2015A&A...584A.106S


Query : 2015A&A...584A.106S

2015A&A...584A.106S - Astronomy and Astrophysics, volume 584A, 106-106 (2015/12-1)

Pan-STARRS1 variability of XMM-COSMOS AGN. I. Impact on photometric redshifts.

SIMM T., SAGLIA R., SALVATO M., BENDER R., BURGETT W.S., CHAMBERS K.C., DRAPER P.W., FLEWELLING H., KAISER N., KUDRITZKI R.-P., MAGNIER E.A., METCALFE N., TONRY J.L., WAINSCOAT R.J. and WATERS C.

Abstract (from CDS):

Upcoming large area sky surveys like Euclid and eROSITA, which are dedicated to studying the role of dark energy in the expansion history of the Universe and the three-dimensional mass distribution of matter, crucially depend on accurate photometric redshifts. The identification of variable sources, such as active galactic nuclei (AGNs), and the achievable redshift accuracy for varying objects are important in view of the science goals of the Euclid and eROSITA missions. We probe AGN optical variability for a large sample of X-ray-selected AGNs in the XMM-COSMOS field, using the multi-epoch light curves provided by the Pan-STARRS1 (PS1) 3π and Medium Deep Field surveys. To quantify variability we employed a simple statistic to estimate the probability of variability and the normalized excess variance to measure the variability amplitude. Utilizing these two variability parameters, we defined a sample of varying AGNs for every PS1 band. We investigated the influence of variability on the calculation of photometric redshifts by applying three different input photometry sets for our fitting procedure. For each of the five PS1 bands gP1, rP1, iP1, zP1, and yP1, we chose either the epochs minimizing the interval in observing time, the median magnitude values, or randomly drawn light curve points to compute the redshift. In addition, we derived photometric redshifts using PS1 photometry extended by GALEX/IRAC bands. We find that the photometry produced by the 3π survey is sufficient to reliably detect variable sources provided that the fractional variability amplitude is at least ∼3%. Considering the photometric redshifts of variable AGNs, we observe that minimizing the time spacing of the chosen points yields superior photometric redshifts in terms of the percentage of outliers (33%) and accuracy (0.07), outperforming the other two approaches. Drawing random points from the light curve gives rise to typically 57% of outliers and an accuracy of ∼0.4. Adding GALEX/IRAC bands for the redshift determination weakens the influence of variability. Although the redshift quality generally improves when adding these bands, we still obtain not less than 26% of outliers and an accuracy of 0.05 at best, therefore variable sources should receive a flag stating that their photometric redshifts may be low quality.

Abstract Copyright:

Journal keyword(s): catalogs - methods: data analysis - techniques: photometric - galaxies: active - galaxies: distances and redshifts - X-rays: galaxies

VizieR on-line data: <Available at CDS (J/A+A/584/A106): agn3pi_g.dat agn3pi_r.dat agn3pi_i.dat agn3pi_z.dat agn3pi_y.dat agnmdf_g.dat agnmdf_r.dat agnmdf_i.dat agnmdf_z.dat agnmdf_y.dat>

Simbad objects: 201

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Number of rows : 201
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2024
#notes
1 ACS-GC 20189474 AGN 09 57 53.43 +02 41 14.4         23.164 ~ 18 0
2 [VV2006] J095754.7+023832 QSO 09 57 54.7079257440 +02 38 32.777463408   19.558 19.583   19.242 ~ 59 0
3 2XMM J095755.4+022403 QSO 09 57 55.471 +02 24 01.13   21.953 21.649   21.219 ~ 24 0
4 [VV2006] J095759.5+020436 QSO 09 57 59.5060485192 +02 04 35.973055344 19.41 19.12 19.25   18.989 ~ 58 0
5 SDSS J095759.72+024657.5 QSO 09 57 59.7232872888 +02 46 57.566817156   19.962 19.989   19.924 ~ 27 0
6 ACS-GC 20132940 AGN 09 58 00.41 +02 24 52.5   23.438 23.375   22.439 ~ 18 0
7 ACS-GC 20025880 AGN 09 58 04.62 +01 42 13.8   22.503 22.102   21.351 ~ 13 0
8 SDSS J095806.97+022248.4 QSO 09 58 06.9778223304 +02 22 48.506295540   21.468 20.875   21.119 ~ 34 0
9 [VV2006] J095806.9+014202 QSO 09 58 06.998 +01 42 02.78   21.30 21.17   21.562 ~ 19 0
10 ACS-GC 20050594 AGN 09 58 08.18 +01 54 23.7   23.150 22.831   22.648 ~ 18 0
11 [VV2006] J095810.9+014005 QSO 09 58 10.8797739936 +01 40 05.177749260   20.27 20.18   20.20 ~ 52 0
12 [VV2006] J095815.3+014738 QSO 09 58 15.289 +01 47 38.46   21.50 21.53   21.983 ~ 22 0
13 ACS-GC 20158656 AGN 09 58 18.153 +02 34 32.37   22.324 21.934   21.72 ~ 24 0
14 [VV2006] J095820.4+020304 QSO 09 58 20.4510135240 +02 03 03.977827380   19.918 20.039 18.8 19.82 ~ 60 0
15 [VV2006] J095820.7+020213 QSO 09 58 20.7865815864 +02 02 13.552709172   21.4354 21.2605   21.06 ~ 30 0
16 [VV2006] J095821.7+024628 QSO 09 58 21.6505978368 +02 46 28.179166908   18.6 19.57 19.0 19.08 ~ 56 0
17 QSO J0958+0145 QSO 09 58 22.1850338160 +01 45 24.169177440 18.39 18.13 17.91   18.126 ~ 79 0
18 2XMM J095824.5+022333 QSO 09 58 24.4922368248 +02 23 33.676143252   21.429 20.973   19.86 ~ 26 0
19 [VV2006] J095829.8+021049 QSO 09 58 29.8067278032 +02 10 50.333367252   21.0288 20.5287   20.82 ~ 36 0
20 SDSS J095832.46+023555.8 AGN 09 58 32.468 +02 35 55.83   23.2384 22.4347   22.827 ~ 20 0
21 [VV2006] J095834.1+024426 QSO 09 58 34.0499069400 +02 44 27.172062636   19.016 19.142   19.081 ~ 62 0
22 ACS-GC 20132346 AGN 09 58 34.402 +02 20 54.84         22.42 ~ 23 0
23 [VV2006] J095834.8+014502 QSO 09 58 34.7460640296 +01 45 02.333889972   19.688 19.711   19.374 ~ 58 0
24 2XMM J095839.2+020507 QSO 09 58 39.2622830136 +02 05 06.738622404   20.9373 20.6128   20.62 ~ 36 0
25 [VV2006] J095841.7+015318 QSO 09 58 41.7984532920 +01 53 18.077951940   21.1199 20.6628   20.339 ~ 24 0
