Astroquery Examples

Astroquery ( https://astroquery.readthedocs.io ) is a set of tools for querying astronomical web forms and databases. It is a coordinated package of the Astropy project ( http://www.astropy.org ).

This page is a Jupyter notebook. You can download an executable version of it by clicking the download icon above and selecting .ipynb.

General imports:

from astropy import coordinates
import astropy.units as u

from astroquery.simbad import Simbad
from astroquery.vizier import Vizier

SIMBAD queries

SIMBAD allows for simple queries based on coordinates or object names.

Query by target ID

Use query_object() to query for a single object ID. The query returns an Astropy table with the default fields.

result_table = Simbad.query_object("M57")
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()  # Display only MAIN_ID, RA, and DEC.

Table length=1

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 57	18 53 35.0967	+33 01 44.883

You can get a list of object IDs with query_objectids().

IDs = Simbad.query_objectids("Ring Nebula")
IDs.show_in_notebook(display_length=10)

Table length=34

idx	ID
0	Gaia DR3 2090486618786534784
1	PLX 4377
2	BD+32 3246
3	CSI+32-18517
4	GCRV 11366
5	GSC2 N0223131306
6	HD 175353
7	IRAS 18517+3257
8	M 57
9	NGC 6720
10	PK 063+13 1
11	PK 063+13
12	PN G063.1+13.9
13	PN ARO 9
14	PN VV 214
15	PN VV' 466
16	WD 1851+329
17	[LFO93] 1851+32
18	PLX 4377.00
19	NAME Ring Nebula
20	[D71] 1851+32
21	[FA87] 1851+329
22	[A86] 1851+329
23	B2.1 1851+32
24	BWE 1851+3257
25	GB6 B1851+3257
26	MITG J185334+3301
27	MITG J185337+3301
28	NVSS J185335+330145
29	WB 1851+3257
30	87GB 185143.8+325740
31	WN B1851.7+3257
32	WEB 16043
33	Gaia DR2 2090486618786534784

You can query a list of objects with query_objects(). This is more efficient than repeated requests for single objects. There are rate limits that may vary, but you should not submit more than ~5-10 queries per second. A list is treated as a single request and will not result in overtaxing the server.

result_table = Simbad.query_objects(["M1", "M2", "M3", "M4"])
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=4

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 1	05 34 30.9	+22 00 53
1	M 2	21 33 27.02	-00 49 23.7
2	M 3	13 42 11.62	+28 22 38.2
3	M 4	16 23 35.22	-26 31 32.7

Wildcards and ranges can be used for identifiers.

* : Any string of characters (including an empty one)

? : Any character (exactly one character)

[abc] : Exactly one character taken from the list.

[A-Z] : Can also be defined by a range of characters.

[^0-9] : Any (one) character not in the list.

result_table = Simbad.query_object("m [1-9]", wildcard=True)
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=9

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 1	05 34 30.9	+22 00 53
1	M 2	21 33 27.02	-00 49 23.7
2	M 3	13 42 11.62	+28 22 38.2
3	M 4	16 23 35.22	-26 31 32.7
4	M 5	15 18 33.22	+02 04 51.7
5	NGC 6405	17 40 16.6	-32 14 31
6	NGC 6475	17 53 47.3	-34 50 28
7	M 8	18 03 37	-24 23.2
8	M 9	17 19 11.78	-18 30 58.5

Generating a list of targets programmatically may be easier and more reliable than wildcard searches.

targets = [f'M{_}'for _ in range(1,11)]; targets

['M1', 'M2', 'M3', 'M4', 'M5', 'M6', 'M7', 'M8', 'M9', 'M10']

result_table = Simbad.query_objects(targets)
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=10

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 1	05 34 30.9	+22 00 53
1	M 2	21 33 27.02	-00 49 23.7
2	M 3	13 42 11.62	+28 22 38.2
3	M 4	16 23 35.22	-26 31 32.7
4	M 5	15 18 33.22	+02 04 51.7
5	NGC 6405	17 40 16.6	-32 14 31
6	NGC 6475	17 53 47.3	-34 50 28
7	M 8	18 03 37	-24 23.2
8	M 9	17 19 11.78	-18 30 58.5
9	M 10	16 57 09.05	-04 06 01.1

Query by region

You can query all objects in a region with query_region(). Use a coordinate or object ID and a radius. When no radius is specified, the radius defaults to 20 arcmin. Coordinates should be an Astropy SkyCoord() object and the radius a Astropy Quantity().

coord = coordinates.SkyCoord("18h53m35s +33d01m45s", frame='icrs')
radius = 5 * u.arcminute

result_table = Simbad.query_region(coord, radius=radius)
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=8

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 57	18 53 35.0967	+33 01 44.883
1	UCAC3 247-143405	18 53 34.1995	+33 02 55.423
2	UCAC3 247-143401	18 53 33.8083	+33 02 54.923
3	UCAC2 43471160	18 53 34.2870	+33 03 14.297
4	GB6 J1853+3301	18 53 41	+33 03.0
5	1RXS J185326.3+330027	18 53 26.302	+33 00 27.00
6	LEDA 2813726	18 53 46.0	+32 58 53
7	IC 1296	18 53 18.8159	+33 03 59.894

Query by catalog

You can query all objects in a catalog with query_catalog. This can return a very large table so you should set a row limit on your query. When querying large catalogs query by criteria is better.

