593732168627
0.752192233584
-1
NSA
sdss
4
1.23765932655e+18
NSA
1237659326554832995
216.926514219
56.5960561907
3
GALAXY
35253360136464
0
0
268435456
18.4461
17.0879
16.5271
16.2287
16.1793
0.0555445
0.00773926
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7.8771
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1.0
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0.791346
4.21538
131.691
0.755354
3.97865
132.964
19.9373
0.0132293
16.9604
0.00697421
nan
4.55437
10.4574
16.9007
22.3214737377
22.1883024732
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00651285
5.69679e-05
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0.056886
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216.639
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31.8474
1979.0
8.459
164995
0
9.53258218139
88.3100440361
45257
1
0.000495953532305
0.000102259950143
-1
NSA
sdss
4
1.23765932655e+18
NSA
1237662698115433445
248.16342684
19.792207594
3
GALAXY
68988043520
0
0
268435456
21.9272
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0.0916646
21.6077
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2.47683
2.53433
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-1000.0
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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
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21.1237
0.0837607
20.6654
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22.0797
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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
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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
nan
1.38253
4.08204
20.8234
23.3425458071
23.5222017793
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.007471
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-1
0.039585
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-1.0
-1.0
-1.0
248.087
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2375.0
8.65
147100
0
Odyssey
4.77720374104
47.6920241181
-1
1
1.90240535148e-06
0.0
-1
MMT
/Spectra/Final/MMT/spHect-2013.0508.zlog
4
300.0
MMT
1237662698115432783
248.152079686
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GALAXY
35255507620112
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0
268435456
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18.733
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1.56712
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17.4134
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22.349
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0.0
0.0
0.0
0.0
0.0
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0.314416
9.88051
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152.274
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0.439105
8.21484
152.819
0.399924
10.6261
154.092
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17.7914
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nan
5.00132
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24.3601194323
23.4474214826
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.007628
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-1.0
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248.087
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8.65
147100
0
Odyssey
3.79902294828
37.9266042086
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1
0.226787081991
0.184495391841
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MMT
/Spectra/Final/MMT/spHect-2014.0524_2.zlog
4
277.0
MMT
1237662224092364842
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3
GALAXY
105622104314128
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0
268435456
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1.79072
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15.1016
29.664
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29.662
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0.0
0.0
0.0
0.0
0.068081
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0.0142803
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0.0471937
0.200001
17.9843
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0.352486
15.4539
127.245
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15.8766
118.722
21.6809
0.0641757
17.175
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nan
8.25063
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25.1886963988
23.9575303748
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.008288
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0
0.079961
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-1.0
-1.0
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248.087
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8.65
147100
0
Odyssey
19.9202150755
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1
0.964214738663
1.0
-1
MMT
/Spectra/Final/MMT/spHect-2013.0510_5.zlog
4
120.0
MMT
1237662224092496776
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3
GALAXY
281692140995328
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268435456
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19.8357
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0.325394
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0.367595
10.2352
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0.0
0.0
0.0
0.0
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0.0768385
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0.450055
5.69095
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4.02619
212.41
0.7082
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0.845678
3.4113
208.247
0.792416
3.93522
214.988
21.604
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18.7417
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nan
3.09963
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18.7214
23.4642938115
23.1734135002
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00824
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-1
0.041919
0.019328
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-1.0
-1.0
248.087
19.8264
34.3199
2375.0
8.65
147100
0
Odyssey
6.58348326206
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1
0.0581460774033
0.0425335975879
-1
MMT
/Spectra/Final/MMT/spHect-2014.0524_1.zlog
3
194.0
MMT
1237662698115432544
248.051339587
19.6957396993
3
GALAXY
35253360136208
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0
268435456
18.39
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18.1078
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0.21793
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0.0
0.0
0.324528
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0.308859
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0.298457
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0.263823
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0.358003
6.31581
205.237
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6.86973
208.969
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7.52481
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0.404861
7.41172
208.301
0.411529
7.41452
208.519
20.2686
0.0191559
16.7923
0.00642302
nan
5.16195
12.366
16.8133
23.1702759032
22.3727912602
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.008224
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0.021226
0.008567
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-1.0
-1.0
-1.0
248.087
19.8264
34.3199
2375.0
8.65
147100
0
Odyssey
8.0940897869
80.8052814659
-1
1
0.525459360418
0.593463738663
-1
MMT
/Spectra/Final/MMT/spHect-2013.0510_5.zlog
4
251.0
MMT
1237662662147703369
248.58079685
19.7200349023
3
GALAXY
72163216142237968
0
0
268435456
22.769
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1.10676
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1.10676
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22.4266
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2.96976
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2.9699
9.07924
18.0202
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0.480341
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0.000602435
2.02706
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18.5346
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2.20492
22.9095
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22.499
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22.0783
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22.4871
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21.97
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21.473
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1.0
0.0
0.0
0.0
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0.05
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140.894
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4.45402
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0.493846
6.59374
128.142
0.0999805
35.4536
146.599
22.294
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19.4479
0.0656473
nan
3.21934
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19.7877
25.0616777745
24.3219776243
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.008178
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248.087
19.8264
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2375.0
8.65
147100
