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FIES Automatic Data Reduction Software version 1.0 User Manual

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1. 27 5 Calculating reference data 5 1 A complete set of reference data In order to accurately reduce data one needs a good and complete set of reference data A complete set of reference data consists of the following frames e An averaged BIAS frame the combined BIAS e A summed FLAT frame the combined FLAT e A frame defining the location of the spectral orders the order definition e A frame defining the relation between pixel and wavelength the wavelength definition e A 2 dimensional normalized FLAT frame the 2D normalized combined FLAT e A frame describing the shape of the blaze function along the spectral orders the fitted blaze shape e A frame indicating which pixels should not be used when processing a frame the bad pizel mask All these frames except the bad pixel mask can be calculated by sequencially exe cuting the tasks of the calibration frame section 3 3 Example names of reference data files are shown in figure 4 The bad pixel mask cannot be created in this semi automatic way If the user would like to define a bad pixel mask this frame will have to be created by hand Using any FITS handling software one should create a frame identical to an observed frame but with data values of 1 for all good pixels and 0 for all bad pixels Not defining a bad pixel mask will not stop the data reducion In that case no pixels are rejected at all 5 2 Needed input frames for calculating reference data In o
2. ferent binning or amplifier settings one will also have to use a different set of reference frames In order to make is easier to switch between different sets of ref erence frames one can use the Pipeline configuration frame This frame allows to edit load and save the relevant options The advantage of using the Pipeline configuration frame above the normal config uration frame is that the load and save options only operate on the displayed subset of options and nothing else In this way one can develop a set of configuration files for the different readout modes and load the relevant options when starting to reduce data with a different readout mode The pipeline configuration files that can be constructed in this way can also be used in combination with the automatic configuration file loader the AutoLoader 16 The user interface FIEStool Data reduction for the FIES pectrograph Input options Input directory praia data fies List of BIAS frames List of FLAT frames Order definition frame Wavelength definition frame Interlaced order def frame Interlaced wavel def frame Reference directory Master BIAS frame Master FLAT frame Normalized master FLAT Fitted blaze shape Master order def frame Wavelength reference frame Master wavel ref frame Master interlaced order def Interlaced wyl ref frame Create master BIAS Create master FLAT Find order locations Find interlaced order locs Plot
3. modes and the different tasks that make up the reduction mode are listed in the beginning of the file Removing or adding a task here will be reflected in the GUI when it is restarted The order of the tasks listed here is also the order in which the tasks will be processed If the task produces an output frame this will be used as the input frame for the next task If a task does not produce an output frame the previous output frame will be used as the input for the next task For example in the QuickLook reduction mode Plot cross order profile does not produce any output itself so the output from Divide by 2 dimensional FLAT will be the input for Extract spectrum These in and output data are in fact files the interface only relays the name of these files to the next task not the actual data Removing tasks from a reduction mode is straightforward one just removes the entry from the task mode definition in pipeFrame py Unused tasks may remain in tasks py New reduction modes can be defined by adding an entry in the list of available task modes and creating a list of tasks for that mode In addition one will need to create a subdirectory identical to the task mode name below the taskconf subdir This new subdirectory must contain copies of the IRAF parameter configuration files for all the IRAF tasks that are called by the reduction tasks in this reduction mode Adding or removing tasks that are part of the calibration frame should be
4. are e The FIEStool main window is used to perform the automated data reduction and allows to do some quicklook plotting of the reduced spectra This is the only window is visible from startup section 3 1 e The Configuration window allows the user to view and modify all the available configuration options of the interface section 3 2 e The Calibration window allows to prepare all the necessary reference frames such as normalized flats descriptions of the blaze shape and wavelength solu tions that are needed to properly process the stellar object frames section 3 3 e The AutoLoader window allows the user to configure the interface to automat ically load a set of reference data when starting to process a new frame The interface will base its decision to be load reference data on the actual values of the FITS header keywords of the object frame that is to be processed section 3 4 3 1 The FIEStool main window The main window of FIEStool shown in Figure 1 is the central interface between the user and the data reduction routines It allows to access other frames of the interface discussed in subsequent sections to control the data reduction steps to start and stop data reduction and to review the obtained results It also contains the logging window in which diagnostic information is shown about the progress and status of the data reduction routines This window consists of the following components 3 1 1 Pull down me
5. characteristics In fact the core of FIEStool is written completely instrument independent so that the software could with minor modifications also be used for automatic reduction of data from other instruments This manual gives a detailed description of the user interface and the underlying routines as well as instructions on how to modify the software if that would be necessary Still the only way to really learn how to use FJEStool for data reduction is by using it 6 Software installation 2 Software installation 2 1 System requirements FIEStool was developed on a 2 4 GHz computer with 512 MB of memory running a Linux system RedHat 7 3 with some updated packages As these is a rather moderate configuration the software should run on any modern Linux distribution 2 2 Packages to be installed In order to be able to run FIEStool one will need at least the following standard software packages to be installed These packages are availble as RPMs or similar from standard Linux distributions python v2 3 or better e python dev python tk e python Numeric e f2c e libplot devel e X e X devel The reduction package uses some routines of IRAF http iraf noao edu There fore a working installation of IRAF is required This software was developed using IRAF version 2 12 2 Installing IRAF is beyond the scope of this manual please take a look at the instructions that come with IRAF In addition to the men