Simbad_ = Simbad()  # define a new instance of the class
Simbad_.ROW_LIMIT = 12  # Set a row limit on that instance.

result_table = Simbad_.query_catalog('ngc')
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=12

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	NGC 1	00 07 15.8562	+27 42 29.020
1	NGC 2	00 07 17.1156	+27 40 42.034
2	NGC 3	00 07 16.7979	+08 18 05.976
3	NGC 4	00 07 24.4	+08 22 30
4	NGC 5	00 07 48.8659	+35 21 44.143
5	NGC 7	00 08 20.96	-29 54 54.0
6	NGC 8	00 08 45.3	+23 50 19
7	NGC 9	00 08 54.6826	+23 49 00.823
8	NGC 10	00 08 34.5389	-33 51 30.197
9	NGC 11	00 08 42.494	+37 26 52.39
10	NGC 12	00 08 44.7412	+04 36 45.267
11	NGC 13	00 08 47.7150	+33 25 59.974

Query by criteria

You can execute very specific queries using the query_criteria() method. These queries are formed in much the same way as they are on the web interface. Descriptions of queryable fields and object types are on the SIMBAD website.

Below is an example query for variable stars near the Trapezium.

result_table = Simbad_.query_criteria('region(CIRCLE, Trapezium, 6m)', otype='V*')  # Using row limited instance.
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=12

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	V* KR Ori	05 35 00.1168	-05 23 01.884
1	* tet01 Ori D	05 35 17.2574	-05 23 16.570
2	* tet01 Ori E	05 35 15.7721	-05 23 09.889
3	* tet01 Ori F	05 35 16.7270	-05 23 25.197
4	* tet01 Ori A	05 35 15.8254	-05 23 14.334
5	V* MR Ori	05 35 16.9783	-05 21 45.337
6	V* AK Ori	05 35 26.3491	-05 25 40.220
7	V* V420 Ori	05 35 28.2055	-05 24 58.186
8	V* V404 Ori	05 35 03.0920	-05 22 37.827
9	V* V377 Ori	05 35 21.2917	-05 24 57.399
10	* tet02 Ori C	05 35 31.4311	-05 25 16.371
11	V* LU Ori	05 35 11.4964	-05 26 02.389

Query a bibcode

You can retrieve the references for a bibcode with query_bibcode().

example: Ritchey, G.W.

bibliography = Simbad.query_bibcode('1910ApJ....32...26R')
print(bibliography['References'][0])

1910ApJ....32...26R = DOI 10.1086/141784
Astrophys. J., 32, 26-35 (1910)
RITCHEY G.W.
On some methods and results in direct photography with the 60-inch reflecting telescope of the Mount Wilson Solar Observatory.

And get the objects referenced in the publication with query_bibobj().

result_table = Simbad.query_bibobj('1910ApJ....32...26R')
result_table['MAIN_ID', 'RA', 'DEC'].show_in_notebook()

Table length=7

idx	MAIN_ID	RA	DEC
		"h:m:s"	"d:m:s"
0	M 1	05 34 30.9	+22 00 53
1	M 81	09 55 33.1726	+69 03 55.062
2	M 97	11 14 47.7122	+55 01 08.482
3	MCG+09-19-014	11 14 58.373	+54 57 41.22
4	M 51	13 29 52.698	+47 11 42.93
5	NGC 5195	13 29 59.590	+47 15 58.06
6	M 57	18 53 35.0967	+33 01 44.883

Specifying additional VOTable fields to include in the result

You can get a list of the current fields with Simbad.get_votable_fields(), and a list of available field with Simbad.list_votable_fields().

Simbad.get_votable_fields()

['main_id', 'coordinates']

Simbad.list_votable_fields()

--NOTES--

1. The parameter filtername must correspond to an existing filter. Filters include: B,V,R,I,J,K.  They are checked by SIMBAD but not astroquery.simbad

2. Fields beginning with rvz display the data as it is in the database. Fields beginning with rv force the display as a radial velocity. Fields beginning with z force the display as a redshift

3. For each measurement catalog, the VOTable contains all fields of the first measurement. When applicable, the first measurement is the mean one. 

Available VOTABLE fields:

bibcodelist(y1-y2)
biblio
cel
cl.g
coo(opt)
coo_bibcode
coo_err_angle
coo_err_maja
coo_err_mina
coo_qual
coo_wavelength
coordinates
dec(opt)
dec_prec
diameter
dim
dim_angle
dim_bibcode
dim_incl
dim_majaxis
dim_minaxis
dim_qual
dim_wavelength
dimensions
distance
distance_result
einstein
fe_h
flux(filtername)
flux_bibcode(filtername)
flux_error(filtername)
flux_name(filtername)
flux_qual(filtername)
flux_system(filtername)
flux_unit(filtername)
fluxdata(filtername)
gcrv
gen
gj
hbet
hbet1
hgam
id(opt)
ids
iras
irc
iso
iue
jp11
link_bibcode
main_id
measurements
membership
mesplx
mespm
mk
morphtype
mt
mt_bibcode
mt_qual
otype
otype(opt)
otypes
parallax
plx
plx_bibcode
plx_error
plx_prec
plx_qual
pm
pm_bibcode
pm_err_angle
pm_err_maja
pm_err_mina
pm_qual
pmdec
pmdec_prec
pmra
pmra_prec
pos
posa
propermotions
ra(opt)
ra_prec
rot
rv_value
rvz_bibcode
rvz_error
rvz_qual
rvz_radvel
rvz_type
rvz_wavelength
sao
sp
sp_bibcode
sp_nature
sp_qual
sptype
td1
typed_id
ubv
uvby
uvby1
v*
velocity
xmm
z_value
For more information on a field:
Simbad.get_field_description ('field_name') 
Currently active VOTABLE fields:
 ['main_id', 'coordinates']

Use Simbad.add_votable_fields() or Simbad.remove_votable_fields() to modify your query. You may wish to create a new instance of the Simbad object for your modifications.

