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objid
int64
glxid
int64
plate
int64
mjd
int64
fiber_id
int64
ra
float64
dec
float64
redshift
float64
chi2_r
float64
log_mstar
float64
log_mstar_err
float64
log_sfr_sed
float64
log_sfr_sed_err
float64
a_fuv
float64
a_fuv_err
float64
a_b
float64
a_b_err
float64
a_v
float64
a_v_err
float64
flag_sed
int64
uv_survey
int64
flag_uv
int64
flag_midir
int64
flag_mgs
int64
log_ssfr
float64
is_star_forming
bool
uv_survey_name
string
1,237,665,096,855,322,600
3,055,659,499,327,063,000
1,947
53,431
4
148.76068
28.39961
0.1154
0.48
10.676
0.029
-0.846
0.641
1.794
0.747
0.298
0.143
0.205
0.102
0
2
1
0
1
-11.522
false
GSWLC-M
1,237,654,879,125,832,000
2,429,483,229,262,122,000
583
52,055
216
213.54086
3.45822
0.1792
0.07
11.337
0.038
0.607
0.187
3.633
0.762
0.563
0.12
0.367
0.095
0
2
2
1
1
-10.73
true
GSWLC-M
1,237,667,323,790,229,800
null
2,221
53,792
471
175.56213
27.7215
0.2876
0.26
11.633
0.029
-0.496
0.756
2.235
0.98
0.369
0.151
0.249
0.103
0
1
0
0
0
-12.129
false
GSWLC-A
1,237,661,210,436,764,000
6,374,786,052,526,181,000
1,290
52,734
43
224.49908
41.837837
0.0934
0.57
10.775
0.05
0.529
0.115
2.278
0.303
1.18
0.164
0.989
0.151
0
1
3
2
1
-10.246
true
GSWLC-A
1,237,657,770,708,828,400
3,802,201,506,305,811,500
902
52,409
192
146.78799
50.909118
0.1454
0.41
10.8
0.049
0.76
0.093
1.617
0.351
0.553
0.119
0.423
0.108
0
2
2
2
1
-10.04
true
GSWLC-M
1,237,661,950,267,294,000
6,378,586,023,765,478,000
1,707
53,885
368
214.71149
11.28879
0.0246
3.37
9.863
0.04
-0.283
0.081
1.372
0.253
0.556
0.11
0.437
0.091
0
1
3
1
1
-10.146
true
GSWLC-A
1,237,662,637,450,199,600
3,717,231,247,711,283,700
1,730
53,498
427
242.35874
8.458661
0.1015
1.56
10.706
0.031
-1.136
0.777
0.86
0.556
0.181
0.06
0.135
0.047
0
2
0
6
1
-11.842
false
GSWLC-M
1,237,661,972,801,978,600
3,866,166,694,964,632,600
1,797
54,507
339
198.43874
8.154618
0.1174
2.73
10.904
0.013
-1.42
0.639
1.568
0.418
0.216
0.028
0.14
0.02
0
2
2
1
1
-12.324
false
GSWLC-M
1,237,667,323,796,128,000
6,374,891,668,992,171,000
2,236
53,729
590
190.90265
27.891935
0.0831
1.8
10.8
0.025
0.064
0.292
3.255
0.661
0.43
0.073
0.27
0.046
0
1
0
7
1
-10.736
true
GSWLC-A
1,237,653,471,443,878,100
2,422,657,461,074,796,500
457
51,901
196
43.210108
-7.915026
0.0782
0.83
10.921
0.018
-1.276
0.272
0.501
0.36
0.101
0.04
0.076
0.031
0
2
2
6
1
-12.197
false
GSWLC-M
1,237,661,816,027,873,500
6,378,656,383,919,719,000
1,699
53,148
95
202.85849
11.092231
0.0818
0.05
10.296
0.083
0.23
0.138
3.235
0.735
0.995
0.223
0.736
0.208
0
1
2
1
1
-10.066
true
GSWLC-A
1,237,651,753,489,006,600
3,383,190,819,236,226,600
534
51,997
175
215.48506
1.939695
0.0777
0.92
10.326
0.062
0.577
0.056
1.372
0.13
0.287
0.075
0.192
0.059
0
3
3
7
1
-9.749
true
GSWLC-D
1,237,655,743,488,459,000