0
Odyssey
28.6019909932
285.537653364
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1
5.27906038404e-05
0.0
-1
MMT
/Spectra/Final/MMT/spHect-2013.0509_3.zlog
4
242.0
MMT
1237662662147310256
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GALAXY
144150441435988240
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268435456
18.5302
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18.5602
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-1000.0
16.6588
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29.6736
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21.7942
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21.0707
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20.5265
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0.0
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0.164382
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0.138398
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0.171156
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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
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nan
5.67808
12.3314
17.3673
23.7008958229
23.1337744376
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.008145
4.25059e-07
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0.045394
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-1.0
-1.0
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248.087
19.8264
34.3199
2375.0
8.65
147100
0
Odyssey
27.3638674437
273.177560754
147082
1
0.327522019465
0.285968047301
-1
AAT
/Spectra/Final/AAT/Odyssey_1.zlog
4
232.0
AAT
1237662662147571761
248.393225697
19.9461400824
3
GALAXY
35221147877392
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268435456
17.2713
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0.734169
2.81693
91.0498
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2.52935
91.1484
18.279
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15.9911
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nan
2.85375
7.86262
15.8763
20.2738440396
20.1488039442
15.698
0.128
15.075
0.153
14.752
0.119
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5.23156e-06
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248.087
19.8264
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8.65
147100
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Odyssey
18.7117533384
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68553
1
0.615210919586
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-1
MMT
/Spectra/Final/MMT/spHect-2013.0510_5.zlog
4
179.0
MMT
1237662224092299404
247.84002995
20.1840758135
3
GALAXY
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nan
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9999.0
9999.0
9999.0
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147100
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Odyssey
25.5804231974
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68560
1
0.00712607684346
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-1
NSA
sdss
4
1.23766222409e+18
NSA
1237671142021071358
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3
GALAXY
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9.4202
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0
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67073
1
5.64474263592e-05
1.85939272234e-06
-1
NSA
sdss
4
1.23767114202e+18
NSA
1237661970646106199
179.010357714
6.6779104295
3
GALAXY
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268435456
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nan
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9999.0
9999.0
9999.0
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67071
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-1
NSA
sdss
4
1.23766197065e+18
NSA
1237662475310793166
255.505162484
23.1633940992
3
GALAXY
1161153266978832
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268435456
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nan
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22.5286689962
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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8.972
147606
0
18.6868287301
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69838
1
0.698608903085
0.891414542267
-1
NSA
sdss
4
1.23766247531e+18
NSA
1237662475310858580
255.579502633
23.0765136287
3
GALAXY
35287719874576
0
0
268435456
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nan
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20.7009033769
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15.962
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1
0.653646424368
0.849116416751
-1
NSA
sdss
4
1.23766247531e+18
NSA
1237662301379035170
255.1878771
23.0439876547
3
GALAXY
52811186966620
0
0
268435456
15.7195
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14.3392
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nan
5.96182
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20.2177284407
20.1380179111
14.37
0.073
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13.095
9999.0
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0
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255.21
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8.972
147606
0
2.32720075949
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69842
1
0.622462665554
0.798252217681
-1
NSA
sdss
4
1.23766230138e+18
NSA
1237662301378969689
255.060781986
23.1063379321
3
GALAXY
1161118908551184
262144
0
268435456
15.3819
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0.435916
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0.174662
11.6767
208.467
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0.169921
17.3717
205.071
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15.3572
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18.8505
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14.8723
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nan
12.6748
31.0768
14.5978
22.8093625334
22.1079274742
15.187
9999.0
15.829
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9999.0
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0
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255.21
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2790.0
8.972
147606
0
10.0369241595
115.077356615
167176
1
0.965741960618
1.0
-1
NSA
sdss
4
1.23766230138e+18
NSA
1237662301379166288
255.373501644
22.7311338608
3
GALAXY
246325234241552
262144
0
268435456
19.7215
17.8057
17.3801
17.14
16.9361
0.0891167
0.00860414
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0.473519
4.18932
195.331
0.523496
3.31276
193.88
20.0046
0.191508
17.3801
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nan
3.56649
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22.7233502637
22.1256572141
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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147606
0
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-1
1
0.670267856503
0.878459679803
-1
SDSS
SDSS
4
1.23766230138e+18
SDSS
1237667211057758351
162.816110258
27.8489705993
3
GALAXY
1161153266978864
0
0
268435456
16.2672
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0.0
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0.2
20.3917
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17.1578
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19.1945
0.00969416
14.3529
0.0042688
nan
12.0345
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14.3476
22.8618180623
21.7451445645
14.376
9999.0
13.664
9999.0
14.257
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0
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162.818
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1414.0
7.972
138201
0
7.57934435496
53.3992465602
108151
1
0.767269897207
0.952631394479
-1
NSA
sdss
4
1.23766721106e+18
NSA
1237667211057758423
162.904734277
27.822117387
3
GALAXY
193583034536208
0
0
268435456
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0.783969
10.7204
120.091
0.767205
9.42595
119.858
20.4296
0.0180814
16.0983
0.0068599
nan
9.33189
17.9512
16.19
23.3504015977
23.0353431728
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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162.818
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7.972
138201
0
10.2670930863
72.3353681566
108060
1
0.472060061128
0.502344731411
-1
NSA
sdss
4
1.23766721106e+18
NSA
1237667254007234870
162.705990064
28.0587029336
3
GALAXY
105624251797592
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0
268435456
18.8431
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0.626401
7.78165
150.464
0.688934
6.96975
148.639
21.5967
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17.5633
0.018277
nan
5.50596
10.904
17.6751
23.8342944119
23.3746864274
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0
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162.818
27.9751
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1414.0
7.972
138201
0
7.77011591911
54.7432995784
108120
1
9.04687289663e-06
0.0
-1
NSA
sdss
4
1.23766725401e+18
NSA
1237667254007300182
162.849821529
28.1120278164
3
GALAXY
35255507619856
0
0
268435456
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0.577732
11.8426
88.7743
0.564303
9.27689
93.9588
