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lbl

Line by line code for precision radial velocity described in Artigau et al. 2022

version 0.63.006 (2024-02-21) compatible with:

  • SPIRou (APERO and CADC)
  • NIRPS (APERO and ESO)
  • HARPS (ORIG and ESO)
  • ESPRESSO
  • CARMENES-VIS
  • HARPS-N (ORIG and ESO)
  • Maroon-X (Blue and Red)
  • SOPHIE

Contents

  1. Installation
  2. Using LBL
  3. LBL Demos
  4. The config file
  5. Things that the LBL code is NOT meant to do
  6. Inputs/Outputs explained
  7. List of input parameters overridable in LBL
  8. Cite
  9. GitHub

1. Installation

Step 1: Download the github repository

>> git clone [email protected]:njcuk9999/lbl.git

or the following (depending on your needs)

>> git clone https://github.com/njcuk9999/lbl

Note from now on we refer to this directory as {LBL_ROOT}

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Step 2: Choose your branch

Main

The main branch should be the most stable version but may not be the most up-to-date version.

>> git checkout main

Developer

The developer branch should be generally be a stable and update-to-date, but may contain experimental functionality.

>> git checkout developer

Working

This is the working branch it may or may not be stable and will probably contain experimental functionality currently in development.

>> git checkout working

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Step 3: Install

Install python 3.9 (either with venv, manually or with conda).

With conda:

With conda create a new environment:

conda create --name lbl-env python=3.9

Then activate the environment

conda activate lbl-env

Installing LBL with pip:

Then install packages with pip

cd {LBL_ROOT}
pip install -U -e .

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2. Using LBL

The five LBL recipes

The lbl code consists of a suite of five recipes that can be turned on or off by the user.

lbl_telluclean  # Basic telluric correction by fitting a TAPAS atmospheric model (Bertaux et al. 2014)
lbl_template    # Template spectrum generation (from 2D order-by-order spectra to 1D co-added spectrum)
lbl_mask        # Line mask construction (position of lines and rough systemic velocity measurement)
lbl_compute     # Velocity computation on all identified lines
lbl_compile     # Compilation of all individual measurements into a final RV (.rdb file)

Notes: lbl_telluclean is currently only available for HARPS and ESPRESSO and is not recommended for near-infrared data (SPIRou, NIRPS-HA, NIRPS-HE) requiring a better telluric correction prior to applying LBL.

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Running LBL

The LBL calculations are performed on extracted order-by-order (2D) spectra. The user must define a data directory (hereafter {DATA_DIR}). The science input files must be placed inside a science directory in {DATA_DIR}, separated by objects (e.g., {DATA_DIR}/science/OBJECT/*.fits).

Blaze calibration files must be placed in {DATA_DIR}/calib for optimal template creation (dealing with overlapping orders). The user must also provide the wavelength solutions associated with the science files in {DATA_DIR}/calib when not already included in the science headers.

The easiest way to run LBL is to use wrapper python scripts that set up the controlling parameters and the path ot the data. Some examples of wrapper files can be found in the ./lbl/doc/examples/ directory of this repository and they can be accessed via the links to the demo data in Sec. 3.

Essentially all one needs to do is set up a few constants in the wrapper file (instrument, data directory, which objects and which steps to run) and then call the wrapper, i.e. python your_wrapper.py. Make sure that the lbl conda environment was previously activated (conda activate lbl-env) before launching the LBL.

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3. LBL Demos

Here are some examples of LBL runs on different instruments.

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4. The LBL parameters

The wrapper allows almost any constant present in LBL to be overridden by the user (see list). However, in most cases, only the following parameters will have to be changed.

  • INSTRUMENT, currently supported instruments are 'SPIROU', 'NIRPS', 'HARPS', 'HARPSN', 'ESPRESSO', and 'CARMENES'
  • DATA_SOURCE, specific to SPIRou ('APERO' or 'CADC') and NIRPS ('APERO' or 'ESO')
  • DATA_DIR, absolute path to the data directory
  • DATA_TYPE, specify if data is 'SCIENCE', 'FP', or 'LFC'
  • OBJECT_SCIENCE, name of the object to run LBL (must be the same as defined in the science directory)
  • OBJECT_TEMPLATE, name of the template to use (generally the object)
  • OBJECT_TEFF, effective temperature of the template star (relevant for mask creation)

The user can decide which recipe to run or skip (if already on disk).

