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wds_id
large_stringlengths
10
10
discoverer_code
large_stringlengths
7
7
components
large_stringclasses
706 values
first_observation_year
int64
-1
2.03k
last_observation_year
int64
-1
2.03k
n_observations
int64
0
2.06k
position_angle_first
int64
-1
359
position_angle_last
int64
-1
639
separation_first_arcsec
float64
-1
1,000
separation_last_arcsec
float64
-1
1,000
magnitude_primary
float64
-1.47
24.1
⌀
magnitude_secondary
float64
0
31.1
⌀
spectral_type
large_stringlengths
1
9
⌀
ra_deg
float64
0
360
dec_deg
float64
-89.88
89.7
00000+0044
SKF1115
null
2,001
2,015
3
33
30
0.8
1
17.8
17.8
M1
359.999375
0.72575
00000+3852
BU 860
null
1,881
2,016
15
107
107
6.7
6.6
6.62
11.4
B9
0.005
38.859278
00000+4004
ES 2543
AB
1,931
2,015
6
252
253
4.8
4.4
12.1
13.1
null
0.01525
40.088722
00000+4004
ES 2543
AC
1,931
2,015
5
69
66
20
14.4
12.1
14.1
null
0.01525
40.088722
00000+7530
A 1248
null
1,904
1,982
5
246
235
0.8
0.6
10.27
11.5
A7IV
0.027667
75.483278
00000-0530
OCC 622
null
1,982
1,982
0
-1
-1
0.1
0.1
9.5
9.7
G5
0.000333
-5.494361
00001+0022
SKF1060
null
2,001
2,015
4
187
184
2.1
2.2
20.1
21.9
M3
0.013125
0.35925
00001+0638
SLW9012
null
2,005
2,005
2
29
29
4.2
4.2
17.3
23.7
M0+M6
0.014125
6.617083
00001+2329
SLW9018
null
2,009
2,016
5
91
92
2.1
2.1
16.7
17.1
M1+M1
0.033167
23.489806
00001+3617
GII 75
null
2,013
2,022
5
220
220
1
1
10.9
11.8
null
0.028375
36.283
00001+5400
ES 704
null
1,908
2,021
10
119
116
5.5
4.3
9.5
11.5
null
0.0285
54.000056
00001+7727
LOC 122
null
2,000
2,016
6
249
249
8.2
8.1
14.1
16.6
null
0.034667
77.443611
00001-0122
CLZ 1
null
1,994
2,016
9
347
347
6.2
6.2
12.3
16.4
null
0.015917
-1.373444
00001-2432
UC 301
null
1,954
2,015
5
283
283
46.9
47
10.49
12.99
null
0.0215
-24.529167
00001-5700
KPP4401
null
2,015
2,016
4
145
145
2.5
2.5
14.2
16.8
null
0.020583
-56.994306
00002+0014
SKF1061
null
2,001
2,016
5
174
173
1.4
1.4
17.3
18
M0
0.054167
0.234694
00002+0146
WEI 45
null
1,879
2,018
27
89
82
1.8
1.8
10.09
10.52
G0
0.050583
1.771444
00002+2855
TVB 17
null
1,906
2,016
8
320
322
11.7
11.9
12.51
12.42
null
0.041792
28.909056
00002+3613
TDS1236
null
1,991
2,015
6
345
334
0.8
0.5
11.79
11.88
null
0.047708
36.224028
00002+4119
TDS1235
AB
1,991
2,016
3
105
68
0.5
1.7
10.27
10.67
K2
0.044542
41.324694
00002+4119
FYM 352
AC
1,999
2,015
4
260
261
16.6
16.5
10.3
13.2
null
0.044542
41.324694
00002-0021
ITF 44
null
1,951
2,015
6
16
31
3.9
3.9
13
15.8
G1V+K5V
0.043292
-0.343778
00002-0309
SLN 48
null
2,006
2,015
3
265
265
6.1
6.1
20
20.2
null
0.048458
-3.142194
00002-2519
COO 273
null
1,910
2,023
15
10
11
9
8.4
10.13
10.2
G
0.040458
-25.324806
00002-3623
LDS5152
null
1,960
2,015
9
7
7
85
84.2
18.5
18.5
null
0.083333
-36.39675
00003+0800
UC 302
null
1,955
2,015
9
130
130
51.4
51.4
7.68
14.41
K2
0.066375
8.007222
00003+1642
HJ 318
null
1,954
2,016
13
63
61
28.6
25.9
9.56
12.88
G5
0.057375
16.682389
00003+5651
CTT 1
null
1,906
2,015
14
90
93
49.4
46.1
8.59
11.39
A2
0.085042
56.853167
00003+6024
TDS1237
null
1,991
1,991
1
217
217
1.8
1.8
11.98
12.17
null
0.074208
60.399528
00003+6557
MLR 280
null