16.9714
0.00266245
13.0559
0.00180198
nan
12.8743
34.3703
12.9378
20.74206257
20.4818289191
13.668
0.073
12.937
0.086
12.744
0.066
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0
0.060906
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162.818
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24.2202
1414.0
7.972
138201
0
8.38611890605
59.0832569191
108155
1
0.731447420509
0.921963141366
-1
NSA
sdss
4
1.23766725401e+18
NSA
1237667254007103520
162.303384997
27.922597647
3
GALAXY
1301925115335000
262144
0
268435456
15.7398
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29.6735
2.11019
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0.179801
31.9894
166.861
0.199944
26.5021
166.834
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nan
15.6587
34.8794
14.462
24.0447421069
22.4312741145
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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5.45618e-06
0
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162.818
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1414.0
7.972
138201
0
27.4599648011
193.463571126
108114
1
0.811063370266
0.966691119438
-1
NSA
sdss
4
1.23766725401e+18
NSA
1237667253470494855
163.059035323
27.6233367484
3
GALAXY
35255507620112
0
0
268435456
18.0928
16.9422
16.4497
16.1666
16.0927
0.0340888
0.00643687
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18.3236
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0.957961
4.68347
63.3242
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4.28567
61.701
20.0355
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16.7741
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nan
5.01541
12.4889
16.6944
22.0494717756
22.1913483105
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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162.818
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1414.0
7.972
138201
0
24.6780141627
173.864261983
108152
1
0.226067948375
0.184495391841
-1
NSA
sdss
4
1.23766725347e+18
NSA
1237667536925032681
130.611942997
14.4258881655
3
GALAXY
52845546176528
0
0
268435456
18.3728
17.7095
17.3954
17.3196
17.1804
0.0397928
0.00943062
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18.1796
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1.78123
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6.16562
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9.30803
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11.5235
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20.3614
0.0488294
19.7503
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19.5135
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1.0
0.928506
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0.68809
1.52475
114.197
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3.83415
109.738
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3.94938
106.74
20.2942
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17.7958
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nan
3.86613
9.57853
17.6099
22.648525226
22.5417642471
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00684658
3.80409e-06
0
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130.666
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8.649
135440
0
8.98653209119
85.6801717133
109888
1
0.657223459941
0.860468325936
-1
NSA
sdss
4
1.23766753693e+18
NSA
1237667731808845858
130.700889417
14.2652497454
3
GALAXY
35287721185296
262144
0
268435456
15.7471
14.7773
14.2656
14.1543
13.8876
0.00726017
0.00245838
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15.611
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1.0
1.0
0.881491
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0.249941
10.0024
103.986
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9.88427
104.471
17.6858
0.00363624
14.5492
0.00246797
nan
9.16539
25.3587
14.3769
21.8419191109
21.1830750791
15.116
0.121
14.551
0.182
14.37
0.131
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6.45012e-06
0
0.130353
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-1.0
-1.0
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130.666
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2060.0
8.649
135440
0
2.36782692928
22.5755642826
-1
1
0.684720799949
0.887748097188
-1
SDSS
SDSS
4
1.23766773181e+18
SDSS
1237661874021072953
207.096719393
43.7086510615
3
GALAXY
1161118907240536
0
0
268435456
16.133
15.409
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nan
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16.504
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0
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8.886
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0
23.7189724091
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54614
1
-1.0
-1.0
-1
NSA
sdss
4
1.23766187402e+18
NSA
1237657610727915668
174.462550762
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GALAXY
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nan
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1.0
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NSA
sdss
4
1.23765761073e+18
NSA
1237679996084617517
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GALAXY
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nan
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0
OBrother
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1
0.460594315315
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AAT
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GALAXY
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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OBrother
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1
0.00310051405046
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AAT
/Spectra/Final/AAT/OBrother_1.zlog
4
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GALAXY
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-1.0
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NSA
sdss
4
1.23767445988e+18
NSA
1237654602635018399
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GALAXY
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
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-1
NSA
sdss
4
1.23765460264e+18
NSA
1237658298454311154
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GALAXY
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nan
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-1
NSA
sdss
4
1.23765829845e+18
NSA
1237667210522132486
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GALAXY
105622104313944
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nan
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-1
NSA
sdss
4
1.23766721052e+18
NSA
1237667253471608906
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3
GALAXY
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268435456
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14.0441
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29.6732
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29.6707
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13.0118
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11.81
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18.1948
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15.5127
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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
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0.00138828
0.0195932
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0.0218487
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0.0292731
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0.763206
16.4654
130.892
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13.1534
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0.824405
11.8373
136.812
0.811403
11.574
134.637
16.7466
0.00245441
12.553
0.00173813
nan
13.2759
29.3342
12.5156
20.1436843268
20.126349309
13.153
0.043
12.587
0.052
12.33
0.046
0.00457482
6.97889e-06
0
0.12454
0.034378
-1.0
-1.0
-1.0
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165.797
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1534.0
8.264
138642
0
12.0441062602
89.5265604575
159215
1
0.73832399424
0.92600235778
-1
NSA
sdss
4
1.23766725347e+18
NSA
1237664669510402089
158.844694982
37.6716108682
3
GALAXY
1161153266978832
0
0
268435456
15.4949
14.7524
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0.562146
6.95421
53.9503
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54.4404
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14.5731
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nan
5.22906
14.4434
14.514
20.5966136587
20.1015386393
14.464
9999.0
14.638
0.122
13.606
9999.0
0.00567336
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0
0.016071
0.010941
-1.0
-1.0
-1.0
-1.0
159.068
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26.7779
1567.51
8.376
158541
0
23.3747548797
182.073336817
88142
1
0.72685501191
0.920132632891
-1
NSA
sdss
4
1.23766466951e+18
NSA
1237651754563534962
217.331575408
2.71056254304
3
GALAXY
35253360136208
0
0
268435456
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0.0
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5.51067
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5.49296
112.668
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5.10654