  • RUN_LBL_{RECIPE}, set to True or False with TELLUCLEAN, TEMPLATE, MASK, COMPUTE, and COMPILE as {RECIPE}
  • SKIP_LBL_{RECIPE}, set to True or False with TELLUCLEAN, TEMPLATE, MASK, COMPUTE, and COMPILE as {RECIPE}

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5. Things that the LBL code is NOT meant to do

The purpose of the LBL library of codes is to optimally determine stellar velocities from a set of input extracted science frames. We fully understand that a number of data processing steps are required prior to the LBL computation and that the science analysis to derive keplerian orbits will require many more tools. We do not intend to cover the following items with the LBL, and the user is exected to perform these tasks prior/after the LBL analysis to obtain scientifically meaningful results:

  • Extraction of the science data.
  • Optimal telluric absorption correction.
  • OH line subtraction.
  • Proper parsing of the objects in sub-directory; if you put files from different objects in a folder and call it as if they were from the same target, the code will not work.
  • Proper matching of science, mask and template targets. You can use a G star as a template for a late-M and the code will run... but the results will be useless!
  • Scientific analysis of the RV time series, keplerian fits, GP filtering.
  • Fancy plotting; the LBL code returns big tables and these can be used to generate many different plots.

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6. Inputs/Outputs explained

When completed there should be the following directories inside the {DATA_DIR} given.

calib           # Input calibration files (blaze and wavelength calibrations depending on instrument)
lblreftable     # LBL reference tables are added here
log             # Log files are stored here
models          # Any models downloaded are placed here
plots           # Any plots saved to disk are put here
science         # Input spectra are put here (each in {OBJECT_SCIENCE} sub-directories)
lblrdb          # LBL RDB files are added here
lblrv           # LBL RV files (in {OBJECT_SCIENCE}_{OBJECT_TEMPLATE} sub-directories) are stored here
masks           # Mask files for each template are placed here
other           # Other downloaded files are added here
templates       # Templates are put here

Notes: Only the calib and science directories are required in {DATA_DIR} to start lbl

Main radial velocity outputs:

There are two main lbl outputs, a .fits and a .rdb file in lblrdb.

The .fits file contains several extensions: Wave, DV, SDV, D2V, SD2V, D3V, SD3V images (each 2D with shape number of lines by the number of files), respectively the wavelength start of each line, the first, second, and third derivative measurements and associated errors. The last three extensions (RDB0, RDB, PTABLE) correspond to fits bin tables, RDB0 being the reference table also found in lblreftable, RDB the fits bin table equivalent of the .rdb file, and PTABLE the parameters used in this LBL run.

The .rdb file consist of the following columns:

  • rjd, the reduced Julian day
  • vrad, the radial velocity (first derivative, dv) in m/s
  • svrad, the uncertainty on velocity in m/s
  • d2v, sd2v, d3v, sd3v are the second and third derivatives, and their respective uncertainties
  • fwhm, sig_fwhm, dW and sdW (FWHM and differential FWHM width, related to d2v) and their respective uncertainties
  • vrad_{key} and svrad_{key}, where 'key' relates to a specific measure of the radial velocity:
    • achromatic
    • chromatic_slope
    • photometric_band
    • photometric_band_{xlow-xhigh}, dividing the detector into pixel chunks
    • {lambda}nm, divided into chunks (where lambda is the center of the bin)

Additional notes: -The .rdb file is compatible with DACE (dace.unige.ch/radialVelocities/).

-The lbl2 .rdb file is a nightly binned (weighted average) version of the standard lbl .rdb file.

-The _tc suffix denotes a file has been cleaned of tellurics within LBL.

