Note
Click here to download the full example code
Use Fitroom with precomputed spectra¶
Compare experimental spectrum to a combination of precomputed spectra
powered by the RADIS SpecDatabase class
Description¶
Functions to build a 2D, multislabs fitting room with a pure Python (Matplotlib) interface that displays:
CaseSelectora window to select conditions along two axis (to calculate, or retrievefrom a database)
Grid3x3: a window to plot 9 spectra corresponding to left, right and center conditionsMultiSlabPlot: a window to decompose the center slab along the different slabs
from radis import Spectrum
from radis.tools.database import SpecDatabase
from radis.los.slabs import SerialSlabs
from numpy import linspace
from publib import set_style
from radis.test.utils import setup_test_line_databases
from fitroom import CaseSelector
from fitroom import Grid3x3
from fitroom import MultiSlabPlot
from fitroom import SlabsConfigSolver
from fitroom import FitRoom
from fitroom import SlitTool
from radis import SpectrumFactory
from os.path import join, dirname
import matplotlib.pyplot as plt
plt.ion() # interactive mode; do not block figures
TEST_FOLDER_PATH = dirname(".")
def getTestFile(file):
''' Return the full path of a test file. Used by test functions not to
worry about the project architecture'''
return join(TEST_FOLDER_PATH, file)
def _generate_test_database():
# %% Generate test spectra database (just for the example)
# ------------------------
# Add HITRAN-TEST-CO2 to neq.rc (create file if doesnt exist)
setup_test_line_databases()
sf2 = SpectrumFactory(
wavelength_min=4165,
wavelength_max=4200,
mole_fraction=1,
path_length=0.025,
cutoff=1e-25,
isotope=[1, 2],
db_use_cached=True,
medium='air')
sf2.load_databank('HITRAN-CO2-TEST')
sf2.init_database(getTestFile(
'HITRAN_CO2_test_spec_database'), autoretrieve=True) # 'force')
for Tgas in [300, 350, 400, 1200, 1300, 1500, 1700, 2000]:
sf2.eq_spectrum(Tgas)
# Note that autoretrieve is set to True by default, so already generated
# spectra wont be calculated again
_generate_test_database()
set_style('origin')
Out:
Using database: HITRAN-CO2-TEST
'HITRAN-CO2-TEST':
{'info': 'HITRAN 2016 database, CO2, 1 main isotope (CO2-626), bandhead: 2380-2398 cm-1 (4165-4200 nm)', 'path': ['/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/test/files/hitran_co2_626_bandhead_4165_4200nm.par'], 'format': 'hitran', 'parfuncfmt': 'hapi', 'levelsfmt': 'radis'}
Reference databank (2380.31-2399.97cm-1) has 0 lines in range (2380.30-2400.31cm-1) for isotope 2. Change your range or isotope options
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/log.py:54: UserWarning: Reference databank (2380.31-2399.97cm-1) has 0 lines in range (2380.30-2400.31cm-1) for isotope 2. Change your range or isotope options
warn(msg)
Loading database HITRAN_CO2_test_spec_database
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 300 K
Trot 300 K
Tvib 300 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used None
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding -1
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Warning. File already exists. Filename is incremented
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib300K_Trot300K_4.spec (0.1Mb)
loaded 20211002_Tvib300K_Trot300K_4.spec
0.05s - Spectrum calculated
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 350 K
Trot 350 K
Tvib 350 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Warning. File already exists. Filename is incremented
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib350K_Trot350K_1.spec (0.1Mb)
loaded 20211002_Tvib350K_Trot350K_1.spec
0.05s - Spectrum calculated
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 400 K
Trot 400 K
Tvib 400 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib400K_Trot400K.spec (0.1Mb)
loaded 20211002_Tvib400K_Trot400K.spec
0.05s - Spectrum calculated
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/warning.py:350: HighTemperatureWarning: HITRAN is valid for low temperatures (typically < 700 K). For higher temperatures you may need HITEMP or CDSD. See the 'databank=' parameter
warnings.warn(WarningType(message))
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 1200 K
Trot 1200 K
Tvib 1200 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Warning. File already exists. Filename is incremented
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib1200K_Trot1200K_3.spec (0.1Mb)
loaded 20211002_Tvib1200K_Trot1200K_3.spec
0.06s - Spectrum calculated
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/warning.py:350: HighTemperatureWarning: HITRAN is valid for low temperatures (typically < 700 K). For higher temperatures you may need HITEMP or CDSD. See the 'databank=' parameter
warnings.warn(WarningType(message))
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 1300 K
Trot 1300 K
Tvib 1300 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib1300K_Trot1300K.spec (0.1Mb)
loaded 20211002_Tvib1300K_Trot1300K.spec
0.06s - Spectrum calculated
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/warning.py:350: HighTemperatureWarning: HITRAN is valid for low temperatures (typically < 700 K). For higher temperatures you may need HITEMP or CDSD. See the 'databank=' parameter
warnings.warn(WarningType(message))
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 1500 K
Trot 1500 K
Tvib 1500 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Warning. File already exists. Filename is incremented
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib1500K_Trot1500K_3.spec (0.1Mb)
loaded 20211002_Tvib1500K_Trot1500K_3.spec
0.06s - Spectrum calculated
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/warning.py:350: HighTemperatureWarning: HITRAN is valid for low temperatures (typically < 700 K). For higher temperatures you may need HITEMP or CDSD. See the 'databank=' parameter
warnings.warn(WarningType(message))
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 1700 K
Trot 1700 K
Tvib 1700 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib1700K_Trot1700K.spec (0.1Mb)
loaded 20211002_Tvib1700K_Trot1700K.spec
0.06s - Spectrum calculated
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/misc/warning.py:350: HighTemperatureWarning: HITRAN is valid for low temperatures (typically < 700 K). For higher temperatures you may need HITEMP or CDSD. See the 'databank=' parameter
warnings.warn(WarningType(message))
No spectrum found in database that matched given conditions.
