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 |
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
- galaxy-zoo-2-morphology — Galaxy Zoo 2 visual morphological classifications
- open-ngc — NGC/IC galaxy and nebula catalog
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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