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7. List of input parameters

This is a list of overridable parameters for use in the wrapper

KEY DEFAULT_VALUE SPIROU_VALUE HARPS_VALUE ESPRESSO_VALUE CARMENES_VALUE DESCRIPTION
CONFIG_FILE None None None None None Config file for user settings (absolute path)
DATA_DIR None None None None None Main data directory (absolute path)
MASK_SUBDIR masks masks masks masks masks mask sub directory (relative to data directory)
TEMPLATE_SUBDIR templates templates templates templates templates template sub directory (relative to data directory)
CALIB_SUBDIR calib calib calib calib calib calib sub directory (relative to data directory)
SCIENCE_SUBDIR science science science science science science sub directory (relative to data directory)
LBLRV_SUBDIR lblrv lblrv lblrv lblrv lblrv LBL RV sub directory (relative to data directory)
LBLREFTAB_SUBDIR lblreftable lblreftable lblreftable lblreftable lblreftable LBL ref table sub directory (relative to data directory)
LBLRDB_SUBDIR lblrdb lblrdb lblrdb lblrdb lblrdb LBL RDB sub directory (relative to data directory)
INSTRUMENT None SPIROU HARPS ESPRESSO CARMENES The instrument to use
SKIP_DONE False False False False False Whether to skip done files
OVERWRITE False False False False False Whether to overwrite files that already exist
VERBOSE 2 2 2 2 2 Verbosity 0=only warnings/errors, 1=info/warnings/errors,2=general/info/warning/errors (default is 2)
USE_TQDM True True True True True Whether to use tqdm module in loops (only for verbose=2)
PROGRAM None None None None None Whether to add program id to the logging message
OBJECT_SCIENCE None None None None None The object name for the compute function
OBJECT_TEMPLATE None None None None None The object name to use for the template (If None set to OBJECT_SCIENCE)
DATA_TYPE None None None None None Set the data type (science, FP or LFC)
SCIENCE_MASK_TYPE pos pos pos pos pos the mask type (pos, neg, full)
FP_MASK_TYPE neg neg neg neg neg the mask type (pos, neg, full)
LFC_MASK_TYPE neg neg neg neg neg the mask type (pos, neg, full)
BLAZE_FILE None None None None None Blaze file to use (must be present in the CALIB directory)
TEMPLATE_FILE None None None None None Template file to use (if not defined will try to find template for OBJECT_TEMPLATE) must be present in theTEMPLATES directory
INPUT_FILE None *.fits e2dsA.fits ES_*.fits e2dsA.fits The input file expression to use (i.e. e2dsffAB.fits)
MASK_FILE None None None None None Override the mask to be used (within mask dir or full path)
REF_TABLE_FMT csv csv csv csv csv Ref table format (i.e. csv)
HP_WIDTH None 500 500 500 500 The High pass width [km/s]
SNR_THRESHOLD None 10 10 10 10 The SNR cut off threshold
USE_NOISE_MODEL False False False False False Switch whether to use noise model or not for the RMS calculation
ROUGH_CCF_MIN_RV -300000.0 -300000.0 -300000.0 -300000.0 -300000.0 The rough CCF rv minimum limit in m/s
ROUGH_CCF_MAX_RV 300000.0 300000.0 300000.0 300000.0 300000.0 The rough CCF rv maximum limit in m/s
ROUGH_CCF_EWIDTH_GUESS 2000 2000 2000 2000 2000 The rough CCF ewidth guess for fit in m/s
COMPUTE_RV_N_ITERATIONS 10 10 10 10 10 The number of iterations to do to converge during compute RV
COMPUTE_MODEL_PLOT_ORDERS None [35] [60] [60] [60] The plot order for the compute rv model plotthis can be an integer of a list of integers
COMPUTE_LINE_MIN_PIX_WIDTH 5 5 5 5 5 The minimum line width (in pixels) to consider line valid