26 [VV2006] J095842.0+015857 QSO 09 58 42.034 +01 58 57.75   21.62 21.17   21.260 ~ 30 0
27 [VV2006] J095844.9+014309 QSO 09 58 44.9415645384 +01 43 09.007001652   20.77 20.42   20.36 ~ 58 0
28 [VV2006] J095848.9+023441 QSO 09 58 48.8620037856 +02 34 41.130748272   20.4926 20.4018   20.656 ~ 53 0
29 ACS-GC 20159317 AGN 09 58 53.11 +02 32 23.9   22.3454 21.91   21.703 ~ 18 0
30 ACS-GC 20126156 AGN 09 58 57.24 +02 26 02.0   22.5516 22.0809   21.959 ~ 22 0
31 [VV2006] J095857.3+021314 QSO 09 58 57.3496057368 +02 13 14.492449524 21.21 20.8295 20.0528   19.94 ~ 77 0
32 [VV2006] J095858.7+020138 QSO 09 58 58.6825359312 +02 01 39.052405992   19.0139 18.6273   18.713 ~ 74 0
33 ACS-GC 20071242 AGN 09 59 00.87 +02 07 32.3   22.7564 22.3602   22.311 ~ 22 0
34 2MASS J09590277+0219067 QSO 09 59 02.7609793632 +02 19 06.384805500   19.792 19.450 19.10 18.92 ~ 63 0
35 [VV2006] J095903.2+022002 QSO 09 59 03.2398 +02 20 02.676   21.658 21.0538   21.11 ~ 36 0
36 [VV2006] J095908.3+024309 QSO 09 59 08.3181808200 +02 43 09.607772928   19.28 18.94   18.975 ~ 63 0
37 ACS-GC 20155847 AGN 09 59 08.55 +02 33 17.2   23.5234 23.0877   22.639 ~ 27 0
38 ACS-GC 20155800 AGN 09 59 11.0811438888 +02 33 50.808718260   21.3534 20.9985   20.834 ~ 19 0
39 ACS-GC 20156200 AGN 09 59 11.11 +02 33 33.9   22.8999 22.7555   22.636 ~ 25 0
40 SDSS J095913.90+023844.4 AGN 09 59 13.906 +02 38 44.47   21.8312 21.6938   21.89 ~ 27 0
41 [VV2006] J095917.2+015019 QSO 09 59 17.2546 +01 50 19.284   21.1092 20.8127   20.88 ~ 33 0
42 ACS-GC 20097001 AGN 09 59 17.66 +02 13 41.9   22.7111 22.2592   22.208 ~ 26 0
43 [VV2006] J095918.7+020951 QSO 09 59 18.7050430848 +02 09 51.483406932 20.57 20.30 19.93   19.451 ~ 66 0
44 ACS-GC 20126073 AGN 09 59 19.88 +02 23 05.0   23.0867 22.6925   22.500 ~ 23 0
45 SDSS J095923.55+022227.3 QSO 09 59 23.5532763744 +02 22 27.286757760   21.1515 20.7961   20.87 ~ 38 0
46 [VV2006] J095924.5+015953 QSO 09 59 24.4671178128 +01 59 54.321806436   18.568 18.599   18.53 ~ 70 0
47 [VV2006] J095928.3+021950 QSO 09 59 28.3315537464 +02 19 50.493467388 21.22 21.0403 20.8343   20.777 ~ 46 0
48 SDSS J095928.45+015934.6 AGN 09 59 28.452 +01 59 34.67   21.71 21.40   21.672 ~ 34 0
49 ACS-GC 20127353 QSO 09 59 28.726 +02 17 38.36   23.977 22.727   22.02 ~ 35 0
50 [VV2006] J095929.2+022033 QSO 09 59 29.24 +02 20 34.4   22.115 21.8356   21.86 ~ 35 0
51 SDSS J095930.20+024124.8 QSO 09 59 30.204 +02 41 24.83   21.6099 21.2693   21.060 ~ 37 0
52 ACS-GC 20068595 AGN 09 59 34.823 +02 02 49.87   22.5789 22.3133   22.15 ~ 31 0
53 [VV2006] J095934.8+021422 QSO 09 59 34.8959878104 +02 14 22.107744636   20.958 20.7253   20.85 ~ 33 0
54 2XMM J095935.5+020537 QSO 09 59 35.501 +02 05 38.20   22.2112 22.1366   21.73 ~ 34 0
