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NAME

       kmo_multi_reconstruct - Reconstruct and combine obj/sky-pairs in one step.

SYNOPSIS

       esorex kmo_multi_reconstruct [OPTIONS] FILE.sof

DESCRIPTION

       Ideally  at least two data frames have to be provided since we need for each IFU pointing to an object as
       well a sky frame for the same IFU.

       If an OH spectrum is given in the SOF file the lambda axis will  be  corrected  using  the  OH  lines  as
       reference.

       All  IFUs with the same object name will be reconstructed and combined in one step Telluric correction is
       only supported if the objects have been observed with the same IFU on all exposures (dithering).

       The number of created files depends on the number of objects of different name.

       If the user just wants to combine a certain object, the parameters --name or --ifus can be used.

       Exposures taken with the templates KMOS_spec_obs_mapping8 and KMOS_spec_obs_mapping24 can´t be  processed
       with this recipe! Use kmo_sci_red instead.

   BASIC PARAMETERS
       --imethod The interpolation method used for reconstruction.

       --name  --ifus  Since  an  object  can  be  present only once per exposure and since it can be located in
       different IFUs for the existing exposures, there are two modes to identify the objects:
          * Combine by object names (default)
          In this case the object name must be provided via the --name parameter. The
          object name will be searched for in all primary headers of all provided
          frames in the keyword ESO OCS ARMx NAME.

          * Combine by index (advanced)
          In this case the --ifus parameter must be provided. The parameter must have
          the same number of entries as frames are provided, e.g. "3;1;24" for 3
          exposures. The index doesn´t reference the extension in the frame but the
          real index of the IFU as defined in the EXTNAME keyword.

          (e.g. ´IFU.3.DATA´)

   ADVANCED PARAMETERS
       --flux Specify if flux conservation should be applied.

       --background Specify if background removal should be applied.

       --suppress_extension If set to TRUE,  the  arbitrary  filename  extensions  are  supressed.  If  multiple
       products with the same category are produced, they will be numered consecutively starting from 0.

       --obj_sky_table  The automatic obj-sky-associations can be modified by indicating a file with the desired
       associations. Therefore the file written to disk by default (without setting this option) can  be  edited
       manually. The formatting must absolutely be retained, just the type codes (´O´ and´S´) and the associated
       frame indices should be altered

         Advanced reconstruction parameters
         ---------------------------------- --neighborhoodRange Defines the range to search for neighbors during
       reconstruction

       --b_samples The number of samples in spectral direction for the reconstructed cube.

       Ideally this number should be greater than 2048, the detector size.

       --b_start  --b_end  Used  to  define manually the start and end wavelength for the reconstructed cube. By
       default the internally defined values are used.

       --pix_scale Change the pixel scale [arcsec]. Default of 0.2" results into cubes of 14x14pix, a  scale  of
       0.1" results into cubes of 28x28pix, etc.

       --no_subtract If set to TRUE, the found objects and references won´t be sky subtracted.  Additionally all
       IFUs will be reconstructed, even the ones containing skies.

       --xcal_interpolation  If  true interpolate the pixel position in the slitlet (xcal) using the two closest
       rotator angles in the calibration file. Otherwise take the values of the closest rotator angle

         Advanced combining parameters
         ---------------------------------- --method There are following sources to  get  the  shift  parameters
       from:
          * ´header´ (default)
          The shifts are calculated according to the WCS information stored in the
          header of every IFU. The output frame will get larger, except the object is
          at the exact same position for all exposures. The size of the exposures can
          differ, but the orientation must be the same for all exposures.

          * ´none´
          The cubes are directly recombined, not shifting at all. The output frame
          will have the same dimensions as the input cubes.

          If the size differs a warning will be emitted and the cubes will be aligned
          to the lower left corner. If the orientation differs a warning will be
          emitted, but the cubes are combined anyway.

          * ´center´
          The shifts are calculated using a centering algorithm. The cube will be
          collapsed and a 2D profile will be fitted to it to identify the centre.

          With the parameter --fmethod the function to fit can be provided. The size
          of the exposures can differ, but the orientation must be the same for all
          exposures.

          * ´user´
          Read the shifts from a user specified file. The path of the file must be
          provided using the --filename parameter. For every exposure (except the
          first one) two shift values are expected per line, they have to be separa-
          ted with simple spaces. The values indicate pixel shifts and are referenced
          to the first frame. The 1st value is the shift in x-direction to the left,
          the 2nd the shift in y-direction upwards. The size of the exposures can
          differ, but the orientation must be the same for all exposures.

       --fmethod  see  --method=´center´  The  type of function that should be fitted spatially to the collapsed
       image.

       This fit is used to create a mask to extract the spectrum of the object. Valid  values  are  ´gauss´  and
       ´moffat´.

       --filename see --method=´user´

       --cmethod Following methods of frame combination are available:
          * ´ksigma´ (Default)
          An iterative sigma clipping. For each position all pixels in the spectrum
          are examined. If they deviate significantly, they will be rejected according
          to the conditions:
              val > mean + stdev * cpos_rej
          and
              val < mean - stdev * cneg_rej
          where --cpos_rej, --cneg_rej and --citer are the corresponding configuration
          parameters. In the first iteration median and percentile level are used.

