2022MNRAS.514.3294B

Query : 2022MNRAS.514.3294B

2022MNRAS.514.3294B - Mon. Not. R. Astron. Soc., 514, 3294-3307 (2022/August-2)

Star formation characteristics of CNN-identified post-mergers in the Ultraviolet Near Infrared Optical Northern Survey (UNIONS).

BICKLEY R.W., ELLISON S.L., PATTON D.R., BOTTRELL C., GWYN S. and HUDSON M.J.

Abstract (from CDS):

The importance of the post-merger epoch in galaxy evolution has been well documented, but post-mergers are notoriously difficult to identify. While the features induced by mergers can sometimes be distinctive, they are frequently missed by visual inspection. In addition, visual classification efforts are highly inefficient because of the inherent rarity of post-mergers (∼1 per cent in the low-redshift Universe), and non-parametric statistical merger selection methods do not account for the diversity of post-mergers or the environments in which they appear. To address these issues, we deploy a convolutional neural network (CNN) that has been trained and evaluated on realistic mock observations of simulated galaxies from the IllustrisTNG simulations, to galaxy images from the Canada France Imaging Survey, which is part of the Ultraviolet Near Infrared Optical Northern Survey. We present the characteristics of the galaxies with the highest CNN-predicted post-merger certainties, as well as a visually confirmed subset of 699 post-mergers. We find that post-mergers with high CNN merger probabilities [p(x) > 0.8] have an average star formation rate that is 0.1 dex higher than a mass- and redshift-matched control sample. The SFR enhancement is even greater in the visually confirmed post-merger sample, a factor of 2 higher than the control sample.

Abstract Copyright: © 2022 The Author(s) Published by Oxford University Press on behalf of Royal Astronomical Society

Journal keyword(s): methods: statistical - techniques: image processing - galaxies: evolution - galaxies: interactions - galaxies: peculiar

VizieR on-line data: <Available at CDS (J/MNRAS/514/3294): table2.dat>

Simbad objects: 311

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Number of rows : 311
N Identifier Otype ICRS (J2000)
RA 		ICRS (J2000)
DEC 		Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026 		#notes
1 2MASX J07350552+4450488 LIN 07 35 05.4722095608 +44 50 48.180628248           ~ 5 0
2 NVSS J073658+432856 rG 07 36 58.0858042080 +43 29 02.012365644           ~ 9 1
3 2MASX J07411918+3736317 EmG 07 41 19.1548465296 +37 36 31.518851364           ~ 6 0
4 LEDA 2239430 GiC 07 41 34.3433228712 +44 13 19.478461908           ~ 4 0
5 SDSS J074407.02+391609.1 G 07 44 07.0218395928 +39 16 09.093374868           ~ 3 0
6 SDSS J074711.36+384758.7 Sy2 07 47 11.3579119104 +38 47 58.628030964   20.00 19.16     ~ 5 0
7 LEDA 2074588 G 07 48 20.8901384568 +36 04 34.239984276           ~ 5 0
8 SDSS J075246.19+382928.3 G 07 52 46.2041085816 +38 29 28.431650544           ~ 6 0
9 LEDA 2160989 G 07 54 16.9043109336 +40 07 28.913611584           ~ 6 0
10 LEDA 2111810 G 07 54 23.0285329368 +37 52 30.673940736           ~ 6 0
11 LEDA 2217929 G 07 56 20.8153140480 +43 19 11.712369756           ~ 4 0
12 SDSS J075635.62+494005.0 BiC 07 56 35.6089115688 +49 40 05.114210808           ~ 2 0
13 SDSS J075642.75+322951.6 G 07 56 42.7512233016 +32 29 51.601017804           ~ 3 0
14 FIRST J075817.3+413611 rG 07 58 17.5014365928 +41 36 11.966372244           ~ 3 0
15 2MASX J07594767+3933332 Sy2 07 59 47.7014127096 +39 33 33.096500532           ~ 6 0
