Build a list of sources and run photoz

This notebook shows how to directly interact with the c++ bound classes. This is an advanced use case.

The notebook can be downloaded here.

import os
import lephare as lp
import numpy as np
from matplotlib import pylab as plt

%matplotlib inline

User defined LEPHAREDIR is set. Code runs depend on all required
auxiliary data being present at /home/docs/.cache/lephare/data.
User defined LEPHAREWORK is set. All intermediate files will be written to:
 /home/docs/.cache/lephare/work
OMP_NUM_THREADS set to 1 (max available CPUs: 2)

Matplotlib is building the font cache; this may take a moment.

config = lp.default_cosmos_config.copy()
lp.data_retrieval.get_auxiliary_data(keymap=config, additional_files=["examples/COSMOS.in"])

Registry file downloaded and saved as data_registry.txt.

Downloading file 'alloutputkeys.txt' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/alloutputkeys.txt' to '/home/docs/.cache/lephare/data'.
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Created directory: /home/docs/.cache/lephare/data/sed/STAR/WD
Created directory: /home/docs/.cache/lephare/data/sed/GAL/COSMOS_SED
Created directory: /home/docs/.cache/lephare/data/vega
Created directory: /home/docs/.cache/lephare/data/filt/vista
Created directory: /home/docs/.cache/lephare/data/sed/STAR/LAGET
Created directory: /home/docs/.cache/lephare/data/sed/STAR/BD
Created directory: /home/docs/.cache/lephare/data/opa
Created directory: /home/docs/.cache/lephare/data/examples
Created directory: /home/docs/.cache/lephare/data/filt/hsc
Created directory: /home/docs/.cache/lephare/data/sed/QSO/SALVATO09
Created directory: /home/docs/.cache/lephare/data/filt/cosmos
Created directory: /home/docs/.cache/lephare/data/sed/STAR/PICKLES
Created directory: /home/docs/.cache/lephare/data/sed/GAL/BETHERMIN12
Created directory: /home/docs/.cache/lephare/data/ext
Checking/downloading 445 files...

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config.update(
    {
        "ZPHOTLIB": "VISTA_COSMOS_FREE,ALLSTAR_COSMOS,QSO_COSMOS",
        "CAT_IN": "$LEPHAREDIR/examples/COSMOS.in",
        "CAT_OUT": "zphot_short.out",
        "ADD_EMLINES": "0,100",
        "AUTO_ADAPT": "YES",
        "Z_STEP": "0.1,0,6",
        "CAT_LINES": "1,100",
        "SPEC_OUT": "YES",
        "VERBOSE": "NO",
        "ZFIX": "NO",
    }
)

# we can write the config to a file to keep a record
config_file = "./config_file.para"
lp.write_para_config(config, config_file)
# before running PhotoZ we must run filt, sedtolib and maggal
filterRunner = lp.Filter(config_file=config_file)
filterRunner.run()
# Note that the c++ bound functions need the config in the lephare keymap format
sedlib = lp.Sedtolib(config_keymap=lp.all_types_to_keymap(config))
sedlib.run(typ="STAR", star_sed="$LEPHAREDIR/sed/STAR/STAR_MOD_ALL.list")
sedlib.run(typ="QSO", qso_sed="$LEPHAREDIR/sed/QSO/SALVATO09/AGN_MOD.list", gal_lib="LIB_QSO")
sedlib.run(typ="GAL", gal_sed="$LEPHAREDIR/sed/GAL/COSMOS_SED/COSMOS_MOD.list", gal_lib="LIB_GAL")
maglib = lp.MagGal(config_keymap=lp.all_types_to_keymap(config))
maglib.run(
    typ="STAR",
    lib_ascii="YES",
    star_lib_out="ALLSTAR_COSMOS",
    mod_extinc="0,0",
    extinc_law="SB_calzetti.dat",
)
maglib.run(
    typ="QSO",
    lib_ascii="YES",
    mod_extinc="0,1000",
    eb_v="0.,0.1,0.2,0.3",
    extinc_law="SB_calzetti.dat",
    qso_lib_in="LIB_QSO",
)
maglib.run(
    typ="GAL",
    lib_ascii="YES",
    gal_lib_in="LIB_GAL",
    gal_lib_out="VISTA_COSMOS_FREE",
    mod_extinc="18,26,26,33,26,33,26,33",
    extinc_law="SMC_prevot.dat,SB_calzetti.dat,SB_calzetti_bump1.dat,SB_calzetti_bump2.dat",
    em_lines="EMP_UV",
    em_dispersion="0.5,0.75,1.,1.5,2.",
)

# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor    TG-cor      VEGA M_sun(AB)   CALIB      Lb_eff    Fac_corr
u_cfht.lowres                 1             3844.1      3908.3       537.9    0.3150   -0.3891  -20.6345    6.0327       0      0.3815      1.0000
u_new.pb                      2             3689.8      3749.5       456.0    0.6195   -0.2745  -20.8527    6.3135       0      0.3668      1.0000
gHSC.pb                       3             4850.6      4760.2      1194.2   -0.0860   -0.2458  -20.7272    5.0764       0      0.4780      1.0000
rHSC.pb                       4             6241.4      6142.0      1538.5    0.1466    0.2580  -21.5143    4.6523       0      0.6178      1.0000
iHSC.pb                       5             7716.5      7636.7      1476.1    0.3942    0.6138  -22.2286    4.5323       0      0.7666      1.0000
zHSC.pb                       6             8915.2      8906.7       768.0    0.5169    0.7625  -22.6733    4.5147       0      0.8903      1.0000
yHSC.pb                       7             9801.2      9770.6       796.8    0.5534    0.7763  -22.9145    4.5081       0      0.9782      1.0000
Y.lowres                      8            10222.2     10195.8       919.2    0.6043    0.8180  -23.0574    4.5130       0      1.0206      1.0000
J.lowres                      9            12554.9     12480.6      1712.3    0.9228  -99.0000  -23.8194    4.5638       0      1.2514      1.0000
H.lowres                      10           16497.4     16351.6      2892.7    1.3701  -99.0000  -24.8565    4.7045       0      1.6409      1.0000
K.lowres                      11           21576.6     21434.8      2926.3    1.8335  -99.0000  -25.9057    5.1316       0      2.1502      1.0000
IB427.lowres                  12            4263.9      4255.9       206.5   -0.1446   -0.4942  -20.4117    5.5152       0      0.4262      1.0000
IB464.lowres                  13            4636.1      4633.3       218.1   -0.1520   -0.3463  -20.5860    5.0658       0      0.4634      1.0000
IB484.lowres                  14            4850.7      4846.4       228.2   -0.0241   -0.1770  -20.8122    4.9880       0      0.4849      1.0000
IB505.lowres                  15            5063.6      5060.6       230.9   -0.0656   -0.1366  -20.8639    4.9423       0      0.5061      1.0000
IB527.lowres                  16            5262.3      5258.9       242.1   -0.0260   -0.0464  -20.9871    4.8937       0      0.5260      1.0000
IB574.lowres                  17            5766.0      5762.0       272.1    0.0657    0.1377  -21.2773    4.7042       0      0.5763      1.0000
IB624.lowres                  18            6234.5      6230.0       300.6    0.1527    0.2768  -21.5339    4.6386       0      0.6232      1.0000
IB679.lowres                  19            6782.6      6778.6       336.5    0.2542    0.4288  -21.8183    4.5709       0      0.6779      1.0000
IB709.lowres                  20            7075.0      7070.6       315.6    0.2982    0.4968  -21.9541    4.5558       0      0.7072      1.0000
IB738.lowres                  21            7362.7      7358.5       323.5    0.3460    0.5577  -22.0886    4.5449       0      0.7360      1.0000
IB767.lowres                  22            7686.6      7681.2       363.8    0.3992    0.6164  -22.2351    4.5243       0      0.7683      1.0000
IB827.lowres                  23            8245.9      8241.0       343.7    0.4891    0.7300  -22.4777    4.5161       0      0.8243      1.0000
NB711.lowres                  24            7119.9      7119.4        72.6    0.3072    0.5084  -21.9774    4.5542       0      0.7120      1.0000
NB816.lowres                  25            8149.9      8149.2       119.8    0.4713    0.7098  -22.4349    4.5154       0      0.8149      1.0000