          * ´median´
          At each pixel position the median is calculated.

          * ´average´
          At each pixel position the average is calculated.

          * ´sum´
          At each pixel position the sum is calculated.

          * ´min_max´
          The specified number of minimum and maximum pixel values will be rejected.

          --cmax and --cmin apply to this method.

       --cpos_rej --cneg_rej --citer see --cmethod=´ksigma´

       --cmax --cmin see --cmethod=´min_max´

         Input files:

          DO                    KMOS
          category              Type   Explanation                   Required #Frames
          --------              -----  -----------                   -------- -------
          SCIENCE               RAW    The science frames                Y      >=1
          XCAL                  F2D    x calibration frame               Y       1
          YCAL                  F2D    y calibration frame               Y       1
          LCAL                  F2D    Wavelength calib. frame           Y       1
          MASTER_FLAT           F2D    Master flat                       Y      0,1
          WAVE_BAND             F2L    Table with start-/end-wavelengths Y       1
          TELLURIC              F1I    normalised telluric spectrum      N      0,1
          OH_SPEC               F1S    Vector holding OH lines           N      0,1

         Output files:

          DO                    KMOS
          category              Type   Explanation
          --------              -----  -----------
          CUBE_MULTI            F3I    Combined cubes with noise

OPTIONS

       --imethod <str>
              Method  to  use for interpolation during reconstruction. ["NN" (nearest neighbour), "lwNN" (linear
              weighted nearest neighbor), "swNN" (square weighted nearest neighbor),  "MS"  (Modified  Shepard´s
              method)  (str;  default:  ´MS´). The full name of this option for the EsoRex configuration file is
              kmos.kmo_multi_reconstruct.imethod [default = MS].

       --method <str>
              The shifting method:   ´none´: no shifting, combined directly, ´header´: shift  according  to  WCS
              (default),  ´center´: centering algorithm, ´user´: read shifts from file (str; default: ´header´).
              The    full    name    of    this    option    for    the    EsoRex    configuration    file    is
              kmos.kmo_multi_reconstruct.method [default = header].

       --fmethod <str>
              The  fitting  method  (applies  only  when  method=´center´):    ´gauss´:  fit a gauss function to
              collapsed image (default), ´moffat´: fit a moffat  function  to  collapsed  image  (str;  default:
              ´gauss´).   The   full   name   of   this   option   for   the   EsoRex   configuration   file  is
              kmos.kmo_multi_reconstruct.fmethod [default = gauss].

       --name <str>
              Name of the object to combine. (str; default: ´´). The full name of this  option  for  the  EsoRex
              configuration file is kmos.kmo_multi_reconstruct.name [default = ].

       --ifus <str>
              The  indices  of  the  IFUs  to combine. "ifu1;ifu2;..." (str; default: ´´). The full name of this
              option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.ifus [default = ].

       --pix_scale <float>
              Change the pixel scale [arcsec]. Default of 0.2" results into cubes of 14x14pix, a scale  of  0.1"
              results  into  cubes of 28x28pix, etc. (float; default: 0.2). The full name of this option for the
              EsoRex configuration file is kmos.kmo_multi_reconstruct.pix_scale [default = 0.2].

       --suppress_extension <bool>
              Suppress arbitrary filename extension.(TRUE (apply) or FALSE (don´t apply) (bool; default: False).
              The    full    name    of    this    option    for    the    EsoRex    configuration    file    is
              kmos.kmo_multi_reconstruct.suppress_extension [default = False].

       --neighborhoodRange <float>
              Defines the range to search for neighbors in pixels (float; default: 1.001). The full name of this
              option  for the EsoRex configuration file is kmos.kmo_multi_reconstruct.neighborhoodRange [default
              = 1.001].

       --filename <str>
              The path to the file with the shift vectors.(Applies only to method=´user´)  (str;  default:  ´´).
              The    full    name    of    this    option    for    the    EsoRex    configuration    file    is
              kmos.kmo_multi_reconstruct.filename [default = ].

       --flux <bool>
              TRUE: Apply flux conservation. FALSE: otherwise (bool; default: False).  The  full  name  of  this
              option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.flux [default = False].

       --background <bool>
              TRUE:  Apply  background  removal.  FALSE: otherwise (bool; default: False). The full name of this
              option for the EsoRex  configuration  file  is  kmos.kmo_multi_reconstruct.background  [default  =
              False].

       --xcal_interpolation <bool>
              TRUE:  Interpolate  xcal  between rotator angles. FALSE: otherwise (bool; default: True). The full
              name     of     this     option      for      the      EsoRex      configuration      file      is
              kmos.kmo_multi_reconstruct.xcal_interpolation [default = True].

