2012ApJ...746..170M


C.D.S. - SIMBAD4 rel 1.7 - 2020.03.28CET22:42:57

2012ApJ...746..170M - Astrophys. J., 746, 170 (2012/February-3)

Rapid, machine-learned resource allocation: application to high-redshift gamma-ray burst follow-up.

MORGAN A.N., LONG J., RICHARDS J.W., BRODERICK T., BUTLER N.R. and BLOOM J.S.

Abstract (from CDS):

As the number of observed gamma-ray bursts (GRBs) continues to grow, follow-up resources need to be used more efficiently in order to maximize science output from limited telescope time. As such, it is becoming increasingly important to rapidly identify bursts of interest as soon as possible after the event, before the afterglows fade beyond detectability. Studying the most distant (highest redshift) events, for instance, remains a primary goal for many in the field. Here, we present our Random Forest Automated Triage Estimator for GRB redshifts (RATE GRB-z) for rapid identification of high-redshift candidates using early-time metrics from the three telescopes onboard Swift. While the basic RATE methodology is generalizable to a number of resource allocation problems, here we demonstrate its utility for telescope-constrained follow-up efforts with the primary goal to identify and study high-z GRBs. For each new GRB, RATE GRB-z provides a recommendation–based on the available telescope time–of whether the event warrants additional follow-up resources. We train RATE GRB-z using a set consisting of 135 Swift bursts with known redshifts, only 18 of which are z > 4. Cross-validated performance metrics on these training data suggest that ∼56% of high-z bursts can be captured from following up the top 20% of the ranked candidates, and ∼84% of high-z bursts are identified after following up the top ∼40% of candidates. We further use the method to rank 200 + Swift bursts with unknown redshifts according to their likelihood of being high-z.

Abstract Copyright:

Journal keyword(s): gamma-ray burst: general - methods: data analysis - methods: statistical

VizieR on-line data: <Available at CDS (J/ApJ/746/170): table2.dat table3.dat table4.dat refs.dat>

Status at CDS:  

