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

LEPHAREDIR is being set to the default cache directory which is being created at:
/home/docs/.cache/lephare/data
More than 1Gb may be written there.
LEPHAREWORK is being set to the default cache directory:
/home/docs/.cache/lephare/work

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.

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Created directory: /home/docs/.cache/lephare/data/vega
Created directory: /home/docs/.cache/lephare/data/sed/STAR/BD
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/filt/cosmos
Created directory: /home/docs/.cache/lephare/data/sed/GAL/BETHERMIN12
Created directory: /home/docs/.cache/lephare/data/ext
Created directory: /home/docs/.cache/lephare/data/sed/QSO/SALVATO09
Created directory: /home/docs/.cache/lephare/data/filt/hsc
Created directory: /home/docs/.cache/lephare/data/opa
Created directory: /home/docs/.cache/lephare/data/examples
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Created directory: /home/docs/.cache/lephare/data/filt/vista
Created directory: /home/docs/.cache/lephare/data/sed/STAR/LAGET
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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")
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             0.3844      0.3908      0.0538    0.3150   -0.3891  -20.6345    6.0327       0      0.3815      1.0000
u_new.pb                      2             0.3690      0.3750      0.0456    0.6195   -0.2745  -20.8527    6.3135       0      0.3668      1.0000
gHSC.pb                       3             0.4851      0.4760      0.1194   -0.0860   -0.2458  -20.7272    5.0764       0      0.4780      1.0000
rHSC.pb                       4             0.6241      0.6142      0.1539    0.1466    0.2580  -21.5143    4.6523       0      0.6178      1.0000
iHSC.pb                       5             0.7716      0.7637      0.1476    0.3942    0.6138  -22.2286    4.5323       0      0.7666      1.0000
zHSC.pb                       6             0.8915      0.8907      0.0768    0.5169    0.7625  -22.6733    4.5147       0      0.8903      1.0000
yHSC.pb                       7             0.9801      0.9771      0.0797    0.5534    0.7763  -22.9145    4.5081       0      0.9782      1.0000
Y.lowres                      8             1.0222      1.0196      0.0919    0.6043    0.8180  -23.0574    4.5130       0      1.0206      1.0000
J.lowres                      9             1.2555      1.2481      0.1712    0.9228  -99.0000  -23.8194    4.5638       0      1.2514      1.0000
H.lowres                      10            1.6497      1.6352      0.2893    1.3701  -99.0000  -24.8565    4.7045       0      1.6409      1.0000
K.lowres                      11            2.1577      2.1435      0.2926    1.8335  -99.0000  -25.9057    5.1316       0      2.1502      1.0000
IB427.lowres                  12            0.4264      0.4256      0.0207   -0.1446   -0.4942  -20.4117    5.5152       0      0.4262      1.0000
IB464.lowres                  13            0.4636      0.4633      0.0218   -0.1520   -0.3463  -20.5860    5.0658       0      0.4634      1.0000
IB484.lowres                  14            0.4851      0.4846      0.0228   -0.0241   -0.1770  -20.8122    4.9880       0      0.4849      1.0000
IB505.lowres                  15            0.5064      0.5061      0.0231   -0.0656   -0.1366  -20.8639    4.9423       0      0.5061      1.0000
IB527.lowres                  16            0.5262      0.5259      0.0242   -0.0260   -0.0464  -20.9871    4.8937       0      0.5260      1.0000
IB574.lowres                  17            0.5766      0.5762      0.0272    0.0657    0.1377  -21.2773    4.7042       0      0.5763      1.0000
IB624.lowres                  18            0.6234      0.6230      0.0301    0.1527    0.2768  -21.5339    4.6386       0      0.6232      1.0000
IB679.lowres                  19            0.6783      0.6779      0.0336    0.2542    0.4288  -21.8183    4.5709       0      0.6779      1.0000
