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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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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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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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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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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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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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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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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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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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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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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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} | 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 | {
"objID": [
129580483278799730,
129590483278711020
],
"gMeanKronMag": [
-999,
-999
],
"gMeanKronMagErr": [
-999,
-999
],
"rMeanKronMag": [
-999,
-999
],
"rMeanKronMagErr": [
-999,
-999
],
"iMeanKronMag": [
-999,
-999
],
"iMeanKronMagErr": [
-999,
-999
],
"zMeanKronMag": [
-999,
-999
],
"zMeanKronMagErr": [
-999,
-999
],
"raMean": [
48.32789632,
48.32787023
],
"decMean": [
17.99096576,
17.99208433
],
"_dist_arcsec": [
2.23317373534086,
4.359112246866591
]
} | 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 | {
"objID": [
129330469895317120,
129330469909635580,
129330469911285890
],
"gMeanKronMag": [
-999,
-999,
-999
],
"gMeanKronMagErr": [
-999,
-999,
-999
],
"rMeanKronMag": [
-999,
-999,
-999
],
"rMeanKronMagErr": [
-999,
-999,
-999
],
"iMeanKronMag": [
-999,
-999,
-999
],
"iMeanKronMagErr": [
-999,
-999,
-999
],
"zMeanKronMag": [
-999,
-999,
-999
],
"zMeanKronMagErr": [
-999,
-999,
-999
],
"raMean": [
46.98952283,
46.99095358,
46.99111817
],
"decMean": [
17.78049392,
17.7792246,
17.77947713
],
"_dist_arcsec": [
2.566834524914816,
4.171504149371497,
4.186080401215477
]
} | 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 | {
"objID": [
131740483585086610,
131740483589648660,
131740483584118740
],
"gMeanKronMag": [
-999,
-999,
-999
],
"gMeanKronMagErr": [
-999,
-999,
-999
],
"rMeanKronMag": [
-999,
-999,
-999
],
"rMeanKronMagErr": [
-999,
-999,
-999
],
"iMeanKronMag": [
-999,
-999,
-999
],
"iMeanKronMagErr": [
-999,
-999,
-999
],
"zMeanKronMag": [
-999,
-999,
-999
],
"zMeanKronMagErr": [
-999,
-999,
-999
],
"raMean": [
48.35852656,
48.35897874,
48.35842655
],
"decMean": [
19.7884114,
19.79010753,
19.79017817
],
"_dist_arcsec": [
2.9585442141305016,
3.347632399238306,
3.7511671460539473
]
} | 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 | {
"objID": [
131690473745047360,
131690473742787090,
131690473746566530
],
"gMeanKronMag": [
-999,
18.073601,
-999
],
"gMeanKronMagErr": [
-999,
0.011374,
-999
],
"rMeanKronMag": [
-999,
17.256399,
19.133301
],
"rMeanKronMagErr": [
-999,
0.0040799999,
0.053750999
],
"iMeanKronMag": [
-999,
16.812201,
-999
],
"iMeanKronMagErr": [
-999,
0.0077439998,
-999
],
"zMeanKronMag": [
-999,
16.551001,
-999
],
"zMeanKronMagErr": [
-999,
0.0086289998,
-999
],
"raMean": [
47.37450745,
47.37428818623604,
47.37465383
],
"decMean": [
19.74736697,
19.747100797302508,
19.74665864
],
"_dist_arcsec": [
1.5455002107719373,
2.454816789905012,
4.138184385692352
]
} | {
"source_id": [