1,971
2,016
10
8
9
1.1
1.5
8.57
10.9
F
0.078208
65.944694
00003-0257
DVG 8
null
1,893
2,024
9
351
356
7
7.6
9.7
11.2
null
0.069708
-2.947806
00003-0654
LDS6079
null
1,954
2,015
11
1
1
155.7
159.3
17.9
18.2
null
0.100875
-6.910083
00003-0941
RST4137
null
1,937
2,016
5
41
43
0.7
1
10.9
11.5
null
0.067958
-9.691139
00003-4118
SKF1140
null
1,964
2,016
9
290
290
17.4
17.3
9.3
18
G5V
0.085917
-41.297806
00003-4417
I 1477
null
1,926
2,022
33
261
183
0.5
0.2
6.8
7.56
G3IV
0.079583
-44.290556
00004+0830
BU 732
AB
1,878
2,017
17
152
153
6.1
6
10.05
12.2
K0
0.106208
8.502194
00004+0830
BU 732
AC
1,897
2,016
15
143
142
152.2
153.1
10.05
8.47
F2
0.106208
8.502194
00004+2430
SKF1062
null
2,004
2,016
3
128
126
1.5
1.4
14.9
15.8
K:+M0
0.110208
24.492
00004+2749
TDS1238
null
1,991
2,016
6
84
88
1
0.8
11.7
11.71
null
0.097625
27.811333
00004+3549
CRB 23
null
1,954
2,016
14
155
155
37.4
37.2
12.9
15.6
null
0.097208
35.811333
00004+5044
HJ 1923
null
1,828
2,015
16
276
279
6
11.5
11.65
12.14
null
0.098458
50.738972
00004+6026
STI1248
null
1,898
2,019
19
43
48
12.9
12.4
10.37
10.78
K
0.10325
60.425333
00004+7139
KPP 45
null
1,999
2,016
5
110
110
4.9
4.9
13.6
14.3
null
0.1035
71.645917
00004+7305
HJ 3231
AB
1,831
2,015
9
278
282
8
23.4
11.11
14
null
0.093417
73.08225
00004+7305
HJ 3231
AC
1,831
2,018
14
301
296
25
44.9
11.11
11.86
null
0.093417
73.08225
00004-0902
LDS6080
null
1,954
2,016
12
262
261
15.7
16
16.9
17.8
null
0.106792
-9.044556
00004-1052
SKF 496
null
1,954
2,016
6
16
16
16
16.1
18.9
20.1
DA5
0.093917
-10.861722
00004-4711
HDS 1
null
1,991
2,021
3
332
333
0.2
0.2
10.97
11.75
F0V
0.105333
-47.179583
00005+2031
COU 444
AB
1,968
2,016
8
39
40
3.9
4.3
10.1
13.4
F2
0.131083
20.5085
00005+2820
SLW9015
null
2,003
2,016
4
119
120
1.9
1.9
16.8
16.8
MO+M0
0.131333
28.32875
00005+3114
COU 645
null
1,970
2,015
5
150
150
4.7
4.9
8.12
13.9
K0
0.113792
31.225944
00005+4556
TDS1239
null
1,991
1,991
1
126
126
0.6
0.6
11.93
12.12
null
0.135875
45.939833
00005+4917
HU 700
null
1,902
2,016
7
341
339
4.7
4.7
9.6
14.5
A0
0.119083
49.288194
00005+4941
KPP1057
null
1,995
2,016
11
31
32
8.2
8.4
12.1
14.4
null
0.128333
49.682611
00005+5457
STI3076
null
1,907
2,015
10
270
277
6
8.4
11.5
13
null
0.126125
54.956028
00005+5515
KPP4402
null
2,015
2,016
3
18
18
2
2
11.9
12.4
null
0.115625
55.25825
00005+5609
STI3078
null
1,906
2,015
12
189
194
12.1
13.7
12.5
12.7
null
0.13675
56.159667
00005+5700
STI3077
null
1,917
2,015
10
116
116
6.7
6
13.5
13.4
null
0.129375
57.014333
00005+5902
STI3079
AB
1,910
2,015
9
123
124
14.4
14.3
13.9
13.9
null
0.135792
59.044333
00005+5902
MRI 51
AC
1,999
2,015
7
333
332
5.5
5.5
12.3
14.3
null
0.135792
59.044333
00005+6713
HJ 1924
null
1,828
2,016
19
225
225
6
8
10.83
11.05
B
0.121958
67.216778
00005+7822
HEI 901
null
1,978
1,995
3
145
146
0.2
0.2
11.7
11.8
null
0.131417
78.347583
00005-0124
ITF 164
null
1,951
2,017
3
209
210
3.3
3.3
14.8
18.6
G4V+M0V
0.135792
-1.398917
00005-0342
LDS6081
null
1,954
2,015
13
134
135
61.9
61
16
17.9
K:+M2
0.128708
-3.70225
00005-0916
GWP 1
null
1,954
2,016
12
63
63
7.7
7.4
15.5
17
null
0.113792
-9.266306
00005-7212
B 1902