NB118.lowres                  26           11909.2     11908.6       112.3    0.8376  -99.0000  -23.6250    4.5554       0      1.1909      1.0000
irac_ch1.lowres               27           35763.0     35263.7      7410.9    2.7951  -99.0000  -27.9585    6.0679       1      3.5634      1.0036
irac_ch2.lowres               28           45289.5     44608.6     10104.6    3.2634  -99.0000  -28.9384    6.5680       1      4.5111      1.0040
irac_ch3.lowres               29           57873.0     56764.7     13508.5    3.7537  -99.0000  -29.9581    7.0472       1      5.7592      1.0050
irac_ch4.lowres               30           80442.3     77033.1     28394.0    4.3959  -99.0000  -31.2962    7.6701       1      7.9590      1.0110
#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : STAR
# STAR_SED    :/home/docs/.cache/lephare/data/sed/STAR/STAR_MOD_ALL.list
# STAR_LIB    :LIB_STAR
# STAR_LIB doc:/home/docs/.cache/lephare/work/lib_bin/LIB_STAR.doc
# STAR_FSCALE :0.0000
#######################################
Number of templates in the list 254
Number of SED in the list (including different ages) 254
#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : QSO
# QSO_SED    :/home/docs/.cache/lephare/data/sed/QSO/SALVATO09/AGN_MOD.list
# QSO_LIB    :LIB_QSO
# QSO_LIB doc:/home/docs/.cache/lephare/work/lib_bin/LIB_QSO.doc
# QSO_FSCALE :1.0000
#######################################
Number of templates in the list 30
Number of SED in the list (including different ages) 30
#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : GAL
# GAL_SED    :/home/docs/.cache/lephare/data/sed/GAL/COSMOS_SED/COSMOS_MOD.list
# GAL_LIB    :LIB_GAL
# GAL_LIB doc:/home/docs/.cache/lephare/work/lib_bin/LIB_GAL.doc
# GAL_LIB phys:/home/docs/.cache/lephare/work/lib_bin/LIB_GAL.phys
# SEL_AGE    :none
# GAL_FSCALE :1.0000
# AGE_RANGE   0.0000 15000000000.0000
#######################################
Number of templates in the list 31
Number of SED in the list (including different ages) 31
#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_cosmos
# Magnitude type     : AB
# COSMOLOGY   :70.0000,0.3000,0.7000
# STAR_LIB_IN    :/home/docs/.cache/lephare/work/lib_bin/LIB_STAR(.doc & .bin)
# STAR_LIB_OUT   :/home/docs/.cache/lephare/work/lib_mag/ALLSTAR_COSMOS(.doc & .bin)
# LIB_ASCII   YES
# MW_GALAMETZ   NO
# EXT_MW_CURVE   CARDELLI
# CREATION_DATE Wed Oct 28 09:36:46 2026
#############################################
#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_cosmos
# Magnitude type     : AB
# QSO_LIB_IN    :/home/docs/.cache/lephare/work/lib_bin/LIB_QSO(.doc & .bin)
# QSO_LIB_OUT   :/home/docs/.cache/lephare/work/lib_mag/QSO_COSMOS(.doc & .bin)
# Z_STEP   :0.1000 0.0000 6.0000
# COSMOLOGY   :70.0000,0.3000,0.7000
# EXTINC_LAW   :SB_calzetti.dat
# MOD_EXTINC   :0 1000
# EB_V   :0.0000 0.1000 0.2000 0.3000
# MW_GALAMETZ   NO
# EXT_MW_CURVE   CARDELLI
# LIB_ASCII   YES
# CREATION_DATE Wed Oct 28 09:36:46 2026
#############################################
#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_cosmos
# Magnitude type     : AB
# GAL_LIB_IN    :/home/docs/.cache/lephare/work/lib_bin/LIB_GAL(.doc & .bin)
# GAL_LIB_OUT   :/home/docs/.cache/lephare/work/lib_mag/VISTA_COSMOS_FREE(.doc & .bin)
# Z_STEP   :0.1000 0.0000 6.0000
# COSMOLOGY   :70.0000,0.3000,0.7000
# EXTINC_LAW   :SMC_prevot.dat SB_calzetti.dat SB_calzetti_bump1.dat SB_calzetti_bump2.dat
# MOD_EXTINC   :18 26 26 33 26 33 26 33
# EB_V   :0.0000 0.1000 0.2000 0.3000
# EM_LINES   EMP_UV
# EM_DISPERSION   0.5000,0.7500,1.0000,1.5000,2.0000,
# MW_GALAMETZ   NO
# EXT_MW_CURVE   CARDELLI
# LIB_ASCII   YES
# CREATION_DATE Wed Oct 28 09:36:47 2026
#############################################