116.074
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16.2096
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nan
5.19868
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21.8791864977
21.7481367704
16.563
0.202
15.002
9999.0
14.959
9999.0
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0
0.065325
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-1.0
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217.418
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1622.0
8.241
165082
0
31.7902004364
230.385377215
15164
1
0.663657968105
0.861150508645
-1
NSA
sdss
4
1.23765175456e+18
NSA
1237651821636550953
217.970758535
3.38004139202
3
GALAXY
123216437837840
0
0
268435456
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5.59748
121.94
0.431827
6.60348
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17.8793
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nan
4.46079
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17.8716
23.4066936153
23.1141130448
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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8.241
165082
0
34.2616031493
248.295200582
18026
1
0.00694972013059
0.00253258270426
-1
NSA
sdss
4
1.23765182164e+18
NSA
1237651821099352200
217.266218915
3.14899055549
3
GALAXY
1161121054724184
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0
268435456
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0.307587
20.8672
91.1827
0.278774
20.2248
90.8619
19.6461
0.015444
14.3313
0.00578727
nan
12.8142
29.4718
14.4509
23.0901819109
21.9847651357
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.0061711
1.337e-05
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0.05717
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217.418
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1622.0
8.241
165082
0
10.4061799874
75.4151335004
165062
1
0.944041210245
1.0
-1
NSA
sdss
4
1.2376518211e+18
NSA
1237651822173093898
217.232775133
3.85156150737
3
GALAXY
105656463917400
0
0
268435456
18.6651
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19.5432
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0.0
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0.0
0.0
0.0
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4.249
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0.575125
5.32734
66.4188
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4.78124
71.1975
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17.2951
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nan
4.15165
8.71886
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22.9762985582
22.4723895485
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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9.61518e-05
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217.418
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8.241
165082
0
38.7192545903
280.598690475
18057
1
0.0466824693219
0.0299943432773
-1
NSA
sdss
4
1.23765182217e+18
NSA
1237654879127666883
217.818940474
3.25673766255
3
GALAXY
1161153266978832
0
0
268435456
17.1792
15.9429
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9.07377
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nan
8.28173
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15.7403
22.5416024833
22.3263749318
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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217.418
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8.241
165082
0
24.0562863351
174.338327036
18025
1
0.617223781917
0.788394266896
-1
NSA
sdss
4
1.23765487913e+18
NSA
1237651822173290812
217.700609655
3.79639167904
3
GALAXY
316730517885200
0
0
268435456
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1.0
0.0
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nan
0.672841
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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217.418
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1622.0
8.241
165082
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37.8161337013
274.05403465
18046
1
-1.0
-1.0
-1
NSA
sdss
4
1.23765182217e+18
NSA
1237654879664406557
217.507687769
3.77289260119
3
GALAXY
35253361446928
262144
0
268435456
15.8099
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13.9093
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0.0
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0.347305
15.539
161.304
0.342297
14.8685
162.23
18.8821
0.221694
14.159
0.00246499
nan
10.0083
23.5153
14.1485
22.0572069842
21.1457422663
15.65
0.196
15.25
0.256
13.796
9999.0
0.0057454
1.18501e-05
0
0.038641
0.017461
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-1.0
-1.0
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217.418
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1622.0
8.241
165082
0
32.8164727039
237.822607893
18052
1
0.891093675796
0.995592871699
-1
NSA
sdss
4
1.23765487966e+18
NSA
1237662266996949280
220.114766011
5.53186166496
3
GALAXY
193583034535952
0
0
268435456
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1.0
1.0
1.0
1.0
1.0
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4.98199
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6.12307
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nan
3.97306
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21.6961170454
22.7029400458
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0
0.006745
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219.796
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1505.0
8.128
145398
0
21.5556662157
147.514482519
80440
1
0.850538532987
0.982634195869
-1
NSA
sdss
4
1.237662267e+18
NSA
1237665565541728490
234.132926177
16.4404552908
3
GALAXY
105589892059224
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0
268435456
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17.2205
186.139
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16.2165
187.286
19.8695
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14.5406
0.00365586
nan
12.4745
25.4727
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22.1073501623
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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234.132
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1967.37
8.514
166313
0
Gilgamesh
10.0451514042
81.8759433532
166312
1
0.843065974675
0.982634195869
-1
NSA
sdss
4
1.23766556554e+18
NSA
1237665566078402826
233.787037531
16.8704375988
3
GALAXY
35255507619856
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268435456
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0.599964
10.4472
143.947
0.589558
10.233
141.954
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nan
8.92572
17.5942
15.7627
23.1414298816
22.5113834966
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.006671
7.46778e-06
0
0.089383
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-1.0
-1.0
234.132
16.6078
28.0204
1967.37
8.514
166313
0
Gilgamesh
25.3587294294
206.692157819
124222
1
0.854394845592
0.983123872027
-1
MMT
/Spectra/Final/MMT/spHect-2014.0530_1.zlog
4
135.0
MMT
1237662301360029934
210.869861538
48.9648384365
3
GALAXY
105624251797520
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9.05011
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8.2153
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nan
5.64645
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23.4334237981
22.4930596057
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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210.708
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2012.51
8.789
69028
0
14.0007913399
129.163402454
69030
1
0.592175743375
0.748908023058
-1
NSA
sdss
4
1.23766230136e+18
NSA
1237661958297157819
210.100030032
49.4443703098
3
GALAXY
35253360132112
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0
268435456
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170.895
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9.52772
171.394
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nan
6.86817
16.1868
15.911
22.7586218867
22.0906603545
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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2.2078e-05
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0.040306
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210.708
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8.789
69028
0
28.8286637005
265.954605861
69034
1
0.691713784509
0.890871064006
-1
NSA
sdss
4
1.2376619583e+18
NSA
1237662301896638863
210.207365611
49.5161574869
3
GALAXY
1231455472582672
0
0
268435456
16.9213
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nan
5.6189
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23.3649995214
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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210.708
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2012.51
8.789
69028
0
28.4186264145
262.171953848
69035
1
0.652436474498
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-1
NSA
sdss
4
1.2376623019e+18
NSA
1237650762393714856
187.211257125
-2.0607897588
3
GALAXY
1231455439163480
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268435456
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nan
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14.804