2,430,855,419,771,487,700
2,951
54,592
70
239.70401
3.962088
0.055
0.69
10.248
0.053
-0.197
0.215
3.64
0.792
0.985
0.16
0.718
0.155
0
2
2
2
1
-10.445
true
GSWLC-M
1,237,662,661,596,676,000
2,540,982,504,411,654,000
1,644
53,144
121
216.13378
34.770565
0.0762
0.29
10.232
0.035
0.075
0.104
1.378
0.192
0.574
0.125
0.458
0.116
0
3
3
2
1
-10.157
true
GSWLC-D
1,237,661,950,786,666,500
6,379,078,580,280,758,000
1,607
53,083
466
173.85863
12.950055
0.0753
0.07
10.417
0.043
0.344
0.077
1.908
0.272
0.385
0.109
0.259
0.086
0
1
3
2
1
-10.073
true
GSWLC-A
1,237,658,424,629,723,100
2,946,869,420,828,394,000
1,002
52,646
574
164.83629
7.77197
0.0856
0.7
10.692
0.044
0.928
0.082
2.649
0.204
0.825
0.137
0.602
0.111
0
2
3
2
1
-9.764
true
GSWLC-M
1,237,667,783,903,477,800
6,378,867,425,729,841,000
2,504
54,179
334
172.54235
22.870867
0.0696
0.23
10.656
0.069
0.324
0.201
3.353
0.717
1.207
0.181
0.934
0.2
0
1
2
2
1
-10.332
true
GSWLC-A
1,237,658,313,477,914,600
6,374,399,011,546,206,000
955
52,409
419
184.78237
61.228773
0.0709
0.66
10.731
0.038
-1.5
0.673
1.214
0.838
0.19
0.08
0.133
0.048
0
1
0
6
1
-12.231
false
GSWLC-A
1,237,667,227,682,079,000
null
4,422
55,533
810
23.997766
6.429453
0.2535
1.93
11.5
0.019
-1.03
0.681
1.875
0.501
0.301
0.072
0.2
0.05
0
1
0
0
0
-12.53
false
GSWLC-A
1,237,668,296,603,598,800
6,378,550,859,796,581,000
2,743
54,259
576
209.30256
17.078929
0.1503
null
null
null
null
null
null
null
null
null
null
null
1
1
3
2
1
null
false
GSWLC-A
1,237,666,407,916,109,800
2,913,901,664,179,073,000
400
51,820
113
24.1627
-0.029681
0.1562
1.02
10.927
0.019
-1.214
0.657
1.155
0.598
0.186
0.079
0.127
0.053
0
2
2
0
1
-12.141
false
GSWLC-M
1,237,662,238,541,873,400
3,085,144,003,137,507,000
1,233
52,734
367
188.94243
10.807063
0.1423
0.29
10.56
0.058
0.685
0.091
1.603
0.193
0.36
0.113
0.246
0.089
0
2
3
1
1
-9.875
true
GSWLC-M
1,237,658,205,047,226,600
3,186,967,575,962,587,000
969
52,442
464
180.94817
50.339623
0.0807
0.31
10.353
0.036
0.192
0.086
1.818
0.198
0.455
0.112
0.324
0.091
0
2
3
2
1
-10.161
true
GSWLC-M
1,237,661,948,642,525,200
6,378,902,657,346,569,000
1,611
53,147
50
181.72497
11.450731
0.1671
0.09
10.8
0.08
1.187
0.079
2.361
0.389
0.845
0.171
0.639
0.161
0
1
2
2
1
-9.613
true
GSWLC-A
1,237,652,630,715,891,700
6,380,345,265,994,335,000
658
52,146
587
15.492045
-9.408667
0.1552
0.05
11.006
0.038
-1.246
0.801
1.819
0.745
0.306
0.079
0.209
0.054
0
1
0
6
1
-12.252
false
GSWLC-A
1,237,654,881,272,660,200
2,935,364,131,155,351,000
582
52,045
568
212.1707
5.278424
0.1322
0.11
11.186
0.025
0.745
0.116
2.262
0.235
0.73
0.121
0.554
0.108
0
2
3
2
1
-10.441
true
GSWLC-M
1,237,661,418,747,592,700
null
1,322
52,791
539
206.83513
56.615117
0.1709
0.3
11.344
0.039
-1.111
0.718
1.649
0.985
0.299
0.084
0.212