Simbad_ = Simbad()  # define a new instance of the class
Simbad_.add_votable_fields('otype', 'flux(B)','flux(V)','flux(R)')

result_table = Simbad_.query_object('M57')
result_table['MAIN_ID', 'RA', 'DEC', 'OTYPE', 'FLUX_B', 'FLUX_V', 'FLUX_R',].show_in_notebook()

Table length=1

idx	MAIN_ID	RA	DEC	OTYPE	FLUX_B	FLUX_V	FLUX_R
		"h:m:s"	"d:m:s"		mag	mag	mag
0	M 57	18 53 35.0967	+33 01 44.883	PlanetaryNeb	15.405	15.769	15.901

VizieR Queries

You can search for catalogs by author name or keyword with Vizier.find_catalogs().

catalog_list = Vizier.find_catalogs('Washington Double Star Catalog')

WARNING: UnitsWarning: The unit 'a' has been deprecated in the VOUnit standard. Suggested: 365.25d. [astropy.units.format.utils]

This returns a OrderedDict of catalogs matching your query. The catalog.description attribute has a description of the catalog.

for k, v in catalog_list.items():
    print(k, v.description)

I/237 The Washington Visual Double Star Catalog, 1996.0 (Worley+, 1996)
B/wds The Washington Visual Double Star Catalog (Mason+ 2001-2020)
J/A+A/670/A102 WDS systems with rho>1000 arcsec (Gonzalez-Payo+, 2023)

You can retrieve a catalog by name. The default row limit is 50. Setting Vizier.ROW_LIMIT = -1 will retrieve all rows.

wds = Vizier.get_catalogs('B/wds')

wds[0].show_in_notebook(display_length=10)

