Multimodal Universe LSDB/HATS 🎩 💫
Collection
Multimodal Universe Datasets in HATS format (https://docs.lsdb.io/en/latest/index.html) • 24 items • Updated
• 3
_healpix_29 int64 | band list | view list | array list | scale list | jd float32 | diffmaglim float32 | magpsf float32 | sigmapsf float32 | chipsf float32 | magap float32 | sigmagap float32 | distnr float32 | magnr float32 | chinr float32 | sharpnr float32 | sky float32 | magdiff float32 | fwhm float32 | classtar float32 | mindtoedge float32 | seeratio float32 | magapbig float32 | sigmagapbig float32 | sgmag1 float32 | srmag1 float32 | simag1 float32 | szmag1 float32 | sgscore1 float32 | distpsnr1 float32 | jdstarthist float32 | scorr float32 | sgmag2 float32 | srmag2 float32 | simag2 float32 | szmag2 float32 | sgscore2 float32 | distpsnr2 float32 | sgmag3 float32 | srmag3 float32 | simag3 float32 | szmag3 float32 | sgscore3 float32 | distpsnr3 float32 | jdstartref float32 | dsnrms float32 | ssnrms float32 | magzpsci float32 | magzpsciunc float32 | magzpscirms float32 | clrcoeff float32 | clrcounc float32 | neargaia float32 | neargaiabright float32 | maggaia float32 | maggaiabright float32 | exptime float32 | drb float32 | acai_h float32 | acai_v float32 | acai_o float32 | acai_n float32 | acai_b float32 | new_drb float32 | peakmag float32 | maxmag float32 | peakmag_so_far float32 | maxmag_so_far float32 | age float32 | days_since_peak float32 | days_to_peak float32 | ra float64 | dec float64 | label int64 | fid int64 | programid int64 | field int64 | nneg int64 | nbad int64 | ndethist int64 | ncovhist int64 | nmtchps int64 | nnotdet int64 | N int64 | healpix int64 | isdiffpos bool | is_SN bool | near_threshold bool | is_rise bool | OBJECT_ID_ string | source_set string | split string | object_id int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
5,205,237,378,833,472 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.016353139653801918,0.012970472685992718,0.01546421367675066,0.015565923415124416,0.014651999808(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,787.75 | 19.974174 | 19.047394 | 0.175495 | 1.288261 | 18.947399 | 0.109 | 2.048233 | 19.702999 | 3.263 | 0.229 | -0.186776 | -0.099993 | 5.72 | 0.722 | 619.341492 | 0.64571 | 18.8521 | 0.1262 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.982629 | 2,458,784 | 12.223401 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 4.238012 | 15.610688 | 26.131393 | 0.000116 | 0.056234 | -0.080865 | 0.000135 | 3.97258 | -999 | 18.348284 | -999 | 30 | 0.998773 | null | null | null | null | null | 0.88416 | 18.255407 | 19.552307 | 18.618029 | 19.37566 | 3.986794 | 0.094838 | 3.891956 | 49.807125 | 7.586199 | 1 | 1 | 1 | 453 | 1 | 0 | 7 | 196 | 1 | 189 | 7 | 4 | true | true | false | true | ZTF19acjdwqv | trues | train | 1,033,361,844,915,015,000 |
5,205,237,378,833,472 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.016353139653801918,0.012970472685992718,0.01546421367675066,0.015565923415124416,0.014651999808(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,787.75 | 19.974174 | 19.047394 | 0.175495 | 1.288261 | 18.947399 | 0.109 | 2.048233 | 19.702999 | 3.263 | 0.229 | -0.186776 | -0.099993 | 5.72 | 0.722 | 619.341492 | 0.64571 | 18.8521 | 0.1262 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.982629 | 2,458,784 | 12.223401 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 4.238012 | 15.610688 | 26.131393 | 0.000116 | 0.056234 | -0.080865 | 0.000135 | 3.97258 | -999 | 18.348284 | -999 | 30 | 0.998773 | null | null | null | null | null | 0.88416 | 18.255407 | 19.552307 | 18.618029 | 19.37566 | 3.986794 | 0.094838 | 3.891956 | 49.807125 | 7.586199 | 1 | 1 | 1 | 453 | 1 | 0 | 7 | 196 | 1 | 189 | 7 | 4 | true | true | false | true | ZTF19acjdwqv | trues | train | 1,033,361,844,915,015,000 |