0.055
0
2
0
6
1
-12.455
false
GSWLC-M
1,237,661,385,997,615,400
6,374,610,152,140,573,000
1,329
52,767
275
223.9615
49.583778
0.0911
0.83
10.434
0.053
0.453
0.107
2.722
0.443
0.7
0.165
0.495
0.137
0
1
3
2
1
-9.981
true
GSWLC-A
1,237,667,729,661,100,300
6,377,811,946,106,782,000
2,428
53,801
240
130.61521
12.638549
0.1265
0.44
10.29
0.073
0.76
0.081
1.637
0.268
0.445
0.131
0.315
0.106
0
1
3
1
0
-9.53
true
GSWLC-A
1,237,668,271,901,246,000
3,870,599,925,847,828,500
2,756
54,508
166
209.13142
18.237459
0.0632
0.13
10.424
0.036
-0.091
0.15
2.651
0.705
0.496
0.11
0.34
0.104
0
2
2
7
1
-10.515
true
GSWLC-M
1,237,665,331,455,852,500
3,083,068,125,184,271,000
1,990
53,472
514
165.67734
31.902782
0.075
0.6
10.705
0.038
0.196
0.187
2.904
0.442
0.99
0.177
0.763
0.161
0
3
3
7
1
-10.509
true
GSWLC-D
1,237,664,852,037,534,000
6,379,254,499,991,619,000
2,146
54,230
620
224.97098
29.31591
0.2035
3
11.553
0.011
-1.356
0.509
0.789
0.3
0.137
0.024
0.096
0.02
0
1
0
6
1
-12.909
false
GSWLC-A
1,237,658,203,962,737,000
6,373,941,615,784,888,000
941
52,709
256
146.63097
42.403403
0.1389
0.24
10.702
0.048
0.548
0.091
1.541
0.296
0.654
0.122
0.525
0.112
0
1
3
2
1
-10.154
true
GSWLC-A
1,237,661,435,382,005,800
2,606,390,252,124,777,500
1,451
53,117
414
184.60968
48.2922
0.09
0.29
10.593
0.024
0.366
0.076
1.185
0.205
0.401
0.126
0.306
0.105
0
3
3
1
1
-10.227
true
GSWLC-D
1,237,648,721,754,587,400
2,412,031,780,706,062,000
268
51,633
595
150.25716
0.214598
0.0917
0.47
10.832
0.049
0.849
0.095
2.227
0.249
0.707
0.199
0.521
0.167
0
2
3
1
1
-9.983
true
GSWLC-M
1,237,655,498,128,097,500
3,830,313,819,806,110,700
912
52,427
146
204.92533
-2.8144
0.095
2.25
11.216
0.029
0.176
0.128
1.42
0.615
0.353
0.132
0.268
0.112
0
2
2
7
1
-11.04
false
GSWLC-M
1,237,648,721,245,569,300
2,936,208,556,085,486,600
303
51,615
155
213.86419
-0.185201
0.1814
0.53
11.272
0.033
0.878
0.09
1.601
0.22
0.547
0.163
0.42
0.14
0
2
3
1
1
-10.394
true
GSWLC-M
1,237,654,881,274,953,700
2,429,659,151,120,468,000
585
52,027
405
217.3384
5.043583
0.1493
0.48
11.18
0.038
-0.847
0.749
1.939
0.872
0.298
0.138
0.199
0.092
0
2
0
0
1
-12.027
false
GSWLC-M
1,237,671,260,672,688,400
3,806,599,553,018,239,500
2,592
54,178
101
158.48295
15.304655
0.0843
1.04
10.797
0.065
-0.148
0.218
2.597
0.562
1.131
0.145
0.946
0.153
0
2
2
7
1
-10.945
true
GSWLC-M
1,237,652,899,698,311,400
6,377,319,315,504,371,000
462
51,909
121
55.365654
-7.16142
0.1401
0.18
11.071
0.052
-0.222
0.631
1.903
0.859
0.383
0.11
0.277
0.091
0
1
0
6
1
-11.293
false
GSWLC-A
1,237,667,915,420,008,400
6,378,726,720,451,645,000
2,611
54,477
310
184.1568
19.91049
0.1282
0.25
10.617
0.037
-0.582
0.612
1.517
0.718
0.298
0.08
0.217
0.071
0
1
0
6
1
-11.199
false
GSWLC-A
1,237,660,583,369,834,800
3,803,749,618,879,043,000
