2022MNRAS.509.1227C

Query : 2022MNRAS.509.1227C

2022MNRAS.509.1227C - Mon. Not. R. Astron. Soc., 509, 1227-1236 (2022/January-1)

Uncloaking hidden repeating fast radio bursts with unsupervised machine learning.

CHEN B.H., HASHIMOTO T., GOTO T., KIM S.J., SANTOS D.J.D., ON A.Y.L., LU T.-Y. and HSIAO T.Y.-Y.

Abstract (from CDS):

The origins of fast radio bursts (FRBs), astronomical transients with millisecond time-scales, remain unknown. One of the difficulties stems from the possibility that observed FRBs could be heterogeneous in origin; as some of them have been observed to repeat, and others have not. Due to limited observing periods and telescope sensitivities, some bursts may be misclassified as non-repeaters. Therefore, it is important to clearly distinguish FRBs into repeaters and non-repeaters, to better understand their origins. In this work, we classify repeaters and non-repeaters using unsupervised machine learning, without relying on expensive monitoring observations. We present a repeating FRB recognition method based on the Uniform Manifold Approximation and Projection (UMAP). The main goals of this work are to: (i) show that the unsupervised UMAP can classify repeating FRB population without any prior knowledge about their repetition, (ii) evaluate the assumption that non-repeating FRBs are contaminated by repeating FRBs, and (iii) recognize the FRB repeater candidates without monitoring observations and release a corresponding catalogue. We apply our method to the Canadian Hydrogen Intensity Mapping Experiment Fast Radio Burst (CHIME/FRB) data base. We found that the unsupervised UMAP classification provides a repeating FRB completeness of 95 per cent and identifies 188 FRB repeater source candidates from 474 non-repeater sources. This work paves the way to a new classification of repeaters and non-repeaters based on a single epoch observation of FRBs.

Journal keyword(s): methods: data analysis

VizieR on-line data: <Available at CDS (J/MNRAS/509/1227): table.dat>

Simbad objects: 486

Full paper

View the references in ADS

Number of rows : 486

N	Identifier	Otype	ICRS (J2000) RA	ICRS (J2000) DEC	Sp type	#ref 1850 - 2026
1	FRB 20190515B	rB	00 03 19.2000	+03 24 36.000	~	5
2	FRB 20190107A	rB	00 03 26.4000	+21 48 36.000	~	7
3	FRB 20190122B	rB	00 10 07.2000	+35 07 12.000	~	5
4	FRB 20180907B	rB	00 17 57.6000	+19 10 12.000	~	4
5	FRB 20181218A	rB	00 20 14.4000	+71 21 00.000	~	8
6	FRB 20190316A	rB	00 20 55.2000	+20 30 36.000	~	6
7	FRB 20180919B	rB	00 21 21.6000	+05 56 24.000	~	5
8	FRB 20190629A	rB	00 25 21.6000	+12 40 12.000	~	11
9	FRB 20181228A	rB	00 29 02.4000	+10 13 12.000	~	5
10	FRB 20190415B	rB	00 35 26.4000	+54 51 00.000	~	6
11	FRB 20190114A	rB	00 35 48.0000	+19 10 12.000	~	8
12	FRB 20190102A	rB	00 37 02.4000	+26 43 12.000	~	15
13	FRB 20190411C	rB	00 37 19.2000	+20 30 00.000	~	14
14	FRB 20190628C	rB	00 46 04.8000	+48 35 24.000	~	10
15	FRB 20190527A	rB	00 49 48.0000	+07 59 24.000	~	14
16	FRB 20190531E	rB	01 00 48.0000	+00 32 24.000	~	7
17	FRB 20181119E	rB	01 05 26.4000	+60 31 48.000	~	5
18	FRB 20181018A	rB	01 08 07.2000	+51 33 00.000	~	6
19	FRB 20190226C	rB	01 09 50.4000	+26 45 36.000	~	10
20	FRB 20181219C	rB	01 11 04.8000	+14 06 36.000	~	9
21	FRB 20190601B	rB	01 11 31.2000	+23 49 12.000	~	11
22	FRB 20181218B	rB	01 12 09.6000	+69 23 24.000	~	6
23	NAME FRB 180812.J0112+80	rB	01 17 19.2000	+80 46 48.000	~	13
24	FRB 20190116E	rB	01 17 26.4000	+52 19 12.000	~	5
25	FRB 20181118A	rB	01 22 36.0000	-06 24 36.000	~	4
26	FRB 20181230B	rB	01 23 19.2000	+79 42 00.000	~	5