Table length=50

idx	WDS	Disc	Comp	Obs1	Obs2	pa1	pa2	sep1	sep2	mag1	mag2	DM	Notes	n_RAJ2000	RAJ2000	DEJ2000	_RA.icrs	_DE.icrs
				yr	yr	deg	deg	arcsec	arcsec	mag	mag
0	00000+7530	A 1248		1904	1982	246	235	0.8	0.60	10.270	11.50	+74 1056			00 00 06.64	+75 28 59.8	00 00 06.64	+75 28 59.8
1	00000+4004	ES 2543	AB	1931	2015	252	253	4.8	4.40	12.100	13.10				00 00 03.66	+40 05 19.4	00 00 03.66	+40 05 19.4
2	00000+4004	ES 2543	AC	1931	2015	69	66	20.0	14.40	12.100	14.10				00 00 03.66	+40 05 19.4	00 00 03.66	+40 05 19.4
3	00000+3852	BU 860		1881	2016	107	107	6.7	6.60	6.620	11.40	+38 5108			00 00 01.20	+38 51 33.4	00 00 01.20	+38 51 33.4
4	00000+0044	SKF1115		2001	2015	33	30	0.8	1.00	17.800	17.80				23 59 59.85	+00 43 32.7	23 59 59.85	+00 43 32.7
5	00000-0530	OCC 622		1982	1982	-1	-1	0.1	0.10	9.500	9.70	-06 6337			00 00 00.08	-05 29 39.7	00 00 00.08	-05 29 39.7
6	00001+7727	LOC 122		2000	2016	249	249	8.2	8.10	14.100	16.60		T		00 00 08.32	+77 26 37.0	00 00 08.32	+77 26 37.0
7	00001+5400	ES 704		1908	2021	119	116	5.5	4.30	9.500	11.50				00 00 06.84	+54 00 00.2	00 00 06.84	+54 00 00.2
8	00001+3617	GII 75		2013	2022	220	220	1.0	1.00	10.900	11.80				00 00 06.81	+36 16 58.8	00 00 06.81	+36 16 58.8
9	00001+2329	SLW9018		2009	2016	91	92	2.1	2.10	16.700	17.10				00 00 07.96	+23 29 23.3	00 00 07.96	+23 29 23.3
10	00001+0638	SLW9012		2005	2005	29	29	4.2	4.20	17.300	23.70				00 00 03.39	+06 37 01.5	00 00 03.39	+06 37 01.5
11	00001+0022	SKF1060		2001	2015	187	184	2.1	2.20	20.100	21.90				00 00 03.15	+00 21 33.3	00 00 03.15	+00 21 33.3
12	00001-0122	CLZ 1		1994	2016	347	347	6.2	6.20	12.300	16.40				00 00 03.82	-01 22 24.4	00 00 03.82	-01 22 24.4
13	00001-2432	UC 301		1954	2015	283	283	46.9	47.00	10.490	12.99		V		00 00 05.16	-24 31 45.0	00 00 05.16	-24 31 45.0
14	00001-5700	KPP4401		2015	2016	145	145	2.5	2.50	14.200	16.80		T		00 00 04.94	-56 59 39.5	00 00 04.94	-56 59 39.5
15	00002+4119	TDS1235	AB	1991	2007	105	55	0.5	1.20	10.270	10.67	+40 5210			00 00 10.69	+41 19 28.9	00 00 10.69	+41 19 28.9
16	00002+4119	FYM 352	AC	1999	2015	260	261	16.6	16.50	10.300	13.20				00 00 10.69	+41 19 28.9	00 00 10.69	+41 19 28.9
17	00002+3613	TDS1236		1991	2014	345	332	0.8	0.50	11.790	11.88				00 00 11.45	+36 13 26.5	00 00 11.45	+36 13 26.5
18	00002+2855	TVB 17		1906	2016	320	322	11.7	11.90	12.510	12.42				00 00 10.03	+28 54 32.6	00 00 10.03	+28 54 32.6
19	00002+0146	WEI 45		1879	2015	89	83	1.8	1.80	10.090	10.52	+00 5079	N		00 00 12.14	+01 46 17.2	00 00 12.14	+01 46 17.2
20	00002+0014	SKF1061		2001	2016	174	173	1.4	1.40	17.300	18.00				00 00 13.00	+00 14 04.9	00 00 13.00	+00 14 04.9
21	00002-0021	ITF 44		1951	2015	16	31	3.9	3.90	13.000	15.80		V		00 00 10.39	-00 20 37.6	00 00 10.39	-00 20 37.6
22	00002-0309	SLN 48		2006	2015	265	265	6.1	6.10	20.000	20.20		V		00 00 11.63	-03 08 31.9	00 00 11.63	-03 08 31.9
23	00002-2519	COO 273		1910	2023	10	11	9.0	8.40	10.130	10.20	-2616866	S		00 00 09.71	-25 19 29.3	00 00 09.71	-25 19 29.3
24	00002-3623	LDS5152		1960	2015	7	7	85.0	84.20	18.500	18.50				00 00 20.00	-36 23 48.3	00 00 20.00	-36 23 48.3