1,236
52,751
181
150.6572
7.705636
0.1738
0.02
11.183
0.037
0.623
0.1
1.799
0.456
0.493
0.128
0.37
0.114
0
2
2
1
1
-10.56
true
GSWLC-M
1,237,667,288,886,870,000
null
2,354
53,799
153
158.43353
29.783603
0.1534
0.18
11.009
0.03
-0.787
0.887
2.487
0.923
0.444
0.136
0.305
0.095
0
2
0
0
1
-11.796
false
GSWLC-M
1,237,665,532,247,998,500
6,378,550,829,731,811,000
2,124
53,770
418
212.22201
25.256042
0.0296
0.23
9.869
0.031
-0.431
0.094
1.879
0.305
0.537
0.109
0.395
0.093
0
1
3
2
1
-10.3
true
GSWLC-A
1,237,651,821,633,274,000
2,602,449,602,450,818,000
582
52,045
282
210.57236
3.680789
0.0762
0.29
10.17
0.049
0.183
0.059
1.581
0.139
0.291
0.073
0.192
0.055
0
3
3
2
1
-9.987
true
GSWLC-D
1,237,651,273,512,649,000
2,425,894,423,306,962,000
495
51,988
477
193.83553
67.795328
0.1005
0.54
10.328
0.039
0.155
0.092
0.881
0.302
0.337
0.14
0.268
0.12
0
2
2
1
1
-10.173
true
GSWLC-M
1,237,665,355,618,451,700
6,371,443,620,929,606,000
1,684
53,239
265
245.25878
31.75567
0.0211
0.52
9.344
0.042
-0.608
0.049
1.235
0.138
0.241
0.064
0.161
0.049
0
1
3
2
1
-9.952
true
GSWLC-A
1,237,678,617,974,800,600
3,785,383,376,449,441,300
802
52,289
511
45.976486
1.056977
0.127
12.35
9.948
0.042
0.22
0.072
1.064
0.188
0.207
0.078
0.138
0.059
0
2
3
1
0
-9.728
true
GSWLC-M
1,237,661,358,609,072,000
3,852,374,421,105,812,000
1,358
52,994
418
155.29947
44.373438
0.0693
1.01
10.434
0.043
0.153
0.092
2.31
0.405
0.804
0.14
0.615
0.124
0
2
2
2
1
-10.281
true
GSWLC-M
1,237,658,298,994,327,800
6,382,667,427,036,007,000
996
52,641
183
151.97189
6.053012
0.097
0.63
10.569
0.033
0.091
0.121
1.495
0.379
0.468
0.179
0.359
0.156
0
1
3
1
1
-10.478
true
GSWLC-A
1,237,658,492,814,950,700
6,379,078,627,525,396,000
1,225
52,760
36
177.10423
10.04577
0.2198
0.08
11.355
0.06
0.354
0.496
2.422
0.976
0.559
0.116
0.413
0.112
0
1
0
6
1
-11.001
false
GSWLC-A
1,237,662,531,137,438,000
3,870,248,082,126,936,600
1,777
53,857
609
208.62771
14.82878
0.1275
1.75
10.9
0.027
-1.33
0.84
1.575
0.626
0.253
0.09
0.171
0.062
0
2
0
0
1
-12.23
false
GSWLC-M
1,237,661,385,994,666,000
2,534,578,948,691,477,500
1,326
52,764
304
214.24617
52.730503
0.0742
1.58
10.735
0.029
-0.058
0.235
4.079
0.677
0.608
0.12
0.391
0.075
0
3
2
0
1
-10.793
true
GSWLC-D
1,237,651,753,470,132,200
2,949,508,248,934,289,400
512
51,992
108
172.42258
2.032205
0.0744
0.57
10.386
0.032
-0.318
0.119
1.683
0.543
0.427
0.092
0.32
0.082
0
2
2
1
1
-10.704
true
GSWLC-M
1,237,668,590,799,290,600
6,378,726,788,099,473,000
2,601
54,144
360
191.06198
17.971092
0.0707
0.7
9.795
0.054
0.157
0.058
0.991
0.192
0.314
0.093
0.234
0.079
0
1
3
2
1
-9.638
true
GSWLC-A
1,237,660,635,990,589,400
3,849,031,905,757,371,000
1,214
52,731
638
143.23128
39.439266
0.1592
0.8
11.126
0.074
1.221
0.116
2.12
0.403
0.932
0.195
0.746
0.177
0
2
2