27	FRB 20181101A	rB	01 25 02.4000	+53 52 48.000	~	9
28	FRB 20190102B	rB	01 26 38.4000	+21 23 24.000	~	10
29	FRB 20190128A	rB	01 27 12.0000	+24 40 12.000	~	6
30	FRB 20190106A	rB	01 28 45.6000	+46 07 12.000	~	9
31	FRB 20190217B	rB	01 30 19.2000	+26 57 00.000	~	6
32	FRB 20190221D	rB	01 39 14.4000	+60 55 48.000	~	6
33	FRB 20190130A	rB	01 42 33.6000	+13 09 36.000	~	8
34	FRB 20190607A	rB	01 44 55.2000	+23 39 36.000	~	6
35	FRB 20190605D	rB	01 46 52.8000	+28 37 12.000	~	9
36	FRB 20180921A	rB	01 55 40.8000	+05 03 00.000	~	6
37	FRB 20180916B	rB	01 58 00.750	+65 43 00.30	~	457
38	FRB 20190423D	rB	01 58 45.6000	+84 48 00.000	~	8
39	FRB 20181231A	rB	01 58 50.4000	+20 57 36.000	~	9
40	FRB 20190213A	rB	02 06 52.8000	+20 04 48.000	~	13
41	FRB 20181227A	rB	02 07 09.6000	+78 22 48.000	~	4
42	FRB 20190107B	rB	02 13 48.0000	+83 24 00.000	~	8
43	FRB 20181203A	rB	02 14 24.0000	+23 34 12.000	~	7
44	FRB 20190302A	rB	02 19 12.0000	+61 20 24.000	~	4
45	FRB 20180924A	rB	02 21 50.4000	+37 31 12.000	~	10
46	FRB 20181116A	rB	02 24 12.0000	+04 31 12.000	~	5
47	FRB 20181225B	rB	02 27 04.8000	+88 12 00.000	~	6
48	FRB 20181019B	rB	02 31 28.8000	+68 10 48.000	~	5
49	FRB 20190619C	rB	02 33 09.6000	+36 19 48.000	~	7
50	FRB 20190308B	rB	02 34 21.6000	+83 37 12.000	~	10
51	FRB 20190118B	rB	02 38 50.4000	+23 34 12.000	~	7
52	FRB 20180907C	rB	02 46 52.8000	+77 04 12.000	~	5
53	FRB 20190607B	rB	02 48 04.8000	+49 37 12.000	~	7
54	FRB 20190403F	rB	02 53 21.6000	+33 08 24.000	~	5
55	FRB 20190129A	rB	03 00 14.4000	+21 25 12.000	~	12
56	FRB 20181224B	rB	03 01 26.4000	+46 08 24.000	~	5
57	FRB 20190115A	rB	03 02 26.4000	+54 16 48.000	~	5
58	FRB 20190417C	rB	03 02 43.2000	+71 15 36.000	~	12
59	FRB 20190125A	rB	03 02 55.2000	+27 48 36.000	~	9
60	FRB 20181014A	rB	03 04 02.4000	+63 19 48.000	~	6
61	FRB 20181203B	rB	03 09 14.4000	+24 01 12.000	~	9
62	FRB 20190422A	rB	03 14 14.4000	+35 09 00.000	~	13
63	FRB 20190603B	rB	03 15 28.8000	+74 16 48.000	~	6
64	FRB 20190206B	rB	03 19 02.4000	+79 30 00.000	~	10
65	FRB 20190228B	rB	03 20 02.4000	+81 56 24.000	~	5
66	FRB 20190124A	rB	03 21 50.4000	+51 34 48.000	~	5
67	FRB 20181222E	rB	03 22 33.6000	+86 58 12.000	~	13
68	FRB 20181117C	rB	03 32 50.4000	+25 43 48.000	~	8
69	FRB 20190325C	rB	03 35 24.0000	+60 10 12.000	~	5
70	FRB 20190617B	rB	03 45 43.2000	+01 09 36.000	~	14
71	FRB 20190323D	rB	03 47 31.2000	+46 55 48.000	~	8
72	NAME FRB 180730.J0353+87	rB	03 49 33.6000	+87 11 24.000	~	12
73	FRB 20190131D	rB	03 49 50.4000	+22 45 00.000	~	6
74	FRB 20181118B	rB	03 53 07.2000	+10 47 24.000	~	5
75	FRB 20190226A	rB	03 55 19.2000	+31 55 48.000	~	8
76	FRB 20181122A	rB	04 00 09.6000	+55 28 48.000	~	6
77	FRB 20190224A	rB	04 02 07.2000	+83 23 24.000	~	7
78	FRB 20190320A	rB	04 06 24.0000	+63 21 36.000	~	8
79	FRB 20190201A	rB	04 16 07.2000	+84 50 24.000	~	6
80	FRB 20190213C	rB	04 17 02.4000	+45 00 00.000	~	4
81	FRB 20190223A	rB	04 18 52.8000	+87 39 00.000	~	11
82	FRB 20190110A	rB	04 19 48.0000	+47 26 24.000	~	11
83	FRB 20190329A	rB	04 22 09.6000	+73 37 48.000	~	11
84	NAME FRB 180814.J0422+73	rB	04 22 44.0	+73 39 52	~	112
85	FRB 20190613B	rB	04 23 00.0000	+42 40 12.000	~	9
86	FRB 20190418A	rB	04 23 09.6000	+16 02 24.000	~	25
87	FRB 20190211A	rB	04 28 14.4000	+68 38 24.000	~	8
88	FRB 20190515D	rB	04 28 31.2000	-05 00 36.000	~	10
89	FRB 20181018C	rB	04 28 36.0000	+37 34 12.000	~	6
90	FRB 20190529A	rB	04 32 14.4000	+40 19 12.000	~	9
91	FRB 20190630C	rB	04 33 31.2000	+80 57 00.000	~	8
92	FRB 20190530A	rB	04 34 57.6000	+60 35 24.000	~	8
93	FRB 20190301B	rB	04 38 00.0000	+74 04 48.000	~	5