COMPUTE_LINE_NSIG_THRES 8 8 8 8 8 The threshold in sigma on nsig (dv / dvrms) to keep valid
COMPUTE_RV_BULK_ERROR_CONVERGENCE 0.1 0.1 0.1 0.1 0.1 fraction of the bulk error the rv mean must be above for compute rv to have converged
COMPUTE_RV_MAX_N_GOOD_ITERS 8 8 8 8 8 The maximum number of iterations deemed to lead to a good RV
COMPUTE_RMS_SIGCLIP_THRES 5 5 5 5 5 define the number of sigma to clip based on the rms away from the model (sigma clips science data)
COMPUTE_CCF_HP_SCALE 30 30 30 30 30 scale of the high-passing of the CCF in rough-ccf should be a few stellar FWHM. Expressed in km/s
RDB_SUFFIX The suffix to give the rdb files
COMPIL_WAVE_MIN None 900 400 450 500 The compil minimum wavelength allowed for lines [nm]
COMPIL_WAVE_MAX None 2500 700 750 1000 The compil maximum wavelength allowed for lines [nm]
COMPIL_MAX_PIXEL_WIDTH None 50 50 50 50 The maximum pixel width allowed for lines [pixels]
COMPIL_CUT_PEARSONR 0.0001 0.0001 0.0001 0.0001 0.0001 Max likelihood of correlation with BERV to use line
COMPIL_FP_EWID None 5.0 5.0 3.0 5.0 define the CCF e-width to use for FP files
COMPIL_ADD_UNIFORM_WAVEBIN False True True True True define whether to add the magic "binned wavelength" bands rv
COMPIL_NUM_UNIFORM_WAVEBIN 15 25 15 15 15 define the number of bins used in the magic "binned wavelength" bands
COMPILE_BINNED_BAND1 None H r g g The first band (from get_binned_parameters) to plot (band1)
COMPILE_BINNED_BAND2 None J g r r The second band (from get_binned_parameters) to plot (band2) this is used for colour (band2 - band3)
COMPILE_BINNED_BAND3 None H r i i The third band (from get_binned_parameters) to plot (band3) this is used for colour (band2 - band3)
COMPIL_SLOPE_REF_WAVE None 1600 550 650 750 define the reference wavelength used in the slope fitting in nm
COMPIL_FRAC_TIME_MEAS 0.1 0.1 0.1 0.1 0.1 a threshold based on the fraction on time a line as been measured
COMPIL_FORCE_SIGMA_PER_LINE False False False False False Force the per-line dispersion to match uncertainties. In otherwords, the per-line (vrad-median(vrad))/svrad will be forced to a median value of 1 if True. This causes a degradation of performances by 5-10% for SPIRou but makes the svrad more representative of the expected dispersion in the timeseries.
FP_REF_LIST None ['FP_FP'] ['STAR,WAVE,FP'] ['STAR,WAVE,FP'] ['STAR,WAVE,FP'] define the FP reference string that defines that an FP observation was a reference (calibration) file - should be a list of strings
FP_STD_LIST None ['OBJ_FP', 'POLAR_FP'] ['STAR,WAVE,FP'] ['STAR,WAVE,FP'] ['STAR,WAVE,FP'] # define the FP standard string that defines that an FP observation was NOT a reference file - should be a list of strings
READ_OUT_NOISE None 30 15 15 15 define readout noise per instrument (assumes ~5e- and 10 pixels)
PLOT False False False False False Whether to do plots for the compute function
PLOT_COMPUTE_CCF True True True True True Whether to do the compute ccf plot
PLOT_COMPUTE_LINES True True True True True Whether to do the compute line plot
PLOT_COMPIL_CUMUL True True True True True Whether to do the compil cumulative plot
PLOT_COMPIL_BINNED True True True True True Whether to do the compil binned plot
PLOT_MASK_CCF True True True True True whether to do the mask ccf plot
PLOT_CCF_VECTOR_PLOT True True True True True whether to do the ccf vector plot
PLOT_TELLU_CORR_PLOT True True True True True whether to do the tellu correction plot