2
1
-9.905
true
GSWLC-M
1,237,664,285,636,559,000
3,716,316,454,036,971,500
1,738
53,051
22
136.42863
9.586845
0.1244
1.76
10.954
0.028
-1.125
0.824
1.703
0.658
0.282
0.102
0.193
0.071
0
2
0
0
1
-12.079
false
GSWLC-M
1,237,668,271,911,273,000
null
2,768
54,265
386
232.55184
13.79509
0.0833
0.82
10.679
0.025
-1.692
0.821
1.297
0.671
0.21
0.1
0.142
0.069
0
1
0
0
1
-12.371
false
GSWLC-A
1,237,662,224,615,800,800
2,539,962,157,621,053,000
1,644
53,144
19
217.37587
34.956566
0.0776
0.68
10.961
0.013
-0.411
0.051
1.695
0.351
0.23
0.031
0.155
0.025
0
3
2
6
1
-11.372
false
GSWLC-D
1,237,661,967,430,844,700
3,156,075,697,268,595,000
1,452
53,112
544
187.34311
42.671216
0.049
0.84
10.219
0.059
0.553
0.09
3.498
0.233
1.512
0.193
1.182
0.182
0
2
3
2
1
-9.666
true
GSWLC-M
1,237,666,407,379,960,000
2,914,147,954,785,786,000
401
51,788
144
25.833163
-0.519599
0.0825
0.64
10.567
0.031
0.189
0.145
1.828
0.297
0.46
0.106
0.329
0.086
0
3
3
1
1
-10.378
true
GSWLC-D
1,237,661,852,003,139,800
null
1,367
53,083
388
174.79056
45.276269
0.1406
0.83
11.23
0.018
-1.31
0.757
1.542
0.595
0.253
0.072
0.171
0.05
0
1
0
0
1
-12.54
false
GSWLC-A
1,237,678,907,327,053,800
null
4,667
55,868
404
17.721417
10.339705
0.1231
0.68
11.429
0.044
-0.601
0.804
1.887
0.791
0.42
0.09
0.309
0.07
0
1
0
1
0
-12.03
false
GSWLC-A
1,237,651,191,362,945,300
6,373,624,965,026,024,000
453
51,915
520
146.56587
59.337132
0.1158
0.39
10.767
0.029
-0.093
0.166
1.162
0.364
0.216
0.073
0.155
0.064
0
1
3
6
1
-10.86
true
GSWLC-A
1,237,668,623,546,515,700
null
5,383
56,013
782
178.27401
16.939078
0.1642
1.4
11.377
0.044
-1.285
0.646
2.865
1.244
0.445
0.107
0.298
0.064
0
2
0
1
0
-12.662
false
GSWLC-M
1,237,665,098,995,335,400
3,718,849,728,827,361,300
2,084
53,360
529
130.64868
22.953278
0.1134
28.01
11.171
0.044
-1.647
0.778
3.161
0.569
0.854
0.136
0.626
0.095
0
2
0
6
1
-12.818
false
GSWLC-M
1,237,680,269,350,863,400
null
5,028
55,836
298
330.95251
17.699203
0.2089
2.53
11.302
0.021
-1.334
0.685
1.81
0.545
0.291
0.074
0.194
0.05
0
2
0
0
0
-12.636
false
GSWLC-M
1,237,665,372,795,437,300
6,375,665,661,828,403,000
2,168
53,886
547
237.48871
20.849164
0.0961
0.08
10.554
0.039
0.431
0.087
2.228
0.316
0.444
0.103
0.299
0.085
0
1
3
2
1
-10.123
true
GSWLC-A
1,237,652,935,103,349,800
null
634
52,164
434
309.37536
-5.657877
0.0989
0.63
10.713
0.026
-1.522
0.83
1.522
0.718
0.25
0.107
0.169
0.074
0
2
0
0
1
-12.235
false
GSWLC-M
1,237,662,341,091,230,200
null
1,570
53,149
171
250.1982
21.48477
0.1523
0.9
11.338
0.021
-1.168
0.684
1.141
0.617
0.22
0.045
0.159
0.034
0
2
0
1
1
-12.506
false
GSWLC-M
1,237,661,069,784,514,800
2,508,999,910,317,100,500
5,323
55,957
270
148.44686
12.259558
0.1328
2.91
11.11
0.033
0.052
0.318
2.702
0.989
0.369
0.169
0.24
0.11
0
3
3
0
0
-11.058
false