       --no_subtract <bool>
              Don´t  sky  subtract  object  and  references.(TRUE (apply) or FALSE (don´t apply) (bool; default:
              False).   The   full   name   of   this   option   for   the   EsoRex   configuration   file    is
              kmos.kmo_multi_reconstruct.no_subtract [default = False].

       --dev_cal <bool>
              Development only: If calibration data is to be reconstructed the ALPHA/DELTA keywords are missing.
              Setting this parameter to TRUE prevents according data check (bool; default: False). The full name
              of  this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.dev_cal [default =
              False].

       --obj_sky_table <str>
              The path to the file with the modified obj/sky associations. (str; default: ´´). The full name  of
              this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.obj_sky_table [default
              = ].

       --b_samples <long>
              The  number  of  samples  in wavelength for the reconstructed cube (long; default: 2048). The full
              name of this option for the  EsoRex  configuration  file  is  kmos.kmo_multi_reconstruct.b_samples
              [default = 2048].

       --b_start <float>
              The lowest wavelength [um] to take into account when reconstructing (default of -1 sets the proper
              value  for the actual band automatically) (float; default: -1.0). The full name of this option for
              the EsoRex configuration file is kmos.kmo_multi_reconstruct.b_start [default = -1.0].

       --b_end <float>
              The highest wavelength [um] to take into account when  reconstructing  (default  of  -1  sets  the
              proper  value  for  the  actual  band automatically) (float; default: -1.0). The full name of this
              option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.b_end [default = -1.0].

       --cmethod <str>
              Either apply "average", "median", "sum", "min_max." or "ksigma".  (str;  default:  ´ksigma´).  The
              full  name  of this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.cmethod
              [default = ksigma].

       --cpos_rej <float>
              The positive rejection threshold for kappa-sigma-clipping (sigma).   (float;  default:  3.0).  The
              full  name of this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.cpos_rej
              [default = 3.0].

       --cneg_rej <float>
              The negative rejection threshold for kappa-sigma-clipping (sigma).   (float;  default:  3.0).  The
              full  name of this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.cneg_rej
              [default = 3.0].

       --citer <long>
              The number of iterations for kappa-sigma-clipping. (long; default:  3).  The  full  name  of  this
              option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.citer [default = 3].

       --cmax <long>
              The  number  of  maximum pixel values to clip with min/max-clipping.  (long; default: 1). The full
              name of this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.cmax  [default
              = 1].

       --cmin <long>
              The  number  of  minimum pixel values to clip with min/max-clipping.  (long; default: 1). The full
              name of this option for the EsoRex configuration file is kmos.kmo_multi_reconstruct.cmin  [default
              = 1].

       Note  that  it  is  possible to create a configuration file containing these options, along with suitable
       default values. Please refer to the details provided by the 'esorex --help' command.

SEE ALSO

       The full documentation for the kmos pipeline can be downloaded as a PDF file using the following URL:

              ftp://ftp.eso.org/pub/dfs/pipelines/kmos/kmos-pipeline-manual-2.9.pdf

       An   overview   over   the   existing   ESO   pipelines    can    be    found    on    the    web    page
       http://www.eso.org/sci/software/pipelines/.

       Basic documentation about the EsoRex program can be found at the esorex (1) man page.

       It   is   possible   to   call   the   pipelines   from   python   using  the  python-cpl  package.   See
       http://packages.python.org/python-cpl/index.html for further information.

       The other recipes of the kmos pipeline are kmo_dev_setup(7), kmo_copy(7), kmo_flat(7), kmo_fits_check(7),
       kmo_sci_red(7),     kmo_illumination(7),     kmo_fits_stack(7),     kmo_noise_map(7),      kmo_rotate(7),
       kmo_extract_spec(7),   kmo_stats(7),   kmo_shift(7),   kmo_wave_cal(7),  kmo_dark(7),  kmo_arithmetic(7),
       kmo_std_star(7),   kmo_fits_strip(7),   kmo_combine(7),   kmo_illumination_flat(7),    kmo_make_image(7),
       kmo_sky_tweak(7), kmo_fit_profile(7), kmo_sky_mask(7), kmo_reconstruct(7)

VERSION

       kmo_multi_reconstruct 1.2.8

AUTHOR

       Alex Agudo Berbel <kmos-spark@mpe.mpg.de>

BUG REPORTS

       Please report any problems to kmos-spark@mpe.mpg.de. Alternatively, you may send a report to the ESO User
       Support Department <usd-help@eso.org>.

LICENSE

       This file is part of the KMOS Instrument Pipeline Copyright (C) 2002,2003 European Southern Observatory

       This  program  is  free  software;  you  can  redistribute it and/or modify it under the terms of the GNU
       General Public License as published by the Free Software Foundation; either version 2 of the License,  or
       (at your option) any later version.

       This  program  is  distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even
       the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General  Public
       License for more details.

       You  should have received a copy of the GNU General Public License along with this program; if not, write
       to the Free Software Foundation, 51 Franklin Street, Suite 500, Boston, MA  02110-1335  USA

kmo_multi_reconstruct                                 1.2.8                             KMO_MULTI_RECONSTRUCT(7)