94	FRB 20190128C	rB	04 39 12.0000	+78 56 24.000	~	10
95	FRB 20181214A	rB	04 40 00.0000	+43 04 12.000	~	12
96	FRB 20190104A	rB	04 42 00.0000	+35 35 24.000	~	6
97	FRB 20190609C	rB	04 52 40.8000	+24 03 36.000	~	16
98	FRB 20190625C	rB	04 52 48.0000	+11 06 00.000	~	6
99	FRB 20190328C	rB	04 55 19.2000	+81 57 36.000	~	9
100	NAME FRB 181128.J0456+63	rB	04 55 41.0	+63 15 27	~	18
101	FRB 20190415C	rB	04 59 14.4000	+34 48 00.000	~	6
102	FRB 20180925A	rB	04 59 43.2000	+77 59 24.000	~	8
103	FRB 20190320E	rB	05 06 33.6000	+89 09 36.000	~	9
104	FRB 20190115B	rB	05 07 16.8000	+82 03 36.000	~	8
105	FRB 20181104C	rB	05 08 12.0000	+17 26 24.000	~	5
106	FRB 20190604C	rB	05 09 33.6000	+49 18 00.000	~	6
107	FRB 20190430A	rB	05 10 48.0000	+87 00 36.000	~	11
108	FRB 20181014B	rB	05 14 14.4000	+14 39 36.000	~	5
109	FRB 20180920A	rB	05 15 33.6000	+28 17 24.000	~	8
110	FRB 20190427A	rB	05 15 43.2000	+07 46 12.000	~	9
111	FRB 20190612C	rB	05 16 28.8000	+61 00 36.000	~	4
112	FRB 20190409A	rB	05 18 04.8000	+06 43 12.000	~	5
113	FRB 20190411A	rB	05 20 00.0000	+83 53 24.000	~	5
114	FRB 20181117B	rB	05 24 21.6000	+79 59 24.000	~	9
115	FRB 20190403G	rB	05 26 57.6000	+25 46 48.000	~	8
116	FRB 20181030D	rB	05 27 09.6000	+16 04 12.000	~	5
117	FRB 20190421B	rB	05 29 57.6000	+62 18 36.000	~	6
118	FRB 20181119D	rB	05 31 58.6980	+33 08 52.588	~	933
119	FRB 20190116D	rB	05 40 24.0000	+68 40 48.000	~	5
120	FRB 20190601D	rB	05 43 26.4000	+79 21 00.000	~	5
121	FRB 20181102A	rB	05 48 52.8000	+15 37 48.000	~	4
122	FRB 20190317A	rB	05 49 45.6000	+44 39 36.000	~	4
123	FRB 20190517C	rB	05 50 00.0000	+26 37 12.000	~	11
124	FRB 20190601C	rB	05 54 04.8000	+28 28 12.000	~	15
125	NAME FRB 180729.J0558+56	rB	05 59 43.2000	+56 30 00.000	~	13
126	FRB 20181222B	rB	06 00 09.6000	+38 33 00.000	~	3
127	FRB 20190208B	rB	06 04 00.0000	+80 52 48.000	~	7
128	FRB 20181215A	rB	06 13 31.2000	+39 20 24.000	~	4
129	FRB 20180725A	rB	06 13 40.8000	+67 04 12.000	~	15
130	FRB 20190103B	rB	06 14 16.8000	+19 43 48.000	~	7
131	FRB 20190420B	rB	06 18 55.2000	+70 07 12.000	~	7
132	FRB 20190518G	rB	06 19 09.6000	+75 31 12.000	~	8
133	FRB 20190217A	rB	06 19 31.2000	+43 06 36.000	~	8
134	FRB 20190214A	rB	06 24 21.6000	+66 14 24.000	~	6
135	FRB 20190701C	rB	06 25 26.4000	+81 37 48.000	~	13
136	FRB 20181013B	rB	06 28 43.2000	+52 02 24.000	~	5
137	FRB 20181209A	rB	06 32 38.4000	+68 41 24.000	~	9
138	FRB 20180911A	rB	06 38 12.0000	+84 37 12.000	~	5
139	FRB 20190527C	rB	06 40 52.8000	+57 00 00.000	~	5
140	FRB 20190317B	rB	06 44 02.4000	+49 43 48.000	~	5
141	NAME FRB 180810.J0646+34	rB	06 45 52.8000	+34 51 36.000	~	8
142	FRB 20190313B	rB	06 47 55.2000	+74 07 48.000	~	4
143	FRB 20190210B	rB	06 56 43.2000	+23 42 00.000	~	9
144	FRB 20190103C	rB	06 56 45.6000	+11 04 12.000	~	8
145	FRB 20190419A	rB	06 59 55.2000	+64 52 48.000	~	9
146	FRB 20190219A	rB	07 03 07.2000	+43 07 48.000	~	5
147	FRB 20181025A	rB	07 03 07.2000	+64 15 00.000	~	5
148	FRB 20190420A	rB	07 06 12.0000	+55 57 36.000	~	7
149	FRB 20180916C	rB	07 08 36.0000	+45 04 48.000	~	7
150	FRB 20190109A	rB	07 11 50.4000	+05 09 36.000	~	8
151	FRB 20190113A	rB	07 12 33.6000	-02 59 24.000	~	10
152	FRB 20190227A	rB	07 13 38.4000	+56 20 24.000	~	7
153	FRB 20190606B	rB	07 15 09.6000	+86 51 00.000	~	10
154	FRB 20190322A	rB	07 23 00.0000	+51 18 00.000	~	7
155	FRB 20190701D	rB	07 28 24.0000	+66 42 00.000	~	13
156	FRB 20190323A	rB	07 29 28.8000	+34 27 36.000	~	5
157	FRB 20181230E	rB	07 33 02.4000	+86 51 00.000	~	5
158	FRB 20190319A	rB	07 33 43.2000	+05 43 12.000	~	5
159	FRB 20190202B	rB	07 37 16.8000	+32 27 00.000	~	11