16 SDSS J080103.76+344144.5 G 08 01 03.7717890744 +34 41 44.498214924           ~ 5 0
17 SDSS J080242.85+511605.1 EmG 08 02 42.8438742552 +51 16 05.186407368           ~ 5 0
18 SDSS J080704.32+390228.1 G 08 07 04.3282356288 +39 02 28.115220264           ~ 4 0
19 NVSS J080831+455318 rG 08 08 31.9883437656 +45 53 31.961894316           ~ 4 0
20 SDSS J080927.18+412353.5 G 08 09 27.1858088112 +41 23 53.544287040           ~ 4 0
21 2MASX J08112037+5349379 Sy2 08 11 20.3046978600 +53 49 38.105653080   18.0       ~ 10 0
22 LEDA 2043459 G 08 14 00.1359143592 +34 04 32.603378016           ~ 6 0
23 2MASX J08145706+3234504 G 08 14 57.0520589184 +32 34 50.747039220           ~ 2 0
24 SDSS J081507.15+482511.4 GiC 08 15 07.1471162928 +48 25 11.446524804           ~ 4 0
25 LEDA 2283698 G 08 18 42.0082264752 +46 35 05.788635864           ~ 8 0
26 SDSS J081950.74+314816.0 G 08 19 50.7455217672 +31 48 16.110570492           ~ 5 0
27 ZW VII 226 rG 08 20 08.7086496768 +56 43 35.234570028   16.7       ~ 14 0
28 LEDA 3389591 LIN 08 20 15.0419191416 +34 26 45.603841632           ~ 3 0
29 2MASX J08235728+4854096 GiC 08 23 57.2759946912 +48 54 10.255294620           ~ 10 0
30 2MASX J08293906+3921123 BiC 08 29 39.0773529192 +39 21 12.314592432           ~ 5 0
31 SDSS J083228.05+520406.5 G 08 32 28.0630531248 +52 04 06.565562724           ~ 3 0
32 SDSS J083231.30+492440.6 G 08 32 31.3042649136 +49 24 40.669661880           ~ 6 0
33 LEDA 2183549 G 08 33 17.2259570664 +41 35 33.347137452           ~ 7 0
34 2MASX J08345901+3002054 Sy2 08 34 59.0048514168 +30 02 04.655569920           ~ 3 0
35 LEDA 1972107 G 08 34 59.8350172416 +31 56 26.652037560           ~ 3 0
36 2MASX J08352378+5240547 Sy2 08 35 23.826 +52 40 54.91   18.00 17.39     ~ 17 0
37 SDSS J084402.26+370142.6 G 08 44 02.2705795063 +37 01 42.648382807           ~ 3 0
38 2MASX J08452636+5223504 LIN 08 45 26.4349148688 +52 23 51.022836816           ~ 6 0
39 SDSS J084650.90+353620.4 Sy2 08 46 50.9011015776 +35 36 20.498970204           ~ 2 0
40 LEDA 2220359 G 08 49 17.0635256479 +43 25 16.834270834           ~ 4 0
41 SDSS J085338.07+400438.2 G 08 53 38.0755647120 +40 04 38.187126264           ~ 5 0
42 2MASX J08560878+4558321 EmG 08 56 08.7695227176 +45 58 32.213588412           ~ 4 0
43 SDSS J085623.59+375246.4 G 08 56 23.6021613912 +37 52 46.440316056           ~ 4 0
44 2MASX J08564298+3519404 EmG 08 56 42.9757934424 +35 19 39.940835448           ~ 3 0
45 LEDA 165519 Sy1 08 58 13.8441733224 +38 56 31.324112124           ~ 21 0
46 SDSSCGB 71697.1 G 09 03 16.2043197696 +44 30 18.420887340           ~ 2 0
47 2MASX J09083710+3059274 Sy1 09 08 37.0804795728 +30 59 27.249658872   18.25 17.73     ~ 17 0
48 FIRST J090942.7+303118 rG 09 09 42.7479730614 +30 31 18.885309192           ~ 4 0
49 2MASX J09095026+4856479 G 09 09 50.2158552912 +48 56 47.987197476           ~ 3 0
50 SDSS J091338.63+334627.9 EmG 09 13 38.6300798784 +33 46 27.893277624           ~ 5 0
51 2MASX J09134772+3252361 LIN 09 13 47.7322835280 +32 52 36.188692968           ~ 12 0
52 LEDA 139177 Sy2 09 14 45.5519830128 +41 37 14.268719748           ~ 20 0
53 MCG+07-19-043 EmG 09 15 20.5446067920 +43 00 54.335995344   16.0       ~ 12 0
54 LEDA 1937483 AGN 09 21 06.4958973024 +31 13 42.271706784           ~ 9 0
55 SDSS J092535.92+374921.6 G 09 25 35.9225773224 +37 49 21.594756108           ~ 2 0
56 LEDA 2200663 G 09 26 57.6898287744 +42 31 36.529738392           ~ 12 0
57 LEDA 1907001 LIN 09 26 59.0747563080 +30 31 09.819344100           ~ 6 0
58 Z 238-67 LIN 09 31 06.4806600024 +48 03 03.812525568   15.7       ~ 19 0