GSWLC-D
1,237,667,781,218,140,200
2,487,783,733,811,225,600
2,496
54,178
201
170.39162
20.62885
0.1549
0.83
11.096
0.023
0.387
0.1
1.239
0.394
0.25
0.087
0.179
0.073
0
2
2
6
1
-10.709
true
GSWLC-M
1,237,660,670,351,245,600
3,164,660,684,058,263,600
1,306
52,996
277
146.90718
9.909719
0.0475
1.11
9.62
0.052
-0.208
0.071
1.833
0.17
0.284
0.058
0.178
0.042
0
2
3
2
1
-9.828
true
GSWLC-M
1,237,661,388,151,849,200
6,371,267,622,833,492,000
1,335
52,824
634
242.66126
41.201609
0.1501
0.23
11.146
0.035
1.466
0.052
4.134
0.262
1.324
0.123
0.919
0.132
0
1
2
2
1
-9.68
true
GSWLC-A
1,237,665,180,059,566,300
null
2,134
53,876
552
218.47046
28.402069
0.0315
0.24
10.761
0.056
-0.174
0.479
2.692
0.732
0.955
0.11
0.755
0.108
0
1
0
7
1
-10.935
true
GSWLC-A
1,237,657,190,367,297,800
null
386
51,788
188
357.66437
-0.466919
0.1703
0.73
11.137
0.033
-0.722
0.642
1.579
0.762
0.233
0.121
0.156
0.08
0
3
0
0
1
-11.859
false
GSWLC-D
1,237,657,858,218,525,000
3,062,485,267,510,204,000
879
52,365
446
172.33426
53.012887
0.102
0.16
10.514
0.045
0.454
0.081
1.271
0.222
0.424
0.142
0.321
0.118
0
2
3
1
1
-10.06
true
GSWLC-M
1,237,662,301,364,158,700
6,374,610,195,090,246,000
1,676
53,147
253
223.34226
44.958233
0.1143
0.05
10.404
0.07
0.824
0.056
1.993
0.207
0.318
0.079
0.198
0.059
0
1
3
2
1
-9.58
true
GSWLC-A
1,237,664,880,491,168,000
3,851,741,102,408,211,000
1,952
53,378
509
152.65219
34.263873
0.1311
0.24
10.853
0.027
0.103
0.106
1.278
0.457
0.31
0.082
0.23
0.068
0
2
2
6
1
-10.75
true
GSWLC-M
1,237,661,383,307,690,200
3,191,435,991,217,865,700
1,593
52,991
224
141.60415
33.810632
0.0736
1.92
10.161
0.047
0.188
0.098
2.311
0.467
0.735
0.164
0.546
0.157
0
2
2
7
1
-9.973
true
GSWLC-M
1,237,651,272,959,328,500
2,419,983,448,796,044,000
440
51,885
537
124.30412
49.833006
0.0962
0.35
10.567
0.023
-2.217
0.551
1.085
0.542
0.192
0.087
0.131
0.06
0
2
2
0
1
-12.784
false
GSWLC-M
1,237,660,240,851,960,000
2,588,516,591,101,543,000
415
51,810
182
53.240818
0.003813
0.1967
0.28
11.408
0.024
-0.633
0.639
1.752
0.639
0.289
0.051
0.199
0.038
0
2
2
1
1
-12.041
false
GSWLC-M
1,237,659,329,236,959,500
6,374,961,994,785,624,000
1,168
52,731
240
236.18898
46.437975
0.0345
1.24
10.178
0.02
-2.513
0.811
1.428
0.496
0.212
0.068
0.139
0.045
0
1
0
6
1
-12.691
false
GSWLC-A
1,237,667,429,018,173,700
3,721,453,372,364,035,600
2,435
53,828
564
136.72861
18.095742
0.0284
3.72
9.229
0.037
-0.613
0.048
1.108
0.144
0.259
0.07
0.179
0.055
0
2
3
1
1
-9.842
true
GSWLC-M
1,237,667,429,563,892,000
6,387,874,645,385,677,000
2,349
53,734
101
157.26362
24.17558
0.17
0.24
11.058
0.055
1.145
0.074
1.654
0.205
0.345
0.093
0.233
0.073
0
1
3
7
1
-9.913
true
GSWLC-A
1,237,655,123,929,792,500
2,930,614,240,923,358,700
836
52,376
49
171.45826
3.772058
0.0747
0.28
9.562
0.09
0.376