null
1,931
2,016
8
244
242
2.8
2.8
9.82
11.95
G6/G8V:
0.134
-72.202722
00006+2101
AZC 1
null
1,954
2,016
9
342
342
14.1
14.3
13.3
18.7
null
0.154333
21.012917
00006+4539
UC 303
null
1,951
2,015
11
311
311
52.2
52.2
13.13
15.85
null
0.141333
45.657694
00006+5552
MRI 52
null
1,999
2,016
5
216
215
3.9
4
15.1
15.6
null
0.141917
55.870444
00006-2916
TDS1240
null
1,991
1,991
1
288
288
0.6
0.6
11.54
12.12
null
0.1475
-29.263444
00006-5238
FIN 294
null
1,930
2,016
4
27
29
0.6
0.8
9.48
10.43
K1/K2III+
0.145375
-52.637028
00006-5306
HJ 5437
null
1,836
2,019
30
296
340
2.5
1.4
6.55
9.85
G0/2IV
0.143125
-53.097722
00006-6641
GLI 289
null
1,851
2,021
21
270
274
2.3
3
7.69
9.17
G2IV/V
0.158875
-66.683194
00007+0013
RST5178
null
1,943
2,016
3
332
332
2.7
2.5
8.1
13.5
K0
0.162833
0.222944
00007+1745
SLW9016
null
2,008
2,015
3
31
31
1.7
1.6
18
19.3
K5+K7
0.148458
17.745444
00007+2434
TDS1244
null
1,991
1,991
1
236
236
2.3
2.3
12.23
12.36
null
0.174708
24.573556
00007+5417
TDS1243
null
1,991
1,991
1
109
109
0.5
0.5
11.04
11.05
null
0.176417
54.283111
00007+5600
TDS1242
null
1,991
1,991
1
359
359
0.5
0.5
11.29
11.41
null
0.164125
56.003667
00007+5614
TDS1241
null
1,991
1,991
1
236
236
0.6
0.6
11.31
11.62
null
0.16425
56.24075
00007+6103
STI1249
AB
1,913
2,015
9
263
258
11.4
21.5
10.08
12.33
null
0.178208
61.05725
00007+6103
NVL 8
AC
1,954
2,016
13
220
221
20.5
20.6
10.1
14.3
null
0.178208
61.05725
00007-0601
TDS1245
null
1,991
1,991
1
356
356
0.5
0.5
10.82
11.15
null
0.175917
-6.014972
00007-1216
SKF 137
null
1,998
2,016
4
353
355
2.5
2.7
15
17
M:
0.164458
-12.264694
00007-1410
KPP 46
null
1,998
2,016
5
74
75
3.4
3.4
14.1
14.1
null
0.177208
-14.169944
00007-1640
LDS5153
null
1,960
2,016
7
280
293
4
3.7
15.57
15.7
null
0.201417
-16.664111
00007-3044
LDS2069
null
1,954
2,015
5
324
352
7
6.3
15.7
18
null
0.177333
-30.723639
00007-5450
KPP2838
AB
2,015
2,016
2
322
322
3.8
3.8
11.23
16.12
null
0.187125
-54.830528
00007-5450
TOI 129
AC
1,999
2,015
2
162
162
73.6
73.6
10.6
18.6
null
0.187125
-54.830528
00008+0630
GWP 2
null
1,955
2,016
10
290
290
8.8
10.1
13.1
15.7
null
0.187667
6.4955
00008+1259
CVR 301
null
1,949
2,016
9
194
194
28.3
28.2
17.1
17.2
M2+M2
0.194333
12.990222
00008+1659
BAG 18
null
2,001
2,022
13
37
325
0.5
0.7
8.79
12.6
K0
0.200375
16.988194
00008+3647
ES 221
null
1,904
2,021
30
234
234
14.8
15.5
8.35
10.31
G5
0.207042
36.780111
00008+5016
TDS1246
null
1,991
2,015
2
209
200
0.6
0.5
11.28
11.62
null
0.204208
50.273944
00008-3244
I 1478
null
1,925
2,008
8
323
329
0.4
0.4
9.79
9.81
K2III
0.2085
-32.736
00009+5915
STI3081
null
1,906
2,015
8
80
87
6.1
4.6
11.2
12.5
null
0.213833
59.255222
00009+6023
MRI 4
null
1,954
2,015
10
0
359
21.3
21.4
12.09
12.44
K4V+K6V
0.214833
60.385167
00009-0118
ITF 70
null
1,951
2,016
3
317
321
2.7
2.3
12.8
13.4
G8V+G9V
0.212625
-1.299972
00009-0908
GRV1157
null
1,954
2,016
9
276
276
19.4
19.2
19
20.4
DC+M
0.226583
-9.135444
00009-1739
RST3339
null
1,935
2,016
6
66
66
1.2
1.2
10.6
10.8
null
0.218708
-17.647889
00009-2025
DON1056
null
1,929
2,016
5
29
34
0.7
0.9
10
13
A2V
0.230542
-20.424
End of preview. Expand in Data Studio