STELLAR_WAVE_URL None ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/ the wave url for the stellar models
STELLAR_WAVE_FILE None WAVE_PHOENIX-ACES-AGSS-COND-2011.fits WAVE_PHOENIX-ACES-AGSS-COND-2011.fits WAVE_PHOENIX-ACES-AGSS-COND-2011.fits WAVE_PHOENIX-ACES-AGSS-COND-2011.fits the wave file for the stellar models (using wget)
STELLAR_MODEL_URL None ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/PHOENIX-ACES-AGSS-COND-2011/{ZSTR}{ASTR}/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/PHOENIX-ACES-AGSS-COND-2011/{ZSTR}{ASTR}/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/PHOENIX-ACES-AGSS-COND-2011/{ZSTR}{ASTR}/ ftp://phoenix.astro.physik.uni-goettingen.de/HiResFITS/PHOENIX-ACES-AGSS-COND-2011/{ZSTR}{ASTR}/ the stellar model url
MASK_SNR_MIN None 5 5 20 5 the minimum allowed SNR in a pixel to add it to the mask
STELLAR_MODEL_FILE None lte{TEFF}-{LOGG}-{ZVALUE}{ASTR}.PHOENIX-ACES-AGSS-COND-2011-HiRes.fits lte{TEFF}-{LOGG}-{ZVALUE}{ASTR}.PHOENIX-ACES-AGSS-COND-2011-HiRes.fits lte{TEFF}-{LOGG}-{ZVALUE}{ASTR}.PHOENIX-ACES-AGSS-COND-2011-HiRes.fits lte{TEFF}-{LOGG}-{ZVALUE}{ASTR}.PHOENIX-ACES-AGSS-COND-2011-HiRes.fits Define the stellar model file name (using wget, with appriopriate format cards)
OBJECT_TEFF None None None None None the object temperature (stellar model)
OBJECT_LOGG None 4.5 4.5 4.5 4.5 the object surface gravity (log g) (stellar model)
OBJECT_Z None 0.0 0.0 0.0 0.0 the object Z (stellar model)
OBJECT_ALPHA None 0.0 0.0 0.0 0.0 the object alpha (stellar model)
BLAZE_SMOOTH_SIZE None 20 20 20 20 blaze smoothing size (s1d template)
BLAZE_THRESHOLD None 0.2 0.2 0.2 0.2 blaze threshold (s1d template)
TEMPLATE_MJDSTART None None None None None the earliest allowed FP calibration used for template construction (None for unset)
TEMPLATE_MJDEND None None None None None the latest allowed FP calibration used for template construction (None for unset)
BERVBIN_MIN_ENTRIES 3 3 3 3 3 the minimum number of observations required for a template berv bin
DO_TELLUCLEAN None False True True True whether to do the tellu-clean
TELLUCLEAN_USE_TEMPLATE True True True True True whether to use template in tellu-cleaning
TELLUCLEAN_TAPAS_URL https://www.astro.umontreal.ca/~artigau/lbl/tapas_lbl.fits https://www.astro.umontreal.ca/~artigau/lbl/tapas_lbl.fits https://www.astro.umontreal.ca/~artigau/lbl/tapas_lbl.fits https://www.astro.umontreal.ca/~artigau/lbl/tapas_lbl.fits https://www.astro.umontreal.ca/~artigau/lbl/tapas_lbl.fits the tapas url used in tellu-cleaning
TELLUCLEAN_DV0 None None 0 0 0 the dv offset for tellu-cleaning in km/s
TELLUCLEAN_MASK_DOMAIN_LOWER None None 500 550 600 the lower wave limit for the absorber spectrum masks in nm
TELLUCLEAN_MASK_DOMAIN_UPPER None None 700 670 900 the upper wave limit for the absorber spectrum masks in nm
TELLUCLEAN_FORCE_AIRMASS None None False True False whether to force using airmass from header
TELLUCLEAN_CCF_SCAN_RANGE None None 50 150 25 the CCF scan range in km/s
TELLUCLEAN_MAX_ITERATIONS 20 20 20 20 20 the maximum number of iterations for the tellu-cleaning loop
TELLUCLEAN_KERNEL_WID None None 1.4 1.4 1.4 the kernel width in pixels
TELLUCLEAN_GAUSSIAN_SHAPE None None 2.2 2.2 2.2 the gaussian shape (2=pure gaussian, >2=boxy
TELLUCLEAN_WAVE_LOWER None None 350 350 520 the wave grid lower wavelength limit in nm
TELLUCLEAN_WAVE_UPPER None None 750 750 1000 the wave grid upper wavelength limit in nm