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0
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3486
1
0.560052749477
0.691219228277
-1
NSA
sdss
4
1.23765076239e+18
NSA
1237659324945006722
218.707391806
54.5344285066
3
GALAXY
105622104310032
0
0
268435456
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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
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0.00640406
-0.0270018
0.0016102
-0.0385041
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0.679326
6.04514
131.514
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4.89728
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0.946335
4.80993
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0.912973
4.7064
126.518
0.890781
4.85595
129.003
19.9974
0.023155
16.6387
0.00651634
nan
5.65071
14.9529
16.4996
22.0448057507
22.2555268516
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00678499
4.84637e-05
0
0.054764
0.033147
-1.0
-1.0
-1.0
-1.0
218.718
54.4759
33.1163
2116.0
8.95
145297
0
3.5291577475
33.996868873
45319
1
0.00153875745142
0.000288775553988
-1
NSA
sdss
4
1.23765932495e+18
NSA
1237648721248845970
221.316115836
-0.159937082521
3
GALAXY
105587744575576
0
0
268435456
16.5779
15.4534
14.9999
14.748
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16.603
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13.1781
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0.367411
0.347179
23.8172
1.15182
25.356
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29.6632
0.529713
29.6622
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13.5356
9.47236
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15.6725
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15.1107
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14.938
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15.4109
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20.394
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19.6403
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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
nan
7.96924
18.9362
15.1211
22.12139684
21.6236680132
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.005565
1.43632e-05
0
0.082734
0.06997
-1.0
-1.0
-1.0
-1.0
221.546
-0.222942
25.3928
1659.36
8.424
165536
0
Dune
14.3220507622
105.789036487
2579
1
0.221231789267
0.184181095864
-1
AAT
/Spectra/Final/AAT/Dune_1.zlog
4
178.0
AAT
1237667322180337732
177.51854285
26.4791773054
3
GALAXY
1319448581640240
0
0
268435456
14.6243
13.3804
12.8118
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0.00247639
0.108041
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14.5162
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20.6781
25.7792
26.1275
27.2065
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2.05808
2.18705
2.2972
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29.6702
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29.6758
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29.6754
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29.6806
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29.6789
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13.3749
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12.8011
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12.4754
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18.2615
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17.2816
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16.6855
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16.155
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18.369
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17.2848
0.00432167
16.663
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16.3383
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15.9642
0.00516806
0.200072
0.233034
0.26946
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0.37153
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0.330936
0.0232686
0.318959
0.0231184
0.324407
0.0253293
0.331979
14.318
3.05848
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16.9994
2.96543
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17.0638
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0.371587
17.1502
3.52939
0.328294
16.5327
4.75329
17.4511
0.00538415
12.8118
0.00183094
nan
11.8487
30.6368
12.7791
20.9676199037
20.1429032394
13.561
0.059
13.038
0.087
12.708
0.074
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8.47614e-06
0
0.041122
0.017525
-1.0
-1.0
-1.0
-1.0
177.289
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1798.0
8.693
140301
0
34.8140154416
286.3569178
-1
1
0.885229838953
0.994683257919
-1
SDSS
SDSS
4
1.23766732218e+18
SDSS
1237667322180337738
177.520529263
26.4819998052
3
GALAXY
105656464052752
0
0
268435456
16.2657
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29.6716
1.28023
29.6834
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29.6752
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29.6816
2.88843
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16.1549
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0.254295
19.924
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17.8259
0.0726388
17.7057
0.0854949
17.4848
0.0928105
0.110965
0.0260216
0.045799
0.0125927
0.0
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0.318929
0.0196003
0.317023
0.0201119
0.334704
0.0205473
0.420363
11.4634
169.003
0.377215
11.327
169.759
0.372337
11.7228
169.784
0.408469
11.1966
170.553
0.37557
10.2368
169.741
18.6621
0.100462
16.3996
0.00869854
nan
8.11299
18.2601
16.4084
23.7402414938
22.9497104439
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00615203
5.32175e-06
0
0.214361
0.125564
-1.0
-1.0
-1.0
-1.0
177.289
27.022
28.2771
1798.0
8.693
140301
0
34.6934928253
285.365612696
-1
1
0.597292960448
0.761341417734
-1
SDSS
SDSS
4
1.23766732218e+18
SDSS
1237667429571887171
177.348303087
26.7416474578
3
GALAXY
105622104313944
0
0
268435456
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32.4391
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29.6739
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15.8949
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13.946
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13.6674
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18.16
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0.0
0.0
0.0425051
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0.54878
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0.00222725
0.529279
0.00359492
0.500858
0.00450376
0.515476
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0.190185
24.9066
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0.186637
26.3878
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24.8563
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0.20581
24.0691
-3.02373
0.189007
23.0863
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18.9898
0.0102431
13.9352
0.00543469
nan
14.567
36.698
13.9867
22.9078675888
21.7989591194
15.557
0.199
15.094
0.227
13.55
9999.0
0.006119
1.26076e-05
0
0.036929
0.021415
-1.0
-1.0
-1.0
-1.0
177.289
27.022
28.2771
1798.0
8.693
140301
0
17.1237372907
140.850289948
160613
1
0.949226952176
1.0
-1
NSA
sdss
4
1.23766742957e+18
NSA
1237678602387521791
20.5363426909
17.5281428748
3
GALAXY
105658611401048
0
0
268435456
20.9781
19.6612
19.2133
19.2418
18.8889
0.205292
0.0290554
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0.058891
0.133825
0.552172
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20.4259
19.2549
18.9186
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4.56925
5.10008
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18.0189
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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
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0.278086
0.199944
21.3856
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19.8
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19.2133
0.0314241
19.0439
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18.6338
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22.273
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21.5454
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21.3352
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20.7916
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22.1946
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21.2585
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20.8936
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20.9118
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20.6087
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0.448183
0.0
0.0
0.167467
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0.32018
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0.191044
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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
nan
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
0.035841
0.030705
-1.0
-1.0
-1.0
-1.0
20.449
17.5922
38.6531
2518.0
9.38
129237
0
HarryPotter
6.30360930448
70.8760477473
-1
1
0.0551055668499
0.039769093019
-1
MMT
/Spectra/Final/MMT/spHect-2015.1217_1.zlog
4
247.0
MMT
1237678602387456130
20.2852690118
17.6022357532
3