photz = lp.PhotoZ(lp.all_types_to_keymap(config))

#######################################
# PHOTOMETRIC REDSHIFT with OPTIONS   #
# Config file            :
# CAT_IN                 : /home/docs/.cache/lephare/data/examples/COSMOS.in
# CAT_OUT                : zphot_short.out
# CAT_LINES              : 1 100
# PARA_OUT               : /home/docs/.cache/lephare/data/examples/output.para
# INP_TYPE               : F
# CAT_FMT[0:MEME 1:MMEE] : 0
# CAT_MAG                : AB
# ZPHOTLIB               : VISTA_COSMOS_FREE ALLSTAR_COSMOS QSO_COSMOS
# APPLY_MW_EXTINCTION    : NO
# FIR_LIB                :
# FIR_LMIN               : 7.000000
# FIR_CONT               : -1.000000
# FIR_SCALE              : -1.000000
# FIR_FREESCALE          : YES
# FIR_SUBSTELLAR         : NO
# ERR_SCALE              : 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.050000 0.050000 0.050000 0.050000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000 0.050000 0.050000 0.050000 0.050000 0.100000 0.200000 0.300000
# ERR_FACTOR             : 1.500000
# GLB_CONTEXT            : 0
# FORB_CONTEXT           : -1
# DZ_WIN                 : 1.000000
# MIN_THRES              : 0.020000
# MAG_ABS                : -24.000000 -5.000000
# MAG_ABS_AGN            : -30.000000 -10.000000
# MAG_REF                : 3
# NZ_PRIOR               : -1 -1
# Z_INTERP               : YES
# Z_METHOD               : BEST
# MABS_METHOD            : 1
# MABS_CONTEXT           : 33556478
# MABS_REF               : 11
# AUTO_ADAPT             : YES
# ADAPT_BAND             : 5
# ADAPT_LIM              : 1.500000 23.000000
# ADAPT_ZBIN             : 0.010000 6.000000
# ZFIX                   : NO
# SPEC_OUT               : YES
# CHI_OUT                : NO
# PDZ_OUT                : test
#######################################
Reading input librairies ...
Read lib
Number of keywords to be read in the doc: 15
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/docs/.cache/lephare/work/lib_mag/QSO_COSMOS.doc
Number of keywords read in the config file: 18
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/docs/.cache/lephare/work/lib_mag/QSO_COSMOS.bin
 Done with the library reading with 7320 SED read.
Number of keywords to be read in the doc: 15
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/docs/.cache/lephare/work/lib_mag/ALLSTAR_COSMOS.doc
Number of keywords read in the config file: 18
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/docs/.cache/lephare/work/lib_mag/ALLSTAR_COSMOS.bin
 Done with the library reading with 7574 SED read.
Number of keywords to be read in the doc: 15
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/docs/.cache/lephare/work/lib_mag/VISTA_COSMOS_FREE.doc
Number of keywords read in the config file: 18
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/docs/.cache/lephare/work/lib_mag/VISTA_COSMOS_FREE.bin
 Done with the library reading with 41734 SED read.
Read lib out
Done reading the FIR lib
# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor      VEGA   CALIB    Fac_corr
u_cfht.lowres                 1             3844.1      3908.3       537.9    0.3150  -20.6345       0      1.0000
u_new.pb                      2             3689.8      3749.5       456.0    0.6195  -20.8527       0      1.0000