160	FRB 20190619D	rB	07 39 09.6000	+41 35 24.000	~	7
161	FRB 20190625D	rB	07 40 04.8000	+04 52 12.000	~	8
162	FRB 20190426A	rB	07 40 09.6000	+59 07 12.000	~	7
163	FRB 20190117C	rB	07 40 31.2000	+74 35 24.000	~	5
164	FRB 20181224C	rB	07 41 09.6000	+60 16 48.000	~	4
165	FRB 20190609D	rB	07 43 45.6000	+51 41 24.000	~	9
166	FRB 20190403A	rB	07 45 19.2000	+86 21 36.000	~	5
167	FRB 20181014C	rB	07 51 28.8000	+41 35 24.000	~	7
168	FRB 20190201B	rB	07 52 48.0000	+55 34 48.000	~	9
169	FRB 20181226D	rB	08 00 52.8000	+22 09 36.000	~	9
170	FRB 20190328A	rB	08 01 24.0000	+59 06 00.000	~	4
171	FRB 20190604G	rB	08 03 14.4000	+59 30 00.000	~	11
172	FRB 20180909A	rB	08 14 31.2000	+56 45 36.000	~	8
173	FRB 20190224C	rB	08 16 12.0000	+19 46 48.000	~	9
174	FRB 20190304A	rB	08 18 02.4000	+74 36 36.000	~	12
175	FRB 20190317C	rB	08 23 16.8000	+32 04 12.000	~	5
176	FRB 20190409B	rB	08 26 36.0000	+63 28 12.000	~	12
177	FRB 20190128B	rB	08 29 45.6000	+23 17 24.000	~	6
178	FRB 20181213A	rB	08 30 38.4000	+73 52 12.000	~	9
179	FRB 20190303B	rB	08 34 57.6000	+66 01 48.000	~	10
180	FRB 20181231B	rB	08 35 04.8000	+55 59 24.000	~	14
181	FRB 20190325A	rB	08 41 38.4000	+83 04 12.000	~	6
182	FRB 20190203B	rB	08 42 33.6000	+61 53 24.000	~	5
183	FRB 20181222C	rB	08 44 12.0000	+68 19 48.000	~	5
184	FRB 20190110B	rB	08 46 43.2000	+50 09 36.000	~	5
185	FRB 20181027A	rB	08 47 36.0000	-04 14 24.000	~	8
186	FRB 20190322B	rB	08 48 07.2000	+73 20 24.000	~	7
187	FRB 20190221A	rB	08 50 24.0000	+09 54 00.000	~	10
188	FRB 20190203A	rB	08 54 43.2000	+70 49 12.000	~	13
189	FRB 20190617C	rB	08 57 28.8000	+35 42 00.000	~	8
190	FRB 20190403B	rB	09 01 52.8000	+01 27 36.000	~	5
191	FRB 20181030E	rB	09 02 40.8000	+08 53 24.000	~	10
192	FRB 20181229A	rB	09 08 43.2000	+42 00 36.000	~	7
193	FRB 20190701E	rB	09 14 16.8000	+61 42 36.000	~	6
194	FRB 20181214B	rB	09 15 09.6000	+42 09 00.000	~	5
195	FRB 20190212B	rB	09 19 57.6000	+52 06 36.000	~	10
196	FRB 20180906A	rB	09 25 55.2000	+14 17 24.000	~	6
197	FRB 20190208C	rB	09 26 12.0000	+83 33 36.000	~	10
198	FRB 20181022C	rB	09 26 14.4000	+83 48 36.000	~	6
199	FRB 20181115A	rB	09 31 55.2000	+56 24 00.000	~	8
200	FRB 20190404A	rB	09 32 24.0000	+36 54 00.000	~	5
201	FRB 20190630D	rB	09 33 26.4000	+08 54 00.000	~	10
202	NAME FRB 190209.J0937+77	rB	09 37 16.8000	+77 40 12.000	~	14
203	FRB 20190416A	rB	09 39 57.6000	+33 18 00.000	~	6
204	FRB 20180925B	rB	09 41 48.0000	+20 59 24.000	~	8
205	FRB 20181013C	rB	09 44 16.8000	+34 06 00.000	~	6
206	FRB 20181117A	rB	09 50 55.2000	+52 30 36.000	~	5
207	FRB 20181125A	rB	09 51 45.6000	+33 55 48.000	~	14
208	FRB 20190612A	rB	09 52 38.4000	+70 25 12.000	~	10
209	FRB 20190127B	rB	10 03 40.8000	+83 33 36.000	~	8
210	FRB 20190411B	rB	10 16 07.2000	+29 13 48.000	~	9
211	FRB 20190502C	rB	10 22 24.0000	+82 58 12.000	~	11
212	FRB 20190218C	rB	10 27 50.4000	+77 57 00.000	~	6
213	FRB 20181128B	rB	10 28 52.8000	+38 16 48.000	~	6
214	FRB 20190422B	rB	10 33 04.8000	+45 40 12.000	~	5
215	NAME FRB 181030.J1054+73	rB	10 33 24.0000	+73 47 24.000	~	79
216	FRB 20190222B	rB	10 42 45.6000	+19 37 12.000	~	7
217	FRB 20190204A	rB	10 45 19.2000	+61 31 48.000	~	10
218	FRB 20190326A	rB	10 47 36.0000	+74 13 12.000	~	5
219	FRB 20190519D	rB	10 58 16.8000	+42 59 24.000	~	5
220	FRB 20190502A	rB	11 00 02.4000	+59 57 00.000	~	8
221	FRB 20190619A	rB	11 00 43.2000	+68 22 12.000	~	7
222	FRB 20190519F	rB	11 02 31.2000	+77 13 48.000	~	8
223	FRB 20190131C	rB	11 05 48.0000	+10 25 48.000	~	7
224	FRB 20190516B	rB	11 09 21.6000	+07 22 12.000	~	6