GALAXY
35253360136208
0
0
268435456
19.1794
18.0412
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18.6579
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1.0
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3.61481
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6.33599
108.413
0.668517
4.98891
107.822
20.7201
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17.5387
0.0122819
nan
5.04294
11.1888
17.5217
23.4682172468
23.0305868938
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0.018011
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-1.0
-1.0
20.449
17.5922
38.6531
2518.0
9.38
129237
0
HarryPotter
9.38349488064
105.50536144
-1
1
0.579303160766
0.714932646759
-1
MMT
/Spectra/Final/MMT/spHect-2015.1217_1.zlog
4
84.0
MMT
1237678602387456305
20.3284666123
17.7539390491
3
GALAXY
176027389263960
0
0
268435456
20.8783
20.3294
19.8126
21.6045
20.9719
0.196505
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20.4366
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21.3842
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21.248
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1.0
0.179362
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1.0
0.0378206
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0.052522
-0.385474
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0.360154
2.09061
86.1088
0.730185
3.45458
111.085
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2.90221
77.4793
0.181603
0.876419
21.4964
0.05
0.957772
107.282
22.1631
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19.8126
0.0545213
nan
2.50645
6.18583
19.8871
24.1216827031
23.8778056779
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0.095957
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20.449
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38.6531
2518.0
9.38
129237
0
HarryPotter
11.9019221346
133.821743744
-1
1
0.010614554806
0.00472368394441
-1
MMT
/Spectra/Final/MMT/spHect-2015.1217_1.zlog
4
123.0
MMT
1237679169841725673
20.7768903825
17.8914501798
3
GALAXY
35255507620112
0
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268435456
18.7268
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0.415204
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0.465203
7.60632
29.6811
2.39459
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0.498592
7.54207
75.0994
0.531737
7.08154
69.4524
21.1371
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17.3036
0.0165309
nan
5.6057
11.9276
17.3355
23.6956193731
23.0740855034
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.008477
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0.030171
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20.449
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2518.0
9.38
129237
0
HarryPotter
25.951574436
291.789751049
-1
1
0.168833583423
0.127395578452
-1
MMT
/Spectra/Final/MMT/spHect-2015.1217_1.zlog
4
286.0
MMT
1237648722289295527
145.320962664
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GALAXY
68988043776
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268435456
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2.02837
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nan
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15.33
9999.0
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0
28.5362969176
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30
1
0.666416895163
0.874066826609
-1
NSA
sdss
4
1.23764872229e+18
NSA
1237678881574944900
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GALAXY
35221147746392
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268435456
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nan
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0
Narnia
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1
0.178311030306
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-1
MMT
/Spectra/Final/MMT/spHect-2015.1210_1.zlog
4
212.0
MMT
1237657607497515484
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GALAXY
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nan
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9999.0
9999.0
9999.0
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StarTrek
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NSA
sdss
4
1.2376576075e+18
NSA
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GALAXY
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nan
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15.026
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123.241
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0
StarTrek
3.38005468389
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33445
1
-1.0
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NSA
sdss
4
1.2376576075e+18
NSA
1237665225704079377
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GALAXY
35253360136208
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nan
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9999.0
9999.0
9999.0
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9999.0
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94217
0
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94214
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NSA
sdss
4
1.2376652257e+18
NSA
1237654399164219640
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GALAXY
246359626223888
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9999.0
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NSA
sdss
4
1.23765439916e+18
NSA
1237663277925204111
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GALAXY
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AnaK
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MMT
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4
133.0
MMT
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GALAXY
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1.589
9.69633e-05
0.0
0.05
0.678691
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0.445205
0.221564
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23.4055
0.937787
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22.2796
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22.8269
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22.5238
0.294845
22.827
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22.5494
1.0401
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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
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0.0354403
-0.00163676
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0.0258882
0.0504574
4.94051e-07
130.675
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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
nan
0.553129
0.924279
22.961
21.4387517213
23.67053752
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00887051
-1.0
0
-1.0
-1.0
-1.0
-1.0
-1.0
-1.0
354.131
0.297265
34.7674
2556.76
9.3
61945
0
AnaK
14.3221211837
144.845303859
5541
1
0.000263271071052
6.53194673696e-05
-1
NSA
sdss
4
1.23766640844e+18
NSA
1237653613184680084
139.44430792
53.2935206629
3
GALAXY
105555565871120
0
0
268435456
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19.3308
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19.0318
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0.0
0.0
0.0
0.0
0.0
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0.472141
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0.588303
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20.1955
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19.8758
0.027004
nan
0.845911
1.37723
20.0937
19.7661037933
21.7258138691
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0
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-1.0
-1.0
139.416
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2274.04
9.406
16235
0
18.0292303883
189.923633914
16265
1
0.0019841566844
0.000394144689139
-1
NSA
sdss
4
1.23765361318e+18
NSA
1237654382515388427
139.189595559
53.4429759655
3
GALAXY
35221147877392
0
0
268435456
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0.0053826
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0.0938986
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0.0864963
0.588776
2.69154
4.3085
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3.23314
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3.69859
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0.637062
3.77951
14.5626
0.665896
3.28135
14.0042
17.334
0.00671326
14.7758
0.00225714
nan
3.30542
8.91551
14.7426
19.6114435252
19.3342176872
15.876
0.137
13.989
9999.0
14.014
9999.0
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5.01368e-06
0
0.015298
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-1.0
-1.0
-1.0
139.416
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36.2141
2274.04
9.406
16235
0
28.1948290554
297.008180106
157152
1
0.693869512461
0.890871064006
-1
NSA
sdss
4
1.23765438252e+18
NSA
1237653612647678107
139.49713703
52.7427116605
3
GALAXY
105656464052312
0
0
268435456
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0.0
0.0
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0.0
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0.37952
16.0024
70.806
0.35889
15.6147
70.397
19.5716
0.0140277
14.671
0.00335232
nan
10.4718
23.3738
14.7451
22.6828336855
21.8406624612