0.067
1.431
0.175
0.368
0.105
0.255
0.082
0
2
3
2
0
-9.186
true
GSWLC-M
1,237,658,425,170,067,700
2,487,959,655,671,660,500
1,619
53,084
331
172.93621
8.582192
0.0835
3.89
10.701
0.068
0.259
0.132
2.901
0.683
1.127
0.222
0.89
0.193
0
2
2
7
1
-10.442
true
GSWLC-M
1,237,665,329,307,254,800
6,478,887,797,337,885,000
1,981
53,463
101
163.16904
29.947401
0.0356
0.71
9.439
0.068
-0.403
0.091
2.337
0.218
0.535
0.11
0.363
0.086
0
2
3
2
1
-9.842
true
GSWLC-M
1,237,662,269,141,352,700
6,378,586,053,832,348,000
1,810
53,794
265
213.15155
7.827588
0.0568
0.23
10.988
0.029
0.517
0.127
2.63
0.307
0.763
0.129
0.564
0.117
0
1
3
2
1
-10.471
true
GSWLC-A
1,237,667,915,952,816,400
null
2,502
54,180
546
174.24394
20.09554
0.1189
2.51
10.684
0.037
-1.025
0.791
1.181
0.665
0.241
0.078
0.177
0.062
0
2
0
6
1
-11.709
false
GSWLC-M
1,237,668,584,356,381,000
6,381,893,316,089,222,000
2,483
53,852
281
162.49283
15.386806
0.0867
0.21
10.945
0.027
0.309
0.101
1.805
0.277
0.48
0.1
0.355
0.086
0
1
3
7
1
-10.636
true
GSWLC-A
1,237,655,370,902,012,200
6,374,434,196,994,132,000
784
52,327
582
201.45347
62.290356
0.1344
5.88
10.733
0.048
0.394
0.103
1.654
0.704
0.342
0.08
0.241
0.064
0
1
3
2
1
-10.339
true
GSWLC-A
1,237,668,298,738,106,600
6,378,867,488,006,866,000
2,515
54,180
462
178.10101
20.326209
0.0217
29.25
8.218
0.048
-0.609
0.005
0.835
0.001
0.213
0
0.151
0
0
1
3
0
1
-8.827
true
GSWLC-A
1,237,660,634,922,614,800
3,807,197,687,142,426,600
1,431
52,992
148
159.85954
44.076136
0.2597
1.44
11.662
0.04
1.089
0.086
1.835
0.262
0.923
0.113
0.781
0.1
0
2
2
7
1
-10.573
true
GSWLC-M
1,237,651,191,896,080,600
2,421,355,639,508,829,700
449
51,900
428
133.74701
54.18828
0.2995
6.2
11.673
0.015
0.471
0.078
0.945
0.163
0.168
0.032
0.12
0.023
0
3
2
0
0
-11.202
false
GSWLC-D
1,237,662,697,031,860,500
6,379,254,498,919,976,000
1,844
54,138
174
225.85247
29.800362
0.108
0.06
10.537
0.038
0.355
0.092
2.074
0.284
0.573
0.119
0.417
0.102
0
1
3
2
1
-10.182
true
GSWLC-A
1,237,665,126,938,312,700
null
2,093
53,818
166
198.51937
33.064082
0.1214
3.61
10.81
0.031
-1.545
0.76
1.706
0.804
0.3
0.124
0.206
0.086
0
1
0
0
1
-12.355
false
GSWLC-A
1,237,651,754,532,471,000
2,927,025,434,970,298,400
477
52,026
618
146.33012
2.526569
0.1299
3.56
11.289
0.02
0.751
0.19
1.376
0.428
0.426
0.169
0.324
0.133
0
2
3
7
1
-10.538
true
GSWLC-M
1,237,648,704,053,444,900
2,936,208,556,085,484,000
303
51,615
195
213.65149
-0.406572
0.186
0.28
11.32
0.026
0.949
0.079
1.584
0.16
0.501
0.091
0.38
0.08
0
2
3
2
1
-10.371
true
GSWLC-M
1,237,667,736,123,998,200
null
2,650
54,505
444
196.17973
22.901189
0.1727
0.63
11.31
0.022
-0.772
0.661
1.105
0.66
0.198
0.046
0.145
0.033
0
1
0
6
1
-12.082
false
GSWLC-A
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GSWLC-2 Galaxy Properties