6. done W Add wavelengths Not done 1 Autoplot reduced spectra Replot last spectrum Default plotting method Biggles y IRAF Wavelength range to plot jo jo Aperture to plot fi if no wavelengths available Plot other spectrum Restored configuration from default cfg Welcome to FIEStool the automatic data processing tool for the FIES spectrograph at the Nordic Optical Telescope This is version 0 9 6 2 This is a sample warning This is a sample error Figure 1 Screenshot of the main window of FIEStool section 3 1 3 1 The FIEStool main window 11 Settings gt Save current settings as default does what is says it does Next time the interface is started it will revert to the same configuration as it is in at the moment of saving This includes the current autoloader configuration but not the lists of queued and processed files Calibs gt Calculate calibration frames opens the Calibration frame section 3 3 This frame allows to calculate new sets of reference data NB This menu option is only visible if the interface was started with the c command line option Log gt Clear log deletes the contents of the logging window Log gt Dump config to logfile writes the contents of the current configuration to the logging window Only useful for debugging purposes Log gt Save to file saves the content of the logging window to disk Log gt Set log level lets the user choose in how much detail mess
7. done in calibFrame py rather than pipeFrame py the format is identical C 2 Changing reduction tasks If one would like to change the behaviour of an individual reduction task this means changing the code in the run method of that particular task in tasks py This part of the software is written as linear as possible so understanding what tasks do and changing the code is not difficult To give general advice on how each task should be written is impossible although there are the following often used sets of routines available C 3 Changing configuration options 33 e pyfits provides easy access to data and headers in FITS files http www stsci edu resources software_hardware pyfits e numarray provides powerful array operation techniques http www stsci edu resources software_hardware numarray e irafWrappers contains a set of wrappers to call IRAF reduction routines that are dedicated to echelle data reduction http www stsci edu resources software_hardware pyraf e other dedicated utility routines can be found in fileUtils py frameUtils py plotUtils py and waveUtils py The behaviour of implemented IRAF tasks can be changed by modifying the corre sponding parameters located below the taskconf directory Because of the different requirements on the different reduction modes each reduction mode has its own set of IRAF parameters See the help texts included in IRAF for more information on how these parameters affect
8. files below the subdirectory corresponding to the reduction mode to which the set of parameters belongs The values in these files are optimized for the reduction of data obtained with the FIES spectrograph Note that these are only default values During data reduction some parameters in particular the input and output files will be set to values appropriate to that reduction step See the file irafWrappers py for more information about exactly which wrapper makes reference to these files and which parameters are set during data reduction The following IRAF parameter files are included in this package taskconf QuickLook apsum par taskconf QuickLook dispcor par taskconf QuickLook refspec par taskconf Advanced apscat1 par taskconf Advanced apscat2 par taskconf Advanced apscatter par taskconf Advanced apsum par taskconf Advanced dispcor par taskconf Advanced refspec par taskconf Advanced rvcorrect par taskconf Advanced scombine par taskconf DoubleSpec apscat1 par taskconf DoubleSpec apscat2 par taskconf DoubleSpec apscatter par taskconf DoubleSpec apsum par taskconf DoubleSpec dispcor par taskconf DoubleSpec ecreidentify par taskconf DoubleSpec refspec par taskconf DoubleSpec sapertures par taskconf DoubleSpec scombine par taskconf CalibCalc apdefault par taskconf CalibCalc apfind par taskconf CalibCalc apflat par taskconf CalibCalc apflati1 par taskconf CalibCalc apflatten par taskconf CalibCalc apscat1 par taskconf CalibC
9. one particular step in constructing reference data These tasks are typically performed in the order listed below Create combined BIAS will calculate an average BIAS frame called Combined BIAS frame from a selection of observed BIAS frames See 4 3 1 Create combined FLAT will calculate an average FLAT frame called Combined FLAT frame from a selection of observed FLAT frames See 4 3 2 Find Order Locations will locate and trace the spectral orders in the specified order definition frame See 4 3 3 Find Interlaced Order Locations is similar to the previous task except that it will trace the location of interlaced orders See 4 3 4 Plot order locations provides a visual check of the location of the spectral orders on the CCD according to the latest calculated order and interlaced order locations This task generates no output See 4 3 5 Create normalized flat will calculate a 2 dimensional model of the pixel re sponses based on the Combined FLAT frame See 4 3 6 Find wavelength solution will determine a solution to the 2 dimensional disper sion function from a wavelength definition frame usually a ThAr spectrum See 4 3 7 Find interlaced wavelength solution is similar to the previous task but for the interlaced spectrum See 4 3 8 3 4 AutoLoader Frame The automatic configuration loader or for short AutoLoader allows the user to create a set of logical conditions rules using the values of FITS header keywords an
10. 00 4 3 1 Create combined BIAS 00 4 3 2 Create combined FLAT 20 4 3 9 Find order locations 0 0 62 546 6 ew eee eee ae aM 4 3 4 Find interlaced order locations ASG Plot order locations lt 2 6 45 Few ORE ee es 4 3 6 Create normalized combined FLAT 4 3 7 Find wavelength solution 4 3 8 Find interlaced wavelength solution 5 Calculating reference data 5 1 A complete set of reference data 0 00 ee eee 5 2 Needed input frames for calculating reference data A Program structure and description of files B Default IRAF parameter files C Modifying the software C 1 Adding and removing reduction tasks 0 0 2 Changing reduction tasks ests 55 2404 54 03 Bowe ewes C3 Changing contiguration options s sses ssa dodod e ee aes GA Batali ec ce ee ee ee a e h A a aE Se aea 27 27 27 29 31 1 Introduction Reducing echelle data can be a time consuming process especially if it is the first time an observer obtains data from a new instrument Data reduction is also not what an observer wants to be spending time on during an observing run However to be able to make strategic decisions during an observing run data reduction during observations is essential In particular it is important to get a quick first impression of the data For these reasons there is a strong desire for the automatic reductio
11. FIES Automatic Data Reduction Software version 1 0 User Manual Eric Stempels November 24 2005 CONTENTS Contents 1 Introduction 2 Software installation 2 1 System requirements 2 2 Packages to be installed 2 3 Unpack and install the software 24 Getting started 2 4 1 Starting the software 2 4 2 Initial configuration 2 4 3 3 The user interface 3 1 The FIEStool main window 3 1 1 Pull down menu options 3 1 2 Other elements 3 2 Configuration Frame 3 2 1 3 3 Calibration Frame 34 AvtoLoader Frame 2 0 6 6 4 Implemented data reduction routines 4 1 Data reduction modes AIM Quieklook 0 22 6605 4 1 2 Advanced 4 1 3 Doublespee gt oo 2 4 1 4 CalibCale 4 2 Data reduction tasks steps 4 2 1 Autoload configuration 4 2 2 Preprocess frame 4 2 3 Subtract BIAS 4 2 4 Subtract scattering 4 2 5 Divide by 2 D flat 4 2 6 Plot cross order profile 4 2 7 Determine spectrum shift 4 2 8 Extract spectrum 4 2 9 Correct for blazeshape 4 2 10 Add wavelengths 4 2 11 Adjust wavelengths 4 2 12 Merge orders Pipeline Configuration Frame Installing pre calculated reference data O S sS S sN aO oo amp 4 2 13 Autoplot reduced spectra 2 02 0 0000 4 3 Tasks to calculate reference frames 2
