Datasets:
ZTFID stringlengths 12 12 | IAUID stringlengths 1 11 | RA float64 0.02 360 | Dec float64 -26 87.6 | peakt float64 243 3.1k | peakfilt stringclasses 2
values | peakmag float64 12.4 19 | peakabs stringclasses 601
values | duration stringlengths 1 9 | rise stringlengths 1 8 | fade stringlengths 1 8 | type stringclasses 35
values | redshift stringlengths 1 7 | b float64 -87.92 88.6 | A_V float64 0.01 1 | legacysurvey dict | desi dict | ps1 dict | wise dict | gaia dict | lightcurve_yse dict | _healpix_29 int64 143,192B 3,458,104,366B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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ZTF22abggmae | SN2022uta | 43.93875 | 2.282056 | 1,844.94 | g | 17.4791 | -19.31 | >16.014 | >4.04 | 11.974 | SN Ia | 0.046 | -48.027999 | 0.244 | {
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ZTF23abtdizt | SN2023zop | 44.412125 | 2.740056 | 2,307.7 | r | 17.3805 | -17.53 | 31.184 | 15.064 | 16.12 | SN IIb | 0.02 | -47.370279 | 0.277 | {
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ZTF20absvwdh | SN2020rke | 45.990292 | 3.457972 | 1,086.95 | r | 18.9021 | -18.61 | 24.713 | 8.093 | 16.62 | SN Ia | 0.06678 | -45.761107 | 0.227 | null | null | {
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ZTF19acgcdas | SN2019sys | 45.355458 | 4.239333 | 784.88 | r | 18.5212 | -19.26 | 35.121 | 15.263 | 19.858 | SN Ia | 0.07 | -45.633321 | 0.426 | {
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... | null | null | null | 1,086,553,213,088,149 |
ZTF24aaymouy | SN2024rai | 44.643 | 4.29625 | 2,534.98 | r | 18.7046 | -19.15 | 24.546 | 8.581 | 15.965 | SN Ia | 0.07 | -46.074595 | 0.514 | {
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ZTF24abrumcf | AT2024abbx | 48.649042 | 3.742 | 2,654.67 | r | 18.7557 | -19.79 | 62.45 | 24.011 | 38.439 | SN IIn | 0.1045 | -43.680229 | 0.288 | {
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ZTF21ackqbow | SN2021addd | 48.742625 | 4.9075 | 1,532.85 | r | 17.8491 | -18.51 | >19.063 | 11.053 | >8.01 | SN Ia | 0.03739 | -42.799021 | 0.373 | {
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ZTF20actskcf | SN2020abfa | 46.835875 | 4.3905 | 1,194.75 | r | 16.8758 | -18.98 | 23.98 | 11.62 | 12.36 | SN Ia | 0.02802 | -44.504433 | 0.532 | {
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ZTF20aaepcdr | AT2020sb | 46.136625 | 4.886139 | 867.63 | r | 18.6548 | - | 33.645 | 15.197 | 18.448 | - | - | -44.62872 | 0.475 | {
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ZTF19acdigzw | SN2019sjz | 47.626917 | 5.228583 | 777.79 | r | 18.7881 | - | >34.303 | 7.343 | >26.96 | - | - | -43.354046 | 0.626 | {
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ZTF20abvquuo | SN2020sai | 48.345167 | 6.635 | 1,095.94 | r | 18.1833 | -17.92 | 25.128 | 10.068 | 15.06 | SN Ib | 0.03 | -41.846817 | 0.651 | null | null | {
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... | null | null | 2,206,952,781,053,190 |
ZTF20acaxbqi | AT2020tyj | 46.8525 | 5.782361 | 1,125.82 | r | 18.9016 | - | 22.922 | 12.355 | 10.567 | - | - | -43.487658 | 0.584 | null | null | {
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ZTF24abhbvwm | SN2024vgp | 47.780833 | 6.632944 | 2,577.96 | r | 18.4538 | -19.64 | 24.685 | 10.905 | 13.78 | SN Ia | 0.068 | -42.235559 | 0.884 | null | null | {
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ZTF20abwzqzo | SN2020sbw | 41.513792 | 3.329889 | 1,104.92 | r | 17.8478 | -17.23 | 17.637 | 8.984 | 8.653 | SN IIb | 0.02303 | -48.867022 | 0.105 | null | null | {
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ZTF22abggmuu | SN2022uqd | 41.650542 | 4.922167 | 1,856.89 | r | 18.618 | -19.45 | >28.435 | >15.98 | 12.455 | SN Ia | 0.08492 | -47.558573 | 0.258 | {
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ZTF24abnldrb | SN2024wuj | 39.584833 | 4.723167 | 2,600.84 | g | 18.4769 | -19.33 | >8.994 | >0 | >8.994 | SN Ia | 0.0747 | -48.996219 | 0.199 | {
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ZTF22abmxzxm | SN2022xoz | 42.606708 | 5.793778 | 1,879.86 | r | 17.7913 | -18.57 | 20.288 | 11.637 | 8.651 | SN Ia | 0.038 | -46.28025 | 0.333 | {
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ZTF25absfedk | AT2025yei | 41.261583 | 5.953139 | 2,948.92 | r | 18.6016 | - | >27.278 | >9.06 | 18.218 | - | - | -46.999378 | 0.224 | {