59 LEDA 2093077 G 09 31 11.8874268864 +37 06 16.631615736           ~ 5 0
60 2MASX J09313718+3422056 LIN 09 31 37.2037676520 +34 22 05.332796328           ~ 7 0
61 2MASX J09392958+3154417 EmG 09 39 29.5425946512 +31 54 41.688517608           ~ 6 0
62 2MASX J09463327+3053364 Sy2 09 46 33.2618937480 +30 53 36.502093536           ~ 5 0
63 SDSS J094734.74+424512.6 G 09 47 34.7518914528 +42 45 12.717278064           ~ 4 0
64 LEDA 2024031 Sy2 09 47 39.4938997056 +33 07 27.882184764           ~ 10 0
65 FIRST J094804.7+363041 rG 09 48 04.7828526120 +36 30 41.355863964           ~ 3 0
66 LEDA 2326669 G 09 55 02.6625801864 +48 49 48.226598220           ~ 5 0
67 FIRST J095515.2+305457 rG 09 55 15.2254239892 +30 54 57.485829209           ~ 3 0
68 SDSS J095529.37+471129.4 G 09 55 29.3739723408 +47 11 29.456904048           ~ 3 0
69 FIRST J095726.9+491856 rG 09 57 26.8953685584 +49 18 57.162109500           ~ 12 0
70 2MASX J10020930+3503077 LIN 10 02 09.2764557648 +35 03 07.581593088           ~ 3 0
71 SDSS J100603.87+392508.9 BiC 10 06 03.8863680072 +39 25 08.609843100           ~ 3 0
72 SDSS J100611.42+322902.2 G 10 06 11.4463906704 +32 29 02.346073728           ~ 5 0
73 SDSS J100652.31+392048.9 EmG 10 06 52.3196270304 +39 20 49.005328776           ~ 3 0
74 LEDA 2171203 G 10 07 19.12344 +40 48 23.7060           ~ 3 0
75 SDSS J100755.08+392139.1 G 10 07 55.0921895208 +39 21 39.105786996           ~ 5 0
76 LEDA 2132452 G 10 08 46.3439908488 +38 38 05.909334576           ~ 9 0
77 NVSS J100928+475254 rG 10 09 28.5978432768 +47 52 53.318131140           ~ 10 0
78 2MASX J10093301+3613243 LIN 10 09 33.0392265720 +36 13 23.732217480           ~ 5 0
79 FIRST J101109.6+424552 rG 10 11 09.6587956296 +42 45 51.414150132           ~ 5 0
80 2MASX J10115282+5141077 Sy2 10 11 52.8484009440 +51 41 07.270142712           ~ 5 0
81 LEDA 2231790 G 10 15 00.0839523216 +43 53 49.405641252           ~ 3 0
82 2MASX J10150934+4449191 LIN 10 15 09.4055171112 +44 49 18.662798244           ~ 3 0
83 SDSS J101509.62+493250.2 G 10 15 09.6316043496 +49 32 50.315300268           ~ 2 0
84 LEDA 3753361 LIN 10 16 34.1532987312 +29 19 14.087902152     16.23     ~ 5 0
85 2MASX J10165577+5018363 Sy2 10 16 55.7562470352 +50 18 36.371436048           ~ 5 0
86 SDSS J101659.01+522330.9 Sy2 10 16 59.0190713976 +52 23 30.948161676           ~ 7 0
87 SDSS J101815.14+453021.3 G 10 18 15.1560118632 +45 30 21.201767352           ~ 4 0
88 LEDA 2079303 G 10 18 20.08272 +36 21 30.7044           ~ 3 0
89 2MASX J10183368+3613263 Sy2 10 18 33.6528029568 +36 13 26.653281924           ~ 17 0
90 2MASX J10202620+3337383 EmG 10 20 26.221 +33 37 38.33           ~ 3 0
91 2MASX J10204515+4109244 Sy2 10 20 45.1330750512 +41 09 24.231093012           ~ 5 0
92 SDSS J102103.54+304108.8 G 10 21 03.5434536216 +30 41 08.902404276           ~ 4 0
93 SDSS J102620.13+450017.2 G 10 26 20.1367587792 +45 00 17.113299264           ~ 3 0
94 FIRST J102822.0+405557 rG 10 28 22.0555955664 +40 55 58.005215040           ~ 7 0
95 2MASX J10363976+4622112 Sy2 10 36 39.7848587256 +46 22 10.818436116           ~ 3 0
96 SDSS J103730.57+480647.1 EmG 10 37 30.5750472240 +48 06 47.188711872           ~ 3 0
97 7C 103742.79+301338.00 LIN 10 40 29.9436842112 +29 57 57.795289452 19.85 16 16.05     ~ 53 1
98 LEDA 2102436 G 10 40 48.9491131008 +37 30 30.593123352           ~ 4 0
99 2MASX J10440536+3755594 EmG 10 44 05.3820988320 +37 55 59.401883064           ~ 4 0
100 SDSS J104636.71+305140.9 G 10 46 36.7138959048 +30 51 40.930626204           ~ 2 0