12. Loader calibFrame irafWi configFrame TREN pte irafDbNames config popUp myDialog l Figure 6 Schematic overview of the relation between program files A Program structure and description of files Below follows a description of the files contained in the software package A schematic overview of the relation between the files is shown in figure 6 e FIEStool contains the top level routines handles the interaction with the user the event loop and creates the top level root frame and starts all the subframes of the GUI embedded or not See also section 3 1 2 e autoQueue creates the first embedded frame in the top level frame It also handles the automatic and manual queueing of data frames e pipeFrame creates the second embedded frame in the top level frame It also handles the elements of reduction steps of each reduction mode During data reduction this frame makes for all active tasks consecutive calls to the task manager e plotFrame creates the third embedded frame in the top level frame It handles the manual and automatic plotting of extracted spectra and makes calls to the task manager e messageLog creates the fourth embedded frame in the top level frame It takes care of displaying diagnostic messages warnings and errors passed by other routines in the package Almost all routines make calls to messageLog e autoLoader creates the stand alone frame that manages the automatic loading of configuration files
13. ages warnings and errors should be displayed in the logging window A higher level means more messages The recommended default value is 5 Mode gt Quicklook selects the Quicklook reduction mode section 4 1 1 This is the quickest reduction mode Mode gt Advanced selects the Advanced reduction mode section 4 1 2 This mode uses more thourough algorithms to obtain a better reduction result but also takes more time Mode gt DoubleSpec selects the DoubleSpec reduction mode section 4 1 3 This mode allows to reduce frames with interlaced simultaneous ThAr spectra to ob tain a better wavelength stability Help gt Help gives a first hint on how to obtain more information about using the interface Help gt About prints information about the version number of the software 3 1 2 Other elements Apart from the pull down menu discussed in the previous paragraph the main frame consists of five areas that focus on five different tasks These areas are the following e The top area consists of the configuration buttons for the Input directory and Output directory These buttons allow to quickly set and inspect the location where raw frames will be taken from and where reduced frames will be stored e The second area allows the user to manually select frames to be processed by appending them into the queue or to do automatic queuing of newly reduced frames If AutoQueue is enabled Any newly created file that appears in the i
14. alc apscat2 par taskconf CalibCalc apscatter par taskconf CalibCalc apsum par taskconf CalibCalc apsum_wave par taskconf CalibCalc aptrace par taskconf CalibCalc ecidentify par taskconf CalibCalc ecreidentify par taskconf CalibCalc fitid par 32 Modifying the software C Modifying the software This software package consists of two parts the user interface and the data reduction routines The reduction routines are incorporated in the user interface in a modular way so that it is very easy to add change or remove reduction modes and reduction tasks The other need that may arise is that one would like to change the behaviour of the individual reduction tasks Below follows a description to incorporate such changes in the software Changes to the GUI or the central engine that processes the tasks is beyond the scope of this manual terse source code comments will be your help C 1 Adding and removing reduction tasks All reduction tasks are contained in the file tasks py There are some example skeleton tasks at the beginning of the file Each task is a python class derived from the task superclass In the task superclass you can find a description of the different properties that may be defined in a task The body of the task is defined in the run method of the task One a new task has been written one can insert it in the list of tasks that belong to a certain reduction mode by changing the file pipeFrame py Here the reduction
15. alibCalc reduction mode These tasks are stand alone and are invoked one by one by the user When creating a new set of reference data from scratch one should execute the tasks in the order shown below because the later tasks may require results from some of the earlier tasks 4 3 1 Create combined BIAS Using a preferably large number of BIAS frames this task will calculate an av eraged combined BIAS frame Using the statistics of the BIAS frames it will determine which pixels of the set are deviating by more than 50 from the average BIAS level and replace these pixels with average BIAS values all using NumArray thus removing signatures from cosmic rays 4 3 2 Create combined FLAT This task will combine the selected FLAT frames into one average combined FLAT frame NumArray No rejection techniques like the one used for the BIAS frames is included Rejection of deviant pixels will be performed later when modelling the shape of the orders in the task Create normalized combined FLAT below 4 3 3 Find order locations Using a well exposed flat field or object frame this task will invoke the IRAF task echelle apfind and echelle apedit and let the user interactively define the location of the spectral orders and the regions sampling the background level from the inter order gaps After the user finishes defining the order location the task will call IRAF s echelle aptrace to trace the order locations and attach this definition t
16. alized combined FLAT frame Dividing the extracted orders of an object frame by this frame will remove the signature of the blaze from the spectra Order definition reference frame is similar to and often a direct copy of the order definition frame defined above but with overscan regions removed and a valid order definition attached to it Wavelength reference frame is similar to and often a direct copy of the wave length definition frame but with overscan regions removed and a valid 2 dimensional wavelength definition attached to it Master wavelength reference frame is similar to the wavelength reference frame The wavelength definition of this frame will be used as a first guess a master when determining a new wavelength solution for the wavelength reference frame Interlaced order definition reference frame is similar to the order defini tion reference frame but for the interlaced spectral orders Interlaced wavelength reference frame is similar to the wavelength reference frame but for the interlaced spectral orders The following three options control the internal behaviour of the interface and need seldom to be adjusted Listed FITS headers is a space separated list of FITS header card names that will be displayed in the file dialog when editing the contents of the queue of frames awaiting reduction Only a couple of keywords should be given here because a large number of keywords will cause delays when displaying the fi
17. asks that constitute a reduction mode are executed FIEStool will write the result of each reduction task to disk allowing the user to later review these intermediate steps Also all operations that were performed on a frame are written to the FITS header keyword HISTORY Below follows an overview of the different reduction modes together with more detailed descriptions of each task 4 1 Data reduction modes 4 1 1 Quicklook The Quicklook data reduction mode is optimized for speed It contains few steps which all are performed without optimization The execution of all tasks takes only a few seconds The results of this mode are only intended to give the observer a first impression of the observed spectrum and should not be used for further analysis The included tasks are Autoload configuration e Preprocess frame e Subtract BIAS Divide by 2 D flat 20 Implemented data reduction routines Plot cross order profile Extract spectrum Correct for blazeshape Add wavelengths Autoplot reduced spectra 4 1 2 Advanced The Advanced data reduction mode is optimized for quality at the expense of speed The execution of all tasks takes about one minute Some tasks such as subtract scattering and merge orders are very cpu intensive and time consuming Because this reduction mode performs the tasks in an optimal way the results can be used for spectral analysis A list of tasks is presented below Note that there exists no ta