Simbad objects: 355

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Number of rows : 355

N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2020
#notes
1 GRB 100526B gB 00 02 56.52 -37 54 43.0           ~ 12 0
2 GRB 070110 gB 00 03 39.270 -52 58 27.00 21.8 21.9 21.2     ~ 165 0
3 GRB 070611 gB 00 07 58.000 -29 45 19.40           ~ 77 0
4 GRB 070721A gB 00 12 39.20 -28 33 00.0           ~ 28 0
5 GRB 060912 gB 00 21 08.160 +20 58 17.80 17.61   17.56     ~ 41 0
6 GRB 050922B gB 00 23 13.400 -05 36 17.80           ~ 62 0
7 GRB 071031 gB 00 25 37.40 -58 03 33.9           ~ 140 0
8 GRB 070531 gB 00 26 57.940 +74 18 46.62           ~ 36 0
9 GRB 070808 gB 00 27 03.40 +01 10 35.4           ~ 45 0
10 GRB 090123 gB 00 27 10.50 -23 30 12.6           ~ 24 0
11 GRB 050326 gB 00 27 49.110 -71 22 16.40   20.55       ~ 55 0
12 GRB 100522A gB 00 27 56.79 +09 24 06.6           ~ 43 0
13 GRB 060708 gB 00 31 13.850 -33 45 32.40 19.07 19.79 17.37     ~ 81 0
14 GRB 080710 gB 00 33 05.68 +19 30 05.8           ~ 101 0
15 GRB 100117A gB 00 45 04.56 -01 35 41.7           ~ 104 0
16 SN 2010ma SN* 00 48 55.35 -34 33 59.5           SNIc 113 1
17 GRB 050904 gB 00 54 50.794 +14 05 09.42           ~ 428 1
18 GRB 081221 gB 01 03 10.2 -24 32 53           ~ 116 0
19 GRB 060728 gB 01 06 35.100 -41 23 23.10           ~ 17 0
20 GRB 060825 gB 01 12 29.520 +55 47 51.59           ~ 41 0
21 GRB 080602 gB 01 16 42.18 -09 13 55.4           ~ 46 0
22 GRB 050908 gB 01 21 50.750 -12 57 17.20           ~ 155 1
23 GRB 081128 gB 01 23 12.98 +38 07 37.5           ~ 36 0
24 GRB 100814A gB 01 29 53.61 -17 59 43.6           ~ 146 0
25 GRB 081222 gB 01 30 57.76 -34 05 44.0           ~ 147 0
26 GRB 100901A gB 01 49 03.56 +22 45 30.6           ~ 122 0
27 GRB 100906A gB 01 54 44.19 +55 37 49.8           ~ 151 0
28 GRB 091208B gB 01 57 38.50 +16 52 50.7           ~ 150 0
29 GRB 090728 gB 01 58 35 +41 37.9           ~ 23 0
30 GRB 081012 gB 02 00 44 -17 37.6           ~ 36 0
31 GRB 060908 gB 02 07 18.360 +00 20 31.20 16.99 18.34 16.85     ~ 172 0
32 GRB 090113 gB 02 08 16.00 +33 26 08.4           ~ 59 0
33 GRB 070616 gB 02 08 36.430 +56 56 44.91           ~ 67 0
34 GRB 091018 gB 02 08 46 -57 33.0           ~ 112 0
35 GRB 100316C gB 02 09 08.78 -67 59 27.5           ~ 17 0
36 GRB 080707 gB 02 10 28.48 +33 06 35.1           ~ 61 0
37 GRB 080727C gB 02 10 32.15 +64 08 14.0           ~ 37 0
38 GRB 070721B gB 02 12 32.98 -02 11 39.8           ~ 96 0
39 GRB 070126 gB 02 14 10.080 -73 32 05.74 20.81   20.41     ~ 19 0
40 GRB 050406 gB 02 17 52.200 -50 11 15.81     18.83     ~ 115 0
41 GRB 070220 gB 02 19 06.810 +68 48 16.11           ~ 49 0
42 SN 2009nz SN* 02 26 19.87 -18 57 08.6           ~ 221 1
43 GRB 070802 gB 02 27 35.91 -55 31 39.1           ~ 134 0
44 GRB 081230 gB 02 29 19.20 -25 08 42.6           ~ 36 0
45 GRB 081228 gB 02 37 50.80 +30 51 09.2           ~ 31 0
46 GRB 060906 gB 02 43 00.900 +30 21 42.12     19.84     ~ 115 0
47 GRB 060306 gB 02 44 22.830 -02 08 55.00           ~ 92 0
48 GRB 070714A gB 02 51 43.36 +30 14 35.1           ~ 46 0
49 GRB 110213A gB 02 51 51.37 +49 16 21.2           ~ 117 0
50 GRB 100728B gB 02 56 13.44 +00 16 51.5           ~ 96 0