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ZTF20acowpur | SN2020yzw | 44.869667 | 5.022139 | 1,167.84 | r | 18.4895 | -19.00 | 29.81 | 10.213 | 19.597 | SN Ia | 0.063 | -45.385941 | 0.358 | {
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ZTF23aabsgut | AT2023bel | 45.040542 | 5.712722 | 1,978.64 | g | 17.4851 | - | >16.02 | >0 | >16.02 | - | - | -44.759115 | 0.304 | {
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ZTF22aazjqtu | SN2022quh | 46.172792 | 5.989333 | 1,811.98 | r | 18.7296 | -17.13 | >31.052 | >13.05 | 18.002 | SN II | 0.03 | -43.797018 | 0.357 | null | null | {
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ZTF21aaaekui | AT2021mb | 44.772792 | 7.30625 | 1,226.65 | r | 18.7506 | - | 36.729 | 14.879 | 21.85 | - | - | -43.736417 | 0.554 | {
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ZTF25aabotnk | SN2025kx | 42.650625 | 7.4665 | 2,695.72 | r | 18.1941 | -19.30 | >32.254 | >7.95 | 24.304 | SN Ia | 0.06 | -44.956187 | 0.488 | {
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ZTF24aacjcwl | SN2024ajy | 44.385625 | 8.09675 | 2,341.67 | r | 18.521 | -17.22 | 19.126 | 11.75 | 7.376 | SN Ic | 0.0268 | -43.38055 | 0.504 | null | null | {
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ZTF19acjdwqv | SN2019toi | 49.806958 | 7.586278 | 797.83 | r | 18.2554 | -19.00 | 20.625 | 11.274 | 9.351 | SN Ia | 0.049 | -40.153804 | 0.745 | {
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ZTF21abqvzjy | SN2021uth | 52.262167 | 9.290694 | 1,438.98 | r | 17.0686 | -20.02 | >20.032 | >9.03 | 11.002 | SN II | 0.047 | -37.233104 | 0.647 | {
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ZTF22abqtsog | AT2022zfo | 51.649417 | 9.183972 | 1,889.75 | g | 18.8779 | - | >16 | >1.99 | >14.01 | - | - | -37.736335 | 0.737 | null | null | {
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ZTF21abuffew | SN2021wev | 47.989333 | 7.88975 | 1,452.98 | g | 18.968 | -19.64 | 23.356 | 9.424 | 13.932 | SN Ia | 0.07 | -41.177539 | 0.986 | null | null | {
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ZTF23aaanpwh | AT2023yf | 48.980542 | 9.160694 | 1,981.68 | r | 18.6963 | - | >38.493 | >16.01 | 22.483 | - | - | -39.579167 | 0.872 | null | null | {
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ZTF22abpyder | SN2022yog | 47.325333 | 10.117528 | 1,889.78 | r | 18.4897 | -17.11 | 24.009 | 11.247 | 12.762 | SN Iax | 0.023 | -39.959794 | 0.741 | null | null | {
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ZTF25abpduad | AT2025xaj | 47.486583 | 10.922528 | 2,935 | r | 18.7798 | - | >24.894 | >10.02 | 14.874 | - | - | -39.247684 | 0.874 | null | null | {
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ZTF24aayfivu | SN2024qys | 40.64025 | 6.57425 | 2,526.9 | r | 18.1732 | -18.33 | >10.07 | >1.99 | >8.08 | SN Ia | 0.04 | -46.888163 | 0.371 | {
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ZTF24abdwowb | AT2024ubx | 41.836458 | 7.248083 | 2,572.8 | r | 18.8983 | - | >26.88 | >19.86 | >7.02 | - | - | -45.628645 | 0.416 | {
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ZTF22abjhhla | AT2022wox | 40.194083 | 7.542528 | 1,865.88 | r | 18.8515 | - | 25.888 | 13.937 | 11.951 | - | - | -46.378808 | 0.268 | null | null | null | null | null | null | 9,490,484,688,795,180 |
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ZTF21acecpxo | AT2021zrm | 43.903458 | 8.912083 | 1,498.87 | r | 18.8466 | - | 35.633 | 19.299 | 16.334 | - | - | -43.052569 | 0.673 | null | null | {
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ZTF24abfmniy | SN2024uqg | 43.831167 | 8.82725 | 2,576.91 | r | 16.665 | -19.16 | 22.921 | 14.121 | 8.8 | SN Ia | 0.0267 | -43.163439 | 0.62 | null | null | {
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ZTF20acyntiu | SN2020adfb | 40.646 | 9.025028 | 1,218.68 | r | 18.92 | -19.87 | 27.842 | 15.844 | 11.998 | SN Ia | 0.11 | -44.917388 | 0.443 | {
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ZTF26aabezgc | AT2026mq | 41.119042 | 8.919056 | 3,061.7 | g | 18.9145 | - | >18.129 | >6.02 | 12.109 | - | - | -44.727571 | 0.524 | {