18. ate value for each order IRAF onedspec sapertures In this way one obtains a wavelength definition that is not degraded by instrument drifts during the night 2 Adjust wavelengths has not been tested due to the non availability of the interlaced spectra in the existing setup 051124 24 Implemented data reduction routines 4 2 12 Merge orders Merges the individual spectral orders into one long 1 dimensional spectrum IRAF echelle scombine In the regions where consecutive spectral orders overlap in wave length the spectra are averaged Because the dispersion in individual orders is dif ferent merging implies rebinning on a new wavelength grid and may decrease the actual spectral resolution Also rebinning means that the flux counts wavelength bin is not conserved 4 2 13 Autoplot reduced spectra After the reduction of a frame is finished this option allows to automatically plot a selected region of the extracted spectrum The plotted wavelength range is de termined by the values entered below this option A value of 0 as the minimum or maximum wavelength will be interpreted as the minimum or maximum available wavelength Automatic plotting is always done using the Biggles plotting package because IRAF plots are interactive and would interrupt the continuous reduction of frames 4 3 Tasks to calculate reference frames The following tasks are only performed when calculating new reference data and are thus part of the C
19. aze shape 4 3 7 Find wavelength solution After very simple extraction of the spectrum collapsing the orders along the cross dispersed direction this task will allow the user to interactively determine the wavelength solution from the wavelength definition frame IRAF echelle ecidentify If a master wavelength definition frame was defined in the set of configuration options the solution corresponding to that frame is used as the initial solution when determining the wavelength definition Upon leaving the interactive interface the 26 Implemented data reduction routines rotated and clipped wavelength definition frame is stored as the reference wavelength definition frame and the determined wavelength solution is attached to it If one is very confident about the obtained wavelength solution this frame can be renamed as the master wavelength reference frame and thus provide a future initial guess 4 3 8 Find interlaced wavelength solution This task is very similar to the previous task except that it does not need interaction with the user The non interlaced wavelength solution is used as the initial solution to the interlaced wavelength definition spectrum and IRAF s echelle reidentify is used to adapt shift and refit the wavelength solution to the extracted spectra of the interlaced wavelength definition frame The determined wavelength solution is then attached to the rotated and clipped interlaced wavelength reference frame
20. ce frame Master wavel ref frame Master interlaced order def Interlaced wyl ref frame Listed FITS headers MEF data extension Frame Orientation Pipeline config directory IRAF tasks config directory x_start io fies selected raidtAtatamesFlok to022iis SSS raataa okos SS m m object expime 1 _ n honemies pipe datarewconig UUU sooo y_start oo y_end pe Save settings Load settings Reset Close window Figure 2 Screenshot of the Configuration Frame section 3 2 14 The user interface Reference directory is the directory in which the reference files can be found Bad pixel mask is a frame of identical size and format as the raw data frames with pixel values of 1 for good pixels and 0 for bad pixels This is the only frame that can not be calculated by FIEStool Combined BIAS frame is an averaged and filtered version of a large number of BIAS frames Combined FLAT frame is an averaged version of a large number of FLAT frames Normalized combined FLAT frame is similar to the combined FLAT frame except that the response across the spectral orders in the spatial direction and along the order has been removed Dividing by this frame compensates for the pixel to pixel variations in sensitivity Fitted blaze shape is the shape of the extracted orders of the combined FLAT also called blaze This response was removed from the combined FLAT field when calculating the Norm
21. chelle splot interactive 22 Implemented data reduction routines 4 2 1 Autoload configuration This task executes the rules defined by the AutoLoader see section 3 4 loading configuration files depending on the value of FITS header keywords of the frame that is being processed The absence of any rules or the failure to execute the ruleset will only generate a warning and not interrupt the current reduction This task is particularly useful for changing the used set of reference data combined flats location of the spectral orders when reducing sets of data with different binnings 4 2 2 Preprocess frame Before any more tasks are performed on a frame it will be preprocessed This task does the following substeps Extract the data block if the frame is in Multi extension FITS format e Check the integrety of the FITS headers Clip and rotate flip the frame so that overscan regions are removed and the orders run vertically NumArray This is necessary for later processing by IRAF Extend the frame to full size if it was windowed NumArray This strongly simplifies the data reduction of windowed frames Remove bad pixels using a bad pixel mask where 1 good pixel and 0 bad pixel NumArray Calculate the heliocentric velocity correction IRAF astutil rvcorrect and store it in the header keyword VHEL Note that this information is only stored in the header and not used when adding a wavelength definition to t
22. d depending on the outcome of these rules automatically load configuration files In this context the pipeline configuration files section 3 2 1 are extremely useful because these files contain only configuration options relevant to reference data The autoloader is intended to make it easier to automatically reduce sets of data that contain mixed readout modes for example different binning factors or amplifiers Defining rules is relatively straightforward The FITS header field should contain the name of the FITS header keyword that is to be evaluated The expression de fined in Expression is a standard Python expression for example 2 or gt 7 that will be parsed together with the value of the corresponding FITS header keyword The actions defined in If true or If false are either a number of the next rule to branch to or the word load load a configuration file and stop parsing rules or nothing do nothing and stop parsing rules A name of a configuration file can be given in the field Pipeline configuration file which only is relevant if one of the defined actions for this rule was load 18 The user interface Configuration for autoloading configuration files FITS header Expression If true If false Pipeline config file DETYBIN s 1 load 2 pipeconfig_nobin cfg Delete 2 DETVBIN fre foad pipeconfig_ybin2 cfg Delete Add new rule Test ruleset Close window Refresh Figure 5 Screenshot of the Au
23. each spectral order in the combined FLAT These pro files describing the order shape both along the blaze and along the direction of cross dispersion are then used to determine the responses of the individual pixels that constitute the spectral orders IRAF echelle apnormalize This yields the 2 dimensional normalized combined FLAT Dividing an object frame by this nor malized flat is a very effective method to reduce fringing in the CCD Fringing is strongly wavelength dependent which is why scattered light should be subtracted first In the next step the combined FLAT is divided by this 2 dimensional normalized combined flat NumArray and its orders now smooth are extracted with IRAF s echelle apsum This yields the blaze shape that is present in all extracted spectra This instrumental signature can then be easily removed from any extracted object spectrum by dividing by this blaze shape In order to accurately describe the blaze shape noise due to pixel to pixel differences in response is suppressed by smoothing the blaze shape with a 3 pixel wide Gaussian shaped filter NumArray Those regions of the function describing the blaze shape that are not well exposed with signal to noise ratios of less than 100 are then replaced by a smooth fitted curve fitting by IRAF s imfit fitld replacing by NumArray This will avoid degradation of the signal to noise when dividing extracted spectra from well exposed object frames by the fitted bl