TELLUCLEAN_TRANSMISSION_THRESHOLD -1 -1 -1 -1 -1 the transmission threshold exp(-1) at which tellurics are uncorrectable
TELLUCLEAN_SIGMA_THRESHOLD 10 10 10 10 10 the sigma cut threshold above which pixels are removed from fit
TELLUCLEAN_RECENTER_CCF None None False False False whether to recenter the CCF on the first iteration
TELLUCLEAN_RECENTER_CCF_FIT_OTHERS None None False True True whether to recenter the CCF on the first iteration
TELLUCLEAN_DEFAULT_WATER_ABSO None None 0.5 5.0 5.0 the default water absorption to use
TELLUCLEAN_WATER_BOUNDS_LOWER None None 0.01 0.05 0.05 the lower limit on valid exponent of water absorbers
TELLUCLEAN_WATER_BOUNDS_UPPER None None 15 15 15 the upper limit on valid exponent of water absorbers
TELLUCLEAN_OTHERS_BOUNDS_LOWER None None 0.05 0.05 0.05 the lower limit on valid exponent of other absorbers
TELLUCLEAN_OTHERS_BOUNDS_UPPER None None 15 15 15 the upper limit on valid exponent of other absorbers
COMMAND_LINE_ARGS None [] [] [] [] storage of command line arguments used
KW_WAVECOEFFS None WAVE{0:04d} HIERARCH ESO DRS CAL TH COEFF LL{0} NONE NONE Wave coefficients header key
KW_WAVEORDN None WAVEORDN HIERARCH ESO DRS CAL TH ORDER NBR HIERARCH ESO DRS CAL TH ORDER NBR NONE wave num orders key in header
KW_WAVEDEGN None WAVEDEGN HIERARCH ESO DRS CAL TH DEG LL HIERARCH ESO DRS CAL TH DEG LL NONE wave degree key in header
KW_MID_EXP_TIME None MJDMID HIERARCH ESO DRS BJD HIERARCH ESO QC BJD HIERARCH CARACAL MJD-OBS mid exposure time in MJD
KW_SNR None EXTSN035 HIERARCH ESO DRS SPE EXT SN47 HIERARCH ESO QC ORDER100 SNR HIERARCH CARACAL FOX SNR 50 snr key in header
KW_BERV None BERV HIERARCH ESO DRS BERV HIERARCH ESO QC BERV HIERARCH CARACAL BERV the barycentric correction keyword
KW_BLAZE_FILE None CDBBLAZE HIERARCH ESO DRS BLAZE FILE HIERARCH ESO PRO REC1 CAL20 CATG NONE The Blaze calibration file
KW_NITERATIONS ITE_RV ITE_RV ITE_RV ITE_RV ITE_RV the number of iterations
KW_SYSTEMIC_VELO SYSTVELO SYSTVELO SYSTVELO SYSTVELO SYSTVELO the systemic velocity in m/s
KW_RMS_RATIO RMSRATIO RMSRATIO RMSRATIO RMSRATIO RMSRATIO the rms to photon noise ratio
KW_CCF_EW CCF_EW CCF_EW CCF_EW CCF_EW CCF_EW the e-width of LBL CCF
KW_HP_WIDTH HP_WIDTH HP_WIDTH HP_WIDTH HP_WIDTH HP_WIDTH the high-pass LBL width [km/s]
KW_VERSION LBL_VERS LBL_VERS LBL_VERS LBL_VERS LBL_VERS the LBL version
KW_VDATE LBLVDATE LBLVDATE LBLVDATE LBLVDATE LBLVDATE the LBL version
KW_PDATE LBLPDATE LBLPDATE LBLPDATE LBLPDATE LBLPDATE the LBL processed date
KW_INSTRUMENT LBLINSTR LBLINSTR LBLINSTR LBLINSTR LBLINSTR the LBL processed date
KW_MJDATE None MJDATE HIERARCH ESO DRS BJD HIERARCH ESO QC BJD HIERARCH CARACAL MJD-OBS the start time of the observation
KW_EXPTIME None EXPTIME HIERARCH ESO DET WIN1 DIT1 HIERARCH ESO QC BJD EXPTIME the exposure time of the observation
KW_AIRMASS None AIRMASS HIERARCH ESO TEL AIRM START ['HIERARCH ESO TEL1 AIRM START', 'HIERARCH ESO TEL2 AIRM START', 'HIERARCH ESO TEL3 AIRM START'] AIRMASS the airmass of the observation
KW_DATE None DATE-OBS DATE DATE DATE-OBS the human date of the observation
KW_TAU_H2O None TLPEH2O TLPEH2O TLPEH2O TLPEH2O the tau_h20 of the observation
KW_TAU_OTHERS None TLPEOTR TLPEOTR TLPEOTR TLPEOTR the tau_other of the observation
KW_DPRTYPE None DPRTYPE HIERARCH ESO DPR TYPE HIERARCH ESO PRO REC1 RAW1 CATG NONE the DPRTYPE of the observation
KW_OUTPUT None DRSOUTID None None None the output type of the file
KW_DRSOBJN None DRSOBJN None None None the drs object name