Washington Double Star Catalog

A youthful globular star cluster observed by the Hubble Space Telescope

Credit: NASA/ESA/Hubble

Part of a dataset collection on Hugging Face.

Dataset description

The Washington Double Star Catalog (WDS) is the world reference catalog for visual double and multiple star systems, maintained by the US Naval Observatory.

Double stars are essential for determining stellar masses -- the most fundamental property of a star -- and for testing stellar evolution models. The WDS traces its lineage back to Sherburne Wesley Burnham's catalog of 1906 and has been continuously maintained at the US Naval Observatory for over a century, incorporating astrometric measurements from visual micrometry, speckle interferometry, adaptive optics, long-baseline optical interferometry, and space-based observations (Hipparcos, Gaia).

The catalog includes both gravitationally bound physical pairs (true binaries) and optical doubles -- chance alignments of unrelated stars along the same line of sight. Distinguishing between the two requires common proper motion analysis or, ideally, measurement of orbital curvature over a sufficient arc of the orbit.

For physical binaries with well-determined orbits, the combination of angular separation, orbital period, and parallax yields dynamical masses through Kepler's third law. These direct mass measurements are the gold standard for calibrating the mass-luminosity relation and testing stellar structure models across spectral types from O-type supergiants to late M-dwarfs. The position angle and separation measurements recorded at the first and last epochs encode information about orbital motion: systems showing significant changes in these quantities over the observing baseline are strong candidates for orbit determination.