24. he spec trum 4 2 3 Subtract BIAS This tasks subtracts the combined BIAS frame from the observerd frame NumAr ray 4 2 4 Subtract scattering Using the level of light in the inter order spaces this task determines a 2 dimensional model of scattered light IRAF echelle apscatter Thereafter it subtracts the scattered light image from the observed frame NumArray 4 2 5 Divide by 2 D flat This will divide the observed frame by the normalized 2 dimensional flat removing signatures of 2 dimensional fringes in the image NumArray 4 2 Data reduction tasks steps 23 4 2 6 Plot cross order profile This is a task that does not do any operations on the frame It only plots the average of the central 10 rows of the frame in order to give the user an estimate of the quality of the exposure whether any orders are overexposed and how well the subtraction of scattered light was performed extraction by NumArray and plotting by Biggles 4 2 7 Determine spectrum shift By comparing the extracted spectra IRAF echelle apsum of the default inter laced wavelength solution and the interlaced wavelength spectrum in the object frame one can obtain an estimate of the shift in the wavelength solution IRAF echelle ecreidentify The determined wavelength shift in the zeroth order is then written to the FITS header keyword WVLSHIFT so that it can be used when at taching the wavelength calibration to the extracted spectrum If le
25. is a special mode that is optimized for calculating reference data such as combining biases and flat fields order finding and tracing and wavelength calibration This mode is automatically enabled when the user starts tasks from the Calibration frame see section 3 3 Differing from the other reduction modes these tasks are not automatically executed together Instead the user will have to execute these one at a time The tasks included in this mode are e Create combined BIAS e Create combined FLAT e Find order locations e Find interlaced order locations e Plot order locations e Create normalized combined FLAT e Find wavelength solution e Find interlaced wavelength solution 4 2 Data reduction tasks steps Below follows a short description of each of the data reduction tasks More detailed information on the calculations can be found in the comments of the source code The tasks make use of two external packages for calculations Numerical array op erations on frames or subsets of frames are performed with the NumArray package while specific echelle reduction tasks for example optimal order extraction are performed with IRAF In the case a tasks calls IRAF to do the work IRAF param eter configuration files are used to determine the behaviour of the IRAF tasks see the appendix about the location of these files Plotting is done either by the Big gles plotting package for non interactive plotting or the IRAF task e
26. le listing MEF data extension is the number of the Multi Extension FITS MEF Header Data Unit that contains the echelle data In case the input spectra are not in MEF format or if the data is in the primary Header Data Unit this value should be 0 Currently FIES produces files with the echelle data in MEF unit 1 Frame orientation defines how the input frames should be rotated and or flipped FIEStool assumes that the data is oriented in such a way that the wavelengths increase along the X and Y axis and that the orders run along the Y axis A value of 0 means that no initial rotation or flipping is done A value of 1 2 or 3 corresponds to a rotation of 90 180 and 270 degrees respectively The values of 4 5 6 and 7 are similar to 0 1 2 and 3 but with an additional transposition of the image The current format of the frames produced by FIES requires a value of 7 for proper reorientation Config file directory is the directory in which configuration files generated by this frame and pipeline configuration files see 3 2 1 are located 3 2 Configuration Frame 15 Configure pipeline Configure pipeline Reference directory jraidi datareducedfiesfcalib 0 Bad pixel mask Sa Se Master BIAS frame raid data reduced fies calib master_bias fts Master FLAT frame raid data reduced fies calib master_flatfts Normalized master FLAT raid data reduced fies calib master_normflat fits Fitted blaze shape fraid1 da
27. n of data already at the telescope FIES FlIber fed Echelle Spectrograph at the Nordic Optical Telescope is a high resolution spectrograph available on a stand by basis This means that an observer has the possibility to execute observing programs that need flexible scheduling such as long term studies of objects with day to day variability or target of opportunity programs that require a high resolution spectrograph to be available It is very likely that such programs will be executed in service mode Automatic reduction of observations will then be an important complement to such observing modes Automatic reduction also standardizes the reduction procedure and will simplify the user s effort by offering a default setup of reduction parameters This document describes the software package FIEStool developed just for this pur pose FJEStool is written in Python an object oriented language that provides easy interfacing between the user through a Graphical User Interface and specialized reduction tasks from the external packages IRAF and NumArray both developed at STScI It is capable of automatically reducing data obtained with FIES while at the same time providing the user the possibility to control the basic properties of the reduction process by hand An important requirement when developing this software was that it should be flex ible so it will be possible to adapt the software to future changes in the data format or instrument
28. nput and output directories Input directory determines from which directory raw frames are read and is also the directory that is monitored when the AutoQueue feature is enabled This option can also be reviewed from the FIEStool main window Output directory determines in which directory the resulting reduced frames in cluding intermediate products are stored This option can also be reviewed from the FIEStool main window The following six options allow the selection of input files for the calculation of calibration reference frames List of BIAS frames allows to select one or more frames from the input directory that will be used by the Calibration frame Sect 3 3 to calculate a combined BIAS frame This option can also be reviewed from the Calibration frame List of FLAT frames allows to select one or more frames from the input directory that will be used by the Calibration frame Sect 3 3 to calculate a combined FLAT frame This option can also be reviewed from the Calibration frame Order definition frame is a well exposed frame that will be used by the Cali bration frame to detect the location of the spectral orders This option can also be reviewed from the Calibration frame Wavelength definition frame is a frame containing an emission line lamp spec trum which will be used to determine the 2 dimensional wavelength solution of the echelle frame This option can also be reviewed from the calibration frame Interlaced