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00784852
1.10209e-05
0
0.047748
0.017598
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-1.0
-1.0
-1.0
139.416
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36.2141
2274.04
9.406
16235
0
15.3071601868
161.248990967
16242
1
0.940757700779
1.0
-1
NSA
sdss
4
1.23765361265e+18
NSA
1237661125075534003
126.640716474
25.4997595504
3
GALAXY
105622104313872
0
0
268435456
18.185
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0.0
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0.0
0.0
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0.88298
3.18158
103.811
0.845169
3.06116
104.771
19.4299
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16.6724
0.00501225
nan
3.1929
6.86973
16.6864
21.2044795697
21.2028040856
16.259
0.1
15.699
0.14
14.673
9999.0
0.00716572
7.7584e-06
0
0.039095
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126.784
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9.113
135129
0
29.2745170142
266.236534052
64412
1
0.626557743763
0.818324552517
-1
NSA
sdss
4
1.23766112508e+18
NSA
1237661086420828410
127.324917502
25.75292055
3
GALAXY
35253360136208
0
0
268435456
19.3754
17.527
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16.0815
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0.111606
0.0103422
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1.0
0.909345
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1.90159
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0.787445
1.35967
123.967
0.691267
1.49743
125.647
19.398
0.0115598
17.7346
0.00687765
nan
2.11727
5.77226
17.4862
20.7002647982
21.1105029971
16.079
0.095
15.41
0.105
14.936
0.115
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0
0.103711
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-1.0
-1.0
126.784
25.9703
31.2649
2046.0
9.113
135129
0
31.9841501435
290.87855971
64408
1
2.58096543996e-09
0.0
-1
NSA
sdss
4
1.23766108642e+18
NSA
1237661125612535982
126.619903167
26.0745799775
3
GALAXY
35255507615760
0
0
268435456
18.8041
17.3997
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16.144
0.0636112
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0.0
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0.589476
6.88936
60.3751
0.625014
5.64352
65.5217
20.3832
0.025241
16.6757
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nan
5.6025
13.2055
16.6405
22.7953535512
22.3778595757
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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5.88804e-05
0
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126.784
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9.113
135129
0
10.8375422052
98.5628478887
64431
1
0.581906356417
0.719387926045
-1
NSA
sdss
4
1.23766112561e+18
NSA
1237661125075665050
126.865163194
25.7243689745
3
GALAXY
105658611535960
0
0
268435456
16.3567
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14.8083
14.5475
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0.415216
14.3755
106.766
0.417412
13.6164
108.55
19.9293
0.0196837
15.1367
0.00413754
nan
9.9907
20.4205
15.2221
23.0107324704
22.2155221718
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00749128
6.1337e-06
0
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126.784
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2046.0
9.113
135129
0
15.392848684
139.991191557
64410
1
0.873759103013
0.988189751425
-1
NSA
sdss
4
1.23766112508e+18
NSA
1237661125075861866
127.34030493
25.8856332187
3
GALAXY
105624251797520
0
0
268435456
17.8931
16.8105
16.3509
16.1365
15.8923
0.0406839
0.00896798
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0.370734
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nan
6.3119
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23.6697683237
22.701038742
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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9.113
135129
0
30.4405359659
276.84059922
64407
1
0.621652329375
0.797576162976
-1
NSA
sdss
4
1.23766112508e+18
NSA
1237655368744632621
155.66592215
58.0900769045
3
GALAXY
35255507619888
0
0
268435456
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
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9.469
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16544
1
0.577171762731
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-1
NSA
sdss
4
1.23765536874e+18
NSA
1237654381982777375
154.228523279
58.394558724
3
GALAXY
1161121054724184
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nan
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9999.0
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0
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16567
1
0.934783650748
1.0
-1
NSA
sdss
4
1.23765438198e+18
NSA
1237654381982777687
154.300660995
58.5392741055
3
GALAXY
105555532321368
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nan
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22.8373312519
9999.0
9999.0
9999.0
9999.0
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16559
0
27.2435409018
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-1
NSA
sdss
4
1.23765438198e+18
NSA
1237661385996304558
219.746469375
51.1207294493
3
GALAXY
1161118907240464
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nan
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21.5645481146
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29.8588089669
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53401
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0.664789585763
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-1
NSA
sdss
4
1.237661386e+18
NSA
1237661416603910425
219.190054522
51.4603182194
3
GALAXY
35219000397912
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268435456
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nan
8.22979
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9999.0
9999.0
9999.0
9999.0
9999.0
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0
9.29735359929
90.8112724418
53422
1
0.682822370786
0.887748097188
-1
NSA
sdss
4
1.2376614166e+18
NSA
1237661416603975998
219.422236629
51.4573597124
3
GALAXY
1161118907240792
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268435456
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nan
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9999.0
9999.0
9999.0
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53405
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-1
NSA
sdss
4
1.2376614166e+18
NSA
1237661386533175309
219.969004509
51.4346141811
3
GALAXY
105622104309848
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268435456
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nan
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53402
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-1
NSA
sdss
4
1.23766138653e+18
NSA
1237657222560743657
164.087037522
56.7597565956
3
GALAXY
72163216142242064
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268435456
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nan
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9999.0
9999.0
9999.0
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9999.0
9999.0
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34577
1
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-1
NSA
sdss
4
1.23765722256e+18
NSA
1237657772324421810
163.46139867
56.7582082199
3
GALAXY
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nan
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-1
NSA
sdss
4
1.23765777232e+18
NSA
1237661356465979574
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45.6898826245
3
GALAXY
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nan
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59968
1
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-1
NSA
sdss
4
1.23766135647e+18
NSA
1237664337178656887
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3
GALAXY
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nan
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19.5220773347
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1
0.613078919167
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-1
NSA
sdss
4
1.23766433718e+18
NSA
1237664337178788133
175.563531091
36.2980602831
3
GALAXY
105622137733208
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-1
NSA
sdss
4
1.23766433718e+18
NSA
1237664337715593333
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36.833855867
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GALAXY
105587744575576
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-1
NSA
sdss
4
1.23766433772e+18
NSA
1237664338780029261
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32.7202654623
3
GALAXY
140954719879496
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MobyDick
21.6120163628
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1
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MMT
/Spectra/Final/MMT/spHect-2015.0218_2.zlog
3
234.0
MMT
1237659131671347468
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GALAXY
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NSA
sdss
4
1.23765913167e+18
NSA
1237659131671478415
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GALAXY
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8.83351
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nan
