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utils.py
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utils.py
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# Catalogue columns for SDC1 submissions
CAT_COLUMNS = [
"id",
"ra_core",
"dec_core",
"ra_cent",
"dec_cent",
"flux",
"core_frac",
"b_maj",
"b_min",
"pa",
"size",
"class",
]
# Columns output by PyBDSF
SRL_COLUMNS = [
"Source_id",
"Isl_id",
"RA",
"E_RA",
"DEC",
"E_DEC",
"Total_flux",
"E_Total_flux",
"Peak_flux",
"E_Peak_flux",
"RA_max",
"E_RA_max",
"DEC_max",
"E_DEC_max",
"Maj",
"E_Maj",
"Min",
"E_Min",
"PA",
"E_PA",
"Maj_img_plane",
"E_Maj_img_plane",
"Min_img_plane",
"E_Min_img_plane",
"PA_img_plane",
"E_PA_img_plane",
"DC_Maj",
"E_DC_Maj",
"DC_Min",
"E_DC_Min",
"DC_PA",
"E_DC_PA",
"DC_Maj_img_plane",
"E_DC_Maj_img_plane",
"DC_Min_img_plane",
"E_DC_Min_img_plane",
"DC_PA_img_plane",
"E_DC_PA_img_plane",
"Isl_Total_flux",
"E_Isl_Total_flux",
"Isl_rms",
"Isl_mean",
"Resid_Isl_rms",
"Resid_Isl_mean",
"S_Code",
]
# Columns output by PyBDSF
GAUL_COLUMNS = [
"Gaus_id",
"Isl_id",
"Source_id",
"Wave_id",
"RA",
"E_RA",
"DEC",
"E_DEC",
"Total_flux",
"E_Total_flux",
"Peak_flux",
"E_Peak_flux",
"Xposn",
"E_Xposn",
"Yposn",
"E_Yposn",
"Maj",
"E_Maj",
"Min",
"E_Min",
"PA",
"E_PA",
"Maj_img_plane",
"E_Maj_img_plane",
"Min_img_plane",
"E_Min_img_plane",
"PA_img_plane",
"E_PA_img_plane",
"DC_Maj",
"E_DC_Maj",
"DC_Min",
"E_DC_Min",
"DC_PA",
"E_DC_PA",
"DC_Maj_img_plane",
"E_DC_Maj_img_plane",
"DC_Min_img_plane",
"E_DC_Min_img_plane",
"DC_PA_img_plane",
"E_DC_PA_img_plane",
"Isl_Total_flux",
"E_Isl_Total_flux",
"Isl_rms",
"Isl_mean",
"Resid_Isl_rms",
"Resid_Isl_mean",
"S_Code",
]
# Columns that do not have a bearing on the training of size_id classifier
SRL_COLS_TO_DROP = [
"Isl_id",
"RA",
"E_RA",
"DEC",
"E_DEC",
"RA_max",
"E_RA_max",
"DEC_max",
"E_DEC_max",
"PA",
"E_PA",
]
# Categorical columns in source list
SRL_CAT_COLS = ["S_Code"]
# Numerical columns in source list
SRL_NUM_COLS = [
"Total_flux",
"E_Total_flux",
"Peak_flux",
"E_Peak_flux",
"Maj",
"E_Maj",
"Min",
"E_Min",
"Maj_img_plane",
"E_Maj_img_plane",
"Min_img_plane",
"E_Min_img_plane",
"PA_img_plane",
"E_PA_img_plane",
"DC_Maj",
"E_DC_Maj",
"DC_Min",
"E_DC_Min",
"DC_PA",
"E_DC_PA",
"DC_Maj_img_plane",
"E_DC_Maj_img_plane",
"DC_Min_img_plane",
"E_DC_Min_img_plane",
"DC_PA_img_plane",
"E_DC_PA_img_plane",
"Isl_Total_flux",
"E_Isl_Total_flux",
"Isl_rms",
"Isl_mean",
"Resid_Isl_rms",
"Resid_Isl_mean",
"n_gaussians",
]