5,205,237,401,799,872 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.01549877692013979,0.017191827297210693,0.01415324117988348,0.013815924525260925,0.0173581205308(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,790.75 | 20.388239 | 18.721716 | 0.104373 | 5.443097 | 18.593201 | 0.0758 | 2.188034 | 19.702999 | 3.263 | 0.229 | -0.022928 | -0.128516 | 2.98 | 0.956 | 619.89563 | 0.899624 | 18.6231 | 0.0973 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.987552 | 2,458,784 | 27.133568 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 22.195671 | 36.406235 | 26.146715 | 0.000099 | 0.063801 | -0.125708 | 0.000106 | 3.977599 | -999 | 18.348284 | -999 | 30 | 0.999993 | null | null | null | null | null | 0.999228 | 18.255407 | 19.552307 | 18.558348 | 19.37566 | 6.940081 | 1.970949 | 4.969132 | 49.807023 | 7.586241 | 1 | 1 | 1 | 453 | 0 | 0 | 13 | 202 | 1 | 189 | 1 | 4 | true | true | false | true | ZTF19acjdwqv | trues | train | 1,036,315,124,915,015,000 |
5,205,237,401,799,872 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.01549877692013979,0.017191827297210693,0.01415324117988348,0.013815924525260925,0.0173581205308(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,790.75 | 20.388239 | 18.721716 | 0.104373 | 5.443097 | 18.593201 | 0.0758 | 2.188034 | 19.702999 | 3.263 | 0.229 | -0.022928 | -0.128516 | 2.98 | 0.956 | 619.89563 | 0.899624 | 18.6231 | 0.0973 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.987552 | 2,458,784 | 27.133568 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 22.195671 | 36.406235 | 26.146715 | 0.000099 | 0.063801 | -0.125708 | 0.000106 | 3.977599 | -999 | 18.348284 | -999 | 30 | 0.999993 | null | null | null | null | null | 0.999228 | 18.255407 | 19.552307 | 18.558348 | 19.37566 | 6.940081 | 1.970949 | 4.969132 | 49.807023 | 7.586241 | 1 | 1 | 1 | 453 | 0 | 0 | 13 | 202 | 1 | 189 | 1 | 4 | true | true | false | true | ZTF19acjdwqv | trues | train | 1,036,315,124,915,015,000 |
5,205,237,403,041,193 | [
"r",
"r",
"r"
] | [
"science",
"reference",
"difference"
] | [[[0.015435912646353245,0.014981232583522797,0.015921665355563164,0.015383007004857063,0.01459388807(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,811.75 | 19.972393 | 18.927689 | 0.126394 | 2.008826 | 18.781099 | 0.1265 | 3.858614 | 17.149 | 4.896 | 0.55 | -0.117006 | -0.146588 | 3.82 | 0.929 | 612.831482 | 0.728431 | 18.6768 | 0.1443 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.933985 | 2,458,784 | 15.192198 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,320 | 9.864177 | 20.56189 | 26.045689 | 0.000035 | 0.038916 | 0.071129 | 0.000034 | 3.924109 | -999 | 18.348284 | -999 | 30 | 0.99997 | null | null | null | null | null | 0.993194 | 18.255407 | 19.552307 | 18.255407 | 19.552307 | 27.921875 | 13.964132 | 13.957743 | 49.806969 | 7.586242 | 1 | 2 | 1 | 453 | 0 | 0 | 27 | 216 | 1 | 189 | 2 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,057,296,924,915,015,000 |
5,205,237,403,041,193 | [
"r",
"r",
"r"
] | [
"science",
"reference",
"difference"
] | [[[0.015435912646353245,0.014981232583522797,0.015921665355563164,0.015383007004857063,0.01459388807(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,811.75 | 19.972393 | 18.927689 | 0.126394 | 2.008826 | 18.781099 | 0.1265 | 3.858614 | 17.149 | 4.896 | 0.55 | -0.117006 | -0.146588 | 3.82 | 0.929 | 612.831482 | 0.728431 | 18.6768 | 0.1443 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.933985 | 2,458,784 | 15.192198 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,320 | 9.864177 | 20.56189 | 26.045689 | 0.000035 | 0.038916 | 0.071129 | 0.000034 | 3.924109 | -999 | 18.348284 | -999 | 30 | 0.99997 | null | null | null | null | null | 0.993194 | 18.255407 | 19.552307 | 18.255407 | 19.552307 | 27.921875 | 13.964132 | 13.957743 | 49.806969 | 7.586242 | 1 | 2 | 1 | 453 | 0 | 0 | 27 | 216 | 1 | 189 | 2 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,057,296,924,915,015,000 |
5,205,237,403,063,475 | [
"r",
"r",
"r"
] | [
"science",
"reference",
"difference"