KW_FIBER None FIBER None None None define the FIBER of the observation
KW_WAVETIME None WAVETIME None None None the observation time (mjd) of the wave solution
KW_WAVEFILE None WAVEFILE HIERARCH ESO DRS CAL TH FILE HIERARCH ESO PRO REC1 CAL15 NAME NONE the filename of the wave solution
KW_TLPDVH2O None TLPDVH2O None None None the telluric TELLUCLEAN velocity of water absorbers
KW_TLPDVOTR None TLPDVOTR None None None the telluric TELLUCLEAN velocity of other absorbers
KW_CDBWAVE None CDBWAVE None None None the wave solution used
KW_OBJNAME None OBJECT HIERARCH ESO OBS TARG NAME HIERARCH ESO OBS TARG NAME OBJECT the original object name
KW_RHOMB1 None SBRHB1_P None None None the rhomb 1 predefined position
KW_RHOMB2 None SBRHB2_P None None None the rhomb 2 predefined position
KW_CDEN_P None SBCDEN_P None None None the calib-reference density
KW_FPI_TEMP None SBCFPI_T None None None the FP Internal Temp: FPBody(deg C)
KW_FPE_TEMP None SBCFPE_T None None None the FP External Temp: FPBody(deg C)
KW_SNRGOAL None SNRGOAL SNRGOAL NONE NONE the SNR goal per pixel per frame
KW_EXT_SNR None EXTSN035 HIERARCH ESO DRS SPE EXT SN47 HIERARCH ESO QC ORDER100 SNR NONE the SNR in chosen order
KW_BJD None BJD HIERARCH ESO DRS BJD HIERARCH ESO QC BJD HIERARCH CARACAL JD The barycentric julian date
KW_SHAPE_DX None SHAPE_DX None None None The shape code dx value
KW_SHAPE_DY None SHAPE_DY None None None The shape code dy value
KW_SHAPE_A None SHAPE_A None None None The shape code A value
KW_SHAPE_B None SHAPE_B None None None The shape code B value
KW_SHAPE_C None SHAPE_C None None None The shape code C value
KW_SHAPE_D None SHAPE_D None None None The shape code D value
KW_FP_INT_T None SBCFPI_T None None None the header key for FP internal temp [deg C]
KW_FP_INT_P None SBCFPB_P None None None the header key for FP internal pressue [mbar]
KW_REF_KEY None DPRTYPE HIERARCH ESO DPR TYPE HIERARCH ESO DPR TYPE NONE define the reference header key (must also be in rdb table) to distinguish FP calibration files from FP simultaneous files
KW_TEMPERATURE None OBJTEMP None None None the temperature of the object
KW_MODELVEL None MODELVEL MODELVEL MODELVEL NONE Template/model velocity from CCF
KW_NTFILES LBLNTMPL LBLNTMPL LBLNTMPL LBLNTMPL LBLNTMPL Number of files used in template construction
KW_TEMPLATE_COVERAGE LBLTCOVR LBLTCOVR LBLTCOVR LBLTCOVR LBLTCOVR define the berv coverage of a template
KW_TEMPLATE_BERVBINS LBLTBRVB LBLTBRVB LBLTBRVB LBLTBRVB LBLTBRVB define the number of template berv bins

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8. Cite

If you make use of the lbl code for you scientific publication, please cite the following:

Artigau, E., Cadieux, C., Cook, N. J., et al. 2022, AJ, 164, 84

Link to publisher

Link to ADS

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9. GitHub

If you wish to help develop we have a simple branch hierarchy:

  1. main branch (long term stable) - No one should make branches from this branch, or push to this branch
  2. developer branch (stable but up-to-date) - No one should make branches from this branch, or push to this branch
  3. working branch - This is where you should make your branches from and push to. Code will be tested and merged into the developer branch (and subsequently the main branch) from here.

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Line by line code for radial velocity

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