Part of the Astronomy Datasets collection on Hugging Face.

659,229 galaxies with physical properties derived from UV-to-infrared spectral energy distribution (SED) fitting. GSWLC-2 (GALEX-SDSS-WISE Legacy Catalog 2) combines ultraviolet photometry from GALEX, optical photometry from SDSS, and mid-infrared photometry from WISE to estimate stellar masses, star formation rates, and dust attenuation for galaxies at redshifts 0.01 < z < 0.30.

Dataset description

The GSWLC is the definitive catalog for physical properties of low-redshift galaxies, covering ~90% of the SDSS spectroscopic footprint. Version 2 (Salim et al. 2018) incorporates WISE mid-IR photometry to better constrain dust-obscured star formation. The "X" variant (GSWLC-X2) is the master catalog that selects the deepest available UV observation for each galaxy from the A (shallow), M (medium), and D (deep) sub-catalogs.

Physical properties are derived using the CIGALE SED fitting code with Bayesian estimation of stellar mass, star formation rate, and dust attenuation.

Quick stats

  • 659,229 galaxies in the catalog
  • 650,599 with valid stellar mass estimates
  • 650,599 with valid SFR estimates
  • 340,258 classified as star-forming (log sSFR > -11)
  • 310,341 classified as quiescent
  • Median stellar mass: 10^{10.81} solar masses
  • Median redshift: 0.1039

Schema

Column Type Description
objid int64 SDSS photometric object ID
glxid int64 GALEX photometric ID (null if no UV match)
plate int64 SDSS spectroscopic plate number
mjd int64 SDSS spectroscopic plate date (MJD)
fiber_id int64 SDSS spectroscopic fiber ID
ra float64 Right Ascension (J2000, degrees)
dec float64 Declination (J2000, degrees)
redshift float64 Spectroscopic redshift from SDSS
chi2_r float64 Reduced chi-squared of SED fit
log_mstar float64 Log stellar mass (solar masses)
log_mstar_err float64 Error on log stellar mass
log_sfr_sed float64 Log UV/optical SFR (solar masses/yr)
log_sfr_sed_err float64 Error on log SFR
a_fuv float64 Dust attenuation in rest-frame FUV (mag)
a_fuv_err float64 Error on A_FUV
a_b float64 Dust attenuation in rest-frame B band (mag)
a_b_err float64 Error on A_B
a_v float64 Dust attenuation in rest-frame V band (mag)
a_v_err float64 Error on A_V
flag_sed int64 SED fitting flag (0=OK, 1=broad-line, 2=chi2>30, 5=missing photometry)
uv_survey int64 UV survey depth (1=shallow/A, 2=medium/M, 3=deep/D)
flag_uv int64 UV detection flag (0=none, 1=FUV only, 2=NUV only, 3=both)
flag_midir int64 Mid-IR flag (0=none, 1=12um, 2=22um, 5=AGN-corrected)
flag_mgs int64 SDSS Main Galaxy Sample flag (0=no, 1=yes)
log_ssfr float64 Derived: log specific SFR (log SFR - log M*, yr^-1)
is_star_forming bool Derived: log sSFR > -11
uv_survey_name string Derived: human-readable UV survey name

Usage

from datasets import load_dataset

ds = load_dataset("juliensimon/gswlc-galaxy-properties", split="train")
df = ds.to_pandas()

# Star-forming galaxies
sf = df[df["is_star_forming"]]

# Massive quiescent galaxies
massive_quiescent = df[(df["log_mstar"] > 11) & (~df["is_star_forming"])]

# Star formation main sequence
import matplotlib.pyplot as plt
valid = df[df["log_sfr_sed"].notna() & df["log_mstar"].notna()]
plt.hexbin(valid["log_mstar"], valid["log_sfr_sed"], gridsize=100, mincnt=1)
plt.xlabel("log M* (Msun)")
plt.ylabel("log SFR (Msun/yr)")
plt.title("Star Formation Main Sequence")

# Dusty galaxies (high FUV attenuation)
dusty = df[df["a_fuv"] > 3.0]

# Cross-match with SDSS using objid

Data source

GSWLC-2 — Salim et al. (2016, 2018).

  • Salim et al. (2016), "GALEX-SDSS-WISE Legacy Catalog (GSWLC): Star Formation Rates, Stellar Masses, and Dust Attenuations of 700,000 Low-Redshift Galaxies", ApJS, 227, 2. arXiv:1610.00712
  • Salim et al. (2018), "Dust Attenuation Curves in the Local Universe: Demographics and New Laws for Star-forming Galaxies and High-redshift Analogs", ApJ, 859, 11. arXiv:1804.05850

Related datasets

Pipeline

Source code: juliensimon/space-datasets

Citation

@dataset{gswlc_galaxy_properties,
  author = {Simon, Julien},
  title = {GSWLC-2 Galaxy Properties},
  year = {2026},
  publisher = {Hugging Face},
  url = {https://huggingface.co/datasets/juliensimon/gswlc-galaxy-properties},
  note = {Based on GSWLC-2 data (Salim et al. 2016, ApJS 227, 2; Salim et al. 2018, ApJ 859, 11)}
}

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