55 SDSS J095938.28+020450.0 QSO 09 59 38.2905119568 +02 04 50.066591052   21.2275 20.5315   20.13 ~ 41 0
56 2XMM J095938.9+021201 Sy1 09 59 38.9858958912 +02 12 01.156902732 21.48 20.9639 20.6938   20.43 ~ 43 0
57 [VV2006] J095940.0+022306 QSO 09 59 40.0605651792 +02 23 06.676861812   20.5731 20.1035   20.162 ~ 46 0
58 [VV2006] J095940.7+021938 QSO 09 59 40.7427799416 +02 19 38.744153760 21.30 20.9818 20.4557   20.15 ~ 46 0
59 ACS-GC 20069978 AGN 09 59 41.41 +01 58 45.3   22.5527 22.0362   22.459 ~ 27 0
60 [VV2006] J095942.1+024103 QSO 09 59 42.0864191568 +02 41 03.240011004 21.01 20.8822 20.3679   20.311 ~ 44 0
61 [ICS2009] 1918676 QSO 09 59 44.14 +02 50 37.7 21.62 21.43 21.41   21.118 ~ 18 0
62 ACS-GC 20122162 AGN 09 59 44.61 +02 26 26.1   22.6104 21.8807   21.540 ~ 29 0
63 ACS-GC 20180685 AGN 09 59 44.7908621136 +02 40 48.828385200   22.5761 22.0476   21.703 ~ 22 0
64 [VV2006] J095946.0+024743 QSO 09 59 46.0163609928 +02 47 43.605297456 19.05 18.87 18.78 18.4 18.933 ~ 61 0
65 ACS-GC 20153879 AGN 09 59 49.347 +02 30 07.28 23.596 23.2825 22.6349 22.33 21.891 ~ 32 0
66 [VV2006] J095949.4+020140 QSO 09 59 49.4023471848 +02 01 40.976414868   19.84 19.67   19.00 ~ 76 0
67 2XMM J095949.8+020012 QSO 09 59 49.848 +02 00 11.08   21.4169 21.0154   21.03 ~ 34 0
68 ACS-GC 20040408 AGN 09 59 57.30 +01 55 56.7   22.5895 22.2048   22.44 ~ 31 0
69 [VV2006] J095957.9+014327 QSO 09 59 57.9803916936 +01 43 27.405543360   20.4504 20.1489   19.989 ~ 66 0
70 [VV2006] J095958.6+021805 QSO 09 59 58.5352330248 +02 18 05.143568796   20.7067 20.349   20.12 ~ 38 0
71 COSMOS2015 486220 QSO 10 00 01.058 +02 02 19.96   23.2001 21.8854   21.78 ~ 34 0
72 SDSS J100006.84+021235.6 AGN 10 00 06.847 +02 12 35.66   22.5306 21.842   21.612 ~ 29 0
73 SDSS J100009.96+024741.7 AGN 10 00 09.966 +02 47 41.74   21.423 21.337   21.326 ~ 17 0
74 ACS-GC 20094946 QSO 10 00 11.041 +02 12 04.05         22.37 ~ 31 0
75 SDSS J100012.43+014057.8 QSO 10 00 12.4398034464 +01 40 57.909039960   20.5421 20.1967   20.02 ~ 32 0
76 [VV2006] J100012.9+023523 QSO 10 00 12.9097049400 +02 35 22.829192268   19.0 19.24 18.5 18.89 ~ 77 0
77 [VV2006] J100014.0+020054 QSO 10 00 14.1384525888 +02 00 54.483786360   19.9645 19.7155   19.77 ~ 69 0
78 SDSS J100020.25+021725.8 QSO 10 00 20.250 +02 17 25.86   23.2742 22.7401   22.49 ~ 35 0
79 [VV2006] J100024.4+015053 QSO 10 00 24.3910818504 +01 50 53.968743744   20.4632 19.9531   19.428 ~ 64 0
80 [VV2006] J100024.5+020619 QSO 10 00 24.4802452008 +02 06 19.669651812   19.43 19.42   19.89 ~ 59 0
81 [VV2006] J100024.6+023148 QSO 10 00 24.6430888128 +02 31 49.086054588 19.22 18.80 18.87 18.89 18.93 ~ 72 0
82 SDSS J100024.88+023956.6 QSO 10 00 24.885 +02 39 56.59   20.994 21.284   21.21 ~ 38 0
83 [VV2006] J100025.1+024128 QSO 10 00 25.071 +02 41 28.46   21.4735 21.1218   21.08 ~ 29 0