29. nput directory and that matches the filename filter will then be automatically appended to the queue e The Start processing button will start the processing of files pending in the queue according to the tasks selected in the third area If an error is encoun tered during any data reduction task processing of the frame in question will terminate and the next frame in the queue will be processed Once a process of reducing a frame is started it cannot be stopped Pressing Stop processing will stop the reduction process first after the current frame has been finished 12 The user interface e The forth area allows the user to control some plot parameters such as which wavelength range is to be plotted or if no wavelength information is available which spectral order Automatic plotting of spectra will always use routines from the Biggles plotting package because plotting with IRAF would interrupt the continuous processing of frames However once the reduction of a frame is finished one can use IRAF based plotting routines using echelle splot to investigate the spectrum e The fifth area contains the logging window showing the progress and status of the reduction interface 3 2 Configuration Frame The configuration frame consists of one large panel that allows to edit and review the values of all available configuration options The available options are listed below The first two options define the name of the default i
30. nu options File gt Quit quits the application Settings gt Configure pipeline opens the Pipeline configuration frame section 3 2 1 This frame allows to edit a limited number of settings all related to the pipelined data reduction Settings gt Load pipeline config loads a previously saved set of pipeline config uration settings from disk Settings gt Save pipeline config saves the currently active set of pipeline con figuration settings to disk Settings gt Configure autoloading opens the AutoLoader frame section 3 4 This frame allows to configure the automatic loading of pipeline settings depending on the values of FITS header keywords Settings gt Edit all settings opens the Configuration frame section 3 2 This frame allows to consult and edit all the available configuration options 10 The user interface FIEStool Data reduction for the FIES spectrograph E File Settings Calibs Log Mode Help FIES automated data reduction interface Input directory rata data fies Output directory rave data reduced ies result Number of files in queue jo Edit queue Number of processed files jo Edit list of processed files Filename filter fits Autocheck for new files START processing W AutoLoad configuration Not done E Preprocess frame Not done W Subtract BIAS Not done W Divide by 2 D flat Not done W Piot cross order profile Not done W Extract spectrum Not done W Correct for blazeshape Not
31. o the order definition reference frame a rotated and clipped copy of the order definition frame 4 3 Tasks to calculate reference frames 25 4 3 4 Find interlaced order locations This task is in general terms similar to the previous task except that it is not inter active and will determine the location of the interlaced orders Interlaced spectra can be useful for improved wavelength stability or the observation of background sky spectra The input frame the interlaced order definition frame should there fore be a well exposed flat field or object frame with only the interlaced spectrum present The task will determine the shift of the order locations with respect to the non interlaced order definition when finding the interlaced orders and does not perform any new order tracing 4 3 5 Plot order locations This task is only a diagnostic tool for the user showing the location of the traced orders on the CCD If the orders could not be traced properly this will be evident from this plot If an order definition of the interlaced orders exists the interlaced orders will be plotted in the same figure but with a different color 4 3 6 Create normalized combined FLAT This is a very extensive task that produces two important products for proper echelle data reduction First of all it will subtract the scattered light from the combined FLAT frame IRAF echelle apscatter The result is used to determine the 2 dimensional shape of
32. of the spectra and the assignment of wavelengths along the spectra The reduction can be made more accurate or more extended by including more steps in the reduction such as the subtraction of scattered light or merging of the spectral orders Because the reduction process can be divided into such well defined steps this reduction package has at its core part a set of reduction tasks These tasks perform one single step of the reduction process for example subtract scattering With subsequent execution of the individual tasks one can then perform the complete reduction of an echelle spectrum In the package the tasks needed for a complete reduction are grouped together and ordered into data reduction modes Which tasks that together make up each mode depends on the particular requirements for that mode e g speed for quick look data reduction Therefore one single task may be part of several reduction modes Currently there are four data reduction modes implemented named QuickLook Advanced DoubleSpec and CalibCalc Around the different tasks and data reduction strategies is a software layer that controls the order and execution of the individual tasks within each data reduction mode This outer later is visualized and controlled by the user through the Graph ical User Interface GUI With this GUI the user can select the preferred data reduction mode de select the tasks within the mode and perform the actual data reduction When the t
33. order definition frame is similar to the Order definition frame ex cept that it will trace the interlaced spectral orders Interlaced spectra are normally used to obtain a simultaneous wavelength reference spectrum ThAr This option can also be reviewed from the Calibration frame Interlaced wavelength definition frame is similar to the Wavelength defini tion frame except that it will provide the 2 dimensional wavelength solution for the interlaced orders This option can also be reviewed from the Calibration frame The following ten options allow to select the filenames of reference frames In the Calibration frame reference files are calculated so these filenames below refer to the produced output files On the other hand these frames are also used as reference frames when performing the reduction of a stellar science frame and are thus in that sense input files Therefore for a working data reduction one will have to have valid reference files defined and prepared 3 2 Configuration Frame 13 Configure all settings Configure all settings Input directory rai data fies Output directory rai data reduced fies result List of BIAS frames List of FLAT frames Order definition frame Wavelength definition frame Interlaced order def frame Interlaced wavel def frame Reference directory Bad pixel mask Master BIAS frame Master FLAT frame Normalized master FLAT Fitted blaze shape Master order def frame Wavelength referen
34. order locations Create normal master FLAT Find wavelength solution Find interlaced wavel sol O fles selected ss ss SS a fles selected jraidi datafies Flok110022fits i iti CSS jraid datafies Flokt60003fits t i S SS SS Output options jraidi data reducedfies calib iraidt data reducedffies calib master_biasfits jraidt datareducedfies calib master_fatfits iraidt data reducedfies calib master_normfatfts raidi data reducedMfies calibyblazeshapefits CS iraidt data reducedfies calib master_orderdeffits raid data reduced fies calib wavereffts raidt data reducedfies calib master_waveret_ybinzfits D T Calculate calibration frames Finished Finished Finished Not done Finished Finished Finished Not done OK Figure 4 Screenshot of the Calibration Frame section 3 3 3 3 Calibration Frame 17 described in section 3 4 The AutoLoader decides on loading configuration files based on the contents of FITS headers 3 3 Calibration Frame The Calibration frame allows the user to easily calculate reference data such as combined BIAS frames combined FLAT frames and order and wavelength reference frames The upper part of the frame lists all configuration options that are relevant for calculating these frames More details on these options can be fount in section 3 2 The lower part contains a set of buttons that when pressed will perform