gHSC.pb                       3             4850.6      4760.2      1194.2   -0.0860  -20.7272       0      1.0000
rHSC.pb                       4             6241.4      6142.0      1538.5    0.1466  -21.5143       0      1.0000
iHSC.pb                       5             7716.5      7636.7      1476.1    0.3942  -22.2286       0      1.0000
zHSC.pb                       6             8915.2      8906.7       768.0    0.5169  -22.6733       0      1.0000
yHSC.pb                       7             9801.2      9770.6       796.8    0.5534  -22.9145       0      1.0000
Y.lowres                      8            10222.2     10195.8       919.2    0.6043  -23.0574       0      1.0000
J.lowres                      9            12554.9     12480.6      1712.3    0.9228  -23.8194       0      1.0000
H.lowres                      10           16497.4     16351.6      2892.7    1.3701  -24.8565       0      1.0000
K.lowres                      11           21576.6     21434.8      2926.3    1.8335  -25.9057       0      1.0000
IB427.lowres                  12            4263.9      4255.9       206.5   -0.1446  -20.4117       0      1.0000
IB464.lowres                  13            4636.1      4633.3       218.1   -0.1520  -20.5860       0      1.0000
IB484.lowres                  14            4850.7      4846.4       228.2   -0.0241  -20.8122       0      1.0000
IB505.lowres                  15            5063.6      5060.6       230.9   -0.0656  -20.8639       0      1.0000
IB527.lowres                  16            5262.3      5258.9       242.1   -0.0260  -20.9871       0      1.0000
IB574.lowres                  17            5766.0      5762.0       272.1    0.0657  -21.2773       0      1.0000
IB624.lowres                  18            6234.5      6230.0       300.6    0.1527  -21.5339       0      1.0000
IB679.lowres                  19            6782.6      6778.6       336.5    0.2542  -21.8183       0      1.0000
IB709.lowres                  20            7075.0      7070.6       315.6    0.2982  -21.9541       0      1.0000
IB738.lowres                  21            7362.7      7358.5       323.5    0.3460  -22.0886       0      1.0000
IB767.lowres                  22            7686.6      7681.2       363.8    0.3992  -22.2351       0      1.0000
IB827.lowres                  23            8245.9      8241.0       343.7    0.4891  -22.4777       0      1.0000
NB711.lowres                  24            7119.9      7119.4        72.6    0.3072  -21.9774       0      1.0000
NB816.lowres                  25            8149.9      8149.2       119.8    0.4713  -22.4349       0      1.0000
NB118.lowres                  26           11909.2     11908.6       112.3    0.8376  -23.6250       0      1.0000
irac_ch1.lowres               27           35763.0     35263.7      7410.9    2.7951  -27.9585       1      1.0036
irac_ch2.lowres               28           45289.5     44608.6     10104.6    3.2634  -28.9384       1      1.0040
irac_ch3.lowres               29           57873.0     56764.7     13508.5    3.7537  -29.9581       1      1.0050
irac_ch4.lowres               30           80442.3     77033.1     28394.0    4.3959  -31.2962       1      1.0110