IB709.lowres                  20            0.7075      0.7071      0.0316    0.2982    0.4968  -21.9541    4.5558       0      0.7072      1.0000
IB738.lowres                  21            0.7363      0.7358      0.0323    0.3460    0.5577  -22.0886    4.5449       0      0.7360      1.0000
IB767.lowres                  22            0.7687      0.7681      0.0364    0.3992    0.6164  -22.2351    4.5243       0      0.7683      1.0000
IB827.lowres                  23            0.8246      0.8241      0.0344    0.4891    0.7300  -22.4777    4.5161       0      0.8243      1.0000
NB711.lowres                  24            0.7120      0.7119      0.0073    0.3072    0.5084  -21.9774    4.5542       0      0.7120      1.0000
NB816.lowres                  25            0.8150      0.8149      0.0120    0.4713    0.7098  -22.4349    4.5154       0      0.8149      1.0000
NB118.lowres                  26            1.1909      1.1909      0.0112    0.8376  -99.0000  -23.6250    4.5554       0      1.1909      1.0000
irac_ch1.lowres               27            3.5763      3.5264      0.7411    2.7951  -99.0000  -27.9585    6.0679       1      3.5634      1.0036
irac_ch2.lowres               28            4.5290      4.4609      1.0105    3.2634  -99.0000  -28.9384    6.5680       1      4.5111      1.0040
irac_ch3.lowres               29            5.7873      5.6765      1.3509    3.7537  -99.0000  -29.9581    7.0472       1      5.7592      1.0050
irac_ch4.lowres               30            8.0442      7.7033      2.8394    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 SED in the list 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 SED in the list 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 SED in the list 31
WRONG NUMBER OF ARGUMENTS FOR OPTION MOD_EXTINC
We have 2 instead of 8
Use default value 0,0 for all filters
#######################################
# 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
# CREATION_DATE Wed Mar  4 13:25:27 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 # LIB_ASCII   YES
# CREATION_DATE Wed Mar  4 13:25:27 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,
# LIB_ASCII   YES
# CREATION_DATE Wed Mar  4 13:25:31 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
# 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: 13
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: 16
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: 13
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: 16
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: 13
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: 16
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
Read filt
# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor      VEGA   CALIB    Fac_corr
u_cfht.lowres                 1             0.3844      0.3908      0.0538    0.3150  -20.6300       0      1.0000
u_new.pb                      2             0.3690      0.3750      0.0456    0.6195  -20.8500       0      1.0000
gHSC.pb                       3             0.4851      0.4760      0.1194   -0.0860  -20.7300       0      1.0000
rHSC.pb                       4             0.6241      0.6142      0.1539    0.1466  -21.5100       0      1.0000
iHSC.pb                       5             0.7716      0.7637      0.1476    0.3942  -22.2300       0      1.0000
zHSC.pb                       6             0.8915      0.8907      0.0768    0.5169  -22.6700       0      1.0000
yHSC.pb                       7             0.9801      0.9771      0.0797    0.5534  -22.9100       0      1.0000
Y.lowres                      8             1.0220      1.0200      0.0919    0.6043  -23.0600       0      1.0000
J.lowres                      9             1.2550      1.2480      0.1712    0.9228  -23.8200       0      1.0000
H.lowres                      10            1.6500      1.6350      0.2893    1.3700  -24.8600       0      1.0000
K.lowres                      11            2.1580      2.1430      0.2926    1.8330  -25.9100       0      1.0000
