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.
This section does not display hidden injection labels. Inspect the anomaly, its neighbors, masks, and metadata before assigning a provisional category.
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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}
| class | n | median rank | mean percentile |
|---|---|---|---|
| boundary_trail | 6 | 102.5 | 0.41784869976359335 |
| cosmic_ray | 6 | 38.0 | 0.1536643026004728 |
| detector_edge | 4 | 219.0 | 0.6773049645390071 |
| dipole | 8 | 66.5 | 0.37632978723404253 |
| extended_irregular | 4 | 18.0 | 0.061170212765957445 |
| glint | 6 | 26.5 | 0.12293144208037825 |
| negative_point | 60 | 121.0 | 0.44089834515366433 |
| noise | 50 | 162.5 | 0.5607801418439717 |
| positive_point | 120 | 190.5 | 0.6312943262411347 |
| ring | 6 | 24.0 | 0.10460992907801418 |
| satellite_trail | 8 | 4.5 | 0.018617021276595744 |
| saturated | 4 | 21.5 | 0.08599290780141844 |
| dia_source_id | injected_class | contained | ensemble_score |
|---|---|---|---|
| 1000265 | satellite_trail | True | 0.989 |
| 1000261 | satellite_trail | True | 0.989 |
| 1000263 | satellite_trail | True | 0.986 |
| 1000264 | satellite_trail | True | 0.983 |
| 1000262 | satellite_trail | True | 0.980 |
| 1000260 | satellite_trail | True | 0.976 |
| 1000272 | boundary_trail | False | 0.972 |
| 1000259 | satellite_trail | True | 0.971 |
| 1000241 | ring | True | 0.965 |
| 1000280 | extended_irregular | True | 0.956 |
| 1000252 | saturated | True | 0.952 |
| 1000271 | glint | True | 0.948 |
| 1000258 | satellite_trail | True | 0.946 |
| 1000248 | cosmic_ray | True | 0.946 |
| 1000281 | extended_irregular | True | 0.944 |
| 1000250 | saturated | True | 0.941 |
| 1000240 | ring | True | 0.922 |
| 1000243 | ring | True | 0.919 |
| 1000245 | cosmic_ray | True | 0.918 |
| 1000268 | glint | True | 0.913 |