101 2MASX J10464850+4139213 Sy2 10 46 48.4778553336 +41 39 20.961353736           ~ 7 0
102 2MASS J10483823+4509519 AGN 10 48 38.2414695504 +45 09 51.929015976           ~ 4 0
103 SDSS J104944.85+345352.0 EmG 10 49 44.8460519928 +34 53 52.053934020           ~ 3 0
104 2MASX J10504149+3119560 Sy2 10 50 41.5072210704 +31 19 56.462119104           ~ 9 0
105 2MASX J10511010+3722232 EmG 10 51 10.0760800368 +37 22 24.115572624           ~ 4 0
106 LEDA 2014531 G 10 55 13.3890735432 +32 50 46.399102836           ~ 5 0
107 LEDA 3540046 EmG 10 59 19.9856050944 +44 30 47.090544876           ~ 5 0
108 SDSS J110113.22+323943.4 BiC 11 01 13.2132701376 +32 39 43.319315304           ~ 2 0
109 SDSS J110322.08+360210.1 G 11 03 22.0927979736 +36 02 10.217930676           ~ 6 0
110 LEDA 2171059 G 11 04 29.28642 +40 47 48.6220           ~ 6 0
111 SDSS J110531.02+342133.0 G 11 05 31.0252978104 +34 21 33.004017180           ~ 3 0
112 LEDA 2060404 G 11 06 24.1801756248 +35 09 53.226302400           ~ 5 0
113 IRAS 11057+4053 LIN 11 08 32.9281293234 +40 37 31.423439577           ~ 13 0
114 NVSS J110909+455125 rG 11 09 09.8576880696 +45 51 25.273308276           ~ 6 0
115 2MASX J11131627+3459104 EmG 11 13 16.2995150016 +34 59 10.457677860           ~ 3 0
116 2MASS J11132396+3518488 AGN 11 13 24.0012146160 +35 18 48.740660892           ~ 2 0
117 SDSS J111449.48+330230.7 LIN 11 14 49.4917556832 +33 02 30.597782280           ~ 4 0
118 2MASX J11152662+5408238 Sy2 11 15 26.6324436600 +54 08 23.628184080   18.89 18.24     ~ 11 0
119 SDSS J111607.56+341802.3 G 11 16 07.5622013064 +34 18 02.396093400           ~ 2 0
120 MCG+09-19-024 GiC 11 16 49.801 +54 43 40.91   16       ~ 8 0
121 LEDA 2036613 Sy1 11 17 10.0681375704 +33 39 50.334838848   19.21 18.49     ~ 6 0
122 2MASX J11173253+3757465 LIN 11 17 32.5590474552 +37 57 46.886641488           ~ 6 0
123 2MASX J11182979+4333372 LIN 11 18 29.7944812248 +43 33 36.687193632           ~ 4 0
124 2MASX J11185486+3248317 LIN 11 18 54.8346733464 +32 48 31.612595076           ~ 6 0
125 SDSS J111946.43+351803.4 G 11 19 46.4206644624 +35 18 03.567412404           ~ 5 0
126 LEDA 2302406 BiC 11 20 55.8578313984 +47 40 43.321285056           ~ 4 0
127 Z 185-44 Sy2 11 21 30.7558267728 +33 57 27.545075568   15.1       ~ 19 0
128 2MASX J11240975+3233360 EmG 11 24 09.7560825360 +32 33 36.570360204           ~ 5 0
129 2MASX J11243681+3518210 EmG 11 24 36.7984090728 +35 18 20.324019852           ~ 3 0
130 LEDA 2141045 G 11 24 42.4586606832 +38 59 09.311843076           ~ 7 0
131 2MASX J11263395+3244099 G 11 26 33.9421772376 +32 44 10.501377180           ~ 3 0
132 SDSS J112722.50+440032.6 G 11 27 22.5127505760 +44 00 32.744107692           ~ 2 0
133 SDSS J112811.07+425603.1 G 11 28 11.0654735712 +42 56 03.140382624           ~ 3 0
134 FIRST J112852.4+394935 rG 11 28 52.4711899320 +39 49 35.706143496           ~ 7 0
135 LEDA 2135371 G 11 29 25.4050565160 +38 44 37.018021992           ~ 4 0
136 2MASX J11302652+3322557 LIN 11 30 26.5437104832 +33 22 56.370117216           ~ 3 0
137 UGC 6557 G 11 35 07.529 +29 53 27.99   16.0       ~ 22 0
138 SDSS J113659.02+311708.2 G 11 36 59.0315785248 +31 17 08.176546356           ~ 2 0
139 LEDA 2148506 G 11 37 53.9181113256 +39 21 57.803193144           ~ 8 0
140 SDSS J113829.74+321013.5 G 11 38 29.7425629248 +32 10 13.594872324           ~ 4 0
141 SDSS J114049.13+311441.9 Sy2 11 40 49.1335176384 +31 14 42.032038272           ~ 5 0
142 LEDA 2076854 G 11 41 01.20288 +36 12 51.5340           ~ 5 0
143 SDSS J114113.41+342744.6 Sy2 11 41 13.4105386848 +34 27 44.599346676   19.25 18.53     ~ 9 0