cat = np.loadtxt(f"{lp.LEPHAREDIR}/examples/COSMOS.in")

zspec_mask = np.logical_and(cat[:, 62] > 0.01, cat[:, 62] < 6)
zs_cat = cat[zspec_mask]
spec = zs_cat[:, 0]
fluxes = zs_cat[:, 1:60:2]
efluxes = zs_cat[:, 2:61:2]
context = zs_cat[:, 61]
zspec = zs_cat[:, 62]

config["ADAPT_LIM"], config["ADAPT_BAND"]

('1.5,23.0', '5')

mag = np.zeros_like(fluxes[:, 4]) + 1000.0
mag[fluxes[:, 4] > 0] = -2.5 * np.log10(fluxes[:, 4][fluxes[:, 4] > 0]) - 48.6
mag_mask = np.logical_and(mag > 1.5, mag < 20.5)
auto_adapt_data = zs_cat[mag_mask]

srclist = []
nobj = 0
imagm = 30
gbcont = 0
contforb = -1
shifts0 = [0]
fac_err = [1.5]
min_err = [
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.05,
    0.05,
    0.05,
    0.05,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.02,
    0.05,
    0.05,
    0.05,
    0.05,
    0.1,
    0.2,
    0.3,
]
for d in auto_adapt_data:
    oneObj = lp.onesource(nobj, photz.gridz)
    oneObj.readsource(str(d[0]), d[1:60:2], d[2:61:2], int(d[61]), d[62], str(d[-1]))
    photz.prep_data(oneObj)
    srclist.append(oneObj)
    nobj += 1

len(srclist)

2170

a0 = photz.compute_offsets(srclist)

 Done with iteration 1 and converge 0
 Done with iteration 2 and converge 0
 Done with iteration 3 and converge 0
 Done with iteration 4 and converge 0
 Done with iteration 5 and converge 0
 Done with iteration 6 and converge 0
 Done with iteration 7 and converge 0
 Done with iteration 8 and converge 0
 Done with iteration 9 and converge 0
 Done with iteration 10 and converge 0

photozlist = []
for d in cat:
    oneObj = lp.onesource(nobj, photz.gridz)
    oneObj.readsource(str(d[0]), d[1:60:2], d[2:61:2], int(d[61]), d[62], str(d[-1]))
    photz.prep_data(oneObj)
    photozlist.append(oneObj)

len(photozlist)

18420

photz.run_photoz(photozlist[:10], a0)

t = photz.build_output_tables(photozlist[:10], filename="toto.fits")

