Open Access
Table A.1.
Names of columns or features used in the code and what they represent.
Photometry measurements (magnitudes and fluxes) | |||||
---|---|---|---|---|---|
Code name | Feature | Code name | Feature | Code name | Feature |
gmag | g (PS1) | ymag | y (PS1) | W1mproPM | W1 (CW) |
rmag | r (PS1) | Jmag | J (2M) | W1mproPM | W2 (CW) |
imag | i (PS1) | Hmag | H (2M) | W3mag | W3 (AW) |
zmag | z (PS1) | Kmag | Ks (2M) | W4mag | W4 (AW) |
Colours | |||||
66 colours from all combinations of non-radio magnitudes. | |||||
A sub-sample of them is shown. | |||||
g_r | g - r (PS1) | ... | ... | W2_W3 | W2 (CW) - W3 (AW) |
g_i | g - i (PS1) | ... | ... | W2_W4 | W2 (CW) - W4 (AW) |
g_z | g - z (PS1) | ... | ... | W3_W4 | W3 - W4 (AW) |
Categorical flags | |||||
Code name | Feature | ||||
band_num | Number of bands | ||||
with measurements | |||||
Boolean flags | |||||
Code name | Feature | Code name | Feature | ||
class | AGN or galaxy | radio_detect | Detection in, at least, one radio band. | ||
Redshift | |||||
Code name | Feature | ||||
Z | Spectroscopic redshift | ||||
Outputs of base models | |||||
Code name | Feature | Code name | Feature | Code name | Feature |
XGBoost | XGBoost | ET | Extra Trees | GBR | Gradient Boosting |
CatBoost | CatBoost | GBC | Gradient Boosting | Regressor | |
RF | Random Forest | Classifier |
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