"0480p196_ac51-032834"
],
"ra": [
47.3742872
],
"dec": [
19.7470932
],
"sigra": [
0.0564
],
"sigdec": [
0.0553
],
"w1mpro": [
13.78
],
"w2mpro": [
13.667
],
"w3mpro": [
10.873
],
"w4mpro": [
8.139
],
"w1sigmpro": [
0.026
],
"w2sigmpro": [
0.037
],
"w3sigmpro": [
0.136
],
"w4sigmpro": [
null
],
"w1rchi2": [
1.53299999
],
"w2rchi2": [
0.915600002
],
"pmra": [
-170
],
"pmdec": [
-141
],
"sigpmra": [
130
],
"sigpmdec": [
131
],
"_dist_arcsec": [
2.4823704355329475
]
} | {
"source_id": [
59930088158579580
],
"ra": [
47.37429497582784
],
"ra_error": [
1.0559853315353394
],
"dec": [
19.747112490687982
],
"dec_error": [
0.9622669219970703
],
"parallax": [
null
],
"parallax_error": [
null
],
"pm": [
null
],
"pmra": [
null
],
"pmra_error": [
null
],
"pmdec": [
null
],
"pmdec_error": [
null
],
"phot_g_mean_mag": [
19.7760009765625
],
"phot_bp_mean_mag": [
18.55702018737793
],
"phot_rp_mean_mag": [
17.08107566833496
],
"phot_g_n_obs": [
157
],
"phot_bp_n_obs": [
17
],
"phot_rp_n_obs": [
16
],
"ruwe": [
null
],
"phot_bp_rp_excess_factor": [
7.26586389541626
],
"_dist_arcsec": [
2.4103329962397275
]
} | 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 | {
"objID": [
134510514740951900,
134510514737721940,
134510514732722140
],
"gMeanKronMag": [
-999,
20.8454,
20.964899
],
"gMeanKronMagErr": [
-999,
0.077641003,
0.18434
],
"rMeanKronMag": [
21.0441,
-999,
20.752501
],
"rMeanKronMagErr": [
0.196931,
-999,
0.055668999
],
"iMeanKronMag": [
21.436399,
-999,
20.425699
],
"iMeanKronMagErr": [
0.176209,
-999,
0.052542001
],
"zMeanKronMag": [
-999,
20.2103,
20.2101
],
"zMeanKronMagErr": [
-999,
0.23507001,
0.126652
],
"raMean": [
51.4740535,
51.47381505900205,
51.473309475807405
],
"decMean": [
22.09290034,
22.092769405260302,
22.09293633598825
],
"_dist_arcsec": [
0.8470896687085082,
0.9682968243854593,
2.757855289384884
]
} | 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 | {
"objID": [
133880578801123790,
133880578802734220,
133880578800382770
],
"gMeanKronMag": [
19.7885,
20.9212,
-999
],
"gMeanKronMagErr": [
0.041955002,
0.21934,
-999
],
"rMeanKronMag": [
18.9195,
-999,
-999
],
"rMeanKronMagErr": [
0.01559,
-999,
-999
],
"iMeanKronMag": [
18.376101,
-999,
-999
],
"iMeanKronMagErr": [
0.020382,
-999,
-999
],
"zMeanKronMag": [
18.194201,
18.2784,
-999
],
"zMeanKronMagErr": [
0.013326,
0.060975,
-999
],
"raMean": [
57.88011373345025,
57.8802807,
57.88004292
],
"decMean": [
21.56937200161977,
21.56981494,
21.56851911
],
"_dist_arcsec": [
0.8520723798620309,
2.457311296385547,
2.5662534262429566
]
} | {
"source_id": [
"0581p212_ac51-038267"
],
"ra": [
57.8801161
],
"dec": [
21.5693954
],
"sigra": [
0.0902
],
"sigdec": [
0.0939
],
"w1mpro": [
15.04
],
"w2mpro": [
14.768
],
"w3mpro": [
10.686
],
"w4mpro": [
8.267
],
"w1sigmpro": [
0.037
],
"w2sigmpro": [
0.078
],
"w3sigmpro": [
0.114
],
"w4sigmpro": [
0.312
],
"w1rchi2": [
0.954299986
],
"w2rchi2": [
0.882700026
],
"pmra": [
-232
],
"pmdec": [
89
],
"sigpmra": [
311
],
"sigpmdec": [
328
],
"_dist_arcsec": [
0.9134982741585395
]
} | 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 | {
"objID": [
135120580261056980,
135120580275566750
],
"gMeanKronMag": [
-999,
-999
],
"gMeanKronMagErr": [
-999,
-999
],
"rMeanKronMag": [
-999,
-999
],
"rMeanKronMagErr": [
-999,
-999
],
"iMeanKronMag": [
-999,
-999
],
"iMeanKronMagErr": [
-999,
-999
],
"zMeanKronMag": [
-999,
-999
],
"zMeanKronMagErr": [
-999,
-999
],
"raMean": [
58.0261005,
58.02755116
],
"decMean": [
22.60537033,
22.60518932
],
"_dist_arcsec": [
1.417199311408095,
4.604522723053041
]
} | null | null | null | 32,039,149,216,063,000 |
End of preview. Expand
in Data Studio
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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