51 GRB 080701 gB 03 03 21.31 +75 28 29.3           ~ 17 0
52 GRB 090926B gB 03 05 14.30 -38 59 50.9           ~ 109 1
53 GRB 061007 gB 03 05 19.510 -50 30 02.50 14.28 14.40 12.95     ~ 264 1
54 GRB 071101 gB 03 12 42.53 +62 30 00.7           ~ 28 0
55 GRB 070318 gB 03 13 56.830 -42 56 46.30 18.27 16.23 15.49     ~ 137 0
56 GRB 050318 gB 03 18 51.000 -46 23 43.61 18.10 18.68 17.58     ~ 155 0
57 SN 2006aj SN* 03 21 39.670 +16 52 02.27 17.96 19.11 17.40     SNIc-BL 817 1
58 GRB 050822 gB 03 24 27.240 -46 01 59.20     20.82     ~ 92 0
59 GRB 060115 gB 03 36 08.400 +17 20 43.00           ~ 144 0
60 GRB 060223A gB 03 40 49.560 -17 07 48.40     17.90     ~ 76 0
61 GRB 091221 gB 03 43 11.40 +23 14 28.0           ~ 52 0
62 GRB 110808A gB 03 49 04.28 -44 11 40.3           ~ 42 0
63 GRB 060210 gB 03 50 57.370 +27 01 34.40   20.27       ~ 221 0
64 GRB 070714B gB 03 51 22.30 +28 17 51.3           ~ 164 1
65 GRB 071227 gB 03 52 31.09 -55 59 03.3           ~ 141 0
66 GRB 060904B gB 03 52 50.520 -00 43 30.61 18.27 19.14 18.37     ~ 160 0
67 GRB 060211A gB 03 53 32.600 +21 29 19.20           ~ 47 0
68 GRB 091029 gB 04 00 40.00 -55 57 12.7           ~ 114 0
69 GRB 111008A gB 04 01 48.220 -32 42 34.09           ~ 78 0
70 GRB 070328 gB 04 20 27.680 -34 04 00.60 20.29         ~ 72 0
71 GRB 080913 gB 04 22 57.90 -25 07 38.6           ~ 171 0
72 GRB 090407 gB 04 35 54.98 -12 40 45.5           ~ 53 0
73 GRB 081210 gB 04 41 56.19 -11 15 27.8           ~ 35 0
74 GRB 091102 gB 04 50 27.87 -72 31 10.9           ~ 35 0
75 GRB 060211B gB 05 00 17.110 +14 56 57.30           ~ 35 0
76 GRB 100508A gB 05 04 58.99 -20 42 14.1           ~ 24 0
77 GRB 060124 gB 05 08 25.900 +69 44 26.98   18.91 17.35     ~ 234 0
78 GRB 050712 gB 05 10 48.100 +64 54 47.60 19.09   17.86     ~ 60 0
79 GRB 080328 gB 05 21 55.81 +47 30 38.0           ~ 43 0
80 GRB 050219B gB 05 25 15.990 -57 45 28.70   21.38 20.40     ~ 51 0
81 GRB 050915A gB 05 26 44.804 -28 00 59.27           ~ 65 0
82 GRB 081118 gB 05 30 22.28 -43 18 03.1           ~ 60 0
83 GRB 080409 gB 05 37 19.20 +05 05 05.1           ~ 29 0
84 GRB 100619A gB 05 38 28.0 -27 00 02           ~ 40 0
85 GRB 060116 gB 05 38 46.170 -05 26 15.08           ~ 68 0
86 GRB 051117B gB 05 40 43.260 -19 16 26.10           ~ 61 0
87 GRB 061126 gB 05 46 24.460 +64 12 38.49 18.62 18.79 19.20     ~ 149 1
88 GRB 080903 gB 05 47 09.60 +51 15 22.4           ~ 31 0
89 GRB 050826 gB 05 51 01.590 -02 38 35.40           ~ 104 0
90 GRB 081121 gB 05 57 07.70 -60 36 42.1           ~ 107 0
91 GRB 110801A gB 05 57 44.87 +80 57 21.1           ~ 54 0
92 GRB 060507 gB 05 59 50.520 +75 14 55.88 20.52         ~ 35 0
93 GRB 090429A gB 06 02 13.31 -52 23 14.2           ~ 19 0
94 GRB 061019 gB 06 06 30.850 +29 34 13.30           ~ 46 0
95 GRB 080928 gB 06 20 16.85 -55 11 59.3           ~ 126 1
96 GRB 090401B gB 06 20 21.11 -08 58 20.2           ~ 44 0
97 GRB 060729 gB 06 21 31.850 -62 22 12.69           ~ 243 0
98 GRB 060510A gB 06 23 27.980 -01 09 46.20 18.19   18.45     ~ 46 0
99 GRB 061028 gB 06 28 54.700 +46 17 57.20           ~ 44 0
100 GRB 080205 gB 06 33 00.620 +62 47 31.98           ~ 39 0
101 GRB 080319D gB 06 37 53.47 +23 56 33.7           ~ 26 0
