Rubin Unsupervised Anomaly Census

Phase 1 baseline report. Review categories are assigned by a human, not by these scores.

Suggested dispositions: known processing artifact; detector or mask-related artifact; atmospheric or PSF-related residual; moving Solar System object; satellite/debris trail or glint; known variable/transient population; ambiguous; unresolved candidate.

Embedding

pca embedding

Top-ranked morphologies

This section does not display hidden injection labels. Inspect the anomaly, its neighbors, masks, and metadata before assigning a provisional category.

DiaSource 1000265

band=y MJD=60150.072 RA=317.8365 Dec=4.5151 visit=58234 detector=88

ensemble=0.989 PCA=0.202 IF=0.190 kNN=35.235 LOF=6.029

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.97 line-likeness=0.68 dipole=0.11 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000261

band=g MJD=60245.899 RA=307.7549 Dec=-16.2389 visit=50715 detector=0

ensemble=0.989 PCA=0.406 IF=0.129 kNN=24.164 LOF=4.509

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.72 line-likeness=0.56 dipole=0.44 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000263

band=y MJD=60182.188 RA=174.4420 Dec=-11.6764 visit=59892 detector=185

ensemble=0.986 PCA=0.761 IF=0.121 kNN=22.185 LOF=4.171

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=49.88 elongation=1.64 line-likeness=0.52 dipole=0.73 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000264

band=z MJD=60114.888 RA=172.3233 Dec=4.4548 visit=50656 detector=172

ensemble=0.983 PCA=0.241 IF=0.133 kNN=21.805 LOF=4.207

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.69 line-likeness=0.53 dipole=0.49 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000262

band=i MJD=60253.999 RA=63.6649 Dec=-1.9923 visit=56658 detector=174

ensemble=0.980 PCA=0.161 IF=0.170 kNN=29.680 LOF=5.190

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.85 line-likeness=0.63 dipole=0.57 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000260

band=g MJD=60119.342 RA=228.8836 Dec=-33.8752 visit=51938 detector=110

ensemble=0.976 PCA=0.222 IF=0.139 kNN=20.869 LOF=3.913

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.63 line-likeness=0.49 dipole=0.12 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000272

band=r MJD=60073.606 RA=92.4867 Dec=-2.7068 visit=53736 detector=147

ensemble=0.972 PCA=0.180 IF=0.139 kNN=19.979 LOF=3.953

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=31.18 elongation=1.44 line-likeness=0.38 dipole=2.86 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000259

band=u MJD=60216.710 RA=42.2862 Dec=0.7828 visit=54386 detector=139

ensemble=0.971 PCA=0.232 IF=0.071 kNN=16.944 LOF=3.798

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=42.22 elongation=1.37 line-likeness=0.32 dipole=0.61 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000241

band=g MJD=60060.301 RA=65.1627 Dec=-5.5191 visit=56752 detector=50

ensemble=0.965 PCA=0.225 IF=0.108 kNN=9.153 LOF=2.841

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.02 line-likeness=0.02 dipole=0.52 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000280

band=y MJD=60028.524 RA=101.8606 Dec=-37.1115 visit=56164 detector=184

ensemble=0.956 PCA=0.234 IF=0.069 kNN=6.761 LOF=2.026

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.07 line-likeness=0.06 dipole=0.76 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000252

band=r MJD=60251.105 RA=296.6563 Dec=-20.2438 visit=55261 detector=4

ensemble=0.952 PCA=0.254 IF=0.048 kNN=4.874 LOF=1.718

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.01 line-likeness=0.01 dipole=0.55 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000271

band=y MJD=60093.570 RA=81.3085 Dec=6.6144 visit=52108 detector=98

ensemble=0.948 PCA=0.163 IF=0.012 kNN=10.103 LOF=2.723

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.20 line-likeness=0.19 dipole=1.22 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000258

band=y MJD=60162.570 RA=139.2304 Dec=-24.4378 visit=55566 detector=72

ensemble=0.946 PCA=0.148 IF=0.014 kNN=13.335 LOF=3.475

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=24.28 elongation=1.25 line-likeness=0.23 dipole=0.79 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000248