Calculating Equilibrium Spectrum
Physical Conditions
----------------------------------------
Tgas 2000 K
Trot 2000 K
Tvib 2000 K
isotope 1,2
mole_fraction 1
molecule CO2
overpopulation None
path_length 0.025 cm
pressure_mbar 1013.25 mbar
rot_distribution boltzmann
self_absorption True
state X
vib_distribution boltzmann
wavenum_max 2400.3058 cm-1
wavenum_min 2380.3033 cm-1
Computation Parameters
----------------------------------------
Tref 296 K
add_at_used numpy
broadening_method voigt
cutoff 1e-25 cm-1/(#.cm-2)
dbformat hitran
dbpath /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/rad...
dlm_log_pG 0.1375350788016573
dlm_log_pL 0.20180288881201608
export_rovib_fraction False
folding_thresh 1e-06
hdf5_engine pytables
include_neighbouring_lines True
levelsfmt radis
neighbour_lines 0 cm-1
optimization simple
parfuncfmt hapi
parfuncpath None
parsum_mode full summation
pseudo_continuum_threshold 0
truncation 50 cm-1
wavenum_max_calc 2400.3058 cm-1
wavenum_min_calc 2380.3033 cm-1
waveunit cm-1
wstep 0.01 cm-1
zero_padding 2002
Information
----------------------------------------
chunksize None
db_use_cached True
export_lines False
export_populations None
load_energies False
lvl_use_cached True
total_lines 327
warning_broadening_threshold 0.01
warning_linestrength_cutoff 0.01
----------------------------------------
Warning. File already exists. Filename is incremented
Spectrum stored in HITRAN_CO2_test_spec_database/20211002_Tvib2000K_Trot2000K_3.spec (0.1Mb)
loaded 20211002_Tvib2000K_Trot2000K_3.spec
0.06s - Spectrum calculated
db0 = SpecDatabase(getTestFile('HITRAN_CO2_test_spec_database'), lazy_loading=False, nJobs=1) # CO2
Out:
Loading database HITRAN_CO2_test_spec_database
*** Loading the database with 1 processor (28 files)***
loaded 20211002_Tvib1150K_Trot1150K_1.spec
loaded 20211002_Tvib1200K_Trot1200K_3.spec
loaded 20211002_Tvib1200K_Trot1200K.spec
loaded 20211002_Tvib300K_Trot300K_3.spec
loaded 20211002_Tvib300K_Trot300K_2.spec
loaded 20211002_Tvib2000K_Trot2000K_1.spec
loaded 20211002_Tvib350K_Trot350K.spec
loaded 20211002_Tvib300K_Trot300K_4.spec
loaded 20211002_Tvib1500K_Trot1500K_2.spec
loaded 20211002_Tvib1800K_Trot1800K_1.spec
loaded 20211002_Tvib1300K_Trot1300K.spec
loaded 20211002_Tvib2000K_Trot2000K_3.spec
loaded 20211002_Tvib1200K_Trot1200K_1.spec
loaded 20211002_Tvib300K_Trot300K_1.spec
loaded 20211002_Tvib1500K_Trot1500K.spec
loaded 20211002_Tvib300K_Trot300K.spec
loaded 20211002_Tvib1150K_Trot1150K.spec
loaded 20211002_Tvib1500K_Trot1500K_3.spec
loaded 20211002_Tvib2000K_Trot2000K.spec
loaded 20211002_Tvib1800K_Trot1800K.spec
loaded 20211002_Tvib1800K_Trot1800K_2.spec
loaded 20211002_Tvib1200K_Trot1200K_2.spec
loaded 20211002_Tvib1150K_Trot1150K_2.spec
loaded 20211002_Tvib350K_Trot350K_1.spec
loaded 20211002_Tvib1700K_Trot1700K.spec
loaded 20211002_Tvib1500K_Trot1500K_1.spec
loaded 20211002_Tvib2000K_Trot2000K_2.spec
loaded 20211002_Tvib400K_Trot400K.spec
slbPlasmaCO2 = {
'db': db0,
'Tgas': 1500,
# 'Tvib':1100,
# 'Trot':1200,
'path_length': 0.02,
'mole_fraction': 0.6,
}
slbPostCO2 = {
'db': db0,
'Tgas': 350,
'path_length': 0.7,
# 'mole_fraction':DynVar('sPlasmaCO2', 'mole_fraction'),
# TODO: line above doesnt work with precompute residual. Fix it!
'mole_fraction': 1,
}
slbRoomCO2 = {
'db': db0,
'Tgas': 300,
'path_length': 373, # cm
'mole_fraction': 400e-6,
}
Slablist = {'sPlasmaCO2': slbPlasmaCO2,
'sPostCO2': slbPostCO2,
'sRoomCO2': slbRoomCO2}
def config(**slabs):
''' args must correspond to slablist. Indexes and order is important '''
return SerialSlabs(slabs['sPlasmaCO2'], slabs['sPostCO2'], slabs['sRoomCO2'])
# Sensibility analysis
slbInteractx = 'sPlasmaCO2'
xparam = 'Tgas'
slbInteracty = 'sPlasmaCO2'
yparam = 'mole_fraction'
#slbInteract = slbPostCO
#xparam = 'Tgas'
#yparam = 'path_length'
xstep = 0.2
ystep = 0.2
slit = (1.63, 2.33)
# Experimental
# wexp_shift = -0.5
# what to plot: 'radiance' or 'transmittance'
plotquantity = 'radiance'
unit = 'mW/cm2/sr/nm'
#unit = 'default'
s_exp = Spectrum.from_txt(getTestFile(r"measured_co2_bandhead_10kHz_30us.txt"), wunit='nm',
quantity=plotquantity, unit='mW/cm2/sr/nm',
conditions={'medium': 'air'}).offset(-0.5, 'nm')
normalizer = None # Normalizer(4173, 4180, how='mean')
# -----------------------------------------------------------------------------
# NON USER PARAM PART
# -----------------------------------------------------------------------------
dbInteractx = Slablist[slbInteractx]['db']
dbInteracty = Slablist[slbInteracty]['db']
import warnings
warnings.filterwarnings("ignore", "Using default event loop until function specific" +
"to this GUI is implemented")
fitroom = FitRoom(Slablist, slbInteractx, slbInteracty, xparam, yparam)
solver = SlabsConfigSolver(config=config, source='database',
s_exp=s_exp,
plotquantity=plotquantity, unit=unit,
slit=slit)
gridTool = Grid3x3(slbInteractx=slbInteractx, slbInteracty=slbInteracty,
xparam=xparam, yparam=yparam,
plotquantity=plotquantity, unit=unit,
normalizer=normalizer,
s_exp=s_exp)
slabsTool = MultiSlabPlot(plotquantity=plotquantity, unit=unit,
normalizer=normalizer,
s_exp=s_exp,
nfig=3)
selectTool = CaseSelector(dbInteractx, dbInteracty, xparam, yparam,
slbInteractx=slbInteractx, slbInteracty=slbInteracty,
nfig=1)
slitTool = SlitTool('nm') # getTestFile('slitfunction.txt'))
# overpTool = Overpopulator(overpSlab)
fitroom.add_tool(solver)
fitroom.add_tool(gridTool)
fitroom.add_tool(slabsTool)
fitroom.add_tool(selectTool)
# fitroom.add_tool(overpTool)
# Map x, y
# -----------
xvar = Slablist[slbInteractx][xparam]
yvar = Slablist[slbInteracty][yparam]
xspace = linspace(xvar*(1-xstep), xvar*(1+xstep), 3)
yspace = linspace(yvar*(1-ystep), yvar*(1+ystep), 3)
gridTool.plot_3times3(xspace, yspace)
fitroom.add_tool(slitTool)
# Precompute residual for all points
# --------------
selectTool.precompute_residual(Slablist, yspace=[1e-3, 0.1, 0.5, 1, 2])
plt.show()
Out:
Adding SlabsConfigSolver
Adding Grid3x3
Adding MultiSlabPlot
Adding CaseSelector
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1 to 0.6. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1 to 0.48. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/spectrum/rescale.py:1942: UserWarning: Large rescaling from 1.0 to 0.0004. There may be significant changes in pressure broadening coefficients.You should calculate a new spectrum instead.
warn(
Adding SlitTool
(0s) 0.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(0s) 10.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(1s) 20.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(1s) 30.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(1s) 40.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(1s) 50.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(2s) 60.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(2s) 70.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(2s) 80.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(2s) 90.0% /home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/radis/tools/database.py:1425: FutureWarning: Dropping of nuisance columns in DataFrame reductions (with 'numeric_only=None') is deprecated; in a future version this will raise TypeError. Select only valid columns before calling the reduction.
mean = dict(dg.mean())
(3s) 100.0%
/home/docs/checkouts/readthedocs.org/user_builds/fitroom/envs/latest/lib/python3.8/site-packages/fitroom/selection_tool.py:500: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.
plt.tight_layout()
Total running time of the script: ( 0 minutes 11.693 seconds)