t

Table length=10

IDENT	Z_BEST	Z_BEST68_LOW	Z_BEST68_HIGH	Z_MED	Z_MED68_LOW	Z_MED68_HIGH	CHI_BEST	MOD_BEST	EXTLAW_BEST	EBV_BEST	Z_SEC	CHI_SEC	MOD_SEC	EBV_SEC	ZQ_BEST	CHI_QSO	MOD_QSO	MOD_STAR	CHI_STAR	MAG_OBS()	ERR_MAG_OBS()	K_COR()	MAG_ABS()	EMAG_ABS()	MABS_FILT()	SCALE_BEST	NBAND_USED	CONTEXT	ZSPEC	AGE_BEST	AGE_INF	AGE_MED	AGE_SUP	LDUST_BEST	LDUST_INF	LDUST_MED	LDUST_SUP	LUM_TIR_BEST	LUM_TIR_INF	LUM_TIR_MED	LUM_TIR_SUP	MASS_BEST	MASS_INF	MASS_MED	MASS_SUP	SFR_BEST	SFR_INF	SFR_MED	SFR_SUP	SSFR_BEST	SSFR_INF	SSFR_MED	SSFR_SUP	COL1_INF	COL1_MED	COL1_SUP	COL2_INF	COL2_MED	COL2_SUP	LUM_NUV_BEST	LUM_R_BEST	LUM_K_BEST	MAG_PRED()	STRING_INPUT	PDF_BAY_ZG()
str4	float64	float64	float64	float64	float64	float64	float64	int64	float64	float64	float64	float64	int64	float64	float64	float64	int64	int64	float64	float64[30]	float64[30]	float64[30]	float64[30]	float64[30]	float64[30]	float64	int64	int64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64	float64[0]	str7	float64[61]
1.0	4.829481109166627	4.792682136590697	4.828346166721414	4.81164590639419	4.735811251039376	4.879915249205224	77.48843971048552	29	1.0	0.0	-99.9	1000000000.0	-99	-99.0	4.762225896211004	104.62864951364269	29	204	150.5909294372133	1000.0 .. 1000.0	1000.0 .. 1000.0	15.3984081627071 .. -2.2243704794538623	-20.1461812471215 .. -19.643663753774696	-1.0 .. -1.0	-1.0 .. -1.0	156.28565709065305	27	0	4.839	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.39095441380882	9.00390366342107	7.969716943901318		3004.0	0.0 .. 1.0119566154859822e-41
2.0	1.1499937048794049	1.0947217552234674	1.2015509845986028	1.1348880635638587	1.0491431551988386	1.2082829686398073	42.35465144859324	18	1.0	0.1	-99.9	1000000000.0	-99	-99.0	0.9721037744243881	26.890572796034444	6	136	587.2944359611727	25.17431375427215 .. 1000.0	0.0964327877384378 .. 1000.0	0.9449906888547965 .. -0.010997427541284542	-20.381878365736785 .. -22.95151536447151	0.4939262293956439 .. 3.0263144739044456	5.0 .. 10.0	338.8167265830289	27	0	1.166	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.257681311791096	9.715702493102171	9.193176056235192		11004.0	1.2133884183760828e-154 .. 0.0
3.0	0.17262960678638656	0.19653804434453953	0.20101256684813118	0.19999994659115194	0.1319999458758962	0.2679999836244157	120.25465322519076	6	1.0	0.0	-99.9	1000000000.0	-99	-99.0	0.13298904265647826	149.53633173207567	2	98	957.5092495447133	20.80660112770903 .. 1000.0	0.030183067850864845 .. 1000.0	0.7092223819017155 .. -0.3884904793240682	-19.626147862849965 .. -20.29261997532734	0.409020137439148 .. 2.7186841350950104	2.0 .. 10.0	137.18834385738347	28	0	0.1649	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	7.82899734693768	9.55736045878379	9.051830861618797		11004.0	1.28082991504528e-241 .. 0.0
4.0	5.33694248877956	5.2658339663602485	5.432206800263032	5.350370153508046	5.22253461249666	5.495105521970404	25.429151124216563	31	4.0	0.1	-99.9	1000000000.0	-99	-99.0	5.478285353058415	38.340916435021626	29	196	63.60982765138776	28.653832798939177 .. 1000.0	1.9744363436325476 .. 1000.0	18.64525371446494 .. -1.9601016324930274	-20.7752294590435 .. -20.758339824392614	-1.0 .. -1.0	-1.0 .. -1.0	456.7484319661465	28	0	5.742	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.955028437868716	9.387072649244505	8.290826478759246		3004.0	0.0 .. 2.3289976905000837e-14
