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Table 5.
Same as Table 4 for colour and HLR input attributes.
| Model | Attributes | PCA | min_cluster_size | F1 | ACC | P | R | F | |
|---|---|---|---|---|---|---|---|---|---|
| HDBSCAN | STAR | best_star_colours_comp | 3 | 61 | 98.84 | 99.61 | 99.52 | 98.17 | 0.1 |
| 43 348 data points | GAL | best_gal_colours_comp | 3 | 62 | 98.62 | 97.97 | 98.29 | 98.96 | 4.82 |
| (no HLR data used) | QSO | best_qso_colours_comp | 3 | 56 | 92.28 | 98.61 | 94.14 | 90.49 | 0.57 |
| HDBSCAN | STAR | best_star_atts | 3 | 78 | 98.92 | 99.63 | 99.48 | 98.36 | 0.11 |
| 43 348 data points | GAL | best_gal_atts | 3 | 36 | 98.83 | 98.28 | 98.53 | 99.14 | 4.13 |
| HLR data used | QSO | best_qso_atts | 3 | 34 | 93.13 | 98.77 | 95.12 | 91.22 | 0.47 |
Notes. Sources with missing HLR have been removed from this sample.
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