84 [VV2006] J100025.2+015851 QSO 10 00 25.2472241232 +01 58 52.087650276   18.71 18.62   18.81 ~ 81 0
85 SDSS J100025.32+020734.7 AGN 10 00 25.328 +02 07 34.70   22.1937 21.4948   21.73 ~ 27 0
86 NAME COSMOS Field reg 10 00 28.60 +02 12 21.0           ~ 2973 0
87 SDSS J100028.63+025112.6 QSO 10 00 28.634 +02 51 12.64   21.645 20.951   19.810 ~ 32 0
88 2XMM J100030.0+025142 QSO 10 00 30.0168665424 +02 51 42.299156052   20.124 20.173   19.626 ~ 23 0
89 [VV2006] J100030.5+023735 QSO 10 00 30.466 +02 37 35.55   23.0731 23.1229   22.737 ~ 27 0
90 [VV2006] J100031.6+014757 QSO 10 00 31.6153401336 +01 47 57.808703760   21.266 21.1055   20.90 ~ 38 0
91 [VV2006] J100033.4+015237 QSO 10 00 33.3873091176 +01 52 37.081235388   20.955 20.678   20.392 ~ 39 0
92 [VV2006] J100038.0+020822 QSO 10 00 38.0145823704 +02 08 22.399120716   20.698 20.617   20.45 ~ 63 0
93 SDSS J100038.14+024930.3 AGN 10 00 38.150 +02 49 30.50   21.601 21.659   20.72 ~ 23 0
94 SDSS J100038.82+015240.0 AGN 10 00 38.827 +01 52 40.00   22.7599 22.4471   22.41 ~ 31 0
95 ACS-GC 20146829 AGN 10 00 39.313 +02 35 51.58 22.925 22.60 22.36 22.17 21.822 ~ 28 0
96 ACS-GC 20175049 AGN 10 00 40.08 +02 46 08.1   22.8016 22.2906   22.074 ~ 22 0
97 [VV2006] J100043.6+014008 QSO 10 00 43.6431157584 +01 40 09.187131936   20.36 20.27   19.944 ~ 29 0
98 [VV2006] J100046.8+020015 QSO 10 00 46.9371882624 +02 00 15.914905272 20.55 20.29 20.32   20.13 ~ 48 0
99 [VV2006] J100047.8+020756 QSO 10 00 47.7541645248 +02 07 56.997161220   19.50 19.30   19.49 ~ 49 0
100 SDSS J100049.91+020459.9 QSO 10 00 49.9113123744 +02 05 00.004739784   20.408 20.101   19.241 ~ 48 0
101 2XMM J100049.9+015230 QSO 10 00 49.9700230056 +01 52 31.197934056   21.0559 20.5266   20.579 ~ 35 0
102 SDSS J100050.12+022854.8 QSO 10 00 50.1200098608 +02 28 54.857419212   21.1516 19.9896   20.08 ~ 49 0
103 SDSS J100050.15+022618.4 QSO 10 00 50.154 +02 26 18.46   22.6684 21.5393   21.18 ~ 43 0
104 COSMOS2015 720608 QSO 10 00 50.580 +02 23 29.30   23.3968 22.4927   22.986 ~ 35 0
105 [VV2006] J100051.5+021215 QSO 10 00 51.5174198904 +02 12 15.332100804   21.2347 21.2034   20.99 ~ 36 0
106 [VV2006] J100051.9+015919 QSO 10 00 51.927 +01 59 19.28   21.997 21.536   21.416 ~ 31 0
107 [VV2006] J100055.4+023441 QSO 10 00 55.3918478664 +02 34 41.397836232 20.85 20.4406 20.1366   20.05 ~ 70 0
108 SDSS J100056.68+021720.9 AGN 10 00 56.689 +02 17 20.94   21.5463 21.2719   21.48 ~ 31 0
109 [VV2006] J100058.3+015208 QSO 10 00 58.3408480296 +01 52 08.656878900   21.1464 20.8723   20.891 ~ 34 0
110 [VV2006] J100058.8+015400 QSO 10 00 58.8426061536 +01 54 00.208903968   20.3763 20.1944   20.008 ~ 68 0
111 [VV2006] J100100.3+024413 QSO 10 01 00.3159869952 +02 44 13.766034336   21.427 20.9693   20.85 ~ 26 0
112 ACS-GC 20145910 QSO 10 01 00.65 +02 29 11.1   21.0755 20.762   20.96 ~ 32 0