144 2MASX J11430394+3252036 Sy2 11 43 03.9676254672 +32 52 03.341652528           ~ 3 0
145 SDSS J114349.62+304303.2 G 11 43 49.62951 +30 43 03.2625           ~ 2 0
146 SDSS J114721.74+423654.7 G 11 47 21.7418914728 +42 36 54.762435396           ~ 2 0
147 SDSS J114802.45+413729.5 G 11 48 02.45664 +41 37 29.5212           ~ 2 0
148 LEDA 1904417 G 11 51 01.8862917072 +30 27 14.069089188           ~ 5 0
149 2MASX J11522342+2937410 G 11 52 23.4430805688 +29 37 41.493111996           ~ 3 0
150 SDSS J115414.75+411716.3 G 11 54 14.7512253720 +41 17 16.364177232           ~ 3 0
151 LEDA 2228512 G 11 55 22.1145628008 +43 45 39.926278512           ~ 18 0
152 2MASX J11563176+3841456 G 11 56 31.7745329016 +38 41 46.262630436           ~ 4 0
153 FIRST J115646.0+395928 rG 11 56 46.0908671352 +39 59 28.555919268           ~ 4 0
154 SDSS J115656.57+375210.1 G 11 56 56.5755311736 +37 52 10.154458560           ~ 2 0
155 LEDA 1884643 G 11 57 24.2332044744 +29 57 30.011369220           ~ 6 0
156 2MASX J11584851+4323126 G 11 58 48.5526758568 +43 23 12.726684096           ~ 4 0
157 2MASX J11592536+3643293 G 11 59 25.3874364744 +36 43 28.812965952           ~ 2 0
158 LEDA 2198665 G 12 00 08.2252571160 +42 25 37.893329688           ~ 8 0
159 2MASX J12010592+3048161 Sy2 12 01 05.9309278104 +30 48 16.036179048           ~ 4 0
160 2XMM J120509.4+352347 SyG 12 05 09.5629672704 +35 23 46.952487600           ~ 8 0
161 2MASX J12092167+3057163 Sy2 12 09 21.6440677704 +30 57 16.623655308           ~ 2 0
162 LEDA 2114637 G 12 12 28.8421252272 +37 58 39.023626224           ~ 3 0
163 2MASX J12131656+3647334 Sy2 12 13 16.5636432024 +36 47 33.759393900           ~ 12 0
164 NVSS J121400+322810 rG 12 14 00.4025672136 +32 28 14.782626372           ~ 13 0
165 SDSS J121414.63+330230.5 G 12 14 14.6399799456 +33 02 30.521693436           ~ 4 0
166 2MASX J12155637+3720044 EmG 12 15 56.3924772456 +37 20 04.820028864           ~ 5 0
167 LEDA 2177385 G 12 16 52.9265485752 +41 12 34.221403296           ~ 4 0
168 SDSS J121700.23+360020.1 LIN 12 17 00.2203412856 +36 00 20.069194896           ~ 3 0
169 MCG+06-27-047 EmG 12 20 15.689 +33 39 39.09   16.0       ~ 43 0
170 SDSS J122254.05+425316.5 G 12 22 54.057 +42 53 16.56           ~ 3 0
171 2MASX J12231006+3208597 BiC 12 23 10.0847476728 +32 09 00.465061140           ~ 9 0
172 SDSS J122345.50+372838.8 G 12 23 45.5132414064 +37 28 38.839168704           ~ 5 0
173 SDSS J122445.76+384835.0 G 12 24 45.7772085624 +38 48 35.020237248           ~ 4 0
174 SDSS J122617.54+384233.2 G 12 26 17.5583180112 +38 42 33.271091676           ~ 4 0
175 SDSS J122700.28+295058.6 G 12 27 00.2779018560 +29 50 58.652427696           ~ 6 0
176 LEDA 2212682 LIN 12 29 52.3354181616 +43 05 11.542068852           ~ 6 0
177 2MASX J12345242+3850287 LIN 12 34 52.4574136800 +38 50 28.812470064           ~ 3 0
178 Z 216-16 LIN 12 38 21.7823762472 +42 12 19.735637580   15.6       ~ 16 0
179 NGP9 F268-0509817 BiC 12 39 04.2846318216 +36 45 30.693707064           ~ 8 0
180 LEDA 3551436 G 12 44 23.9077272600 +47 14 15.824726556           ~ 4 0
181 SDSS J124427.30+400733.8 G 12 44 27.3121953336 +40 07 33.729488220           ~ 6 0
182 SDSS J124448.75+420912.6 G 12 44 48.75656 +42 09 12.6054           ~ 4 0
183 LEDA 2165707 G 12 45 34.1628479088 +40 25 59.131035480           ~ 9 0
184 SDSS J125104.18+295825.9 G 12 51 04.1879643456 +29 58 25.885951932           ~ 4 0
185 SDSS J125338.75+360113.5 G 12 53 38.7320328240 +36 01 13.676954880           ~ 2 0