102 GRB 081104 gB 06 42 00 -54 43.3           ~ 23 0
103 GRB 090904A gB 06 43 32.35 +50 12 10.8           ~ 32 0
104 GRB 080703A gB 06 47 12.43 -63 13 08.3           ~ 26 0
105 GRB 080517 gB 06 48 58.00 +50 44 06.3           ~ 38 1
106 GRB 060203 gB 06 54 03.850 +71 48 38.41           ~ 40 0
107 GRB 080129 gB 07 01 08.13 -07 50 47.8           ~ 65 0
108 GRB 061222B gB 07 01 24.600 -25 51 36.00     19.87     ~ 70 0
109 GRB 061202 gB 07 02 06.190 -74 41 54.91           ~ 59 0
110 GRB 070411 gB 07 09 19.930 +01 03 52.60     17.94     ~ 112 0
111 SN 2010bh SN* 07 10 30.63 -56 15 19.7           SNIc 224 1
112 GRB 090831C gB 07 13 10.60 -25 06 44.0           ~ 21 0
113 GRB 051006 gB 07 23 13.520 +09 30 24.48           ~ 57 0
114 GRB 060813 gB 07 27 35.380 -29 50 49.40           ~ 55 0
115 GRB 110422A gB 07 28 11.21 +75 06 24.0           ~ 79 0
116 GRB 080303A gB 07 28 14.18 -70 14 03.2           ~ 33 0
117 GRB 060804 gB 07 28 49.360 -27 12 56.71 18.74 18.94 17.32     ~ 32 0
118 GRB 070628 gB 07 41 06.06 -20 16 45.3           ~ 32 0
119 GRB 090929B gB 07 50 50.90 -00 38 41.2           ~ 26 0
120 GRB 071028A gB 07 59 16.66 +21 29 05.0           ~ 19 0
121 GRB 090518 gB 07 59 50 +00 46.7           ~ 40 0
122 GRB 080516 gB 08 02 34.16 -26 09 35.3           ~ 41 0
123 GRB 070420 gB 08 04 55.170 -45 33 19.99 20.39 20.01 17.16     ~ 71 0
124 GRB 070520B gB 08 07 31.070 +57 36 30.00           ~ 34 0
125 GRB 081028 gB 08 07 34.40 +02 18 16.8           ~ 88 0
126 GRB 051016A gB 08 11 16.710 -18 17 52.80 19.31   18.68     ~ 26 0
127 GRB 060428A gB 08 14 10.840 -37 10 11.70     19.97     ~ 47 0
128 GRB 060427 gB 08 17 03.910 +62 40 16.50           ~ 44 0
129 GRB 100213B gB 08 17 08.12 +43 26 48.6           ~ 21 0
130 GRB 051021B gB 08 24 12.260 -45 32 28.80           ~ 32 0
131 GRB 060515 gB 08 29 09.490 +73 34 02.82           ~ 30 0
132 GRB 090102 gB 08 32 59.50 +33 06 25.7           ~ 179 0
133 GRB 110503A gB 08 51 06.27 +52 12 26.9           ~ 81 0
134 GRB 050820B gB 09 02 25.370 -72 38 43.69           ~ 31 0
135 GRB 050916 gB 09 03 57.270 -51 25 42.51           ~ 39 0
136 GRB 080307 gB 09 06 30.73 +35 08 19.8           ~ 46 0
137 GRB 090516A gB 09 12 59 -11 50.9           ~ 119 0
138 GRB 100205A gB 09 25 33.00 +31 44 25.8           ~ 30 0
139 GRB 050505 gB 09 27 03.300 +30 16 23.70     20.74     ~ 168 1
140 GRB 090519 gB 09 29 16.20 +00 11 23.9           ~ 70 0
141 GRB 050502B gB 09 30 10.024 +16 59 48.07           ~ 148 0
142 GRB 061021 gB 09 40 36.120 -21 57 05.40 18.21 19.20 16.82     ~ 122 0
143 GRB 060108 gB 09 48 01.980 +31 55 08.59           ~ 93 0
144 GRB 061121 gB 09 48 54.570 -13 11 42.68 17.19 17.71 17.02     ~ 282 0
145 GRB 070306 gB 09 52 23.220 +10 28 55.20           ~ 173 1
146 GRB 061102 gB 09 53 37.840 -17 01 26.50           ~ 27 0
147 GRB 090423 gB 09 55 33.19 +18 08 57.7           ~ 307 0
148 GRB 061218 gB 09 56 57.000 -35 13 15.90           ~ 21 0
149 GRB 070223 gB 10 13 48.390 +43 08 00.71 21.47         ~ 50 0
150 GRB 050319 gB 10 16 47.900 +43 32 53.80   18.02 17.01     ~ 229 1
151 GRB 100219A gB 10 16 48.46 -12 34 00.2           ~ 89 0
152 GRB 080315 gB 10 20 29.80 +41 42 03.6           ~ 15 0