25	00003+6557	MLR 280		1971	2016	8	9	1.1	1.50	8.570	10.90	+65 1979			00 00 18.77	+65 56 40.9	00 00 18.77	+65 56 40.9
26	00003+6024	TDS1237		1991	1991	217	217	1.8	1.80	11.980	12.17		X		00 00 17.81	+60 23 58.3	00 00 17.81	+60 23 58.3
27	00003+5651	CTT 1		1906	2015	90	93	49.4	46.10	8.590	11.39	+56 3129	U		00 00 20.41	+56 51 11.4	00 00 20.41	+56 51 11.4
28	00003+1642	HJ 318		1954	2016	63	61	28.6	25.90	9.560	12.88	+15 4919	NS		00 00 13.77	+16 40 56.6	00 00 13.77	+16 40 56.6
29	00003+0800	UC 302		1955	2015	130	130	51.4	51.40	7.680	14.41	+07 5113	V		00 00 15.93	+08 00 26.0	00 00 15.93	+08 00 26.0
30	00003-0257	DVG 8		1893	2016	351	355	7.0	7.80	9.700	11.20				00 00 16.73	-02 56 52.1	00 00 16.73	-02 56 52.1
31	00003-0654	LDS6079		1954	2015	1	1	155.7	159.30	17.900	18.20		U		00 00 24.21	-06 54 36.3	00 00 24.21	-06 54 36.3
32	00003-0941	RST4137		1937	2016	41	43	0.7	1.00	10.900	11.50	-10 6210			00 00 16.31	-09 41 28.1	00 00 16.31	-09 41 28.1
33	00003-4118	SKF1140		1964	2016	290	290	17.4	17.30	9.300	18.00	-4115375	V		00 00 20.62	-41 17 52.1	00 00 20.62	-41 17 52.1
34	00003-4417	I 1477		1926	2001	261	327	0.5	0.30	6.800	7.56	-4415420	O		00 00 19.10	-44 17 26.0	00 00 19.10	-44 17 26.0
35	00004+7305	HJ 3231	AB	1831	2015	278	282	8.0	23.40	11.110	14.00	+72 1133			00 00 22.42	+73 04 56.1	00 00 22.42	+73 04 56.1
36	00004+7305	HJ 3231	AC	1831	2018	301	296	25.0	44.90	11.110	11.86				00 00 22.42	+73 04 56.1	00 00 22.42	+73 04 56.1
37	00004+7139	KPP 45		1999	2016	110	110	4.9	4.90	13.600	14.30		V		00 00 24.84	+71 38 45.3	00 00 24.84	+71 38 45.3
38	00004+6026	STI1248		1898	2019	43	48	12.9	12.40	10.370	10.78	+59 2807	W		00 00 24.78	+60 25 31.2	00 00 24.78	+60 25 31.2
39	00004+5044	HJ 1923		1828	2015	276	279	6.0	11.50	11.650	12.14				00 00 23.63	+50 44 20.3	00 00 23.63	+50 44 20.3
40	00004+3549	CRB 23		1954	2016	155	155	37.4	37.20	12.900	15.60		V		00 00 23.33	+35 48 40.8	00 00 23.33	+35 48 40.8
41	00004+2749	TDS1238		1991	2016	84	88	1.0	0.80	11.700	11.71	+27 4659			00 00 23.43	+27 48 40.8	00 00 23.43	+27 48 40.8
42	00004+2430	SKF1062		2004	2016	128	126	1.5	1.40	14.900	15.80				00 00 26.45	+24 29 31.2	00 00 26.45	+24 29 31.2
43	00004+0830	BU 732	AB	1878	2017	152	153	6.1	6.00	10.050	12.20	+07 5114			00 00 25.49	+08 30 07.9	00 00 25.49	+08 30 07.9
44	00004+0830	BU 732	AC	1897	2014	143	142	152.2	153.10	10.050	8.47	+07 5115			00 00 25.49	+08 30 07.9	00 00 25.49	+08 30 07.9
45	00004-0902	LDS6080		1954	2016	262	261	15.7	16.00	16.900	17.80				00 00 25.63	-09 02 40.4	00 00 25.63	-09 02 40.4
46	00004-1052	SKF 496		1954	2016	16	16	16.0	16.10	18.900	20.10		V		00 00 22.54	-10 51 42.2	00 00 22.54	-10 51 42.2
47	00004-4711	HDS 1		1991	2021	332	333	0.2	0.20	10.970	11.75	-4714771			00 00 25.28	-47 10 46.5	00 00 25.28	-47 10 46.5
48	00005+7822	HEI 901		1978	1995	145	146	0.2	0.20	11.700	11.80	+77 932			00 00 31.54	+78 20 51.3	00 00 31.54	+78 20 51.3
49	00005+6713	HJ 1924		1828	2016	225	225	6.0	8.00	10.830	11.05	+66 1669			00 00 29.27	+67 13 00.4	00 00 29.27	+67 13 00.4