225	FRB 20180907E	rB	11 11 31.2000	+47 05 24.000	~	10
226	FRB 20190519E	rB	11 13 07.2000	+41 39 00.000	~	10
227	FRB 20190424A	rB	11 13 12.0000	+63 46 48.000	~	5
228	FRB 20190605C	rB	11 13 16.8000	-05 11 24.000	~	12
229	FRB 20190624A	rB	11 13 16.8000	+69 46 48.000	~	9
230	FRB 20180923D	rB	11 16 19.2000	+48 45 00.000	~	8
231	FRB 20190428A	rB	11 22 55.2000	+23 19 48.000	~	9
232	FRB 20190101A	rB	11 24 02.4000	+27 59 24.000	~	5
233	FRB 20190301C	rB	11 27 19.2000	+34 55 48.000	~	4
234	FRB 20190130B	rB	11 28 26.4000	+16 03 00.000	~	12
235	FRB 20190416B	rB	11 28 45.6000	+35 57 00.000	~	7
236	FRB 20190212C	rB	11 30 16.8000	+28 08 24.000	~	7
237	FRB 20190303C	rB	11 32 57.6000	+26 19 12.000	~	6
238	FRB 20190518D	rB	11 38 52.8000	+89 18 36.000	~	5
239	FRB 20190417B	rB	11 39 28.8000	+64 43 12.000	~	4
240	FRB 20181223B	rB	11 39 33.6000	+21 35 24.000	~	10
241	FRB 20190518B	rB	11 40 26.4000	+20 16 48.000	~	5
242	FRB 20181015A	rB	11 43 02.4000	+83 34 48.000	~	5
243	FRB 20181214C	rB	11 43 43.2000	+60 01 12.000	~	10
244	FRB 20181124A	rB	11 43 55.2000	+63 31 12.000	~	5
245	FRB 20181214D	rB	11 54 16.8000	+46 42 36.000	~	6
246	FRB 20190617A	rB	11 54 24.0000	+83 52 12.000	~	11
247	FRB 20190402A	rB	11 54 26.4000	+47 06 00.000	~	6
248	FRB 20190212D	rB	11 55 19.2000	+66 43 12.000	~	5
249	FRB 20181022D	rB	11 56 43.2000	+36 31 48.000	~	7
250	FRB 20190303D	rB	11 58 16.8000	+70 50 24.000	~	8
251	FRB 20190423A	rB	11 58 43.2000	+55 15 00.000	~	16
252	FRB 20190614A	rB	11 59 09.6000	+88 19 48.000	~	9
253	NAME FRB 180810.J1159+83	rB	12 01 38.4000	+83 08 24.000	~	13
254	FRB 20181219B	rB	12 03 09.6000	+71 33 00.000	~	6
255	FRB 20181223C	rB	12 04 12.0000	+27 34 48.000	~	24
256	FRB 20190414A	rB	12 05 45.6000	+38 54 00.000	~	6
257	FRB 20190415A	rB	12 09 31.2000	+71 16 48.000	~	5
258	FRB 20181224D	rB	12 09 48.0000	+54 51 00.000	~	5
259	FRB 20181226B	rB	12 10 38.4000	+12 25 48.000	~	8
260	FRB 20190224E	rB	12 12 09.6000	+61 32 24.000	~	6
261	FRB 20190228A	rB	12 13 55.2000	+22 54 00.000	~	11
262	FRB 20181213B	rB	12 14 04.8000	+53 42 00.000	~	9
263	FRB 20190325B	rB	12 15 40.8000	+30 19 12.000	~	4
264	FRB 20190218A	rB	12 16 12.0000	+56 25 12.000	~	5
265	FRB 20180906B	rB	12 23 00.0000	+56 25 12.000	~	12
266	FRB 20181222D	rB	12 32 48.0000	+56 09 36.000	~	8
267	NAME FRB 180908.J1232+74	rB	12 32 48.0	+74 10 21	~	23
268	FRB 20190308C	rB	12 33 26.4000	+44 23 24.000	~	13
269	FRB 20181119C	rB	12 40 24.0000	+82 09 36.000	~	5
270	FRB 20190601A	rB	12 40 26.4000	+62 43 12.000	~	5
271	NAME FRB 181119.J12+65	rB	12 41 52.0	+65 07 02	~	26
272	FRB 20180920B	rB	12 44 21.6000	+63 31 12.000	~	11
273	NAME FRB 190116.J1249+27	rB	12 49 08.0	+27 08 02	~	25
274	FRB 20190623C	rB	12 49 14.4000	+86 01 48.000	~	7
275	FRB 20190621B	rB	12 52 33.6000	+55 38 24.000	~	8
276	FRB 20190323B	rB	12 52 52.8000	+77 14 24.000	~	9
277	FRB 20190131E	rB	13 02 36.0000	+80 55 12.000	~	11
278	FRB 20190627A	rB	13 03 33.6000	+00 45 00.000	~	9
279	FRB 20190203C	rB	13 04 02.4000	+02 28 48.000	~	5
280	FRB 20190401A	rB	13 07 12.0000	+79 54 36.000	~	5
281	FRB 20181231C	rB	13 08 21.6000	+69 10 48.000	~	9
282	NAME FRB 180727.J1311+26	rB	13 10 52.8000	+26 25 12.000	~	12
283	FRB 20181203C	rB	13 13 55.2000	+72 56 24.000	~	6
284	FRB 20190628A	rB	13 16 14.4000	+51 45 00.000	~	8
285	NAME FRB 180729.J1316+55	rB	13 17 36.0000	+55 34 48.000	~	15
286	FRB 20190328B	rB	13 17 52.8000	+86 51 00.000	~	4
287	FRB 20190323C	rB	13 18 00.0000	+40 04 12.000	~	5
288	FRB 20190604D	rB	13 19 43.2000	+15 43 48.000	~	5
289	FRB 20190206C	rB	13 21 48.0000	+74 23 24.000	~	4
290	FRB 20190122C	rB	13 22 24.0000	+17 34 12.000	~	11