IB427.lowres                  12            0.4264      0.4256      0.0207   -0.1446  -20.4100       0      1.0000
IB464.lowres                  13            0.4636      0.4633      0.0218   -0.1520  -20.5900       0      1.0000
IB484.lowres                  14            0.4851      0.4846      0.0228   -0.0241  -20.8100       0      1.0000
IB505.lowres                  15            0.5064      0.5061      0.0231   -0.0656  -20.8600       0      1.0000
IB527.lowres                  16            0.5262      0.5259      0.0242   -0.0260  -20.9900       0      1.0000
IB574.lowres                  17            0.5766      0.5762      0.0272    0.0657  -21.2800       0      1.0000
IB624.lowres                  18            0.6234      0.6230      0.0301    0.1527  -21.5300       0      1.0000
IB679.lowres                  19            0.6783      0.6779      0.0336    0.2542  -21.8200       0      1.0000
IB709.lowres                  20            0.7075      0.7071      0.0316    0.2982  -21.9500       0      1.0000
IB738.lowres                  21            0.7363      0.7358      0.0323    0.3460  -22.0900       0      1.0000
IB767.lowres                  22            0.7687      0.7681      0.0364    0.3992  -22.2400       0      1.0000
IB827.lowres                  23            0.8246      0.8241      0.0344    0.4891  -22.4800       0      1.0000
NB711.lowres                  24            0.7120      0.7119      0.0073    0.3072  -21.9800       0      1.0000
NB816.lowres                  25            0.8150      0.8149      0.0120    0.4713  -22.4300       0      1.0000
NB118.lowres                  26            1.1910      1.1910      0.0112    0.8376  -23.6200       0      1.0000
irac_ch1.lowres               27            3.5760      3.5260      0.7411    2.7950  -27.9600       1      1.0040
irac_ch2.lowres               28            4.5290      4.4610      1.0100    3.2630  -28.9400       1      1.0040
irac_ch3.lowres               29            5.7870      5.6760      1.3510    3.7540  -29.9600       1      1.0050
irac_ch4.lowres               30            8.0440      7.7030      2.8390    4.3960  -31.3000       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	4.829269399818061	4.783426651497395	4.863372954822656	4.800424090735479	4.706886369571467	4.883760323156293	35.341373308439785	29	1.0	0.0	-99.9	-99.0	-99	-99.0	4.762508236675584	47.18568956796165	29	204	68.54225795310299	1000.0 .. 1000.0	1000.0 .. 1000.0	966.251752740498 .. -2.2157305413111814	-20.08504205034323 .. -19.65480607732691	-1.0 .. -1.0	-1.0 .. -1.0	157.5085853907176	27	0	4.839	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.395436732401041	9.007728821616116	7.973316976741785		3004.0	0.0 .. 5.218211437703658e-18
2.0	1.1403160700789825	1.0886432649760178	1.2001814927069918	1.1233709670617282	1.0411488167176224	1.1918390305594968	19.51410221846842	18	1.0	0.1	-99.9	-99.0	-99	-99.0	0.973970190487847	12.135470943084194	6	136	278.91139246155905	25.17387020898009 .. 1000.0	0.0964327877384378 .. 1000.0	0.9427391685059286 .. -0.0013123129742400783	-20.344440183389352 .. -22.92799190466752	0.4075378180378362 .. 3.026369808293129	5.0 .. 10.0	331.6771210091367	27	0	1.166	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.249562653268772	9.706880938484453	9.184138038054687		11004.0	1.4154024903683847e-69 .. 0.0
3.0	0.16482768691104507	0.1876951818269358	0.20214215141928787	0.19831280048546845	0.1303127997652406	0.267450831304005	61.043936757050695	6	1.0	0.0	-99.9	-99.0	-99	-99.0	0.13244236590647754	69.37276420361918	2	98	461.27782345828325	20.806157582416972 .. 1000.0	0.030183067850864845 .. 1000.0	0.6794794423973245 .. -0.3720247595739508	-19.486904321994608 .. -20.198325622058285	0.3861506934648933 .. 2.7198853554640348	2.0 .. 10.0	123.86712175142885	28	0	0.1649	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	7.785760999150764	9.513422704526104	9.007681583704478		11004.0	9.800581392647196e-115 .. 0.0