You can query objects by ID or a list of object IDs with query_objects(). If you do not specify a catalog it will search across all catalogs in VizieR. This may return a very large number of records.

WASI 130 double stars

WDS_id = ['J02039+4220', 'J02291+6724', 'J02318+8916', 'J05353-0523', 'J07346+3153',
          'J12560+3819', 'J13239+5456', 'J17146+1423', 'J18443+3940', 'J19307+2758']

wds_query = Vizier.query_object(WDS_id, catalog='B/wds')

This returns an Astropy TableList with a table for each catalog.

wds_query[0].show_in_notebook(display_length=10)

Table length=106

idx	WDS	Disc	Comp	Obs1	Obs2	pa1	pa2	sep1	sep2	mag1	mag2	DM	Notes	n_RAJ2000	RAJ2000	DEJ2000	_RA.icrs	_DE.icrs
				yr	yr	deg	deg	arcsec	arcsec	mag	mag
0	02039+4220	STF 205	A,BC	1777	2021	67	63	12.0	9.50	2.310	5.02	+41 395	NS		02 03 53.92	+42 19 47.5	02 03 53.92	+42 19 47.5
1	02039+4220	BAR 22	AD	1898	1898	245	245	27.9	27.90	2.310	15.00	+41 395	N		02 03 53.92	+42 19 47.5	02 03 53.92	+42 19 47.5
2	02039+4220	STT 38	BC	1843	2021	118	120	0.5	0.30	5.300	6.50	+41 395	NO		02 03 53.92	+42 19 47.5	02 03 53.92	+42 19 47.5
3	02291+6724	STF 262	BC	1829	2015	105	99	9.5	8.50	6.920	9.05	+66 213	N		02 29 03.56	+67 24 07.0	02 29 03.56	+67 24 07.0
4	02291+6724	CTU 2	Ca,Cb	2002	2018	271	101	0.4	0.20	4.500	6.10		N K		02 29 03.94	+67 24 08.6	02 29 03.94	+67 24 08.6
5	02291+6724	STF 262	CD	1880	2015	57	58	205.7	207.10	9.050	8.48	+66 214	N		02 29 03.94	+67 24 08.6	02 29 03.94	+67 24 08.6
6	02291+6724	CHR 6	Aa,Ab	1982	2010	354	42	0.5	0.60	4.660	7.88	+66 213	NO		02 29 03.96	+67 24 08.7	02 29 03.96	+67 24 08.7
7	02291+6724	STF 262	AB	1782	2022	290	231	1.5	3.00	4.660	6.92	+66 213	NO		02 29 03.96	+67 24 08.7	02 29 03.96	+67 24 08.7
8	02291+6724	STF 262	AC	1779	2022	101	117	7.5	6.90	4.630	9.05	+66 213	NU		02 29 03.96	+67 24 08.7	02 29 03.96	+67 24 08.7
9	02291+6724	STF 262	AD	1892	2016	58	60	209.0	210.90	4.630	8.48		N		02 29 03.96	+67 24 08.7	02 29 03.96	+67 24 08.7
10	02318+8916	STF 93	BC	2005	2015	81	83	53.0	53.10	9.100	13.80		N		02 30 43.45	+89 15 38.6	02 30 43.45	+89 15 38.6
11	02318+8916	STF 93	BD	2005	2014	178	179	69.4	69.40	9.100	14.30		N		02 30 43.45	+89 15 38.6	02 30 43.45	+89 15 38.6
12	02318+8916	WRH 39	Aa,Ab	1937	2014	250	175	0.2	0.10	2.300	4.30	+88 8	NO		02 31 49.09	+89 15 50.7	02 31 49.09	+89 15 50.7
13	02318+8916	STF 93	AB	1779	2016	203	236	17.3	18.40	2.040	9.10	+88 8	NV		02 31 49.09	+89 15 50.7	02 31 49.09	+89 15 50.7
14	02318+8916	STF 93	AC	1884	2016	88	103	43.3	39.00	2.040	13.80		NU		02 31 49.09	+89 15 50.7	02 31 49.09	+89 15 50.7
15	02318+8916	STF 93	AD	1884	2016	172	194	82.7	83.20	2.040	14.30		NU		02 31 49.09	+89 15 50.7	02 31 49.09	+89 15 50.7
16	05352-0523	GET 9	DE	2003	2003	-1	-1	1.8	1.80	14.760	--		N		05 35 10.50	-05 22 45.7	05 35 10.50	-05 22 45.7
17	05352-0522	DCH 106	Qa,Qb	2016	2016	358	358	0.1	0.10	14.800	--		N		05 35 10.51	-05 22 45.5	05 35 10.51	-05 22 45.5
18	05352-0523	REP 70	AB	2004	2004	197	197	0.4	0.40	9.940	--		N K		05 35 10.91	-05 22 46.4	05 35 10.91	-05 22 46.4
19	05352-0523	GET 10	AC	2003	2003	-1	-1	2.1	2.10	9.940	--		N K		05 35 10.91	-05 22 46.4	05 35 10.91	-05 22 46.4
20	05352-0524	GET 11	CD	2003	2003	-1	-1	2.8	2.80	11.350	--		N K		05 35 11.53	-05 23 40.2	05 35 11.53	-05 23 40.2
21	05352-0524	GET 12	EF	2003	2003	180	180	3.0	3.00	12.270	--		N K		05 35 11.71	-05 23 30.5	05 35 11.71	-05 23 30.5
22	05352-0524	PRS 11	GH	1991	1991	163	163	0.1	0.10	15.000	15.81		N		05 35 12.17	-05 23 48.2	05 35 12.17	-05 23 48.2
23	05352-0523	GET 13	FG	2003	2003	-1	-1	2.7	2.70	13.120	--		N K		05 35 12.73	-05 22 54.6	05 35 12.73	-05 22 54.6
24	05352-0522	GET 14	Da,Db	1999	2003	-1	-1	0.7	0.70	9.950	--		N K		05 35 12.89	-05 21 33.7	05 35 12.89	-05 21 33.7
25	05352-0523	GET 15	HI	2003	2003	-1	-1	2.4	2.40	20.450	--		N		05 35 13.09	-05 22 53.1	05 35 13.09	-05 22 53.1
26	05352-0522	PRS 7	Ea,Eb	1991	2004	349	345	0.2	0.20	18.480	19.86		N		05 35 13.14	-05 22 21.9	05 35 13.14	-05 22 21.9
27	05352-0524	PRS 10	IJ	1991	1991	97	97	0.9	0.90	21.030	22.38		N		05 35 13.31	-05 23 53.0	05 35 13.31	-05 23 53.0
28	05352-0521	PRS 2	Ea,Eb	1991	2004	48	62	0.3	0.20	19.690	20.11		N		05 35 13.61	-05 21 21.0	05 35 13.61	-05 21 21.0
29	05352-0522	GET 20	FG	2003	2003	-1	-1	2.2	2.20	14.400	--		N		05 35 13.80	-05 22 06.9	05 35 13.80	-05 22 06.9
30	05352-0524	GET 21	KL	2003	2003	-1	-1	2.7	2.70	11.490	--		N K		05 35 13.88	-05 24 26.1	05 35 13.88	-05 24 26.1
31	05352-0522	SMN 1	Ha,Hb	1996	1996	126	126	0.4	0.40	12.350	13.92		N		05 35 13.90	-05 22 02.5	05 35 13.90	-05 22 02.5