291	FRB 20181202B	rB	13 31 19.2000	+64 43 12.000	~	4
292	FRB 20190330A	rB	13 36 21.6000	+38 21 36.000	~	3
293	FRB 20190304B	rB	13 39 26.4000	+24 11 24.000	~	9
294	FRB 20181012B	rB	13 45 19.2000	+64 09 00.000	~	8
295	FRB 20190621C	rB	13 46 16.8000	+05 13 48.000	~	10
296	FRB 20190303A	G	13 51 59.77	+48 06 57.6	~	58
297	FRB 20190117D	rB	13 55 28.8000	+31 40 48.000	~	5
298	FRB 20190425B	rB	14 00 28.8000	+88 36 00.000	~	12
299	FRB 20190609B	rB	14 01 57.6000	+88 21 00.000	~	10
300	FRB 20190502B	rB	14 08 09.6000	+64 26 24.000	~	10
301	FRB 20190124B	rB	14 18 45.6000	+28 48 00.000	~	7
302	FRB 20181201A	rB	14 19 50.4000	+39 16 12.000	~	4
303	FRB 20181128D	rB	14 22 28.8000	+59 55 48.000	~	6
304	FRB 20181014D	rB	14 24 09.6000	-02 55 48.000	~	5
305	FRB 20181213C	rB	14 25 36.0000	+47 27 36.000	~	5
306	FRB 20190111A	rB	14 28 00.0000	+26 46 48.000	~	10
307	FRB 20190124C	rB	14 28 40.8000	+28 22 48.000	~	8
308	FRB 20190125B	rB	14 29 48.0	+49 37 54	~	11
309	NAME FRB 190604.J1435+53	rB	14 34 47.0	+53 18 20	~	33
310	FRB 20190214C	rB	14 35 28.8000	+19 21 36.000	~	10
311	FRB 20190403E	rB	14 40 52.8000	+86 32 24.000	~	11
312	FRB 20190227B	rB	14 42 09.6000	+39 48 00.000	~	4
313	FRB 20181022E	rB	14 44 43.2000	+27 07 48.000	~	10
314	FRB 20190103D	rB	14 47 21.6000	+59 54 36.000	~	5
315	FRB 20190612B	rB	14 48 50.4000	+04 18 36.000	~	10
316	FRB 20190304C	rB	14 52 02.4000	+26 43 12.000	~	9
317	FRB 20180915B	rB	15 00 55.2000	+25 01 12.000	~	7
318	FRB 20190625A	rB	15 11 38.4000	+32 52 48.000	~	7
319	NAME FRB 180806.J1515+75	rB	15 14 14.4000	+75 37 12.000	~	10
320	FRB 20181221A	rB	15 22 19.2000	+25 51 36.000	~	17
321	FRB 20190619B	rB	15 26 57.6000	+82 09 00.000	~	7
322	FRB 20181116B	rB	15 30 38.4000	+64 56 24.000	~	6
323	NAME FRB 180817.J1533+42	rB	15 32 48.0000	+42 12 00.000	~	14
324	FRB 20181129C	rB	15 33 31.2000	+40 01 48.000	~	5
325	FRB 20190616A	rB	15 36 07.2000	+34 28 48.000	~	9
326	FRB 20190104B	rB	15 38 52.8000	-06 15 00.000	~	4
327	FRB 20190604E	rB	15 42 21.6000	+32 03 36.000	~	5
328	FRB 20190317F	rB	15 45 00.0000	+47 03 00.000	~	5
329	FRB 20190405B	rB	15 45 55.2000	+89 09 36.000	~	8
330	FRB 20190220A	rB	15 48 50.4000	+74 09 36.000	~	7
331	FRB 20190124D	rB	15 49 02.4000	+81 13 48.000	~	5
332	FRB 20190430B	rB	15 50 52.8000	+62 16 12.000	~	8
333	FRB 20181017B	rB	15 51 02.4000	+78 30 00.000	~	13
334	NAME FRB 180814.J1554+74	rB	15 53 02.4000	+74 01 12.000	~	12
335	FRB 20181229B	rB	15 53 28.8000	+19 46 48.000	~	12
336	FRB 20180917B	rB	15 55 12.0000	+77 31 48.000	~	5
337	FRB 20180923C	rB	15 56 33.6000	+22 51 00.000	~	6
338	FRB 20190222C	rB	15 56 43.2000	+40 01 48.000	~	8
339	FRB 20181224E	rB	15 57 16.8000	+07 19 12.000	~	10
340	FRB 20190518C	rB	16 08 02.4000	+04 38 24.000	~	9
341	FRB 20190412A	rB	16 13 48.0000	+61 52 12.000	~	8
342	FRB 20181127A	rB	16 15 12.0000	+25 25 48.000	~	9
343	FRB 20181019C	rB	16 18 48.0000	+66 16 12.000	~	5
344	FRB 20190206A	rB	16 19 24.0000	+09 21 36.000	~	15
345	FRB 20181230C	rB	16 23 00.0000	+50 31 12.000	~	5
346	FRB 20190219B	rB	16 25 12.0000	+57 55 12.000	~	5
347	FRB 20190414B	rB	16 27 36.0000	+57 31 48.000	~	6
348	FRB 20190110C	rB	16 27 55.2000	+41 25 12.000	~	36
349	FRB 20190420C	rB	16 32 24.0000	+37 15 00.000	~	6
350	FRB 20190628B	rB	16 33 55.2000	+80 08 24.000	~	9
351	FRB 20190116C	rB	16 37 16.8000	+70 57 36.000	~	5
352	FRB 20190403C	rB	16 39 19.2000	+58 42 00.000	~	5
353	FRB 20190320B	rB	16 41 36.0000	+39 37 48.000	~	9
354	FRB 20181228B	rB	16 41 43.2000	+63 51 00.000	~	14
355	FRB 20190409C	rB	16 50 24.0000	+71 37 12.000	~	5