35. rder to calculate a new set of reference data one will need the following input data e 10 BIAS frames e 10 well exposed FLAT frames These FLAT frames should have been ob tained under similar conditions and with a similar optical setup for example with the same fiber as the stellar frames e One well exposed frame of a hot source preferably an early type star to be used for finding the order locations e One well exposed wavelength calibration frame preferably a ThAr spectrum to be used for determining the wavelength solution If the user intends to use interlaced spectra simultaneous ThAr for better wave length stability one will also have to obtain and define an interlaced order definition and an interlaced wavelength definition 3Preliminary number To be reviewed after upgrade of the instrument 28 Calculating reference data If the user intends to reduce data with more than one binning or amplifier readout mode one will need obtain a complete set of input data for each configuration used The names of files in the sets of reference data can be saved using the pipeline con figuration frame section 3 2 1 In this was one can allow different sets of reference data to be defined at the same time Automatic selection of the appropriate set of reference data can be configured with the AutoLoader section 3 4 29 autoQueue Peal fileUtils plotFrame frameUtils plotUtils waveutils messageLog auto
36. rface see section 3 2 for more details about this You also will have to decide on the names of reference frames that will be created when calculating a new set of reference data When these options have been configured you may want to save the current configuration as the default configuration see section 3 1 1 8 Software installation Before you will be able to perform data reduction you will need to create a set of reference frames or download a previously calculated set A new set can be calculated by executing from top to bottom all the tasks in the calibration frame see section 5 for more details 2 4 3 Installing pre calculated reference data As the FIES spectrograph is very stable it is possible to use pre calculated reference data These data can be downloaded from the FIES instrument homepage There you can also find instructions on how to install these files 1Because of the current state of the instrument no such data has been calculated yet After improvement of the instrument these data will be made available 051124 3 The user interface The graphical user interface is designed to be as self explanatory as possible Most buttons and fields contain on line help information accessible through popup win dows when clicking with the right mouse button on an item The interface consists of four different windows A detailed description of these four windows is given in the next paragraph The four windows
37. section 3 4 30 Program structure and description of files calibFrame creates the stand alone frame that manages the calculation of ref erence data section 3 3 It implements configuration options from configFrame and relays task execution to the task manager conf igFrame can create both stand alone and embedded frames for displaying and editing configuration options It is responsible for creating the configu ration frame section 3 2 the pipeline configuration frame section 3 2 1 as well as the embedded options in the calibration frame section 3 3 and in the main frame section 3 1 2 taskManager takes care of making the actual calls to the tasks defined in tasks and relays all error output to the message log tasks contains the routines of the individual data reduction steps It defines its own exception class and diagnostic output is sent to the message log It makes heavy use of the utility routines fileUtils frameUtils plotUtils and waveUtils and of course the wrapper routine irafWrappers fileUtils is a collection of utility routines dedicated to file and file system interaction frameUtils is a collection of utility routines dedicated to frame processing such as extraction of data from Multi Extension FITS files clipping and ro tating frames etc plotUtils is a collection of utility routines dedicated to plotting of data It can do 1 dimensional plots of spectra and 2 dimensional plots of the location of
38. sk for continuum fitting included because this is a very subjective reduction step and depends on the particular needs of the scientific project e Autoload configuration e Preprocess frame e Subtract BIAS e Subtract scattering e Divide by 2 D flat e Plot cross order profile e Extract spectrum e Correct for blazeshape e Add wavelengths e Merge orders e Autoplot reduced spectra 4 1 3 DoubleSpec The Doublespec reduction mode takes into account that the frame contains both an object spectrum and an interlaced wavelength calibration spectrum normally ThAr This additional wavelength spectrum allows to correct for possible instru mental shifts improving the wavelength calibration High quality wavelength cali brations are important for radial velocity studies The performance of this data reduction mode is comparable to the Advanced mode The included tasks are listed below Order merging is not included because it involves resampling of the wavelenghts on a common monospaced wavelength grid which may reduce the quality of the wavelength calibration e Autoload configuration 4 2 Data reduction tasks steps 21 e Preprocess frame e Subtract BIAS e Subtract scattering e Divide by 2 D flat e Plot cross order profile e Determine spectrum shift e Extract spectrum e Correct for blazeshape e Add wavelengths e Adjust wavelengths e Autoplot reduced spectra 4 1 4 CalibCalc The CalibCalc reduction mode
39. spectral orders The actual plotting is left to the Biggles package waveUtils is a collection of utility routines dedicated to extracting the wave length definition from IRAF headers It can also calculate the heliocentric velocity correction from the FITS headers of a data frame irafWrappers is a collection of wrapper subroutines that simplify calls to IRAF from the routines defined in tasks It also takes care of finding and passing the appropriate IRAF parameter configurations to the correct IRAF task irafDbNames contains subroutines that construct the full path to the IRAF database files the uparm files where the order locations and the wavelength calibration of each frame are stored config provides the definition of all configuration settings the appropriate routines to modify its values and options to load and save the settings to disk popUp is a widely used routine that provides a popUp window with an infor mative help text for an element in the GUI myDialog is an adaptation of the standard Dialog class part of the Tkinter distribution but with small modifications allowing FITS headers in the file listings and the selection of multiple files taskBar provides graphical representation of tasks used by pipeFrame and calibFrame This routine is not shown in figure 6 31 B Default IRAF parameter files The default parameters of the different IRAF tasks used within this software package are stored as text