32	05352-0522	GET 22	IJ	2003	2003	-1	-1	2.1	2.10	--	--		N		05 35 13.91	-05 22 29.8	05 35 13.91	-05 22 29.8
33	05352-0523	DCH 107	Ra,Rb	2016	2016	324	324	0.1	0.10	15.900	--		N		05 35 14.07	-05 22 36.6	05 35 14.07	-05 22 36.6
34	05352-0522	PRS 6	Ka,Kb	1991	2004	59	238	0.3	0.30	20.930	21.31		N		05 35 14.23	-05 22 04.0	05 35 14.23	-05 22 04.0
35	05352-0523	GET 23	JK	2003	2003	-1	-1	2.5	2.50	8.710	--		N K		05 35 14.35	-05 22 32.6	05 35 14.35	-05 22 32.6
36	05352-0523	GET 24	LM	2003	2003	-1	-1	1.7	1.70	9.920	--		N K		05 35 14.36	-05 22 54.0	05 35 14.36	-05 22 54.0
37	05352-0524	DCH 108	Sa,Sb	2016	2016	324	324	0.1	0.10	15.100	--		N		05 35 14.39	-05 23 33.6	05 35 14.39	-05 23 33.6
38	05352-0523	GET 25	NO	2003	2003	-1	-1	2.6	2.60	13.960	--		N		05 35 14.71	-05 22 38.2	05 35 14.71	-05 22 38.2
39	05352-0522	GET 26	LM	2003	2003	-1	-1	2.8	2.80	17.570	--		N		05 35 14.73	-05 22 29.7	05 35 14.73	-05 22 29.7
40	05352-0522	SMN 2	Na,Nb	1996	1996	145	145	0.3	0.30	12.400	12.40		N		05 35 14.77	-05 22 29.3	05 35 14.77	-05 22 29.3
41	05352-0522	GET 27	OP	2003	2003	-1	-1	2.6	2.60	22.100	--		N		05 35 14.82	-05 22 23.0	05 35 14.82	-05 22 23.0
42	05352-0524	PRS 9	Aa,Ab	1991	1991	297	297	0.1	0.10	17.850	18.28		N		05 35 14.85	-05 24 12.8	05 35 14.85	-05 24 12.8
43	05352-0524	PRS 9	Aa,B	1991	2015	339	338	1.2	1.20	17.850	17.99		N		05 35 14.85	-05 24 12.8	05 35 14.85	-05 24 12.8
44	05352-0523	PRS 8	PQ	1991	2007	287	288	1.0	1.00	20.140	21.20		N		05 35 14.88	-05 23 05.1	05 35 14.88	-05 23 05.1
45	05353-0522	GET 29	EF	2003	2003	-1	-1	2.4	2.40	13.110	--		N K		05 35 15.09	-05 22 31.4	05 35 15.09	-05 22 31.4
46	05353-0523	GET 30	JK	2003	2003	-1	-1	2.8	2.80	14.260	--		N		05 35 15.19	-05 22 54.3	05 35 15.19	-05 22 54.3
47	05353-0522	PRS 14	Ga,Gb	1991	1991	349	349	0.1	0.10	18.120	18.44		N		05 35 15.33	-05 22 26.3	05 35 15.33	-05 22 26.3
48	05353-0522	SMN 4	AB	1996	1996	113	113	0.6	0.60	9.310	9.50		N K		05 35 15.34	-05 22 25.1	05 35 15.34	-05 22 25.1
49	05353-0522	GET 31	AC	2003	2003	-1	-1	0.8	0.80	9.310	--		N K		05 35 15.34	-05 22 25.1	05 35 15.34	-05 22 25.1
50	05353-0521	GET 32	AB	2003	2003	-1	-1	1.9	1.90	18.630	--				05 35 15.40	-05 21 13.9	05 35 15.40	-05 21 13.9
51	05353-0522	GET 33	HI	2003	2003	-1	-1	2.3	2.30	16.060	--		N		05 35 15.49	-05 22 48.5	05 35 15.49	-05 22 48.5
52	05353-0524	GET 35	AB	2003	2003	-1	-1	1.6	1.60	10.470	--		N K		05 35 15.68	-05 23 39.0	05 35 15.68	-05 23 39.0
53	05353-0524	PRS 23	Ca,Cb	1991	1991	83	83	0.4	0.40	18.960	22.79		N		05 35 15.69	-05 24 24.7	05 35 15.69	-05 24 24.7
54	05353-0523	GET 36	LM	2016	2016	262	262	0.1	0.10	14.500	--		N		05 35 15.71	-05 23 22.5	05 35 15.71	-05 23 22.5
55	05353-0524	PAD 2	Da,Db	1994	1994	-1	-1	0.5	0.50	14.000	15.00		N		05 35 15.71	-05 23 47.8	05 35 15.71	-05 23 47.8
56	05353-0523	GET 37	Ea,Eb	2003	2003	-1	-1	2.2	2.20	11.100	--		N		05 35 15.77	-05 23 09.8	05 35 15.77	-05 23 09.8
57	05353-0523	STF 748	HI	1889	2015	274	269	1.3	1.60	15.800	16.30		N		05 35 15.79	-05 23 22.5	05 35 15.79	-05 23 22.5
58	05353-0523	PTR 1	Aa,Ab	1994	2018	344	13	0.2	0.20	6.550	9.83		N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
59	05353-0523	STF 748	AB	1831	2021	31	32	8.5	8.70	6.550	7.49	-05 1315	N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
60	05353-0523	STF 748	AC	1820	2021	134	132	12.6	12.80	6.550	5.06		N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
61	05353-0523	STF 748	AD	1820	2021	96	97	21.2	21.40	6.550	6.38		N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
62	05353-0523	STF 748	AE	1832	2021	354	354	3.9	4.40	6.550	11.10		N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
63	05353-0523	STF 748	AH	1889	2007	178	177	7.9	8.20	6.550	15.80		N		05 35 15.82	-05 23 14.3	05 35 15.82	-05 23 14.3
64	05353-0525	PAD 3	Aa,Ab	1994	1994	-1	-1	0.5	0.50	15.900	16.00				05 35 15.95	-05 24 54.7	05 35 15.95	-05 24 54.7
65	05353-0524	SMN 7	Ea,Eb	1996	2004	54	39	0.3	0.50	13.790	--		N		05 35 15.96	-05 23 50.1	05 35 15.96	-05 23 50.1
66	07346+3153	CIA 29	Aa,Ab	2007	2021	38	293	0.0	0.00	1.930	--	+32 1581	NO		07 34 35.86	+31 53 17.8	07 34 35.86	+31 53 17.8
67	07346+3153	STF1110	AB	1778	2022	303	50	5.2	5.50	1.930	2.97	+32 1581	NO V		07 34 35.86	+31 53 17.8	07 34 35.86	+31 53 17.8
68	07346+3153	STF1110	AC	1822	2020	162	164	72.9	71.60	1.930	9.83	+32 1582	NO V		07 34 35.86	+31 53 17.8	07 34 35.86	+31 53 17.8
69	07346+3153	STF1110	AD	1884	2017	223	221	216.5	179.80	1.930	10.07	+32 1580	NU		07 34 35.86	+31 53 17.8	07 34 35.86	+31 53 17.8
