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Table 2

Sample sets used to validate our algorithm.

Sample name Number of spectra Sample definition
CSTAR_XPM 83 028 CSTAR (a) sample with xp_sampled_mean spectra
CSTAR_XPM_G 8288 Golden sample (b) of CSTAR_XPM, the vast majority of which are carbon stars
CSTAR_XPM_nonG 74 740 Non-golden sample of CSTAR_XPM, most of which are non-carbon stars
Positive sample 8176 Carbon stars selected from CSTAR_XPM_G, used for model training
Negative sample 8556 Non-carbon stars selected from CSTAR_XPM_nonG, used for model training

Notes. (a)386 936 candidate carbon stars received the “CSTAR” tag (Gaia Collaboration 2023). (b)15 740 golden sample carbon stars from CSTAR.

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