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ZTF25abhkdne | SN2025tgl | 40.184167 | 10.147583 | 2,904.92 | r | 17.8861 | -17.87 | 32.012 | 11.969 | 20.043 | SN II | 0.02675 | -44.264853 | 0.528 | {
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ZTF24abruaqt | AT2024aavr | 41.644167 | 11.454861 | 2,637.73 | g | 18.825 | - | 23.691 | 8.734 | 14.957 | - | - | -42.370525 | 0.441 | {
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ZTF21abxdact | SN2021xmj | 34.5875 | 10.138 | 1,465.97 | r | 18.858 | -17.52 | 26.883 | 6.043 | 20.84 | SN Ia | 0.04 | -47.187683 | 0.222 | {
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ZTF19abjpkdz | SN2019mbm | 38.996917 | 10.441972 | 703.95 | r | 18.9027 | -18.28 | >24.733 | 15.743 | >8.99 | SN Ia | 0.05643 | -44.676436 | 0.283 | null | null | {
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ZTF21abxdcmp | SN2021xoi | 39.183375 | 10.521222 | 1,469.9 | r | 18.7086 | -18.89 | 26.597 | 12.878 | 13.719 | SN Ia | 0.067 | -44.509116 | 0.322 | {
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ZTF24abisbqg | SN2024wal | 40.74775 | 11.957806 | 2,592.92 | r | 18.0554 | -19.06 | >38.407 | >16.01 | 22.397 | SN Ia | 0.053 | -42.460292 | 0.37 | {
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0.043... | {
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ZTF20abxfiev | SN2020sfs | 40.355125 | 13.339528 | 1,104.92 | r | 18.6205 | -19.36 | 24.928 | 10.982 | 13.946 | SN Ia | 0.08 | -41.525598 | 0.312 | {
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... | null | 13,332,697,093,846,238 |
ZTF20actfeym | SN2020aaue | 44.742208 | 9.964278 | 1,189.72 | r | 18.2364 | -19.39 | 24.546 | 9.56 | 14.986 | SN Ia | 0.05590 | -41.714184 | 0.836 | null | null | {
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... | null | null | 13,522,883,953,823,108 |
ZTF22abclcse | SN2022sfg | 44.682667 | 9.952 | 1,827.96 | r | 18.5287 | -19.32 | 37.651 | 12.473 | 25.178 | SN Ia | 0.062 | -41.760611 | 0.83 | null | null | {
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... | null | null | 13,546,296,235,447,028 |
ZTF24aacjjft | AT2024atm | 44.013458 | 11.280167 | 2,334.67 | r | 18.8404 | - | >0 | >0 | >0 | - | - | -41.126683 | 0.747 | null | null | {
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ZTF19acrenwk | SN2019uyw | 44.226625 | 13.16975 | 804.75 | r | 18.8151 | -19.20 | 28.289 | 8.741 | 19.548 | SN Ia | 0.078 | -39.497095 | 0.425 | null | null | {
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... | null | 14,513,180,341,908,624 |
ZTF20aclkcuu | SN2020xps | 44.391667 | 13.475389 | 1,156.91 | g | 18.5454 | -19.36 | 24.069 | 11.168 | 12.901 | SN Ia | 0.07 | -39.156161 | 0.402 | null | null | {
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ZTF21aagkhca | AT2021bjt | 44.306375 | 13.439889 | 1,248.69 | g | 18.6217 | - | 17.718 | 6.25 | 11.468 | - | - | -39.234343 | 0.401 | null | null | {
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ZTF22acalffo | SN2022aecx | 44.217917 | 13.100361 | 1,942.7 | r | 18.9288 | -18.84 | >32.4 | 5.47 | >26.93 | SN Ia | 0.07 | -39.557584 | 0.419 | null | null | {
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ZTF23abuitpw | SN2023abnc | 44.239875 | 13.265361 | 2,307.63 | g | 18.3999 | -19.60 | 21.268 | 5.713 | 15.555 | SN Ia | 0.072 | -39.412882 | 0.427 | null | null | {
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null
... | null | 14,537,162,586,298,948 |
ZTF24abbgjue | SN2024sil | 44.533708 | 13.234667 | 2,545.91 | r | 18.6205 | -19.30 | >21.106 | >7.01 | 14.096 | SN Ia | 0.075 | -39.265207 | 0.414 | null | null | {
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ZTF25acgvcde | AT2025aglx | 44.605167 | 13.455028 | 3,029.69 | r | 18.8837 | - | >29.769 | >8.04 | 21.729 | - | - | -39.047592 | 0.415 | null | null | {
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... | null | 14,530,612,102,878,526 |
ZTF19acswdgx | AT2019vap | 47.670542 | 14.522556 | 812.76 | r | 18.8283 | - | 27.254 | 8.691 | 18.563 | - | - | -36.371875 | 0.641 | null | null | {
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0.23... | null | null | null | 15,295,408,569,957,038 |
ZTF20acauthg | SN2020tqn | 47.241708 | 15.17325 | 1,123.85 | r | 18.4951 | -19.81 | 26.957 | 9.928 | 17.029 | SN Ia | 0.08 | -36.124443 | 0.699 | null | null | {