70	07346+3153	CIA 29	Ba,Bb	2021	2021	24	302	0.0	0.00	2.970	--		NO		07 34 36.10	+31 53 18.5	07 34 36.10	+31 53 18.5
71	07346+3153	STF1110	BC	1830	2020	158	168	73.6	73.80	2.970	9.83		NV		07 34 36.10	+31 53 18.5	07 34 36.10	+31 53 18.5
72	07346+3153	STF1110	CD	1959	2015	243	244	166.6	154.90	9.830	10.07		NU		07 34 37.45	+31 52 10.2	07 34 37.45	+31 52 10.2
73	12560+3819	TOK 562	BC	1980	2015	205	205	999.9	999.90	5.610	16.18		N		12 56 00.46	+38 18 53.6	12 56 00.46	+38 18 53.6
74	12560+3819	STF1692	AB	1777	2020	234	230	22.0	19.30	2.850	5.52	+39 2580	NV		12 56 01.67	+38 19 06.2	12 56 01.67	+38 19 06.2
75	13239+5456	PEA 1	Aa,Ab	1925	2004	247	34	0.0	0.00	3.000	3.00	+55 1598	NO		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
76	13239+5456	STF1744	AB	1755	2020	143	154	13.9	14.70	2.230	3.88	+55 1598	NV		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
77	13239+5456	STF1744	AC	1831	2020	72	73	720.0	715.50	2.230	4.01		NV		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
78	13239+5456	SMR 4	AD	1913	2020	101	103	498.7	498.10	2.230	7.62		NU		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
79	13239+5456	SHY 247	AE	1991	1999	321	321	999.9	999.90	2.230	6.88		NV		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
80	13239+5456	SHY 247	AF	1991	1999	359	359	999.9	999.90	2.230	9.86		NV		13 23 55.42	+54 55 31.5	13 23 55.42	+54 55 31.5
81	17146+1423	CHR 139	Aa,Ab	1986	1991	86	231	0.2	0.20	3.480	--	+14 3207	NX		17 14 38.86	+14 23 24.9	17 14 38.86	+14 23 24.9
82	17146+1423	STF2140	AB	1777	2020	117	103	9.0	4.70	3.480	5.40		NO		17 14 38.86	+14 23 24.9	17 14 38.86	+14 23 24.9
83	17146+1423	AGC 16	AC	1888	2020	336	296	23.5	16.60	3.480	15.50	+14 3207	NU		17 14 38.86	+14 23 24.9	17 14 38.86	+14 23 24.9
84	17146+1423	STF2140	AD	1878	2002	39	39	85.4	79.20	3.480	11.10	+14 3207	NU		17 14 38.86	+14 23 24.9	17 14 38.86	+14 23 24.9
85	18443+3940	STFA 37	BC	1903	2011	173	172	210.6	210.90	6.100	5.25		N		18 44 20.30	+39 40 14.4	18 44 20.30	+39 40 14.4
86	18443+3940	STFA 37	BD	1903	2021	173	171	212.2	212.50	6.100	5.38		NV		18 44 20.30	+39 40 14.4	18 44 20.30	+39 40 14.4
87	18443+3940	STFA 37	BI	1872	2015	136	137	145.5	151.30	6.100	10.12		N		18 44 20.30	+39 40 14.4	18 44 20.30	+39 40 14.4
88	18443+3940	STF2382	AB	1777	2022	45	342	4.0	2.10	5.150	6.10	+39 3509	NO		18 44 20.34	+39 40 12.4	18 44 20.34	+39 40 12.4
89	18443+3940	STFA 37	AB,CD	1830	2021	173	172	207.3	209.40	4.670	4.56		NZ		18 44 20.34	+39 40 12.4	18 44 20.34	+39 40 12.4
90	18443+3940	STFA 37	AD	1903	2021	172	172	209.0	208.20	5.150	5.38		N		18 44 20.34	+39 40 12.4	18 44 20.34	+39 40 12.4
91	18443+3940	STFA 37	AI	1863	2021	135	137	145.4	150.40	5.150	10.12	+39 3512	N		18 44 20.34	+39 40 12.4	18 44 20.34	+39 40 12.4
92	19307+2758	BNU 10	Aa,Ab	1978	1995	163	160	0.1	0.00	3.370	5.00	+27 3410	N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
93	19307+2758	MCA 55	Aa,Ac	1976	2022	186	40	0.4	0.30	3.370	5.16	+27 3410	NO		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
94	19307+2758	STFA 43	AB	1755	2022	58	54	34.2	34.60	3.190	4.68		NS		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
95	19307+2758	WAL 114	AC	1944	2022	340	341	50.0	65.20	3.190	10.99		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
96	19307+2758	CTT 17	AD	1894	2022	33	32	107.9	108.20	3.190	12.24		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
97	19307+2758	CTT 18	AE	1894	2022	207	206	76.6	75.30	3.190	11.81		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
98	19307+2758	SMR 34	AF	1998	2022	45	45	58.4	59.10	3.190	12.00		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
99	19307+2758	SMR 34	AG	1998	2022	45	45	161.6	162.80	3.190	12.50		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
100	19307+2758	SMR 34	AH	1998	2022	119	117	54.0	54.50	3.190	12.50		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
101	19307+2758	SMR 34	AI	1998	2022	132	131	37.5	37.50	3.190	12.50		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
102	19307+2758	SMR 34	AJ	1991	2022	210	132	139.7	146.30	3.190	10.00		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
103	19307+2758	SMR 34	AK	1998	2022	277	277	142.8	141.90	3.190	11.50		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
104	19307+2758	SMR 34	AL	2012	2012	269	269	12.0	12.00	3.190	11.50		N		19 30 43.29	+27 57 34.9	19 30 43.29	+27 57 34.9
105	19307+2758	RBR 12	Ba,Bb	-1	-1	-1	-1	-1.0	-1.00	5.100	9.20	+27 3411	NX		19 30 45.40	+27 57 55.0	19 30 45.40	+27 57 55.0