40. ss than 10 of the lines in the spectrum could be identified the comparison is assumed to have failed and no shift will be written to the FITS headers 4 2 8 Extract spectrum This task will extract the individual orders into one dimensional spectra from the observed frame using optimal extraction IRAF echelle apsum In case the chosen reduction mode is Advanced DoubleSpec or CalibCalc rejection of deviant pixels is performed using the clean algorithm of IRAF s echelle apsum yielding a cleaner spectrum but requires more processing time 4 2 9 Correct for blazeshape This will divide the extracted object spectrum by the blaze shape of the combined FLAT removing the blaze shape from the object spectrum NumArray This method of double flat fielding by first dividing the non extracted frame by a nor malized unblazed 2 dimensional flat and later the extracted spectra by the blaze shape of the flat field spectrum yields much better results than applying only one single flat field division 4 2 10 Add wavelengths This task will attach the wavelength solution of the wavelength reference frame to the one dimensional object spectra IRAF iraf dispcor 4 2 11 Adjust wavelengths This task is only used with the reduction mode DoubleSpec It will apply a shift in the attached wavelength definition of each order using the earlier determined zeroth order wavelength offset from Determine spectrum shift converted to the appropri
41. ta reduced fies calib blazeshape fits Master order def frame raid data reduced fies calib master_orderdef fits Wavelength reference frame raid data reducedifies calibAvaveref fits Save settings Load settings Reset Close window Figure 3 Screenshot of the Pipeline Configuration Frame section 3 2 1 IRAF tasks config directory is the directory in which complete task definitions for the implemented IRAF tasks are stored The next four options control the useful area of the CCD These options allow the user to define personal preferences on which area should be processed rather than to use pre defined values from the image headers These numbers refer to the frame pixel numbers after a possible reorientation If these options are changed a new and complete set of reference frames must be generated before reduction will work properly again x_start is the number of the first useful x pixel in the frames x_end is the number of the last useful x pixel in the frames y_start is the number of the first useful y pixel in the frames y_end is the number of the last useful y pixel in the frames The buttons Save settings and Load settings allow the user to save and restore sets of configuration options to and from disk Pressing Reset will revert the configuration options to the most recently saved or loaded settings 3 2 1 Pipeline Configuration Frame When reducing a dataset that contains different readout modes for example dif
42. the calculations C 3 Changing configuration options Throughout data reduction the program makes reference to configuration options The values of these options can be modified by the user through the GUI This allows the user to for example define the location and names of the output files There also internal configuration options included in the same structure that are not visible to the user All configuration options are defined and initialized in config py and can be refer enced in any place of the program where this module is imported Sometimes there may be a need to change the naming of options or to add new options This can be done by modifiying config py Newly added options will only be accessible to the user through the configuration frame or the calibration frame if the name of that new option is added to the arrays used to define these windows in mainFrame py and configFrame py respectively Once a change to the configuration options has been incorporated it is necessary to recreate any saved configuration files such as the default configuration Otherwise restoring configuration files might reinsert removed options change the properties including names or help texts of existing options or give problems when trying to load non saved options C 4 Finally Don t forget to update this manual and add entries to the file CHANGES if you make changes to the software
43. tioned software packages one will need to download and install the following Python modules version numbers are the minimum required e Numarray v0 9 http www stsci edu resources software_hardware numarray e PyFITS v0 9 http www stsci edu resources software_hardware pyfits e PyRAF v1 1 1 http www stsci edu resources software_hardware pyraf e Biggles 11 6 4 http biggles sourceforge net Instead of installing Numarray PyFITS and PyRAF seperately it is also possible to install STScI Python e STScI Python v2 0 http www stsci edu resources software_hardware pyraf stsci_python 2 3 Unpack and install the software 7 This is a bundle of Python packages that contains among others Numarray Py FITS and PyRAF Python packages can either be installed system wide or as a local user installation In case the latter option is chosen it is important to set the system environment variable PYTHONPATH to the directory under which the packages resort Please refer to the respective web pages for information on the installation of these packages 2 3 Unpack and install the software FIEStool is available as a gzipped tar archive Unpack this archive in a suitable directory As python is an interpreted scripting language there is no need to compile the software this will be done on the fly the first time the software is started It is necessary to initialize IRAF in the same directory as in which the reduction soft
44. toLoader Frame section 3 4 Once a set of rules has been defined it can be tested against a sample frame The action that would have been performed will be reported in a popup window If for some reason no action could be performed due to an error or lack of rules this will also be shown in a popup window A set of rules defined here can only be saved to disk as part of the default config uration file It would not make sense to save the set of rules as part of a normal configuration file or even worse as part of a pipeline configuration file because this would lead to changing sets of rules while processing data and thus to unexpected or at the least very confusing behaviour Using the autoloader to load configuration files is one of the default tasks when running the automatic data reduction Note that although autoloading may fail it will never suspend the reduction of a frame 19 4 Implemented data reduction routines Although the reduction of echelle spectra requires a large number of steps these steps are well defined The process can also easily be repeated for a large number of frames mainly because the position of the spectrum in the two dimensional frame is more or less fixed over time This greatly simplifies the extraction and calibration procedures and allowed to develop this reduction package The typical reduction steps involved in echelle data reduction are BIAS subtraction flat field normalization extraction
45. ware is installed This is accomplished by issuing mkiraf in this directory choice of terminal type is not critical This will generate the file login cl This file should then be edited to make the default image format fits instead of imh set imtype fits 2 4 Getting started This section gives a short overview of how to start FIEStool for the first time after a new install More detailed explanations of the functionality of the software is given in the next sections 2 4 1 Starting the software Once installation has been completed running the reduction software is straight forward From the prompt invoke the main routine of the package gt FIEStool py and the Graphical User Interface GUI will appear Do not run the program in the background and do not exit the terminal window in which the program was started Sometimes useful messages will be echoed to this window The program can also be started with the command line option c or calib This will enable the possibility to calculate new configuration data and should only be used when this really is desired 2 4 2 Initial configuration If you are doing a new installation of the software it is important to do some initial configuration Start FIEStool with the extra command line option gt FIEStool py c Then choose separate directories for input output and reference data frames and enter these locations in the configuration of the inte

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