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Table 2.

HBRF classifier metrics per class and macro-averaged scores.

Class Precision Recall F1-score # sources
SNIa 0.59 0.36 0.45 105
SN-other 0.17 0.48 0.26 23
CV/Nova 0.19 0.93 0.32 27
lowz-AGN 0.54 0.55 0.55 1952
midz-AGN 0.99 0.79 0.88 13717
highz-AGN 0.24 0.91 0.37 564
Blazar 0.15 0.69 0.25 106
YSO 0.83 0.56 0.67 177
LPV 0.94 0.90 0.92 202
EA 0.66 0.90 0.76 390
EB/EW 0.94 0.80 0.86 2335
DSCT 0.46 0.94 0.62 47
RRL 0.98 0.87 0.92 2458
CEP 0.07 0.60 0.12 25
Periodic-other 0.25 0.60 0.35 178
nonvar-galaxy 0.79 0.98 0.87 2691
nonvar-star 1.00 1.00 1.00 63481

macro avg 0.58 0.76 0.60 88478

accuracy 0.94 88478

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