153 GRB 070107 gB 10 37 36.350 -53 12 47.51 18.37 18.49 17.44     ~ 41 0
154 GRB 100316B gB 10 54 00 -45 28.0           ~ 41 0
155 GRB 080916B gB 10 54 31.60 +69 03 38.2           ~ 18 0
156 GRB 110205A gB 10 58 31.12 +67 31 31.2           ~ 142 0
157 GRB 080430 gB 11 01 14.63 +51 41 07.8           ~ 121 0
158 GRB 050219A gB 11 05 38.990 -40 41 03.00           ~ 79 0
159 GRB 100305A gB 11 13 28.06 +42 24 14.1           ~ 25 0
160 GRB 080330 gB 11 17 06.70 +30 36 24.1           ~ 118 0
161 GRB 100513A gB 11 18 26.83 +03 37 40.8           ~ 49 0
162 GRB 050714B gB 11 18 47.610 -15 32 48.90           ~ 64 0
163 GRB 080613B gB 11 35 11.51 -07 06 17.5           ~ 41 0
164 GRB 060323 gB 11 37 44.910 +50 00 33.49           ~ 45 0
165 GRB 050215B gB 11 37 48.030 +40 47 43.39           ~ 60 0
166 GRB 091020 gB 11 42 55.20 +50 58 42.0           ~ 131 0
167 GRB 060319 gB 11 45 33.050 +60 00 39.61 20.10         ~ 58 0
168 GRB 080603B gB 11 46 07.46 +68 03 38.5           ~ 115 0
169 GRB 100615A gB 11 48 49.25 -19 28 52.2           ~ 81 0
170 GRB 080320 gB 11 50 56.37 +57 09 25.3           ~ 42 0
171 GRB 080218B gB 11 51 49.66 -53 05 49.0           ~ 26 0
172 GRB 070224 gB 11 56 06.650 -13 19 48.80           ~ 49 0
173 GRB 090530 gB 11 57 36.00 +26 35 23.0           ~ 62 0
174 GRB 050412 gB 12 04 25.060 -01 12 03.60           ~ 76 0
175 GRB 070412 gB 12 06 10.585 +40 08 24.84           ~ 44 0
176 GRB 070419A gB 12 10 58.830 +39 55 34.06 18.52         ~ 104 0
177 GRB 090308 gB 12 14 10.70 -48 45 13.8           ~ 22 0
178 GRB 090912 gB 12 32 10.31 +61 29 04.4           ~ 30 0
179 GRB 080714 gB 12 32 25.29 -60 16 40.2           ~ 43 0
180 GRB 050416 gB 12 33 54.600 +21 03 26.69     19.12     ~ 249 1
181 GRB 090424 gB 12 38 07.40 +16 49 45.9           ~ 197 0
182 GRB 070810A gB 12 39 51.18 +10 45 02.8           ~ 60 0
183 GRB 090607 gB 12 44 46.70 +44 06 28.4           ~ 29 0
184 GRB 070520A gB 12 53 26.520 +74 59 26.57           ~ 28 0
185 GRB 080607 gB 12 59 47.14 +15 55 09.6           ~ 206 0
186 GRB 100302A gB 13 02 03.66 +74 35 22.5           ~ 57 0
187 GRB 060512 gB 13 03 05.810 +41 11 27.21 19.12 19.63 17.20     ~ 119 0
188 GRB 090419 gB 13 07 42.95 -75 36 21.1           ~ 19 0
189 GRB 070208 gB 13 11 32.607 +61 57 54.37 20.79 20.79 19.86     ~ 90 0
190 GRB 050726 gB 13 20 11.900 -32 03 51.89     17.58     ~ 58 0
191 GRB 051008 gB 13 31 28.100 +42 08 05.01 17.06   14.11     ~ 70 0
192 GRB 060206 gB 13 31 43.420 +35 03 03.60   19.99 17.09     ~ 280 1
193 GRB 050801 gB 13 36 35.000 -21 55 41.00 15.03 15.82 15.46     ~ 138 0
194 GRB 080319A gB 13 45 19.97 +44 04 49.1           ~ 66 0
195 GRB 080207 gB 13 50 03.02 +07 30 08.0           ~ 84 0
196 GRB 080727A gB 13 53 33.81 -18 32 40.2           ~ 17 0
197 GRB 091104 gB 13 55 01.50 +47 24 37.9           ~ 19 0
198 GRB 100424A gB 13 57 47.46 +01 32 20.3           ~ 46 0
199 GRB 090417B gB 13 58 44.8 +47 00 55           ~ 94 1
200 GRB 090429B gB 14 02 40.10 +32 10 14.6           ~ 120 0
201 GRB 060204B gB 14 07 14.900 +27 40 36.40           ~ 71 0
202 GRB 050730 gB 14 08 17.090 -03 46 18.90   20.32 17.68     ~ 281 1
203 GRB 090529 gB 14 09 52.56 +24 27 32.7           ~ 56 0