5.0	0.8908555712177131	0.7979311544807124	0.9739978404259847	0.958143456355793	0.7794538563113899	1.139362370571038	39.42764444610886	31	2.0	0.3	-99.9	1000000000.0	-99	-99.0	0.1	52.12546483673425	4	136	111.92964634452021	28.89525369744318 .. 1000.0	2.1272798742731407 .. 1000.0	-0.0012854113312578525 .. 0.541131006890248	-15.922899036554437 .. -17.43441531103486	0.2867762593845189 .. -1.0	4.0 .. -1.0	21.40463202836129	28	0	5.745	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	8.625859138974754	8.057903350350543	6.961657179865284		3003.0	0.0 .. 1.674275702603236e-30
6.0	1.1236023068070633	1.0957645864456103	1.11180922157124	1.1038950905826657	1.0332841609986874	1.1725281372414709	13.978896651377882	30	2.0	0.2	-99.9	1000000000.0	-99	-99.0	2.151233973457526	93.30673454014027	28	240	552.5420511461077	25.214600814920125 .. 1000.0	0.05953600930630455 .. 1000.0	-0.23084431053995155 .. 0.07245469260845669	-18.966528419280458 .. -19.66317297362586	0.4939262293956439 .. 3.0263144739044456	5.0 .. 10.0	158.55321121727516	28	0	1.25	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.43641806734173	8.979094870972855	7.920071663553717		11003.0	2.5329148709193983e-50 .. 0.0
7.0	3.9128311291522615	3.867823019886775	3.954392720228325	3.998959981905332	3.846875495491129	4.112595204935776	9.13145651626854	29	2.0	0.2	-99.9	1000000000.0	-99	-99.0	4.193763144251633	14.779483799890453	25	138	227.16816750295436	1000.0 .. 1000.0	1000.0 .. 1000.0	6.521083448861179 .. -1.8259681305206177	-21.828218857214168 .. -22.496982075476225	0.7314058261071672 .. 3.4237839535384413	9.0 .. 10.0	2080.45817659159	28	0	3.725	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	10.515194280365746	10.128143529977994	9.093956810458245		3003.0	2.6009617678250392e-65 .. 1.6799787662921266e-199
8.0	5.674968541802881	5.683424499813247	5.705515900653689	5.124996823631681	4.909415598910257	5.668695926933373	17.45936694978479	29	1.0	0.0	-99.9	1000000000.0	-99	-99.0	4.874948994284596	29.01073635776365	28	195	26.769085971306122	1000.0 .. 1000.0	1000.0 .. 1000.0	16.774098467962517 .. -2.403328812727217	-19.89194981179806 .. -19.389432318451256	-1.0 .. -1.0	-1.0 .. -1.0	123.65923313390113	28	0	5.673	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.289261839679444	8.902211089291693	7.868024369771941		3004.0	0.0 .. 6.111889102494644e-08
9.0	0.7105851304047789	0.6980163969619696	0.7030490231215929	0.7000000090651154	0.6320000021844974	0.7680000097814552	74.03584719683344	18	1.0	0.3	-99.9	1000000000.0	-99	-99.0	0.6178733249925422	31.14700686218623	5	120	555.4664993138389	25.537792424195608 .. 1000.0	0.12280795600338955 .. 1000.0	1.6879474738305111 .. 0.6278750921524597	-19.472327915650816 .. -23.01317830586554	0.5709682314021691 .. 2.8410170808296833	3.0 .. 10.0	286.38074491005676	28	0	0.6233	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.184660283910933	9.642681465222008	9.120155028355029		11003.0	0.0 .. 0.0
10.0	1.3999637373760028	1.3913916592626363	1.4085958633456872	1.4000430808667594	1.3318725890601752	1.4681839184602037	9.951834273191508	26	1.0	0.1	-99.9	1000000000.0	-99	-99.0	2.134446014455624	92.7765942655896	28	237	486.63965116014384	25.162958763657592 .. 1000.0	0.0939624108055969 .. 1000.0	0.15579677406122375 .. -0.4166760231850587	-19.890168838622905 .. -20.357263497991468	0.5450998955109387 .. 3.0964041486939173	6.0 .. 10.0	207.49518779215745	28	0	1.4005	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-999.0	-999.0	-999.0	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	-99.9	9.362317182878904	9.250775637899107	8.293241551917266		11004.0	1.7261015936319336e-49 .. 0.0