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ZTF20acqlfwb | SN2020zpx | 42.891417 | 13.021556 | 1,183.61 | r | 18.6353 | -19.46 | 23.638 | 11.515 | 12.123 | SN Ia | 0.08 | -40.387062 | 0.451 | {
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ZTF19acdgwhq | SN2017gcd | 44.03525 | 15.213056 | 785.79 | r | 17.7568 | -17.95 | 23.202 | 11.519 | 11.683 | SN Ia | 0.02859 | -37.960566 | 0.294 | null | null | {
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ZTF20aaivjce | SN2020bdf | 43.949292 | 15.100333 | 884.65 | r | 17.8628 | -18.29 | 16.166 | 9.889 | 6.277 | SN Ia | 0.035 | -38.100573 | 0.304 | null | null | {
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ZTF19abqmjdq | SN2019nxc | 41.12825 | 14.91825 | 723.99 | g | 18.4615 | -19.21 | 19.697 | 6.584 | 13.113 | SN Ia | 0.067 | -39.794369 | 0.286 | null | null | {
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ZTF20abylbuf | SN2020sme | 41.08675 | 14.921306 | 1,111.91 | r | 17.3042 | -19.47 | 27.519 | 10.917 | 16.602 | SN Ia | 0.0468 | -39.813837 | 0.281 | {
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ZTF19aadpidh | AT2019wy | 41.830708 | 15.465444 | 505.64 | r | 18.7569 | - | >46.998 | 4.998 | >42 | - | - | -38.964038 | 0.241 | {
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... | null | 16,765,602,195,792,278 |
ZTF24abeqqfe | AT2024ukl | 42.448125 | 15.98 | 2,565.94 | r | 18.7429 | - | 29.047 | 9.533 | 19.514 | - | - | -38.205718 | 0.296 | null | null | {
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17.051... | {
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ZTF19abxjrge | SN2019ply | 44.94575 | 15.296861 | 749.8 | r | 17.9117 | -17.28 | 23.288 | 9.202 | 14.086 | SN IIb | 0.02170 | -37.374968 | 0.397 | null | null | {
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ZTF25aabzcaj | AT2025po | 44.944292 | 15.190861 | 2,694.71 | r | 18.9164 | - | >13.93 | >1.96 | >11.97 | - | - | -37.460969 | 0.413 | null | null | null | null | null | null | 16,942,075,389,930,904 |
ZTF19adbpulv | SN2019yzi | 45.382875 | 16.681361 | 859.67 | r | 18.0184 | -18.07 | 20.727 | 10.576 | 10.151 | SN Ia | 0.03138 | -36.011074 | 0.511 | null | null | {
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ZTF23ablkbom | SN2023vpe | 46.528542 | 16.255389 | 2,259.84 | r | 17.3636 | -20.06 | 41.985 | 13.072 | 28.913 | SN Ia-SC | 0.06 | -35.693203 | 0.411 | null | null | {
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-999... | null | null | null | 17,197,069,975,578,988 |
ZTF20abqfgee | SN2020qts | 44.035833 | 16.177972 | 1,081 | r | 17.1514 | -18.58 | 20.836 | 11.406 | 9.43 | SN Ia | 0.028 | -37.175103 | 0.385 | null | null | {
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ZTF25aabzbve | SN2025tt | 42.841833 | 17.180611 | 2,706.65 | r | 18.1707 | -18.63 | 28.571 | 9.801 | 18.77 | SN Ic-BL | 0.045 | -36.998849 | 0.422 | {
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ZTF18adaimlf | SN2018kwt | 45.822458 | 18.531972 | 486.64 | r | 18.7368 | -19.21 | 32.01 | 13.792 | 18.218 | SN Ia | 0.0735 | -34.268464 | 0.496 | null | null | {
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ZTF19abqmpsr | SN2019oml | 45.084458 | 18.743611 | 726 | r | 17.2369 | -19.04 | 25.492 | 7.052 | 18.44 | SN Ia | 0.033 | -34.502442 | 0.603 | null | null | {
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],
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ZTF20aagprzh | AT2020agh | 61.271583 | 14.529556 | 885.65 | r | 18.9198 | - | >47.16 | 19.13 | >28.03 | - | - | -27.223058 | 0.914 | {
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0.031
]... | null | null | 19,521,778,339,471,416 |
ZTF19acgcxop | SN2019tak | 59.236583 | 15.749778 | 790.87 | r | 18.882 | -19.63 | 33.619 | 17.759 | 15.86 | SN Ia | 0.086 | -27.851785 | 0.76 | null | null | {
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-999,
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... | null | null | null | 20,102,439,322,621,896 |
ZTF23aavxtvg | SN2023olz | 54.792625 | 15.570417 | 2,174.97 | r | 16.4471 | -19.31 | 24.358 | 8.195 | 16.163 | SN Ia | 0.025 | -31.023532 | 0.716 | null | null | {
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-999,
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-999,
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-999,