204 GRB 050717 gB 14 17 24.440 -50 32 00.10           ~ 62 0
205 GRB 080319B gB 14 31 41.04 +36 18 09.2           ~ 418 0
206 GRB 050915B gB 14 36 25.890 -67 24 33.21           ~ 50 0
207 GRB 050802 gB 14 37 05.820 +27 47 12.62 16.85 17.38 16.97     ~ 153 0
208 GRB 080310 gB 14 40 13.89 -00 10 30.4           ~ 157 0
209 GRB 061002 gB 14 41 23.550 +48 44 29.71 20.57         ~ 29 0
210 GRB 081011 gB 14 41 27.20 +33 32 54.4           ~ 18 0
211 GRB 090205 gB 14 43 40.00 -27 50 51.4           ~ 68 0
212 GRB 060805A gB 14 43 43.480 +12 35 11.40           ~ 50 0
213 GRB 060814 gB 14 45 21.480 +20 35 11.80           ~ 180 0
214 GRB 080721 gB 14 57 55.76 -11 43 24.9           ~ 137 0
215 GRB 090813 gB 15 00 15.60 +88 34 15.8           ~ 49 0
216 GRB 060714 gB 15 11 26.450 -06 33 58.30   20.21 18.54     ~ 161 0
217 GRB 080906 gB 15 12 13 -80 32.4           ~ 42 0
218 GRB 080229 gB 15 12 52.31 -14 42 16.2           ~ 56 0
219 GRB 051117A gB 15 13 34.020 +30 52 12.30 18.66 19.81       ~ 61 0
220 GRB 100526A gB 15 23 04.61 +25 37 55.9           ~ 24 0
221 GRB 080212 gB 15 24 35.400 -22 44 29.50           ~ 43 0
222 GRB 060526 gB 15 31 18.360 +00 17 04.90   18.31 17.16     ~ 232 0
223 GRB 081203A gB 15 32 07.6 +63 31 15           ~ 130 0
224 GRB 060418 gB 15 45 42.600 -03 38 20.00 15.73 16.19 14.98     ~ 320 1
225 GRB 080604 gB 15 47 51.64 +20 33 28.5           ~ 54 0
226 GRB 090628 gB 15 48 09.00 -15 58 09.0           ~ 22 0
227 GRB 080623 gB 15 50 38.65 -62 02 57.3           ~ 25 0
228 GRB 110715A gB 15 50 44.090 -46 14 06.53           ~ 66 0
229 GRB 060904A gB 15 50 54.560 +44 59 10.51           ~ 66 0
230 GRB 070509 gB 15 51 50.400 -78 39 07.50           ~ 28 0
231 GRB 060923B gB 15 52 46.740 -30 54 11.30 19.80         ~ 31 0
232 GRB 060510B gB 15 56 29.200 +78 34 12.00           ~ 129 0
233 GRB 090404 gB 15 56 55.80 +35 31 03.4           ~ 53 0
234 GRB 090814A gB 15 58 26.43 +25 37 52.4           ~ 40 0
235 GRB 060502A gB 16 03 42.480 +66 36 02.49     18.65     ~ 114 0
236 GRB 060219 gB 16 07 21.520 +32 18 57.59           ~ 44 0
237 GRB 070521 gB 16 10 38.600 +30 15 22.70           ~ 125 0
238 GRB 090307A gB 16 20 01.70 -28 38 48.2           ~ 6 0
239 GRB 070805 gB 16 20 14 -59 57.0           ~ 20 0
240 GRB 100111A gB 16 28 11.60 +15 33 02.3           ~ 39 0
241 GRB 110328A gB 16 44 49 +57 34.9           ~ 321 0
242 GRB 080210 gB 16 45 04.03 +13 49 36.3           ~ 90 0
243 GRB 090715B gB 16 45 21.58 +44 50 20.1           ~ 96 0
244 GRB 090111 gB 16 46 42.14 +00 04 38.2           ~ 22 0
245 GRB 100316A gB 16 47 55.56 +71 49 40.0           ~ 21 0
246 GRB 060807 gB 16 50 02.600 +31 35 30.70           ~ 52 0
247 GRB 070518 gB 16 56 47.750 +55 17 41.40 18.68 19.22 19.01     ~ 62 0
248 GRB 060923A gB 16 58 28.150 +12 21 38.90           ~ 56 0
249 GRB 100504A gB 17 02 17.13 -35 35 14.7           ~ 32 0
250 GRB 100418A gB 17 05 26.96 +11 27 41.9           ~ 137 0
251 GRB 080319C gB 17 15 55.48 +55 23 31.7           ~ 135 0
252 GRB 070219 gB 17 20 46.190 +69 22 12.69           ~ 35 0
253 GRB 070612B gB 17 26 54.180 -08 45 08.90           ~ 35 0
254 GRB 080605 gB 17 28 30.04 +04 00 56.9           ~ 150 0
255 GRB 060929 gB 17 32 28.920 +29 50 06.20           ~ 51 0