356	FRB 20181214F	rB	16 50 28.8000	+32 26 24.000	~	9
357	FRB 20190118A	rB	16 53 14.4000	+11 33 00.000	~	12
358	FRB 20190109B	rB	16 53 52.8000	+01 15 00.000	~	10
359	FRB 20190320C	rB	16 58 55.2000	+22 22 48.000	~	6
360	FRB 20181215B	rB	16 59 14.4000	+47 33 36.000	~	9
361	FRB 20190419B	rB	17 01 04.8000	+86 44 24.000	~	9
362	FRB 20181230D	rB	17 01 12.0000	+50 30 36.000	~	4
363	FRB 20190425A	rB	17 02 41.0	+21 34 34	~	47
364	FRB 20190204B	rB	17 03 40.8000	+75 52 12.000	~	8
365	NAME FRB 181017.J1705+68	rB	17 05 19.2000	+68 16 48.000	~	16
366	FRB 20190627B	rB	17 05 36.0000	+40 47 24.000	~	5
367	FRB 20190613A	rB	17 09 36.0000	+18 51 00.000	~	7
368	FRB 20190112A	rB	17 11 55.2000	+61 12 00.000	~	12
369	FRB 20190404B	rB	17 19 09.6000	+40 00 00.000	~	6
370	FRB 20190111B	rB	17 20 04.8000	+13 31 48.000	~	9
371	FRB 20190501B	rB	17 25 48.0000	+54 21 36.000	~	9
372	FRB 20190116F	rB	17 26 40.8000	+75 00 00.000	~	6
373	FRB 20181126A	rB	17 28 12.0000	+81 10 12.000	~	8
374	FRB 20190408A	rB	17 28 48.0000	+71 36 00.000	~	7
375	FRB 20190320D	rB	17 28 52.8000	+59 04 12.000	~	5
376	FRB 20181013A	rB	17 31 19.2000	+38 24 36.000	~	6
377	FRB 20190103E	rB	17 31 33.6000	+45 50 24.000	~	3
378	FRB 20190410A	rB	17 33 52.8000	-02 22 12.000	~	11
379	FRB 20181208A	rB	17 37 43.2000	+62 37 12.000	~	4
380	FRB 20181228C	rB	17 40 45.6000	+54 21 36.000	~	5
381	FRB 20190410B	rB	17 43 02.4000	+15 10 12.000	~	10
382	FRB 20190105A	rB	17 45 12.0000	+63 49 12.000	~	4
383	FRB 20190627C	rB	17 51 31.2000	+71 34 48.000	~	8
384	FRB 20190224B	rB	17 52 57.6000	+82 34 12.000	~	5
385	FRB 20190218B	rB	17 54 48.0000	+17 55 48.000	~	13
386	FRB 20181128C	rB	17 55 04.8000	+49 42 36.000	~	11
387	FRB 20190330B	rB	17 57 38.4000	+52 48 36.000	~	5
388	FRB 20190623A	rB	18 01 55.2000	+24 31 12.000	~	7
389	FRB 20190621D	rB	18 02 31.2000	+78 53 24.000	~	11
390	FRB 20181201B	rB	18 13 31.2000	+56 18 36.000	~	5
391	FRB 20190520A	rB	18 14 04.8000	+26 19 12.000	~	11
392	FRB 20190226B	rB	18 14 16.8000	+61 48 36.000	~	9
393	FRB 20190317E	rB	18 17 28.8000	+13 15 00.000	~	5
394	NAME FRB 190212.J18+81	rB	18 25 02.0	+81 24 05	~	23
395	FRB 20190430C	rB	18 28 52.8000	+24 55 12.000	~	17
396	FRB 20181220B	rB	18 29 28.8000	+84 52 12.000	~	6
397	FRB 20190701A	rB	18 29 52.8000	+59 02 24.000	~	7
398	FRB 20190301D	rB	18 34 52.8000	+74 40 48.000	~	8
399	FRB 20190309A	rB	18 35 50.4000	+52 24 36.000	~	8
400	FRB 20180915A	rB	18 42 12.0000	+17 54 36.000	~	6
401	FRB 20181122B	rB	18 44 19.2000	+85 01 12.000	~	5
402	FRB 20190429A	rB	18 44 21.6000	+59 25 12.000	~	4
403	FRB 20190327A	rB	18 45 14.4000	+34 16 48.000	~	8
404	FRB 20190128D	rB	18 53 16.8000	+17 26 24.000	~	5
405	NAME FRB 190208.J1855+46	rB	18 54 07.0	+46 55 20	~	30
406	FRB 20190412B	rB	19 02 36.0000	+19 15 00.000	~	10
407	FRB 20181218C	rB	19 03 55.2000	+58 14 24.000	~	6
408	FRB 20180904A	rB	19 06 19.2000	+81 13 12.000	~	7
409	FRB 20190221B	rB	19 07 04.8000	+27 51 36.000	~	7
410	FRB 20181217A	rB	19 22 00.0000	+59 48 00.000	~	5
411	NAME FRB 190417.J1939+59	rB	19 39 04.0	+59 19 55	~	37
412	FRB 20190627D	rB	19 41 19.2000	+43 50 24.000	~	9
413	FRB 20190210C	rB	19 43 00.0000	+89 06 00.000	~	9
414	FRB 20190519J	rB	19 44 50.4000	+86 55 48.000	~	8
415	FRB 20190322C	rB	19 45 26.4000	+70 42 00.000	~	4
416	FRB 20190124E	rB	19 51 00.0000	+20 34 12.000	~	8
417	FRB 20190423B	rB	19 54 19.2000	+26 11 24.000	~	13
418	FRB 20190622A	rB	19 55 55.2000	+85 48 36.000	~	8
419	FRB 20181119B	rB	19 57 31.2000	+31 07 12.000	~	7
420	FRB 20190211B	rB	19 58 28.8000	+61 22 12.000	~	6
421	FRB 20181123A	rB	20 03 02.4000	+55 52 12.000	~	8