6.95696
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14.2183
21.0832712249
20.4258650414
14.521
0.099
13.518
0.088
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1.12314e-05
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9.589
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0
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43134
1
0.660381186398
0.860468325936
-1
NSA
sdss
4
1.23765913167e+18
NSA
1237659131671478461
215.459031703
50.3883751817
3
GALAXY
193619541753944
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0
268435456
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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9.589
144953
0
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43066
1
0.840307122477
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-1
NSA
sdss
4
1.23765913167e+18
NSA
1237668298203267092
182.990666509
20.0278486922
3
GALAXY
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nan
5.68529
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20.5563529437
20.3508717254
15.248
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182.792
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9.734
161174
0
14.2804185494
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118414
1
0.612725020773
0.787240420742
-1
NSA
sdss
4
1.2376682982e+18
NSA
1237664670051336378
170.402482545
40.1559946711
3
GALAXY
193583034535952
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268435456
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9.45451
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15.8559
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nan
7.93525
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15.8588
22.7642571725
22.3520971422
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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9.453
139281
0
19.7692076497
181.505540294
86968
1
0.551885017275
0.656039496015
-1
NSA
sdss
4
1.23766467005e+18
NSA
1237664669514596560
170.778945018
39.9567281033
3
GALAXY
105624251797520
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268435456
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8.42979
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nan
5.56064
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22.5143590688
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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1948.0
9.453
139281
0
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88018
1
0.663691313971
0.86154646045
-1
NSA
sdss
4
1.23766466951e+18
NSA
1237662226210160806
170.457771868
40.001812079
3
GALAXY
176027355713880
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0
268435456
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nan
4.62034
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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170.631
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1948.0
9.453
139281
0
10.940166678
100.444514103
88016
1
0.508834622192
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-1
NSA
sdss
4
1.23766222621e+18
NSA
1237664669514662021
171.11620079
39.814084535
3
GALAXY
105622104313872
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0
268435456
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nan
5.83736
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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170.631
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1948.0
9.453
139281
0
22.6623425589
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88021
1
0.657767763452
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-1
NSA
sdss
4
1.23766466951e+18
NSA
1237660765915250822
137.938707966
35.4052045703
3
GALAXY
1161118907236440
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0
268435456
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nan
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9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
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0
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9.506
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0
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50556
1
0.556939476575
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-1
NSA
sdss
4
1.23766076592e+18
NSA
1237660765378248765
137.962393912
34.963238976
3
GALAXY
35253361184784
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0
268435456
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20.2494
0.0587693
19.8015
0.0931673
19.848
0.102805
19.5668
0.131493
21.3397
0.10386
20.2059
0.0524716
19.7985
0.0869178
19.5987
0.088445
19.4851
0.107208
0.0697329
0.0790183
0.0301466
0.0
0.191323
0.427235
-0.00446106
0.198011
-0.00816493
0.174497
-0.00899742
0.189802
-0.00611868
0.193528
-0.0245348
0.399949
13.1122
141.283
0.516454
17.294
122.002
0.521923
17.1463
123.497
0.493948
17.358
125.593
0.457919
12.5819
129.133
20.6367
0.124865
15.4612
0.00716649
nan
12.8148
25.739
15.498
23.6274993046
23.0319809637
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00690949
1.26599e-05
0
0.042144
0.037786
-1.0
-1.0
-1.0
-1.0
138.102
35.0275
32.3374
2049.0
9.506
135739
0
7.87094948356
74.0385596802
-1
1
-1.0
-1.0
-1
SDSS
SDSS
4
1.23766076538e+18
SDSS
1237660765378314404
138.184974166
34.9255496114
3
GALAXY
1161153266978832
0
0
268435456
15.3292
13.9936
13.3385
12.9937
12.769
0.00661228
0.00219461
0.00201764
0.0020895
0.00314118
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
nan
12.8528
24.5941
13.3491
21.4528609242
20.8895501211
15.016
0.083
14.301
0.088
13.961
0.082
0.00651912
9.36948e-06
0
0.092229
0.036795
-1.0
-1.0
-1.0
-1.0
138.102
35.0275
32.3374
2049.0
9.506
135739
0
7.34925504625
69.1312173219
50569
1
0.870823340387
0.988189751425
-1
NSA
sdss
4
1.23766076538e+18
NSA
1237660765915250759
138.03939192
35.5266940146
3
GALAXY
475058013081876
262144
0
268435456
24.72
25.5071
17.3403
17.484
23.0632
9.08594
5.67543
0.0128658
0.0214258
5.09999
9.08594
5.67543
0.0128658
0.0214258
5.09999
0.111344
0.0819257
0.0594194
0.0450559
0.0319452
24.6087
25.4252
17.2808
17.439
23.0313
2.96992
2.97004
21.637
17.7123
2.96993
-1000.0
-1000.0
1.02115
0.400932
-1000.0
0.0366167
0.0
0.0364012
0.0
10.92
0.653212
0.0785601
0.1096
0.0365934
0.0
0.141409
0.141621
0.500058
0.999677
0.129467
24.6347
21.6066
25.1144
1.78259
17.3403
0.0128658
19.8135
0.0289899
22.8269
1.94009
24.6344
3.54496
25.1139
5.18378
19.6858
0.0312456
19.8924
0.058906
22.8271
1.21133
19.8113
0.0680314
19.6091
0.0575461
19.5549
0.0221459
19.7269
0.041207
19.6425
0.113888
0.0
0.0
1.0
1.0
0.0
-0.702064
0.0474877
-0.695247
0.0454497
0.258932
0.00532271
0.271277
-0.00748044
-0.719968
0.0463556
0.150314
0.0363276
36.4641
0.155542
0.0362741
37.4141
0.476028
4.3941
-22.491
0.999673
0.106588
30.1432
0.161805
0.0395991
37.8
20.2483
0.0275744
18.0258
0.0139034
nan
8.66977
18.3432
17.3505
23.235634483
24.0360272958
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00617684
5.49606e-06
0
0.180324
0.140525
-1.0
-1.0
-1.0
-1.0
138.102
35.0275
32.3374
2049.0
9.506
135739
0
30.1082238451
283.211445119
-1
1
5.85414442506e-06
0.0
-1
SDSS
SDSS
4
1.23766076592e+18
SDSS
1237667287812735027
157.778274298
28.7966447953
3
GALAXY
35253360136208
0
0
268435456
14.7459
13.626
12.9873
12.7495
12.4502
0.00415598
0.00179026
0.00172687
0.00174706
0.00223248
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
nan
6.12162
16.7952
13.1609
19.2291623734
19.0907247096
12.789
0.047
12.136
0.048
11.953
0.049
0.0047453
7.54079e-06
0
0.111593
0.043889
-1.0
-1.0
-1.0
-1.0
158.231
28.5118
24.4117
1408.0
8.917
137625
0
29.334281312
208.302423875
107764
1
0.641915844719
0.829765450951
-1
NSA
sdss
4
1.23766728781e+18
NSA
1237665367429677221
158.712397798
28.6638533288
3
GALAXY
263953926197264
0
0
268435456
17.1231
15.9749
15.5648
15.3427
15.2778
0.0403234
0.00589711
0.00774727
0.010346
0.0543278
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
nan
7.83666
17.7277
15.6692
22.5112889895
22.1353459894
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00441311
2.32353e-05
0
0.041655
0.02169
-1.0
-1.0
-1.0
-1.0
158.231
28.5118
24.4117
1408.0
8.917
137625
0
26.9809883401
191.59207325
107942
1
-1.0
-1.0
-1
NSA
sdss
4
1.23766536743e+18
NSA
1237667255616143515
158.04324634
28.4830569538
3
GALAXY
35253360136208
0
0
268435456
17.013
15.778
15.2572
15.0015
14.8558
0.0156095
0.00308509
0.00323044
0.00362345
0.0077356
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
nan
5.53539
14.9459
15.3397
21.1874616185
21.0509255632
15.758
0.09
15.322
0.12
15.077
0.127
0.00527656
1.02568e-05
0
0.051228
0.027819
-1.0
-1.0
-1.0
-1.0
158.231
28.5118
24.4117
1408.0
8.917
137625
0
10.0488242208
71.3573597037
107759
1
0.623969353339
0.813074247267
-1
NSA
sdss
4
1.23766725562e+18
NSA
1237667255616143540
158.088519499
28.4198533568
3
GALAXY
105624251798032
0
0
268435456
18.5509
17.3116
16.814
16.6059
16.33
0.0519692
0.00996925
0.0149639
0.0187032
0.032791
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
nan
5.50607
12.2015
16.9149
23.0949720383
22.6145467756
9999.0
9999.0
9999.0
9999.0
9999.0
9999.0
0.00541094
-1.0
0
0.049819
0.020269
-1.0
-1.0
-1.0
-1.0
158.231
28.5118
24.4117
1408.0
8.917
137625
0
9.3230541028
66.2036316332
107745
1
0.0274001721493
0.015923716287
-1
NSA
sdss
4
1.23766725562e+18
NSA