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8.603
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"w4mpro": [
6.807
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0.024
],... | null | null | 20,827,442,678,231,690 |
ZTF24aayyqub | SN2024rki | 51.088458 | 14.135611 | 2,539.89 | r | 18.5009 | -19.29 | 23.596 | 11.54 | 12.056 | SN Ia | 0.06 | -34.513119 | 0.845 | null | null | null | null | null | null | 20,981,002,830,802,828 |
ZTF25abqplxi | AT2025xku | 55.525958 | 15.26325 | 2,949.95 | r | 18.2872 | - | 33.215 | 14.309 | 18.906 | - | - | -30.750012 | 0.906 | null | null | {
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],
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0.038
]... | null | null | 21,535,444,411,734,348 |
ZTF25abopkmq | SN2025wwp | 57.995667 | 17.805833 | 2,927.93 | r | 17.8425 | -18.32 | >10.99 | >2.98 | >8.01 | SN Ia | 0.02736 | -27.277936 | 0.958 | null | null | {
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null... | null | 21,919,021,669,860,290 |
ZTF21accwcrh | SN2021zco | 54.805458 | 15.984694 | 1,479.91 | r | 18.8092 | -17.42 | 29.769 | 5.745 | 24.024 | SN II | 0.03159 | -30.71621 | 0.657 | null | null | {
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19.456699,
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],
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0.058079999,
-999,... | null | null | null | 21,959,352,774,917,350 |
ZTF23aaawixk | SN2023asm | 55.288833 | 16.492194 | 1,984.67 | g | 18.0867 | -19.86 | 31.941 | 10.521 | 21.42 | SN Ia | 0.06 | -30.028718 | 0.719 | null | null | {
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-999,
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],
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-999,
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0.08865... | null | null | null | 21,987,392,737,355,764 |
ZTF24abtcetf | SN2024abnt | 55.189167 | 17.740972 | 2,640.76 | r | 17.9253 | -18.27 | >29.664 | >5.93 | 23.734 | SN Ia | 0.03312 | -29.190593 | 0.494 | null | null | {
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null
... | null | 22,199,508,255,797,524 |
ZTF20abqlmwn | SN2020rmk | 58.2335 | 19.325944 | 1,139.87 | r | 18.2677 | -17.67 | 70.789 | 45.766 | 25.023 | SN II | 0.025 | -26.043908 | 0.922 | null | null | {
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],
"iMeanKronMagErr": [... | null | null | null | 25,419,274,068,372,970 |
ZTF19adbsfpf | SN2019zrq | 62.159583 | 22.893278 | 852.67 | r | 18.7616 | -18.93 | 29.2 | 8.758 | 20.442 | SN Ia | 0.059 | -20.931854 | 0.77 | null | null | {
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0.087251536548137... | null | 26,774,895,013,835,150 |
ZTF24absoxlw | SN2024abbj | 51.970292 | 17.651278 | 2,640.76 | r | 18.4339 | -18.84 | >22.148 | >12.08 | 10.068 | SN Ia | 0.058 | -31.318016 | 0.318 | null | null | {
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"iMea... | null | null | null | 27,567,649,532,009,424 |
ZTF19acpgaet | SN2019ulu | 50.327833 | 18.155306 | 804.85 | r | 18.498 | -19.09 | 20.592 | 9.918 | 10.674 | SN Ia | 0.066 | -31.946338 | 0.355 | null | null | {
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19.600599,
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0.006914,
... | {
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14.509
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14.323
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11.187
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8.44
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null
... | null | 28,028,163,054,242,880 |
ZTF25acgdelc | SN2025afzm | 48.246708 | 17.695889 | 3,030.69 | g | 16.8608 | -19.10 | 27.659 | 9.415 | 18.244 | SN Ia | 0.03 | -33.547865 | 0.334 | null | null | {
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],
"iMea... | null | null | null | 29,305,442,355,279,576 |
ZTF21accwevc | AT2021zgv | 48.329875 | 18.295194 | 1,488.87 | g | 18.6705 | - | 25.893 | 10.843 | 15.05 | - | - | -33.027472 | 0.217 | null | null | null | null | null | null | 29,387,299,342,614,070 |
ZTF23abvtzdz | SN2023acbq | 48.328542 | 17.991056 | 2,321.68 | r | 17.567 | -18.58 | 25.226 | 8.635 | 16.591 | SN Ia | 0.035 | -33.267681 | 0.298 | null | null | {