113 ACS-GC 20116690 AGN 10 01 01.022 +02 19 50.10   22.4274 21.7181   21.72 ~ 25 0
114 ACS-GC 20146239 AGN 10 01 06.30 +02 31 34.9         22.357 ~ 23 0
115 2XMM J100108.5+020053 QSO 10 01 08.547 +02 00 52.43   21.3345 20.8779   20.95 ~ 34 0
116 SDSS J100110.20+023242.2 QSO 10 01 10.199 +02 32 42.23   21.5621 21.0453   21.74 ~ 36 0
117 COSMOS2015 558647 QSO 10 01 11.3378613816 +02 08 55.615115832   22.159 21.175   20.50 ~ 40 0
118 [VV2006] J100111.9+023024 QSO 10 01 11.9247 +02 30 24.417   21.3607 21.1391   21.02 ~ 37 0
119 [VV2006] J100112.6+020939 QSO 10 01 12.6192429024 +02 09 39.869372160   20.4773 20.18   20.199 ~ 33 0
120 2XMM J100113.8+014000 QSO 10 01 13.837 +01 40 00.67   20.619 20.775   20.767 ~ 22 0
121 ACS-GC 20034924 AGN 10 01 14.14 +01 54 44.2   24.3786 23.9273   23.288 ~ 24 0
122 [VV2006] J100114.3+022356 QSO 10 01 14.2959939888 +02 23 56.870929824 19.71 19.44 19.46   19.165 ~ 73 0
123 SDSS J100114.83+015840.4 AGN 10 01 14.832 +01 58 40.40   22.4911 21.9838   22.27 ~ 28 0
124 [VV2006] J100116.7+014053 QSO 10 01 16.7868498720 +01 40 53.557612860   19.7916 19.4696   19.615 ~ 67 0
125 SDSS J100116.94+013804.0 AGN 10 01 16.946 +01 38 04.04   21.485 21.434   20.842 ~ 21 0
126 SDSS J100118.77+020729.7 AGN 10 01 18.777 +02 07 29.70         22.30 ~ 32 0
127 [VV2006] J100120.2+020341 QSO 10 01 20.2480460760 +02 03 41.226019776   20.6423 20.1335   20.41 ~ 33 0
128 [VV2006] J100120.2+023341 QSO 10 01 20.2641138936 +02 33 41.327099676   20.6106 20.1906   20.08 ~ 70 0
129 ACS-GC 20033709 AGN 10 01 24.74 +01 57 38.8   22.1955 21.6394   21.766 ~ 26 0
130 [VV2006] J100130.3+014304 QSO 10 01 30.3734761944 +01 43 04.268701704   20.639 20.3752   20.138 ~ 60 0
131 COSMOS 2642587 QSO 10 01 31.67 +02 45 30.3   21.8133 21.4372   21.141 ~ 16 0
132 ACS-GC 20171642 AGN 10 01 31.88 +02 43 25.2   22.5267 22.4981   22.176 ~ 23 0
133 ACS-GC 20008485 AGN 10 01 35.22 +01 44 08.5   23.4038 22.9466   22.851 ~ 21 0
134 [VV2006] J100136.5+025304 QSO 10 01 36.5008649664 +02 53 03.576565104   19.78 19.61     ~ 47 0
135 ACS-GC 20083084 AGN 10 01 37.21 +02 16 12.5   22.299 21.575   20.537 ~ 19 0
136 SDSS J100140.95+015643.1 QSO 10 01 40.9565658720 +01 56 43.040195376   19.316 19.162   18.640 ~ 43 0
137 COSMOS2015 353591 QSO 10 01 43.04 +01 49 32.1   21.9033 21.7514   21.679 ~ 25 0
138 2XMM J100143.4+015606 QSO 10 01 43.443 +01 56 06.85   21.5402 21.1378   20.969 ~ 31 0
139 [VV2006] J100145.1+022456 QSO 10 01 45.1570983216 +02 24 56.903932368   20.778 20.3897   20.440 ~ 60 0
140 2XMM J100146.4+020256 Sy1 10 01 46.4849867640 +02 02 56.697077112   20.4266 20.1309 20.19 20.14 ~ 36 0
141 SDSS J100147.04+020236.5 AGN 10 01 47.051 +02 02 36.56   22.018 21.2382   21.14 ~ 27 0
142 [VV2006] J100147.9+021446 QSO 10 01 47.9050183272 +02 14 47.087964204   20.7508 20.2766   20.485 ~ 34 0