256 GRB 100614A gB 17 34 08.20 +49 13 56.4           ~ 34 0
257 GRB 060926 gB 17 35 43.660 +13 02 18.60     19.36     ~ 114 0
258 GRB 090904B gB 17 36 44.54 -25 12 46.1           ~ 44 0
259 GRB 050814 gB 17 36 45.390 +46 20 21.60           ~ 131 0
260 GRB 100413A gB 17 44 53.22 +15 50 02.4           ~ 46 0
261 GRB 090418A gB 17 57 15.17 +33 24 21.1           ~ 70 0
262 GRB 070330 gB 17 58 09.980 -63 47 34.80     18.87     ~ 38 0
263 GRB 080802 gB 18 02.9 -32 20           ~ 22 0
264 GRB 061027 gB 18 03 58.100 -82 14 19.90           ~ 15 0
265 GRB 050223 gB 18 05 32.200 -62 28 20.40           ~ 98 0
266 GRB 090807 gB 18 14 57.80 +10 16 45.9           ~ 29 0
267 GRB 080723A gB 18 17 57.70 -06 53 58.3           ~ 19 0
268 GRB 060111A gB 18 24 49.132 +37 36 14.47     18.86     ~ 56 0
269 GRB 091026 gB 18 26 -86.1           ~ 34 0
270 GRB 071122 gB 18 26 25.26 +47 04 29.5           ~ 63 0
271 GRB 080727B gB 18 27 26.12 +01 09 45.6           ~ 29 0
272 GRB 060919 gB 18 27 41.740 -51 00 52.41           ~ 35 0
273 GRB 080325 gB 18 31 34.40 +36 31 26.1           ~ 59 0
274 SN 2005nc SN* 18 32 32.560 +26 20 22.34           SNIc: 344 1
275 GRB 081008 gB 18 39 52.40 -57 25 58.8           ~ 153 0
276 GRB 080520 gB 18 40 46.50 -54 59 30.4           ~ 55 0
277 GRB 110731A gB 18 42 00.99 -28 32 13.8           ~ 117 0
278 GRB 060403 gB 18 49 21.600 +08 19 46.80           ~ 39 0
279 GRB 060109 gB 18 50 43.650 +31 59 26.40           ~ 44 0
280 GRB 070529 gB 18 54 58.230 +20 39 34.00 20.38   17.25     ~ 76 0
281 GRB 090309A gB 18 59 55.0 -25 15 50           ~ 10 0
282 GRB 060111B gB 19 05 42.480 +70 22 33.60     17.55     ~ 79 1
283 GRB 080503 gB 19 06 28.74 +68 47 35.8           ~ 123 0
284 GRB 110726A gB 19 06 52.21 +56 04 16.4           ~ 34 0
285 GRB 080413A gB 19 09 11.73 -27 40 39.6           ~ 121 0
286 GRB 090709A gB 19 19 46.70 +60 43 40.8           ~ 94 0
287 GRB 060413 gB 19 25 07.850 +13 45 29.90           ~ 55 0
288 GRB 050815 gB 19 34 23.147 +09 08 47.47 20.96 20.45 18.10     ~ 33 0
289 GRB 090618 gB 19 36 01.80 +78 21 07.1           ~ 264 0
290 GRB 090422 gB 19 38 59.92 +40 23 04.0           ~ 35 0
291 GRB 100420A gB 19 44 30.6 +55 46 09           ~ 19 0
292 GRB 060105 gB 19 50 00.680 +46 20 55.40           ~ 76 0
293 GRB 070429A gB 19 50 48.900 -32 24 17.01           ~ 34 0
294 GRB 100425A gB 19 56 47.16 -26 25 50.5           ~ 58 0
295 GRB 071118 gB 19 58 51.77 +70 07 27.9           ~ 34 0
296 GRB 080905B gB 20 06 57.90 -62 33 46.4           ~ 78 0
297 GRB 050315 gB 20 25 54.100 -42 36 02.19           ~ 189 0
298 GRB 050421 gB 20 29 02.850 +73 39 17.91           ~ 69 0
299 GRB 050713B gB 20 31 15.570 +60 56 43.70           ~ 59 0
300 GRB 091109A gB 20 37 00.50 -44 10 36.0           ~ 32 0
301 GRB 050509A gB 20 42 20.000 +54 04 17.30     20.55     ~ 32 0
302 GRB 051221B gB 20 49 35.100 +53 02 12.19           ~ 29 0
303 GRB 070508 gB 20 51 11.810 -78 23 04.88     19.62     ~ 109 0
304 GRB 080805 gB 20 56 55.30 -62 25 58.8           ~ 77 0
305 GRB 100621A gB 21 01 13.12 -51 06 22.5           ~ 144 0
306 GRB 070419B gB 21 02 49.820 -31 15 49.30   20.35       ~ 64 0
307 GRB 090727 gB 21 03 50.57 +64 55 29.8           ~ 28 0
