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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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