143 [VV2006] J100148.5+020841 QSO 10 01 48.4611 +02 08 41.257   21.1911 20.7349   20.61 ~ 35 0
144 ACS-GC 20141779 AGN 10 01 48.86 +02 31 40.5   21.8349 21.442   21.386 ~ 22 0
145 ACS-GC 20057099 QSO 10 01 49.847 +02 03 44.82   22.348 22.026   21.405 ~ 22 0
146 [VV2006] J100151.1+020032 QSO 10 01 51.1119881760 +02 00 32.429882736   20.36 20.05   20.015 ~ 43 0
147 ACS-GC 20082095 AGN 10 01 55.609 +02 16 23.44   20.841 20.719   20.78 ~ 19 0
148 ACS-GC 20084352 AGN 10 01 56.25 +02 09 43.3   22.4623 22.4187   22.126 ~ 32 0
149 SDSS J100156.43+014810.9 AGN 10 01 56.438 +01 48 10.98   23.1088 22.2913   21.773 ~ 24 0
150 SDSS J100157.78+024631.6 QSO 10 01 57.7740875016 +02 46 31.663779744   20.7642 20.2364   19.938 ~ 38 0
151 [VV2006] J100159.7+022641 QSO 10 01 59.7827433912 +02 26 41.694120528   19.7488 19.498   19.29 ~ 50 0
152 ACS-GC 20169886 AGN 10 02 01.31 +02 40 29.7   23.4731 22.9188   23.078 ~ 20 0
153 [VV2006] J100201.5+020329 QSO 10 02 01.5108351336 +02 03 29.495333844   18.9 19.30 18.8 18.28 ~ 63 0
154 [VV2006] J100202.8+022434 QSO 10 02 02.7744155544 +02 24 34.595331228   20.4499 19.9723 20.11 20.33 ~ 63 0
155 SDSS J100206.28+021441.8 AGN 10 02 06.285 +02 14 41.86   21.928 21.4638   21.231 ~ 29 0
156 ACS-GC 20084152 AGN 10 02 07.65 +02 11 20.1   22.1245 21.5938   21.447 ~ 27 0
157 SDSS J100208.54+014553.5 AGN 10 02 08.546 +01 45 53.58   21.505 21.529   21.166 ~ 25 0
158 COSMOS 829965 AGN 10 02 08.811 +01 50 58.43         21.71 ~ 17 0
159 ACS-GC 20141158 AGN 10 02 09.441 +02 32 31.31   22.8551 22.7668   22.47 ~ 17 0
160 [VV2006] J100210.7+023025 QSO 10 02 10.7189206536 +02 30 26.192705292   19.887 19.673 19.0 19.393 ~ 61 0
161 ACS-GC 20139017 AGN 10 02 13.41 +02 33 51.7   23.3387 22.3825   21.977 ~ 22 0
162 SDSS J100214.15+020620.5 AGN 10 02 14.155 +02 06 20.55   22.6786 21.9575   22.244 ~ 26 0
163 ACS-GC 20137732 AGN 10 02 16.15 +02 30 12.8 23.41 22.5635 21.5504   20.971 ~ 22 0
164 [VV2006] J100217.4+022959 QSO 10 02 17.4172355616 +02 29 59.752485708   20.84 20.48   20.68 ~ 31 0
165 SDSS J100217.97+015836.1 AGN 10 02 17.973 +01 58 36.18   22.2182 21.8659   21.444 ~ 27 0
166 [VV2006] J100219.4+025049 QSO 10 02 19.4208468087 +02 50 49.565565333   20.71 20.47   20.148 ~ 19 0
167 [VV2006] J100219.5+021315 QSO 10 02 19.474 +02 13 15.96   22.8047 22.4749   22.156 ~ 31 0
168 ACS-GC 20079962 AGN 10 02 19.647 +02 17 15.71   22.756 22.273   21.29 ~ 36 0
169 SDSS J100222.98+020639.8 AGN 10 02 22.988 +02 06 39.87   22.502 22.031   21.181 ~ 23 0
170 SDSS J100223.04+014714.8 AGN 10 02 23.047 +01 47 14.85   22.03 21.31   21.39 ~ 31 0
171 SDSS J100223.93+022353.5 QSO 10 02 23.9285987520 +02 23 53.583354780   21.1543 20.8725   20.714 ~ 24 0
172 3XMM J100226.1+024611 QSO 10 02 26.1097908816 +02 46 10.912247868   20.773 20.394   20.147 ~ 25 0
173 [VV2006] J100226.4+021923 QSO 10 02 26.3268692520 +02 19 23.114447796   20.7186 20.1929   20.255 ~ 57 0