308 GRB 050922C gB 21 09 33.000 -08 45 30.10 15.15 15.86 14.69     ~ 248 0
309 GRB 050713A gB 21 22 09.530 +77 04 29.50           ~ 110 0
310 GRB 060614 gB 21 23 32.140 -53 01 36.10 18.89 20.12 19.54     ~ 493 1
311 GRB 060605 gB 21 28 37.320 -06 03 31.30   20.12 16.53     ~ 163 0
312 GRB 060522 gB 21 31 44.850 +02 53 10.80           ~ 113 0
313 GRB 081126 gB 21 34 03.54 +48 42 35.2           ~ 58 0
314 GRB 070621 gB 21 35 10.17 -24 49 02.6           ~ 58 0
315 GRB 061110B gB 21 35 40.400 +06 52 34.10           ~ 73 0
316 GRB 050422 gB 21 37 54.650 +55 46 46.40     19.85     ~ 40 0
317 GRB 080413B gB 21 44 34.62 -19 58 51.2           ~ 145 0
318 GRB 081211A gB 21 52 27.91 -33 50 10.9           ~ 11 0
319 GRB 060501 gB 21 53 30.460 +43 59 54.79           ~ 26 0
320 GRB 080804 gB 21 54 41.90 -53 11 20.2           ~ 115 0
321 GRB 090809 gB 21 54 43.2 -00 05 02           ~ 61 0
322 GRB 100514A gB 21 55 17 +29 10.2           ~ 21 0
323 GRB 080506 gB 21 57 41.79 +38 59 06.7           ~ 35 0
324 GRB 060927A gB 21 58 11.930 +05 21 50.32           ~ 171 0
325 GRB 060607 gB 21 58 50.400 -22 29 46.70 18.49 16.67 15.09     ~ 253 1
326 GRB 051109A gB 22 01 15.320 +40 49 23.70   20.09 20.14     ~ 147 0
327 GRB 081109A gB 22 03 11.50 -54 42 40.5           ~ 85 1
328 GRB 081102 gB 22 04 42.60 +52 59 27.7           ~ 46 0
329 GRB 081127 gB 22 08 18.00 +06 51 30.2           ~ 20 0
330 GRB 071117 gB 22 20 10.40 -63 26 36.6           ~ 87 0
331 GRB 080916A gB 22 25 09.30 -57 01 33.7           ~ 137 0
332 GRB 061110A gB 22 25 09.800 -02 15 30.70 21.43         ~ 112 0
333 GRB 050820A gB 22 29 38.110 +19 33 37.10 18.33 19.00 18.47     ~ 336 1
334 GRB 050716 gB 22 34 20.730 +38 41 03.60   21.52 20.32     ~ 67 0
335 GRB 080123 gB 22 35 46.100 -64 54 03.24           ~ 69 0
336 SN 2008hw SN* 22 39 50.39 -40 08 49.1           SNIc 140 1
337 GRB 060421 gB 22 54 32.990 +62 43 51.90           ~ 39 0
338 GRB 090927 gB 22 55 53.41 -70 58 49.3           ~ 66 0
339 GRB 051109B gB 23 01 50.330 +38 40 46.51           ~ 70 0
340 GRB 081029 gB 23 07 06 -68 10.7           ~ 89 0
341 GRB 070506 gB 23 08 52.390 +10 43 20.30     19.04     ~ 67 0
342 GRB 050215A gB 23 13 32 +49 19.3           ~ 15 0
343 GRB 100213A gB 23 17 34.04 +43 22 44.1           ~ 22 0
344 GRB 100606A gB 23 22 30.49 -66 14 28.6           ~ 30 0
345 GRB 051001 gB 23 23 48.580 -31 31 25.70           ~ 65 0
346 GRB 100816A gB 23 26 57.56 +26 34 42.6           ~ 113 0
347 GRB 070103 gB 23 30 13.750 +26 52 33.70           ~ 55 0
348 GRB 090812 gB 23 32 48.5 -10 36 17           ~ 119 0
349 GRB 070704 gB 23 38 47.31 +66 15 12.7           ~ 50 0
350 GRB 071025 gB 23 40 17.02 +31 46 42.4           ~ 93 0
351 GRB 100212A gB 23 45 40.39 +49 29 39.6           ~ 41 0
352 GRB 080810 gB 23 47 08.00 +00 18 35.1           ~ 174 0
353 GRB 060707 gB 23 48 19.000 -17 54 17.00     19.79     ~ 133 0
354 GRB 061222A gB 23 53 03.419 +46 31 58.60           ~ 133 0
355 GRB 050819 gB 23 55 01.650 +24 51 38.80           ~ 62 0

    Equat.    Gal    SGal    Ecl

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2020.03.28-22:42:57

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