422	FRB 20180918A	rB	20 05 04.8000	+64 57 36.000	~	7
423	FRB 20190701B	rB	20 11 43.2000	+80 10 48.000	~	7
424	FRB 20181226E	rB	20 14 14.4000	+73 38 24.000	~	11
425	FRB 20190624B	rB	20 18 36.0000	+73 36 36.000	~	12
426	FRB 20181216A	rB	20 25 07.2000	+53 31 48.000	~	6
427	FRB 20181221B	rB	20 25 14.4000	+80 58 48.000	~	10
428	FRB 20190519G	rB	20 26 43.2000	+72 20 24.000	~	7
429	FRB 20181202C	rB	20 28 31.2000	+57 01 48.000	~	5
430	FRB 20181013E	rB	20 29 07.2000	+69 01 12.000	~	7
431	FRB 20181129B	rB	20 30 14.4000	+81 19 12.000	~	8
432	FRB 20190101B	rB	20 31 04.8000	+29 53 24.000	~	8
433	FRB 20181030C	rB	20 39 19.2000	+03 59 24.000	~	7
434	FRB 20190515A	rB	20 40 36.0000	+55 27 36.000	~	5
435	FRB 20190223B	rB	20 46 28.8000	+60 33 36.000	~	5
436	FRB 20180928A	rB	20 51 48.0000	+30 51 00.000	~	10
437	NAME FRB 190222.J2052+69	rB	20 52 12.0	+69 44 42	~	23
438	FRB 20190210E	rB	20 54 36.0000	+86 40 12.000	~	7
439	FRB 20190222D	rB	20 55 36.0000	+26 34 12.000	~	3
440	FRB 20190221C	rB	21 04 36.0000	+54 40 12.000	~	6
441	FRB 20181124B	rB	21 14 14.4000	+29 52 48.000	~	4
442	FRB 20180907A	rB	21 23 28.8000	+29 27 36.000	~	7
443	FRB 20190618A	rB	21 25 00.0000	+25 26 24.000	~	12
444	NAME FRB 180801.J2130+72	rB	21 30 07.2000	+72 43 12.000	~	17
445	FRB 20181020A	rB	21 30 28.8000	+78 49 48.000	~	5
446	FRB 20190318A	rB	21 36 26.4000	+74 27 36.000	~	6
447	FRB 20190403D	rB	21 46 07.2000	+84 17 24.000	~	5
448	FRB 20180923A	rB	21 50 26.4000	+71 55 12.000	~	7
449	FRB 20190630B	rB	21 52 50.4000	+43 00 36.000	~	8
450	FRB 20180907D	rB	21 55 48.0000	+89 13 12.000	~	5
451	FRB 20190429B	rB	21 59 43.2000	+03 57 36.000	~	11
452	FRB 20190531C	rB	22 04 33.6000	+43 00 00.000	~	9
453	NAME FRB 190117.J2207+17	rB	22 06 38.0	+17 22 06	~	28
454	FRB 20190224D	rB	22 07 33.6000	+89 03 00.000	~	8
455	FRB 20190614B	rB	22 11 26.4000	+24 41 24.000	~	6
456	FRB 20190210D	rB	22 17 58.0	+52 53 20	~	11
457	FRB 20190215B	rB	22 20 09.6000	+45 20 24.000	~	5
458	FRB 20190623B	rB	22 20 52.8000	+46 07 12.000	~	7
459	FRB 20190106B	rB	22 22 31.2000	+46 07 48.000	~	12
460	FRB 20190213D	rB	22 25 48.0000	+52 42 36.000	~	11
461	FRB 20190409D	rB	22 26 33.6000	+26 57 00.000	~	5
462	FRB 20181018B	rB	22 27 16.8000	+71 54 36.000	~	5
463	FRB 20190405A	rB	22 28 04.8000	+20 57 36.000	~	4
464	FRB 20190124F	rB	22 35 40.8000	+05 18 00.000	~	8
465	FRB 20190517D	rB	22 39 48.0000	+41 50 24.000	~	4
466	FRB 20190205A	rB	22 48 52.8000	+83 22 12.000	~	7
467	FRB 20180922A	rB	22 49 09.6000	+69 40 12.000	~	6
468	FRB 20190519H	rB	22 51 57.6000	+87 22 12.000	~	10
469	FRB 20190202A	rB	22 56 48.0000	+17 06 00.000	~	6
470	FRB 20190609A	rB	23 01 12.0000	+87 56 24.000	~	16
471	FRB 20181220A	rB	23 04 26.4000	+48 25 48.000	~	26
472	FRB 20181230A	rB	23 06 45.6000	+83 22 12.000	~	9
473	FRB 20180916A	rB	23 15 52.8000	+80 19 48.000	~	8
474	FRB 20181226C	rB	23 16 12.0000	+44 56 24.000	~	6
475	FRB 20190423C	rB	23 16 19.2000	+86 58 12.000	~	5
476	FRB 20190122A	rB	23 18 14.4000	+37 30 00.000	~	5
477	FRB 20190219C	rB	23 18 40.8000	+49 12 36.000	~	4
478	FRB 20181202A	rB	23 24 02.4000	+17 21 36.000	~	5
479	FRB 20180910A	rB	23 31 04.8000	+88 12 36.000	~	14
480	FRB 20190131B	rB	23 38 52.8000	+11 42 36.000	~	7
481	FRB 20190121A	rB	23 38 57.6000	+78 36 00.000	~	7
482	FRB 20181224A	rB	23 40 26.4000	+44 33 36.000	~	6
483	FRB 20181129A	rB	23 40 28.8000	+44 57 00.000	~	6
484	FRB 20181130A	rB	23 40 45.6000	+46 29 24.000	~	9
485	FRB 20190614C	rB	23 46 00.0000	+35 54 36.000	~	9
486	FRB 20190608A	rB	23 56 55.2000	+19 10 12.000	~	10

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