186 SDSS J125531.57+324844.1 G 12 55 31.5682297176 +32 48 44.050495932           ~ 2 0
187 PB 37 G 12 59 52.7077728528 +47 15 40.722520824   17       ~ 8 0
188 7C 125916.50+465013.00 BLL 13 01 32.60628738 +46 34 02.9396004   19.86 18.94 14.64   ~ 47 1
189 2MASX J13020993+2918169 GiC 13 02 09.939 +29 18 16.98           ~ 6 0
190 SDSS J130310.59+341723.5 G 13 03 10.5889597008 +34 17 23.561615004           ~ 3 0
191 LEDA 2507920 G 13 05 06.49394 +55 36 04.9220           ~ 6 0
192 2MASX J13070699+2929403 GiC 13 07 06.9607328736 +29 29 39.786544572           ~ 5 0
193 NVSS J130850+320955 rG 13 08 50.4439402152 +32 09 54.039751668   16.10       ~ 25 0
194 2MASX J13114333+3018295 G 13 11 43.3153206312 +30 18 29.328371028           ~ 2 0
195 SDSS J131246.82+573042.0 Sy2 13 12 46.8201947736 +57 30 42.112399356           ~ 4 0
196 LEDA 2331024 G 13 15 11.7037804272 +49 00 26.343823716           ~ 4 0
197 SDSS J131613.37+355141.5 BiC 13 16 13.3807302720 +35 51 41.483243340           ~ 2 0
198 2MASX J13164437+3628585 LIN 13 16 44.3306833752 +36 28 58.908426024           ~ 4 0
199 LEDA 2401200 G 13 19 53.3465990496 +51 50 41.257017492           ~ 7 0
200 LEDA 1983104 G 13 20 13.31977 +32 09 24.9996   16.944       ~ 6 0
201 SDSS J132534.99+573625.6 G 13 25 35.0001337656 +57 36 25.823395008           ~ 3 0
202 NVSS J133235+541900 rG 13 32 35.9899045656 +54 19 01.105873140           ~ 14 1
203 LEDA 1989359 G 13 32 37.8535169568 +32 16 36.229638792   16.846       ~ 7 0
204 LEDA 3811814 LIN 13 40 36.2530157832 +30 19 04.924537428           ~ 8 0
205 LEDA 1901903 G 13 41 13.58181 +30 23 27.4570   19.619       ~ 19 0
206 LEDA 2453351 G 13 41 32.9327759784 +53 52 28.862909148           ~ 4 0
207 SDSS J134249.51+541238.8 G 13 42 49.5149184984 +54 12 38.932911360           ~ 5 0
208 LEDA 1940029 G 13 44 48.7879393608 +31 17 02.531293188           ~ 13 0
209 NVSS J134450+554306 rG 13 44 50.6678877888 +55 43 05.844052128           ~ 9 0
210 Mrk 274 EmG 13 46 56.4436988640 +29 39 29.041593840   17.46 16.83     ~ 14 0
211 2MASX J13474060+5429091 LIN 13 47 40.5745975056 +54 29 09.304536228           ~ 4 0
212 LEDA 2257711 G 13 47 59.7038727984 +45 02 36.524515992           ~ 9 0
213 LEDA 2482686 G 13 49 36.8081805408 +54 51 34.236448812           ~ 4 0
214 2MASX J13510513+5422236 LIN 13 51 05.1985016280 +54 22 23.314057644           ~ 4 0
215 SDSS J135926.05+525933.4 G 13 59 26.0532055344 +52 59 33.388027692           ~ 3 0
216 FIRST J140609.1+552202 rG 14 06 09.0738564672 +55 22 03.081090036           ~ 6 0
217 SDSS J140801.68+514225.9 G 14 08 01.6213779048 +51 42 26.035997004           ~ 7 0
218 2MASX J14085348+6012436 LIN 14 08 53.5229712144 +60 12 43.935405048           ~ 4 0
219 NVSS J140935+575842 rG 14 09 35.4706791600 +57 58 41.167535952           ~ 7 1
220 LEDA 2603561 G 14 10 03.6711801360 +60 32 29.890200588           ~ 8 0
221 2MASX J14134220+5228095 LIN 14 13 42.2758532880 +52 28 10.000634736           ~ 7 0
222 SDSS J141414.64+505712.5 Opt 14 14 14.64388 +50 57 12.5404           ~ 2 0
223 NVSS J141414+604047 rG 14 14 14.8219242312 +60 40 47.824889952           ~ 9 1
224 2MASS J14152569+6312572 Sy1 14 15 25.6814263104 +63 12 57.256665696   19.13 18.29     ~ 3 0
225 SDSS J142047.34+594533.1 G 14 20 47.3365729128 +59 45 33.013853820           ~ 3 0
226 LEDA 2182506 LIN 14 21 13.0678797432 +41 31 42.562137324           ~ 4 0
227 LEDA 2162074 BiC 14 21 45.8339758224 +40 11 33.765991836           ~ 3 0
228 FIRST J142338.7+400509 rG 14 23 38.8387580784 +40 05 10.272086520           ~ 6 0