4.0	5.675837802293873	5.287927171083398	5.71549607242089	5.351419786306037	5.169941560746779	5.5463201492119625	11.794014440372727	28	1.0	0.0	-99.9	-99.0	-99	-99.0	5.552630370950878	17.494219729380006	29	196	29.576899115786986	28.653389253647127 .. 1000.0	1.9744363436325476 .. 1000.0	965.8091591892821 .. -2.386278839849055	-20.625183222956238 .. -20.4193696715205	-1.0 .. -1.0	-1.0 .. -1.0	260.3917219685889	28	0	5.742	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.544799475714335	9.284113307870758	8.286372446506576		3004.0	0.0 .. 1.0465933959001365e-06
5.0	0.9065546568361635	0.7858236420349238	1.036993097932775	0.9951275761318986	0.7707672007837635	1.2619427476209852	17.82389072301889	31	2.0	0.3	2.7	25.0	25	0.0	0.1	24.13961594016992	4	136	51.25118053577484	28.89481015215112 .. 1000.0	2.1272798742731407 .. 1000.0	-0.03444124374297867 .. 0.5108888462045434	-15.96880751762182 .. -17.50082580259818	0.038284729646832716 .. -1.0	4.0 .. -1.0	22.745217404354648	28	0	5.745	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	8.653331547345214	8.084726990130793	6.988254500789019		3003.0	0.0 .. 5.423515625123157e-14
6.0	1.1352167471604908	1.088698790591993	1.1651448172594374	1.1382725004382201	1.0494161706956817	1.2303962551708578	5.658974683579134	30	2.0	0.2	-99.9	-99.0	-99	-99.0	2.1501985725015995	42.94452303969473	28	240	253.18289197248646	25.214157269628075 .. 1000.0	0.05953600930630455 .. 1000.0	-0.25927365191501717 .. 0.061296724508960676	-18.965835778906015 .. -19.68647069008393	0.4075378180378362 .. 3.026369808293129	5.0 .. 10.0	163.7345951049219	28	0	1.25	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.451477880709579	8.993500634607177	7.934252083949332		11003.0	3.974245701513169e-23 .. 4.757686458252322e-243
7.0	3.9156034415577112	3.814098653306164	4.114201465211692	3.98271535506407	3.812407303849205	4.103667926177515	4.267930643967455	29	2.0	0.2	-99.9	-99.0	-99	-99.0	4.19181243307037	7.064770319327783	25	138	106.58236191365698	1000.0 .. 1000.0	1000.0 .. 1000.0	6.508891011467326 .. -1.8224310711232121	-21.80452473138825 .. -22.454189577863897	0.7556261313860304 .. -1.0	9.0 .. -1.0	2081.3089176730246	28	0	3.725	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	10.516469046375672	10.128761135590747	9.094349290716416		3003.0	1.967102034433885e-30 .. 1.6024371103738485e-86
8.0	5.677896454575949	5.672288866804616	5.710721280956252	5.032342031978121	4.484829455722301	5.470051335040278	8.064649677481682	28	1.0	0.0	0.7000000000000001	1.0	1	0.0	4.875693342246679	14.070588502428839	28	195	12.884941543599695	1000.0 .. 1000.0	1000.0 .. 1000.0	965.8091591892821 .. -2.386278839849055	-19.897013682216713 .. -19.691200130780974	-1.0 .. -1.0	-1.0 .. -1.0	133.155575909124	28	0	5.673	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.253531659418528	8.992845491574947	7.995104630210765		3004.0	0.0 .. 0.0004905286281342825
9.0	0.710378244138271	0.6953837890379612	0.7070344866449738	0.7000911810215159	0.6320276532357234	0.7680927309276951	35.93628832456235	18	1.0	0.3	-99.9	-99.0	-99	-99.0	0.6199767029878253	14.904190839185148	5	120	262.11469768493043	25.537348878903547 .. 1000.0	0.12280795600338955 .. 1000.0	1.6718591810438257 .. 0.6280515913496657	-19.4737879809337 .. -23.012355874559443	0.5660121905654041 .. 2.8410721590756047	3.0 .. 10.0	286.76937612663073	28	0	0.6233	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.186379909732484	9.643698194948165	9.1209552945184		11003.0	6.619045247751007e-179 .. 0.0
10.0	1.3836694599656378	1.3731800148615758	1.4136138559316629	1.3819674416887584	1.311671862703516	1.4625733495201585	5.061610066066511	26	1.0	0.1	-99.9	-99.0	-99	-99.0	2.129956292863547	42.52540954196697	28	238	223.10128676102988	25.162515218365535 .. 1000.0	0.0939624108055969 .. 1000.0	0.16089730128045002 .. -0.39791515804360006	-19.86494966005873 .. -20.33053349112488	0.45047492765683295 .. 3.0964594493421025	5.0 .. 10.0	200.97230143466314	28	0	1.4005	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-999.0	-99.9	-99.9	-99.9	-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	9.349549527058347	9.23734042604432	8.279589557495019		11004.0	2.484598381990255e-22 .. 8.540843088247246e-187