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-999,
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],
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-999,
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],
"iMeanKronMagErr": [
... | null | null | null | 29,356,723,406,557,572 |
ZTF19aabhdko | AT2019na | 46.99 | 17.779944 | 510.72 | r | 18.6161 | - | 27.245 | 17.054 | 10.191 | - | - | -34.212841 | 0.406 | null | null | {
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"iMea... | null | null | null | 29,417,343,677,206,704 |
ZTF22abfyzir | SN2022uoq | 48.358792 | 19.789194 | 1,853 | r | 17.8555 | -19.36 | 22.334 | 11.18 | 11.154 | SN Ia | 0.053 | -31.829322 | 0.482 | null | null | {
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],
"iMea... | null | null | null | 29,759,010,088,747,496 |
ZTF19aczlcvh | AT2019wzt | 47.374375 | 19.747778 | 846.63 | r | 18.8916 | - | 26.06 | 12.111 | 13.949 | - | - | -32.420861 | 0.451 | null | null | {
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nul... | null | 29,965,104,784,394,664 |
ZTF19acghxoi | AT2019tjh | 51.474083 | 22.092667 | 789.79 | r | 18.6785 | - | 25.814 | 10.354 | 15.46 | - | - | -28.219049 | 0.617 | null | null | {
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21.0441,
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],
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... | null | null | null | 30,851,825,994,477,250 |
ZTF20acbgacu | AT2020tth | 57.879917 | 21.569222 | 1,124.83 | r | 18.9376 | - | 19.981 | 10.454 | 9.527 | - | - | -24.670937 | 0.487 | null | null | {
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],
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18.9195,
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],
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0.01559,
-999,... | {
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"0581p212_ac51-038267"
],
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],
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],
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],
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],
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],
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],
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10.686
],
"w4mpro": [
8.267
],
"w1sigmpro": [
0.037
],... | null | null | 31,840,470,043,732,004 |
ZTF20aamiwbp | SN2020cgd | 58.026292 | 22.605722 | 899.63 | r | 18.9001 | -19.40 | >27.985 | 11.995 | >15.99 | SN Ia | 0.085 | -23.828261 | 0.532 | null | null | {
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... | null | null | null | 32,039,149,216,063,000 |
TDABench ZTF BTS HATS Catalog Collection
TODO: Add description. ZTF BTS crossmatched with multiple optical catalogs
Access the catalog
We recommend the use of the LSDB Python framework to access HATS catalogs.
LSDB can be installed via pip install lsdb or conda install conda-forge::lsdb,
see more details in the docs.
The following code provides a minimal example of opening this catalog:
import lsdb
# Full sky coverage.
catalog = lsdb.open_catalog("hf://datasets/hombit/ztf-bts-xmatch")
# One-degree cone.
catalog = lsdb.open_catalog(
"hf://datasets/hombit/ztf-bts-xmatch",
search_filter=lsdb.ConeSearch(ra=135.0, dec=1.0, radius_arcsec=3600.0),
)
Each catalog in this collection is represented as a separate Apache Parquet dataset and can be accessed with a variety of tools, including pandas, pyarrow, dask, Spark, DuckDB.
File structure
This catalog is represented by the following files and directories:
collection.properties— textual metadata file describing the HATS collection of catalogsbts-xmatch— main HATS catalog directorydataset/— Apache Parquet dataset directory for the main catalog- ... parquet metadata and data files in sub directories ...
hats.properties— textual metadata file describing the main HATS catalogpartition_info.csv— CSV file with a list of catalog HEALPix tiles (catalog partitions)skymap.fits— HEALPix skymap FITS file with row-counts per HEALPix tile of fixed order 8
bts-xmatch_5arcs/— default margin catalog to ensure data completeness in cross-matching, the margin threshold is 5.0 arcseconds- ... margin catalog files and directories ...