229 SDSS J142650.91+440136.3 EmG 14 26 50.9132511912 +44 01 36.365536416           ~ 4 0
230 SDSS J142736.67+430202.2 G 14 27 36.6811122720 +43 02 02.322071592           ~ 6 0
231 SDSS J142926.47+552945.8 G 14 29 26.4757005384 +55 29 45.790092420           ~ 6 0
232 NVSS J143238+404340 rG 14 32 38.18113 +40 43 38.2910           ~ 4 1
233 2MASX J14325269+4314010 LIN 14 32 52.7191155240 +43 14 00.570537528           ~ 4 0
234 6C 143339+510410 LIN 14 35 21.6699085551 +50 51 22.922806306           ~ 24 1
235 2MASX J14375981+5818096 EmG 14 37 59.8503195696 +58 18 09.918732816           ~ 3 0
236 SDSS J143852.70+613020.5 LIN 14 38 52.7145196152 +61 30 20.525997096           ~ 4 0
237 SDSS J144200.20+495449.0 G 14 42 00.2067776808 +49 54 49.118377032           ~ 5 0
238 SDSS J144208.20+522825.5 EmG 14 42 08.2023285840 +52 28 25.631199048           ~ 3 0
239 SDSS J144539.48+553651.0 G 14 45 39.4926319608 +55 36 50.980757364           ~ 6 0
240 2MASX J14471882+5537214 LIN 14 47 18.8027002848 +55 37 20.998209216           ~ 7 0
241 [VV96] J144920.7+422102 Bla 14 49 20.7091 +42 21 01.368   19.12 18.50 15.9   ~ 50 1
242 LEDA 2326181 EmG 14 49 39.6528395976 +48 48 34.287715584           ~ 6 0
243 SDSS J145303.91+511940.8 G 14 53 03.9116940888 +51 19 40.881189540           ~ 2 0
244 2MASX J14531042+5809553 Sy1 14 53 10.4439748488 +58 09 55.614152808   17.11 16.53     ~ 16 0
245 2MASX J14581120+4412199 G 14 58 11.2050640248 +44 12 19.842060636           ~ 2 0
246 SDSS J150550.36+385942.6 Sy1 15 05 50.3691750336 +38 59 42.540290484           ~ 2 0
247 SDSS J150724.30+413556.4 EmG 15 07 24.3028948560 +41 35 56.506716852           ~ 6 0
248 LEDA 3491101 EmG 15 07 30.1367106936 +50 19 51.568576428           ~ 7 0
249 LEDA 2629102 EmG 15 08 16.094 +62 01 38.67           ~ 4 0
250 SDSS J150838.03+550915.5 EmG 15 08 38.0297492760 +55 09 15.581519028           ~ 3 0
251 2MASS J15112273+3624005 G 15 11 22.7217533448 +36 24 00.393985476           ~ 3 0
252 SDSS J151158.41+344735.8 GiC 15 11 58.4233335685 +34 47 35.863448302           ~ 4 0
253 2MASX J15131504+4320002 Sy2 15 13 15.0762978984 +43 19 59.789973540   19.55 18.79     ~ 14 0
254 NVSS J151319+343133 rG 15 13 19.2321534648 +34 31 33.736727748           ~ 9 0
255 2MASX J15180025+3633093 EmG 15 18 00.2644694328 +36 33 09.527048820           ~ 5 0
256 2MASS J15193375+3406354 Sy2 15 19 33.7524848466 +34 06 35.251474357   20.36 19.41     ~ 11 0
257 2MASS J15204508+3648423 LIN 15 20 45.0870785221 +36 48 42.348122050           ~ 7 1
258 2MASX J15222360+4350518 Sy2 15 22 23.5778269848 +43 50 51.456810804   19.31 18.79     ~ 9 0
259 LEDA 2569019 G 15 24 13.1147332080 +57 37 39.526236732           ~ 8 0
260 2MASX J15273223+3001180 Sy2 15 27 32.2591010712 +30 01 17.954504148           ~ 6 0
261 2MASX J15283920+3037206 Sy1 15 28 39.203 +30 37 20.63           ~ 10 0
262 LEDA 2259180 G 15 33 53.5958778360 +45 07 03.663640524           ~ 5 0
263 2MASX J15372114+3100217 G 15 37 21.1731957000 +31 00 21.478552884           ~ 2 0
264 LEDA 3566434 LIN 15 38 42.6288347424 +40 41 38.412806784           ~ 4 0
265 SDSS J154016.69+392646.3 G 15 40 16.6919801304 +39 26 46.325365044           ~ 3 0
266 NVSS J154131+441213 rG 15 41 31.1797316688 +44 12 10.580440536           ~ 5 0
267 2MASX J15422589+3218599 LIN 15 42 25.9371633648 +32 18 59.691955572           ~ 12 0
268 NVSS J154255+404729 rG 15 42 55.0292143872 +40 47 25.426044384           ~ 6 0
269 2MASX J15425889+3050171 EmG 15 42 58.8517504032 +30 50 16.817583732           ~ 8 0
270 LEDA 2147119 G 15 44 31.7867536344 +39 17 32.050394304           ~ 4 0