The WDS encompasses an enormous diversity of systems, from pairs separated by fractions of an arcsecond -- resolvable only by interferometric techniques -- to wide common proper motion companions separated by arcminutes or more. Wide binaries (separations > 1000 AU) are particularly interesting as probes of the Galactic gravitational potential.

This dataset is suitable for tabular classification, tabular regression tasks.

Schema

Column Type Description Sample Null %
wds_id str WDS designation in format 'HHMMM+DDMMM' encoding the J2000 position (e.g. '00055+5258'); the standard identifier for double stars in this catalog 00000+0044 0.0%
discoverer_code str Standard WDS discoverer code + sequence number (e.g. 'STF2272' = Struve discovery #2272); identifies the original survey or observer SKF1115 0.0%
components str Component pair designation (e.g. 'AB' = primary+secondary, 'AC' = primary+tertiary); systems may have multiple entries for different pairs AB 73.0%
first_observation_year int64 Year of the earliest published observation of this pair (fractional year, e.g. 1889.0) 2001 0.0%
last_observation_year int64 Year of the most recent published observation (fractional year); span indicates how long the pair has been monitored 2015 0.0%
n_observations int64 Total number of published position-angle/separation measurements for this pair 3 0.0%
position_angle_first int64 Position angle of secondary relative to primary at epoch of first observation (degrees, 0-359, measured East from North); change over time may reveal orbital motion 33 0.0%
position_angle_last int64 Position angle at epoch of last observation (degrees, 0-359); compare with position_angle_first to detect orbital motion 30 0.0%
separation_first_arcsec float64 Angular separation between primary and secondary at first observation (arcseconds); decreasing separation may indicate an inclined orbit 0.8 0.0%
separation_last_arcsec float64 Angular separation at last observation (arcseconds); null if only one observation exists 1.0 0.0%
magnitude_primary float64 Visual (V-band) magnitude of the primary star; null if not measured 17.8 0.1%
magnitude_secondary float64 Visual (V-band) magnitude of the secondary star; null if not measured; difference = magnitude contrast 17.8 1.1%
spectral_type str MK spectral type of the primary component (e.g. 'G2V', 'K0III'); null if not cataloged M1 53.1%
ra_deg float64 Right ascension of the primary star, ICRS J2000.0 (degrees, 0-360) 359.999375 0.0%
dec_deg float64 Declination of the primary star, ICRS J2000.0 (degrees, -90 to +90) 0.7257499999999999 0.0%

Quick stats

  • 157,371 double/multiple star systems
  • Observations spanning -1 to 2025
  • 157,371 with measured separation
  • 73,828 with spectral type

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/wds-double-stars", split="train")
df = ds.to_pandas()
from datasets import load_dataset

ds = load_dataset("juliensimon/wds-double-stars", split="train")
df = ds.to_pandas()

# Systems with large separation change (orbital motion)
has_both = df.dropna(subset=["separation_first_arcsec", "separation_last_arcsec"])
has_both["sep_change"] = abs(has_both["separation_last_arcsec"] - has_both["separation_first_arcsec"])
movers = has_both.nlargest(20, "sep_change")
print(movers[["wds_id", "separation_first_arcsec", "separation_last_arcsec", "sep_change"]])

# Separation distribution
import matplotlib.pyplot as plt
df["separation_last_arcsec"].dropna().clip(upper=100).hist(bins=100)
plt.xlabel("Separation (arcsec)")
plt.ylabel("Count")
plt.title("WDS Angular Separation Distribution")
plt.show()

Data source

https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=B/wds/wds

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About the author

Created by Julien Simon — AI Operating Partner at Fortino Capital. Part of the Space Datasets collection.

Citation

@dataset{wds_double_stars,
  title = {Washington Double Star Catalog},
  author = {juliensimon},
  year = {2026},
  url = {https://huggingface.co/datasets/juliensimon/wds-double-stars},
  publisher = {Hugging Face}
}

License

CC-BY-4.0

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