Catalog metadata
Metadata of the main HATS catalog, excluding margins and indexes:
| Number of rows | Number of columns | Number of partitions | Size on disk | HATS Builder |
|---|---|---|---|---|
| 10,311 | 21 | 12 | 5.2 MiB | lsdb v0.8.3.dev10+g8d9bf935a, hats v0.8.3.dev4+gc987c6081 |
Catalog columns
The main HATS catalog contains the following columns:
| Name | ZTFID |
IAUID |
RA |
Dec |
peakt |
peakfilt |
peakmag |
peakabs |
duration |
rise |
fade |
type |
redshift |
b |
A_V |
legacysurvey.FLUX_G |
legacysurvey.FLUX_IVAR_G |
legacysurvey.FLUX_R |
legacysurvey.FLUX_IVAR_R |
legacysurvey.FLUX_I |
legacysurvey.FLUX_IVAR_I |
legacysurvey.FLUX_Z |
legacysurvey.FLUX_IVAR_Z |
legacysurvey.RA |
legacysurvey.DEC |
legacysurvey._dist_arcsec |
desi.Z |
desi.ZERR |
desi.TARGET_RA |
desi.TARGET_DEC |
desi._dist_arcsec |
ps1.objID |
ps1.gMeanKronMag |
ps1.gMeanKronMagErr |
ps1.rMeanKronMag |
ps1.rMeanKronMagErr |
ps1.iMeanKronMag |
ps1.iMeanKronMagErr |
ps1.zMeanKronMag |
ps1.zMeanKronMagErr |
ps1.raMean |
ps1.decMean |
ps1._dist_arcsec |
wise.source_id |
wise.ra |
wise.dec |
wise.sigra |
wise.sigdec |
wise.w1mpro |
wise.w2mpro |
wise.w3mpro |
wise.w4mpro |
wise.w1sigmpro |
wise.w2sigmpro |
wise.w3sigmpro |
wise.w4sigmpro |
wise.w1rchi2 |
wise.w2rchi2 |
wise.pmra |
wise.pmdec |
wise.sigpmra |
wise.sigpmdec |
wise._dist_arcsec |
gaia.source_id |
gaia.ra |
gaia.ra_error |
gaia.dec |
gaia.dec_error |
gaia.parallax |
gaia.parallax_error |
gaia.pm |
gaia.pmra |
gaia.pmra_error |
gaia.pmdec |
gaia.pmdec_error |
gaia.phot_g_mean_mag |
gaia.phot_bp_mean_mag |
gaia.phot_rp_mean_mag |
gaia.phot_g_n_obs |
gaia.phot_bp_n_obs |
gaia.phot_rp_n_obs |
gaia.ruwe |
gaia.phot_bp_rp_excess_factor |
gaia._dist_arcsec |
lightcurve_yse.band |
lightcurve_yse.time |
lightcurve_yse.flux |
lightcurve_yse.flux_err |
_healpix_29 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Data Type | string | string | double | double | double | string | double | string | string | string | string | string | string | double | double | list[float] | list[float] | list[float] | list[float] | list[float] | list[float] | list[float] | list[float] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[int64] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[string] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[double] | list[int64] | list[double] | list[float] | list[double] | list[float] | list[double] | list[float] | list[float] | list[double] | list[float] | list[double] | list[float] | list[float] | list[float] | list[float] | list[int16] | list[int16] | list[int16] | list[float] | list[float] | list[double] | list[string] | list[float] | list[float] | list[float] | int64 |
| Nested? | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | legacysurvey | desi | desi | desi | desi | desi | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | ps1 | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | wise | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | gaia | lightcurve_yse | lightcurve_yse | lightcurve_yse | lightcurve_yse | — |
| Value count | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 10,311 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 15,291 | 10,488 | 10,488 | 10,488 | 10,488 | 10,488 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 27,004 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,779 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 10,736 | 37,404 | 37,404 | 37,404 | 37,404 | 10,311 |
| Null count | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 4,997 (32.68%) | 8,498 (81.03%) | 8,498 (81.03%) | 8,498 (81.03%) | 8,498 (81.03%) | 8,498 (81.03%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 324 (1.2%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,981 (36.93%) | 3,987 (36.99%) | 3,982 (36.94%) | 3,985 (36.97%) | 4,224 (39.19%) | 5,704 (52.92%) | 8,029 (74.49%) | 3,981 (36.93%) | 3,981 (36.93%) | 4,653 (43.17%) | 4,653 (43.17%) | 4,653 (43.17%) | 4,653 (43.17%) | 3,981 (36.93%) | 6,462 (60.19%) | 6,462 (60.19%) | 6,462 (60.19%) | 6,462 (60.19%) | 6,462 (60.19%) | 9,663 (90.01%) | 9,663 (90.01%) | 9,663 (90.01%) | 9,663 (90.01%) | 9,663 (90.01%) | 9,663 (90.01%) | 9,663 (90.01%) | 6,463 (60.2%) | 6,564 (61.14%) | 6,564 (61.14%) | 6,462 (60.19%) | 6,462 (60.19%) | 6,462 (60.19%) | 9,663 (90.01%) | 6,567 (61.17%) | 6,462 (60.19%) | 10,112 (27.03%) | 10,112 (27.03%) | 10,112 (27.03%) | 10,112 (27.03%) | 0 |