] | [[[0.014207114465534687,0.013965998776257038,0.0154495220631361,0.015508471988141537,0.0144888777285(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,804.75 | 19.500937 | 18.561152 | 0.096714 | 0.91724 | 18.3794 | 0.1218 | 3.861133 | 17.149 | 4.896 | 0.55 | -0.294751 | -0.181752 | 3.1 | 0.982 | 628.335388 | 0.953702 | 18.267 | 0.1394 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.934922 | 2,458,784 | 15.560242 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,320 | 10.843623 | 20.247196 | 26.043152 | 0.000029 | 0.039099 | 0.085744 | 0.000029 | 3.925054 | -999 | 18.348284 | -999 | 30 | 0.999807 | null | null | null | null | null | 0.999923 | 18.255407 | 19.552307 | 18.255407 | 19.37566 | 20.875069 | 6.917326 | 13.957743 | 49.806966 | 7.586243 | 1 | 2 | 1 | 453 | 1 | 0 | 22 | 211 | 1 | 189 | 5 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,050,250,114,915,015,000 |
5,205,237,403,063,475 | [
"r",
"r",
"r"
] | [
"science",
"reference",
"difference"
] | [[[0.014207114465534687,0.013965998776257038,0.0154495220631361,0.015508471988141537,0.0144888777285(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,804.75 | 19.500937 | 18.561152 | 0.096714 | 0.91724 | 18.3794 | 0.1218 | 3.861133 | 17.149 | 4.896 | 0.55 | -0.294751 | -0.181752 | 3.1 | 0.982 | 628.335388 | 0.953702 | 18.267 | 0.1394 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.934922 | 2,458,784 | 15.560242 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,320 | 10.843623 | 20.247196 | 26.043152 | 0.000029 | 0.039099 | 0.085744 | 0.000029 | 3.925054 | -999 | 18.348284 | -999 | 30 | 0.999807 | null | null | null | null | null | 0.999923 | 18.255407 | 19.552307 | 18.255407 | 19.37566 | 20.875069 | 6.917326 | 13.957743 | 49.806966 | 7.586243 | 1 | 2 | 1 | 453 | 1 | 0 | 22 | 211 | 1 | 189 | 5 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,050,250,114,915,015,000 |
5,205,237,403,065,760 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.016165975481271744,0.014370942488312721,0.01851542666554451,0.010832424275577068,0.015321242623(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,805 | 19.433994 | 19.038977 | 0.15193 | 0.967592 | 18.839701 | 0.1771 | 2.236781 | 19.702999 | 3.263 | 0.229 | -0.619414 | -0.199277 | 3.63 | 0.977 | 615.539917 | 0.888208 | 18.9014 | 0.2395 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.943643 | 2,458,784 | 10.575103 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 5.769595 | 12.325761 | 26.154978 | 0.000067 | 0.040599 | -0.09129 | 0.000084 | 3.933778 | -999 | 18.348284 | -999 | 30 | 0.999937 | null | null | null | null | null | 0.999508 | 18.255407 | 19.552307 | 18.255407 | 19.37566 | 21.005312 | 7.047569 | 13.957743 | 49.806964 | 7.586246 | 1 | 1 | 1 | 453 | 3 | 0 | 23 | 212 | 1 | 189 | 6 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,050,380,354,915,015,000 |
5,205,237,403,065,760 | [
"g",
"g",
"g"
] | [
"science",
"reference",
"difference"
] | [[[0.016165975481271744,0.014370942488312721,0.01851542666554451,0.010832424275577068,0.015321242623(...TRUNCATED) | [
1.0099999904632568,
1.0099999904632568,
1.0099999904632568
] | 2,458,805 | 19.433994 | 19.038977 | 0.15193 | 0.967592 | 18.839701 | 0.1771 | 2.236781 | 19.702999 | 3.263 | 0.229 | -0.619414 | -0.199277 | 3.63 | 0.977 | 615.539917 | 0.888208 | 18.9014 | 0.2395 | 18.358601 | 17.6724 | 17.171801 | 16.962099 | 0.016667 | 3.943643 | 2,458,784 | 10.575103 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | 2,458,315 | 5.769595 | 12.325761 | 26.154978 | 0.000067 | 0.040599 | -0.09129 | 0.000084 | 3.933778 | -999 | 18.348284 | -999 | 30 | 0.999937 | null | null | null | null | null | 0.999508 | 18.255407 | 19.552307 | 18.255407 | 19.37566 | 21.005312 | 7.047569 | 13.957743 | 49.806964 | 7.586246 | 1 | 1 | 1 | 453 | 3 | 0 | 23 | 212 | 1 | 189 | 6 | 4 | true | true | false | false | ZTF19acjdwqv | trues | train | 1,050,380,354,915,015,000 |
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
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Number of rows:
827,362