174 ACS-GC 20054857 AGN 10 02 26.94 +01 59 40.1   21.9765 21.6833   21.636 ~ 24 0
175 [VV2006] J100229.2+020932 QSO 10 02 29.1492366168 +02 09 31.846840056   20.726 20.770   20.298 ~ 26 0
176 SDSS J100229.32+014528.0 AGN 10 02 29.3264081712 +01 45 28.067954436         20.127 ~ 25 0
177 COSMOS J100230.06+014810.4 QSO 10 02 30.0351258984 +01 48 10.350662076         19.610 ~ 31 0
178 SDSS J100230.17+014555.6 AGN 10 02 30.174 +01 45 55.68   21.750 21.934   21.069 ~ 23 0
179 SDSS J100231.91+023507.4 AGN 10 02 31.910 +02 35 07.46 22.703 22.52 22.20 22.15 22.13 ~ 24 0
180 SDSS J100232.13+023537.3 Sy1 10 02 32.1272909256 +02 35 37.374860544 19.52 19.1269 18.8555 19.2 18.853 ~ 76 0
181 SDSS J100232.48+023859.6 AGN 10 02 32.489 +02 38 59.69   21.3599 20.9999   21.15 ~ 23 0
182 2XMM J100232.5+014009 QSO 10 02 32.530 +01 40 08.75   21.174 21.100   20.684 ~ 25 0
183 COSMOS2015 720289 QSO 10 02 33.23 +02 23 28.9   23.9799 22.404     ~ 17 0
184 [VV2006] J100234.3+015010 QSO 10 02 34.3314019656 +01 50 11.185841868   19.40 19.13   18.820 ~ 57 0
185 [VV2006] J100236.7+015948 QSO 10 02 36.7048938912 +01 59 48.614675208   20.0784 19.8376   19.883 ~ 59 0
186 [VV2006] J100238.2+013746 QSO 10 02 38.2539442032 +01 37 46.571198844 19.71 19.05 19.15   19.17 ~ 60 0
187 SDSS J100238.62+015831.2 AGN 10 02 38.623 +01 58 31.26   22.1896 21.2697   21.177 ~ 22 0
188 ACS-GC 20281688 AGN 10 02 40.536 +02 31 00.36         22.29 ~ 21 0
189 2XMM J100243.6+024708 QSO 10 02 43.6980345480 +02 47 07.866747168   19.952 19.992   19.964 ~ 19 0
190 2XMM J100243.8+020502 QSO 10 02 43.855 +02 05 02.50   20.9912 20.598   20.555 ~ 26 0
191 [VV2006] J100249.3+023746 QSO 10 02 49.3289708256 +02 37 46.551037080   20.8403 20.3128   20.110 ~ 45 0
192 [VV2006] J100251.7+022905 QSO 10 02 51.6243989784 +02 29 05.367629040   19.7743 19.516   19.54 ~ 59 0
193 SDSS J100251.84+014609.7 QSO 10 02 51.86 +01 46 09.9   22.195 22.244   21.894 ~ 17 0
194 SDSS J100252.96+024137.0 QSO 10 02 52.9645571232 +02 41 37.077916344   20.640 20.629 20.3903 20.0725 ~ 25 0
195 SDSS J100255.30+015352.8 AGN 10 02 55.307 +01 53 52.81   21.947 21.564   21.106 ~ 18 0
196 SDSS J100256.53+021158.4 QSO 10 02 56.5328340432 +02 11 58.411551228   21.4583 20.3384 20.5097 20.1157 ~ 42 0
197 COSMOS 2534376 QSO 10 02 56.924 +02 43 21.19   24.126 22.950   22.32 ~ 26 0
198 SDSS J100257.46+015405.5 AGN 10 02 57.462 +01 54 05.53   21.773 21.615   21.675 ~ 22 0
199 SDSS J100258.22+015908.9 AGN 10 02 58.222 +01 59 08.94   22.085 22.327 21.5913 21.2684 ~ 23 0
200 [VV2006] J100302.8+015207 QSO 10 03 02.9230022616 +01 52 08.557744548   20.57 20.39   19.879 ~ 52 0
201 2XMM J100305.0+015157 AGN 10 03 05.0765464728 +01 51 56.397393468         20.970 ~ 16 0

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