band=z MJD=60182.698 RA=186.5494 Dec=-12.1324 visit=56477 detector=80

ensemble=0.946 PCA=0.151 IF=0.038 kNN=8.013 LOF=2.491

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.06 line-likeness=0.06 dipole=3.60 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000281

band=g MJD=60129.616 RA=266.9229 Dec=-17.7203 visit=58804 detector=97

ensemble=0.944 PCA=0.159 IF=0.070 kNN=6.211 LOF=1.995

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=45.85 elongation=1.03 line-likeness=0.03 dipole=2.27 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000250

band=g MJD=60092.172 RA=314.1359 Dec=-39.6454 visit=55217 detector=33

ensemble=0.941 PCA=0.274 IF=-0.005 kNN=4.669 LOF=1.718

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.02 line-likeness=0.02 dipole=0.28 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000240

band=i MJD=60181.128 RA=18.7981 Dec=-0.9101 visit=59075 detector=37

ensemble=0.922 PCA=0.130 IF=0.029 kNN=5.275 LOF=1.773

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=45.34 elongation=1.04 line-likeness=0.04 dipole=1.54 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000243

band=r MJD=60298.841 RA=211.8414 Dec=3.1254 visit=59884 detector=126

ensemble=0.919 PCA=0.142 IF=0.018 kNN=4.556 LOF=1.563

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.03 line-likeness=0.03 dipole=0.93 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000245

band=i MJD=60144.194 RA=188.4248 Dec=-12.8723 visit=55688 detector=108

ensemble=0.918 PCA=0.117 IF=0.015 kNN=7.188 LOF=2.476

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=50.00 elongation=1.08 line-likeness=0.08 dipole=3.39 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

DiaSource 1000268

band=i MJD=60017.137 RA=280.0077 Dec=-16.9712 visit=55688 detector=142

ensemble=0.913 PCA=0.149 IF=-0.060 kNN=4.839 LOF=1.624

Ensemble is a mean rank in (0, 1], not an astrophysical probability.

peak SNR=38.22 elongation=1.10 line-likeness=0.10 dipole=1.53 trail group=-1 boundary=True

template visit difference mask planes nearest neighbors

Validation (hidden truth)

This section uses injection labels that were stored only in truth.parquet and were not used during feature extraction or model fitting. Do not treat high recall of injected artifact families as a failure: repeatable artifacts are useful findings.

Average precision: 0.769   n=282   injected anomalies=52

Recall@K: {"10": 0.19230769230769232, "25": 0.46153846153846156, "50": 0.7115384615384616}

Precision@K: {"10": 1.0, "25": 0.96, "50": 0.74}

Rank by injected morphology

classnmedian rankmean percentile
boundary_trail6102.50.41784869976359335
cosmic_ray638.00.1536643026004728
detector_edge4219.00.6773049645390071
dipole866.50.37632978723404253
extended_irregular418.00.061170212765957445
glint626.50.12293144208037825
negative_point60121.00.44089834515366433
noise50162.50.5607801418439717
positive_point120190.50.6312943262411347
ring624.00.10460992907801418
satellite_trail84.50.018617021276595744
saturated421.50.08599290780141844

Top ensemble scores with hidden labels

dia_source_idinjected_classcontainedensemble_score
1000265satellite_trailTrue0.989
1000261satellite_trailTrue0.989
1000263satellite_trailTrue0.986
1000264satellite_trailTrue0.983
1000262satellite_trailTrue0.980
1000260satellite_trailTrue0.976
1000272boundary_trailFalse0.972
1000259satellite_trailTrue0.971
1000241ringTrue0.965
1000280extended_irregularTrue0.956
1000252saturatedTrue0.952
1000271glintTrue0.948
1000258satellite_trailTrue0.946
1000248cosmic_rayTrue0.946
1000281extended_irregularTrue0.944
1000250saturatedTrue0.941
1000240ringTrue0.922
1000243ringTrue0.919
1000245cosmic_rayTrue0.918
1000268glintTrue0.913