| Example row | ZTF20aamamnp | SN2020chy | 134.6 | 0.8746 | 912.7 | r | 18.19 | -18.59 | >30.957 | 27.957 | >3 | SN II | 0.05 | 28.38 | 0.117 | [4.43, 8.375] | [498.8, 406.4] | [7.023, 9.683] | [1090, 901.1] | [27.86, 7.153] | [33.03, 30.16] | [6.372, 10.08] | [77.27, 62.95] | [134.6, 134.6] | [0.8746, 0.8749] | [0.2641, 2.791] | [0.05257, 0.05258] | [2.163e-06, 2.523e-06] | [134.6, 134.6] | [0.8748, 0.8748] | [2.158, 2.158] | [109041346198869889, … (2 total)] | [-999, 19.92] | [-999, 0.03071] | [-999, 19.75] | [-999, 0.0336] | [-999, 19.61] | [-999, 0.04087] | [-999, 19.82] | [-999, 0.1627] | [134.6, 134.6] | [0.8745, 0.8749] | [1.494, 2.64] | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | NULL | 288376908209446373 |
| Minimum value | ZTF17aaaeqms | - | 0.022458333333333327 | -25.999722222222225 | 242.77 | g | 12.3536 | - | 0.37 | 0.1 | 0.007 | - | - | -87.92203974 | 0.013 | -3.081191062927246 | -0.0 | -3.4032485485076904 | -0.0 | -3.2418203353881836 | -0.0 | -87.85713958740234 | -0.0 | 0.04430972837066446 | -26.000302466888822 | 0.004148989161447769 | -0.0005067818744003752 | 2.232146096148817e-46 | 0.20064713590971137 | -18.66921481199038 | 0.010703883633065594 | 76792081881949511 | -999.0 | -999.0 | -999.0 | -999.0 | -999.0 | -999.0 | -999.0 | -999.0 | 0.02383356 | -26.00068401 | 0.003955150845134975 | 0000m016_ac51-029488 | 0.0442934 | -25.9998638 | 0.028 | 0.028 | 9.179 | 9.2 | 5.316 | 2.625 | 0.02 | 0.019 | 0.013 | 0.017 | 0.131899998 | 0.694899976 | -14480.0 | -8096.0 | 23.0 | 21.0 | 0.0035825245576887156 | 2501251514749568 | 0.0443097283706644 | 0.013420764356851578 | -25.93428134785104 | 0.016233133152127266 | -4.883082044539901 | 0.01960456371307373 | 0.008168714120984077 | -35.376237166059994 | 0.01787719875574112 | -89.35417563581815 | 0.018549596890807152 | 14.898463249206543 | 14.514415740966797 | 13.233046531677246 | 0 | 0 | 0 | 0.8511307239532471 | 0.7823514938354492 | 0.007729945139568186 | g | -99.0 | -0.0 | -0.0 | 143192440943693 |
| Maximum value | ZTF26aahaota | TDE2025vjw | 359.9986666666666 | 87.58288888888889 | 3100.73 | r | 18.9999 | -8.319 | >99.92 | >995.19 | >99.85 | other | 0.519 | 88.64173172 | 0.996 | 17303.630859375 | 50353.82421875 | 36839.953125 | 30548.02734375 | 53510.83203125 | 11080.3564453125 | 68277.2734375 | 3507.349609375 | 359.95419757342427 | 35.04721559263847 | 4.999486778371973 | 3.097628040362812 | 0.0006964030178023236 | 359.6346246423098 | 78.51981906052832 | 4.998662782812608 | 213100167606560312 | 22.6077 | 0.33216101 | 22.866899 | 0.331487 | 22.941799 | 0.33266199 | 21.984501 | 0.33296901 | 359.99827034 | 87.58360585 | 4.999883924313265 | 3584p196_ac51-030760 | 359.9542415 | 87.3676466 | 1.0061 | 0.9319 | 18.391 | 18.243 | 13.77 | 10.173 | 0.485 | 0.541 | 0.542 | 0.543 | 132.399994 | 88.5500031 | 12546.0 | 27743.0 | 119156.0 | 133566.0 | 4.9987902268421935 | 6916208724631057280 | 359.84358930399 | 84.42621612548828 | 86.6580379811182 | 86.92155456542969 | 11.310966899246418 | 2.7759177684783936 | 147.4905242919922 | 117.342600395897 | 2.3149471282958984 | 41.15871263638486 | 2.8277323246002197 | 22.59518051147461 | 23.108583450317383 | 21.12615394592285 | 1494 | 179 | 177 | 7.945959568023682 | 160.05691528320312 | 4.999788131348823 | z | 59563.58984375 | 601750.9375 | 7551.6748046875 | 3458104365984812325 |
"Nested" indicates whether the column is stored as a nested field inside another "struct" column.
"Value count" may be different from the total number of rows for nested columns: each nested element is counted as a single value. "Null count" also refers to "elementary" values, not to rows.
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