271 SDSS J154520.78+345251.1 G 15 45 20.7841812120 +34 52 51.070698264           ~ 5 0
272 2MASX J15471477+3304289 Sy1 15 47 14.7475955184 +33 04 28.381866492           ~ 4 0
273 2MASX J15500205+3227574 G 15 50 02.0312994240 +32 27 57.779894016           ~ 2 0
274 LEDA 3568544 G 15 52 51.2391688488 +34 39 33.561060480           ~ 5 0
275 2MASX J15543554+2913201 LIN 15 54 35.5358353392 +29 13 19.906719672           ~ 17 0
276 FIRST J155603.3+372050 rG 15 56 03.3700292904 +37 20 50.306210268           ~ 6 0
277 SDSS J155825.42+372507.9 GiC 15 58 25.4266882176 +37 25 07.913277264           ~ 4 0
278 SDSS J155929.23+334252.2 G 15 59 29.2279871256 +33 42 52.226842140           ~ 4 0
279 IRAS 15576+3817 Sy2 15 59 30.4283563656 +38 08 38.797132632   19.05 18.25     ~ 17 0
280 2MASX J16022516+5329201 EmG 16 02 25.1995516368 +53 29 19.715473536           ~ 6 0
281 FIRST J160808.7+394756 rG 16 08 08.7166606992 +39 47 55.864317012           ~ 8 0
282 2MASX J16091393+3610017 EmG 16 09 13.9497495384 +36 10 01.745976864           ~ 3 0
283 2MASX J16103204+4300028 GiC 16 10 32.0609610864 +43 00 03.297631320           ~ 5 0
284 2MASX J16104553+4301199 EmG 16 10 45.5412398664 +43 01 20.171299908           ~ 6 0
285 FIRST J161510.7+350211 rG 16 15 10.7842853602 +35 02 12.184854545           ~ 4 0
286 LEDA 3497773 Sy2 16 16 59.6428074960 +37 51 28.533624084           ~ 5 0
287 LEDA 57726 G 16 17 18.9117532560 +33 04 59.407667976   16.5       ~ 9 0
288 LEDA 3497909 LIN 16 18 01.1591708112 +36 08 11.072834304           ~ 5 0
289 SDSS J161815.44+370616.8 G 16 18 15.4442645424 +37 06 16.884789156           ~ 4 0
290 SDSS J162549.65+460917.8 G 16 25 49.6506303384 +46 09 17.794973700           ~ 2 0
291 2MASX J16283338+3547077 Sy2 16 28 33.4019668536 +35 47 08.282927076   18.43 17.95     ~ 13 0
292 SDSS J162844.96+353731.8 G 16 28 44.9654541312 +35 37 31.873910736           ~ 2 0
293 SDSS J162936.92+391249.5 G 16 29 36.9295164480 +39 12 49.524661944           ~ 2 0
294 SDSS J163047.86+291910.2 G 16 30 47.8691509824 +29 19 10.211580552           ~ 3 0
295 LEDA 3499819 G 16 30 59.7982746024 +37 43 04.619099748           ~ 4 0
296 SDSS J163635.92+323317.4 G 16 36 35.9232411528 +32 33 17.346793716           ~ 4 0
297 SDSS J163651.32+393007.3 G 16 36 51.3266793768 +39 30 07.245175212           ~ 2 0
298 LEDA 3501043 EmG 16 38 57.5893746144 +32 23 49.218093852           ~ 6 0
299 SDSS J164012.92+363647.5 G 16 40 12.92792 +36 36 47.5827           ~ 2 0
300 LEDA 3502081 LIN 16 49 39.1080770016 +29 49 03.156157704           ~ 8 0
301 Z 169-9 AGN 16 52 22.6709074632 +30 42 39.762292320   15.5       ~ 36 0
302 LEDA 1959169 G 16 53 13.3759418256 +31 41 07.329588936           ~ 7 0
303 2MASX J16573497+3521097 G 16 57 35.0370499645 +35 21 09.325885625           ~ 2 0
304 LEDA 3088819 G 17 01 32.5658533272 +33 03 08.047999476           ~ 13 0
305 SDSSCGB 59939.1 G 17 02 19.3670128656 +36 00 19.441774296           ~ 2 0
306 2MASX J17053158+3520433 LIN 17 05 31.6034300400 +35 20 43.505784888           ~ 2 0
307 IRAS 17051+3824 rG 17 06 53.2687098792 +38 20 07.279135224           ~ 11 0
308 2MASX J17104893+3310137 Sy2 17 10 48.9505212696 +33 10 13.958097348           ~ 3 0
309 SDSS J171154.49+321628.6 EmG 17 11 54.4896198504 +32 16 28.691218488           ~ 2 0
310 2MASS J17170290+3125431 Sy2 17 17 02.9114452104 +31 25 43.160744496   18.15 17.70     ~ 7 0
311 SDSS J171753.79+302351.8 G 17 17 53.7963657936 +30 23 52.022745960           ~ 3 0

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